id	sid	tid	token	lemma	pos
ajmsi-5420	1	1	pa	pa	PROPN
ajmsi-5420	1	2	ge	ge	PROPN
ajmsi-5420	1	3	1	1	NUM
ajmsi-5420	1	4	pa	pa	PROPN
ajmsi-5420	1	5	ge	ge	PROPN
ajmsi-5420	1	6	53	53	NUM
ajmsi-5420	1	7	american	american	PROPN
ajmsi-5420	1	8	journal	journal	PROPN
ajmsi-5420	1	9	of	of	ADP
ajmsi-5420	1	10	medical	medical	ADJ
ajmsi-5420	1	11	science	science	NOUN
ajmsi-5420	1	12	and	and	CCONJ
ajmsi-5420	1	13	innovation	innovation	NOUN
ajmsi-5420	1	14	(	(	PUNCT
ajmsi-5420	1	15	ajmsi	ajmsi	NOUN
ajmsi-5420	1	16	)	)	PUNCT
ajmsi-5420	1	17	artificial	artificial	ADJ
ajmsi-5420	1	18	intelligence	intelligence	NOUN
ajmsi-5420	1	19	applications	application	NOUN
ajmsi-5420	1	20	in	in	ADP
ajmsi-5420	1	21	the	the	DET
ajmsi-5420	1	22	diagnosis	diagnosis	NOUN
ajmsi-5420	1	23	and	and	CCONJ
ajmsi-5420	1	24	treatment	treatment	NOUN
ajmsi-5420	1	25	of	of	ADP
ajmsi-5420	1	26	bacterial	bacterial	ADJ
ajmsi-5420	1	27	infections	infection	NOUN
ajmsi-5420	1	28	sarabjit	sarabjit	ADJ
ajmsi-5420	1	29	kaur1	kaur1	NOUN
ajmsi-5420	1	30	*	*	PUNCT
ajmsi-5420	1	31	volume	volume	NOUN
ajmsi-5420	1	32	4	4	NUM
ajmsi-5420	1	33	issue	issue	NOUN
ajmsi-5420	1	34	2	2	NUM
ajmsi-5420	1	35	,	,	PUNCT
ajmsi-5420	1	36	year	year	NOUN
ajmsi-5420	1	37	2025	2025	NUM
ajmsi-5420	1	38	issn	issn	NOUN
ajmsi-5420	1	39	:	:	PUNCT
ajmsi-5420	1	40	2836	2836	NUM
ajmsi-5420	1	41	-	-	SYM
ajmsi-5420	1	42	8509	8509	NUM
ajmsi-5420	1	43	(	(	PUNCT
ajmsi-5420	1	44	online	online	NOUN
ajmsi-5420	1	45	)	)	PUNCT
ajmsi-5420	1	46	doi	doi	NOUN
ajmsi-5420	1	47	:	:	PUNCT
ajmsi-5420	1	48	https://doi.org/10.54536/ajmsi.v4i2.5420	https://doi.org/10.54536/ajmsi.v4i2.5420	PROPN
ajmsi-5420	1	49	https://journals.e-palli.com/home/index.php/ajmsi	https://journals.e-palli.com/home/index.php/ajmsi	PROPN
ajmsi-5420	1	50	article	article	NOUN
ajmsi-5420	1	51	information	information	NOUN
ajmsi-5420	1	52	abstract	abstract	ADV
ajmsi-5420	1	53	received	receive	VERB
ajmsi-5420	1	54	:	:	PUNCT
ajmsi-5420	1	55	june	june	PROPN
ajmsi-5420	1	56	28	28	NUM
ajmsi-5420	1	57	,	,	PUNCT
ajmsi-5420	1	58	2025	2025	NUM
ajmsi-5420	1	59	accepted	accept	VERB
ajmsi-5420	1	60	:	:	PUNCT
ajmsi-5420	1	61	july	july	PROPN
ajmsi-5420	1	62	30	30	NUM
ajmsi-5420	1	63	,	,	PUNCT
ajmsi-5420	1	64	2025	2025	NUM
ajmsi-5420	1	65	published	publish	VERB
ajmsi-5420	1	66	:	:	PUNCT
ajmsi-5420	1	67	september	september	PROPN
ajmsi-5420	1	68	13	13	NUM
ajmsi-5420	1	69	,	,	PUNCT
ajmsi-5420	1	70	2025	2025	NUM
ajmsi-5420	1	71	in	in	ADP
ajmsi-5420	1	72	today	today	NOUN
ajmsi-5420	1	73	’s	’s	PART
ajmsi-5420	1	74	era	era	NOUN
ajmsi-5420	1	75	artificial	artificial	ADJ
ajmsi-5420	1	76	intelligence	intelligence	NOUN
ajmsi-5420	1	77	(	(	PUNCT
ajmsi-5420	1	78	ai	ai	PROPN
ajmsi-5420	1	79	)	)	PUNCT
ajmsi-5420	1	80	is	be	AUX
ajmsi-5420	1	81	the	the	DET
ajmsi-5420	1	82	fruitful	fruitful	ADJ
ajmsi-5420	1	83	and	and	CCONJ
ajmsi-5420	1	84	informative	informative	ADJ
ajmsi-5420	1	85	tool	tool	NOUN
ajmsi-5420	1	86	to	to	PART
ajmsi-5420	1	87	treat	treat	VERB
ajmsi-5420	1	88	the	the	DET
ajmsi-5420	1	89	bacterial	bacterial	ADJ
ajmsi-5420	1	90	infections	infection	NOUN
ajmsi-5420	1	91	.	.	PUNCT
ajmsi-5420	2	1	ai	ai	AUX
ajmsi-5420	2	2	features	feature	NOUN
ajmsi-5420	2	3	provide	provide	VERB
ajmsi-5420	2	4	the	the	DET
ajmsi-5420	2	5	outcomes	outcome	NOUN
ajmsi-5420	2	6	more	more	ADV
ajmsi-5420	2	7	effectively	effectively	ADV
ajmsi-5420	2	8	,	,	PUNCT
ajmsi-5420	2	9	accurately	accurately	ADV
ajmsi-5420	2	10	,	,	PUNCT
ajmsi-5420	2	11	manifest	manifest	VERB
ajmsi-5420	2	12	the	the	DET
ajmsi-5420	2	13	disease	disease	NOUN
ajmsi-5420	2	14	parameters	parameter	NOUN
ajmsi-5420	2	15	in	in	ADP
ajmsi-5420	2	16	shorter	short	ADJ
ajmsi-5420	2	17	period	period	NOUN
ajmsi-5420	2	18	of	of	ADP
ajmsi-5420	2	19	time	time	NOUN
ajmsi-5420	2	20	which	which	PRON
ajmsi-5420	2	21	results	result	VERB
ajmsi-5420	2	22	in	in	ADP
ajmsi-5420	2	23	safe	safe	ADJ
ajmsi-5420	2	24	and	and	CCONJ
ajmsi-5420	2	25	potential	potential	ADJ
ajmsi-5420	2	26	life	life	NOUN
ajmsi-5420	2	27	.	.	PUNCT
ajmsi-5420	3	1	knowledge	knowledge	NOUN
ajmsi-5420	3	2	engineering	engineering	PROPN
ajmsi-5420	3	3	(	(	PUNCT
ajmsi-5420	3	4	ke)-based	ke)-base	VERB
ajmsi-5420	3	5	approaches	approach	NOUN
ajmsi-5420	3	6	have	have	AUX
ajmsi-5420	3	7	confirmed	confirm	VERB
ajmsi-5420	3	8	in	in	ADP
ajmsi-5420	3	9	cost	cost	NOUN
ajmsi-5420	3	10	-	-	PUNCT
ajmsi-5420	3	11	effective	effective	ADJ
ajmsi-5420	3	12	,	,	PUNCT
ajmsi-5420	3	13	reduce	reduce	VERB
ajmsi-5420	3	14	dependency	dependency	NOUN
ajmsi-5420	3	15	on	on	ADP
ajmsi-5420	3	16	particular	particular	ADJ
ajmsi-5420	3	17	structure	structure	NOUN
ajmsi-5420	3	18	and	and	CCONJ
ajmsi-5420	3	19	detect	detect	VERB
ajmsi-5420	3	20	the	the	DET
ajmsi-5420	3	21	bacterial	bacterial	ADJ
ajmsi-5420	3	22	infection	infection	NOUN
ajmsi-5420	3	23	by	by	ADP
ajmsi-5420	3	24	various	various	ADJ
ajmsi-5420	3	25	mode	mode	NOUN
ajmsi-5420	3	26	of	of	ADP
ajmsi-5420	3	27	testing	testing	NOUN
ajmsi-5420	3	28	machines	machine	NOUN
ajmsi-5420	3	29	like	like	ADP
ajmsi-5420	3	30	antimicrobial	antimicrobial	ADJ
ajmsi-5420	3	31	susceptibility	susceptibility	NOUN
ajmsi-5420	3	32	testing	testing	NOUN
ajmsi-5420	3	33	(	(	PUNCT
ajmsi-5420	3	34	ast	ast	NOUN
ajmsi-5420	3	35	)	)	PUNCT
ajmsi-5420	3	36	by	by	ADP
ajmsi-5420	3	37	leveraging	leverage	VERB
ajmsi-5420	3	38	machine	machine	NOUN
ajmsi-5420	3	39	learning	learning	NOUN
ajmsi-5420	3	40	models	model	NOUN
ajmsi-5420	3	41	,	,	PUNCT
ajmsi-5420	3	42	support	support	VERB
ajmsi-5420	3	43	vector	vector	NOUN
ajmsi-5420	3	44	machines	machine	NOUN
ajmsi-5420	3	45	(	(	PUNCT
ajmsi-5420	3	46	svm	svm	PROPN
ajmsi-5420	3	47	)	)	PUNCT
ajmsi-5420	3	48	,	,	PUNCT
ajmsi-5420	3	49	and	and	CCONJ
ajmsi-5420	3	50	deep	deep	ADJ
ajmsi-5420	3	51	learning	learning	NOUN
ajmsi-5420	3	52	architectures	architecture	NOUN
ajmsi-5420	3	53	such	such	ADJ
ajmsi-5420	3	54	as	as	ADP
ajmsi-5420	3	55	convolutional	convolutional	ADJ
ajmsi-5420	3	56	neural	neural	ADJ
ajmsi-5420	3	57	networks	network	NOUN
ajmsi-5420	3	58	(	(	PUNCT
ajmsi-5420	3	59	cnns	cnns	PROPN
ajmsi-5420	3	60	)	)	PUNCT
ajmsi-5420	3	61	and	and	CCONJ
ajmsi-5420	3	62	transformers	transformer	NOUN
ajmsi-5420	3	63	.	.	PUNCT
ajmsi-5420	4	1	thus	thus	ADV
ajmsi-5420	4	2	,	,	PUNCT
ajmsi-5420	4	3	it	it	PRON
ajmsi-5420	4	4	also	also	ADV
ajmsi-5420	4	5	enables	enable	VERB
ajmsi-5420	4	6	the	the	DET
ajmsi-5420	4	7	bacterial	bacterial	ADJ
ajmsi-5420	4	8	detection	detection	NOUN
ajmsi-5420	4	9	through	through	ADP
ajmsi-5420	4	10	smartphone	smartphone	NOUN
ajmsi-5420	4	11	-	-	PUNCT
ajmsi-5420	4	12	integrated	integrate	VERB
ajmsi-5420	4	13	platforms	platform	NOUN
ajmsi-5420	4	14	and	and	CCONJ
ajmsi-5420	4	15	telemedicine	telemedicine	NOUN
ajmsi-5420	4	16	applications	application	NOUN
ajmsi-5420	4	17	.	.	PUNCT
ajmsi-5420	5	1	these	these	DET
ajmsi-5420	5	2	integrated	integrate	VERB
ajmsi-5420	5	3	platforms	platform	NOUN
ajmsi-5420	5	4	will	will	AUX
ajmsi-5420	5	5	help	help	VERB
ajmsi-5420	5	6	in	in	ADP
ajmsi-5420	5	7	the	the	DET
ajmsi-5420	5	8	research	research	NOUN
ajmsi-5420	5	9	of	of	ADP
ajmsi-5420	5	10	drugs	drug	NOUN
ajmsi-5420	5	11	and	and	CCONJ
ajmsi-5420	5	12	vaccines	vaccine	NOUN
ajmsi-5420	5	13	that	that	PRON
ajmsi-5420	5	14	can	can	AUX
ajmsi-5420	5	15	use	use	VERB
ajmsi-5420	5	16	in	in	ADP
ajmsi-5420	5	17	the	the	DET
ajmsi-5420	5	18	antibiotics	antibiotic	NOUN
ajmsi-5420	5	19	resistance	resistance	NOUN
ajmsi-5420	5	20	treatment	treatment	NOUN
ajmsi-5420	5	21	.	.	PUNCT
ajmsi-5420	6	1	furthermore	furthermore	ADV
ajmsi-5420	6	2	,	,	PUNCT
ajmsi-5420	6	3	ai	ai	AUX
ajmsi-5420	6	4	technology	technology	NOUN
ajmsi-5420	6	5	has	have	VERB
ajmsi-5420	6	6	a	a	DET
ajmsi-5420	6	7	widespread	widespread	ADJ
ajmsi-5420	6	8	deployment	deployment	NOUN
ajmsi-5420	6	9	in	in	ADP
ajmsi-5420	6	10	detection	detection	NOUN
ajmsi-5420	6	11	of	of	ADP
ajmsi-5420	6	12	the	the	DET
ajmsi-5420	6	13	bacterial	bacterial	ADJ
ajmsi-5420	6	14	resistance	resistance	NOUN
ajmsi-5420	6	15	strains	strain	VERB
ajmsi-5420	6	16	,	,	PUNCT
ajmsi-5420	6	17	transforming	transform	VERB
ajmsi-5420	6	18	the	the	DET
ajmsi-5420	6	19	bacterial	bacterial	ADJ
ajmsi-5420	6	20	infection	infection	NOUN
ajmsi-5420	6	21	.	.	PUNCT
ajmsi-5420	7	1	its	its	PRON
ajmsi-5420	7	2	algorithms	algorithm	NOUN
ajmsi-5420	7	3	can	can	AUX
ajmsi-5420	7	4	easier	easier	ADV
ajmsi-5420	7	5	analyze	analyze	VERB
ajmsi-5420	7	6	various	various	ADJ
ajmsi-5420	7	7	data	datum	NOUN
ajmsi-5420	7	8	sources	source	NOUN
ajmsi-5420	7	9	like	like	ADP
ajmsi-5420	7	10	genomic	genomic	NOUN
ajmsi-5420	7	11	data	datum	NOUN
ajmsi-5420	7	12	,	,	PUNCT
ajmsi-5420	7	13	clinical	clinical	ADJ
ajmsi-5420	7	14	data	datum	NOUN
ajmsi-5420	7	15	and	and	CCONJ
ajmsi-5420	7	16	capture	capture	NOUN
ajmsi-5420	7	17	of	of	ADP
ajmsi-5420	7	18	proper	proper	ADJ
ajmsi-5420	7	19	image	image	NOUN
ajmsi-5420	7	20	helps	help	VERB
ajmsi-5420	7	21	to	to	PART
ajmsi-5420	7	22	identify	identify	VERB
ajmsi-5420	7	23	the	the	DET
ajmsi-5420	7	24	different	different	ADJ
ajmsi-5420	7	25	bacterial	bacterial	ADJ
ajmsi-5420	7	26	species	specie	NOUN
ajmsi-5420	7	27	and	and	CCONJ
ajmsi-5420	7	28	strains	strain	NOUN
ajmsi-5420	7	29	.	.	PUNCT
ajmsi-5420	8	1	ai	ai	AUX
ajmsi-5420	8	2	also	also	ADV
ajmsi-5420	8	3	assist	assist	VERB
ajmsi-5420	8	4	in	in	ADP
ajmsi-5420	8	5	the	the	DET
ajmsi-5420	8	6	applications	application	NOUN
ajmsi-5420	8	7	of	of	ADP
ajmsi-5420	8	8	laboratory	laboratory	NOUN
ajmsi-5420	8	9	diagnostics	diagnostic	NOUN
ajmsi-5420	8	10	and	and	CCONJ
ajmsi-5420	8	11	clinical	clinical	ADJ
ajmsi-5420	8	12	microbiology	microbiology	NOUN
ajmsi-5420	8	13	to	to	PART
ajmsi-5420	8	14	recognize	recognize	VERB
ajmsi-5420	8	15	the	the	DET
ajmsi-5420	8	16	gram	gram	NOUN
ajmsi-5420	8	17	positive	positive	ADJ
ajmsi-5420	8	18	or	or	CCONJ
ajmsi-5420	8	19	gram	gram	ADJ
ajmsi-5420	8	20	negative	negative	ADJ
ajmsi-5420	8	21	bacteria	bacteria	NOUN
ajmsi-5420	8	22	by	by	ADP
ajmsi-5420	8	23	plate	plate	NOUN
ajmsi-5420	8	24	counting	counting	NOUN
ajmsi-5420	8	25	,	,	PUNCT
ajmsi-5420	8	26	mass	mass	ADJ
ajmsi-5420	8	27	spectrometry	spectrometry	NOUN
ajmsi-5420	8	28	for	for	ADP
ajmsi-5420	8	29	example	example	NOUN
ajmsi-5420	8	30	,	,	PUNCT
ajmsi-5420	8	31	maldi	maldi	NOUN
ajmsi-5420	8	32	-	-	PUNCT
ajmsi-5420	8	33	tof	tof	PROPN
ajmsi-5420	8	34	ms	ms	PROPN
ajmsi-5420	8	35	data	datum	NOUN
ajmsi-5420	8	36	which	which	PRON
ajmsi-5420	8	37	accurately	accurately	ADV
ajmsi-5420	8	38	classifies	classify	VERB
ajmsi-5420	8	39	different	different	ADJ
ajmsi-5420	8	40	staphylococcus	staphylococcus	NOUN
ajmsi-5420	8	41	aureus	aureus	NOUN
ajmsi-5420	8	42	subspecies	subspecie	NOUN
ajmsi-5420	8	43	.	.	PUNCT
ajmsi-5420	9	1	morphology	morphology	NOUN
ajmsi-5420	9	2	-	-	PUNCT
ajmsi-5420	9	3	based	base	VERB
ajmsi-5420	9	4	and	and	CCONJ
ajmsi-5420	9	5	motion	motion	NOUN
ajmsi-5420	9	6	-	-	PUNCT
ajmsi-5420	9	7	based	base	VERB
ajmsi-5420	9	8	microscopic	microscopic	ADJ
ajmsi-5420	9	9	detection	detection	NOUN
ajmsi-5420	9	10	,	,	PUNCT
ajmsi-5420	9	11	holographic	holographic	ADJ
ajmsi-5420	9	12	microscopy	microscopy	NOUN
ajmsi-5420	9	13	,	,	PUNCT
ajmsi-5420	9	14	colorimetric	colorimetric	ADJ
ajmsi-5420	9	15	and	and	CCONJ
ajmsi-5420	9	16	fluorescence	fluorescence	NOUN
ajmsi-5420	9	17	detection	detection	NOUN
ajmsi-5420	9	18	,	,	PUNCT
ajmsi-5420	9	19	electrochemical	electrochemical	ADJ
ajmsi-5420	9	20	sensors	sensor	NOUN
ajmsi-5420	9	21	,	,	PUNCT
ajmsi-5420	9	22	raman	raman	NOUN
ajmsi-5420	9	23	and	and	CCONJ
ajmsi-5420	9	24	surface	surface	NOUN
ajmsi-5420	9	25	-	-	PUNCT
ajmsi-5420	9	26	enhanced	enhance	VERB
ajmsi-5420	9	27	raman	raman	NOUN
ajmsi-5420	9	28	spectroscopy	spectroscopy	NOUN
ajmsi-5420	9	29	(	(	PUNCT
ajmsi-5420	9	30	sers	ser	NOUN
ajmsi-5420	9	31	)	)	PUNCT
ajmsi-5420	9	32	,	,	PUNCT
ajmsi-5420	9	33	and	and	CCONJ
ajmsi-5420	9	34	atomic	atomic	ADJ
ajmsi-5420	9	35	force	force	NOUN
ajmsi-5420	9	36	microscopy	microscopy	NOUN
ajmsi-5420	9	37	(	(	PUNCT
ajmsi-5420	9	38	afm	afm	PROPN
ajmsi-5420	9	39	)	)	PUNCT
ajmsi-5420	9	40	and	and	CCONJ
ajmsi-5420	9	41	ast	ast	VERB
ajmsi-5420	9	42	all	all	DET
ajmsi-5420	9	43	these	these	DET
ajmsi-5420	9	44	methodologies	methodology	NOUN
ajmsi-5420	9	45	help	help	VERB
ajmsi-5420	9	46	in	in	ADP
ajmsi-5420	9	47	bacterial	bacterial	ADJ
ajmsi-5420	9	48	diagnosis	diagnosis	NOUN
ajmsi-5420	9	49	,	,	PUNCT
ajmsi-5420	9	50	offering	offer	VERB
ajmsi-5420	9	51	improved	improved	ADJ
ajmsi-5420	9	52	precision	precision	NOUN
ajmsi-5420	9	53	,	,	PUNCT
ajmsi-5420	9	54	reduce	reduce	VERB
ajmsi-5420	9	55	the	the	DET
ajmsi-5420	9	56	time	time	NOUN
ajmsi-5420	9	57	period	period	NOUN
ajmsi-5420	9	58	between	between	ADP
ajmsi-5420	9	59	sampling	sample	VERB
ajmsi-5420	9	60	and	and	CCONJ
ajmsi-5420	9	61	result	result	NOUN
ajmsi-5420	9	62	resolution	resolution	NOUN
ajmsi-5420	9	63	.	.	PUNCT
ajmsi-5420	10	1	it	it	PRON
ajmsi-5420	10	2	is	be	AUX
ajmsi-5420	10	3	very	very	ADV
ajmsi-5420	10	4	useful	useful	ADJ
ajmsi-5420	10	5	novel	novel	NOUN
ajmsi-5420	10	6	technique	technique	NOUN
ajmsi-5420	10	7	in	in	ADP
ajmsi-5420	10	8	finding	find	VERB
ajmsi-5420	10	9	the	the	DET
ajmsi-5420	10	10	new	new	ADJ
ajmsi-5420	10	11	antibiotics	antibiotic	NOUN
ajmsi-5420	10	12	and	and	CCONJ
ajmsi-5420	10	13	to	to	PART
ajmsi-5420	10	14	localize	localize	VERB
ajmsi-5420	10	15	the	the	DET
ajmsi-5420	10	16	site	site	NOUN
ajmsi-5420	10	17	of	of	ADP
ajmsi-5420	10	18	action	action	NOUN
ajmsi-5420	10	19	that	that	PRON
ajmsi-5420	10	20	is	be	AUX
ajmsi-5420	10	21	directly	directly	ADV
ajmsi-5420	10	22	deliver	deliver	VERB
ajmsi-5420	10	23	the	the	DET
ajmsi-5420	10	24	drug	drug	NOUN
ajmsi-5420	10	25	to	to	ADP
ajmsi-5420	10	26	the	the	DET
ajmsi-5420	10	27	targeted	target	VERB
ajmsi-5420	10	28	site	site	NOUN
ajmsi-5420	10	29	.	.	PUNCT
ajmsi-5420	11	1	ai	ai	AUX
ajmsi-5420	11	2	tool	tool	PROPN
ajmsi-5420	11	3	act	act	NOUN
ajmsi-5420	11	4	as	as	ADP
ajmsi-5420	11	5	a	a	DET
ajmsi-5420	11	6	right	right	ADJ
ajmsi-5420	11	7	hand	hand	NOUN
ajmsi-5420	11	8	for	for	ADP
ajmsi-5420	11	9	medical	medical	ADJ
ajmsi-5420	11	10	researchers	researcher	NOUN
ajmsi-5420	11	11	,	,	PUNCT
ajmsi-5420	11	12	doctors	doctor	NOUN
ajmsi-5420	11	13	,	,	PUNCT
ajmsi-5420	11	14	nurses	nurse	NOUN
ajmsi-5420	11	15	that	that	PRON
ajmsi-5420	11	16	provide	provide	VERB
ajmsi-5420	11	17	best	good	ADJ
ajmsi-5420	11	18	result	result	NOUN
ajmsi-5420	11	19	to	to	PART
ajmsi-5420	11	20	overcome	overcome	VERB
ajmsi-5420	11	21	the	the	DET
ajmsi-5420	11	22	challenges	challenge	NOUN
ajmsi-5420	11	23	in	in	ADP
ajmsi-5420	11	24	bacterial	bacterial	ADJ
ajmsi-5420	11	25	infection	infection	NOUN
ajmsi-5420	11	26	cure	cure	NOUN
ajmsi-5420	11	27	,	,	PUNCT
ajmsi-5420	11	28	reduced	reduce	VERB
ajmsi-5420	11	29	the	the	DET
ajmsi-5420	11	30	side	side	NOUN
ajmsi-5420	11	31	effects	effect	NOUN
ajmsi-5420	11	32	;	;	PUNCT
ajmsi-5420	11	33	improves	improve	VERB
ajmsi-5420	11	34	patient	patient	ADJ
ajmsi-5420	11	35	–	–	PUNCT
ajmsi-5420	11	36	compliance	compliance	NOUN
ajmsi-5420	11	37	and	and	CCONJ
ajmsi-5420	11	38	promote	promote	VERB
ajmsi-5420	11	39	healthy	healthy	ADJ
ajmsi-5420	11	40	life	life	NOUN
ajmsi-5420	11	41	with	with	ADP
ajmsi-5420	11	42	proper	proper	ADJ
ajmsi-5420	11	43	personalization	personalization	NOUN
ajmsi-5420	11	44	.	.	PUNCT
ajmsi-5420	12	1	keywords	keyword	VERB
ajmsi-5420	12	2	artificial	artificial	ADJ
ajmsi-5420	12	3	intelligence	intelligence	NOUN
ajmsi-5420	12	4	,	,	PUNCT
ajmsi-5420	12	5	bacterial	bacterial	ADJ
ajmsi-5420	12	6	diagnostics	diagnostic	NOUN
ajmsi-5420	12	7	,	,	PUNCT
ajmsi-5420	12	8	bacterial	bacterial	ADJ
ajmsi-5420	12	9	infections	infection	NOUN
ajmsi-5420	12	10	,	,	PUNCT
ajmsi-5420	12	11	knowledge	knowledge	NOUN
ajmsi-5420	12	12	engineering	engineering	NOUN
ajmsi-5420	12	13	,	,	PUNCT
ajmsi-5420	12	14	malditof	malditof	PROPN
ajmsi-5420	12	15	,	,	PUNCT
ajmsi-5420	12	16	personalization	personalization	NOUN
ajmsi-5420	12	17	1	1	NUM
ajmsi-5420	12	18	guru	guru	PROPN
ajmsi-5420	12	19	nanak	nanak	PROPN
ajmsi-5420	12	20	institute	institute	PROPN
ajmsi-5420	12	21	of	of	ADP
ajmsi-5420	12	22	pharmacy	pharmacy	PROPN
ajmsi-5420	12	23	,	,	PUNCT
ajmsi-5420	12	24	dalewal	dalewal	PROPN
ajmsi-5420	12	25	,	,	PUNCT
ajmsi-5420	12	26	india	india	PROPN
ajmsi-5420	12	27	*	*	PUNCT
ajmsi-5420	12	28	corresponding	correspond	VERB
ajmsi-5420	12	29	author	author	NOUN
ajmsi-5420	12	30	’s	’s	PART
ajmsi-5420	12	31	e	e	NOUN
ajmsi-5420	12	32	-	-	NOUN
ajmsi-5420	12	33	mail	mail	NOUN
ajmsi-5420	12	34	:	:	PUNCT
ajmsi-5420	12	35	sarabkhuttan@gmail.com	sarabkhuttan@gmail.com	X
ajmsi-5420	12	36	introduction	introduction	NOUN
ajmsi-5420	12	37	millions	million	NOUN
ajmsi-5420	12	38	of	of	ADP
ajmsi-5420	12	39	the	the	DET
ajmsi-5420	12	40	people	people	NOUN
ajmsi-5420	12	41	died	die	VERB
ajmsi-5420	12	42	due	due	ADP
ajmsi-5420	12	43	to	to	ADP
ajmsi-5420	12	44	the	the	DET
ajmsi-5420	12	45	bacterial	bacterial	ADJ
ajmsi-5420	12	46	infection	infection	NOUN
ajmsi-5420	12	47	every	every	DET
ajmsi-5420	12	48	year	year	NOUN
ajmsi-5420	12	49	.	.	PUNCT
ajmsi-5420	13	1	researchers	researcher	NOUN
ajmsi-5420	13	2	had	have	AUX
ajmsi-5420	13	3	claimed	claim	VERB
ajmsi-5420	13	4	bacterial	bacterial	ADJ
ajmsi-5420	13	5	infections	infection	NOUN
ajmsi-5420	13	6	are	be	AUX
ajmsi-5420	13	7	one	one	NUM
ajmsi-5420	13	8	of	of	ADP
ajmsi-5420	13	9	the	the	DET
ajmsi-5420	13	10	causes	cause	NOUN
ajmsi-5420	13	11	of	of	ADP
ajmsi-5420	13	12	people	people	NOUN
ajmsi-5420	13	13	death	death	NOUN
ajmsi-5420	13	14	after	after	ADP
ajmsi-5420	13	15	the	the	DET
ajmsi-5420	13	16	heart	heart	NOUN
ajmsi-5420	13	17	attack	attack	NOUN
ajmsi-5420	13	18	.	.	PUNCT
ajmsi-5420	14	1	accurate	accurate	ADJ
ajmsi-5420	14	2	and	and	CCONJ
ajmsi-5420	14	3	proper	proper	ADJ
ajmsi-5420	14	4	investigation	investigation	NOUN
ajmsi-5420	14	5	of	of	ADP
ajmsi-5420	14	6	pathogens	pathogen	NOUN
ajmsi-5420	14	7	and	and	CCONJ
ajmsi-5420	14	8	suitable	suitable	ADJ
ajmsi-5420	14	9	drug	drug	NOUN
ajmsi-5420	14	10	is	be	AUX
ajmsi-5420	14	11	vital	vital	ADJ
ajmsi-5420	14	12	for	for	ADP
ajmsi-5420	14	13	the	the	DET
ajmsi-5420	14	14	treatment	treatment	NOUN
ajmsi-5420	14	15	of	of	ADP
ajmsi-5420	14	16	bacterial	bacterial	ADJ
ajmsi-5420	14	17	infection	infection	NOUN
ajmsi-5420	14	18	.	.	PUNCT
ajmsi-5420	15	1	bacterial	bacterial	ADJ
ajmsi-5420	15	2	infections	infection	NOUN
ajmsi-5420	15	3	are	be	AUX
ajmsi-5420	15	4	classify	classify	VERB
ajmsi-5420	15	5	by	by	ADP
ajmsi-5420	15	6	the	the	DET
ajmsi-5420	15	7	shape	shape	NOUN
ajmsi-5420	15	8	of	of	ADP
ajmsi-5420	15	9	bacteria	bacteria	NOUN
ajmsi-5420	15	10	such	such	ADJ
ajmsi-5420	15	11	as	as	ADP
ajmsi-5420	15	12	bacilli	bacilli	NOUN
ajmsi-5420	15	13	,	,	PUNCT
ajmsi-5420	15	14	cocci	cocci	NOUN
ajmsi-5420	15	15	,	,	PUNCT
ajmsi-5420	15	16	spirochetes	spirochete	NOUN
ajmsi-5420	15	17	and	and	CCONJ
ajmsi-5420	15	18	vibrio	vibrio	NOUN
ajmsi-5420	15	19	whether	whether	SCONJ
ajmsi-5420	15	20	they	they	PRON
ajmsi-5420	15	21	are	be	AUX
ajmsi-5420	15	22	gram	gram	NOUN
ajmsi-5420	15	23	positive	positive	ADJ
ajmsi-5420	15	24	or	or	CCONJ
ajmsi-5420	15	25	gram	gram	NOUN
ajmsi-5420	15	26	negative	negative	ADJ
ajmsi-5420	15	27	and	and	CCONJ
ajmsi-5420	15	28	aerobic	aerobic	ADJ
ajmsi-5420	15	29	or	or	CCONJ
ajmsi-5420	15	30	anaerobic	anaerobic	NOUN
ajmsi-5420	15	31	.	.	PUNCT
ajmsi-5420	16	1	these	these	DET
ajmsi-5420	16	2	types	type	NOUN
ajmsi-5420	16	3	help	help	VERB
ajmsi-5420	16	4	the	the	DET
ajmsi-5420	16	5	physician	physician	NOUN
ajmsi-5420	16	6	for	for	ADP
ajmsi-5420	16	7	selection	selection	NOUN
ajmsi-5420	16	8	of	of	ADP
ajmsi-5420	16	9	suitable	suitable	ADJ
ajmsi-5420	16	10	drugs	drug	NOUN
ajmsi-5420	16	11	and	and	CCONJ
ajmsi-5420	16	12	vaccines	vaccine	NOUN
ajmsi-5420	16	13	.	.	PUNCT
ajmsi-5420	17	1	long	long	ADJ
ajmsi-5420	17	2	term	term	NOUN
ajmsi-5420	17	3	use	use	NOUN
ajmsi-5420	17	4	of	of	ADP
ajmsi-5420	17	5	board	board	NOUN
ajmsi-5420	17	6	spectrum	spectrum	NOUN
ajmsi-5420	17	7	antibiotics	antibiotic	NOUN
ajmsi-5420	17	8	can	can	AUX
ajmsi-5420	17	9	lead	lead	VERB
ajmsi-5420	17	10	to	to	ADP
ajmsi-5420	17	11	resistance	resistance	NOUN
ajmsi-5420	17	12	.	.	PUNCT
ajmsi-5420	18	1	at	at	ADP
ajmsi-5420	18	2	the	the	DET
ajmsi-5420	18	3	same	same	ADJ
ajmsi-5420	18	4	time	time	NOUN
ajmsi-5420	18	5	,	,	PUNCT
ajmsi-5420	18	6	surveillance	surveillance	NOUN
ajmsi-5420	18	7	and	and	CCONJ
ajmsi-5420	18	8	management	management	NOUN
ajmsi-5420	18	9	of	of	ADP
ajmsi-5420	18	10	bacterial	bacterial	ADJ
ajmsi-5420	18	11	infections	infection	NOUN
ajmsi-5420	18	12	are	be	AUX
ajmsi-5420	18	13	essential	essential	ADJ
ajmsi-5420	18	14	to	to	PART
ajmsi-5420	18	15	prevent	prevent	VERB
ajmsi-5420	18	16	their	their	PRON
ajmsi-5420	18	17	spread	spread	NOUN
ajmsi-5420	18	18	and	and	CCONJ
ajmsi-5420	18	19	safeguard	safeguard	VERB
ajmsi-5420	18	20	public	public	ADJ
ajmsi-5420	18	21	health	health	NOUN
ajmsi-5420	18	22	.	.	PUNCT
ajmsi-5420	19	1	so	so	ADV
ajmsi-5420	19	2	,	,	PUNCT
ajmsi-5420	19	3	ai	ai	VERB
ajmsi-5420	19	4	is	be	AUX
ajmsi-5420	19	5	the	the	DET
ajmsi-5420	19	6	novel	novel	ADJ
ajmsi-5420	19	7	technique	technique	NOUN
ajmsi-5420	19	8	that	that	PRON
ajmsi-5420	19	9	offers	offer	VERB
ajmsi-5420	19	10	several	several	ADJ
ajmsi-5420	19	11	applications	application	NOUN
ajmsi-5420	19	12	in	in	ADP
ajmsi-5420	19	13	order	order	NOUN
ajmsi-5420	19	14	to	to	PART
ajmsi-5420	19	15	cure	cure	VERB
ajmsi-5420	19	16	the	the	DET
ajmsi-5420	19	17	bacterial	bacterial	ADJ
ajmsi-5420	19	18	infection	infection	NOUN
ajmsi-5420	19	19	caused	cause	VERB
ajmsi-5420	19	20	by	by	ADP
ajmsi-5420	19	21	tuberculosis	tuberculosis	NOUN
ajmsi-5420	19	22	,	,	PUNCT
ajmsi-5420	19	23	stis	stis	PROPN
ajmsi-5420	19	24	(	(	PUNCT
ajmsi-5420	19	25	sexually	sexually	ADV
ajmsi-5420	19	26	transmitted	transmit	VERB
ajmsi-5420	19	27	infections	infection	NOUN
ajmsi-5420	19	28	)	)	PUNCT
ajmsi-5420	19	29	,	,	PUNCT
ajmsi-5420	19	30	lungs	lung	NOUN
ajmsi-5420	19	31	,	,	PUNCT
ajmsi-5420	19	32	skin	skin	NOUN
ajmsi-5420	19	33	,	,	PUNCT
ajmsi-5420	19	34	urinary	urinary	ADJ
ajmsi-5420	19	35	tract	tract	NOUN
ajmsi-5420	19	36	infection	infection	NOUN
ajmsi-5420	19	37	(	(	PUNCT
ajmsi-5420	19	38	uti	uti	PROPN
ajmsi-5420	19	39	)	)	PUNCT
ajmsi-5420	19	40	,	,	PUNCT
ajmsi-5420	19	41	git	git	NOUN
ajmsi-5420	19	42	and	and	CCONJ
ajmsi-5420	19	43	respiratory	respiratory	ADJ
ajmsi-5420	19	44	infections	infection	NOUN
ajmsi-5420	19	45	.	.	PUNCT
ajmsi-5420	20	1	the	the	DET
ajmsi-5420	20	2	fast	fast	ADJ
ajmsi-5420	20	3	expansion	expansion	NOUN
ajmsi-5420	20	4	of	of	ADP
ajmsi-5420	20	5	ai	ai	NOUN
ajmsi-5420	20	6	will	will	AUX
ajmsi-5420	20	7	result	result	VERB
ajmsi-5420	20	8	in	in	ADP
ajmsi-5420	20	9	the	the	DET
ajmsi-5420	20	10	positive	positive	ADJ
ajmsi-5420	20	11	therapeutic	therapeutic	ADJ
ajmsi-5420	20	12	effect	effect	NOUN
ajmsi-5420	20	13	in	in	ADP
ajmsi-5420	20	14	curing	cure	VERB
ajmsi-5420	20	15	the	the	DET
ajmsi-5420	20	16	bacterial	bacterial	ADJ
ajmsi-5420	20	17	infections	infection	NOUN
ajmsi-5420	20	18	.	.	PUNCT
ajmsi-5420	21	1	artificial	artificial	ADJ
ajmsi-5420	21	2	intelligence	intelligence	NOUN
ajmsi-5420	21	3	(	(	PUNCT
ajmsi-5420	21	4	ai	ai	PROPN
ajmsi-5420	21	5	)	)	PUNCT
ajmsi-5420	21	6	is	be	AUX
ajmsi-5420	21	7	the	the	DET
ajmsi-5420	21	8	tool	tool	NOUN
ajmsi-5420	21	9	which	which	PRON
ajmsi-5420	21	10	works	work	VERB
ajmsi-5420	21	11	like	like	ADP
ajmsi-5420	21	12	a	a	DET
ajmsi-5420	21	13	computer	computer	NOUN
ajmsi-5420	21	14	or	or	CCONJ
ajmsi-5420	21	15	machine	machine	NOUN
ajmsi-5420	21	16	to	to	PART
ajmsi-5420	21	17	perform	perform	VERB
ajmsi-5420	21	18	task	task	NOUN
ajmsi-5420	21	19	in	in	ADP
ajmsi-5420	21	20	a	a	DET
ajmsi-5420	21	21	simple	simple	ADJ
ajmsi-5420	21	22	way	way	NOUN
ajmsi-5420	21	23	with	with	ADP
ajmsi-5420	21	24	the	the	DET
ajmsi-5420	21	25	help	help	NOUN
ajmsi-5420	21	26	of	of	ADP
ajmsi-5420	21	27	human	human	ADJ
ajmsi-5420	21	28	intelligence	intelligence	NOUN
ajmsi-5420	21	29	such	such	ADJ
ajmsi-5420	21	30	as	as	ADP
ajmsi-5420	21	31	object	object	NOUN
ajmsi-5420	21	32	learning	learning	NOUN
ajmsi-5420	21	33	,	,	PUNCT
ajmsi-5420	21	34	thinking	thinking	NOUN
ajmsi-5420	21	35	,	,	PUNCT
ajmsi-5420	21	36	creativity	creativity	NOUN
ajmsi-5420	21	37	,	,	PUNCT
ajmsi-5420	21	38	innovating	innovate	VERB
ajmsi-5420	21	39	the	the	DET
ajmsi-5420	21	40	idea	idea	NOUN
ajmsi-5420	21	41	,	,	PUNCT
ajmsi-5420	21	42	problem	problem	NOUN
ajmsi-5420	21	43	-	-	PUNCT
ajmsi-5420	21	44	solving	solve	VERB
ajmsi-5420	21	45	and	and	CCONJ
ajmsi-5420	21	46	understanding	understanding	NOUN
ajmsi-5420	21	47	language	language	NOUN
ajmsi-5420	21	48	.	.	PUNCT
ajmsi-5420	22	1	ai	ai	VERB
ajmsi-5420	22	2	is	be	AUX
ajmsi-5420	22	3	the	the	DET
ajmsi-5420	22	4	powerful	powerful	ADJ
ajmsi-5420	22	5	technique	technique	NOUN
ajmsi-5420	22	6	that	that	PRON
ajmsi-5420	22	7	helps	help	VERB
ajmsi-5420	22	8	in	in	ADP
ajmsi-5420	22	9	the	the	DET
ajmsi-5420	22	10	identification	identification	NOUN
ajmsi-5420	22	11	,	,	PUNCT
ajmsi-5420	22	12	diagnosis	diagnosis	NOUN
ajmsi-5420	22	13	,	,	PUNCT
ajmsi-5420	22	14	prevention	prevention	NOUN
ajmsi-5420	22	15	and	and	CCONJ
ajmsi-5420	22	16	treatment	treatment	NOUN
ajmsi-5420	22	17	of	of	ADP
ajmsi-5420	22	18	bacterial	bacterial	ADJ
ajmsi-5420	22	19	infections	infection	NOUN
ajmsi-5420	22	20	.	.	PUNCT
ajmsi-5420	23	1	furthermore	furthermore	ADV
ajmsi-5420	23	2	,	,	PUNCT
ajmsi-5420	23	3	ai	ai	INTJ
ajmsi-5420	23	4	helps	help	VERB
ajmsi-5420	23	5	the	the	DET
ajmsi-5420	23	6	developers	developer	NOUN
ajmsi-5420	23	7	and	and	CCONJ
ajmsi-5420	23	8	experimenter	experimenter	NOUN
ajmsi-5420	23	9	in	in	ADP
ajmsi-5420	23	10	the	the	DET
ajmsi-5420	23	11	formation	formation	NOUN
ajmsi-5420	23	12	of	of	ADP
ajmsi-5420	23	13	new	new	ADJ
ajmsi-5420	23	14	drugs	drug	NOUN
ajmsi-5420	23	15	,	,	PUNCT
ajmsi-5420	23	16	vaccines	vaccine	NOUN
ajmsi-5420	23	17	and	and	CCONJ
ajmsi-5420	23	18	targeted	target	VERB
ajmsi-5420	23	19	delivery	delivery	NOUN
ajmsi-5420	23	20	to	to	ADP
ajmsi-5420	23	21	the	the	DET
ajmsi-5420	23	22	cell	cell	NOUN
ajmsi-5420	23	23	,	,	PUNCT
ajmsi-5420	23	24	tissue	tissue	NOUN
ajmsi-5420	23	25	and	and	CCONJ
ajmsi-5420	23	26	organs	organ	NOUN
ajmsi-5420	23	27	.	.	PUNCT
ajmsi-5420	23	28	machine	machine	NOUN
ajmsi-5420	23	29	learning	learning	NOUN
ajmsi-5420	23	30	,	,	PUNCT
ajmsi-5420	23	31	also	also	ADV
ajmsi-5420	23	32	helps	help	VERB
ajmsi-5420	23	33	in	in	ADP
ajmsi-5420	23	34	studying	study	VERB
ajmsi-5420	23	35	the	the	DET
ajmsi-5420	23	36	drug	drug	NOUN
ajmsi-5420	23	37	and	and	CCONJ
ajmsi-5420	23	38	excipients	excipient	NOUN
ajmsi-5420	23	39	profile	profile	VERB
ajmsi-5420	23	40	,	,	PUNCT
ajmsi-5420	23	41	structure	structure	NOUN
ajmsi-5420	23	42	activity	activity	NOUN
ajmsi-5420	23	43	relationship	relationship	NOUN
ajmsi-5420	23	44	(	(	PUNCT
ajmsi-5420	23	45	sar	sar	PROPN
ajmsi-5420	23	46	)	)	PUNCT
ajmsi-5420	23	47	in	in	ADP
ajmsi-5420	23	48	drug	drug	NOUN
ajmsi-5420	23	49	development	development	NOUN
ajmsi-5420	23	50	.	.	PUNCT
ajmsi-5420	24	1	it	it	PRON
ajmsi-5420	24	2	helps	help	VERB
ajmsi-5420	24	3	to	to	PART
ajmsi-5420	24	4	predict	predict	VERB
ajmsi-5420	24	5	bioactivity	bioactivity	NOUN
ajmsi-5420	24	6	of	of	ADP
ajmsi-5420	24	7	compounds	compound	NOUN
ajmsi-5420	24	8	with	with	ADP
ajmsi-5420	24	9	the	the	DET
ajmsi-5420	24	10	target	target	NOUN
ajmsi-5420	24	11	ligands	ligand	NOUN
ajmsi-5420	24	12	,	,	PUNCT
ajmsi-5420	24	13	proteins	protein	NOUN
ajmsi-5420	24	14	or	or	CCONJ
ajmsi-5420	24	15	site	site	NOUN
ajmsi-5420	24	16	by	by	ADP
ajmsi-5420	24	17	using	use	VERB
ajmsi-5420	24	18	the	the	DET
ajmsi-5420	24	19	qsar	qsar	NOUN
ajmsi-5420	24	20	modeling	modeling	NOUN
ajmsi-5420	24	21	and	and	CCONJ
ajmsi-5420	24	22	molecular	molecular	ADJ
ajmsi-5420	24	23	docking	docking	NOUN
ajmsi-5420	24	24	.	.	PUNCT
ajmsi-5420	25	1	sar	sar	PROPN
ajmsi-5420	25	2	play	play	VERB
ajmsi-5420	25	3	vital	vital	ADJ
ajmsi-5420	25	4	role	role	NOUN
ajmsi-5420	25	5	in	in	ADP
ajmsi-5420	25	6	knowing	know	VERB
ajmsi-5420	25	7	efficacy	efficacy	NOUN
ajmsi-5420	25	8	and	and	CCONJ
ajmsi-5420	25	9	potency	potency	NOUN
ajmsi-5420	25	10	of	of	ADP
ajmsi-5420	25	11	drug	drug	NOUN
ajmsi-5420	25	12	while	while	SCONJ
ajmsi-5420	25	13	selectively	selectively	ADV
ajmsi-5420	25	14	reducing	reduce	VERB
ajmsi-5420	25	15	the	the	DET
ajmsi-5420	25	16	toxicity	toxicity	NOUN
ajmsi-5420	25	17	of	of	ADP
ajmsi-5420	25	18	drug	drug	NOUN
ajmsi-5420	25	19	candidates	candidate	NOUN
ajmsi-5420	25	20	.	.	PUNCT
ajmsi-5420	26	1	machine	machine	NOUN
ajmsi-5420	26	2	learning	learning	NOUN
ajmsi-5420	26	3	determines	determine	VERB
ajmsi-5420	26	4	the	the	DET
ajmsi-5420	26	5	bacterial	bacterial	ADJ
ajmsi-5420	26	6	infection	infection	NOUN
ajmsi-5420	26	7	by	by	ADP
ajmsi-5420	26	8	using	use	VERB
ajmsi-5420	26	9	automatic	automatic	ADJ
ajmsi-5420	26	10	and	and	CCONJ
ajmsi-5420	26	11	identification	identification	NOUN
ajmsi-5420	26	12	of	of	ADP
ajmsi-5420	26	13	pathogen	pathogen	NOUN
ajmsi-5420	26	14	.	.	PUNCT
ajmsi-5420	27	1	it	it	PRON
ajmsi-5420	27	2	can	can	AUX
ajmsi-5420	27	3	also	also	ADV
ajmsi-5420	27	4	analyze	analyze	VERB
ajmsi-5420	27	5	by	by	ADP
ajmsi-5420	27	6	images	image	NOUN
ajmsi-5420	27	7	,	,	PUNCT
ajmsi-5420	27	8	data	datum	NOUN
ajmsi-5420	27	9	resources	resource	NOUN
ajmsi-5420	27	10	obtained	obtain	VERB
ajmsi-5420	27	11	from	from	ADP
ajmsi-5420	27	12	genomic	genomic	ADJ
ajmsi-5420	27	13	,	,	PUNCT
ajmsi-5420	27	14	clinical	clinical	ADJ
ajmsi-5420	27	15	samples	sample	NOUN
ajmsi-5420	27	16	(	(	PUNCT
ajmsi-5420	27	17	blood	blood	NOUN
ajmsi-5420	27	18	,	,	PUNCT
ajmsi-5420	27	19	urine	urine	NOUN
ajmsi-5420	27	20	,	,	PUNCT
ajmsi-5420	27	21	stool	stool	NOUN
ajmsi-5420	27	22	etc	etc	X
ajmsi-5420	27	23	)	)	PUNCT
ajmsi-5420	27	24	,	,	PUNCT
ajmsi-5420	27	25	experiments	experiment	NOUN
ajmsi-5420	27	26	,	,	PUNCT
ajmsi-5420	27	27	laboratory	laboratory	NOUN
ajmsi-5420	27	28	tests	test	NOUN
ajmsi-5420	27	29	and	and	CCONJ
ajmsi-5420	27	30	public	public	ADJ
ajmsi-5420	27	31	health	health	NOUN
ajmsi-5420	27	32	database	database	NOUN
ajmsi-5420	27	33	.	.	PUNCT
ajmsi-5420	28	1	apart	apart	ADV
ajmsi-5420	28	2	from	from	ADP
ajmsi-5420	28	3	this	this	PRON
ajmsi-5420	28	4	,	,	PUNCT
ajmsi-5420	28	5	morphology	morphology	NOUN
ajmsi-5420	28	6	-	-	PUNCT
ajmsi-5420	28	7	based	base	VERB
ajmsi-5420	28	8	and	and	CCONJ
ajmsi-5420	28	9	motion	motion	NOUN
ajmsi-5420	28	10	-	-	PUNCT
ajmsi-5420	28	11	based	base	VERB
ajmsi-5420	28	12	microscopic	microscopic	ADJ
ajmsi-5420	28	13	detection	detection	NOUN
ajmsi-5420	28	14	,	,	PUNCT
ajmsi-5420	28	15	holographic	holographic	ADJ
ajmsi-5420	28	16	microscopy	microscopy	NOUN
ajmsi-5420	28	17	,	,	PUNCT
ajmsi-5420	28	18	colorimetric	colorimetric	ADJ
ajmsi-5420	28	19	and	and	CCONJ
ajmsi-5420	28	20	pa	pa	PROPN
ajmsi-5420	28	21	ge	ge	PROPN
ajmsi-5420	28	22	54	54	NUM
ajmsi-5420	28	23	https://journals.e-palli.com/home/index.php/ajmsi	https://journals.e-palli.com/home/index.php/ajmsi	PROPN
ajmsi-5420	28	24	am	be	AUX
ajmsi-5420	28	25	.	.	PUNCT
ajmsi-5420	29	1	j.	j.	PROPN
ajmsi-5420	29	2	med	med	PROPN
ajmsi-5420	29	3	.	.	PUNCT
ajmsi-5420	30	1	sci	sci	PROPN
ajmsi-5420	30	2	.	.	PUNCT
ajmsi-5420	30	3	innov	innov	PROPN
ajmsi-5420	30	4	.	.	PUNCT
ajmsi-5420	31	1	4(2	4(2	NUM
ajmsi-5420	31	2	)	)	PUNCT
ajmsi-5420	32	1	53	53	NUM
ajmsi-5420	32	2	-	-	SYM
ajmsi-5420	32	3	72	72	NUM
ajmsi-5420	32	4	,	,	PUNCT
ajmsi-5420	32	5	2025	2025	NUM
ajmsi-5420	32	6	fluorescence	fluorescence	NOUN
ajmsi-5420	32	7	detection	detection	NOUN
ajmsi-5420	32	8	,	,	PUNCT
ajmsi-5420	32	9	electrochemical	electrochemical	ADJ
ajmsi-5420	32	10	sensors	sensor	NOUN
ajmsi-5420	32	11	,	,	PUNCT
ajmsi-5420	32	12	raman	raman	NOUN
ajmsi-5420	32	13	and	and	CCONJ
ajmsi-5420	32	14	surface	surface	NOUN
ajmsi-5420	32	15	-	-	PUNCT
ajmsi-5420	32	16	enhanced	enhance	VERB
ajmsi-5420	32	17	raman	raman	NOUN
ajmsi-5420	32	18	spectroscopy	spectroscopy	NOUN
ajmsi-5420	32	19	(	(	PUNCT
ajmsi-5420	32	20	sers	ser	NOUN
ajmsi-5420	32	21	)	)	PUNCT
ajmsi-5420	32	22	,	,	PUNCT
ajmsi-5420	32	23	and	and	CCONJ
ajmsi-5420	32	24	atomic	atomic	ADJ
ajmsi-5420	32	25	force	force	NOUN
ajmsi-5420	32	26	microscopy	microscopy	NOUN
ajmsi-5420	32	27	(	(	PUNCT
ajmsi-5420	32	28	afm	afm	PROPN
ajmsi-5420	32	29	)	)	PUNCT
ajmsi-5420	32	30	and	and	CCONJ
ajmsi-5420	32	31	ast	ast	VERB
ajmsi-5420	32	32	all	all	DET
ajmsi-5420	32	33	these	these	DET
ajmsi-5420	32	34	methodologies	methodology	NOUN
ajmsi-5420	32	35	help	help	VERB
ajmsi-5420	32	36	in	in	ADP
ajmsi-5420	32	37	bacterial	bacterial	ADJ
ajmsi-5420	32	38	diagnosis	diagnosis	NOUN
ajmsi-5420	32	39	,	,	PUNCT
ajmsi-5420	32	40	offering	offer	VERB
ajmsi-5420	32	41	improved	improved	ADJ
ajmsi-5420	32	42	precision	precision	NOUN
ajmsi-5420	32	43	,	,	PUNCT
ajmsi-5420	32	44	reduce	reduce	VERB
ajmsi-5420	32	45	the	the	DET
ajmsi-5420	32	46	time	time	NOUN
ajmsi-5420	32	47	period	period	NOUN
ajmsi-5420	32	48	between	between	ADP
ajmsi-5420	32	49	sampling	sample	VERB
ajmsi-5420	32	50	and	and	CCONJ
ajmsi-5420	32	51	result	result	NOUN
ajmsi-5420	32	52	resolution	resolution	NOUN
ajmsi-5420	32	53	.	.	PUNCT
ajmsi-5420	33	1	table	table	NOUN
ajmsi-5420	33	2	1	1	NUM
ajmsi-5420	33	3	:	:	PUNCT
ajmsi-5420	33	4	how	how	SCONJ
ajmsi-5420	33	5	ai	ai	AUX
ajmsi-5420	33	6	work	work	NOUN
ajmsi-5420	33	7	out	out	ADP
ajmsi-5420	33	8	to	to	PART
ajmsi-5420	33	9	cure	cure	VERB
ajmsi-5420	33	10	the	the	DET
ajmsi-5420	33	11	bacterial	bacterial	ADJ
ajmsi-5420	33	12	infection	infection	NOUN
ajmsi-5420	33	13	?	?	PUNCT
ajmsi-5420	34	1	invention	invention	NOUN
ajmsi-5420	34	2	of	of	ADP
ajmsi-5420	34	3	new	new	ADJ
ajmsi-5420	34	4	drug	drug	NOUN
ajmsi-5420	34	5	ai	ai	VERB
ajmsi-5420	34	6	algorithms	algorithm	NOUN
ajmsi-5420	34	7	can	can	AUX
ajmsi-5420	34	8	easily	easily	ADV
ajmsi-5420	34	9	investigate	investigate	VERB
ajmsi-5420	34	10	the	the	DET
ajmsi-5420	34	11	chemical	chemical	NOUN
ajmsi-5420	34	12	structures	structure	NOUN
ajmsi-5420	34	13	features	feature	NOUN
ajmsi-5420	34	14	and	and	CCONJ
ajmsi-5420	34	15	their	their	PRON
ajmsi-5420	34	16	bioactivities	bioactivitie	NOUN
ajmsi-5420	34	17	to	to	PART
ajmsi-5420	34	18	predict	predict	VERB
ajmsi-5420	34	19	the	the	DET
ajmsi-5420	34	20	productivity	productivity	NOUN
ajmsi-5420	34	21	of	of	ADP
ajmsi-5420	34	22	new	new	ADJ
ajmsi-5420	34	23	drug	drug	NOUN
ajmsi-5420	34	24	candidates	candidate	NOUN
ajmsi-5420	34	25	against	against	ADP
ajmsi-5420	34	26	resistant	resistant	ADJ
ajmsi-5420	34	27	bacteria	bacteria	NOUN
ajmsi-5420	34	28	.	.	PUNCT
ajmsi-5420	35	1	ai	ai	AUX
ajmsi-5420	35	2	also	also	ADV
ajmsi-5420	35	3	identifies	identify	VERB
ajmsi-5420	35	4	the	the	DET
ajmsi-5420	35	5	potential	potential	NOUN
ajmsi-5420	35	6	of	of	ADP
ajmsi-5420	35	7	new	new	ADJ
ajmsi-5420	35	8	antibiotics	antibiotic	NOUN
ajmsi-5420	35	9	at	at	ADP
ajmsi-5420	35	10	what	what	DET
ajmsi-5420	35	11	percentage	percentage	NOUN
ajmsi-5420	35	12	it	it	PRON
ajmsi-5420	35	13	can	can	AUX
ajmsi-5420	35	14	stop	stop	VERB
ajmsi-5420	35	15	or	or	CCONJ
ajmsi-5420	35	16	kill	kill	VERB
ajmsi-5420	35	17	the	the	DET
ajmsi-5420	35	18	bacterial	bacterial	ADJ
ajmsi-5420	35	19	infection	infection	NOUN
ajmsi-5420	35	20	.	.	PUNCT
ajmsi-5420	36	1	detection	detection	NOUN
ajmsi-5420	36	2	of	of	ADP
ajmsi-5420	36	3	pathogens	pathogen	NOUN
ajmsi-5420	36	4	with	with	ADP
ajmsi-5420	36	5	the	the	DET
ajmsi-5420	36	6	help	help	NOUN
ajmsi-5420	36	7	of	of	ADP
ajmsi-5420	36	8	ai	ai	VERB
ajmsi-5420	36	9	-	-	PUNCT
ajmsi-5420	36	10	powered	power	VERB
ajmsi-5420	36	11	tools	tool	NOUN
ajmsi-5420	36	12	one	one	PRON
ajmsi-5420	36	13	can	can	AUX
ajmsi-5420	36	14	easily	easily	ADV
ajmsi-5420	36	15	identify	identify	VERB
ajmsi-5420	36	16	the	the	DET
ajmsi-5420	36	17	bacterial	bacterial	ADJ
ajmsi-5420	36	18	pathogens	pathogen	NOUN
ajmsi-5420	36	19	,	,	PUNCT
ajmsi-5420	36	20	even	even	ADV
ajmsi-5420	36	21	those	those	PRON
ajmsi-5420	36	22	that	that	PRON
ajmsi-5420	36	23	are	be	AUX
ajmsi-5420	36	24	resistant	resistant	ADJ
ajmsi-5420	36	25	to	to	ADP
ajmsi-5420	36	26	antibiotics	antibiotic	NOUN
ajmsi-5420	36	27	.	.	PUNCT
ajmsi-5420	37	1	this	this	PRON
ajmsi-5420	37	2	allows	allow	VERB
ajmsi-5420	37	3	for	for	ADP
ajmsi-5420	37	4	more	more	ADV
ajmsi-5420	37	5	targeted	targeted	ADJ
ajmsi-5420	37	6	and	and	CCONJ
ajmsi-5420	37	7	effective	effective	ADJ
ajmsi-5420	37	8	treatment	treatment	NOUN
ajmsi-5420	37	9	options	option	NOUN
ajmsi-5420	37	10	.	.	PUNCT
ajmsi-5420	38	1	streamlined	streamlined	ADJ
ajmsi-5420	38	2	treatment	treatment	NOUN
ajmsi-5420	38	3	plans	plan	VERB
ajmsi-5420	38	4	developers	developer	NOUN
ajmsi-5420	38	5	with	with	ADP
ajmsi-5420	38	6	the	the	DET
ajmsi-5420	38	7	aid	aid	NOUN
ajmsi-5420	38	8	of	of	ADP
ajmsi-5420	38	9	ai	ai	VERB
ajmsi-5420	38	10	can	can	AUX
ajmsi-5420	38	11	examine	examine	VERB
ajmsi-5420	38	12	patient	patient	ADJ
ajmsi-5420	38	13	data	datum	NOUN
ajmsi-5420	38	14	to	to	PART
ajmsi-5420	38	15	know	know	VERB
ajmsi-5420	38	16	individual	individual	ADJ
ajmsi-5420	38	17	responses	response	NOUN
ajmsi-5420	38	18	of	of	ADP
ajmsi-5420	38	19	different	different	ADJ
ajmsi-5420	38	20	antibiotics	antibiotic	NOUN
ajmsi-5420	38	21	and	and	CCONJ
ajmsi-5420	38	22	customized	customize	VERB
ajmsi-5420	38	23	treatment	treatment	NOUN
ajmsi-5420	38	24	which	which	PRON
ajmsi-5420	38	25	provides	provide	VERB
ajmsi-5420	38	26	patients	patient	NOUN
ajmsi-5420	38	27	compliance	compliance	NOUN
ajmsi-5420	38	28	by	by	ADP
ajmsi-5420	38	29	reducing	reduce	VERB
ajmsi-5420	38	30	the	the	DET
ajmsi-5420	38	31	risk	risk	NOUN
ajmsi-5420	38	32	of	of	ADP
ajmsi-5420	38	33	side	side	NOUN
ajmsi-5420	38	34	effects	effect	NOUN
ajmsi-5420	38	35	and	and	CCONJ
ajmsi-5420	38	36	alternative	alternative	ADJ
ajmsi-5420	38	37	treatment	treatment	NOUN
ajmsi-5420	38	38	for	for	ADP
ajmsi-5420	38	39	antibiotic	antibiotic	ADJ
ajmsi-5420	38	40	resistance	resistance	NOUN
ajmsi-5420	38	41	therapy	therapy	NOUN
ajmsi-5420	38	42	.	.	PUNCT
ajmsi-5420	39	1	sar	sar	PROPN
ajmsi-5420	39	2	analysis	analysis	NOUN
ajmsi-5420	39	3	1	1	NUM
ajmsi-5420	39	4	.	.	PUNCT
ajmsi-5420	39	5	drug	drug	NOUN
ajmsi-5420	39	6	activity	activity	NOUN
ajmsi-5420	39	7	prediction	prediction	NOUN
ajmsi-5420	39	8	:	:	PUNCT
ajmsi-5420	39	9	ai	ai	VERB
ajmsi-5420	39	10	models	model	NOUN
ajmsi-5420	39	11	help	help	VERB
ajmsi-5420	39	12	the	the	DET
ajmsi-5420	39	13	researchers	researcher	NOUN
ajmsi-5420	39	14	to	to	PART
ajmsi-5420	39	15	rundown	rundown	VERB
ajmsi-5420	39	16	the	the	DET
ajmsi-5420	39	17	drug	drug	NOUN
ajmsi-5420	39	18	and	and	CCONJ
ajmsi-5420	39	19	excipients	excipient	NOUN
ajmsi-5420	39	20	.	.	PUNCT
ajmsi-5420	40	1	by	by	ADP
ajmsi-5420	40	2	studying	study	VERB
ajmsi-5420	40	3	the	the	DET
ajmsi-5420	40	4	different	different	ADJ
ajmsi-5420	40	5	sites	site	NOUN
ajmsi-5420	40	6	of	of	ADP
ajmsi-5420	40	7	structure	structure	NOUN
ajmsi-5420	40	8	one	one	PRON
ajmsi-5420	40	9	can	can	AUX
ajmsi-5420	40	10	know	know	VERB
ajmsi-5420	40	11	the	the	DET
ajmsi-5420	40	12	active	active	ADJ
ajmsi-5420	40	13	site	site	NOUN
ajmsi-5420	40	14	that	that	PRON
ajmsi-5420	40	15	act	act	VERB
ajmsi-5420	40	16	against	against	ADP
ajmsi-5420	40	17	bacterial	bacterial	ADJ
ajmsi-5420	40	18	infection	infection	NOUN
ajmsi-5420	40	19	.	.	PUNCT
ajmsi-5420	41	1	2	2	X
ajmsi-5420	41	2	.	.	X
ajmsi-5420	41	3	emphasizing	emphasize	VERB
ajmsi-5420	41	4	key	key	ADJ
ajmsi-5420	41	5	structural	structural	ADJ
ajmsi-5420	41	6	properties	property	NOUN
ajmsi-5420	41	7	:	:	PUNCT
ajmsi-5420	41	8	ai	ai	VERB
ajmsi-5420	41	9	helps	help	NOUN
ajmsi-5420	41	10	in	in	ADP
ajmsi-5420	41	11	identifying	identify	VERB
ajmsi-5420	41	12	the	the	DET
ajmsi-5420	41	13	configurationally	configurationally	ADJ
ajmsi-5420	41	14	properties	property	NOUN
ajmsi-5420	41	15	of	of	ADP
ajmsi-5420	41	16	drug	drug	NOUN
ajmsi-5420	41	17	that	that	PRON
ajmsi-5420	41	18	is	be	AUX
ajmsi-5420	41	19	biological	biological	ADJ
ajmsi-5420	41	20	activity	activity	NOUN
ajmsi-5420	41	21	which	which	PRON
ajmsi-5420	41	22	result	result	VERB
ajmsi-5420	41	23	to	to	PART
ajmsi-5420	41	24	design	design	VERB
ajmsi-5420	41	25	more	more	ADV
ajmsi-5420	41	26	effective	effective	ADJ
ajmsi-5420	41	27	drugs	drug	NOUN
ajmsi-5420	41	28	.	.	PUNCT
ajmsi-5420	42	1	3	3	X
ajmsi-5420	42	2	.	.	X
ajmsi-5420	42	3	improving	improve	VERB
ajmsi-5420	42	4	drug	drug	NOUN
ajmsi-5420	42	5	development	development	NOUN
ajmsi-5420	42	6	efficiency	efficiency	NOUN
ajmsi-5420	42	7	:	:	PUNCT
ajmsi-5420	42	8	ai	ai	AUX
ajmsi-5420	42	9	can	can	AUX
ajmsi-5420	42	10	assist	assist	VERB
ajmsi-5420	42	11	in	in	ADP
ajmsi-5420	42	12	designing	design	VERB
ajmsi-5420	42	13	new	new	ADJ
ajmsi-5420	42	14	drugs	drug	NOUN
ajmsi-5420	42	15	by	by	ADP
ajmsi-5420	42	16	predicting	predict	VERB
ajmsi-5420	42	17	the	the	DET
ajmsi-5420	42	18	effects	effect	NOUN
ajmsi-5420	42	19	of	of	ADP
ajmsi-5420	42	20	modifications	modification	NOUN
ajmsi-5420	42	21	to	to	ADP
ajmsi-5420	42	22	a	a	DET
ajmsi-5420	42	23	drug	drug	NOUN
ajmsi-5420	42	24	's	's	PART
ajmsi-5420	42	25	structure	structure	NOUN
ajmsi-5420	42	26	,	,	PUNCT
ajmsi-5420	42	27	which	which	PRON
ajmsi-5420	42	28	can	can	AUX
ajmsi-5420	42	29	lead	lead	VERB
ajmsi-5420	42	30	to	to	ADP
ajmsi-5420	42	31	the	the	DET
ajmsi-5420	42	32	development	development	NOUN
ajmsi-5420	42	33	of	of	ADP
ajmsi-5420	42	34	more	more	ADV
ajmsi-5420	42	35	potent	potent	ADJ
ajmsi-5420	42	36	and	and	CCONJ
ajmsi-5420	42	37	selective	selective	ADJ
ajmsi-5420	42	38	drugs	drug	NOUN
ajmsi-5420	42	39	.	.	PUNCT
ajmsi-5420	43	1	personalization	personalization	NOUN
ajmsi-5420	43	2	ai	ai	VERB
ajmsi-5420	43	3	can	can	AUX
ajmsi-5420	43	4	analyze	analyze	VERB
ajmsi-5420	43	5	user	user	NOUN
ajmsi-5420	43	6	data	datum	NOUN
ajmsi-5420	43	7	to	to	PART
ajmsi-5420	43	8	understand	understand	VERB
ajmsi-5420	43	9	the	the	DET
ajmsi-5420	43	10	person	person	NOUN
ajmsi-5420	43	11	behaviors	behavior	NOUN
ajmsi-5420	43	12	,	,	PUNCT
ajmsi-5420	43	13	taste	taste	NOUN
ajmsi-5420	43	14	that	that	PRON
ajmsi-5420	43	15	will	will	AUX
ajmsi-5420	43	16	enables	enable	VERB
ajmsi-5420	43	17	in	in	ADP
ajmsi-5420	43	18	the	the	DET
ajmsi-5420	43	19	tailored	tailored	ADJ
ajmsi-5420	43	20	experience	experience	NOUN
ajmsi-5420	43	21	.	.	PUNCT
ajmsi-5420	44	1	optimizing	optimize	VERB
ajmsi-5420	44	2	drug	drug	NOUN
ajmsi-5420	44	3	delivery	delivery	NOUN
ajmsi-5420	44	4	ai	ai	AUX
ajmsi-5420	44	5	can	can	AUX
ajmsi-5420	44	6	be	be	AUX
ajmsi-5420	44	7	used	use	VERB
ajmsi-5420	44	8	for	for	ADP
ajmsi-5420	44	9	optimizing	optimize	VERB
ajmsi-5420	44	10	the	the	DET
ajmsi-5420	44	11	route	route	NOUN
ajmsi-5420	44	12	and	and	CCONJ
ajmsi-5420	44	13	site	site	NOUN
ajmsi-5420	44	14	of	of	ADP
ajmsi-5420	44	15	delivery	delivery	NOUN
ajmsi-5420	44	16	of	of	ADP
ajmsi-5420	44	17	antibiotics	antibiotic	NOUN
ajmsi-5420	44	18	infection	infection	NOUN
ajmsi-5420	44	19	,	,	PUNCT
ajmsi-5420	44	20	thus	thus	ADV
ajmsi-5420	44	21	improving	improve	VERB
ajmsi-5420	44	22	the	the	DET
ajmsi-5420	44	23	therapeutic	therapeutic	ADJ
ajmsi-5420	44	24	effect	effect	NOUN
ajmsi-5420	44	25	and	and	CCONJ
ajmsi-5420	44	26	minimizing	minimize	VERB
ajmsi-5420	44	27	the	the	DET
ajmsi-5420	44	28	side	side	NOUN
ajmsi-5420	44	29	effects	effect	NOUN
ajmsi-5420	44	30	.	.	PUNCT
ajmsi-5420	45	1	figure	figure	VERB
ajmsi-5420	45	2	1	1	NUM
ajmsi-5420	45	3	:	:	PUNCT
ajmsi-5420	45	4	artificial	artificial	ADJ
ajmsi-5420	45	5	intelligence	intelligence	NOUN
ajmsi-5420	45	6	facilitates	facilitate	VERB
ajmsi-5420	45	7	the	the	DET
ajmsi-5420	45	8	diagnosis	diagnosis	NOUN
ajmsi-5420	45	9	of	of	ADP
ajmsi-5420	45	10	bacterial	bacterial	ADJ
ajmsi-5420	45	11	infectious	infectious	ADJ
ajmsi-5420	45	12	diseases	disease	NOUN
ajmsi-5420	45	13	firstly	firstly	ADV
ajmsi-5420	45	14	,	,	PUNCT
ajmsi-5420	45	15	let	let	VERB
ajmsi-5420	45	16	us	we	PRON
ajmsi-5420	45	17	know	know	VERB
ajmsi-5420	45	18	how	how	SCONJ
ajmsi-5420	45	19	bacterial	bacterial	ADJ
ajmsi-5420	45	20	infection	infection	NOUN
ajmsi-5420	45	21	occurs	occur	VERB
ajmsi-5420	45	22	.	.	PUNCT
ajmsi-5420	46	1	it	it	PRON
ajmsi-5420	46	2	occurs	occur	VERB
ajmsi-5420	46	3	when	when	SCONJ
ajmsi-5420	46	4	the	the	DET
ajmsi-5420	46	5	harmful	harmful	ADJ
ajmsi-5420	46	6	or	or	CCONJ
ajmsi-5420	46	7	toxic	toxic	ADJ
ajmsi-5420	46	8	substances	substance	NOUN
ajmsi-5420	46	9	enter	enter	VERB
ajmsi-5420	46	10	in	in	ADP
ajmsi-5420	46	11	the	the	DET
ajmsi-5420	46	12	body	body	NOUN
ajmsi-5420	46	13	and	and	CCONJ
ajmsi-5420	46	14	interfering	interfere	VERB
ajmsi-5420	46	15	in	in	ADP
ajmsi-5420	46	16	immune	immune	ADJ
ajmsi-5420	46	17	system.thus	system.thus	NOUN
ajmsi-5420	46	18	,	,	PUNCT
ajmsi-5420	46	19	decreasing	decrease	VERB
ajmsi-5420	46	20	the	the	DET
ajmsi-5420	46	21	body	body	NOUN
ajmsi-5420	46	22	defense	defense	NOUN
ajmsi-5420	46	23	system	system	NOUN
ajmsi-5420	46	24	to	to	PART
ajmsi-5420	46	25	work	work	VERB
ajmsi-5420	46	26	against	against	ADP
ajmsi-5420	46	27	diseases	disease	NOUN
ajmsi-5420	46	28	.	.	PUNCT
ajmsi-5420	47	1	skin	skin	NOUN
ajmsi-5420	47	2	cuts	cut	NOUN
ajmsi-5420	47	3	,	,	PUNCT
ajmsi-5420	47	4	uncovered	uncover	VERB
ajmsi-5420	47	5	wounds	wound	NOUN
ajmsi-5420	47	6	,	,	PUNCT
ajmsi-5420	47	7	contaminated	contaminate	VERB
ajmsi-5420	47	8	food	food	NOUN
ajmsi-5420	47	9	or	or	CCONJ
ajmsi-5420	47	10	water	water	NOUN
ajmsi-5420	47	11	,	,	PUNCT
ajmsi-5420	47	12	inbreathe	inbreathe	NOUN
ajmsi-5420	47	13	of	of	ADP
ajmsi-5420	47	14	droplets	droplet	NOUN
ajmsi-5420	47	15	from	from	ADP
ajmsi-5420	47	16	the	the	DET
ajmsi-5420	47	17	infected	infected	ADJ
ajmsi-5420	47	18	person	person	NOUN
ajmsi-5420	47	19	,	,	PUNCT
ajmsi-5420	47	20	infected	infect	VERB
ajmsi-5420	47	21	blood	blood	NOUN
ajmsi-5420	47	22	fluids	fluid	NOUN
ajmsi-5420	47	23	,	,	PUNCT
ajmsi-5420	47	24	direct	direct	ADJ
ajmsi-5420	47	25	explore	explore	NOUN
ajmsi-5420	47	26	to	to	ADP
ajmsi-5420	47	27	the	the	DET
ajmsi-5420	47	28	contaminated	contaminate	VERB
ajmsi-5420	47	29	surfaces	surface	NOUN
ajmsi-5420	47	30	and	and	CCONJ
ajmsi-5420	47	31	then	then	ADV
ajmsi-5420	47	32	touch	touch	VERB
ajmsi-5420	47	33	it	it	PRON
ajmsi-5420	47	34	with	with	ADP
ajmsi-5420	47	35	mouth	mouth	NOUN
ajmsi-5420	47	36	,	,	PUNCT
ajmsi-5420	47	37	eyes	eye	NOUN
ajmsi-5420	47	38	or	or	CCONJ
ajmsi-5420	47	39	anywhere	anywhere	ADV
ajmsi-5420	47	40	on	on	ADP
ajmsi-5420	47	41	the	the	DET
ajmsi-5420	47	42	body	body	NOUN
ajmsi-5420	47	43	can	can	AUX
ajmsi-5420	47	44	lead	lead	VERB
ajmsi-5420	47	45	to	to	ADP
ajmsi-5420	47	46	bacterial	bacterial	ADJ
ajmsi-5420	47	47	infection	infection	NOUN
ajmsi-5420	47	48	.	.	PUNCT
ajmsi-5420	48	1	so	so	ADV
ajmsi-5420	48	2	,	,	PUNCT
ajmsi-5420	48	3	with	with	ADP
ajmsi-5420	48	4	the	the	DET
ajmsi-5420	48	5	help	help	NOUN
ajmsi-5420	48	6	of	of	ADP
ajmsi-5420	48	7	artificial	artificial	ADJ
ajmsi-5420	48	8	intelligence	intelligence	NOUN
ajmsi-5420	48	9	these	these	DET
ajmsi-5420	48	10	problems	problem	NOUN
ajmsi-5420	48	11	can	can	AUX
ajmsi-5420	48	12	be	be	AUX
ajmsi-5420	48	13	solved	solve	VERB
ajmsi-5420	48	14	.	.	PUNCT
ajmsi-5420	49	1	pa	pa	PROPN
ajmsi-5420	49	2	ge	ge	PROPN
ajmsi-5420	49	3	55	55	NUM
ajmsi-5420	49	4	https://journals.e-palli.com/home/index.php/ajmsi	https://journals.e-palli.com/home/index.php/ajmsi	NOUN
ajmsi-5420	49	5	am	be	AUX
ajmsi-5420	49	6	.	.	PUNCT
ajmsi-5420	50	1	j.	j.	PROPN
ajmsi-5420	50	2	med	med	PROPN
ajmsi-5420	50	3	.	.	PUNCT
ajmsi-5420	51	1	sci	sci	PROPN
ajmsi-5420	51	2	.	.	PUNCT
ajmsi-5420	51	3	innov	innov	PROPN
ajmsi-5420	51	4	.	.	PUNCT
ajmsi-5420	52	1	4(2	4(2	NUM
ajmsi-5420	52	2	)	)	PUNCT
ajmsi-5420	53	1	53	53	NUM
ajmsi-5420	53	2	-	-	SYM
ajmsi-5420	53	3	72	72	NUM
ajmsi-5420	53	4	,	,	PUNCT
ajmsi-5420	53	5	2025	2025	NUM
ajmsi-5420	53	6	bacteria	bacteria	NOUN
ajmsi-5420	53	7	when	when	SCONJ
ajmsi-5420	53	8	cause	cause	SCONJ
ajmsi-5420	53	9	the	the	DET
ajmsi-5420	53	10	infection	infection	NOUN
ajmsi-5420	53	11	generally	generally	ADV
ajmsi-5420	53	12	attacks	attack	VERB
ajmsi-5420	53	13	on	on	ADP
ajmsi-5420	53	14	epithelial	epithelial	ADJ
ajmsi-5420	53	15	cells	cell	NOUN
ajmsi-5420	53	16	,	,	PUNCT
ajmsi-5420	53	17	although	although	SCONJ
ajmsi-5420	53	18	it	it	PRON
ajmsi-5420	53	19	affects	affect	VERB
ajmsi-5420	53	20	the	the	DET
ajmsi-5420	53	21	various	various	ADJ
ajmsi-5420	53	22	types	type	NOUN
ajmsi-5420	53	23	of	of	ADP
ajmsi-5420	53	24	cells	cell	NOUN
ajmsi-5420	53	25	present	present	ADJ
ajmsi-5420	53	26	in	in	ADP
ajmsi-5420	53	27	the	the	DET
ajmsi-5420	53	28	body	body	NOUN
ajmsi-5420	53	29	.	.	PUNCT
ajmsi-5420	54	1	epithelial	epithelial	ADJ
ajmsi-5420	54	2	cells	cell	NOUN
ajmsi-5420	54	3	that	that	PRON
ajmsi-5420	54	4	is	be	AUX
ajmsi-5420	54	5	responsible	responsible	ADJ
ajmsi-5420	54	6	for	for	ADP
ajmsi-5420	54	7	the	the	DET
ajmsi-5420	54	8	formation	formation	NOUN
ajmsi-5420	54	9	of	of	ADP
ajmsi-5420	54	10	lining	lining	NOUN
ajmsi-5420	54	11	of	of	ADP
ajmsi-5420	54	12	many	many	ADJ
ajmsi-5420	54	13	organs	organ	NOUN
ajmsi-5420	54	14	and	and	CCONJ
ajmsi-5420	54	15	tissues	tissue	NOUN
ajmsi-5420	54	16	,	,	PUNCT
ajmsi-5420	54	17	target	target	VERB
ajmsi-5420	54	18	most	most	ADJ
ajmsi-5420	54	19	as	as	SCONJ
ajmsi-5420	54	20	they	they	PRON
ajmsi-5420	54	21	are	be	AUX
ajmsi-5420	54	22	present	present	ADJ
ajmsi-5420	54	23	between	between	ADP
ajmsi-5420	54	24	the	the	DET
ajmsi-5420	54	25	internal	internal	ADJ
ajmsi-5420	54	26	tissues	tissue	NOUN
ajmsi-5420	54	27	and	and	CCONJ
ajmsi-5420	54	28	external	external	ADJ
ajmsi-5420	54	29	environment	environment	NOUN
ajmsi-5420	54	30	.	.	PUNCT
ajmsi-5420	55	1	in	in	ADP
ajmsi-5420	55	2	addition	addition	NOUN
ajmsi-5420	55	3	,	,	PUNCT
ajmsi-5420	55	4	macrophages	macrophage	NOUN
ajmsi-5420	55	5	and	and	CCONJ
ajmsi-5420	55	6	neutrophils	neutrophil	NOUN
ajmsi-5420	55	7	(	(	PUNCT
ajmsi-5420	55	8	part	part	NOUN
ajmsi-5420	55	9	of	of	ADP
ajmsi-5420	55	10	immune	immune	ADJ
ajmsi-5420	55	11	defense	defense	NOUN
ajmsi-5420	55	12	system	system	NOUN
ajmsi-5420	55	13	)	)	PUNCT
ajmsi-5420	55	14	are	be	AUX
ajmsi-5420	55	15	also	also	ADV
ajmsi-5420	55	16	affected	affect	VERB
ajmsi-5420	55	17	.	.	PUNCT
ajmsi-5420	56	1	as	as	SCONJ
ajmsi-5420	56	2	we	we	PRON
ajmsi-5420	56	3	already	already	ADV
ajmsi-5420	56	4	know	know	VERB
ajmsi-5420	56	5	bacterial	bacterial	ADJ
ajmsi-5420	56	6	infections	infection	NOUN
ajmsi-5420	56	7	spread	spread	VERB
ajmsi-5420	56	8	through	through	ADP
ajmsi-5420	56	9	various	various	ADJ
ajmsi-5420	56	10	mode	mode	NOUN
ajmsi-5420	56	11	of	of	ADP
ajmsi-5420	56	12	mechanismscontaminated	mechanismscontaminate	VERB
ajmsi-5420	56	13	food	food	NOUN
ajmsi-5420	56	14	and	and	CCONJ
ajmsi-5420	56	15	water	water	NOUN
ajmsi-5420	56	16	,	,	PUNCT
ajmsi-5420	56	17	by	by	ADP
ajmsi-5420	56	18	air	air	NOUN
ajmsi-5420	56	19	,	,	PUNCT
ajmsi-5420	56	20	direct	direct	ADJ
ajmsi-5420	56	21	interact	interact	NOUN
ajmsi-5420	56	22	with	with	ADP
ajmsi-5420	56	23	the	the	DET
ajmsi-5420	56	24	infection	infection	NOUN
ajmsi-5420	56	25	etc	etc	NOUN
ajmsi-5420	56	26	can	can	AUX
ajmsi-5420	56	27	cause	cause	VERB
ajmsi-5420	56	28	various	various	ADJ
ajmsi-5420	56	29	types	type	NOUN
ajmsi-5420	56	30	of	of	ADP
ajmsi-5420	56	31	diseases	disease	NOUN
ajmsi-5420	56	32	like	like	ADP
ajmsi-5420	56	33	adhesion	adhesion	NOUN
ajmsi-5420	56	34	,	,	PUNCT
ajmsi-5420	56	35	toxins	toxin	NOUN
ajmsi-5420	56	36	,	,	PUNCT
ajmsi-5420	56	37	invasiveness	invasiveness	ADJ
ajmsi-5420	56	38	,	,	PUNCT
ajmsi-5420	56	39	evading	evade	VERB
ajmsi-5420	56	40	the	the	DET
ajmsi-5420	56	41	immune	immune	ADJ
ajmsi-5420	56	42	system	system	NOUN
ajmsi-5420	56	43	.	.	PUNCT
ajmsi-5420	57	1	so	so	ADV
ajmsi-5420	57	2	,	,	PUNCT
ajmsi-5420	57	3	ai	ai	VERB
ajmsi-5420	57	4	is	be	AUX
ajmsi-5420	57	5	the	the	DET
ajmsi-5420	57	6	most	most	ADV
ajmsi-5420	57	7	powerful	powerful	ADJ
ajmsi-5420	57	8	tool	tool	NOUN
ajmsi-5420	57	9	to	to	PART
ajmsi-5420	57	10	detect	detect	VERB
ajmsi-5420	57	11	which	which	DET
ajmsi-5420	57	12	type	type	NOUN
ajmsi-5420	57	13	of	of	ADP
ajmsi-5420	57	14	infection	infection	NOUN
ajmsi-5420	57	15	and	and	CCONJ
ajmsi-5420	57	16	which	which	DET
ajmsi-5420	57	17	treatment	treatment	NOUN
ajmsi-5420	57	18	must	must	AUX
ajmsi-5420	57	19	be	be	AUX
ajmsi-5420	57	20	best	good	ADJ
ajmsi-5420	57	21	for	for	ADP
ajmsi-5420	57	22	the	the	DET
ajmsi-5420	57	23	patient	patient	NOUN
ajmsi-5420	57	24	.	.	PUNCT
ajmsi-5420	58	1	artificial	artificial	ADJ
ajmsi-5420	58	2	intelligence	intelligence	NOUN
ajmsi-5420	58	3	(	(	PUNCT
ajmsi-5420	58	4	ai	ai	NOUN
ajmsi-5420	58	5	)	)	PUNCT
ajmsi-5420	58	6	has	have	AUX
ajmsi-5420	58	7	control	control	VERB
ajmsi-5420	58	8	the	the	DET
ajmsi-5420	58	9	disease	disease	NOUN
ajmsi-5420	58	10	that	that	PRON
ajmsi-5420	58	11	is	be	AUX
ajmsi-5420	58	12	increasing	increase	VERB
ajmsi-5420	58	13	the	the	DET
ajmsi-5420	58	14	rapid	rapid	ADJ
ajmsi-5420	58	15	diagnosis	diagnosis	NOUN
ajmsi-5420	58	16	and	and	CCONJ
ajmsi-5420	58	17	antibiotic	antibiotic	ADJ
ajmsi-5420	58	18	discovery	discovery	NOUN
ajmsi-5420	58	19	.	.	PUNCT
ajmsi-5420	59	1	as	as	SCONJ
ajmsi-5420	59	2	conventional	conventional	ADJ
ajmsi-5420	59	3	criteria	criterion	NOUN
ajmsi-5420	59	4	of	of	ADP
ajmsi-5420	59	5	detection	detection	NOUN
ajmsi-5420	59	6	takes	take	VERB
ajmsi-5420	59	7	long	long	ADJ
ajmsi-5420	59	8	time	time	NOUN
ajmsi-5420	59	9	.	.	PUNCT
ajmsi-5420	60	1	by	by	ADP
ajmsi-5420	60	2	ai	ai	PROPN
ajmsi-5420	60	3	methods	method	NOUN
ajmsi-5420	60	4	like	like	ADP
ajmsi-5420	60	5	machine	machine	NOUN
ajmsi-5420	60	6	learning	learning	NOUN
ajmsi-5420	60	7	,	,	PUNCT
ajmsi-5420	60	8	deep	deep	ADJ
ajmsi-5420	60	9	learning	learning	NOUN
ajmsi-5420	60	10	and	and	CCONJ
ajmsi-5420	60	11	computer	computer	NOUN
ajmsi-5420	60	12	vision	vision	NOUN
ajmsi-5420	60	13	one	one	PRON
ajmsi-5420	60	14	can	can	AUX
ajmsi-5420	60	15	finds	find	VERB
ajmsi-5420	60	16	the	the	DET
ajmsi-5420	60	17	type	type	NOUN
ajmsi-5420	60	18	of	of	ADP
ajmsi-5420	60	19	pathogens	pathogen	NOUN
ajmsi-5420	60	20	or	or	CCONJ
ajmsi-5420	60	21	chronic	chronic	ADJ
ajmsi-5420	60	22	bacterial	bacterial	ADJ
ajmsi-5420	60	23	infection	infection	NOUN
ajmsi-5420	60	24	for	for	ADP
ajmsi-5420	60	25	which	which	PRON
ajmsi-5420	60	26	someone	someone	PRON
ajmsi-5420	60	27	could	could	AUX
ajmsi-5420	60	28	n’t	not	PART
ajmsi-5420	60	29	find	find	VERB
ajmsi-5420	60	30	the	the	DET
ajmsi-5420	60	31	treatment	treatment	NOUN
ajmsi-5420	60	32	to	to	PART
ajmsi-5420	60	33	cure	cure	VERB
ajmsi-5420	60	34	.	.	PUNCT
ajmsi-5420	61	1	figure	figure	NOUN
ajmsi-5420	61	2	2	2	NUM
ajmsi-5420	61	3	:	:	PUNCT
ajmsi-5420	61	4	depicts	depict	VERB
ajmsi-5420	61	5	that	that	DET
ajmsi-5420	61	6	different	different	ADJ
ajmsi-5420	61	7	mode	mode	NOUN
ajmsi-5420	61	8	of	of	ADP
ajmsi-5420	61	9	ai	ai	VERB
ajmsi-5420	61	10	diagnosis	diagnosis	NOUN
ajmsi-5420	61	11	process	process	NOUN
ajmsi-5420	61	12	figure	figure	NOUN
ajmsi-5420	61	13	3	3	NUM
ajmsi-5420	61	14	:	:	PUNCT
ajmsi-5420	61	15	illustrate	illustrate	VERB
ajmsi-5420	61	16	the	the	DET
ajmsi-5420	61	17	shape	shape	NOUN
ajmsi-5420	61	18	of	of	ADP
ajmsi-5420	61	19	the	the	DET
ajmsi-5420	61	20	bacteria	bacteria	NOUN
ajmsi-5420	61	21	diagnosis	diagnosis	NOUN
ajmsi-5420	61	22	and	and	CCONJ
ajmsi-5420	61	23	how	how	SCONJ
ajmsi-5420	61	24	ai	ai	AUX
ajmsi-5420	61	25	tools	tool	NOUN
ajmsi-5420	61	26	detect	detect	VERB
ajmsi-5420	61	27	it	it	PRON
ajmsi-5420	61	28	ai	ai	VERB
ajmsi-5420	61	29	techniques	technique	NOUN
ajmsi-5420	61	30	used	use	VERB
ajmsi-5420	61	31	in	in	ADP
ajmsi-5420	61	32	bacterial	bacterial	ADJ
ajmsi-5420	61	33	struture	struture	NOUN
ajmsi-5420	61	34	detection	detection	NOUN
ajmsi-5420	61	35	machine	machine	NOUN
ajmsi-5420	61	36	learning	learn	VERB
ajmsi-5420	61	37	a.	a.	PROPN
ajmsi-5420	62	1	k	k	X
ajmsi-5420	62	2	-	-	PUNCT
ajmsi-5420	62	3	nearest	near	ADJ
ajmsi-5420	62	4	neighbors	neighbor	NOUN
ajmsi-5420	62	5	(	(	PUNCT
ajmsi-5420	62	6	k	k	X
ajmsi-5420	62	7	-	-	PUNCT
ajmsi-5420	62	8	nn	nn	NOUN
ajmsi-5420	62	9	)	)	PUNCT
ajmsi-5420	62	10	.	.	PUNCT
ajmsi-5420	63	1	b.	b.	PROPN
ajmsi-5420	63	2	support	support	PROPN
ajmsi-5420	63	3	vector	vector	NOUN
ajmsi-5420	63	4	machines	machine	NOUN
ajmsi-5420	63	5	(	(	PUNCT
ajmsi-5420	63	6	svms	svms	NOUN
ajmsi-5420	63	7	)	)	PUNCT
ajmsi-5420	63	8	.	.	PUNCT
ajmsi-5420	64	1	c.	c.	PROPN
ajmsi-5420	64	2	random	random	ADJ
ajmsi-5420	64	3	forests	forest	NOUN
ajmsi-5420	64	4	(	(	PUNCT
ajmsi-5420	64	5	rf	rf	NOUN
ajmsi-5420	64	6	)	)	PUNCT
ajmsi-5420	64	7	and	and	CCONJ
ajmsi-5420	64	8	extreme	extreme	ADJ
ajmsi-5420	64	9	gradient	gradient	NOUN
ajmsi-5420	64	10	boosting	boost	VERB
ajmsi-5420	64	11	(	(	PUNCT
ajmsi-5420	64	12	xgboost	xgboost	ADV
ajmsi-5420	64	13	)	)	PUNCT
ajmsi-5420	64	14	.	.	PUNCT
ajmsi-5420	65	1	d.	d.	PROPN
ajmsi-5420	65	2	gradient	gradient	PROPN
ajmsi-5420	65	3	boosting	boost	VERB
ajmsi-5420	65	4	(	(	PUNCT
ajmsi-5420	65	5	xgboost	xgboost	ADV
ajmsi-5420	65	6	,	,	PUNCT
ajmsi-5420	65	7	lightgbm	lightgbm	ADJ
ajmsi-5420	65	8	,	,	PUNCT
ajmsi-5420	65	9	catboost	catboost	ADJ
ajmsi-5420	65	10	)	)	PUNCT
ajmsi-5420	65	11	deep	deep	ADJ
ajmsi-5420	65	12	learning	learn	VERB
ajmsi-5420	65	13	1	1	NUM
ajmsi-5420	65	14	.	.	PUNCT
ajmsi-5420	66	1	convolutional	convolutional	ADJ
ajmsi-5420	66	2	neural	neural	ADJ
ajmsi-5420	66	3	network	network	NOUN
ajmsi-5420	66	4	(	(	PUNCT
ajmsi-5420	66	5	cnns	cnns	PROPN
ajmsi-5420	66	6	)	)	PUNCT
ajmsi-5420	66	7	.	.	PUNCT
ajmsi-5420	67	1	2	2	X
ajmsi-5420	67	2	.	.	X
ajmsi-5420	67	3	long	long	ADJ
ajmsi-5420	67	4	short	short	ADJ
ajmsi-5420	67	5	–	–	PUNCT
ajmsi-5420	67	6	term	term	NOUN
ajmsi-5420	67	7	memory	memory	NOUN
ajmsi-5420	67	8	(	(	PUNCT
ajmsi-5420	67	9	lstm	lstm	NOUN
ajmsi-5420	67	10	)	)	PUNCT
ajmsi-5420	67	11	3	3	X
ajmsi-5420	67	12	.	.	PUNCT
ajmsi-5420	68	1	transformers	transformer	NOUN
ajmsi-5420	68	2	other	other	ADJ
ajmsi-5420	68	3	ai	ai	VERB
ajmsi-5420	68	4	tools	tool	NOUN
ajmsi-5420	68	5	1	1	NUM
ajmsi-5420	68	6	.	.	X
ajmsi-5420	68	7	neural	neural	ADJ
ajmsi-5420	68	8	network	network	NOUN
ajmsi-5420	68	9	–	–	PUNCT
ajmsi-5420	68	10	based	base	VERB
ajmsi-5420	68	11	sensors	sensor	NOUN
ajmsi-5420	68	12	2	2	NUM
ajmsi-5420	68	13	.	.	NOUN
ajmsi-5420	68	14	object	object	NOUN
ajmsi-5420	68	15	detection	detection	NOUN
ajmsi-5420	68	16	algorithms	algorithm	NOUN
ajmsi-5420	68	17	(	(	PUNCT
ajmsi-5420	68	18	r	r	NOUN
ajmsi-5420	68	19	-	-	PUNCT
ajmsi-5420	68	20	cnn	cnn	PROPN
ajmsi-5420	68	21	,	,	PUNCT
ajmsi-5420	68	22	yolo	yolo	ADJ
ajmsi-5420	68	23	v5	v5	PROPN
ajmsi-5420	68	24	)	)	PUNCT
ajmsi-5420	68	25	3	3	NUM
ajmsi-5420	68	26	.	.	X
ajmsi-5420	68	27	mgps	mgps	PROPN
ajmsi-5420	68	28	ai	ai	VERB
ajmsi-5420	68	29	tool	tool	NOUN
ajmsi-5420	68	30	.	.	PUNCT
ajmsi-5420	69	1	machine	machine	NOUN
ajmsi-5420	69	2	learning	learn	VERB
ajmsi-5420	69	3	k	k	PROPN
ajmsi-5420	69	4	-	-	PUNCT
ajmsi-5420	69	5	nearest	near	ADJ
ajmsi-5420	69	6	neighbors	neighbor	NOUN
ajmsi-5420	69	7	(	(	PUNCT
ajmsi-5420	69	8	k	k	X
ajmsi-5420	69	9	-	-	PUNCT
ajmsi-5420	69	10	nn	nn	NOUN
ajmsi-5420	69	11	)	)	PUNCT
ajmsi-5420	69	12	it	it	PRON
ajmsi-5420	69	13	helps	help	VERB
ajmsi-5420	69	14	in	in	ADP
ajmsi-5420	69	15	classifying	classify	VERB
ajmsi-5420	69	16	the	the	DET
ajmsi-5420	69	17	new	new	ADJ
ajmsi-5420	69	18	set	set	NOUN
ajmsi-5420	69	19	of	of	ADP
ajmsi-5420	69	20	information	information	NOUN
ajmsi-5420	69	21	based	base	VERB
ajmsi-5420	69	22	on	on	ADP
ajmsi-5420	69	23	their	their	PRON
ajmsi-5420	69	24	proximity	proximity	NOUN
ajmsi-5420	69	25	to	to	ADP
ajmsi-5420	69	26	calculated	calculate	VERB
ajmsi-5420	69	27	data	data	NOUN
ajmsi-5420	69	28	points	point	NOUN
ajmsi-5420	69	29	.	.	PUNCT
ajmsi-5420	70	1	generally	generally	ADV
ajmsi-5420	70	2	,	,	PUNCT
ajmsi-5420	70	3	k	k	PROPN
ajmsi-5420	70	4	-	-	PUNCT
ajmsi-5420	70	5	nn	nn	PROPN
ajmsi-5420	70	6	compares	compare	VERB
ajmsi-5420	70	7	a	a	DET
ajmsi-5420	70	8	new	new	ADJ
ajmsi-5420	70	9	data	data	NOUN
ajmsi-5420	70	10	points	point	NOUN
ajmsi-5420	70	11	with	with	ADP
ajmsi-5420	70	12	the	the	DET
ajmsi-5420	70	13	near	near	NOUN
ajmsi-5420	70	14	by	by	ADP
ajmsi-5420	70	15	neighbors	neighbor	NOUN
ajmsi-5420	70	16	in	in	ADP
ajmsi-5420	70	17	the	the	DET
ajmsi-5420	70	18	information	information	NOUN
ajmsi-5420	70	19	set	set	VERB
ajmsi-5420	70	20	.	.	PUNCT
ajmsi-5420	71	1	it	it	PRON
ajmsi-5420	71	2	is	be	AUX
ajmsi-5420	71	3	knoweldgeable	knoweldgeable	ADJ
ajmsi-5420	71	4	in	in	ADP
ajmsi-5420	71	5	identifiying	identifiye	VERB
ajmsi-5420	71	6	the	the	DET
ajmsi-5420	71	7	different	different	ADJ
ajmsi-5420	71	8	speices	speice	NOUN
ajmsi-5420	71	9	of	of	ADP
ajmsi-5420	71	10	bacteria	bacteria	NOUN
ajmsi-5420	71	11	and	and	CCONJ
ajmsi-5420	71	12	classifying	classify	VERB
ajmsi-5420	71	13	the	the	DET
ajmsi-5420	71	14	bacterial	bacterial	ADJ
ajmsi-5420	71	15	structure	structure	NOUN
ajmsi-5420	71	16	on	on	ADP
ajmsi-5420	71	17	their	their	PRON
ajmsi-5420	71	18	properties	property	NOUN
ajmsi-5420	71	19	.	.	PUNCT
ajmsi-5420	72	1	support	support	NOUN
ajmsi-5420	72	2	vector	vector	NOUN
ajmsi-5420	72	3	machines	machine	NOUN
ajmsi-5420	72	4	(	(	PUNCT
ajmsi-5420	72	5	svms	svms	NOUN
ajmsi-5420	72	6	)	)	PUNCT
ajmsi-5420	72	7	this	this	DET
ajmsi-5420	72	8	learning	learn	VERB
ajmsi-5420	72	9	algorithms	algorithm	NOUN
ajmsi-5420	72	10	classify	classify	VERB
ajmsi-5420	72	11	data	datum	NOUN
ajmsi-5420	72	12	of	of	ADP
ajmsi-5420	72	13	bacteria	bacteria	NOUN
ajmsi-5420	72	14	on	on	ADP
ajmsi-5420	72	15	their	their	PRON
ajmsi-5420	72	16	features	feature	NOUN
ajmsi-5420	72	17	like	like	ADP
ajmsi-5420	72	18	genome	genome	NOUN
ajmsi-5420	72	19	sequences	sequence	NOUN
ajmsi-5420	72	20	,	,	PUNCT
ajmsi-5420	72	21	shape	shape	NOUN
ajmsi-5420	72	22	,	,	PUNCT
ajmsi-5420	72	23	size	size	NOUN
ajmsi-5420	72	24	,	,	PUNCT
ajmsi-5420	72	25	protein	protein	NOUN
ajmsi-5420	72	26	or	or	CCONJ
ajmsi-5420	72	27	pa	pa	PROPN
ajmsi-5420	72	28	ge	ge	PROPN
ajmsi-5420	72	29	56	56	NUM
ajmsi-5420	72	30	https://journals.e-palli.com/home/index.php/ajmsi	https://journals.e-palli.com/home/index.php/ajmsi	PROPN
ajmsi-5420	72	31	am	be	AUX
ajmsi-5420	72	32	.	.	PUNCT
ajmsi-5420	73	1	j.	j.	PROPN
ajmsi-5420	73	2	med	med	PROPN
ajmsi-5420	73	3	.	.	PUNCT
ajmsi-5420	74	1	sci	sci	PROPN
ajmsi-5420	74	2	.	.	PUNCT
ajmsi-5420	74	3	innov	innov	PROPN
ajmsi-5420	74	4	.	.	PUNCT
ajmsi-5420	75	1	4(2	4(2	NUM
ajmsi-5420	75	2	)	)	PUNCT
ajmsi-5420	76	1	53	53	NUM
ajmsi-5420	76	2	-	-	SYM
ajmsi-5420	76	3	72	72	NUM
ajmsi-5420	76	4	,	,	PUNCT
ajmsi-5420	76	5	2025	2025	NUM
ajmsi-5420	76	6	lipid	lipid	NOUN
ajmsi-5420	76	7	structure	structure	NOUN
ajmsi-5420	76	8	and	and	CCONJ
ajmsi-5420	76	9	metabolic	metabolic	NOUN
ajmsi-5420	76	10	pathways	pathway	NOUN
ajmsi-5420	76	11	.	.	PUNCT
ajmsi-5420	77	1	svms	svms	NOUN
ajmsi-5420	77	2	identify	identify	VERB
ajmsi-5420	77	3	the	the	DET
ajmsi-5420	77	4	antimicrobial	antimicrobial	ADJ
ajmsi-5420	77	5	resistance	resistance	NOUN
ajmsi-5420	77	6	in	in	ADP
ajmsi-5420	77	7	bacteria	bacteria	NOUN
ajmsi-5420	77	8	.	.	PUNCT
ajmsi-5420	78	1	it	it	PRON
ajmsi-5420	78	2	work	work	VERB
ajmsi-5420	78	3	by	by	ADP
ajmsi-5420	78	4	categorizing	categorize	VERB
ajmsi-5420	78	5	the	the	DET
ajmsi-5420	78	6	data	data	NOUN
ajmsi-5420	78	7	points	point	NOUN
ajmsi-5420	78	8	in	in	ADP
ajmsi-5420	78	9	a	a	DET
ajmsi-5420	78	10	hyperplane	hyperplane	NOUN
ajmsi-5420	78	11	.	.	PUNCT
ajmsi-5420	79	1	random	random	ADJ
ajmsi-5420	79	2	forests	forest	NOUN
ajmsi-5420	79	3	(	(	PUNCT
ajmsi-5420	79	4	rf	rf	NOUN
ajmsi-5420	79	5	)	)	PUNCT
ajmsi-5420	79	6	and	and	CCONJ
ajmsi-5420	79	7	extreme	extreme	ADJ
ajmsi-5420	79	8	gradient	gradient	NOUN
ajmsi-5420	79	9	boosting	boost	VERB
ajmsi-5420	79	10	(	(	PUNCT
ajmsi-5420	79	11	xgboost	xgboost	ADV
ajmsi-5420	79	12	)	)	PUNCT
ajmsi-5420	79	13	it	it	PRON
ajmsi-5420	79	14	analyze	analyze	VERB
ajmsi-5420	79	15	the	the	DET
ajmsi-5420	79	16	data	datum	NOUN
ajmsi-5420	79	17	by	by	ADP
ajmsi-5420	79	18	images	image	NOUN
ajmsi-5420	79	19	that	that	PRON
ajmsi-5420	79	20	is	be	AUX
ajmsi-5420	79	21	tem	tem	PROPN
ajmsi-5420	79	22	microscopy	microscopy	NOUN
ajmsi-5420	79	23	,	,	PUNCT
ajmsi-5420	79	24	gene	gene	NOUN
ajmsi-5420	79	25	pool	pool	NOUN
ajmsi-5420	79	26	information	information	NOUN
ajmsi-5420	79	27	of	of	ADP
ajmsi-5420	79	28	bacteria	bacteria	NOUN
ajmsi-5420	79	29	.	.	PUNCT
ajmsi-5420	80	1	apart	apart	ADV
ajmsi-5420	80	2	from	from	ADP
ajmsi-5420	80	3	this	this	PRON
ajmsi-5420	80	4	,	,	PUNCT
ajmsi-5420	80	5	it	it	PRON
ajmsi-5420	80	6	can	can	AUX
ajmsi-5420	80	7	identify	identify	VERB
ajmsi-5420	80	8	and	and	CCONJ
ajmsi-5420	80	9	classify	classify	VERB
ajmsi-5420	80	10	the	the	DET
ajmsi-5420	80	11	bacterial	bacterial	ADJ
ajmsi-5420	80	12	infection	infection	NOUN
ajmsi-5420	80	13	more	more	ADV
ajmsi-5420	80	14	accurately	accurately	ADV
ajmsi-5420	80	15	,	,	PUNCT
ajmsi-5420	80	16	efficiency	efficiency	NOUN
ajmsi-5420	80	17	,	,	PUNCT
ajmsi-5420	80	18	robustness	robustness	NOUN
ajmsi-5420	80	19	by	by	ADP
ajmsi-5420	80	20	combining	combine	VERB
ajmsi-5420	80	21	with	with	ADP
ajmsi-5420	80	22	the	the	DET
ajmsi-5420	80	23	cnns	cnns	ADJ
ajmsi-5420	80	24	tool	tool	NOUN
ajmsi-5420	80	25	.	.	PUNCT
ajmsi-5420	81	1	furthermore	furthermore	ADV
ajmsi-5420	81	2	,	,	PUNCT
ajmsi-5420	81	3	it	it	PRON
ajmsi-5420	81	4	is	be	AUX
ajmsi-5420	81	5	also	also	ADV
ajmsi-5420	81	6	used	use	VERB
ajmsi-5420	81	7	in	in	ADP
ajmsi-5420	81	8	assisting	assist	VERB
ajmsi-5420	81	9	the	the	DET
ajmsi-5420	81	10	antibiotics	antibiotic	NOUN
ajmsi-5420	81	11	susceptibility	susceptibility	NOUN
ajmsi-5420	81	12	and	and	CCONJ
ajmsi-5420	81	13	indentifying	indentifye	VERB
ajmsi-5420	81	14	antimicrobial	antimicrobial	ADJ
ajmsi-5420	81	15	peptides	peptide	NOUN
ajmsi-5420	81	16	.	.	PUNCT
ajmsi-5420	82	1	it	it	PRON
ajmsi-5420	82	2	can	can	AUX
ajmsi-5420	82	3	handle	handle	VERB
ajmsi-5420	82	4	the	the	DET
ajmsi-5420	82	5	complex	complex	ADJ
ajmsi-5420	82	6	data	datum	NOUN
ajmsi-5420	82	7	record	record	NOUN
ajmsi-5420	82	8	.	.	PUNCT
ajmsi-5420	83	1	gradient	gradient	ADJ
ajmsi-5420	83	2	boosting	boost	VERB
ajmsi-5420	83	3	(	(	PUNCT
ajmsi-5420	83	4	xgboost	xgboost	ADV
ajmsi-5420	83	5	,	,	PUNCT
ajmsi-5420	83	6	lightgbm	lightgbm	ADJ
ajmsi-5420	83	7	,	,	PUNCT
ajmsi-5420	83	8	catboost	catboost	NOUN
ajmsi-5420	83	9	)	)	PUNCT
ajmsi-5420	83	10	currently	currently	ADV
ajmsi-5420	83	11	,	,	PUNCT
ajmsi-5420	83	12	this	this	PRON
ajmsi-5420	83	13	ai	ai	VERB
ajmsi-5420	83	14	arithmetic	arithmetic	ADJ
ajmsi-5420	83	15	gaining	gain	VERB
ajmsi-5420	83	16	the	the	DET
ajmsi-5420	83	17	importance	importance	NOUN
ajmsi-5420	83	18	in	in	ADP
ajmsi-5420	83	19	identying	identye	VERB
ajmsi-5420	83	20	the	the	DET
ajmsi-5420	83	21	bacterial	bacterial	ADJ
ajmsi-5420	83	22	structure	structure	NOUN
ajmsi-5420	83	23	.	.	PUNCT
ajmsi-5420	84	1	it	it	PRON
ajmsi-5420	84	2	has	have	VERB
ajmsi-5420	84	3	a	a	DET
ajmsi-5420	84	4	power	power	NOUN
ajmsi-5420	84	5	to	to	PART
ajmsi-5420	84	6	tackle	tackle	VERB
ajmsi-5420	84	7	with	with	ADP
ajmsi-5420	84	8	the	the	DET
ajmsi-5420	84	9	more	more	ADV
ajmsi-5420	84	10	complex	complex	ADJ
ajmsi-5420	84	11	data	data	NOUN
ajmsi-5420	84	12	file	file	NOUN
ajmsi-5420	84	13	.	.	PUNCT
ajmsi-5420	85	1	it	it	PRON
ajmsi-5420	85	2	usually	usually	ADV
ajmsi-5420	85	3	helpful	helpful	ADJ
ajmsi-5420	85	4	in	in	ADP
ajmsi-5420	85	5	predicting	predict	VERB
ajmsi-5420	85	6	the	the	DET
ajmsi-5420	85	7	cytometric	cytometric	ADJ
ajmsi-5420	85	8	data	datum	NOUN
ajmsi-5420	85	9	(	(	PUNCT
ajmsi-5420	85	10	measures	measure	NOUN
ajmsi-5420	85	11	the	the	DET
ajmsi-5420	85	12	physical	physical	ADJ
ajmsi-5420	85	13	and	and	CCONJ
ajmsi-5420	85	14	chemical	chemical	NOUN
ajmsi-5420	85	15	characteristics	characteristic	NOUN
ajmsi-5420	85	16	of	of	ADP
ajmsi-5420	85	17	cells	cell	NOUN
ajmsi-5420	85	18	)	)	PUNCT
ajmsi-5420	85	19	techniques	technique	NOUN
ajmsi-5420	85	20	–	–	PUNCT
ajmsi-5420	85	21	flow	flow	NOUN
ajmsi-5420	85	22	cytometric	cytometric	NOUN
ajmsi-5420	85	23	,	,	PUNCT
ajmsi-5420	85	24	classify	classify	VERB
ajmsi-5420	85	25	the	the	DET
ajmsi-5420	85	26	bacteria	bacteria	NOUN
ajmsi-5420	85	27	on	on	ADP
ajmsi-5420	85	28	their	their	PRON
ajmsi-5420	85	29	methabolic	methabolic	ADJ
ajmsi-5420	85	30	phases	phase	NOUN
ajmsi-5420	85	31	and	and	CCONJ
ajmsi-5420	85	32	superbugs	superbug	NOUN
ajmsi-5420	85	33	(	(	PUNCT
ajmsi-5420	85	34	antimicrobial	antimicrobial	ADJ
ajmsi-5420	85	35	resistance	resistance	NOUN
ajmsi-5420	85	36	)	)	PUNCT
ajmsi-5420	85	37	.	.	PUNCT
ajmsi-5420	86	1	deep	deep	ADJ
ajmsi-5420	86	2	learning	learn	VERB
ajmsi-5420	86	3	convolutional	convolutional	ADJ
ajmsi-5420	86	4	neural	neural	ADJ
ajmsi-5420	86	5	network	network	NOUN
ajmsi-5420	86	6	(	(	PUNCT
ajmsi-5420	86	7	cnns	cnns	PROPN
ajmsi-5420	86	8	)	)	PUNCT
ajmsi-5420	86	9	it	it	PRON
ajmsi-5420	86	10	is	be	AUX
ajmsi-5420	86	11	based	base	VERB
ajmsi-5420	86	12	on	on	ADP
ajmsi-5420	86	13	the	the	DET
ajmsi-5420	86	14	images	image	NOUN
ajmsi-5420	86	15	information	information	NOUN
ajmsi-5420	86	16	and	and	CCONJ
ajmsi-5420	86	17	automatically	automatically	ADV
ajmsi-5420	86	18	colonies	colony	NOUN
ajmsi-5420	86	19	of	of	ADP
ajmsi-5420	86	20	bacteria	bacteria	NOUN
ajmsi-5420	86	21	can	can	AUX
ajmsi-5420	86	22	be	be	AUX
ajmsi-5420	86	23	find	find	VERB
ajmsi-5420	86	24	.	.	PUNCT
ajmsi-5420	87	1	cnns	cnns	PROPN
ajmsi-5420	87	2	used	use	VERB
ajmsi-5420	87	3	to	to	PART
ajmsi-5420	87	4	identify	identify	VERB
ajmsi-5420	87	5	potential	potential	ADJ
ajmsi-5420	87	6	new	new	ADJ
ajmsi-5420	87	7	drug	drug	NOUN
ajmsi-5420	87	8	of	of	ADP
ajmsi-5420	87	9	antimicrobial	antimicrobial	ADJ
ajmsi-5420	87	10	resistance	resistance	NOUN
ajmsi-5420	87	11	.	.	PUNCT
ajmsi-5420	88	1	apart	apart	ADV
ajmsi-5420	88	2	from	from	ADP
ajmsi-5420	88	3	this	this	PRON
ajmsi-5420	88	4	,	,	PUNCT
ajmsi-5420	88	5	it	it	PRON
ajmsi-5420	88	6	also	also	ADV
ajmsi-5420	88	7	has	have	VERB
ajmsi-5420	88	8	power	power	NOUN
ajmsi-5420	88	9	in	in	ADP
ajmsi-5420	88	10	maintaining	maintain	VERB
ajmsi-5420	88	11	the	the	DET
ajmsi-5420	88	12	quality	quality	NOUN
ajmsi-5420	88	13	control	control	NOUN
ajmsi-5420	88	14	processes	process	NOUN
ajmsi-5420	88	15	and	and	CCONJ
ajmsi-5420	88	16	ensure	ensure	VERB
ajmsi-5420	88	17	the	the	DET
ajmsi-5420	88	18	drug	drug	NOUN
ajmsi-5420	88	19	purity	purity	NOUN
ajmsi-5420	88	20	,	,	PUNCT
ajmsi-5420	88	21	safety	safety	NOUN
ajmsi-5420	88	22	and	and	CCONJ
ajmsi-5420	88	23	efficiency	efficiency	NOUN
ajmsi-5420	88	24	.	.	PUNCT
ajmsi-5420	89	1	long	long	ADV
ajmsi-5420	89	2	short	short	ADJ
ajmsi-5420	89	3	–	–	PUNCT
ajmsi-5420	89	4	term	term	NOUN
ajmsi-5420	89	5	memory	memory	NOUN
ajmsi-5420	89	6	(	(	PUNCT
ajmsi-5420	89	7	lstm	lstm	NOUN
ajmsi-5420	89	8	)	)	PUNCT
ajmsi-5420	89	9	it	it	PRON
ajmsi-5420	89	10	is	be	AUX
ajmsi-5420	89	11	the	the	DET
ajmsi-5420	89	12	advance	advance	NOUN
ajmsi-5420	89	13	or	or	CCONJ
ajmsi-5420	89	14	improved	improve	VERB
ajmsi-5420	89	15	version	version	NOUN
ajmsi-5420	89	16	of	of	ADP
ajmsi-5420	89	17	the	the	DET
ajmsi-5420	89	18	recurrent	recurrent	ADJ
ajmsi-5420	89	19	neural	neural	ADJ
ajmsi-5420	89	20	network	network	NOUN
ajmsi-5420	89	21	(	(	PUNCT
ajmsi-5420	89	22	rnn	rnn	PROPN
ajmsi-5420	89	23	)	)	PUNCT
ajmsi-5420	89	24	,	,	PUNCT
ajmsi-5420	89	25	helps	help	VERB
ajmsi-5420	89	26	in	in	ADP
ajmsi-5420	89	27	language	language	NOUN
ajmsi-5420	89	28	translation	translation	NOUN
ajmsi-5420	89	29	,	,	PUNCT
ajmsi-5420	89	30	recognition	recognition	NOUN
ajmsi-5420	89	31	of	of	ADP
ajmsi-5420	89	32	words	word	NOUN
ajmsi-5420	89	33	and	and	CCONJ
ajmsi-5420	89	34	forecasting	forecast	VERB
ajmsi-5420	89	35	the	the	DET
ajmsi-5420	89	36	sequenc	sequenc	NOUN
ajmsi-5420	89	37	of	of	ADP
ajmsi-5420	89	38	data	datum	NOUN
ajmsi-5420	89	39	points	point	NOUN
ajmsi-5420	89	40	that	that	PRON
ajmsi-5420	89	41	are	be	AUX
ajmsi-5420	89	42	ordered	order	VERB
ajmsi-5420	89	43	by	by	ADP
ajmsi-5420	89	44	time	time	NOUN
ajmsi-5420	89	45	.	.	PUNCT
ajmsi-5420	90	1	time	time	NOUN
ajmsi-5420	90	2	sequence	sequence	NOUN
ajmsi-5420	90	3	of	of	ADP
ajmsi-5420	90	4	data	datum	NOUN
ajmsi-5420	90	5	is	be	AUX
ajmsi-5420	90	6	oftenly	oftenly	ADV
ajmsi-5420	90	7	plotted	plot	VERB
ajmsi-5420	90	8	graphically	graphically	ADV
ajmsi-5420	90	9	,	,	PUNCT
ajmsi-5420	90	10	time	time	NOUN
ajmsi-5420	90	11	on	on	ADP
ajmsi-5420	90	12	xaxis	xaxis	PROPN
ajmsi-5420	90	13	and	and	CCONJ
ajmsi-5420	90	14	variable	variable	NOUN
ajmsi-5420	90	15	’s	’s	PART
ajmsi-5420	90	16	value	value	NOUN
ajmsi-5420	90	17	on	on	ADP
ajmsi-5420	90	18	the	the	DET
ajmsi-5420	90	19	y	y	NOUN
ajmsi-5420	90	20	-	-	PUNCT
ajmsi-5420	90	21	axis	axis	NOUN
ajmsi-5420	90	22	.	.	PUNCT
ajmsi-5420	91	1	transformers	transformer	NOUN
ajmsi-5420	91	2	it	it	PRON
ajmsi-5420	91	3	is	be	AUX
ajmsi-5420	91	4	valuable	valuable	ADJ
ajmsi-5420	91	5	tool	tool	NOUN
ajmsi-5420	91	6	in	in	ADP
ajmsi-5420	91	7	detecting	detect	VERB
ajmsi-5420	91	8	the	the	DET
ajmsi-5420	91	9	bacterial	bacterial	ADJ
ajmsi-5420	91	10	infection	infection	NOUN
ajmsi-5420	91	11	,	,	PUNCT
ajmsi-5420	91	12	mainly	mainly	ADV
ajmsi-5420	91	13	vision	vision	NOUN
ajmsi-5420	91	14	transformers	transformer	NOUN
ajmsi-5420	91	15	are	be	AUX
ajmsi-5420	91	16	used	use	VERB
ajmsi-5420	91	17	.	.	PUNCT
ajmsi-5420	92	1	it	it	PRON
ajmsi-5420	92	2	detect	detect	VERB
ajmsi-5420	92	3	by	by	ADP
ajmsi-5420	92	4	analyzing	analyze	VERB
ajmsi-5420	92	5	the	the	DET
ajmsi-5420	92	6	images	image	NOUN
ajmsi-5420	92	7	of	of	ADP
ajmsi-5420	92	8	gram	gram	NOUN
ajmsi-5420	92	9	–	–	PUNCT
ajmsi-5420	92	10	stained	stain	VERB
ajmsi-5420	92	11	smears	smear	NOUN
ajmsi-5420	92	12	and	and	CCONJ
ajmsi-5420	92	13	chest	chest	NOUN
ajmsi-5420	92	14	x	x	NOUN
ajmsi-5420	92	15	-	-	NOUN
ajmsi-5420	92	16	rays	ray	NOUN
ajmsi-5420	92	17	.	.	PUNCT
ajmsi-5420	93	1	transformers	transformer	NOUN
ajmsi-5420	93	2	with	with	ADP
ajmsi-5420	93	3	the	the	DET
ajmsi-5420	93	4	help	help	NOUN
ajmsi-5420	93	5	of	of	ADP
ajmsi-5420	93	6	clinical	clinical	ADJ
ajmsi-5420	93	7	data	datum	NOUN
ajmsi-5420	93	8	of	of	ADP
ajmsi-5420	93	9	the	the	DET
ajmsi-5420	93	10	patient	patient	NOUN
ajmsi-5420	93	11	can	can	AUX
ajmsi-5420	93	12	determine	determine	VERB
ajmsi-5420	93	13	the	the	DET
ajmsi-5420	93	14	bacterial	bacterial	ADJ
ajmsi-5420	93	15	infection	infection	NOUN
ajmsi-5420	93	16	.	.	PUNCT
ajmsi-5420	94	1	other	other	ADJ
ajmsi-5420	94	2	ai	ai	ADJ
ajmsi-5420	94	3	tools	tool	NOUN
ajmsi-5420	94	4	neural	neural	ADJ
ajmsi-5420	94	5	network	network	NOUN
ajmsi-5420	94	6	–	–	PUNCT
ajmsi-5420	94	7	based	base	VERB
ajmsi-5420	94	8	sensors	sensor	NOUN
ajmsi-5420	94	9	cnns	cnn	VERB
ajmsi-5420	94	10	artificial	artificial	ADJ
ajmsi-5420	94	11	intelligence	intelligence	NOUN
ajmsi-5420	94	12	tool	tool	NOUN
ajmsi-5420	94	13	is	be	AUX
ajmsi-5420	94	14	a	a	DET
ajmsi-5420	94	15	neural	neural	ADJ
ajmsi-5420	94	16	network	network	NOUN
ajmsi-5420	94	17	sensor	sensor	NOUN
ajmsi-5420	94	18	which	which	PRON
ajmsi-5420	94	19	is	be	AUX
ajmsi-5420	94	20	capable	capable	ADJ
ajmsi-5420	94	21	of	of	ADP
ajmsi-5420	94	22	diagnostic	diagnostic	ADJ
ajmsi-5420	94	23	the	the	DET
ajmsi-5420	94	24	bacterial	bacterial	ADJ
ajmsi-5420	94	25	infection	infection	NOUN
ajmsi-5420	94	26	.	.	PUNCT
ajmsi-5420	95	1	it	it	PRON
ajmsi-5420	95	2	is	be	AUX
ajmsi-5420	95	3	more	more	ADV
ajmsi-5420	95	4	prominent	prominent	ADJ
ajmsi-5420	95	5	in	in	ADP
ajmsi-5420	95	6	speeding	speed	VERB
ajmsi-5420	95	7	up	up	ADP
ajmsi-5420	95	8	identification	identification	NOUN
ajmsi-5420	95	9	processes	process	NOUN
ajmsi-5420	95	10	.	.	PUNCT
ajmsi-5420	96	1	object	object	NOUN
ajmsi-5420	96	2	detection	detection	NOUN
ajmsi-5420	96	3	algorithms	algorithm	NOUN
ajmsi-5420	96	4	(	(	PUNCT
ajmsi-5420	96	5	r	r	NOUN
ajmsi-5420	96	6	-	-	PUNCT
ajmsi-5420	96	7	cnn	cnn	PROPN
ajmsi-5420	96	8	,	,	PUNCT
ajmsi-5420	96	9	yolov5	yolov5	PROPN
ajmsi-5420	96	10	)	)	PUNCT
ajmsi-5420	96	11	this	this	PRON
ajmsi-5420	96	12	is	be	AUX
ajmsi-5420	96	13	based	base	VERB
ajmsi-5420	96	14	upon	upon	SCONJ
ajmsi-5420	96	15	the	the	DET
ajmsi-5420	96	16	image	image	NOUN
ajmsi-5420	96	17	information	information	NOUN
ajmsi-5420	96	18	with	with	ADP
ajmsi-5420	96	19	the	the	DET
ajmsi-5420	96	20	help	help	NOUN
ajmsi-5420	96	21	of	of	ADP
ajmsi-5420	96	22	deep	deep	ADJ
ajmsi-5420	96	23	learning	learning	NOUN
ajmsi-5420	96	24	(	(	PUNCT
ajmsi-5420	96	25	dl	dl	INTJ
ajmsi-5420	96	26	)	)	PUNCT
ajmsi-5420	96	27	bacterial	bacterial	ADJ
ajmsi-5420	96	28	images	image	NOUN
ajmsi-5420	96	29	can	can	AUX
ajmsi-5420	96	30	obtained	obtain	VERB
ajmsi-5420	96	31	and	and	CCONJ
ajmsi-5420	96	32	examine	examine	VERB
ajmsi-5420	96	33	in	in	ADP
ajmsi-5420	96	34	detail	detail	NOUN
ajmsi-5420	96	35	that	that	PRON
ajmsi-5420	96	36	is	be	AUX
ajmsi-5420	96	37	it	it	PRON
ajmsi-5420	96	38	provide	provide	VERB
ajmsi-5420	96	39	the	the	DET
ajmsi-5420	96	40	bacterial	bacterial	ADJ
ajmsi-5420	96	41	structural	structural	ADJ
ajmsi-5420	96	42	information	information	NOUN
ajmsi-5420	96	43	as	as	ADV
ajmsi-5420	96	44	well	well	ADV
ajmsi-5420	96	45	as	as	ADP
ajmsi-5420	96	46	diagnosing	diagnose	VERB
ajmsi-5420	96	47	and	and	CCONJ
ajmsi-5420	96	48	identifying	identify	VERB
ajmsi-5420	96	49	the	the	DET
ajmsi-5420	96	50	bacterial	bacterial	ADJ
ajmsi-5420	96	51	infection	infection	NOUN
ajmsi-5420	96	52	caused	cause	VERB
ajmsi-5420	96	53	by	by	ADP
ajmsi-5420	96	54	which	which	DET
ajmsi-5420	96	55	type	type	NOUN
ajmsi-5420	96	56	of	of	ADP
ajmsi-5420	96	57	microorganisms	microorganism	NOUN
ajmsi-5420	96	58	and	and	CCONJ
ajmsi-5420	96	59	treating	treat	VERB
ajmsi-5420	96	60	infectious	infectious	ADJ
ajmsi-5420	96	61	diseases	disease	NOUN
ajmsi-5420	96	62	caused	cause	VERB
ajmsi-5420	96	63	by	by	ADP
ajmsi-5420	96	64	pathogenic	pathogenic	ADJ
ajmsi-5420	96	65	bacteria	bacteria	NOUN
ajmsi-5420	96	66	.	.	PUNCT
ajmsi-5420	97	1	yolov5	yolov5	NOUN
ajmsi-5420	97	2	,	,	PUNCT
ajmsi-5420	97	3	a	a	DET
ajmsi-5420	97	4	powerful	powerful	ADJ
ajmsi-5420	97	5	object	object	NOUN
ajmsi-5420	97	6	detection	detection	NOUN
ajmsi-5420	97	7	method	method	NOUN
ajmsi-5420	97	8	in	in	ADP
ajmsi-5420	97	9	assisting	assist	VERB
ajmsi-5420	97	10	the	the	DET
ajmsi-5420	97	11	bacteria	bacteria	NOUN
ajmsi-5420	97	12	by	by	ADP
ajmsi-5420	97	13	counting	count	VERB
ajmsi-5420	97	14	colonies	colony	NOUN
ajmsi-5420	97	15	on	on	ADP
ajmsi-5420	97	16	agar	agar	NOUN
ajmsi-5420	97	17	plates	plate	NOUN
ajmsi-5420	97	18	.	.	PUNCT
ajmsi-5420	98	1	mostly	mostly	ADV
ajmsi-5420	98	2	yolov5	yolov5	NOUN
ajmsi-5420	98	3	is	be	AUX
ajmsi-5420	98	4	used	use	VERB
ajmsi-5420	98	5	in	in	ADP
ajmsi-5420	98	6	identifying	identify	VERB
ajmsi-5420	98	7	the	the	DET
ajmsi-5420	98	8	bacterial	bacterial	ADJ
ajmsi-5420	98	9	diseases	disease	NOUN
ajmsi-5420	98	10	in	in	ADP
ajmsi-5420	98	11	rice	rice	NOUN
ajmsi-5420	98	12	and	and	CCONJ
ajmsi-5420	98	13	bell	bell	NOUN
ajmsi-5420	98	14	papers	paper	NOUN
ajmsi-5420	98	15	(	(	PUNCT
ajmsi-5420	98	16	by	by	ADP
ajmsi-5420	98	17	bacterial	bacterial	ADJ
ajmsi-5420	98	18	colonies	colony	NOUN
ajmsi-5420	98	19	on	on	ADP
ajmsi-5420	98	20	agar	agar	NOUN
ajmsi-5420	98	21	plates	plate	NOUN
ajmsi-5420	98	22	)	)	PUNCT
ajmsi-5420	98	23	.	.	PUNCT
ajmsi-5420	99	1	mgps	mgps	PROPN
ajmsi-5420	99	2	ai	ai	VERB
ajmsi-5420	99	3	tool	tool	NOUN
ajmsi-5420	99	4	it	it	PRON
ajmsi-5420	99	5	stands	stand	VERB
ajmsi-5420	99	6	for	for	ADP
ajmsi-5420	99	7	microbiome	microbiome	ADJ
ajmsi-5420	99	8	geographic	geographic	ADJ
ajmsi-5420	99	9	population	population	NOUN
ajmsi-5420	99	10	structure	structure	NOUN
ajmsi-5420	99	11	.	.	PUNCT
ajmsi-5420	100	1	this	this	DET
ajmsi-5420	100	2	tool	tool	NOUN
ajmsi-5420	100	3	helpful	helpful	ADJ
ajmsi-5420	100	4	in	in	ADP
ajmsi-5420	100	5	understanding	understand	VERB
ajmsi-5420	100	6	the	the	DET
ajmsi-5420	100	7	climatic	climatic	ADJ
ajmsi-5420	100	8	conditions	condition	NOUN
ajmsi-5420	100	9	in	in	ADP
ajmsi-5420	100	10	which	which	PRON
ajmsi-5420	100	11	bacteria	bacteria	NOUN
ajmsi-5420	100	12	is	be	AUX
ajmsi-5420	100	13	surviving	survive	VERB
ajmsi-5420	100	14	or	or	CCONJ
ajmsi-5420	100	15	the	the	DET
ajmsi-5420	100	16	origin	origin	NOUN
ajmsi-5420	100	17	of	of	ADP
ajmsi-5420	100	18	bacteria	bacteria	NOUN
ajmsi-5420	100	19	causing	cause	VERB
ajmsi-5420	100	20	an	an	DET
ajmsi-5420	100	21	infection	infection	NOUN
ajmsi-5420	100	22	.	.	PUNCT
ajmsi-5420	101	1	by	by	ADP
ajmsi-5420	101	2	using	use	VERB
ajmsi-5420	101	3	mgps	mgps	NOUN
ajmsi-5420	101	4	searchers	searcher	NOUN
ajmsi-5420	101	5	or	or	CCONJ
ajmsi-5420	101	6	doctors	doctor	NOUN
ajmsi-5420	101	7	can	can	AUX
ajmsi-5420	101	8	predict	predict	VERB
ajmsi-5420	101	9	the	the	DET
ajmsi-5420	101	10	bacteria	bacteria	NOUN
ajmsi-5420	101	11	environment	environment	NOUN
ajmsi-5420	101	12	in	in	ADP
ajmsi-5420	101	13	which	which	PRON
ajmsi-5420	101	14	it	it	PRON
ajmsi-5420	101	15	grows	grow	VERB
ajmsi-5420	101	16	even	even	ADV
ajmsi-5420	101	17	from	from	ADP
ajmsi-5420	101	18	where	where	SCONJ
ajmsi-5420	101	19	the	the	DET
ajmsi-5420	101	20	bacteria	bacteria	NOUN
ajmsi-5420	101	21	is	be	AUX
ajmsi-5420	101	22	carried	carry	VERB
ajmsi-5420	101	23	by	by	ADP
ajmsi-5420	101	24	individuals	individual	NOUN
ajmsi-5420	101	25	(	(	PUNCT
ajmsi-5420	101	26	like	like	ADP
ajmsi-5420	101	27	city	city	NOUN
ajmsi-5420	101	28	center	center	NOUN
ajmsi-5420	101	29	,	,	PUNCT
ajmsi-5420	101	30	beach	beach	NOUN
ajmsi-5420	101	31	etc	etc	X
ajmsi-5420	101	32	)	)	PUNCT
ajmsi-5420	101	33	.	.	PUNCT
ajmsi-5420	102	1	it	it	PRON
ajmsi-5420	102	2	also	also	ADV
ajmsi-5420	102	3	aid	aid	VERB
ajmsi-5420	102	4	the	the	DET
ajmsi-5420	102	5	microbial	microbial	ADJ
ajmsi-5420	102	6	communities	community	NOUN
ajmsi-5420	102	7	.	.	PUNCT
ajmsi-5420	103	1	literature	literature	NOUN
ajmsi-5420	103	2	review	review	PROPN
ajmsi-5420	103	3	today	today	NOUN
ajmsi-5420	103	4	,	,	PUNCT
ajmsi-5420	103	5	ai	ai	INTJ
ajmsi-5420	103	6	is	be	AUX
ajmsi-5420	103	7	considered	consider	VERB
ajmsi-5420	103	8	a	a	DET
ajmsi-5420	103	9	branch	branch	NOUN
ajmsi-5420	103	10	of	of	ADP
ajmsi-5420	103	11	technology	technology	NOUN
ajmsi-5420	103	12	and	and	CCONJ
ajmsi-5420	103	13	engineering	engineering	NOUN
ajmsi-5420	103	14	that	that	PRON
ajmsi-5420	103	15	develop	develop	VERB
ajmsi-5420	103	16	novel	novel	ADJ
ajmsi-5420	103	17	concepts	concept	NOUN
ajmsi-5420	103	18	and	and	CCONJ
ajmsi-5420	103	19	novel	novel	ADJ
ajmsi-5420	103	20	solutions	solution	NOUN
ajmsi-5420	103	21	to	to	PART
ajmsi-5420	103	22	resolve	resolve	VERB
ajmsi-5420	103	23	complex	complex	ADJ
ajmsi-5420	103	24	challenges	challenge	NOUN
ajmsi-5420	103	25	.	.	PUNCT
ajmsi-5420	104	1	with	with	ADP
ajmsi-5420	104	2	the	the	DET
ajmsi-5420	104	3	passage	passage	NOUN
ajmsi-5420	104	4	of	of	ADP
ajmsi-5420	104	5	time	time	NOUN
ajmsi-5420	104	6	,	,	PUNCT
ajmsi-5420	104	7	ai	ai	VERB
ajmsi-5420	104	8	continued	continue	VERB
ajmsi-5420	104	9	progress	progress	NOUN
ajmsi-5420	104	10	in	in	ADP
ajmsi-5420	104	11	electronic	electronic	ADJ
ajmsi-5420	104	12	speed	speed	NOUN
ajmsi-5420	104	13	,	,	PUNCT
ajmsi-5420	104	14	capacity	capacity	NOUN
ajmsi-5420	104	15	,	,	PUNCT
ajmsi-5420	104	16	and	and	CCONJ
ajmsi-5420	104	17	software	software	NOUN
ajmsi-5420	104	18	programming	programming	NOUN
ajmsi-5420	104	19	that	that	PRON
ajmsi-5420	104	20	might	might	AUX
ajmsi-5420	104	21	create	create	VERB
ajmsi-5420	104	22	computers	computer	NOUN
ajmsi-5420	104	23	intelligent	intelligent	ADJ
ajmsi-5420	104	24	as	as	ADP
ajmsi-5420	104	25	human	human	ADJ
ajmsi-5420	104	26	beings	being	NOUN
ajmsi-5420	104	27	.	.	PUNCT
ajmsi-5420	105	1	cheng	cheng	PROPN
ajmsi-5420	105	2	and	and	CCONJ
ajmsi-5420	105	3	druzdzel	druzdzel	PROPN
ajmsi-5420	105	4	(	(	PUNCT
ajmsi-5420	105	5	2000	2000	NUM
ajmsi-5420	105	6	)	)	PUNCT
ajmsi-5420	105	7	develop	develop	VERB
ajmsi-5420	105	8	an	an	DET
ajmsi-5420	105	9	algorithm	algorithm	NOUN
ajmsi-5420	105	10	for	for	ADP
ajmsi-5420	105	11	evidential	evidential	ADJ
ajmsi-5420	105	12	reasoning	reasoning	NOUN
ajmsi-5420	105	13	in	in	ADP
ajmsi-5420	105	14	large	large	ADJ
ajmsi-5420	105	15	bayesian	bayesian	NOUN
ajmsi-5420	105	16	networks	network	NOUN
ajmsi-5420	105	17	.	.	PUNCT
ajmsi-5420	106	1	an	an	DET
ajmsi-5420	106	2	adaptive	adaptive	ADJ
ajmsi-5420	106	3	importance	importance	NOUN
ajmsi-5420	106	4	sampling	sample	VERB
ajmsi-5420	106	5	algorithm	algorithm	NOUN
ajmsi-5420	106	6	,	,	PUNCT
ajmsi-5420	106	7	aisbn	aisbn	NOUN
ajmsi-5420	106	8	that	that	PRON
ajmsi-5420	106	9	shows	show	VERB
ajmsi-5420	106	10	promising	promise	VERB
ajmsi-5420	106	11	convergence	convergence	NOUN
ajmsi-5420	106	12	rates	rate	NOUN
ajmsi-5420	106	13	even	even	ADV
ajmsi-5420	106	14	under	under	ADP
ajmsi-5420	106	15	extreme	extreme	ADJ
ajmsi-5420	106	16	conditions	condition	NOUN
ajmsi-5420	106	17	is	be	AUX
ajmsi-5420	106	18	developed	develop	VERB
ajmsi-5420	106	19	.	.	PUNCT
ajmsi-5420	107	1	it	it	PRON
ajmsi-5420	107	2	seems	seem	VERB
ajmsi-5420	107	3	to	to	PART
ajmsi-5420	107	4	outperform	outperform	VERB
ajmsi-5420	107	5	the	the	DET
ajmsi-5420	107	6	existing	exist	VERB
ajmsi-5420	107	7	sampling	sample	VERB
ajmsi-5420	107	8	algorithm	algorithm	NOUN
ajmsi-5420	107	9	consistently	consistently	ADV
ajmsi-5420	107	10	.	.	PUNCT
ajmsi-5420	108	1	this	this	PRON
ajmsi-5420	108	2	provides	provide	VERB
ajmsi-5420	108	3	a	a	DET
ajmsi-5420	108	4	better	well	ADJ
ajmsi-5420	108	5	substitute	substitute	NOUN
ajmsi-5420	108	6	to	to	ADP
ajmsi-5420	108	7	stochastic	stochastic	ADJ
ajmsi-5420	108	8	sampling	sample	VERB
ajmsi-5420	108	9	algorithms	algorithm	NOUN
ajmsi-5420	108	10	that	that	PRON
ajmsi-5420	108	11	have	have	AUX
ajmsi-5420	108	12	been	be	AUX
ajmsi-5420	108	13	observed	observe	VERB
ajmsi-5420	108	14	to	to	PART
ajmsi-5420	108	15	perform	perform	VERB
ajmsi-5420	108	16	poorly	poorly	ADV
ajmsi-5420	108	17	in	in	ADP
ajmsi-5420	108	18	evidential	evidential	ADJ
ajmsi-5420	108	19	reasoning	reasoning	NOUN
ajmsi-5420	108	20	with	with	ADP
ajmsi-5420	108	21	extremely	extremely	ADV
ajmsi-5420	108	22	unlikely	unlikely	ADJ
ajmsi-5420	108	23	evidence	evidence	NOUN
ajmsi-5420	108	24	.	.	PUNCT
ajmsi-5420	109	1	grunwald	grunwald	NOUN
ajmsi-5420	109	2	(	(	PUNCT
ajmsi-5420	109	3	2001	2001	NUM
ajmsi-5420	109	4	)	)	PUNCT
ajmsi-5420	109	5	and	and	CCONJ
ajmsi-5420	109	6	halpern	halpern	PROPN
ajmsi-5420	109	7	(	(	PUNCT
ajmsi-5420	109	8	1989	1989	NUM
ajmsi-5420	109	9	)	)	PUNCT
ajmsi-5420	109	10	focused	focus	VERB
ajmsi-5420	109	11	on	on	ADP
ajmsi-5420	109	12	the	the	DET
ajmsi-5420	109	13	theoretical	theoretical	ADJ
ajmsi-5420	109	14	foundations	foundation	NOUN
ajmsi-5420	109	15	of	of	ADP
ajmsi-5420	109	16	probability	probability	NOUN
ajmsi-5420	109	17	updating	updating	NOUN
ajmsi-5420	109	18	and	and	CCONJ
ajmsi-5420	109	19	predictions	prediction	NOUN
ajmsi-5420	109	20	under	under	ADP
ajmsi-5420	109	21	uncertainty	uncertainty	NOUN
ajmsi-5420	109	22	.	.	PUNCT
ajmsi-5420	110	1	aim	aim	VERB
ajmsi-5420	110	2	to	to	PART
ajmsi-5420	110	3	refine	refine	VERB
ajmsi-5420	110	4	the	the	DET
ajmsi-5420	110	5	ai	ai	NOUN
ajmsi-5420	110	6	system	system	NOUN
ajmsi-5420	110	7	to	to	PART
ajmsi-5420	110	8	give	give	VERB
ajmsi-5420	110	9	better	well	ADJ
ajmsi-5420	110	10	decisions	decision	NOUN
ajmsi-5420	110	11	in	in	ADP
ajmsi-5420	110	12	the	the	DET
ajmsi-5420	110	13	case	case	NOUN
ajmsi-5420	110	14	of	of	ADP
ajmsi-5420	110	15	uncertainty	uncertainty	NOUN
ajmsi-5420	110	16	and	and	CCONJ
ajmsi-5420	110	17	work	work	NOUN
ajmsi-5420	110	18	on	on	ADP
ajmsi-5420	110	19	the	the	DET
ajmsi-5420	110	20	safe	safe	ADJ
ajmsi-5420	110	21	probability	probability	NOUN
ajmsi-5420	110	22	and	and	CCONJ
ajmsi-5420	110	23	ignore	ignore	VERB
ajmsi-5420	110	24	certain	certain	ADJ
ajmsi-5420	110	25	information	information	NOUN
ajmsi-5420	110	26	that	that	PRON
ajmsi-5420	110	27	leads	lead	VERB
ajmsi-5420	110	28	to	to	PART
ajmsi-5420	110	29	have	have	VERB
ajmsi-5420	110	30	accurate	accurate	ADJ
ajmsi-5420	110	31	predictions	prediction	NOUN
ajmsi-5420	110	32	,	,	PUNCT
ajmsi-5420	110	33	particularly	particularly	ADV
ajmsi-5420	110	34	when	when	SCONJ
ajmsi-5420	110	35	handling	handle	VERB
ajmsi-5420	110	36	with	with	ADP
ajmsi-5420	110	37	the	the	DET
ajmsi-5420	110	38	irrelevant	irrelevant	ADJ
ajmsi-5420	110	39	data	datum	NOUN
ajmsi-5420	110	40	the	the	DET
ajmsi-5420	110	41	potential	potential	NOUN
ajmsi-5420	110	42	of	of	ADP
ajmsi-5420	110	43	artificial	artificial	ADJ
ajmsi-5420	110	44	intelligence	intelligence	NOUN
ajmsi-5420	110	45	(	(	PUNCT
ajmsi-5420	110	46	ai	ai	NOUN
ajmsi-5420	110	47	)	)	PUNCT
ajmsi-5420	110	48	to	to	PART
ajmsi-5420	110	49	augment	augment	VERB
ajmsi-5420	110	50	and	and	CCONJ
ajmsi-5420	110	51	partially	partially	ADV
ajmsi-5420	110	52	automate	automate	ADJ
ajmsi-5420	110	53	research	research	NOUN
ajmsi-5420	110	54	in	in	ADP
ajmsi-5420	110	55	many	many	ADJ
ajmsi-5420	110	56	scientific	scientific	ADJ
ajmsi-5420	110	57	disciplines	discipline	NOUN
ajmsi-5420	110	58	,	,	PUNCT
ajmsi-5420	110	59	including	include	VERB
ajmsi-5420	110	60	the	the	DET
ajmsi-5420	110	61	health	health	NOUN
ajmsi-5420	110	62	sciences	science	NOUN
ajmsi-5420	110	63	(	(	PUNCT
ajmsi-5420	110	64	adams	adams	PROPN
ajmsi-5420	110	65	et	et	PROPN
ajmsi-5420	110	66	al	al	PROPN
ajmsi-5420	110	67	.	.	PROPN
ajmsi-5420	110	68	,	,	PUNCT
ajmsi-5420	110	69	2013	2013	NUM
ajmsi-5420	110	70	;	;	PUNCT
ajmsi-5420	110	71	tsafnat	tsafnat	PROPN
ajmsi-5420	110	72	et	et	PROPN
ajmsi-5420	110	73	al	al	PROPN
ajmsi-5420	110	74	.	.	PROPN
ajmsi-5420	110	75	,	,	PUNCT
ajmsi-5420	110	76	2014	2014	NUM
ajmsi-5420	110	77	)	)	PUNCT
ajmsi-5420	110	78	,	,	PUNCT
ajmsi-5420	110	79	biology	biology	NOUN
ajmsi-5420	110	80	(	(	PUNCT
ajmsi-5420	110	81	king	king	NOUN
ajmsi-5420	110	82	et	et	PROPN
ajmsi-5420	110	83	al	al	PROPN
ajmsi-5420	110	84	.	.	PROPN
ajmsi-5420	110	85	,	,	PUNCT
ajmsi-5420	110	86	2009	2009	NUM
ajmsi-5420	110	87	)	)	PUNCT
ajmsi-5420	110	88	,	,	PUNCT
ajmsi-5420	110	89	and	and	CCONJ
ajmsi-5420	110	90	management	management	NOUN
ajmsi-5420	110	91	(	(	PUNCT
ajmsi-5420	110	92	johnson	johnson	PROPN
ajmsi-5420	110	93	et	et	PROPN
ajmsi-5420	110	94	al	al	PROPN
ajmsi-5420	110	95	.	.	PROPN
ajmsi-5420	110	96	,	,	PUNCT
ajmsi-5420	110	97	2019	2019	NUM
ajmsi-5420	110	98	)	)	PUNCT
ajmsi-5420	110	99	.	.	PUNCT
ajmsi-5420	111	1	in	in	ADP
ajmsi-5420	111	2	particular	particular	ADJ
ajmsi-5420	111	3	,	,	PUNCT
ajmsi-5420	111	4	the	the	DET
ajmsi-5420	111	5	concept	concept	NOUN
ajmsi-5420	111	6	of	of	ADP
ajmsi-5420	111	7	automated	automate	VERB
ajmsi-5420	111	8	science	science	NOUN
ajmsi-5420	111	9	is	be	AUX
ajmsi-5420	111	10	raising	raise	VERB
ajmsi-5420	111	11	intriguing	intriguing	ADJ
ajmsi-5420	111	12	questions	question	NOUN
ajmsi-5420	111	13	related	relate	VERB
ajmsi-5420	111	14	to	to	ADP
ajmsi-5420	111	15	the	the	DET
ajmsi-5420	111	16	future	future	NOUN
ajmsi-5420	111	17	of	of	ADP
ajmsi-5420	111	18	research	research	NOUN
ajmsi-5420	111	19	in	in	ADP
ajmsi-5420	111	20	disciplines	discipline	NOUN
ajmsi-5420	111	21	that	that	PRON
ajmsi-5420	111	22	require	require	VERB
ajmsi-5420	111	23	“	"	PUNCT
ajmsi-5420	111	24	high	high	ADJ
ajmsi-5420	111	25	-	-	PUNCT
ajmsi-5420	111	26	level	level	NOUN
ajmsi-5420	111	27	abstract	abstract	ADJ
ajmsi-5420	111	28	thinking	thinking	NOUN
ajmsi-5420	111	29	,	,	PUNCT
ajmsi-5420	111	30	intricate	intricate	ADJ
ajmsi-5420	111	31	knowledge	knowledge	NOUN
ajmsi-5420	111	32	of	of	ADP
ajmsi-5420	111	33	methodologies	methodology	NOUN
ajmsi-5420	111	34	and	and	CCONJ
ajmsi-5420	111	35	epistemology	epistemology	NOUN
ajmsi-5420	111	36	,	,	PUNCT
ajmsi-5420	111	37	and	and	CCONJ
ajmsi-5420	111	38	persuasive	persuasive	ADJ
ajmsi-5420	111	39	writing	write	VERB
ajmsi-5420	111	40	capabilities	capability	NOUN
ajmsi-5420	111	41	”	"	PUNCT
ajmsi-5420	111	42	(	(	PUNCT
ajmsi-5420	111	43	johnson	johnson	PROPN
ajmsi-5420	111	44	et	et	PROPN
ajmsi-5420	111	45	al	al	PROPN
ajmsi-5420	111	46	.	.	PROPN
ajmsi-5420	111	47	,	,	PUNCT
ajmsi-5420	111	48	2019	2019	NUM
ajmsi-5420	111	49	:	:	PUNCT
ajmsi-5420	111	50	292	292	NUM
ajmsi-5420	111	51	)	)	PUNCT
ajmsi-5420	111	52	.	.	PUNCT
ajmsi-5420	112	1	these	these	DET
ajmsi-5420	112	2	debates	debate	NOUN
ajmsi-5420	112	3	resonate	resonate	VERB
ajmsi-5420	112	4	with	with	ADP
ajmsi-5420	112	5	scholars	scholar	NOUN
ajmsi-5420	112	6	in	in	ADP
ajmsi-5420	112	7	information	information	NOUN
ajmsi-5420	112	8	systems	system	NOUN
ajmsi-5420	112	9	(	(	PUNCT
ajmsi-5420	112	10	is	be	AUX
ajmsi-5420	112	11	)	)	PUNCT
ajmsi-5420	112	12	,	,	PUNCT
ajmsi-5420	112	13	who	who	PRON
ajmsi-5420	112	14	ponder	ponder	VERB
ajmsi-5420	112	15	which	which	DET
ajmsi-5420	112	16	role	role	NOUN
ajmsi-5420	112	17	ai	ai	VERB
ajmsi-5420	112	18	and	and	CCONJ
ajmsi-5420	112	19	automation	automation	NOUN
ajmsi-5420	112	20	can	can	AUX
ajmsi-5420	112	21	play	play	VERB
ajmsi-5420	112	22	in	in	ADP
ajmsi-5420	112	23	theory	theory	NOUN
ajmsi-5420	112	24	development	development	NOUN
ajmsi-5420	112	25	(	(	PUNCT
ajmsi-5420	112	26	tremblay	tremblay	NOUN
ajmsi-5420	112	27	et	et	PROPN
ajmsi-5420	112	28	al	al	PROPN
ajmsi-5420	112	29	.	.	PROPN
ajmsi-5420	112	30	,	,	PUNCT
ajmsi-5420	112	31	2018	2018	NUM
ajmsi-5420	112	32	)	)	PUNCT
ajmsi-5420	112	33	and	and	CCONJ
ajmsi-5420	112	34	in	in	ADP
ajmsi-5420	112	35	combining	combine	VERB
ajmsi-5420	112	36	data	data	NOUN
ajmsi-5420	112	37	-	-	PUNCT
ajmsi-5420	112	38	driven	drive	VERB
ajmsi-5420	112	39	and	and	CCONJ
ajmsi-5420	112	40	theory	theory	NOUN
ajmsi-5420	112	41	-	-	PUNCT
ajmsi-5420	112	42	driven	drive	VERB
ajmsi-5420	112	43	research	research	NOUN
ajmsi-5420	112	44	(	(	PUNCT
ajmsi-5420	112	45	maass	maass	PROPN
ajmsi-5420	112	46	et	et	PROPN
ajmsi-5420	112	47	al	al	PROPN
ajmsi-5420	112	48	.	.	PROPN
ajmsi-5420	112	49	,	,	PUNCT
ajmsi-5420	112	50	2018	2018	NUM
ajmsi-5420	112	51	)	)	PUNCT
ajmsi-5420	112	52	.	.	PUNCT
ajmsi-5420	113	1	with	with	ADP
ajmsi-5420	113	2	this	this	DET
ajmsi-5420	113	3	commentary	commentary	NOUN
ajmsi-5420	113	4	,	,	PUNCT
ajmsi-5420	113	5	we	we	PRON
ajmsi-5420	113	6	join	join	VERB
ajmsi-5420	113	7	the	the	DET
ajmsi-5420	113	8	discussion	discussion	NOUN
ajmsi-5420	113	9	which	which	PRON
ajmsi-5420	113	10	has	have	AUX
ajmsi-5420	113	11	been	be	AUX
ajmsi-5420	113	12	resumed	resume	VERB
ajmsi-5420	113	13	recently	recently	ADV
ajmsi-5420	113	14	by	by	ADP
ajmsi-5420	113	15	johnson	johnson	PROPN
ajmsi-5420	113	16	et	et	PROPN
ajmsi-5420	113	17	al	al	PROPN
ajmsi-5420	113	18	.	.	PROPN
ajmsi-5420	114	1	(	(	PUNCT
ajmsi-5420	114	2	2019	2019	NUM
ajmsi-5420	114	3	)	)	PUNCT
ajmsi-5420	114	4	in	in	ADP
ajmsi-5420	114	5	the	the	DET
ajmsi-5420	114	6	business	business	NOUN
ajmsi-5420	114	7	disciplines	discipline	NOUN
ajmsi-5420	114	8	.	.	PUNCT
ajmsi-5420	115	1	the	the	DET
ajmsi-5420	115	2	authors	author	NOUN
ajmsi-5420	115	3	pa	pa	PROPN
ajmsi-5420	115	4	ge	ge	PROPN
ajmsi-5420	115	5	57	57	NUM
ajmsi-5420	115	6	https://journals.e-palli.com/home/index.php/ajmsi	https://journals.e-palli.com/home/index.php/ajmsi	PROPN
ajmsi-5420	115	7	am	be	AUX
ajmsi-5420	115	8	.	.	PUNCT
ajmsi-5420	116	1	j.	j.	PROPN
ajmsi-5420	116	2	med	med	PROPN
ajmsi-5420	116	3	.	.	PUNCT
ajmsi-5420	117	1	sci	sci	PROPN
ajmsi-5420	117	2	.	.	PUNCT
ajmsi-5420	117	3	innov	innov	PROPN
ajmsi-5420	117	4	.	.	PUNCT
ajmsi-5420	118	1	4(2	4(2	NUM
ajmsi-5420	118	2	)	)	PUNCT
ajmsi-5420	119	1	53	53	NUM
ajmsi-5420	119	2	-	-	SYM
ajmsi-5420	119	3	72	72	NUM
ajmsi-5420	119	4	,	,	PUNCT
ajmsi-5420	119	5	2025	2025	NUM
ajmsi-5420	119	6	observe	observe	VERB
ajmsi-5420	119	7	that	that	SCONJ
ajmsi-5420	119	8	across	across	ADP
ajmsi-5420	119	9	this	this	DET
ajmsi-5420	119	10	multi	multi	ADJ
ajmsi-5420	119	11	-	-	ADJ
ajmsi-5420	119	12	disciplinary	disciplinary	ADJ
ajmsi-5420	119	13	discourse	discourse	NOUN
ajmsi-5420	119	14	,	,	PUNCT
ajmsi-5420	119	15	two	two	NUM
ajmsi-5420	119	16	dominant	dominant	ADJ
ajmsi-5420	119	17	narratives	narrative	NOUN
ajmsi-5420	119	18	have	have	AUX
ajmsi-5420	119	19	emerged	emerge	VERB
ajmsi-5420	119	20	.	.	PUNCT
ajmsi-5420	120	1	the	the	DET
ajmsi-5420	120	2	first	first	ADJ
ajmsi-5420	120	3	narrative	narrative	NOUN
ajmsi-5420	120	4	adopts	adopt	VERB
ajmsi-5420	120	5	a	a	DET
ajmsi-5420	120	6	provocative	provocative	ADJ
ajmsi-5420	120	7	and	and	CCONJ
ajmsi-5420	120	8	visionary	visionary	ADJ
ajmsi-5420	120	9	perspective	perspective	NOUN
ajmsi-5420	120	10	to	to	PART
ajmsi-5420	120	11	present	present	VERB
ajmsi-5420	120	12	its	its	PRON
ajmsi-5420	120	13	audience	audience	NOUN
ajmsi-5420	120	14	with	with	ADP
ajmsi-5420	120	15	a	a	DET
ajmsi-5420	120	16	choice	choice	NOUN
ajmsi-5420	120	17	between	between	ADP
ajmsi-5420	120	18	accepting	accept	VERB
ajmsi-5420	120	19	or	or	CCONJ
ajmsi-5420	120	20	rejecting	reject	VERB
ajmsi-5420	120	21	future	future	ADJ
ajmsi-5420	120	22	research	research	NOUN
ajmsi-5420	120	23	practices	practice	NOUN
ajmsi-5420	120	24	in	in	ADP
ajmsi-5420	120	25	which	which	PRON
ajmsi-5420	120	26	ai	ai	VERB
ajmsi-5420	120	27	plays	play	VERB
ajmsi-5420	120	28	a	a	DET
ajmsi-5420	120	29	dominant	dominant	ADJ
ajmsi-5420	120	30	role	role	NOUN
ajmsi-5420	120	31	.	.	PUNCT
ajmsi-5420	121	1	the	the	DET
ajmsi-5420	121	2	second	second	ADJ
ajmsi-5420	121	3	narrative	narrative	NOUN
ajmsi-5420	121	4	acknowledges	acknowledge	VERB
ajmsi-5420	121	5	that	that	SCONJ
ajmsi-5420	121	6	a	a	DET
ajmsi-5420	121	7	gradual	gradual	ADJ
ajmsi-5420	121	8	adoption	adoption	NOUN
ajmsi-5420	121	9	of	of	ADP
ajmsi-5420	121	10	ai	ai	NOUN
ajmsi-5420	121	11	-	-	PUNCT
ajmsi-5420	121	12	based	base	VERB
ajmsi-5420	121	13	research	research	NOUN
ajmsi-5420	121	14	tools	tool	NOUN
ajmsi-5420	121	15	has	have	AUX
ajmsi-5420	121	16	already	already	ADV
ajmsi-5420	121	17	begun	begin	VERB
ajmsi-5420	121	18	and	and	CCONJ
ajmsi-5420	121	19	aims	aim	VERB
ajmsi-5420	121	20	at	at	ADP
ajmsi-5420	121	21	engaging	engage	VERB
ajmsi-5420	121	22	its	its	PRON
ajmsi-5420	121	23	readers	reader	NOUN
ajmsi-5420	121	24	in	in	ADP
ajmsi-5420	121	25	a	a	DET
ajmsi-5420	121	26	constructive	constructive	ADJ
ajmsi-5420	121	27	debate	debate	NOUN
ajmsi-5420	121	28	on	on	ADP
ajmsi-5420	121	29	how	how	SCONJ
ajmsi-5420	121	30	to	to	PART
ajmsi-5420	121	31	leverage	leverage	VERB
ajmsi-5420	121	32	ai	ai	NOUN
ajmsi-5420	121	33	-	-	PUNCT
ajmsi-5420	121	34	based	base	VERB
ajmsi-5420	121	35	tools	tool	NOUN
ajmsi-5420	121	36	for	for	ADP
ajmsi-5420	121	37	the	the	DET
ajmsi-5420	121	38	benefit	benefit	NOUN
ajmsi-5420	121	39	of	of	ADP
ajmsi-5420	121	40	the	the	DET
ajmsi-5420	121	41	research	research	NOUN
ajmsi-5420	121	42	field	field	NOUN
ajmsi-5420	121	43	and	and	CCONJ
ajmsi-5420	121	44	its	its	PRON
ajmsi-5420	121	45	stakeholders	stakeholder	NOUN
ajmsi-5420	121	46	.	.	PUNCT
ajmsi-5420	122	1	in	in	ADP
ajmsi-5420	122	2	this	this	DET
ajmsi-5420	122	3	paper	paper	NOUN
ajmsi-5420	122	4	,	,	PUNCT
ajmsi-5420	122	5	our	our	PRON
ajmsi-5420	122	6	position	position	NOUN
ajmsi-5420	122	7	resonates	resonate	VERB
ajmsi-5420	122	8	more	more	ADV
ajmsi-5420	122	9	with	with	ADP
ajmsi-5420	122	10	the	the	DET
ajmsi-5420	122	11	latter	latter	ADJ
ajmsi-5420	122	12	perspective	perspective	NOUN
ajmsi-5420	122	13	,	,	PUNCT
ajmsi-5420	122	14	which	which	PRON
ajmsi-5420	122	15	is	be	AUX
ajmsi-5420	122	16	focused	focus	VERB
ajmsi-5420	122	17	on	on	ADP
ajmsi-5420	122	18	the	the	DET
ajmsi-5420	122	19	mid	mid	NOUN
ajmsi-5420	122	20	-	-	NOUN
ajmsi-5420	122	21	term	term	NOUN
ajmsi-5420	122	22	instead	instead	ADV
ajmsi-5420	122	23	of	of	ADP
ajmsi-5420	122	24	the	the	DET
ajmsi-5420	122	25	longterm	longterm	NOUN
ajmsi-5420	122	26	,	,	PUNCT
ajmsi-5420	122	27	and	and	CCONJ
ajmsi-5420	122	28	well	well	ADV
ajmsi-5420	122	29	-	-	PUNCT
ajmsi-5420	122	30	positioned	position	VERB
ajmsi-5420	122	31	to	to	PART
ajmsi-5420	122	32	advance	advance	VERB
ajmsi-5420	122	33	the	the	DET
ajmsi-5420	122	34	discourse	discourse	NOUN
ajmsi-5420	122	35	with	with	ADP
ajmsi-5420	122	36	less	less	ADV
ajmsi-5420	122	37	speculative	speculative	ADJ
ajmsi-5420	122	38	and	and	CCONJ
ajmsi-5420	122	39	more	more	ADV
ajmsi-5420	122	40	actionable	actionable	ADJ
ajmsi-5420	122	41	discussions	discussion	NOUN
ajmsi-5420	122	42	of	of	ADP
ajmsi-5420	122	43	the	the	DET
ajmsi-5420	122	44	specific	specific	ADJ
ajmsi-5420	122	45	research	research	NOUN
ajmsi-5420	122	46	processes	process	NOUN
ajmsi-5420	122	47	that	that	PRON
ajmsi-5420	122	48	are	be	AUX
ajmsi-5420	122	49	more	more	ADV
ajmsi-5420	122	50	amenable	amenable	ADJ
ajmsi-5420	122	51	applications	application	NOUN
ajmsi-5420	122	52	of	of	ADP
ajmsi-5420	122	53	ai	ai	NOUN
ajmsi-5420	122	54	and	and	CCONJ
ajmsi-5420	122	55	those	those	DET
ajmsi-5420	122	56	processes	process	NOUN
ajmsi-5420	122	57	that	that	PRON
ajmsi-5420	122	58	rely	rely	VERB
ajmsi-5420	122	59	more	more	ADV
ajmsi-5420	122	60	on	on	ADP
ajmsi-5420	122	61	the	the	DET
ajmsi-5420	122	62	human	human	ADJ
ajmsi-5420	122	63	ingenuity	ingenuity	NOUN
ajmsi-5420	122	64	of	of	ADP
ajmsi-5420	122	65	researchers	researcher	NOUN
ajmsi-5420	122	66	.	.	PUNCT
ajmsi-5420	123	1	mintz	mintz	PROPN
ajmsi-5420	123	2	and	and	CCONJ
ajmsi-5420	123	3	brodie	brodie	PROPN
ajmsi-5420	123	4	.	.	PROPN
ajmsi-5420	123	5	,	,	PUNCT
ajmsi-5420	123	6	2019	2019	NUM
ajmsi-5420	123	7	ai	ai	VERB
ajmsi-5420	123	8	has	have	AUX
ajmsi-5420	123	9	begun	begin	VERB
ajmsi-5420	123	10	to	to	PART
ajmsi-5420	123	11	incorporated	incorporate	VERB
ajmsi-5420	123	12	into	into	ADP
ajmsi-5420	123	13	medicine	medicine	NOUN
ajmsi-5420	123	14	to	to	PART
ajmsi-5420	123	15	improve	improve	VERB
ajmsi-5420	123	16	the	the	DET
ajmsi-5420	123	17	pateints	pateint	NOUN
ajmsi-5420	123	18	compliance	compliance	NOUN
ajmsi-5420	123	19	by	by	ADP
ajmsi-5420	123	20	speeding	speed	VERB
ajmsi-5420	123	21	up	up	ADP
ajmsi-5420	123	22	processes	process	NOUN
ajmsi-5420	123	23	as	as	ADP
ajmsi-5420	123	24	ai	ai	VERB
ajmsi-5420	123	25	tools	tool	NOUN
ajmsi-5420	123	26	like	like	SCONJ
ajmsi-5420	123	27	dl	dl	PROPN
ajmsi-5420	123	28	helps	help	VERB
ajmsi-5420	123	29	in	in	ADP
ajmsi-5420	123	30	achieving	achieve	VERB
ajmsi-5420	123	31	the	the	DET
ajmsi-5420	123	32	accuracy	accuracy	NOUN
ajmsi-5420	123	33	and	and	CCONJ
ajmsi-5420	123	34	opening	open	VERB
ajmsi-5420	123	35	the	the	DET
ajmsi-5420	123	36	way	way	NOUN
ajmsi-5420	123	37	to	to	PART
ajmsi-5420	123	38	provide	provide	VERB
ajmsi-5420	123	39	better	well	ADJ
ajmsi-5420	123	40	healthcare	healthcare	NOUN
ajmsi-5420	123	41	.	.	PUNCT
ajmsi-5420	124	1	their	their	PRON
ajmsi-5420	124	2	search	search	NOUN
ajmsi-5420	124	3	has	have	AUX
ajmsi-5420	124	4	revelated	revelate	VERB
ajmsi-5420	124	5	that	that	SCONJ
ajmsi-5420	124	6	with	with	ADP
ajmsi-5420	124	7	the	the	DET
ajmsi-5420	124	8	help	help	NOUN
ajmsi-5420	124	9	of	of	ADP
ajmsi-5420	124	10	radiological	radiological	ADJ
ajmsi-5420	124	11	images	image	NOUN
ajmsi-5420	124	12	,	,	PUNCT
ajmsi-5420	124	13	pathology	pathology	NOUN
ajmsi-5420	124	14	slides	slide	NOUN
ajmsi-5420	124	15	and	and	CCONJ
ajmsi-5420	124	16	patient	patient	NOUN
ajmsi-5420	124	17	’s	’s	PART
ajmsi-5420	124	18	electronic	electronic	ADJ
ajmsi-5420	124	19	medical	medical	ADJ
ajmsi-5420	124	20	records	record	NOUN
ajmsi-5420	124	21	(	(	PUNCT
ajmsi-5420	124	22	emr	emr	PROPN
ajmsi-5420	124	23	)	)	PUNCT
ajmsi-5420	124	24	evaluated	evaluate	VERB
ajmsi-5420	124	25	by	by	ADP
ajmsi-5420	124	26	machine	machine	NOUN
ajmsi-5420	124	27	learning	learning	NOUN
ajmsi-5420	124	28	helps	help	VERB
ajmsi-5420	124	29	in	in	ADP
ajmsi-5420	124	30	the	the	DET
ajmsi-5420	124	31	diagnosis	diagnosis	NOUN
ajmsi-5420	124	32	process	process	NOUN
ajmsi-5420	124	33	,	,	PUNCT
ajmsi-5420	124	34	treatment	treatment	NOUN
ajmsi-5420	124	35	of	of	ADP
ajmsi-5420	124	36	patients	patient	NOUN
ajmsi-5420	124	37	and	and	CCONJ
ajmsi-5420	124	38	to	to	PART
ajmsi-5420	124	39	add	add	VERB
ajmsi-5420	124	40	other	other	ADJ
ajmsi-5420	124	41	treatment	treatment	NOUN
ajmsi-5420	124	42	to	to	PART
ajmsi-5420	124	43	improve	improve	VERB
ajmsi-5420	124	44	outcomes	outcome	NOUN
ajmsi-5420	124	45	of	of	ADP
ajmsi-5420	124	46	patients	patient	NOUN
ajmsi-5420	124	47	.	.	PUNCT
ajmsi-5420	125	1	ai	ai	VERB
ajmsi-5420	125	2	’s	’s	PART
ajmsi-5420	125	3	transformative	transformative	ADJ
ajmsi-5420	125	4	potential	potential	NOUN
ajmsi-5420	125	5	in	in	ADP
ajmsi-5420	125	6	business	business	NOUN
ajmsi-5420	125	7	and	and	CCONJ
ajmsi-5420	125	8	management	management	NOUN
ajmsi-5420	125	9	has	have	AUX
ajmsi-5420	125	10	garnered	garner	VERB
ajmsi-5420	125	11	significant	significant	ADJ
ajmsi-5420	125	12	research	research	NOUN
ajmsi-5420	125	13	attention	attention	NOUN
ajmsi-5420	125	14	(	(	PUNCT
ajmsi-5420	125	15	laurim	laurim	NOUN
ajmsi-5420	125	16	et	et	PROPN
ajmsi-5420	125	17	al	al	PROPN
ajmsi-5420	125	18	.	.	PROPN
ajmsi-5420	125	19	,	,	PUNCT
ajmsi-5420	125	20	2021	2021	NUM
ajmsi-5420	125	21	;	;	PUNCT
ajmsi-5420	125	22	østerlund	østerlund	PROPN
ajmsi-5420	125	23	et	et	PROPN
ajmsi-5420	125	24	al	al	PROPN
ajmsi-5420	125	25	.	.	PROPN
ajmsi-5420	125	26	,	,	PUNCT
ajmsi-5420	125	27	2021	2021	NUM
ajmsi-5420	125	28	)	)	PUNCT
ajmsi-5420	125	29	.	.	PUNCT
ajmsi-5420	126	1	as	as	SCONJ
ajmsi-5420	126	2	businesses	business	NOUN
ajmsi-5420	126	3	seek	seek	VERB
ajmsi-5420	126	4	to	to	PART
ajmsi-5420	126	5	leverage	leverage	VERB
ajmsi-5420	126	6	ai	ai	VERB
ajmsi-5420	126	7	for	for	ADP
ajmsi-5420	126	8	competitive	competitive	ADJ
ajmsi-5420	126	9	advantage	advantage	NOUN
ajmsi-5420	126	10	and	and	CCONJ
ajmsi-5420	126	11	navigate	navigate	VERB
ajmsi-5420	126	12	complexities	complexity	NOUN
ajmsi-5420	126	13	,	,	PUNCT
ajmsi-5420	126	14	literature	literature	NOUN
ajmsi-5420	126	15	reviews	review	NOUN
ajmsi-5420	126	16	have	have	AUX
ajmsi-5420	126	17	become	become	VERB
ajmsi-5420	126	18	essential	essential	ADJ
ajmsi-5420	126	19	in	in	ADP
ajmsi-5420	126	20	providing	provide	VERB
ajmsi-5420	126	21	insights	insight	NOUN
ajmsi-5420	126	22	.	.	PUNCT
ajmsi-5420	127	1	ai	ai	AUX
ajmsi-5420	127	2	literature	literature	NOUN
ajmsi-5420	127	3	reviews	review	NOUN
ajmsi-5420	127	4	often	often	ADV
ajmsi-5420	127	5	take	take	VERB
ajmsi-5420	127	6	a	a	DET
ajmsi-5420	127	7	narrow	narrow	ADJ
ajmsi-5420	127	8	approach	approach	NOUN
ajmsi-5420	127	9	,	,	PUNCT
ajmsi-5420	127	10	focusing	focus	VERB
ajmsi-5420	127	11	on	on	ADP
ajmsi-5420	127	12	specific	specific	ADJ
ajmsi-5420	127	13	problems	problem	NOUN
ajmsi-5420	127	14	within	within	ADP
ajmsi-5420	127	15	particular	particular	ADJ
ajmsi-5420	127	16	research	research	NOUN
ajmsi-5420	127	17	domains	domain	NOUN
ajmsi-5420	127	18	.	.	PUNCT
ajmsi-5420	128	1	while	while	SCONJ
ajmsi-5420	128	2	these	these	DET
ajmsi-5420	128	3	literature	literature	NOUN
ajmsi-5420	128	4	reviews	review	NOUN
ajmsi-5420	128	5	have	have	AUX
ajmsi-5420	128	6	contributed	contribute	VERB
ajmsi-5420	128	7	valuable	valuable	ADJ
ajmsi-5420	128	8	insights	insight	NOUN
ajmsi-5420	128	9	into	into	ADP
ajmsi-5420	128	10	their	their	PRON
ajmsi-5420	128	11	respective	respective	ADJ
ajmsi-5420	128	12	fields	field	NOUN
ajmsi-5420	128	13	,	,	PUNCT
ajmsi-5420	128	14	they	they	PRON
ajmsi-5420	128	15	often	often	ADV
ajmsi-5420	128	16	focus	focus	VERB
ajmsi-5420	128	17	on	on	ADP
ajmsi-5420	128	18	specific	specific	ADJ
ajmsi-5420	128	19	application	application	NOUN
ajmsi-5420	128	20	areas	area	NOUN
ajmsi-5420	128	21	.	.	PUNCT
ajmsi-5420	129	1	for	for	ADP
ajmsi-5420	129	2	example	example	NOUN
ajmsi-5420	129	3	,	,	PUNCT
ajmsi-5420	129	4	within	within	ADP
ajmsi-5420	129	5	information	information	NOUN
ajmsi-5420	129	6	systems	system	NOUN
ajmsi-5420	129	7	,	,	PUNCT
ajmsi-5420	129	8	literature	literature	NOUN
ajmsi-5420	129	9	reviews	review	NOUN
ajmsi-5420	129	10	have	have	AUX
ajmsi-5420	129	11	focused	focus	VERB
ajmsi-5420	129	12	on	on	ADP
ajmsi-5420	129	13	topics	topic	NOUN
ajmsi-5420	129	14	such	such	ADJ
ajmsi-5420	129	15	as	as	ADP
ajmsi-5420	129	16	ai	ai	VERB
ajmsi-5420	129	17	in	in	ADP
ajmsi-5420	129	18	fitness	fitness	NOUN
ajmsi-5420	129	19	recommender	recommender	NOUN
ajmsi-5420	129	20	systems	system	NOUN
ajmsi-5420	129	21	(	(	PUNCT
ajmsi-5420	129	22	venkatachalam	venkatachalam	PROPN
ajmsi-5420	129	23	&	&	CCONJ
ajmsi-5420	129	24	ray	ray	PROPN
ajmsi-5420	129	25	,	,	PUNCT
ajmsi-5420	129	26	2022	2022	NUM
ajmsi-5420	129	27	)	)	PUNCT
ajmsi-5420	129	28	and	and	CCONJ
ajmsi-5420	129	29	the	the	DET
ajmsi-5420	129	30	impact	impact	NOUN
ajmsi-5420	129	31	of	of	ADP
ajmsi-5420	129	32	ai	ai	VERB
ajmsi-5420	129	33	on	on	ADP
ajmsi-5420	129	34	public	public	ADJ
ajmsi-5420	129	35	governance	governance	NOUN
ajmsi-5420	129	36	(	(	PUNCT
ajmsi-5420	129	37	zuiderwijk	zuiderwijk	NOUN
ajmsi-5420	129	38	et	et	PROPN
ajmsi-5420	129	39	al	al	PROPN
ajmsi-5420	129	40	.	.	PROPN
ajmsi-5420	129	41	,	,	PUNCT
ajmsi-5420	129	42	2021	2021	NUM
ajmsi-5420	129	43	)	)	PUNCT
ajmsi-5420	129	44	,	,	PUNCT
ajmsi-5420	129	45	while	while	SCONJ
ajmsi-5420	129	46	in	in	ADP
ajmsi-5420	129	47	marketing	marketing	NOUN
ajmsi-5420	129	48	,	,	PUNCT
ajmsi-5420	129	49	reviews	review	NOUN
ajmsi-5420	129	50	have	have	AUX
ajmsi-5420	129	51	analyzed	analyze	VERB
ajmsi-5420	129	52	ai	ai	VERB
ajmsi-5420	129	53	in	in	ADP
ajmsi-5420	129	54	customer	customer	NOUN
ajmsi-5420	129	55	relationship	relationship	NOUN
ajmsi-5420	129	56	management	management	NOUN
ajmsi-5420	129	57	(	(	PUNCT
ajmsi-5420	129	58	ledro	ledro	NOUN
ajmsi-5420	129	59	et	et	PROPN
ajmsi-5420	129	60	al	al	PROPN
ajmsi-5420	129	61	.	.	PROPN
ajmsi-5420	129	62	,	,	PUNCT
ajmsi-5420	129	63	2022	2022	NUM
ajmsi-5420	129	64	)	)	PUNCT
ajmsi-5420	129	65	and	and	CCONJ
ajmsi-5420	129	66	consumer	consumer	NOUN
ajmsi-5420	129	67	-	-	PUNCT
ajmsi-5420	129	68	machine	machine	NOUN
ajmsi-5420	129	69	relationships	relationship	NOUN
ajmsi-5420	129	70	(	(	PUNCT
ajmsi-5420	129	71	pentina	pentina	NOUN
ajmsi-5420	129	72	et	et	PROPN
ajmsi-5420	129	73	al	al	PROPN
ajmsi-5420	129	74	.	.	PROPN
ajmsi-5420	129	75	,	,	PUNCT
ajmsi-5420	129	76	2023	2023	NUM
ajmsi-5420	129	77	)	)	PUNCT
ajmsi-5420	129	78	.	.	PUNCT
ajmsi-5420	130	1	reviews	review	NOUN
ajmsi-5420	130	2	often	often	ADV
ajmsi-5420	130	3	look	look	VERB
ajmsi-5420	130	4	at	at	ADP
ajmsi-5420	130	5	the	the	DET
ajmsi-5420	130	6	intersection	intersection	NOUN
ajmsi-5420	130	7	of	of	ADP
ajmsi-5420	130	8	these	these	DET
ajmsi-5420	130	9	areas	area	NOUN
ajmsi-5420	130	10	,	,	PUNCT
ajmsi-5420	130	11	such	such	ADJ
ajmsi-5420	130	12	as	as	ADP
ajmsi-5420	130	13	kaufmann	kaufmann	PROPN
ajmsi-5420	130	14	et	et	PROPN
ajmsi-5420	130	15	al	al	PROPN
ajmsi-5420	130	16	.	.	PROPN
ajmsi-5420	131	1	(	(	PUNCT
ajmsi-5420	131	2	2023	2023	NUM
ajmsi-5420	131	3	)	)	PUNCT
ajmsi-5420	131	4	,	,	PUNCT
ajmsi-5420	131	5	who	who	PRON
ajmsi-5420	131	6	review	review	VERB
ajmsi-5420	131	7	the	the	DET
ajmsi-5420	131	8	role	role	NOUN
ajmsi-5420	131	9	of	of	ADP
ajmsi-5420	131	10	tasks	task	NOUN
ajmsi-5420	131	11	in	in	ADP
ajmsi-5420	131	12	the	the	DET
ajmsi-5420	131	13	acceptance	acceptance	NOUN
ajmsi-5420	131	14	of	of	ADP
ajmsi-5420	131	15	ai	ai	NOUN
ajmsi-5420	131	16	and	and	CCONJ
ajmsi-5420	131	17	algorithm	algorithm	NOUN
ajmsi-5420	131	18	advice	advice	NOUN
ajmsi-5420	131	19	.	.	PUNCT
ajmsi-5420	132	1	the	the	DET
ajmsi-5420	132	2	traditional	traditional	ADJ
ajmsi-5420	132	3	approach	approach	NOUN
ajmsi-5420	132	4	to	to	ADP
ajmsi-5420	132	5	diagnosing	diagnose	VERB
ajmsi-5420	132	6	bacterial	bacterial	ADJ
ajmsi-5420	132	7	infectious	infectious	ADJ
ajmsi-5420	132	8	diseases	disease	NOUN
ajmsi-5420	132	9	,	,	PUNCT
ajmsi-5420	132	10	laboratory	laboratory	NOUN
ajmsi-5420	132	11	technicians	technician	NOUN
ajmsi-5420	132	12	rely	rely	VERB
ajmsi-5420	132	13	on	on	ADP
ajmsi-5420	132	14	microbiological	microbiological	ADJ
ajmsi-5420	132	15	and	and	CCONJ
ajmsi-5420	132	16	biochemical	biochemical	ADJ
ajmsi-5420	132	17	tests	test	NOUN
ajmsi-5420	132	18	to	to	PART
ajmsi-5420	132	19	identify	identify	VERB
ajmsi-5420	132	20	pathogens	pathogen	NOUN
ajmsi-5420	132	21	.	.	PUNCT
ajmsi-5420	133	1	it	it	PRON
ajmsi-5420	133	2	includes	include	VERB
ajmsi-5420	133	3	bacterial	bacterial	ADJ
ajmsi-5420	133	4	culture	culture	NOUN
ajmsi-5420	133	5	,	,	PUNCT
ajmsi-5420	133	6	morphological	morphological	ADJ
ajmsi-5420	133	7	observation	observation	NOUN
ajmsi-5420	133	8	,	,	PUNCT
ajmsi-5420	133	9	biochemical	biochemical	ADJ
ajmsi-5420	133	10	reaction	reaction	NOUN
ajmsi-5420	133	11	tests	test	NOUN
ajmsi-5420	133	12	,	,	PUNCT
ajmsi-5420	133	13	and	and	CCONJ
ajmsi-5420	133	14	serological	serological	ADJ
ajmsi-5420	133	15	techniques	technique	NOUN
ajmsi-5420	133	16	(	(	PUNCT
ajmsi-5420	133	17	ernst	ernst	PROPN
ajmsi-5420	133	18	et	et	PROPN
ajmsi-5420	133	19	al	al	PROPN
ajmsi-5420	133	20	.	.	PROPN
ajmsi-5420	133	21	,	,	PUNCT
ajmsi-5420	133	22	2006	2006	NUM
ajmsi-5420	133	23	;	;	PUNCT
ajmsi-5420	133	24	váradi	váradi	VERB
ajmsi-5420	133	25	et	et	PROPN
ajmsi-5420	133	26	al	al	PROPN
ajmsi-5420	133	27	.	.	PROPN
ajmsi-5420	133	28	,	,	PUNCT
ajmsi-5420	133	29	2017	2017	NUM
ajmsi-5420	133	30	)	)	PUNCT
ajmsi-5420	133	31	.	.	PUNCT
ajmsi-5420	134	1	in	in	ADP
ajmsi-5420	134	2	addition	addition	NOUN
ajmsi-5420	134	3	,	,	PUNCT
ajmsi-5420	134	4	molecular	molecular	ADJ
ajmsi-5420	134	5	biology	biology	NOUN
ajmsi-5420	134	6	techniques	technique	NOUN
ajmsi-5420	134	7	are	be	AUX
ajmsi-5420	134	8	widely	widely	ADV
ajmsi-5420	134	9	used	use	VERB
ajmsi-5420	134	10	for	for	ADP
ajmsi-5420	134	11	the	the	DET
ajmsi-5420	134	12	identification	identification	NOUN
ajmsi-5420	134	13	of	of	ADP
ajmsi-5420	134	14	bacterial	bacterial	ADJ
ajmsi-5420	134	15	dna	dna	PROPN
ajmsi-5420	134	16	sequences	sequence	NOUN
ajmsi-5420	134	17	,	,	PUNCT
ajmsi-5420	134	18	of	of	ADP
ajmsi-5420	134	19	which	which	PRON
ajmsi-5420	134	20	the	the	DET
ajmsi-5420	134	21	polymerase	polymerase	NOUN
ajmsi-5420	134	22	chain	chain	NOUN
ajmsi-5420	134	23	reaction	reaction	NOUN
ajmsi-5420	134	24	(	(	PUNCT
ajmsi-5420	134	25	pcr	pcr	PROPN
ajmsi-5420	134	26	)	)	PUNCT
ajmsi-5420	134	27	is	be	AUX
ajmsi-5420	134	28	a	a	DET
ajmsi-5420	134	29	commonly	commonly	ADV
ajmsi-5420	134	30	used	use	VERB
ajmsi-5420	134	31	method	method	NOUN
ajmsi-5420	134	32	(	(	PUNCT
ajmsi-5420	134	33	wilson	wilson	PROPN
ajmsi-5420	134	34	,	,	PUNCT
ajmsi-5420	134	35	2015	2015	NUM
ajmsi-5420	134	36	;	;	PUNCT
ajmsi-5420	134	37	deusenbery	deusenbery	PROPN
ajmsi-5420	134	38	et	et	PROPN
ajmsi-5420	134	39	al	al	PROPN
ajmsi-5420	134	40	.	.	PROPN
ajmsi-5420	134	41	,	,	PUNCT
ajmsi-5420	134	42	2021	2021	NUM
ajmsi-5420	134	43	)	)	PUNCT
ajmsi-5420	134	44	.	.	PUNCT
ajmsi-5420	135	1	although	although	SCONJ
ajmsi-5420	135	2	pcr	pcr	ADJ
ajmsi-5420	135	3	technology	technology	NOUN
ajmsi-5420	135	4	is	be	AUX
ajmsi-5420	135	5	more	more	ADV
ajmsi-5420	135	6	advanced	advanced	ADJ
ajmsi-5420	135	7	than	than	ADP
ajmsi-5420	135	8	traditional	traditional	ADJ
ajmsi-5420	135	9	biochemical	biochemical	ADJ
ajmsi-5420	135	10	and	and	CCONJ
ajmsi-5420	135	11	microbiological	microbiological	ADJ
ajmsi-5420	135	12	methods	method	NOUN
ajmsi-5420	135	13	,	,	PUNCT
ajmsi-5420	135	14	it	it	PRON
ajmsi-5420	135	15	requires	require	VERB
ajmsi-5420	135	16	a	a	DET
ajmsi-5420	135	17	long	long	ADJ
ajmsi-5420	135	18	time	time	NOUN
ajmsi-5420	135	19	to	to	PART
ajmsi-5420	135	20	complete	complete	VERB
ajmsi-5420	135	21	the	the	DET
ajmsi-5420	135	22	experimental	experimental	ADJ
ajmsi-5420	135	23	process	process	NOUN
ajmsi-5420	135	24	.	.	PUNCT
ajmsi-5420	136	1	moreover	moreover	ADV
ajmsi-5420	136	2	,	,	PUNCT
ajmsi-5420	136	3	the	the	DET
ajmsi-5420	136	4	integration	integration	NOUN
ajmsi-5420	136	5	and	and	CCONJ
ajmsi-5420	136	6	application	application	NOUN
ajmsi-5420	136	7	of	of	ADP
ajmsi-5420	136	8	ai	ai	PRON
ajmsi-5420	136	9	technology	technology	NOUN
ajmsi-5420	136	10	not	not	PART
ajmsi-5420	136	11	only	only	ADV
ajmsi-5420	136	12	optimizes	optimize	VERB
ajmsi-5420	136	13	the	the	DET
ajmsi-5420	136	14	traditional	traditional	ADJ
ajmsi-5420	136	15	bacterial	bacterial	ADJ
ajmsi-5420	136	16	detection	detection	NOUN
ajmsi-5420	136	17	and	and	CCONJ
ajmsi-5420	136	18	management	management	NOUN
ajmsi-5420	136	19	process	process	NOUN
ajmsi-5420	136	20	,	,	PUNCT
ajmsi-5420	136	21	but	but	CCONJ
ajmsi-5420	136	22	also	also	ADV
ajmsi-5420	136	23	has	have	VERB
ajmsi-5420	136	24	the	the	DET
ajmsi-5420	136	25	potential	potential	NOUN
ajmsi-5420	136	26	to	to	PART
ajmsi-5420	136	27	bring	bring	VERB
ajmsi-5420	136	28	about	about	ADP
ajmsi-5420	136	29	a	a	DET
ajmsi-5420	136	30	complete	complete	ADJ
ajmsi-5420	136	31	revolution	revolution	NOUN
ajmsi-5420	136	32	(	(	PUNCT
ajmsi-5420	136	33	ho	ho	PROPN
ajmsi-5420	136	34	et	et	PROPN
ajmsi-5420	136	35	al	al	PROPN
ajmsi-5420	136	36	.	.	PROPN
ajmsi-5420	136	37	,	,	PUNCT
ajmsi-5420	136	38	2019	2019	NUM
ajmsi-5420	136	39	;	;	PUNCT
ajmsi-5420	136	40	wang	wang	PROPN
ajmsi-5420	136	41	et	et	PROPN
ajmsi-5420	136	42	al	al	PROPN
ajmsi-5420	136	43	.	.	PROPN
ajmsi-5420	136	44	,	,	PUNCT
ajmsi-5420	136	45	2020	2020	NUM
ajmsi-5420	136	46	;	;	PUNCT
ajmsi-5420	136	47	paquin	paquin	PROPN
ajmsi-5420	136	48	et	et	PROPN
ajmsi-5420	136	49	al	al	PROPN
ajmsi-5420	136	50	.	.	PROPN
ajmsi-5420	136	51	,	,	PUNCT
ajmsi-5420	136	52	2022	2022	NUM
ajmsi-5420	136	53	;	;	PUNCT
ajmsi-5420	136	54	howard	howard	PROPN
ajmsi-5420	136	55	et	et	PROPN
ajmsi-5420	136	56	al	al	PROPN
ajmsi-5420	136	57	.	.	PROPN
ajmsi-5420	136	58	,	,	PUNCT
ajmsi-5420	136	59	2024	2024	NUM
ajmsi-5420	136	60	)	)	PUNCT
ajmsi-5420	136	61	future	future	NOUN
ajmsi-5420	136	62	of	of	ADP
ajmsi-5420	136	63	ai	ai	NOUN
ajmsi-5420	136	64	can	can	AUX
ajmsi-5420	136	65	be	be	AUX
ajmsi-5420	136	66	imagined	imagine	VERB
ajmsi-5420	136	67	in	in	ADP
ajmsi-5420	136	68	terms	term	NOUN
ajmsi-5420	136	69	of	of	ADP
ajmsi-5420	136	70	its	its	PRON
ajmsi-5420	136	71	capabilities	capability	NOUN
ajmsi-5420	136	72	and	and	CCONJ
ajmsi-5420	136	73	opportunities	opportunity	NOUN
ajmsi-5420	136	74	,	,	PUNCT
ajmsi-5420	136	75	it	it	PRON
ajmsi-5420	136	76	must	must	AUX
ajmsi-5420	136	77	be	be	AUX
ajmsi-5420	136	78	recognized	recognize	VERB
ajmsi-5420	136	79	that	that	SCONJ
ajmsi-5420	136	80	ai	ai	VERB
ajmsi-5420	136	81	can	can	AUX
ajmsi-5420	136	82	also	also	ADV
ajmsi-5420	136	83	present	present	VERB
ajmsi-5420	136	84	a	a	DET
ajmsi-5420	136	85	number	number	NOUN
ajmsi-5420	136	86	of	of	ADP
ajmsi-5420	136	87	challenges	challenge	NOUN
ajmsi-5420	136	88	and	and	CCONJ
ajmsi-5420	136	89	ongoing	ongoing	ADJ
ajmsi-5420	136	90	issues	issue	NOUN
ajmsi-5420	136	91	due	due	ADP
ajmsi-5420	136	92	to	to	ADP
ajmsi-5420	136	93	the	the	DET
ajmsi-5420	136	94	complexity	complexity	NOUN
ajmsi-5420	136	95	of	of	ADP
ajmsi-5420	136	96	the	the	DET
ajmsi-5420	136	97	integration	integration	NOUN
ajmsi-5420	136	98	of	of	ADP
ajmsi-5420	136	99	healthcare	healthcare	NOUN
ajmsi-5420	136	100	environments	environment	NOUN
ajmsi-5420	136	101	with	with	ADP
ajmsi-5420	136	102	a	a	DET
ajmsi-5420	136	103	purely	purely	ADV
ajmsi-5420	136	104	machine	machine	NOUN
ajmsi-5420	136	105	learning	learning	NOUN
ajmsi-5420	136	106	-	-	PUNCT
ajmsi-5420	136	107	supported	support	VERB
ajmsi-5420	136	108	ai	ai	PROPN
ajmsi-5420	136	109	intervention	intervention	NOUN
ajmsi-5420	136	110	.	.	PUNCT
ajmsi-5420	137	1	some	some	PRON
ajmsi-5420	137	2	of	of	ADP
ajmsi-5420	137	3	the	the	DET
ajmsi-5420	137	4	main	main	ADJ
ajmsi-5420	137	5	risks	risk	NOUN
ajmsi-5420	137	6	and	and	CCONJ
ajmsi-5420	137	7	challenges	challenge	NOUN
ajmsi-5420	137	8	that	that	PRON
ajmsi-5420	137	9	have	have	AUX
ajmsi-5420	137	10	emerged	emerge	VERB
ajmsi-5420	137	11	are	be	AUX
ajmsi-5420	137	12	patient	patient	ADJ
ajmsi-5420	137	13	injury	injury	NOUN
ajmsi-5420	137	14	from	from	ADP
ajmsi-5420	137	15	system	system	NOUN
ajmsi-5420	137	16	errors	error	NOUN
ajmsi-5420	137	17	(	(	PUNCT
ajmsi-5420	137	18	aljaaf	aljaaf	NOUN
ajmsi-5420	137	19	et	et	PROPN
ajmsi-5420	137	20	al	al	PROPN
ajmsi-5420	137	21	.	.	PROPN
ajmsi-5420	137	22	,	,	PUNCT
ajmsi-5420	137	23	2015	2015	NUM
ajmsi-5420	137	24	;	;	PUNCT
ajmsi-5420	137	25	srivastava	srivastava	PROPN
ajmsi-5420	137	26	&	&	CCONJ
ajmsi-5420	137	27	rossi	rossi	PROPN
ajmsi-5420	137	28	,	,	PUNCT
ajmsi-5420	137	29	2019	2019	NUM
ajmsi-5420	137	30	;	;	PUNCT
ajmsi-5420	137	31	madanan	madanan	PROPN
ajmsi-5420	137	32	et	et	PROPN
ajmsi-5420	137	33	al	al	PROPN
ajmsi-5420	137	34	.	.	PROPN
ajmsi-5420	137	35	,	,	PUNCT
ajmsi-5420	137	36	2021	2021	NUM
ajmsi-5420	137	37	;	;	PUNCT
ajmsi-5420	137	38	dwivedi	dwivedi	PROPN
ajmsi-5420	137	39	et	et	PROPN
ajmsi-5420	137	40	al	al	PROPN
ajmsi-5420	137	41	.	.	PROPN
ajmsi-5420	137	42	,	,	PUNCT
ajmsi-5420	137	43	2021	2021	NUM
ajmsi-5420	137	44	)	)	PUNCT
ajmsi-5420	137	45	,	,	PUNCT
ajmsi-5420	137	46	patient	patient	ADJ
ajmsi-5420	137	47	privacy	privacy	NOUN
ajmsi-5420	137	48	concerns	concern	NOUN
ajmsi-5420	137	49	limiting	limit	VERB
ajmsi-5420	137	50	data	datum	NOUN
ajmsi-5420	137	51	access	access	NOUN
ajmsi-5420	137	52	,	,	PUNCT
ajmsi-5420	137	53	and	and	CCONJ
ajmsi-5420	137	54	the	the	DET
ajmsi-5420	137	55	ethical	ethical	ADJ
ajmsi-5420	137	56	,	,	PUNCT
ajmsi-5420	137	57	legal	legal	ADJ
ajmsi-5420	137	58	and	and	CCONJ
ajmsi-5420	137	59	medical	medical	ADJ
ajmsi-5420	137	60	challenges	challenge	NOUN
ajmsi-5420	137	61	of	of	ADP
ajmsi-5420	137	62	making	make	VERB
ajmsi-5420	137	63	decisions	decision	NOUN
ajmsi-5420	137	64	about	about	ADP
ajmsi-5420	137	65	human	human	ADJ
ajmsi-5420	137	66	lives	life	NOUN
ajmsi-5420	137	67	and	and	CCONJ
ajmsi-5420	137	68	medical	medical	ADJ
ajmsi-5420	137	69	conditions	condition	NOUN
ajmsi-5420	137	70	using	use	VERB
ajmsi-5420	137	71	ai	ai	PROPN
ajmsi-5420	137	72	(	(	PUNCT
ajmsi-5420	137	73	liu	liu	PROPN
ajmsi-5420	137	74	et	et	PROPN
ajmsi-5420	137	75	al	al	PROPN
ajmsi-5420	137	76	.	.	PROPN
ajmsi-5420	137	77	,	,	PUNCT
ajmsi-5420	137	78	2020	2020	NUM
ajmsi-5420	137	79	;	;	PUNCT
ajmsi-5420	137	80	shabannejad	shabannejad	NOUN
ajmsi-5420	137	81	et	et	PROPN
ajmsi-5420	137	82	al	al	PROPN
ajmsi-5420	137	83	.	.	PROPN
ajmsi-5420	137	84	,	,	PUNCT
ajmsi-5420	137	85	2021	2021	NUM
ajmsi-5420	137	86	)	)	PUNCT
ajmsi-5420	137	87	.	.	PUNCT
ajmsi-5420	138	1	goodswen	goodswen	NOUN
ajmsi-5420	138	2	et	et	PROPN
ajmsi-5420	138	3	al	al	PROPN
ajmsi-5420	138	4	.	.	PROPN
ajmsi-5420	139	1	(	(	PUNCT
ajmsi-5420	139	2	2021	2021	NUM
ajmsi-5420	139	3	)	)	PUNCT
ajmsi-5420	139	4	explored	explore	VERB
ajmsi-5420	139	5	the	the	DET
ajmsi-5420	139	6	use	use	NOUN
ajmsi-5420	139	7	of	of	ADP
ajmsi-5420	139	8	ai	ai	NOUN
ajmsi-5420	139	9	in	in	ADP
ajmsi-5420	139	10	medical	medical	ADJ
ajmsi-5420	139	11	microbiology	microbiology	NOUN
ajmsi-5420	139	12	and	and	CCONJ
ajmsi-5420	139	13	related	related	ADJ
ajmsi-5420	139	14	field	field	NOUN
ajmsi-5420	139	15	.	.	PUNCT
ajmsi-5420	140	1	apart	apart	ADV
ajmsi-5420	140	2	from	from	ADP
ajmsi-5420	140	3	this	this	PRON
ajmsi-5420	140	4	,	,	PUNCT
ajmsi-5420	140	5	its	its	PRON
ajmsi-5420	140	6	work	work	NOUN
ajmsi-5420	140	7	is	be	AUX
ajmsi-5420	140	8	mentioned	mention	VERB
ajmsi-5420	140	9	inrelation	inrelation	NOUN
ajmsi-5420	140	10	to	to	PART
ajmsi-5420	140	11	ai	ai	VERB
ajmsi-5420	140	12	in	in	ADP
ajmsi-5420	140	13	diagnosing	diagnose	VERB
ajmsi-5420	140	14	and	and	CCONJ
ajmsi-5420	140	15	treating	treat	VERB
ajmsi-5420	140	16	the	the	DET
ajmsi-5420	140	17	bactrial	bactrial	ADJ
ajmsi-5420	140	18	infections.with	infections.with	PROPN
ajmsi-5420	140	19	the	the	DET
ajmsi-5420	140	20	aid	aid	NOUN
ajmsi-5420	140	21	of	of	ADP
ajmsi-5420	140	22	machine	machine	NOUN
ajmsi-5420	140	23	learning	learning	NOUN
ajmsi-5420	140	24	(	(	PUNCT
ajmsi-5420	140	25	ml	ml	ADJ
ajmsi-5420	140	26	)	)	PUNCT
ajmsi-5420	140	27	microbial	microbial	ADJ
ajmsi-5420	140	28	interactions	interaction	NOUN
ajmsi-5420	140	29	can	can	AUX
ajmsi-5420	140	30	be	be	AUX
ajmsi-5420	140	31	understand	understand	VERB
ajmsi-5420	140	32	accurately	accurately	ADV
ajmsi-5420	140	33	and	and	CCONJ
ajmsi-5420	140	34	used	use	VERB
ajmsi-5420	140	35	in	in	ADP
ajmsi-5420	140	36	metagenomics	metagenomic	NOUN
ajmsi-5420	140	37	to	to	PART
ajmsi-5420	140	38	predict	predict	VERB
ajmsi-5420	140	39	microbial	microbial	ADJ
ajmsi-5420	140	40	functions	function	NOUN
ajmsi-5420	140	41	and	and	CCONJ
ajmsi-5420	140	42	analyze	analyze	VERB
ajmsi-5420	140	43	data	datum	NOUN
ajmsi-5420	140	44	.	.	PUNCT
ajmsi-5420	141	1	moving	move	VERB
ajmsi-5420	141	2	further	far	ADV
ajmsi-5420	141	3	,	,	PUNCT
ajmsi-5420	141	4	they	they	PRON
ajmsi-5420	141	5	proved	prove	VERB
ajmsi-5420	141	6	that	that	SCONJ
ajmsi-5420	141	7	ai	ai	INTJ
ajmsi-5420	141	8	is	be	AUX
ajmsi-5420	141	9	also	also	ADV
ajmsi-5420	141	10	playing	play	VERB
ajmsi-5420	141	11	cruical	cruical	ADJ
ajmsi-5420	141	12	role	role	NOUN
ajmsi-5420	141	13	in	in	ADP
ajmsi-5420	141	14	accerelating	accerelate	VERB
ajmsi-5420	141	15	the	the	DET
ajmsi-5420	141	16	vaccine	vaccine	NOUN
ajmsi-5420	141	17	development	development	NOUN
ajmsi-5420	141	18	by	by	ADP
ajmsi-5420	141	19	understanding	understand	VERB
ajmsi-5420	141	20	the	the	DET
ajmsi-5420	141	21	pathogen	pathogen	NOUN
ajmsi-5420	141	22	infection	infection	NOUN
ajmsi-5420	141	23	cycles	cycle	NOUN
ajmsi-5420	141	24	and	and	CCONJ
ajmsi-5420	141	25	identifying	identify	VERB
ajmsi-5420	141	26	the	the	DET
ajmsi-5420	141	27	active	active	ADJ
ajmsi-5420	141	28	antigens	antigen	NOUN
ajmsi-5420	141	29	which	which	PRON
ajmsi-5420	141	30	cure	cure	VERB
ajmsi-5420	141	31	the	the	DET
ajmsi-5420	141	32	infection	infection	NOUN
ajmsi-5420	141	33	.	.	PUNCT
ajmsi-5420	142	1	in	in	ADP
ajmsi-5420	142	2	supervised	supervised	ADJ
ajmsi-5420	142	3	learning	learning	NOUN
ajmsi-5420	142	4	,	,	PUNCT
ajmsi-5420	142	5	algorithms	algorithm	NOUN
ajmsi-5420	142	6	train	train	VERB
ajmsi-5420	142	7	pre	pre	ADJ
ajmsi-5420	142	8	-	-	ADJ
ajmsi-5420	142	9	cataloged	cataloged	ADJ
ajmsi-5420	142	10	data	datum	NOUN
ajmsi-5420	142	11	thus	thus	ADV
ajmsi-5420	142	12	enabling	enable	VERB
ajmsi-5420	142	13	for	for	ADP
ajmsi-5420	142	14	the	the	DET
ajmsi-5420	142	15	predictions	prediction	NOUN
ajmsi-5420	142	16	for	for	ADP
ajmsi-5420	142	17	new	new	ADJ
ajmsi-5420	142	18	unseen	unseen	ADJ
ajmsi-5420	142	19	data	datum	NOUN
ajmsi-5420	142	20	by	by	ADP
ajmsi-5420	142	21	drawing	draw	VERB
ajmsi-5420	142	22	the	the	DET
ajmsi-5420	142	23	pattern	pattern	NOUN
ajmsi-5420	142	24	with	with	ADP
ajmsi-5420	142	25	known	know	VERB
ajmsi-5420	142	26	outcomes	outcome	NOUN
ajmsi-5420	142	27	and	and	CCONJ
ajmsi-5420	142	28	encompassing	encompass	VERB
ajmsi-5420	142	29	classification	classification	NOUN
ajmsi-5420	142	30	and	and	CCONJ
ajmsi-5420	142	31	identifying	identify	VERB
ajmsi-5420	142	32	the	the	DET
ajmsi-5420	142	33	genetic	genetic	ADJ
ajmsi-5420	142	34	markers	marker	NOUN
ajmsi-5420	142	35	associated	associate	VERB
ajmsi-5420	142	36	with	with	ADP
ajmsi-5420	142	37	traits	trait	NOUN
ajmsi-5420	142	38	like	like	ADP
ajmsi-5420	142	39	virulence	virulence	NOUN
ajmsi-5420	142	40	and	and	CCONJ
ajmsi-5420	142	41	antimicrobial	antimicrobial	ADJ
ajmsi-5420	142	42	resistance	resistance	NOUN
ajmsi-5420	142	43	.	.	PUNCT
ajmsi-5420	143	1	the	the	DET
ajmsi-5420	143	2	use	use	NOUN
ajmsi-5420	143	3	of	of	ADP
ajmsi-5420	143	4	ai	ai	NOUN
ajmsi-5420	143	5	that	that	PRON
ajmsi-5420	143	6	is	be	AUX
ajmsi-5420	143	7	with	with	ADP
ajmsi-5420	143	8	x	x	NOUN
ajmsi-5420	143	9	-	-	NOUN
ajmsi-5420	143	10	rays	ray	NOUN
ajmsi-5420	143	11	and	and	CCONJ
ajmsi-5420	143	12	ct	ct	NUM
ajmsi-5420	143	13	scans	scan	NOUN
ajmsi-5420	143	14	physicians	physician	NOUN
ajmsi-5420	143	15	can	can	AUX
ajmsi-5420	143	16	diagnose	diagnose	VERB
ajmsi-5420	143	17	and	and	CCONJ
ajmsi-5420	143	18	treat	treat	VERB
ajmsi-5420	143	19	the	the	DET
ajmsi-5420	143	20	bacterial	bacterial	ADJ
ajmsi-5420	143	21	infections	infection	NOUN
ajmsi-5420	143	22	esaily	esaily	ADV
ajmsi-5420	143	23	as	as	SCONJ
ajmsi-5420	143	24	compared	compare	VERB
ajmsi-5420	143	25	to	to	ADP
ajmsi-5420	143	26	the	the	DET
ajmsi-5420	143	27	traditional	traditional	ADJ
ajmsi-5420	143	28	methods	method	NOUN
ajmsi-5420	143	29	.	.	PUNCT
ajmsi-5420	144	1	ai	ai	AUX
ajmsi-5420	144	2	used	use	VERB
ajmsi-5420	144	3	to	to	PART
ajmsi-5420	144	4	enhance	enhance	VERB
ajmsi-5420	144	5	the	the	DET
ajmsi-5420	144	6	speed	speed	NOUN
ajmsi-5420	144	7	and	and	CCONJ
ajmsi-5420	144	8	accuracy	accuracy	NOUN
ajmsi-5420	144	9	of	of	ADP
ajmsi-5420	144	10	pathogen	pathogen	NOUN
ajmsi-5420	144	11	detection	detection	NOUN
ajmsi-5420	144	12	and	and	CCONJ
ajmsi-5420	144	13	resistance	resistance	NOUN
ajmsi-5420	144	14	prediction	prediction	NOUN
ajmsi-5420	144	15	(	(	PUNCT
ajmsi-5420	144	16	jiang	jiang	PROPN
ajmsi-5420	144	17	et	et	PROPN
ajmsi-5420	144	18	al	al	PROPN
ajmsi-5420	144	19	.	.	PROPN
ajmsi-5420	144	20	,	,	PUNCT
ajmsi-5420	144	21	2022	2022	NUM
ajmsi-5420	144	22	)	)	PUNCT
ajmsi-5420	144	23	.	.	PUNCT
ajmsi-5420	145	1	ai	ai	VERB
ajmsi-5420	145	2	tools	tool	NOUN
ajmsi-5420	145	3	were	be	AUX
ajmsi-5420	145	4	used	use	VERB
ajmsi-5420	145	5	to	to	PART
ajmsi-5420	145	6	track	track	VERB
ajmsi-5420	145	7	the	the	DET
ajmsi-5420	145	8	evolution	evolution	NOUN
ajmsi-5420	145	9	and	and	CCONJ
ajmsi-5420	145	10	transmission	transmission	NOUN
ajmsi-5420	145	11	patterns	pattern	NOUN
ajmsi-5420	145	12	of	of	ADP
ajmsi-5420	145	13	infectious	infectious	ADJ
ajmsi-5420	145	14	diseases	disease	NOUN
ajmsi-5420	145	15	thus	thus	ADV
ajmsi-5420	145	16	,	,	PUNCT
ajmsi-5420	145	17	enabling	enable	VERB
ajmsi-5420	145	18	public	public	ADJ
ajmsi-5420	145	19	better	well	ADJ
ajmsi-5420	145	20	health	health	NOUN
ajmsi-5420	145	21	outcomes	outcome	NOUN
ajmsi-5420	145	22	.	.	PUNCT
ajmsi-5420	146	1	bellini	bellini	PROPN
ajmsi-5420	146	2	et	et	PROPN
ajmsi-5420	146	3	al	al	PROPN
ajmsi-5420	146	4	.	.	PROPN
ajmsi-5420	147	1	(	(	PUNCT
ajmsi-5420	147	2	2022	2022	NUM
ajmsi-5420	147	3	)	)	PUNCT
ajmsi-5420	147	4	work	work	NOUN
ajmsi-5420	147	5	in	in	ADP
ajmsi-5420	147	6	the	the	DET
ajmsi-5420	147	7	realm	realm	NOUN
ajmsi-5420	147	8	of	of	ADP
ajmsi-5420	147	9	medical	medical	ADJ
ajmsi-5420	147	10	microbiology	microbiology	NOUN
ajmsi-5420	147	11	,	,	PUNCT
ajmsi-5420	147	12	supervised	supervised	ADJ
ajmsi-5420	147	13	machine	machine	NOUN
ajmsi-5420	147	14	learning	learning	NOUN
ajmsi-5420	147	15	models	model	NOUN
ajmsi-5420	147	16	on	on	ADP
ajmsi-5420	147	17	labeled	label	VERB
ajmsi-5420	147	18	datasets	dataset	NOUN
ajmsi-5420	147	19	predict	predict	VERB
ajmsi-5420	147	20	specific	specific	ADJ
ajmsi-5420	147	21	outcomes	outcome	NOUN
ajmsi-5420	147	22	such	such	ADJ
ajmsi-5420	147	23	as	as	ADP
ajmsi-5420	147	24	classifying	classify	VERB
ajmsi-5420	147	25	microbial	microbial	ADJ
ajmsi-5420	147	26	infections	infection	NOUN
ajmsi-5420	147	27	and	and	CCONJ
ajmsi-5420	147	28	predicting	predict	VERB
ajmsi-5420	147	29	drug	drug	NOUN
ajmsi-5420	147	30	sensitivity	sensitivity	NOUN
ajmsi-5420	147	31	.	.	PUNCT
ajmsi-5420	148	1	this	this	DET
ajmsi-5420	148	2	approach	approach	NOUN
ajmsi-5420	148	3	results	result	VERB
ajmsi-5420	148	4	in	in	ADP
ajmsi-5420	148	5	diagnosis	diagnosis	NOUN
ajmsi-5420	148	6	and	and	CCONJ
ajmsi-5420	148	7	treatment	treatment	NOUN
ajmsi-5420	148	8	selection	selection	NOUN
ajmsi-5420	148	9	based	base	VERB
ajmsi-5420	148	10	on	on	ADP
ajmsi-5420	148	11	known	know	VERB
ajmsi-5420	148	12	patterns.on	patterns.on	NOUN
ajmsi-5420	148	13	the	the	DET
ajmsi-5420	148	14	other	other	ADJ
ajmsi-5420	148	15	hand	hand	NOUN
ajmsi-5420	148	16	,	,	PUNCT
ajmsi-5420	148	17	unsupervised	unsupervised	ADJ
ajmsi-5420	148	18	machine	machine	NOUN
ajmsi-5420	148	19	learning	learning	NOUN
ajmsi-5420	148	20	,	,	PUNCT
ajmsi-5420	148	21	analyze	analyze	VERB
ajmsi-5420	148	22	unlabeled	unlabeled	ADJ
ajmsi-5420	148	23	data	datum	NOUN
ajmsi-5420	148	24	,	,	PUNCT
ajmsi-5420	148	25	identifying	identify	VERB
ajmsi-5420	148	26	inherent	inherent	ADJ
ajmsi-5420	148	27	structures	structure	NOUN
ajmsi-5420	148	28	and	and	CCONJ
ajmsi-5420	148	29	grouping	group	VERB
ajmsi-5420	148	30	similar	similar	ADJ
ajmsi-5420	148	31	data	datum	NOUN
ajmsi-5420	148	32	points	point	NOUN
ajmsi-5420	148	33	.	.	PUNCT
ajmsi-5420	149	1	unsupervised	unsupervised	ADJ
ajmsi-5420	149	2	machine	machine	NOUN
ajmsi-5420	149	3	learning	learning	NOUN
ajmsi-5420	149	4	finds	find	VERB
ajmsi-5420	149	5	applications	application	NOUN
ajmsi-5420	149	6	in	in	ADP
ajmsi-5420	149	7	group	group	NOUN
ajmsi-5420	149	8	analysis	analysis	NOUN
ajmsi-5420	149	9	,	,	PUNCT
ajmsi-5420	149	10	identification	identification	NOUN
ajmsi-5420	149	11	of	of	ADP
ajmsi-5420	149	12	microbial	microbial	ADJ
ajmsi-5420	149	13	subtypes	subtype	NOUN
ajmsi-5420	149	14	and	and	CCONJ
ajmsi-5420	149	15	early	early	ADJ
ajmsi-5420	149	16	recognition	recognition	NOUN
ajmsi-5420	149	17	of	of	ADP
ajmsi-5420	149	18	infectious	infectious	ADJ
ajmsi-5420	149	19	threats	threat	NOUN
ajmsi-5420	149	20	.	.	PUNCT
ajmsi-5420	150	1	often	often	ADV
ajmsi-5420	150	2	in	in	ADP
ajmsi-5420	150	3	the	the	DET
ajmsi-5420	150	4	hybrid	hybrid	NOUN
ajmsi-5420	150	5	both	both	DET
ajmsi-5420	150	6	methods	method	NOUN
ajmsi-5420	150	7	are	be	AUX
ajmsi-5420	150	8	employed	employ	VERB
ajmsi-5420	150	9	,	,	PUNCT
ajmsi-5420	150	10	leveraging	leverage	VERB
ajmsi-5420	150	11	the	the	DET
ajmsi-5420	150	12	strengths	strength	NOUN
ajmsi-5420	150	13	for	for	ADP
ajmsi-5420	150	14	diagnosing	diagnose	VERB
ajmsi-5420	150	15	the	the	DET
ajmsi-5420	150	16	infection	infection	NOUN
ajmsi-5420	150	17	accurately	accurately	ADV
ajmsi-5420	150	18	and	and	CCONJ
ajmsi-5420	150	19	insight	insight	NOUN
ajmsi-5420	150	20	into	into	ADP
ajmsi-5420	150	21	microbial	microbial	ADJ
ajmsi-5420	150	22	interactions.unsupervised	interactions.unsupervise	VERB
ajmsi-5420	150	23	learning	learning	NOUN
ajmsi-5420	150	24	,	,	PUNCT
ajmsi-5420	150	25	employing	employ	VERB
ajmsi-5420	150	26	clustering	clustering	ADJ
ajmsi-5420	150	27	methods	method	NOUN
ajmsi-5420	150	28	such	such	ADJ
ajmsi-5420	150	29	as	as	ADP
ajmsi-5420	150	30	k	k	NOUN
ajmsi-5420	150	31	-	-	PUNCT
ajmsi-5420	150	32	means	mean	NOUN
ajmsi-5420	150	33	and	and	CCONJ
ajmsi-5420	150	34	hierarchical	hierarchical	ADJ
ajmsi-5420	150	35	clustering	clustering	NOUN
ajmsi-5420	150	36	for	for	ADP
ajmsi-5420	150	37	characterizing	characterize	VERB
ajmsi-5420	150	38	complex	complex	ADJ
ajmsi-5420	150	39	ecological	ecological	ADJ
ajmsi-5420	150	40	dynamics	dynamic	NOUN
ajmsi-5420	150	41	.	.	PUNCT
ajmsi-5420	151	1	pa	pa	PROPN
ajmsi-5420	151	2	ge	ge	PROPN
ajmsi-5420	151	3	58	58	NUM
ajmsi-5420	151	4	https://journals.e-palli.com/home/index.php/ajmsi	https://journals.e-palli.com/home/index.php/ajmsi	PROPN
ajmsi-5420	151	5	am	be	AUX
ajmsi-5420	151	6	.	.	PUNCT
ajmsi-5420	152	1	j.	j.	PROPN
ajmsi-5420	152	2	med	med	PROPN
ajmsi-5420	152	3	.	.	PUNCT
ajmsi-5420	153	1	sci	sci	PROPN
ajmsi-5420	153	2	.	.	PUNCT
ajmsi-5420	153	3	innov	innov	PROPN
ajmsi-5420	153	4	.	.	PUNCT
ajmsi-5420	154	1	4(2	4(2	NUM
ajmsi-5420	154	2	)	)	PUNCT
ajmsi-5420	155	1	53	53	NUM
ajmsi-5420	155	2	-	-	SYM
ajmsi-5420	155	3	72	72	NUM
ajmsi-5420	155	4	,	,	PUNCT
ajmsi-5420	155	5	2025	2025	NUM
ajmsi-5420	155	6	regardless	regardless	ADV
ajmsi-5420	155	7	of	of	ADP
ajmsi-5420	155	8	the	the	DET
ajmsi-5420	155	9	ai	ai	NOUN
ajmsi-5420	155	10	challenges	challenge	NOUN
ajmsi-5420	155	11	,	,	PUNCT
ajmsi-5420	156	1	one	one	NUM
ajmsi-5420	156	2	of	of	ADP
ajmsi-5420	156	3	the	the	DET
ajmsi-5420	156	4	most	most	ADV
ajmsi-5420	156	5	important	important	ADJ
ajmsi-5420	156	6	benefits	benefit	NOUN
ajmsi-5420	156	7	of	of	ADP
ajmsi-5420	156	8	ai	ai	NOUN
ajmsi-5420	156	9	is	be	AUX
ajmsi-5420	156	10	its	its	PRON
ajmsi-5420	156	11	support	support	NOUN
ajmsi-5420	156	12	in	in	ADP
ajmsi-5420	156	13	preventative	preventative	ADJ
ajmsi-5420	156	14	care	care	NOUN
ajmsi-5420	156	15	in	in	ADP
ajmsi-5420	156	16	the	the	DET
ajmsi-5420	156	17	healthcare	healthcare	NOUN
ajmsi-5420	156	18	system	system	NOUN
ajmsi-5420	156	19	that	that	PRON
ajmsi-5420	156	20	promotes	promote	VERB
ajmsi-5420	156	21	all	all	DET
ajmsi-5420	156	22	humans	human	NOUN
ajmsi-5420	156	23	to	to	PART
ajmsi-5420	156	24	become	become	VERB
ajmsi-5420	156	25	and	and	CCONJ
ajmsi-5420	156	26	remain	remain	VERB
ajmsi-5420	156	27	healthy	healthy	ADJ
ajmsi-5420	156	28	.	.	PUNCT
ajmsi-5420	157	1	for	for	ADP
ajmsi-5420	157	2	example	example	NOUN
ajmsi-5420	157	3	,	,	PUNCT
ajmsi-5420	157	4	apps	app	NOUN
ajmsi-5420	157	5	have	have	AUX
ajmsi-5420	157	6	been	be	AUX
ajmsi-5420	157	7	used	use	VERB
ajmsi-5420	157	8	to	to	PART
ajmsi-5420	157	9	give	give	VERB
ajmsi-5420	157	10	patients	patient	NOUN
ajmsi-5420	157	11	more	more	ADJ
ajmsi-5420	157	12	control	control	NOUN
ajmsi-5420	157	13	over	over	ADP
ajmsi-5420	157	14	their	their	PRON
ajmsi-5420	157	15	health	health	NOUN
ajmsi-5420	157	16	(	(	PUNCT
ajmsi-5420	157	17	antoniou	antoniou	PROPN
ajmsi-5420	157	18	et	et	PROPN
ajmsi-5420	157	19	al	al	PROPN
ajmsi-5420	157	20	.	.	PROPN
ajmsi-5420	157	21	,	,	PUNCT
ajmsi-5420	157	22	2018	2018	NUM
ajmsi-5420	157	23	;	;	PUNCT
ajmsi-5420	157	24	jaiman	jaiman	NOUN
ajmsi-5420	157	25	&	&	CCONJ
ajmsi-5420	157	26	urovi	urovi	PROPN
ajmsi-5420	157	27	,	,	PUNCT
ajmsi-5420	157	28	2020	2020	NUM
ajmsi-5420	157	29	;	;	PUNCT
ajmsi-5420	157	30	samuel	samuel	PROPN
ajmsi-5420	157	31	et	et	PROPN
ajmsi-5420	157	32	al	al	PROPN
ajmsi-5420	157	33	.	.	PROPN
ajmsi-5420	157	34	,	,	PUNCT
ajmsi-5420	157	35	2022	2022	NUM
ajmsi-5420	157	36	)	)	PUNCT
ajmsi-5420	157	37	,	,	PUNCT
ajmsi-5420	157	38	allowing	allow	VERB
ajmsi-5420	157	39	them	they	PRON
ajmsi-5420	157	40	to	to	PART
ajmsi-5420	157	41	make	make	VERB
ajmsi-5420	157	42	evidence	evidence	NOUN
ajmsi-5420	157	43	-	-	PUNCT
ajmsi-5420	157	44	based	base	VERB
ajmsi-5420	157	45	decisions	decision	NOUN
ajmsi-5420	157	46	on	on	ADP
ajmsi-5420	157	47	the	the	DET
ajmsi-5420	157	48	matters	matter	NOUN
ajmsi-5420	157	49	of	of	ADP
ajmsi-5420	157	50	preventative	preventative	ADJ
ajmsi-5420	157	51	health	health	NOUN
ajmsi-5420	157	52	issues	issue	NOUN
ajmsi-5420	157	53	,	,	PUNCT
ajmsi-5420	157	54	such	such	ADJ
ajmsi-5420	157	55	as	as	ADP
ajmsi-5420	157	56	type	type	NOUN
ajmsi-5420	157	57	2	2	NUM
ajmsi-5420	157	58	diabetes	diabetes	NOUN
ajmsi-5420	157	59	and	and	CCONJ
ajmsi-5420	157	60	high	high	ADJ
ajmsi-5420	157	61	blood	blood	NOUN
ajmsi-5420	157	62	pressure	pressure	NOUN
ajmsi-5420	157	63	.	.	PUNCT
ajmsi-5420	158	1	however	however	ADV
ajmsi-5420	158	2	,	,	PUNCT
ajmsi-5420	158	3	early	early	ADJ
ajmsi-5420	158	4	detection	detection	NOUN
ajmsi-5420	158	5	and	and	CCONJ
ajmsi-5420	158	6	diagnostics	diagnostic	NOUN
ajmsi-5420	158	7	of	of	ADP
ajmsi-5420	158	8	health	health	NOUN
ajmsi-5420	158	9	information	information	NOUN
ajmsi-5420	158	10	require	require	VERB
ajmsi-5420	158	11	many	many	ADJ
ajmsi-5420	158	12	ai	ai	NOUN
ajmsi-5420	158	13	apps	app	NOUN
ajmsi-5420	158	14	(	(	PUNCT
ajmsi-5420	158	15	stamford	stamford	NOUN
ajmsi-5420	158	16	et	et	PROPN
ajmsi-5420	158	17	al	al	PROPN
ajmsi-5420	158	18	.	.	PROPN
ajmsi-5420	158	19	,	,	PUNCT
ajmsi-5420	158	20	2016	2016	NUM
ajmsi-5420	158	21	;	;	PUNCT
ajmsi-5420	158	22	siddiqui	siddiqui	NOUN
ajmsi-5420	158	23	et	et	PROPN
ajmsi-5420	158	24	al	al	PROPN
ajmsi-5420	158	25	.	.	PROPN
ajmsi-5420	158	26	,	,	PUNCT
ajmsi-5420	158	27	2018	2018	NUM
ajmsi-5420	158	28	;	;	PUNCT
ajmsi-5420	158	29	kumar	kumar	PROPN
ajmsi-5420	158	30	&	&	CCONJ
ajmsi-5420	158	31	suresh	suresh	PROPN
ajmsi-5420	158	32	,	,	PUNCT
ajmsi-5420	158	33	2019	2019	NUM
ajmsi-5420	158	34	)	)	PUNCT
ajmsi-5420	158	35	.	.	PUNCT
ajmsi-5420	159	1	these	these	DET
ajmsi-5420	159	2	ai	ai	NOUN
ajmsi-5420	159	3	apps	app	NOUN
ajmsi-5420	159	4	are	be	AUX
ajmsi-5420	159	5	used	use	VERB
ajmsi-5420	159	6	in	in	ADP
ajmsi-5420	159	7	a	a	DET
ajmsi-5420	159	8	variety	variety	NOUN
ajmsi-5420	159	9	of	of	ADP
ajmsi-5420	159	10	settings	setting	NOUN
ajmsi-5420	159	11	to	to	PART
ajmsi-5420	159	12	diagnose	diagnose	VERB
ajmsi-5420	159	13	different	different	ADJ
ajmsi-5420	159	14	types	type	NOUN
ajmsi-5420	159	15	of	of	ADP
ajmsi-5420	159	16	illnesses	illness	NOUN
ajmsi-5420	159	17	for	for	ADP
ajmsi-5420	159	18	precise	precise	ADJ
ajmsi-5420	159	19	,	,	PUNCT
ajmsi-5420	159	20	rapid	rapid	ADJ
ajmsi-5420	159	21	and	and	CCONJ
ajmsi-5420	159	22	reliable	reliable	ADJ
ajmsi-5420	159	23	results	result	NOUN
ajmsi-5420	159	24	(	(	PUNCT
ajmsi-5420	159	25	ribbens	ribben	VERB
ajmsi-5420	159	26	et	et	PROPN
ajmsi-5420	159	27	al	al	PROPN
ajmsi-5420	159	28	.	.	PROPN
ajmsi-5420	159	29	,	,	PUNCT
ajmsi-5420	159	30	2019	2019	NUM
ajmsi-5420	159	31	;	;	PUNCT
ajmsi-5420	159	32	sasubilli	sasubilli	PROPN
ajmsi-5420	159	33	et	et	PROPN
ajmsi-5420	159	34	al	al	PROPN
ajmsi-5420	159	35	.	.	PROPN
ajmsi-5420	159	36	,	,	PUNCT
ajmsi-5420	159	37	2020	2020	NUM
ajmsi-5420	159	38	;	;	PUNCT
ajmsi-5420	159	39	jahan	jahan	PROPN
ajmsi-5420	159	40	&	&	CCONJ
ajmsi-5420	159	41	tripathi	tripathi	PROPN
ajmsi-5420	159	42	,	,	PUNCT
ajmsi-5420	159	43	2021	2021	NUM
ajmsi-5420	159	44	)	)	PUNCT
ajmsi-5420	159	45	.	.	PUNCT
ajmsi-5420	160	1	at	at	ADP
ajmsi-5420	160	2	the	the	DET
ajmsi-5420	160	3	simplest	simple	ADJ
ajmsi-5420	160	4	level	level	NOUN
ajmsi-5420	160	5	,	,	PUNCT
ajmsi-5420	160	6	ai	ai	VERB
ajmsi-5420	160	7	performs	perform	VERB
ajmsi-5420	160	8	a	a	DET
ajmsi-5420	160	9	significant	significant	ADJ
ajmsi-5420	160	10	level	level	NOUN
ajmsi-5420	160	11	of	of	ADP
ajmsi-5420	160	12	comparative	comparative	ADJ
ajmsi-5420	160	13	analysis	analysis	NOUN
ajmsi-5420	160	14	using	use	VERB
ajmsi-5420	160	15	big	big	ADJ
ajmsi-5420	160	16	data	datum	NOUN
ajmsi-5420	160	17	so	so	SCONJ
ajmsi-5420	160	18	that	that	SCONJ
ajmsi-5420	160	19	information	information	NOUN
ajmsi-5420	160	20	from	from	ADP
ajmsi-5420	160	21	a	a	DET
ajmsi-5420	160	22	patient	patient	NOUN
ajmsi-5420	160	23	is	be	AUX
ajmsi-5420	160	24	compared	compare	VERB
ajmsi-5420	160	25	with	with	ADP
ajmsi-5420	160	26	data	datum	NOUN
ajmsi-5420	160	27	and	and	CCONJ
ajmsi-5420	160	28	digital	digital	ADJ
ajmsi-5420	160	29	images	image	NOUN
ajmsi-5420	160	30	from	from	ADP
ajmsi-5420	160	31	huge	huge	ADJ
ajmsi-5420	160	32	datasets	dataset	NOUN
ajmsi-5420	160	33	compiled	compile	VERB
ajmsi-5420	160	34	from	from	ADP
ajmsi-5420	160	35	other	other	ADJ
ajmsi-5420	160	36	patients	patient	NOUN
ajmsi-5420	160	37	in	in	ADP
ajmsi-5420	160	38	relevant	relevant	ADJ
ajmsi-5420	160	39	and	and	CCONJ
ajmsi-5420	160	40	related	related	ADJ
ajmsi-5420	160	41	settings	setting	NOUN
ajmsi-5420	160	42	(	(	PUNCT
ajmsi-5420	160	43	charan	charan	NOUN
ajmsi-5420	160	44	et	et	PROPN
ajmsi-5420	160	45	al	al	PROPN
ajmsi-5420	160	46	.	.	PROPN
ajmsi-5420	160	47	,	,	PUNCT
ajmsi-5420	160	48	2018	2018	NUM
ajmsi-5420	160	49	;	;	PUNCT
ajmsi-5420	160	50	somasundaram	somasundaram	PROPN
ajmsi-5420	160	51	et	et	PROPN
ajmsi-5420	160	52	al	al	PROPN
ajmsi-5420	160	53	.	.	PROPN
ajmsi-5420	160	54	,	,	PUNCT
ajmsi-5420	160	55	2020	2020	NUM
ajmsi-5420	160	56	)	)	PUNCT
ajmsi-5420	160	57	.	.	PUNCT
ajmsi-5420	161	1	this	this	DET
ajmsi-5420	161	2	type	type	NOUN
ajmsi-5420	161	3	of	of	ADP
ajmsi-5420	161	4	self	self	NOUN
ajmsi-5420	161	5	-	-	PUNCT
ajmsi-5420	161	6	learning	learn	VERB
ajmsi-5420	161	7	mechanism	mechanism	NOUN
ajmsi-5420	161	8	recognizes	recognize	VERB
ajmsi-5420	161	9	patterns	pattern	NOUN
ajmsi-5420	161	10	and	and	CCONJ
ajmsi-5420	161	11	provides	provide	VERB
ajmsi-5420	161	12	information	information	NOUN
ajmsi-5420	161	13	for	for	ADP
ajmsi-5420	161	14	medical	medical	ADJ
ajmsi-5420	161	15	practitioners	practitioner	NOUN
ajmsi-5420	161	16	to	to	PART
ajmsi-5420	161	17	support	support	VERB
ajmsi-5420	161	18	their	their	PRON
ajmsi-5420	161	19	diagnosis	diagnosis	NOUN
ajmsi-5420	161	20	and	and	CCONJ
ajmsi-5420	161	21	intervention	intervention	NOUN
ajmsi-5420	161	22	strategies	strategy	NOUN
ajmsi-5420	161	23	(	(	PUNCT
ajmsi-5420	161	24	charan	charan	NOUN
ajmsi-5420	161	25	et	et	PROPN
ajmsi-5420	161	26	al	al	PROPN
ajmsi-5420	161	27	.	.	PROPN
ajmsi-5420	161	28	,	,	PUNCT
ajmsi-5420	161	29	2018	2018	NUM
ajmsi-5420	161	30	;	;	PUNCT
ajmsi-5420	161	31	woo	woo	VERB
ajmsi-5420	161	32	et	et	PROPN
ajmsi-5420	161	33	al	al	PROPN
ajmsi-5420	161	34	.	.	PROPN
ajmsi-5420	161	35	,	,	PUNCT
ajmsi-5420	161	36	2021	2021	NUM
ajmsi-5420	161	37	)	)	PUNCT
ajmsi-5420	161	38	.	.	PUNCT
ajmsi-5420	162	1	while	while	SCONJ
ajmsi-5420	162	2	supporting	support	VERB
ajmsi-5420	162	3	these	these	DET
ajmsi-5420	162	4	complex	complex	ADJ
ajmsi-5420	162	5	medical	medical	ADJ
ajmsi-5420	162	6	procedures	procedure	NOUN
ajmsi-5420	162	7	,	,	PUNCT
ajmsi-5420	162	8	ai	ai	VERB
ajmsi-5420	162	9	technologies	technology	NOUN
ajmsi-5420	162	10	can	can	AUX
ajmsi-5420	162	11	also	also	ADV
ajmsi-5420	162	12	improve	improve	VERB
ajmsi-5420	162	13	the	the	DET
ajmsi-5420	162	14	efficiency	efficiency	NOUN
ajmsi-5420	162	15	of	of	ADP
ajmsi-5420	162	16	medical	medical	ADJ
ajmsi-5420	162	17	care	care	PROPN
ajmsi-5420	162	18	administration	administration	PROPN
ajmsi-5420	162	19	(	(	PUNCT
ajmsi-5420	162	20	deng	deng	PROPN
ajmsi-5420	162	21	et	et	PROPN
ajmsi-5420	162	22	al	al	PROPN
ajmsi-5420	162	23	.	.	PROPN
ajmsi-5420	162	24	,	,	PUNCT
ajmsi-5420	162	25	2019	2019	NUM
ajmsi-5420	162	26	;	;	PUNCT
ajmsi-5420	162	27	daltayanni	daltayanni	PROPN
ajmsi-5420	162	28	et	et	PROPN
ajmsi-5420	162	29	al	al	PROPN
ajmsi-5420	162	30	.	.	PROPN
ajmsi-5420	162	31	,	,	PUNCT
ajmsi-5420	162	32	2012	2012	NUM
ajmsi-5420	162	33	)	)	PUNCT
ajmsi-5420	162	34	.	.	PUNCT
ajmsi-5420	163	1	ai	ai	VERB
ajmsi-5420	163	2	-	-	PUNCT
ajmsi-5420	163	3	powered	power	VERB
ajmsi-5420	163	4	diagnostic	diagnostic	ADJ
ajmsi-5420	163	5	tools	tool	NOUN
ajmsi-5420	163	6	can	can	AUX
ajmsi-5420	163	7	enhance	enhance	VERB
ajmsi-5420	163	8	bacterial	bacterial	ADJ
ajmsi-5420	163	9	detection	detection	NOUN
ajmsi-5420	163	10	by	by	ADP
ajmsi-5420	163	11	using	use	VERB
ajmsi-5420	163	12	low	low	ADJ
ajmsi-5420	163	13	-	-	PUNCT
ajmsi-5420	163	14	cost	cost	NOUN
ajmsi-5420	163	15	smart	smart	ADJ
ajmsi-5420	163	16	gadgets	gadget	NOUN
ajmsi-5420	163	17	based	base	VERB
ajmsi-5420	163	18	images	image	NOUN
ajmsi-5420	163	19	process	process	NOUN
ajmsi-5420	163	20	,	,	PUNCT
ajmsi-5420	163	21	cloud	cloud	NOUN
ajmsi-5420	163	22	-	-	PUNCT
ajmsi-5420	163	23	based	base	VERB
ajmsi-5420	163	24	diagnostic	diagnostic	ADJ
ajmsi-5420	163	25	platforms	platform	NOUN
ajmsi-5420	163	26	and	and	CCONJ
ajmsi-5420	163	27	computerized	computerized	ADJ
ajmsi-5420	163	28	electronic	electronic	ADJ
ajmsi-5420	163	29	clarifications	clarification	NOUN
ajmsi-5420	163	30	which	which	PRON
ajmsi-5420	163	31	helps	help	VERB
ajmsi-5420	163	32	to	to	PART
ajmsi-5420	163	33	diagnosis	diagnosis	VERB
ajmsi-5420	163	34	the	the	DET
ajmsi-5420	163	35	clear	clear	ADJ
ajmsi-5420	163	36	images	image	NOUN
ajmsi-5420	163	37	of	of	ADP
ajmsi-5420	163	38	bacterial	bacterial	ADJ
ajmsi-5420	163	39	infection	infection	NOUN
ajmsi-5420	163	40	microorganisms	microorganism	NOUN
ajmsi-5420	163	41	and	and	CCONJ
ajmsi-5420	163	42	their	their	PRON
ajmsi-5420	163	43	shape	shape	NOUN
ajmsi-5420	163	44	.	.	PUNCT
ajmsi-5420	164	1	it	it	PRON
ajmsi-5420	164	2	gives	give	VERB
ajmsi-5420	164	3	better	well	ADJ
ajmsi-5420	164	4	results	result	NOUN
ajmsi-5420	164	5	and	and	CCONJ
ajmsi-5420	164	6	counter	counter	NOUN
ajmsi-5420	164	7	plot	plot	NOUN
ajmsi-5420	164	8	the	the	DET
ajmsi-5420	164	9	disease	disease	NOUN
ajmsi-5420	164	10	ratio	ratio	NOUN
ajmsi-5420	164	11	min	min	PROPN
ajmsi-5420	164	12	et	et	PROPN
ajmsi-5420	164	13	al	al	PROPN
ajmsi-5420	164	14	.	.	PROPN
ajmsi-5420	164	15	,	,	PUNCT
ajmsi-5420	164	16	2021	2021	NUM
ajmsi-5420	164	17	;	;	PUNCT
ajmsi-5420	164	18	yu	yu	PROPN
ajmsi-5420	164	19	et	et	PROPN
ajmsi-5420	164	20	al	al	PROPN
ajmsi-5420	164	21	.	.	PROPN
ajmsi-5420	164	22	,	,	PUNCT
ajmsi-5420	164	23	2023	2023	NUM
ajmsi-5420	164	24	.	.	PUNCT
ajmsi-5420	165	1	lee	lee	PROPN
ajmsi-5420	165	2	et	et	PROPN
ajmsi-5420	165	3	al	al	PROPN
ajmsi-5420	165	4	.	.	PROPN
ajmsi-5420	166	1	(	(	PUNCT
ajmsi-5420	166	2	2024	2024	NUM
ajmsi-5420	166	3	)	)	PUNCT
ajmsi-5420	166	4	artificial	artificial	ADJ
ajmsi-5420	166	5	intelligence	intelligence	NOUN
ajmsi-5420	166	6	(	(	PUNCT
ajmsi-5420	166	7	ai	ai	NOUN
ajmsi-5420	166	8	)	)	PUNCT
ajmsi-5420	166	9	integration	integration	NOUN
ajmsi-5420	166	10	help	help	NOUN
ajmsi-5420	166	11	in	in	ADP
ajmsi-5420	166	12	the	the	DET
ajmsi-5420	166	13	bacterial	bacterial	ADJ
ajmsi-5420	166	14	infection	infection	NOUN
ajmsi-5420	166	15	diagnostics	diagnostic	NOUN
ajmsi-5420	166	16	and	and	CCONJ
ajmsi-5420	166	17	ast	ast	NOUN
ajmsi-5420	166	18	offers	offer	VERB
ajmsi-5420	166	19	an	an	DET
ajmsi-5420	166	20	effective	effective	ADJ
ajmsi-5420	166	21	solution	solution	NOUN
ajmsi-5420	166	22	to	to	ADP
ajmsi-5420	166	23	many	many	ADJ
ajmsi-5420	166	24	challenges	challenge	NOUN
ajmsi-5420	166	25	.	.	PUNCT
ajmsi-5420	167	1	lee	lee	PROPN
ajmsi-5420	167	2	research	research	PROPN
ajmsi-5420	167	3	has	have	AUX
ajmsi-5420	167	4	shown	show	VERB
ajmsi-5420	167	5	that	that	SCONJ
ajmsi-5420	167	6	ai	ai	VERB
ajmsi-5420	167	7	has	have	VERB
ajmsi-5420	167	8	remarkable	remarkable	ADJ
ajmsi-5420	167	9	potential	potential	NOUN
ajmsi-5420	167	10	in	in	ADP
ajmsi-5420	167	11	automating	automate	VERB
ajmsi-5420	167	12	data	datum	NOUN
ajmsi-5420	167	13	analysis	analysis	NOUN
ajmsi-5420	167	14	,	,	PUNCT
ajmsi-5420	167	15	improving	improve	VERB
ajmsi-5420	167	16	diagnostic	diagnostic	ADJ
ajmsi-5420	167	17	precision	precision	NOUN
ajmsi-5420	167	18	(	(	PUNCT
ajmsi-5420	167	19	lee	lee	PROPN
ajmsi-5420	167	20	)	)	PUNCT
ajmsi-5420	167	21	,	,	PUNCT
ajmsi-5420	167	22	and	and	CCONJ
ajmsi-5420	167	23	accelerating	accelerate	VERB
ajmsi-5420	167	24	time	time	NOUN
ajmsi-5420	167	25	to	to	PART
ajmsi-5420	167	26	results	result	NOUN
ajmsi-5420	167	27	.	.	PUNCT
ajmsi-5420	168	1	ai	ai	VERB
ajmsi-5420	168	2	algorithms	algorithms	PROPN
ajmsi-5420	168	3	,	,	PUNCT
ajmsi-5420	168	4	such	such	ADJ
ajmsi-5420	168	5	as	as	ADP
ajmsi-5420	168	6	machine	machine	NOUN
ajmsi-5420	168	7	learning	learning	NOUN
ajmsi-5420	168	8	(	(	PUNCT
ajmsi-5420	168	9	ml	ml	NOUN
ajmsi-5420	168	10	)	)	PUNCT
ajmsi-5420	168	11	and	and	CCONJ
ajmsi-5420	168	12	deep	deep	ADJ
ajmsi-5420	168	13	learning	learning	NOUN
ajmsi-5420	168	14	(	(	PUNCT
ajmsi-5420	168	15	dl	dl	NOUN
ajmsi-5420	168	16	)	)	PUNCT
ajmsi-5420	168	17	models	model	NOUN
ajmsi-5420	168	18	,	,	PUNCT
ajmsi-5420	168	19	can	can	AUX
ajmsi-5420	168	20	easily	easily	ADV
ajmsi-5420	168	21	analyze	analyze	VERB
ajmsi-5420	168	22	and	and	CCONJ
ajmsi-5420	168	23	modify	modify	VERB
ajmsi-5420	168	24	the	the	DET
ajmsi-5420	168	25	complex	complex	ADJ
ajmsi-5420	168	26	datasets	dataset	NOUN
ajmsi-5420	168	27	with	with	ADP
ajmsi-5420	168	28	high	high	ADJ
ajmsi-5420	168	29	throughput	throughput	NOUN
ajmsi-5420	168	30	,	,	PUNCT
ajmsi-5420	168	31	enabling	enable	VERB
ajmsi-5420	168	32	faster	fast	ADV
ajmsi-5420	168	33	,	,	PUNCT
ajmsi-5420	168	34	more	more	ADV
ajmsi-5420	168	35	accurate	accurate	ADJ
ajmsi-5420	168	36	bacterial	bacterial	ADJ
ajmsi-5420	168	37	identification	identification	NOUN
ajmsi-5420	168	38	and	and	CCONJ
ajmsi-5420	168	39	susceptibility	susceptibility	NOUN
ajmsi-5420	168	40	profiling	profiling	NOUN
ajmsi-5420	168	41	.	.	PUNCT
ajmsi-5420	169	1	materials	material	NOUN
ajmsi-5420	169	2	and	and	CCONJ
ajmsi-5420	169	3	methodoloy	methodoloy	NOUN
ajmsi-5420	169	4	bacterial	bacterial	ADJ
ajmsi-5420	169	5	infection	infection	NOUN
ajmsi-5420	169	6	can	can	AUX
ajmsi-5420	169	7	be	be	AUX
ajmsi-5420	169	8	diagnosised	diagnosise	VERB
ajmsi-5420	169	9	by	by	ADP
ajmsi-5420	169	10	following	follow	VERB
ajmsi-5420	169	11	methods:1	methods:1	NUM
ajmsi-5420	169	12	clinical	clinical	ADJ
ajmsi-5420	169	13	evaluation	evaluation	NOUN
ajmsi-5420	169	14	2	2	NUM
ajmsi-5420	169	15	.	.	PUNCT
ajmsi-5420	170	1	microscopy	microscopy	NOUN
ajmsi-5420	170	2	3	3	NUM
ajmsi-5420	170	3	.	.	PUNCT
ajmsi-5420	171	1	culture	culture	NOUN
ajmsi-5420	171	2	techniques	technique	NOUN
ajmsi-5420	171	3	4	4	NUM
ajmsi-5420	171	4	.	.	PUNCT
ajmsi-5420	171	5	biochemical	biochemical	ADJ
ajmsi-5420	171	6	tests	test	NOUN
ajmsi-5420	171	7	5	5	NUM
ajmsi-5420	171	8	.	.	NOUN
ajmsi-5420	171	9	serological	serological	ADJ
ajmsi-5420	171	10	assays	assay	NOUN
ajmsi-5420	171	11	6	6	NUM
ajmsi-5420	171	12	.	.	PUNCT
ajmsi-5420	172	1	molecular	molecular	ADJ
ajmsi-5420	172	2	methods	method	NOUN
ajmsi-5420	172	3	these	these	DET
ajmsi-5420	172	4	techniques	technique	NOUN
ajmsi-5420	172	5	assist	assist	VERB
ajmsi-5420	172	6	in	in	ADP
ajmsi-5420	172	7	detecting	detect	VERB
ajmsi-5420	172	8	the	the	DET
ajmsi-5420	172	9	existence	existence	NOUN
ajmsi-5420	172	10	of	of	ADP
ajmsi-5420	172	11	bacteria	bacteria	NOUN
ajmsi-5420	172	12	,	,	PUNCT
ajmsi-5420	172	13	identifying	identify	VERB
ajmsi-5420	172	14	the	the	DET
ajmsi-5420	172	15	particular	particular	ADJ
ajmsi-5420	172	16	type	type	NOUN
ajmsi-5420	172	17	of	of	ADP
ajmsi-5420	172	18	bacteria	bacteria	NOUN
ajmsi-5420	172	19	,	,	PUNCT
ajmsi-5420	172	20	and	and	CCONJ
ajmsi-5420	172	21	evaluating	evaluate	VERB
ajmsi-5420	172	22	its	its	PRON
ajmsi-5420	172	23	sensitivity	sensitivity	NOUN
ajmsi-5420	172	24	to	to	ADP
ajmsi-5420	172	25	antibiotics	antibiotic	NOUN
ajmsi-5420	172	26	.	.	PUNCT
ajmsi-5420	173	1	clinical	clinical	ADJ
ajmsi-5420	173	2	evaluation	evaluation	NOUN
ajmsi-5420	173	3	and	and	CCONJ
ajmsi-5420	173	4	sample	sample	NOUN
ajmsi-5420	173	5	collection	collection	NOUN
ajmsi-5420	173	6	healthcare	healthcare	NOUN
ajmsi-5420	173	7	professionals	professional	NOUN
ajmsi-5420	173	8	evaluate	evaluate	VERB
ajmsi-5420	173	9	symptoms	symptom	NOUN
ajmsi-5420	173	10	,	,	PUNCT
ajmsi-5420	173	11	conduct	conduct	VERB
ajmsi-5420	173	12	physical	physical	ADJ
ajmsi-5420	173	13	examinations	examination	NOUN
ajmsi-5420	173	14	,	,	PUNCT
ajmsi-5420	173	15	and	and	CCONJ
ajmsi-5420	173	16	may	may	AUX
ajmsi-5420	173	17	request	request	VERB
ajmsi-5420	173	18	imaging	imaging	NOUN
ajmsi-5420	173	19	studies	study	NOUN
ajmsi-5420	173	20	(	(	PUNCT
ajmsi-5420	173	21	x	x	NOUN
ajmsi-5420	173	22	-	-	NOUN
ajmsi-5420	173	23	rays	ray	NOUN
ajmsi-5420	173	24	,	,	PUNCT
ajmsi-5420	173	25	ultrasound	ultrasound	NOUN
ajmsi-5420	173	26	,	,	PUNCT
ajmsi-5420	173	27	mri	mri	PROPN
ajmsi-5420	173	28	,	,	PUNCT
ajmsi-5420	173	29	ct	ct	PROPN
ajmsi-5420	173	30	scans	scan	NOUN
ajmsi-5420	173	31	)	)	PUNCT
ajmsi-5420	173	32	to	to	PART
ajmsi-5420	173	33	identify	identify	VERB
ajmsi-5420	173	34	signs	sign	NOUN
ajmsi-5420	173	35	of	of	ADP
ajmsi-5420	173	36	infection	infection	NOUN
ajmsi-5420	173	37	,	,	PUNCT
ajmsi-5420	173	38	especially	especially	ADV
ajmsi-5420	173	39	in	in	ADP
ajmsi-5420	173	40	internal	internal	ADJ
ajmsi-5420	173	41	organs	organ	NOUN
ajmsi-5420	173	42	.	.	PUNCT
ajmsi-5420	173	43	samples	sample	NOUN
ajmsi-5420	173	44	such	such	ADJ
ajmsi-5420	173	45	as	as	ADP
ajmsi-5420	173	46	blood	blood	NOUN
ajmsi-5420	173	47	,	,	PUNCT
ajmsi-5420	173	48	urine	urine	NOUN
ajmsi-5420	173	49	,	,	PUNCT
ajmsi-5420	173	50	sputum	sputum	NOUN
ajmsi-5420	173	51	,	,	PUNCT
ajmsi-5420	173	52	or	or	CCONJ
ajmsi-5420	173	53	swabs	swab	NOUN
ajmsi-5420	173	54	from	from	ADP
ajmsi-5420	173	55	infected	infected	ADJ
ajmsi-5420	173	56	regions	region	NOUN
ajmsi-5420	173	57	are	be	AUX
ajmsi-5420	173	58	gathered	gather	VERB
ajmsi-5420	173	59	for	for	ADP
ajmsi-5420	173	60	additional	additional	ADJ
ajmsi-5420	173	61	analysis	analysis	NOUN
ajmsi-5420	173	62	.	.	PUNCT
ajmsi-5420	174	1	for	for	ADP
ajmsi-5420	174	2	example	example	NOUN
ajmsi-5420	174	3	,	,	PUNCT
ajmsi-5420	174	4	in	in	ADP
ajmsi-5420	174	5	direct	direct	ADJ
ajmsi-5420	174	6	testing	testing	NOUN
ajmsi-5420	174	7	of	of	ADP
ajmsi-5420	174	8	antigens	antigen	NOUN
ajmsi-5420	174	9	in	in	ADP
ajmsi-5420	174	10	clinical	clinical	ADJ
ajmsi-5420	174	11	samples	sample	NOUN
ajmsi-5420	174	12	has	have	AUX
ajmsi-5420	174	13	significantly	significantly	ADV
ajmsi-5420	174	14	contributed	contribute	VERB
ajmsi-5420	174	15	to	to	ADP
ajmsi-5420	174	16	the	the	DET
ajmsi-5420	174	17	swift	swift	ADJ
ajmsi-5420	174	18	identification	identification	NOUN
ajmsi-5420	174	19	of	of	ADP
ajmsi-5420	174	20	species	specie	NOUN
ajmsi-5420	174	21	.	.	PUNCT
ajmsi-5420	175	1	urine	urine	NOUN
ajmsi-5420	175	2	antigen	antigen	ADJ
ajmsi-5420	175	3	testing	testing	NOUN
ajmsi-5420	175	4	has	have	AUX
ajmsi-5420	175	5	been	be	AUX
ajmsi-5420	175	6	extensively	extensively	ADV
ajmsi-5420	175	7	utilized	utilize	VERB
ajmsi-5420	175	8	for	for	ADP
ajmsi-5420	175	9	detecting	detect	VERB
ajmsi-5420	175	10	pathogens	pathogen	NOUN
ajmsi-5420	175	11	in	in	ADP
ajmsi-5420	175	12	respiratory	respiratory	ADJ
ajmsi-5420	175	13	infections	infection	NOUN
ajmsi-5420	175	14	caused	cause	VERB
ajmsi-5420	175	15	by	by	ADP
ajmsi-5420	175	16	legionella	legionella	NOUN
ajmsi-5420	175	17	pneumophila	pneumophila	NOUN
ajmsi-5420	175	18	and	and	CCONJ
ajmsi-5420	175	19	streptococcus	streptococcus	VERB
ajmsi-5420	175	20	pneumoniae	pneumoniae	NOUN
ajmsi-5420	175	21	.	.	PUNCT
ajmsi-5420	176	1	antigens	antigen	NOUN
ajmsi-5420	176	2	released	release	VERB
ajmsi-5420	176	3	by	by	ADP
ajmsi-5420	176	4	these	these	DET
ajmsi-5420	176	5	pathogens	pathogen	NOUN
ajmsi-5420	176	6	and	and	CCONJ
ajmsi-5420	176	7	excreted	excrete	VERB
ajmsi-5420	176	8	through	through	ADP
ajmsi-5420	176	9	the	the	DET
ajmsi-5420	176	10	urinary	urinary	ADJ
ajmsi-5420	176	11	tract	tract	NOUN
ajmsi-5420	176	12	are	be	AUX
ajmsi-5420	176	13	typically	typically	ADV
ajmsi-5420	176	14	identified	identify	VERB
ajmsi-5420	176	15	using	use	VERB
ajmsi-5420	176	16	enzyme	enzyme	NOUN
ajmsi-5420	176	17	immunoassay	immunoassay	NOUN
ajmsi-5420	176	18	(	(	PUNCT
ajmsi-5420	176	19	eia	eia	PROPN
ajmsi-5420	176	20	)	)	PUNCT
ajmsi-5420	176	21	or	or	CCONJ
ajmsi-5420	176	22	lateral	lateral	ADJ
ajmsi-5420	176	23	flow	flow	NOUN
ajmsi-5420	176	24	assay	assay	NOUN
ajmsi-5420	176	25	(	(	PUNCT
ajmsi-5420	176	26	lfa	lfa	PROPN
ajmsi-5420	176	27	)	)	PUNCT
ajmsi-5420	176	28	.	.	PUNCT
ajmsi-5420	177	1	although	although	SCONJ
ajmsi-5420	177	2	antigen	antigen	ADJ
ajmsi-5420	177	3	testing	testing	NOUN
ajmsi-5420	177	4	offers	offer	VERB
ajmsi-5420	177	5	a	a	DET
ajmsi-5420	177	6	reduced	reduce	VERB
ajmsi-5420	177	7	turnaround	turnaround	NOUN
ajmsi-5420	177	8	time	time	NOUN
ajmsi-5420	177	9	(	(	PUNCT
ajmsi-5420	177	10	tat	tat	NOUN
ajmsi-5420	177	11	)	)	PUNCT
ajmsi-5420	177	12	,	,	PUNCT
ajmsi-5420	177	13	it	it	PRON
ajmsi-5420	177	14	is	be	AUX
ajmsi-5420	177	15	hindered	hinder	VERB
ajmsi-5420	177	16	by	by	ADP
ajmsi-5420	177	17	low	low	ADJ
ajmsi-5420	177	18	sensitivity	sensitivity	NOUN
ajmsi-5420	177	19	and	and	CCONJ
ajmsi-5420	177	20	specificity	specificity	NOUN
ajmsi-5420	177	21	,	,	PUNCT
ajmsi-5420	177	22	particularly	particularly	ADV
ajmsi-5420	177	23	in	in	ADP
ajmsi-5420	177	24	children	child	NOUN
ajmsi-5420	177	25	colonized	colonize	VERB
ajmsi-5420	177	26	with	with	ADP
ajmsi-5420	177	27	s.	s.	PROPN
ajmsi-5420	177	28	pneumoniae	pneumoniae	PROPN
ajmsi-5420	177	29	,	,	PUNCT
ajmsi-5420	177	30	and	and	CCONJ
ajmsi-5420	177	31	it	it	PRON
ajmsi-5420	177	32	can	can	AUX
ajmsi-5420	177	33	not	not	PART
ajmsi-5420	177	34	provide	provide	VERB
ajmsi-5420	177	35	profiles	profile	NOUN
ajmsi-5420	177	36	of	of	ADP
ajmsi-5420	177	37	antibiotic	antibiotic	ADJ
ajmsi-5420	177	38	susceptibility	susceptibility	NOUN
ajmsi-5420	177	39	or	or	CCONJ
ajmsi-5420	177	40	other	other	ADJ
ajmsi-5420	177	41	epidemiological	epidemiological	ADJ
ajmsi-5420	177	42	information	information	NOUN
ajmsi-5420	177	43	.	.	PUNCT
ajmsi-5420	178	1	the	the	DET
ajmsi-5420	178	2	rapid	rapid	ADJ
ajmsi-5420	178	3	detection	detection	NOUN
ajmsi-5420	178	4	of	of	ADP
ajmsi-5420	178	5	antigens	antigen	NOUN
ajmsi-5420	178	6	from	from	ADP
ajmsi-5420	178	7	various	various	ADJ
ajmsi-5420	178	8	clinical	clinical	ADJ
ajmsi-5420	178	9	samples	sample	NOUN
ajmsi-5420	178	10	,	,	PUNCT
ajmsi-5420	178	11	such	such	ADJ
ajmsi-5420	178	12	as	as	ADP
ajmsi-5420	178	13	blood	blood	NOUN
ajmsi-5420	178	14	,	,	PUNCT
ajmsi-5420	178	15	throat	throat	NOUN
ajmsi-5420	178	16	swabs	swab	NOUN
ajmsi-5420	178	17	,	,	PUNCT
ajmsi-5420	178	18	synovial	synovial	ADJ
ajmsi-5420	178	19	fluid	fluid	NOUN
ajmsi-5420	178	20	,	,	PUNCT
ajmsi-5420	178	21	pleural	pleural	ADJ
ajmsi-5420	178	22	fluid	fluid	NOUN
ajmsi-5420	178	23	,	,	PUNCT
ajmsi-5420	178	24	and	and	CCONJ
ajmsi-5420	178	25	cerebrospinal	cerebrospinal	ADJ
ajmsi-5420	178	26	fluid	fluid	NOUN
ajmsi-5420	178	27	(	(	PUNCT
ajmsi-5420	178	28	csf	csf	NOUN
ajmsi-5420	178	29	)	)	PUNCT
ajmsi-5420	178	30	,	,	PUNCT
ajmsi-5420	178	31	has	have	AUX
ajmsi-5420	178	32	been	be	AUX
ajmsi-5420	178	33	previously	previously	ADV
ajmsi-5420	178	34	investigated	investigate	VERB
ajmsi-5420	178	35	but	but	CCONJ
ajmsi-5420	178	36	is	be	AUX
ajmsi-5420	178	37	not	not	PART
ajmsi-5420	178	38	widely	widely	ADV
ajmsi-5420	178	39	implemented	implement	VERB
ajmsi-5420	178	40	in	in	ADP
ajmsi-5420	178	41	clinical	clinical	ADJ
ajmsi-5420	178	42	practice	practice	NOUN
ajmsi-5420	178	43	.	.	PUNCT
ajmsi-5420	179	1	a	a	DET
ajmsi-5420	179	2	significant	significant	ADJ
ajmsi-5420	179	3	retrospective	retrospective	ADJ
ajmsi-5420	179	4	multicenter	multicenter	NOUN
ajmsi-5420	179	5	study	study	NOUN
ajmsi-5420	179	6	evaluated	evaluate	VERB
ajmsi-5420	179	7	the	the	DET
ajmsi-5420	179	8	clinical	clinical	ADJ
ajmsi-5420	179	9	effectiveness	effectiveness	NOUN
ajmsi-5420	179	10	of	of	ADP
ajmsi-5420	179	11	rapid	rapid	ADJ
ajmsi-5420	179	12	bacterial	bacterial	ADJ
ajmsi-5420	179	13	antigen	antigen	ADJ
ajmsi-5420	179	14	detection	detection	NOUN
ajmsi-5420	179	15	through	through	ADP
ajmsi-5420	179	16	latex	latex	NOUN
ajmsi-5420	179	17	agglutination	agglutination	NOUN
ajmsi-5420	179	18	and	and	CCONJ
ajmsi-5420	179	19	found	find	VERB
ajmsi-5420	179	20	them	they	PRON
ajmsi-5420	179	21	to	to	PART
ajmsi-5420	179	22	be	be	AUX
ajmsi-5420	179	23	expensive	expensive	ADJ
ajmsi-5420	179	24	with	with	ADP
ajmsi-5420	179	25	no	no	DET
ajmsi-5420	179	26	observable	observable	ADJ
ajmsi-5420	179	27	clinical	clinical	ADJ
ajmsi-5420	179	28	advantage	advantage	NOUN
ajmsi-5420	179	29	.	.	PUNCT
ajmsi-5420	180	1	nucleic	nucleic	ADJ
ajmsi-5420	180	2	acid	acid	NOUN
ajmsi-5420	180	3	amplification	amplification	NOUN
ajmsi-5420	180	4	testing	testing	NOUN
ajmsi-5420	180	5	(	(	PUNCT
ajmsi-5420	180	6	naat	naat	NOUN
ajmsi-5420	180	7	)	)	PUNCT
ajmsi-5420	180	8	or	or	CCONJ
ajmsi-5420	180	9	polymerase	polymerase	NOUN
ajmsi-5420	180	10	chain	chain	NOUN
ajmsi-5420	180	11	reaction	reaction	NOUN
ajmsi-5420	180	12	(	(	PUNCT
ajmsi-5420	180	13	pcr	pcr	NOUN
ajmsi-5420	180	14	)	)	PUNCT
ajmsi-5420	180	15	tests	test	NOUN
ajmsi-5420	180	16	represent	represent	VERB
ajmsi-5420	180	17	a	a	DET
ajmsi-5420	180	18	dependable	dependable	ADJ
ajmsi-5420	180	19	non	non	ADJ
ajmsi-5420	180	20	-	-	ADJ
ajmsi-5420	180	21	culture	culture	ADJ
ajmsi-5420	180	22	method	method	NOUN
ajmsi-5420	180	23	for	for	ADP
ajmsi-5420	180	24	microbial	microbial	ADJ
ajmsi-5420	180	25	detection	detection	NOUN
ajmsi-5420	180	26	,	,	PUNCT
ajmsi-5420	180	27	commonly	commonly	ADV
ajmsi-5420	180	28	employed	employ	VERB
ajmsi-5420	180	29	in	in	ADP
ajmsi-5420	180	30	laboratories	laboratory	NOUN
ajmsi-5420	180	31	worldwide	worldwide	ADV
ajmsi-5420	180	32	for	for	ADP
ajmsi-5420	180	33	diagnosing	diagnose	VERB
ajmsi-5420	180	34	a	a	DET
ajmsi-5420	180	35	diverse	diverse	ADJ
ajmsi-5420	180	36	range	range	NOUN
ajmsi-5420	180	37	of	of	ADP
ajmsi-5420	180	38	microbial	microbial	ADJ
ajmsi-5420	180	39	pathogens	pathogen	NOUN
ajmsi-5420	180	40	.	.	PUNCT
ajmsi-5420	181	1	moreover	moreover	ADV
ajmsi-5420	181	2	,	,	PUNCT
ajmsi-5420	181	3	multiplex	multiplex	PROPN
ajmsi-5420	181	4	pcr	pcr	PROPN
ajmsi-5420	181	5	integrates	integrate	VERB
ajmsi-5420	181	6	multiple	multiple	ADJ
ajmsi-5420	181	7	primers	primer	NOUN
ajmsi-5420	181	8	and	and	CCONJ
ajmsi-5420	181	9	probes	probe	NOUN
ajmsi-5420	181	10	within	within	ADP
ajmsi-5420	181	11	a	a	DET
ajmsi-5420	181	12	single	single	ADJ
ajmsi-5420	181	13	reaction	reaction	NOUN
ajmsi-5420	181	14	tube	tube	NOUN
ajmsi-5420	181	15	to	to	PART
ajmsi-5420	181	16	amplify	amplify	VERB
ajmsi-5420	181	17	gene	gene	NOUN
ajmsi-5420	181	18	targets	target	NOUN
ajmsi-5420	181	19	from	from	ADP
ajmsi-5420	181	20	various	various	ADJ
ajmsi-5420	181	21	pathogens	pathogen	NOUN
ajmsi-5420	181	22	.	.	PUNCT
ajmsi-5420	182	1	this	this	DET
ajmsi-5420	182	2	highly	highly	ADV
ajmsi-5420	182	3	sensitive	sensitive	ADJ
ajmsi-5420	182	4	technique	technique	NOUN
ajmsi-5420	182	5	enhances	enhance	VERB
ajmsi-5420	182	6	diagnostic	diagnostic	ADJ
ajmsi-5420	182	7	yield	yield	NOUN
ajmsi-5420	182	8	and	and	CCONJ
ajmsi-5420	182	9	can	can	AUX
ajmsi-5420	182	10	be	be	AUX
ajmsi-5420	182	11	applied	apply	VERB
ajmsi-5420	182	12	to	to	ADP
ajmsi-5420	182	13	numerous	numerous	ADJ
ajmsi-5420	182	14	clinical	clinical	ADJ
ajmsi-5420	182	15	specimens	specimen	NOUN
ajmsi-5420	182	16	,	,	PUNCT
ajmsi-5420	182	17	including	include	VERB
ajmsi-5420	182	18	respiratory	respiratory	ADJ
ajmsi-5420	182	19	secretions	secretion	NOUN
ajmsi-5420	182	20	,	,	PUNCT
ajmsi-5420	182	21	csf	csf	NOUN
ajmsi-5420	182	22	,	,	PUNCT
ajmsi-5420	182	23	sterile	sterile	ADJ
ajmsi-5420	182	24	fluids	fluid	NOUN
ajmsi-5420	182	25	,	,	PUNCT
ajmsi-5420	182	26	and	and	CCONJ
ajmsi-5420	182	27	diarrheal	diarrheal	ADJ
ajmsi-5420	182	28	feces	fece	NOUN
ajmsi-5420	182	29	.	.	PUNCT
ajmsi-5420	183	1	however	however	ADV
ajmsi-5420	183	2	,	,	PUNCT
ajmsi-5420	183	3	the	the	DET
ajmsi-5420	183	4	limitations	limitation	NOUN
ajmsi-5420	183	5	of	of	ADP
ajmsi-5420	183	6	pcr	pcr	ADJ
ajmsi-5420	183	7	testing	testing	NOUN
ajmsi-5420	183	8	include	include	VERB
ajmsi-5420	183	9	the	the	DET
ajmsi-5420	183	10	reporting	reporting	NOUN
ajmsi-5420	183	11	of	of	ADP
ajmsi-5420	183	12	incidental	incidental	ADJ
ajmsi-5420	183	13	findings	finding	NOUN
ajmsi-5420	183	14	,	,	PUNCT
ajmsi-5420	183	15	an	an	DET
ajmsi-5420	183	16	inability	inability	NOUN
ajmsi-5420	183	17	to	to	PART
ajmsi-5420	183	18	differentiate	differentiate	VERB
ajmsi-5420	183	19	between	between	ADP
ajmsi-5420	183	20	colonization	colonization	NOUN
ajmsi-5420	183	21	and	and	CCONJ
ajmsi-5420	183	22	infection	infection	NOUN
ajmsi-5420	183	23	,	,	PUNCT
ajmsi-5420	183	24	the	the	DET
ajmsi-5420	183	25	necessity	necessity	NOUN
ajmsi-5420	183	26	for	for	ADP
ajmsi-5420	183	27	skilled	skilled	ADJ
ajmsi-5420	183	28	operators	operator	NOUN
ajmsi-5420	183	29	and	and	CCONJ
ajmsi-5420	183	30	a	a	DET
ajmsi-5420	183	31	specialized	specialized	ADJ
ajmsi-5420	183	32	laboratory	laboratory	NOUN
ajmsi-5420	183	33	setting	setting	NOUN
ajmsi-5420	183	34	,	,	PUNCT
ajmsi-5420	183	35	and	and	CCONJ
ajmsi-5420	183	36	the	the	DET
ajmsi-5420	183	37	lack	lack	NOUN
ajmsi-5420	183	38	of	of	ADP
ajmsi-5420	183	39	antibiotic	antibiotic	ADJ
ajmsi-5420	183	40	susceptibility	susceptibility	NOUN
ajmsi-5420	183	41	data	datum	NOUN
ajmsi-5420	183	42	.	.	PUNCT
ajmsi-5420	184	1	additionally	additionally	ADV
ajmsi-5420	184	2	,	,	PUNCT
ajmsi-5420	184	3	pcr	pcr	PROPN
ajmsi-5420	184	4	will	will	AUX
ajmsi-5420	184	5	only	only	ADV
ajmsi-5420	184	6	identify	identify	VERB
ajmsi-5420	184	7	pathogens	pathogen	NOUN
ajmsi-5420	184	8	that	that	PRON
ajmsi-5420	184	9	are	be	AUX
ajmsi-5420	184	10	specifically	specifically	ADV
ajmsi-5420	184	11	targeted	target	VERB
ajmsi-5420	184	12	by	by	ADP
ajmsi-5420	184	13	the	the	DET
ajmsi-5420	184	14	assay	assay	PROPN
ajmsi-5420	184	15	design	design	NOUN
ajmsi-5420	184	16	,	,	PUNCT
ajmsi-5420	184	17	potentially	potentially	ADV
ajmsi-5420	184	18	missing	miss	VERB
ajmsi-5420	184	19	rare	rare	ADJ
ajmsi-5420	184	20	and	and	CCONJ
ajmsi-5420	184	21	unexpected	unexpected	ADJ
ajmsi-5420	184	22	organisms	organism	NOUN
ajmsi-5420	184	23	or	or	CCONJ
ajmsi-5420	184	24	strains	strain	NOUN
ajmsi-5420	184	25	with	with	ADP
ajmsi-5420	184	26	variations	variation	NOUN
ajmsi-5420	184	27	.	.	PUNCT
ajmsi-5420	185	1	microscopy	microscopy	VERB
ajmsi-5420	185	2	the	the	DET
ajmsi-5420	185	3	direct	direct	ADJ
ajmsi-5420	185	4	examination	examination	NOUN
ajmsi-5420	185	5	of	of	ADP
ajmsi-5420	185	6	samples	sample	NOUN
ajmsi-5420	185	7	under	under	ADP
ajmsi-5420	185	8	a	a	DET
ajmsi-5420	185	9	microscope	microscope	NOUN
ajmsi-5420	185	10	,	,	PUNCT
ajmsi-5420	185	11	possibly	possibly	ADV
ajmsi-5420	185	12	utilizing	utilize	VERB
ajmsi-5420	185	13	staining	stain	VERB
ajmsi-5420	185	14	methods	method	NOUN
ajmsi-5420	185	15	like	like	ADP
ajmsi-5420	185	16	gram	gram	NOUN
ajmsi-5420	185	17	stain	stain	NOUN
ajmsi-5420	185	18	,	,	PUNCT
ajmsi-5420	185	19	can	can	AUX
ajmsi-5420	185	20	disclose	disclose	VERB
ajmsi-5420	185	21	the	the	DET
ajmsi-5420	185	22	presence	presence	NOUN
ajmsi-5420	185	23	and	and	CCONJ
ajmsi-5420	185	24	morphology	morphology	NOUN
ajmsi-5420	185	25	of	of	ADP
ajmsi-5420	185	26	bacteria	bacteria	NOUN
ajmsi-5420	185	27	.	.	PUNCT
ajmsi-5420	186	1	this	this	DET
ajmsi-5420	186	2	technique	technique	NOUN
ajmsi-5420	186	3	aids	aid	NOUN
ajmsi-5420	186	4	in	in	ADP
ajmsi-5420	186	5	the	the	DET
ajmsi-5420	186	6	preliminary	preliminary	ADJ
ajmsi-5420	186	7	identification	identification	NOUN
ajmsi-5420	186	8	based	base	VERB
ajmsi-5420	186	9	on	on	ADP
ajmsi-5420	186	10	characteristics	characteristic	NOUN
ajmsi-5420	186	11	such	such	ADJ
ajmsi-5420	186	12	as	as	ADP
ajmsi-5420	186	13	shape	shape	NOUN
ajmsi-5420	186	14	,	,	PUNCT
ajmsi-5420	186	15	size	size	NOUN
ajmsi-5420	186	16	,	,	PUNCT
ajmsi-5420	186	17	and	and	CCONJ
ajmsi-5420	186	18	staining	stain	VERB
ajmsi-5420	186	19	properties	property	NOUN
ajmsi-5420	186	20	.	.	PUNCT
ajmsi-5420	187	1	bright	bright	ADJ
ajmsi-5420	187	2	-	-	PUNCT
ajmsi-5420	187	3	field	field	NOUN
ajmsi-5420	187	4	microscopy	microscopy	NOUN
ajmsi-5420	187	5	this	this	PRON
ajmsi-5420	187	6	is	be	AUX
ajmsi-5420	187	7	the	the	DET
ajmsi-5420	187	8	most	most	ADV
ajmsi-5420	187	9	prevalent	prevalent	ADJ
ajmsi-5420	187	10	form	form	NOUN
ajmsi-5420	187	11	of	of	ADP
ajmsi-5420	187	12	microscopy	microscopy	NOUN
ajmsi-5420	187	13	utilized	utilize	VERB
ajmsi-5420	187	14	,	,	PUNCT
ajmsi-5420	187	15	frequently	frequently	ADV
ajmsi-5420	187	16	alongside	alongside	ADV
ajmsi-5420	187	17	with	with	ADP
ajmsi-5420	187	18	gram	gram	NOUN
ajmsi-5420	187	19	staining	staining	NOUN
ajmsi-5420	187	20	.	.	PUNCT
ajmsi-5420	188	1	pa	pa	PROPN
ajmsi-5420	188	2	ge	ge	PROPN
ajmsi-5420	188	3	59	59	NUM
ajmsi-5420	188	4	https://journals.e-palli.com/home/index.php/ajmsi	https://journals.e-palli.com/home/index.php/ajmsi	PROPN
ajmsi-5420	188	5	am	be	AUX
ajmsi-5420	188	6	.	.	PUNCT
ajmsi-5420	189	1	j.	j.	PROPN
ajmsi-5420	189	2	med	med	PROPN
ajmsi-5420	189	3	.	.	PUNCT
ajmsi-5420	190	1	sci	sci	PROPN
ajmsi-5420	190	2	.	.	PUNCT
ajmsi-5420	190	3	innov	innov	PROPN
ajmsi-5420	190	4	.	.	PUNCT
ajmsi-5420	191	1	4(2	4(2	NUM
ajmsi-5420	191	2	)	)	PUNCT
ajmsi-5420	192	1	53	53	NUM
ajmsi-5420	192	2	-	-	SYM
ajmsi-5420	192	3	72	72	NUM
ajmsi-5420	192	4	,	,	PUNCT
ajmsi-5420	192	5	2025	2025	NUM
ajmsi-5420	192	6	gram	gram	NOUN
ajmsi-5420	192	7	staining	stain	VERB
ajmsi-5420	192	8	this	this	DET
ajmsi-5420	192	9	technique	technique	NOUN
ajmsi-5420	192	10	categorizes	categorize	VERB
ajmsi-5420	192	11	bacteria	bacteria	NOUN
ajmsi-5420	192	12	into	into	ADP
ajmsi-5420	192	13	gram	gram	NOUN
ajmsi-5420	192	14	-	-	PUNCT
ajmsi-5420	192	15	positive	positive	ADJ
ajmsi-5420	192	16	and	and	CCONJ
ajmsi-5420	192	17	gram	gram	NOUN
ajmsi-5420	192	18	-	-	PUNCT
ajmsi-5420	192	19	negative	negative	ADJ
ajmsi-5420	192	20	groups	group	NOUN
ajmsi-5420	192	21	based	base	VERB
ajmsi-5420	192	22	on	on	ADP
ajmsi-5420	192	23	their	their	PRON
ajmsi-5420	192	24	cell	cell	NOUN
ajmsi-5420	192	25	wall	wall	NOUN
ajmsi-5420	192	26	composition	composition	NOUN
ajmsi-5420	192	27	,	,	PUNCT
ajmsi-5420	192	28	offering	offer	VERB
ajmsi-5420	192	29	insights	insight	NOUN
ajmsi-5420	192	30	into	into	ADP
ajmsi-5420	192	31	the	the	DET
ajmsi-5420	192	32	bacterial	bacterial	ADJ
ajmsi-5420	192	33	identity	identity	NOUN
ajmsi-5420	192	34	.	.	PUNCT
ajmsi-5420	193	1	other	other	ADJ
ajmsi-5420	193	2	staining	stain	VERB
ajmsi-5420	193	3	techniques	technique	NOUN
ajmsi-5420	193	4	depending	depend	VERB
ajmsi-5420	193	5	on	on	ADP
ajmsi-5420	193	6	the	the	DET
ajmsi-5420	193	7	suspected	suspect	VERB
ajmsi-5420	193	8	infection	infection	NOUN
ajmsi-5420	193	9	,	,	PUNCT
ajmsi-5420	193	10	alternative	alternative	ADJ
ajmsi-5420	193	11	stains	stain	NOUN
ajmsi-5420	193	12	such	such	ADJ
ajmsi-5420	193	13	as	as	ADP
ajmsi-5420	193	14	acid	acid	NOUN
ajmsi-5420	193	15	-	-	PUNCT
ajmsi-5420	193	16	fast	fast	ADJ
ajmsi-5420	193	17	stains	stain	NOUN
ajmsi-5420	193	18	(	(	PUNCT
ajmsi-5420	193	19	for	for	ADP
ajmsi-5420	193	20	mycobacteria	mycobacteria	NOUN
ajmsi-5420	193	21	)	)	PUNCT
ajmsi-5420	193	22	or	or	CCONJ
ajmsi-5420	193	23	capsule	capsule	NOUN
ajmsi-5420	193	24	stains	stain	NOUN
ajmsi-5420	193	25	(	(	PUNCT
ajmsi-5420	193	26	for	for	ADP
ajmsi-5420	193	27	detecting	detect	VERB
ajmsi-5420	193	28	capsules	capsule	NOUN
ajmsi-5420	193	29	)	)	PUNCT
ajmsi-5420	193	30	may	may	AUX
ajmsi-5420	193	31	be	be	AUX
ajmsi-5420	193	32	utilized	utilize	VERB
ajmsi-5420	193	33	.	.	PUNCT
ajmsi-5420	194	1	wet	wet	ADJ
ajmsi-5420	194	2	mount	mount	PROPN
ajmsi-5420	194	3	microscopy	microscopy	VERB
ajmsi-5420	194	4	this	this	DET
ajmsi-5420	194	5	technique	technique	NOUN
ajmsi-5420	194	6	involves	involve	VERB
ajmsi-5420	194	7	the	the	DET
ajmsi-5420	194	8	examination	examination	NOUN
ajmsi-5420	194	9	of	of	ADP
ajmsi-5420	194	10	a	a	DET
ajmsi-5420	194	11	sample	sample	NOUN
ajmsi-5420	194	12	within	within	ADP
ajmsi-5420	194	13	a	a	DET
ajmsi-5420	194	14	liquid	liquid	ADJ
ajmsi-5420	194	15	medium	medium	NOUN
ajmsi-5420	194	16	,	,	PUNCT
ajmsi-5420	194	17	commonly	commonly	ADV
ajmsi-5420	194	18	used	use	VERB
ajmsi-5420	194	19	for	for	ADP
ajmsi-5420	194	20	detecting	detect	VERB
ajmsi-5420	194	21	bacteria	bacteria	NOUN
ajmsi-5420	194	22	in	in	ADP
ajmsi-5420	194	23	bodily	bodily	ADJ
ajmsi-5420	194	24	fluids	fluid	NOUN
ajmsi-5420	194	25	like	like	ADP
ajmsi-5420	194	26	cerebrospinal	cerebrospinal	ADJ
ajmsi-5420	194	27	fluid	fluid	NOUN
ajmsi-5420	194	28	or	or	CCONJ
ajmsi-5420	194	29	for	for	ADP
ajmsi-5420	194	30	identifying	identify	VERB
ajmsi-5420	194	31	bacteria	bacteria	NOUN
ajmsi-5420	194	32	in	in	ADP
ajmsi-5420	194	33	vaginal	vaginal	ADJ
ajmsi-5420	194	34	or	or	CCONJ
ajmsi-5420	194	35	wound	wound	NOUN
ajmsi-5420	194	36	swabs	swab	NOUN
ajmsi-5420	194	37	.	.	PUNCT
ajmsi-5420	195	1	fluorescence	fluorescence	NOUN
ajmsi-5420	195	2	microscopy	microscopy	VERB
ajmsi-5420	195	3	this	this	DET
ajmsi-5420	195	4	method	method	NOUN
ajmsi-5420	195	5	employs	employ	VERB
ajmsi-5420	195	6	fluorescent	fluorescent	ADJ
ajmsi-5420	195	7	dyes	dye	NOUN
ajmsi-5420	195	8	that	that	PRON
ajmsi-5420	195	9	attach	attach	VERB
ajmsi-5420	195	10	to	to	AUX
ajmsi-5420	195	11	specific	specific	ADJ
ajmsi-5420	195	12	bacterial	bacterial	ADJ
ajmsi-5420	195	13	components	component	NOUN
ajmsi-5420	195	14	,	,	PUNCT
ajmsi-5420	195	15	facilitating	facilitate	VERB
ajmsi-5420	195	16	highly	highly	ADV
ajmsi-5420	195	17	specific	specific	ADJ
ajmsi-5420	195	18	and	and	CCONJ
ajmsi-5420	195	19	sensitive	sensitive	ADJ
ajmsi-5420	195	20	detection	detection	NOUN
ajmsi-5420	195	21	of	of	ADP
ajmsi-5420	195	22	bacteria	bacteria	NOUN
ajmsi-5420	195	23	.	.	PUNCT
ajmsi-5420	196	1	culture	culture	NOUN
ajmsi-5420	196	2	techniques	technique	NOUN
ajmsi-5420	196	3	samples	sample	NOUN
ajmsi-5420	196	4	are	be	AUX
ajmsi-5420	196	5	cultivated	cultivate	VERB
ajmsi-5420	196	6	on	on	ADP
ajmsi-5420	196	7	various	various	ADJ
ajmsi-5420	196	8	media	medium	NOUN
ajmsi-5420	196	9	to	to	PART
ajmsi-5420	196	10	promote	promote	VERB
ajmsi-5420	196	11	bacterial	bacterial	ADJ
ajmsi-5420	196	12	growth	growth	NOUN
ajmsi-5420	196	13	.	.	PUNCT
ajmsi-5420	197	1	selective	selective	ADJ
ajmsi-5420	197	2	media	medium	NOUN
ajmsi-5420	197	3	are	be	AUX
ajmsi-5420	197	4	employed	employ	VERB
ajmsi-5420	197	5	to	to	PART
ajmsi-5420	197	6	isolate	isolate	VERB
ajmsi-5420	197	7	particular	particular	ADJ
ajmsi-5420	197	8	types	type	NOUN
ajmsi-5420	197	9	of	of	ADP
ajmsi-5420	197	10	bacteria	bacteria	NOUN
ajmsi-5420	197	11	.	.	PUNCT
ajmsi-5420	198	1	the	the	DET
ajmsi-5420	198	2	growth	growth	NOUN
ajmsi-5420	198	3	characteristics	characteristic	NOUN
ajmsi-5420	198	4	,	,	PUNCT
ajmsi-5420	198	5	colony	colony	NOUN
ajmsi-5420	198	6	morphology	morphology	NOUN
ajmsi-5420	198	7	,	,	PUNCT
ajmsi-5420	198	8	and	and	CCONJ
ajmsi-5420	198	9	biochemical	biochemical	ADJ
ajmsi-5420	198	10	reactions	reaction	NOUN
ajmsi-5420	198	11	of	of	ADP
ajmsi-5420	198	12	the	the	DET
ajmsi-5420	198	13	isolated	isolate	VERB
ajmsi-5420	198	14	bacteria	bacteria	NOUN
ajmsi-5420	198	15	are	be	AUX
ajmsi-5420	198	16	subsequently	subsequently	ADV
ajmsi-5420	198	17	examined	examine	VERB
ajmsi-5420	198	18	.	.	PUNCT
ajmsi-5420	199	1	biochemical	biochemical	ADJ
ajmsi-5420	199	2	tests	test	NOUN
ajmsi-5420	199	3	these	these	DET
ajmsi-5420	199	4	assessments	assessment	NOUN
ajmsi-5420	199	5	evaluate	evaluate	VERB
ajmsi-5420	199	6	the	the	DET
ajmsi-5420	199	7	metabolic	metabolic	NOUN
ajmsi-5420	199	8	characteristics	characteristic	NOUN
ajmsi-5420	199	9	of	of	ADP
ajmsi-5420	199	10	bacteria	bacteria	NOUN
ajmsi-5420	199	11	,	,	PUNCT
ajmsi-5420	199	12	including	include	VERB
ajmsi-5420	199	13	their	their	PRON
ajmsi-5420	199	14	capacity	capacity	NOUN
ajmsi-5420	199	15	to	to	PART
ajmsi-5420	199	16	utilize	utilize	VERB
ajmsi-5420	199	17	specific	specific	ADJ
ajmsi-5420	199	18	sugars	sugar	NOUN
ajmsi-5420	199	19	or	or	CCONJ
ajmsi-5420	199	20	produce	produce	VERB
ajmsi-5420	199	21	certain	certain	ADJ
ajmsi-5420	199	22	enzymes	enzyme	NOUN
ajmsi-5420	199	23	.	.	PUNCT
ajmsi-5420	200	1	an	an	DET
ajmsi-5420	200	2	example	example	NOUN
ajmsi-5420	200	3	is	be	AUX
ajmsi-5420	200	4	the	the	DET
ajmsi-5420	200	5	coagulase	coagulase	PROPN
ajmsi-5420	200	6	test	test	NOUN
ajmsi-5420	200	7	for	for	ADP
ajmsi-5420	200	8	staphylococcus	staphylococcus	NOUN
ajmsi-5420	200	9	aureus	aureus	NOUN
ajmsi-5420	200	10	.	.	PUNCT
ajmsi-5420	201	1	a	a	DET
ajmsi-5420	201	2	coagulase	coagulase	NOUN
ajmsi-5420	201	3	test	test	NOUN
ajmsi-5420	201	4	is	be	AUX
ajmsi-5420	201	5	a	a	DET
ajmsi-5420	201	6	biochemical	biochemical	ADJ
ajmsi-5420	201	7	assay	assay	NOUN
ajmsi-5420	201	8	utilized	utilize	VERB
ajmsi-5420	201	9	to	to	PART
ajmsi-5420	201	10	distinguish	distinguish	VERB
ajmsi-5420	201	11	staphylococcus	staphylococcus	NOUN
ajmsi-5420	201	12	aureus	aureus	NOUN
ajmsi-5420	201	13	from	from	ADP
ajmsi-5420	201	14	other	other	ADJ
ajmsi-5420	201	15	species	specie	NOUN
ajmsi-5420	201	16	of	of	ADP
ajmsi-5420	201	17	staphylococci	staphylococci	NOUN
ajmsi-5420	201	18	,	,	PUNCT
ajmsi-5420	201	19	such	such	ADJ
ajmsi-5420	201	20	as	as	ADP
ajmsi-5420	201	21	s.	s.	PROPN
ajmsi-5420	201	22	epidermidis	epidermidis	PROPN
ajmsi-5420	201	23	and	and	CCONJ
ajmsi-5420	201	24	s.	s.	PROPN
ajmsi-5420	201	25	saprophyticus	saprophyticus	PROPN
ajmsi-5420	201	26	,	,	PUNCT
ajmsi-5420	201	27	based	base	VERB
ajmsi-5420	201	28	on	on	ADP
ajmsi-5420	201	29	their	their	PRON
ajmsi-5420	201	30	capacity	capacity	NOUN
ajmsi-5420	201	31	to	to	PART
ajmsi-5420	201	32	produce	produce	VERB
ajmsi-5420	201	33	the	the	DET
ajmsi-5420	201	34	coagulase	coagulase	NOUN
ajmsi-5420	201	35	enzyme	enzyme	NOUN
ajmsi-5420	201	36	.	.	PUNCT
ajmsi-5420	202	1	coagulase	coagulase	PROPN
ajmsi-5420	202	2	can	can	AUX
ajmsi-5420	202	3	be	be	AUX
ajmsi-5420	202	4	identified	identify	VERB
ajmsi-5420	202	5	using	use	VERB
ajmsi-5420	202	6	two	two	NUM
ajmsi-5420	202	7	distinct	distinct	ADJ
ajmsi-5420	202	8	methods	method	NOUN
ajmsi-5420	202	9	:	:	PUNCT
ajmsi-5420	202	10	the	the	DET
ajmsi-5420	202	11	tube	tube	NOUN
ajmsi-5420	202	12	test	test	NOUN
ajmsi-5420	202	13	and	and	CCONJ
ajmsi-5420	202	14	the	the	DET
ajmsi-5420	202	15	slide	slide	NOUN
ajmsi-5420	202	16	test	test	NOUN
ajmsi-5420	202	17	.	.	PUNCT
ajmsi-5420	203	1	slide	slide	NOUN
ajmsi-5420	203	2	test	test	NOUN
ajmsi-5420	203	3	1	1	NUM
ajmsi-5420	203	4	.	.	PUNCT
ajmsi-5420	203	5	approximately	approximately	ADV
ajmsi-5420	203	6	10	10	NUM
ajmsi-5420	203	7	µl	µl	NOUN
ajmsi-5420	203	8	of	of	ADP
ajmsi-5420	203	9	deionized	deionize	VERB
ajmsi-5420	203	10	water	water	NOUN
ajmsi-5420	203	11	or	or	CCONJ
ajmsi-5420	203	12	physiological	physiological	ADJ
ajmsi-5420	203	13	saline	saline	NOUN
ajmsi-5420	203	14	is	be	AUX
ajmsi-5420	203	15	placed	place	VERB
ajmsi-5420	203	16	on	on	ADP
ajmsi-5420	203	17	a	a	DET
ajmsi-5420	203	18	slide	slide	NOUN
ajmsi-5420	203	19	.	.	PUNCT
ajmsi-5420	204	1	2	2	X
ajmsi-5420	204	2	.	.	X
ajmsi-5420	204	3	several	several	ADJ
ajmsi-5420	204	4	colonies	colony	NOUN
ajmsi-5420	204	5	from	from	ADP
ajmsi-5420	204	6	a	a	DET
ajmsi-5420	204	7	fresh	fresh	ADJ
ajmsi-5420	204	8	culture	culture	NOUN
ajmsi-5420	204	9	are	be	AUX
ajmsi-5420	204	10	gathered	gather	VERB
ajmsi-5420	204	11	with	with	ADP
ajmsi-5420	204	12	an	an	DET
ajmsi-5420	204	13	inoculating	inoculate	VERB
ajmsi-5420	204	14	loop	loop	NOUN
ajmsi-5420	204	15	and	and	CCONJ
ajmsi-5420	204	16	emulsified	emulsify	VERB
ajmsi-5420	204	17	into	into	ADP
ajmsi-5420	204	18	the	the	DET
ajmsi-5420	204	19	water	water	NOUN
ajmsi-5420	204	20	to	to	PART
ajmsi-5420	204	21	create	create	VERB
ajmsi-5420	204	22	a	a	DET
ajmsi-5420	204	23	smooth	smooth	ADJ
ajmsi-5420	204	24	,	,	PUNCT
ajmsi-5420	204	25	milk	milk	NOUN
ajmsi-5420	204	26	-	-	PUNCT
ajmsi-5420	204	27	colored	color	VERB
ajmsi-5420	204	28	suspension	suspension	NOUN
ajmsi-5420	204	29	.	.	PUNCT
ajmsi-5420	205	1	3	3	X
ajmsi-5420	205	2	.	.	X
ajmsi-5420	205	3	a	a	DET
ajmsi-5420	205	4	drop	drop	NOUN
ajmsi-5420	205	5	of	of	ADP
ajmsi-5420	205	6	rabbit	rabbit	NOUN
ajmsi-5420	205	7	or	or	CCONJ
ajmsi-5420	205	8	human	human	ADJ
ajmsi-5420	205	9	plasma	plasma	NOUN
ajmsi-5420	205	10	is	be	AUX
ajmsi-5420	205	11	then	then	ADV
ajmsi-5420	205	12	added	add	VERB
ajmsi-5420	205	13	to	to	ADP
ajmsi-5420	205	14	the	the	DET
ajmsi-5420	205	15	slide	slide	NOUN
ajmsi-5420	205	16	,	,	PUNCT
ajmsi-5420	205	17	and	and	CCONJ
ajmsi-5420	205	18	clumping	clumping	NOUN
ajmsi-5420	205	19	is	be	AUX
ajmsi-5420	205	20	observed	observe	VERB
ajmsi-5420	205	21	immediately	immediately	ADV
ajmsi-5420	205	22	,	,	PUNCT
ajmsi-5420	205	23	ensuring	ensure	VERB
ajmsi-5420	205	24	it	it	PRON
ajmsi-5420	205	25	does	do	AUX
ajmsi-5420	205	26	not	not	PART
ajmsi-5420	205	27	exceed	exceed	VERB
ajmsi-5420	205	28	10	10	NUM
ajmsi-5420	205	29	seconds	second	NOUN
ajmsi-5420	205	30	.	.	PUNCT
ajmsi-5420	206	1	tube	tube	NOUN
ajmsi-5420	206	2	test	test	NOUN
ajmsi-5420	206	3	1	1	NUM
ajmsi-5420	206	4	.	.	PUNCT
ajmsi-5420	207	1	the	the	DET
ajmsi-5420	207	2	plasma	plasma	NOUN
ajmsi-5420	207	3	is	be	AUX
ajmsi-5420	207	4	diluted	dilute	VERB
ajmsi-5420	207	5	with	with	ADP
ajmsi-5420	207	6	physiological	physiological	ADJ
ajmsi-5420	207	7	saline	saline	NOUN
ajmsi-5420	207	8	(	(	PUNCT
ajmsi-5420	207	9	0.2	0.2	NUM
ajmsi-5420	207	10	ml	ml	NOUN
ajmsi-5420	207	11	of	of	ADP
ajmsi-5420	207	12	plasma	plasma	NOUN
ajmsi-5420	207	13	is	be	AUX
ajmsi-5420	207	14	added	add	VERB
ajmsi-5420	207	15	to	to	ADP
ajmsi-5420	207	16	1.8	1.8	NUM
ajmsi-5420	207	17	ml	ml	NOUN
ajmsi-5420	207	18	of	of	ADP
ajmsi-5420	207	19	saline	saline	NOUN
ajmsi-5420	207	20	)	)	PUNCT
ajmsi-5420	207	21	.	.	PUNCT
ajmsi-5420	208	1	2	2	NUM
ajmsi-5420	208	2	.	.	SYM
ajmsi-5420	208	3	5	5	NUM
ajmsi-5420	208	4	ml	ml	NOUN
ajmsi-5420	208	5	of	of	ADP
ajmsi-5420	208	6	the	the	DET
ajmsi-5420	208	7	diluted	dilute	VERB
ajmsi-5420	208	8	plasma	plasma	NOUN
ajmsi-5420	208	9	is	be	AUX
ajmsi-5420	208	10	subsequently	subsequently	ADV
ajmsi-5420	208	11	transferred	transfer	VERB
ajmsi-5420	208	12	to	to	ADP
ajmsi-5420	208	13	a	a	DET
ajmsi-5420	208	14	test	test	NOUN
ajmsi-5420	208	15	tube	tube	NOUN
ajmsi-5420	208	16	,	,	PUNCT
ajmsi-5420	208	17	followed	follow	VERB
ajmsi-5420	208	18	by	by	ADP
ajmsi-5420	208	19	the	the	DET
ajmsi-5420	208	20	addition	addition	NOUN
ajmsi-5420	208	21	of	of	ADP
ajmsi-5420	208	22	approximately	approximately	ADV
ajmsi-5420	208	23	5	5	NUM
ajmsi-5420	208	24	drops	drop	NOUN
ajmsi-5420	208	25	of	of	ADP
ajmsi-5420	208	26	the	the	DET
ajmsi-5420	208	27	test	test	NOUN
ajmsi-5420	208	28	organism	organism	NOUN
ajmsi-5420	208	29	culture	culture	NOUN
ajmsi-5420	208	30	.	.	PUNCT
ajmsi-5420	209	1	3	3	X
ajmsi-5420	209	2	.	.	X
ajmsi-5420	209	3	the	the	DET
ajmsi-5420	209	4	contents	content	NOUN
ajmsi-5420	209	5	of	of	ADP
ajmsi-5420	209	6	the	the	DET
ajmsi-5420	209	7	test	test	NOUN
ajmsi-5420	209	8	tube	tube	NOUN
ajmsi-5420	209	9	are	be	AUX
ajmsi-5420	209	10	mixed	mixed	ADJ
ajmsi-5420	209	11	and	and	CCONJ
ajmsi-5420	209	12	incubated	incubate	VERB
ajmsi-5420	209	13	at	at	ADP
ajmsi-5420	209	14	37	37	NUM
ajmsi-5420	209	15	°	°	ADP
ajmsi-5420	209	16	c	c	NOUN
ajmsi-5420	209	17	for	for	ADP
ajmsi-5420	209	18	one	one	NUM
ajmsi-5420	209	19	hour	hour	NOUN
ajmsi-5420	209	20	.	.	PUNCT
ajmsi-5420	210	1	4	4	X
ajmsi-5420	210	2	.	.	X
ajmsi-5420	210	3	finally	finally	ADV
ajmsi-5420	210	4	,	,	PUNCT
ajmsi-5420	210	5	the	the	DET
ajmsi-5420	210	6	tube	tube	NOUN
ajmsi-5420	210	7	is	be	AUX
ajmsi-5420	210	8	examined	examine	VERB
ajmsi-5420	210	9	for	for	ADP
ajmsi-5420	210	10	clot	clot	NOUN
ajmsi-5420	210	11	formation	formation	NOUN
ajmsi-5420	210	12	.	.	PUNCT
ajmsi-5420	211	1	if	if	SCONJ
ajmsi-5420	211	2	no	no	DET
ajmsi-5420	211	3	clotting	clotting	NOUN
ajmsi-5420	211	4	is	be	AUX
ajmsi-5420	211	5	detected	detect	VERB
ajmsi-5420	211	6	,	,	PUNCT
ajmsi-5420	211	7	the	the	DET
ajmsi-5420	211	8	tube	tube	NOUN
ajmsi-5420	211	9	should	should	AUX
ajmsi-5420	211	10	be	be	AUX
ajmsi-5420	211	11	checked	check	VERB
ajmsi-5420	211	12	at	at	ADP
ajmsi-5420	211	13	30	30	NUM
ajmsi-5420	211	14	-	-	PUNCT
ajmsi-5420	211	15	minute	minute	NOUN
ajmsi-5420	211	16	intervals	interval	NOUN
ajmsi-5420	211	17	for	for	ADP
ajmsi-5420	211	18	up	up	ADP
ajmsi-5420	211	19	to	to	PART
ajmsi-5420	211	20	6	6	NUM
ajmsi-5420	211	21	hours	hour	NOUN
ajmsi-5420	211	22	.	.	PUNCT
ajmsi-5420	212	1	figure	figure	NOUN
ajmsi-5420	212	2	4	4	NUM
ajmsi-5420	212	3	:	:	PUNCT
ajmsi-5420	212	4	represents	represent	VERB
ajmsi-5420	212	5	the	the	DET
ajmsi-5420	212	6	result	result	NOUN
ajmsi-5420	212	7	of	of	ADP
ajmsi-5420	212	8	different	different	ADJ
ajmsi-5420	212	9	coagulase	coagulase	NOUN
ajmsi-5420	212	10	test	test	NOUN
ajmsi-5420	212	11	appearance	appearance	NOUN
ajmsi-5420	212	12	serological	serological	ADJ
ajmsi-5420	212	13	identification	identification	NOUN
ajmsi-5420	212	14	serological	serological	ADJ
ajmsi-5420	212	15	assessments	assessment	NOUN
ajmsi-5420	212	16	identify	identify	VERB
ajmsi-5420	212	17	bacterial	bacterial	ADJ
ajmsi-5420	212	18	antigens	antigen	NOUN
ajmsi-5420	212	19	or	or	CCONJ
ajmsi-5420	212	20	antibodies	antibody	NOUN
ajmsi-5420	212	21	in	in	ADP
ajmsi-5420	212	22	patient	patient	ADJ
ajmsi-5420	212	23	samples	sample	NOUN
ajmsi-5420	212	24	.	.	PUNCT
ajmsi-5420	213	1	elevated	elevated	ADJ
ajmsi-5420	213	2	or	or	CCONJ
ajmsi-5420	213	3	increasing	increase	VERB
ajmsi-5420	213	4	titers	titer	NOUN
ajmsi-5420	213	5	of	of	ADP
ajmsi-5420	213	6	specific	specific	ADJ
ajmsi-5420	213	7	igg	igg	PROPN
ajmsi-5420	213	8	antibodies	antibody	NOUN
ajmsi-5420	213	9	or	or	CCONJ
ajmsi-5420	213	10	the	the	DET
ajmsi-5420	213	11	detection	detection	NOUN
ajmsi-5420	213	12	of	of	ADP
ajmsi-5420	213	13	igm	igm	PROPN
ajmsi-5420	213	14	antibodies	antibody	NOUN
ajmsi-5420	213	15	may	may	AUX
ajmsi-5420	213	16	indicate	indicate	VERB
ajmsi-5420	213	17	or	or	CCONJ
ajmsi-5420	213	18	confirm	confirm	VERB
ajmsi-5420	213	19	a	a	DET
ajmsi-5420	213	20	diagnosis	diagnosis	NOUN
ajmsi-5420	213	21	.	.	PUNCT
ajmsi-5420	214	1	working	work	VERB
ajmsi-5420	214	2	of	of	ADP
ajmsi-5420	214	3	serological	serological	ADJ
ajmsi-5420	214	4	tests	test	NOUN
ajmsi-5420	214	5	a	a	DET
ajmsi-5420	214	6	blood	blood	NOUN
ajmsi-5420	214	7	sample	sample	NOUN
ajmsi-5420	214	8	is	be	AUX
ajmsi-5420	214	9	collected	collect	VERB
ajmsi-5420	214	10	,	,	PUNCT
ajmsi-5420	214	11	and	and	CCONJ
ajmsi-5420	214	12	the	the	DET
ajmsi-5420	214	13	serum	serum	NOUN
ajmsi-5420	214	14	,	,	PUNCT
ajmsi-5420	214	15	which	which	PRON
ajmsi-5420	214	16	is	be	AUX
ajmsi-5420	214	17	the	the	DET
ajmsi-5420	214	18	liquid	liquid	ADJ
ajmsi-5420	214	19	component	component	NOUN
ajmsi-5420	214	20	of	of	ADP
ajmsi-5420	214	21	the	the	DET
ajmsi-5420	214	22	blood	blood	NOUN
ajmsi-5420	214	23	,	,	PUNCT
ajmsi-5420	214	24	is	be	AUX
ajmsi-5420	214	25	isolated	isolate	VERB
ajmsi-5420	214	26	.	.	PUNCT
ajmsi-5420	215	1	the	the	DET
ajmsi-5420	215	2	serum	serum	NOUN
ajmsi-5420	215	3	is	be	AUX
ajmsi-5420	215	4	subsequently	subsequently	ADV
ajmsi-5420	215	5	analyzed	analyze	VERB
ajmsi-5420	215	6	for	for	ADP
ajmsi-5420	215	7	the	the	DET
ajmsi-5420	215	8	presence	presence	NOUN
ajmsi-5420	215	9	and	and	CCONJ
ajmsi-5420	215	10	quantity	quantity	NOUN
ajmsi-5420	215	11	of	of	ADP
ajmsi-5420	215	12	specific	specific	ADJ
ajmsi-5420	215	13	antibodies	antibody	NOUN
ajmsi-5420	215	14	through	through	ADP
ajmsi-5420	215	15	various	various	ADJ
ajmsi-5420	215	16	methods	method	NOUN
ajmsi-5420	215	17	such	such	ADJ
ajmsi-5420	215	18	as	as	ADP
ajmsi-5420	215	19	:	:	PUNCT
ajmsi-5420	215	20	elisa	elisa	NOUN
ajmsi-5420	215	21	(	(	PUNCT
ajmsi-5420	215	22	enzyme	enzyme	NOUN
ajmsi-5420	215	23	-	-	PUNCT
ajmsi-5420	215	24	linked	link	VERB
ajmsi-5420	215	25	immunosorbent	immunosorbent	NOUN
ajmsi-5420	215	26	assay	assay	NOUN
ajmsi-5420	215	27	)	)	PUNCT
ajmsi-5420	215	28	a	a	DET
ajmsi-5420	215	29	widely	widely	ADV
ajmsi-5420	215	30	used	use	VERB
ajmsi-5420	215	31	technique	technique	NOUN
ajmsi-5420	215	32	that	that	PRON
ajmsi-5420	215	33	employs	employ	VERB
ajmsi-5420	215	34	antibodies	antibody	NOUN
ajmsi-5420	215	35	to	to	PART
ajmsi-5420	215	36	identify	identify	VERB
ajmsi-5420	215	37	antigens	antigen	NOUN
ajmsi-5420	215	38	or	or	CCONJ
ajmsi-5420	215	39	the	the	DET
ajmsi-5420	215	40	reverse	reverse	NOUN
ajmsi-5420	215	41	.	.	PUNCT
ajmsi-5420	216	1	pa	pa	PROPN
ajmsi-5420	216	2	ge	ge	PROPN
ajmsi-5420	216	3	60	60	NUM
ajmsi-5420	216	4	https://journals.e-palli.com/home/index.php/ajmsi	https://journals.e-palli.com/home/index.php/ajmsi	PROPN
ajmsi-5420	216	5	am	be	AUX
ajmsi-5420	216	6	.	.	PUNCT
ajmsi-5420	217	1	j.	j.	PROPN
ajmsi-5420	217	2	med	med	PROPN
ajmsi-5420	217	3	.	.	PUNCT
ajmsi-5420	218	1	sci	sci	PROPN
ajmsi-5420	218	2	.	.	PUNCT
ajmsi-5420	218	3	innov	innov	PROPN
ajmsi-5420	218	4	.	.	PUNCT
ajmsi-5420	219	1	4(2	4(2	NUM
ajmsi-5420	219	2	)	)	PUNCT
ajmsi-5420	220	1	53	53	NUM
ajmsi-5420	220	2	-	-	SYM
ajmsi-5420	220	3	72	72	NUM
ajmsi-5420	220	4	,	,	PUNCT
ajmsi-5420	220	5	2025	2025	NUM
ajmsi-5420	220	6	agglutination	agglutination	NOUN
ajmsi-5420	220	7	tests	test	NOUN
ajmsi-5420	220	8	identify	identify	VERB
ajmsi-5420	220	9	antibodies	antibodie	VERB
ajmsi-5420	220	10	that	that	PRON
ajmsi-5420	220	11	induce	induce	VERB
ajmsi-5420	220	12	the	the	DET
ajmsi-5420	220	13	clumping	clumping	NOUN
ajmsi-5420	220	14	of	of	ADP
ajmsi-5420	220	15	cells	cell	NOUN
ajmsi-5420	220	16	or	or	CCONJ
ajmsi-5420	220	17	particles	particle	NOUN
ajmsi-5420	220	18	.	.	PUNCT
ajmsi-5420	221	1	complement	complement	NOUN
ajmsi-5420	221	2	fixation	fixation	NOUN
ajmsi-5420	221	3	tests	test	NOUN
ajmsi-5420	221	4	identify	identify	VERB
ajmsi-5420	221	5	antibodies	antibody	NOUN
ajmsi-5420	221	6	by	by	ADP
ajmsi-5420	221	7	assessing	assess	VERB
ajmsi-5420	221	8	the	the	DET
ajmsi-5420	221	9	consumption	consumption	NOUN
ajmsi-5420	221	10	of	of	ADP
ajmsi-5420	221	11	complement	complement	NOUN
ajmsi-5420	221	12	proteins	protein	NOUN
ajmsi-5420	221	13	.	.	PUNCT
ajmsi-5420	222	1	immunofluorescence	immunofluorescence	NOUN
ajmsi-5420	222	2	assays	assay	NOUN
ajmsi-5420	222	3	utilize	utilize	VERB
ajmsi-5420	222	4	fluorescently	fluorescently	ADV
ajmsi-5420	222	5	labeled	label	VERB
ajmsi-5420	222	6	antibodies	antibody	NOUN
ajmsi-5420	222	7	to	to	PART
ajmsi-5420	222	8	identify	identify	VERB
ajmsi-5420	222	9	antigens	antigen	NOUN
ajmsi-5420	222	10	or	or	CCONJ
ajmsi-5420	222	11	other	other	ADJ
ajmsi-5420	222	12	antibodies	antibody	NOUN
ajmsi-5420	222	13	.	.	PUNCT
ajmsi-5420	223	1	the	the	DET
ajmsi-5420	223	2	outcomes	outcome	NOUN
ajmsi-5420	223	3	of	of	ADP
ajmsi-5420	223	4	these	these	DET
ajmsi-5420	223	5	tests	test	NOUN
ajmsi-5420	223	6	can	can	AUX
ajmsi-5420	223	7	reveal	reveal	VERB
ajmsi-5420	223	8	whether	whether	SCONJ
ajmsi-5420	223	9	an	an	DET
ajmsi-5420	223	10	individual	individual	NOUN
ajmsi-5420	223	11	has	have	AUX
ajmsi-5420	223	12	been	be	AUX
ajmsi-5420	223	13	exposed	expose	VERB
ajmsi-5420	223	14	to	to	ADP
ajmsi-5420	223	15	a	a	DET
ajmsi-5420	223	16	specific	specific	ADJ
ajmsi-5420	223	17	pathogen	pathogen	NOUN
ajmsi-5420	223	18	or	or	CCONJ
ajmsi-5420	223	19	if	if	SCONJ
ajmsi-5420	223	20	their	their	PRON
ajmsi-5420	223	21	immune	immune	ADJ
ajmsi-5420	223	22	system	system	NOUN
ajmsi-5420	223	23	is	be	AUX
ajmsi-5420	223	24	reacting	react	VERB
ajmsi-5420	223	25	to	to	ADP
ajmsi-5420	223	26	a	a	DET
ajmsi-5420	223	27	vaccine	vaccine	NOUN
ajmsi-5420	223	28	.	.	PUNCT
ajmsi-5420	224	1	molecular	molecular	ADJ
ajmsi-5420	224	2	methods	method	NOUN
ajmsi-5420	224	3	molecular	molecular	ADJ
ajmsi-5420	224	4	techniques	technique	NOUN
ajmsi-5420	224	5	such	such	ADJ
ajmsi-5420	224	6	as	as	ADP
ajmsi-5420	224	7	pcr	pcr	NOUN
ajmsi-5420	224	8	(	(	PUNCT
ajmsi-5420	224	9	polymerase	polymerase	NOUN
ajmsi-5420	224	10	chain	chain	NOUN
ajmsi-5420	224	11	reaction	reaction	NOUN
ajmsi-5420	224	12	)	)	PUNCT
ajmsi-5420	224	13	amplify	amplify	VERB
ajmsi-5420	224	14	specific	specific	ADJ
ajmsi-5420	224	15	bacterial	bacterial	ADJ
ajmsi-5420	224	16	dna	dna	NOUN
ajmsi-5420	224	17	or	or	CCONJ
ajmsi-5420	224	18	rna	rna	NOUN
ajmsi-5420	224	19	sequences	sequence	NOUN
ajmsi-5420	224	20	for	for	ADP
ajmsi-5420	224	21	identification	identification	NOUN
ajmsi-5420	224	22	.	.	PUNCT
ajmsi-5420	225	1	these	these	DET
ajmsi-5420	225	2	methods	method	NOUN
ajmsi-5420	225	3	are	be	AUX
ajmsi-5420	225	4	highly	highly	ADV
ajmsi-5420	225	5	sensitive	sensitive	ADJ
ajmsi-5420	225	6	and	and	CCONJ
ajmsi-5420	225	7	specific	specific	ADJ
ajmsi-5420	225	8	,	,	PUNCT
ajmsi-5420	225	9	capable	capable	ADJ
ajmsi-5420	225	10	of	of	ADP
ajmsi-5420	225	11	detecting	detect	VERB
ajmsi-5420	225	12	even	even	ADV
ajmsi-5420	225	13	nonculturable	nonculturable	ADJ
ajmsi-5420	225	14	bacteria	bacteria	NOUN
ajmsi-5420	225	15	.	.	PUNCT
ajmsi-5420	226	1	maldi	maldi	NOUN
ajmsi-5420	226	2	-	-	PUNCT
ajmsi-5420	226	3	tof	tof	PROPN
ajmsi-5420	226	4	ms	ms	NOUN
ajmsi-5420	226	5	(	(	PUNCT
ajmsi-5420	226	6	matrix	matrix	NOUN
ajmsi-5420	226	7	-	-	PUNCT
ajmsi-5420	226	8	assisted	assist	VERB
ajmsi-5420	226	9	laser	laser	NOUN
ajmsi-5420	226	10	desorption	desorption	NOUN
ajmsi-5420	226	11	ionization	ionization	NOUN
ajmsi-5420	226	12	-	-	PUNCT
ajmsi-5420	226	13	time	time	NOUN
ajmsi-5420	226	14	of	of	ADP
ajmsi-5420	226	15	flight	flight	NOUN
ajmsi-5420	226	16	mass	mass	NOUN
ajmsi-5420	226	17	spectrometry	spectrometry	NOUN
ajmsi-5420	226	18	)	)	PUNCT
ajmsi-5420	226	19	is	be	AUX
ajmsi-5420	226	20	another	another	DET
ajmsi-5420	226	21	molecular	molecular	ADJ
ajmsi-5420	226	22	technique	technique	NOUN
ajmsi-5420	226	23	utilized	utilize	VERB
ajmsi-5420	226	24	for	for	ADP
ajmsi-5420	226	25	rapid	rapid	ADJ
ajmsi-5420	226	26	bacterial	bacterial	ADJ
ajmsi-5420	226	27	identification	identification	NOUN
ajmsi-5420	226	28	through	through	ADP
ajmsi-5420	226	29	the	the	DET
ajmsi-5420	226	30	analysis	analysis	NOUN
ajmsi-5420	226	31	of	of	ADP
ajmsi-5420	226	32	protein	protein	NOUN
ajmsi-5420	226	33	profiles	profile	NOUN
ajmsi-5420	226	34	.	.	PUNCT
ajmsi-5420	227	1	antimicrobial	antimicrobial	ADJ
ajmsi-5420	227	2	susceptibility	susceptibility	NOUN
ajmsi-5420	227	3	testing	testing	NOUN
ajmsi-5420	227	4	(	(	PUNCT
ajmsi-5420	227	5	ast	ast	NOUN
ajmsi-5420	227	6	)	)	PUNCT
ajmsi-5420	227	7	ast	ast	NOUN
ajmsi-5420	227	8	evaluates	evaluate	VERB
ajmsi-5420	227	9	the	the	DET
ajmsi-5420	227	10	efficacy	efficacy	NOUN
ajmsi-5420	227	11	of	of	ADP
ajmsi-5420	227	12	various	various	ADJ
ajmsi-5420	227	13	antibiotics	antibiotic	NOUN
ajmsi-5420	227	14	against	against	ADP
ajmsi-5420	227	15	the	the	DET
ajmsi-5420	227	16	identified	identify	VERB
ajmsi-5420	227	17	bacteria	bacteria	NOUN
ajmsi-5420	227	18	.	.	PUNCT
ajmsi-5420	228	1	this	this	DET
ajmsi-5420	228	2	information	information	NOUN
ajmsi-5420	228	3	assists	assist	VERB
ajmsi-5420	228	4	in	in	ADP
ajmsi-5420	228	5	determining	determine	VERB
ajmsi-5420	228	6	the	the	DET
ajmsi-5420	228	7	appropriate	appropriate	ADJ
ajmsi-5420	228	8	antibiotic	antibiotic	ADJ
ajmsi-5420	228	9	treatment	treatment	NOUN
ajmsi-5420	228	10	.	.	PUNCT
ajmsi-5420	229	1	other	other	ADJ
ajmsi-5420	229	2	techniques	technique	NOUN
ajmsi-5420	229	3	immunofluorescence	immunofluorescence	NOUN
ajmsi-5420	229	4	and	and	CCONJ
ajmsi-5420	229	5	immuno	immuno	ADJ
ajmsi-5420	229	6	-	-	PUNCT
ajmsi-5420	229	7	peroxidase	peroxidase	ADJ
ajmsi-5420	229	8	staining	stain	VERB
ajmsi-5420	229	9	can	can	AUX
ajmsi-5420	229	10	identify	identify	VERB
ajmsi-5420	229	11	specific	specific	ADJ
ajmsi-5420	229	12	microorganisms	microorganism	NOUN
ajmsi-5420	229	13	.	.	PUNCT
ajmsi-5420	230	1	both	both	DET
ajmsi-5420	230	2	techniques	technique	NOUN
ajmsi-5420	230	3	employ	employ	VERB
ajmsi-5420	230	4	antibodies	antibody	NOUN
ajmsi-5420	230	5	to	to	PART
ajmsi-5420	230	6	attach	attach	VERB
ajmsi-5420	230	7	to	to	ADP
ajmsi-5420	230	8	specific	specific	ADJ
ajmsi-5420	230	9	antigens	antigen	NOUN
ajmsi-5420	230	10	;	;	PUNCT
ajmsi-5420	230	11	however	however	ADV
ajmsi-5420	230	12	,	,	PUNCT
ajmsi-5420	230	13	they	they	PRON
ajmsi-5420	230	14	vary	vary	VERB
ajmsi-5420	230	15	in	in	ADP
ajmsi-5420	230	16	their	their	PRON
ajmsi-5420	230	17	visualization	visualization	NOUN
ajmsi-5420	230	18	of	of	ADP
ajmsi-5420	230	19	the	the	DET
ajmsi-5420	230	20	antibody	antibody	NOUN
ajmsi-5420	230	21	-	-	PUNCT
ajmsi-5420	230	22	antigen	antigen	NOUN
ajmsi-5420	230	23	complex	complex	NOUN
ajmsi-5420	230	24	.	.	PUNCT
ajmsi-5420	231	1	immunofluorescence	immunofluorescence	NOUN
ajmsi-5420	231	2	(	(	PUNCT
ajmsi-5420	231	3	if	if	SCONJ
ajmsi-5420	231	4	)	)	PUNCT
ajmsi-5420	231	5	utilizes	utilize	VERB
ajmsi-5420	231	6	fluorescent	fluorescent	ADJ
ajmsi-5420	231	7	dyes	dye	NOUN
ajmsi-5420	231	8	(	(	PUNCT
ajmsi-5420	231	9	fluorophores	fluorophore	NOUN
ajmsi-5420	231	10	)	)	PUNCT
ajmsi-5420	231	11	linked	link	VERB
ajmsi-5420	231	12	to	to	ADP
ajmsi-5420	231	13	antibodies	antibodie	VERB
ajmsi-5420	231	14	,	,	PUNCT
ajmsi-5420	231	15	whereas	whereas	SCONJ
ajmsi-5420	231	16	immunoprecipitation	immunoprecipitation	NOUN
ajmsi-5420	231	17	(	(	PUNCT
ajmsi-5420	231	18	ip	ip	NOUN
ajmsi-5420	231	19	)	)	PUNCT
ajmsi-5420	231	20	employs	employ	VERB
ajmsi-5420	231	21	enzymes	enzyme	NOUN
ajmsi-5420	231	22	(	(	PUNCT
ajmsi-5420	231	23	such	such	ADJ
ajmsi-5420	231	24	as	as	ADP
ajmsi-5420	231	25	horseradish	horseradish	ADJ
ajmsi-5420	231	26	peroxidase	peroxidase	NOUN
ajmsi-5420	231	27	)	)	PUNCT
ajmsi-5420	231	28	that	that	PRON
ajmsi-5420	231	29	facilitate	facilitate	VERB
ajmsi-5420	231	30	a	a	DET
ajmsi-5420	231	31	reaction	reaction	NOUN
ajmsi-5420	231	32	resulting	result	VERB
ajmsi-5420	231	33	in	in	ADP
ajmsi-5420	231	34	a	a	DET
ajmsi-5420	231	35	colored	colored	ADJ
ajmsi-5420	231	36	precipitate	precipitate	NOUN
ajmsi-5420	231	37	.	.	PUNCT
ajmsi-5420	232	1	techniques	technique	NOUN
ajmsi-5420	232	2	immunofluorescence	immunofluorescence	NOUN
ajmsi-5420	232	3	mechanism	mechanism	NOUN
ajmsi-5420	232	4	a	a	DET
ajmsi-5420	232	5	fluorescent	fluorescent	ADJ
ajmsi-5420	232	6	dye	dye	NOUN
ajmsi-5420	232	7	(	(	PUNCT
ajmsi-5420	232	8	fluorophore	fluorophore	NOUN
ajmsi-5420	232	9	)	)	PUNCT
ajmsi-5420	232	10	is	be	AUX
ajmsi-5420	232	11	either	either	CCONJ
ajmsi-5420	232	12	directly	directly	ADV
ajmsi-5420	232	13	or	or	CCONJ
ajmsi-5420	232	14	indirectly	indirectly	ADV
ajmsi-5420	232	15	linked	link	VERB
ajmsi-5420	232	16	to	to	ADP
ajmsi-5420	232	17	the	the	DET
ajmsi-5420	232	18	antibody	antibody	NOUN
ajmsi-5420	232	19	that	that	PRON
ajmsi-5420	232	20	attaches	attach	VERB
ajmsi-5420	232	21	to	to	ADP
ajmsi-5420	232	22	the	the	DET
ajmsi-5420	232	23	target	target	NOUN
ajmsi-5420	232	24	antigen	antigen	ADV
ajmsi-5420	232	25	.	.	PUNCT
ajmsi-5420	233	1	visualization	visualization	NOUN
ajmsi-5420	233	2	the	the	DET
ajmsi-5420	233	3	tissue	tissue	NOUN
ajmsi-5420	233	4	is	be	AUX
ajmsi-5420	233	5	analyzed	analyze	VERB
ajmsi-5420	233	6	using	use	VERB
ajmsi-5420	233	7	a	a	DET
ajmsi-5420	233	8	fluorescence	fluorescence	NOUN
ajmsi-5420	233	9	microscope	microscope	NOUN
ajmsi-5420	233	10	,	,	PUNCT
ajmsi-5420	233	11	where	where	SCONJ
ajmsi-5420	233	12	the	the	DET
ajmsi-5420	233	13	fluorophore	fluorophore	NOUN
ajmsi-5420	233	14	emits	emit	VERB
ajmsi-5420	233	15	light	light	NOUN
ajmsi-5420	233	16	at	at	ADP
ajmsi-5420	233	17	a	a	DET
ajmsi-5420	233	18	designated	designate	VERB
ajmsi-5420	233	19	wavelength	wavelength	NOUN
ajmsi-5420	233	20	when	when	SCONJ
ajmsi-5420	233	21	stimulated	stimulate	VERB
ajmsi-5420	233	22	by	by	ADP
ajmsi-5420	233	23	a	a	DET
ajmsi-5420	233	24	light	light	ADJ
ajmsi-5420	233	25	source	source	NOUN
ajmsi-5420	233	26	.	.	PUNCT
ajmsi-5420	234	1	advantages	advantage	NOUN
ajmsi-5420	234	2	1	1	NUM
ajmsi-5420	234	3	.	.	PUNCT
ajmsi-5420	234	4	high	high	ADJ
ajmsi-5420	234	5	sensitivity	sensitivity	NOUN
ajmsi-5420	234	6	.	.	PUNCT
ajmsi-5420	235	1	2	2	X
ajmsi-5420	235	2	.	.	X
ajmsi-5420	235	3	allows	allow	VERB
ajmsi-5420	235	4	for	for	ADP
ajmsi-5420	235	5	the	the	DET
ajmsi-5420	235	6	detection	detection	NOUN
ajmsi-5420	235	7	of	of	ADP
ajmsi-5420	235	8	multiple	multiple	ADJ
ajmsi-5420	235	9	targets	target	NOUN
ajmsi-5420	235	10	at	at	ADP
ajmsi-5420	235	11	once	once	ADV
ajmsi-5420	235	12	(	(	PUNCT
ajmsi-5420	235	13	multicolor	multicolor	NOUN
ajmsi-5420	235	14	if	if	SCONJ
ajmsi-5420	235	15	)	)	PUNCT
ajmsi-5420	235	16	.	.	PUNCT
ajmsi-5420	236	1	3	3	X
ajmsi-5420	236	2	.	.	X
ajmsi-5420	236	3	can	can	AUX
ajmsi-5420	236	4	be	be	AUX
ajmsi-5420	236	5	conducted	conduct	VERB
ajmsi-5420	236	6	on	on	ADP
ajmsi-5420	236	7	either	either	CCONJ
ajmsi-5420	236	8	frozen	frozen	ADJ
ajmsi-5420	236	9	or	or	CCONJ
ajmsi-5420	236	10	fixed	fix	VERB
ajmsi-5420	236	11	tissue	tissue	NOUN
ajmsi-5420	236	12	.	.	PUNCT
ajmsi-5420	237	1	disadvantages	disadvantage	NOUN
ajmsi-5420	237	2	1	1	NUM
ajmsi-5420	237	3	.	.	PUNCT
ajmsi-5420	237	4	requires	require	VERB
ajmsi-5420	237	5	a	a	DET
ajmsi-5420	237	6	specialized	specialized	ADJ
ajmsi-5420	237	7	fluorescence	fluorescence	NOUN
ajmsi-5420	237	8	microscope	microscope	NOUN
ajmsi-5420	237	9	.	.	PUNCT
ajmsi-5420	238	1	2	2	X
ajmsi-5420	238	2	.	.	X
ajmsi-5420	238	3	fluorescence	fluorescence	NOUN
ajmsi-5420	238	4	may	may	AUX
ajmsi-5420	238	5	diminish	diminish	VERB
ajmsi-5420	238	6	,	,	PUNCT
ajmsi-5420	238	7	complicating	complicate	VERB
ajmsi-5420	238	8	the	the	DET
ajmsi-5420	238	9	longterm	longterm	ADJ
ajmsi-5420	238	10	storage	storage	NOUN
ajmsi-5420	238	11	of	of	ADP
ajmsi-5420	238	12	slides	slide	NOUN
ajmsi-5420	238	13	.	.	PUNCT
ajmsi-5420	239	1	3	3	X
ajmsi-5420	239	2	.	.	X
ajmsi-5420	239	3	may	may	AUX
ajmsi-5420	239	4	exhibit	exhibit	VERB
ajmsi-5420	239	5	lower	low	ADJ
ajmsi-5420	239	6	specificity	specificity	NOUN
ajmsi-5420	239	7	compared	compare	VERB
ajmsi-5420	239	8	to	to	ADP
ajmsi-5420	239	9	ip	ip	NOUN
ajmsi-5420	239	10	in	in	ADP
ajmsi-5420	239	11	certain	certain	ADJ
ajmsi-5420	239	12	instances	instance	NOUN
ajmsi-5420	239	13	immuno	immuno	ADJ
ajmsi-5420	239	14	-	-	PUNCT
ajmsi-5420	239	15	peroxidase	peroxidase	NOUN
ajmsi-5420	239	16	(	(	PUNCT
ajmsi-5420	239	17	ip	ip	NOUN
ajmsi-5420	239	18	)	)	PUNCT
ajmsi-5420	239	19	mechanism	mechanism	NOUN
ajmsi-5420	239	20	an	an	DET
ajmsi-5420	239	21	enzyme	enzyme	NOUN
ajmsi-5420	239	22	,	,	PUNCT
ajmsi-5420	239	23	typically	typically	ADV
ajmsi-5420	239	24	horseradish	horseradish	ADJ
ajmsi-5420	239	25	peroxidase	peroxidase	NOUN
ajmsi-5420	239	26	,	,	PUNCT
ajmsi-5420	239	27	is	be	AUX
ajmsi-5420	239	28	linked	link	VERB
ajmsi-5420	239	29	to	to	ADP
ajmsi-5420	239	30	either	either	CCONJ
ajmsi-5420	239	31	the	the	DET
ajmsi-5420	239	32	antibody	antibody	NOUN
ajmsi-5420	239	33	or	or	CCONJ
ajmsi-5420	239	34	a	a	DET
ajmsi-5420	239	35	secondary	secondary	ADJ
ajmsi-5420	239	36	antibody	antibody	NOUN
ajmsi-5420	239	37	.	.	PUNCT
ajmsi-5420	240	1	this	this	DET
ajmsi-5420	240	2	enzyme	enzyme	NOUN
ajmsi-5420	240	3	facilitates	facilitate	VERB
ajmsi-5420	240	4	a	a	DET
ajmsi-5420	240	5	reaction	reaction	NOUN
ajmsi-5420	240	6	with	with	ADP
ajmsi-5420	240	7	a	a	DET
ajmsi-5420	240	8	substrate	substrate	NOUN
ajmsi-5420	240	9	,	,	PUNCT
ajmsi-5420	240	10	resulting	result	VERB
ajmsi-5420	240	11	in	in	ADP
ajmsi-5420	240	12	a	a	DET
ajmsi-5420	240	13	colored	colored	ADJ
ajmsi-5420	240	14	precipitate	precipitate	NOUN
ajmsi-5420	240	15	at	at	ADP
ajmsi-5420	240	16	the	the	DET
ajmsi-5420	240	17	location	location	NOUN
ajmsi-5420	240	18	of	of	ADP
ajmsi-5420	240	19	antigen	antigen	NOUN
ajmsi-5420	240	20	-	-	PUNCT
ajmsi-5420	240	21	antibody	antibody	NOUN
ajmsi-5420	240	22	interaction	interaction	NOUN
ajmsi-5420	240	23	.	.	PUNCT
ajmsi-5420	241	1	visualization	visualization	NOUN
ajmsi-5420	241	2	the	the	DET
ajmsi-5420	241	3	tissue	tissue	NOUN
ajmsi-5420	241	4	is	be	AUX
ajmsi-5420	241	5	analyzed	analyze	VERB
ajmsi-5420	241	6	using	use	VERB
ajmsi-5420	241	7	a	a	DET
ajmsi-5420	241	8	standard	standard	ADJ
ajmsi-5420	241	9	light	light	ADJ
ajmsi-5420	241	10	microscope	microscope	NOUN
ajmsi-5420	241	11	.	.	PUNCT
ajmsi-5420	242	1	advantages	advantage	NOUN
ajmsi-5420	242	2	1	1	NUM
ajmsi-5420	242	3	.	.	PUNCT
ajmsi-5420	243	1	it	it	PRON
ajmsi-5420	243	2	is	be	AUX
ajmsi-5420	243	3	more	more	ADV
ajmsi-5420	243	4	durable	durable	ADJ
ajmsi-5420	243	5	and	and	CCONJ
ajmsi-5420	243	6	less	less	ADV
ajmsi-5420	243	7	susceptible	susceptible	ADJ
ajmsi-5420	243	8	to	to	ADP
ajmsi-5420	243	9	fading	fade	VERB
ajmsi-5420	243	10	compared	compare	VERB
ajmsi-5420	243	11	to	to	ADP
ajmsi-5420	243	12	immunofluorescence	immunofluorescence	NOUN
ajmsi-5420	243	13	(	(	PUNCT
ajmsi-5420	243	14	if	if	SCONJ
ajmsi-5420	243	15	)	)	PUNCT
ajmsi-5420	243	16	.	.	PUNCT
ajmsi-5420	244	1	2	2	X
ajmsi-5420	244	2	.	.	X
ajmsi-5420	244	3	it	it	PRON
ajmsi-5420	244	4	enables	enable	VERB
ajmsi-5420	244	5	permanent	permanent	ADJ
ajmsi-5420	244	6	staining	staining	NOUN
ajmsi-5420	244	7	and	and	CCONJ
ajmsi-5420	244	8	the	the	DET
ajmsi-5420	244	9	ability	ability	NOUN
ajmsi-5420	244	10	to	to	PART
ajmsi-5420	244	11	archive	archive	NOUN
ajmsi-5420	244	12	slides	slide	NOUN
ajmsi-5420	244	13	.	.	PUNCT
ajmsi-5420	245	1	3	3	X
ajmsi-5420	245	2	.	.	X
ajmsi-5420	245	3	it	it	PRON
ajmsi-5420	245	4	can	can	AUX
ajmsi-5420	245	5	be	be	AUX
ajmsi-5420	245	6	applied	apply	VERB
ajmsi-5420	245	7	to	to	ADP
ajmsi-5420	245	8	fixed	fix	VERB
ajmsi-5420	245	9	and	and	CCONJ
ajmsi-5420	245	10	paraffin	paraffin	NOUN
ajmsi-5420	245	11	-	-	PUNCT
ajmsi-5420	245	12	embedded	embed	VERB
ajmsi-5420	245	13	tissues	tissue	NOUN
ajmsi-5420	245	14	.	.	PUNCT
ajmsi-5420	246	1	in	in	ADP
ajmsi-5420	246	2	certain	certain	ADJ
ajmsi-5420	246	3	instances	instance	NOUN
ajmsi-5420	246	4	,	,	PUNCT
ajmsi-5420	246	5	it	it	PRON
ajmsi-5420	246	6	may	may	AUX
ajmsi-5420	246	7	exhibit	exhibit	VERB
ajmsi-5420	246	8	greater	great	ADJ
ajmsi-5420	246	9	specificity	specificity	NOUN
ajmsi-5420	246	10	.	.	PUNCT
ajmsi-5420	247	1	disadvantages	disadvantage	NOUN
ajmsi-5420	247	2	1	1	NUM
ajmsi-5420	247	3	.	.	PUNCT
ajmsi-5420	248	1	it	it	PRON
ajmsi-5420	248	2	may	may	AUX
ajmsi-5420	248	3	demonstrate	demonstrate	VERB
ajmsi-5420	248	4	lower	low	ADJ
ajmsi-5420	248	5	sensitivity	sensitivity	NOUN
ajmsi-5420	248	6	than	than	ADP
ajmsi-5420	248	7	immunofluorescence	immunofluorescence	NOUN
ajmsi-5420	248	8	.	.	PUNCT
ajmsi-5420	249	1	2	2	X
ajmsi-5420	249	2	.	.	X
ajmsi-5420	249	3	the	the	DET
ajmsi-5420	249	4	process	process	NOUN
ajmsi-5420	249	5	can	can	AUX
ajmsi-5420	249	6	be	be	AUX
ajmsi-5420	249	7	more	more	ADJ
ajmsi-5420	249	8	time	time	NOUN
ajmsi-5420	249	9	-	-	PUNCT
ajmsi-5420	249	10	intensive	intensive	ADJ
ajmsi-5420	249	11	.	.	PUNCT
ajmsi-5420	250	1	3	3	X
ajmsi-5420	250	2	.	.	X
ajmsi-5420	250	3	there	there	PRON
ajmsi-5420	250	4	is	be	VERB
ajmsi-5420	250	5	a	a	DET
ajmsi-5420	250	6	risk	risk	NOUN
ajmsi-5420	250	7	of	of	ADP
ajmsi-5420	250	8	background	background	NOUN
ajmsi-5420	250	9	staining	stain	VERB
ajmsi-5420	250	10	due	due	ADP
ajmsi-5420	250	11	to	to	ADP
ajmsi-5420	250	12	the	the	DET
ajmsi-5420	250	13	activity	activity	NOUN
ajmsi-5420	250	14	of	of	ADP
ajmsi-5420	250	15	endogenous	endogenous	ADJ
ajmsi-5420	250	16	peroxidase	peroxidase	NOUN
ajmsi-5420	250	17	.	.	PUNCT
ajmsi-5420	251	1	ai	ai	VERB
ajmsi-5420	251	2	methods	method	NOUN
ajmsi-5420	251	3	can	can	AUX
ajmsi-5420	251	4	be	be	AUX
ajmsi-5420	251	5	broadly	broadly	ADV
ajmsi-5420	251	6	classified	classify	VERB
ajmsi-5420	251	7	into	into	ADP
ajmsi-5420	251	8	three	three	NUM
ajmsi-5420	251	9	main	main	ADJ
ajmsi-5420	251	10	types	type	NOUN
ajmsi-5420	251	11	namely	namely	ADV
ajmsi-5420	251	12	:1	:1	PUNCT
ajmsi-5420	251	13	.	.	PUNCT
ajmsi-5420	252	1	symbolic	symbolic	PROPN
ajmsi-5420	252	2	ai	ai	VERB
ajmsi-5420	253	1	2	2	NUM
ajmsi-5420	253	2	.	.	PUNCT
ajmsi-5420	253	3	machine	machine	NOUN
ajmsi-5420	253	4	learning	learn	VERB
ajmsi-5420	253	5	3	3	NUM
ajmsi-5420	253	6	.	.	PUNCT
ajmsi-5420	253	7	evolutionary	evolutionary	ADJ
ajmsi-5420	253	8	computation	computation	NOUN
ajmsi-5420	253	9	symbolic	symbolic	ADJ
ajmsi-5420	253	10	ai	ai	VERB
ajmsi-5420	253	11	it	it	PRON
ajmsi-5420	253	12	is	be	AUX
ajmsi-5420	253	13	also	also	ADV
ajmsi-5420	253	14	called	call	VERB
ajmsi-5420	253	15	as	as	ADP
ajmsi-5420	253	16	classical	classical	ADJ
ajmsi-5420	253	17	artificial	artificial	ADJ
ajmsi-5420	253	18	intelligence	intelligence	NOUN
ajmsi-5420	253	19	or	or	CCONJ
ajmsi-5420	253	20	logicbased	logicbase	VERB
ajmsi-5420	253	21	artificial	artificial	ADJ
ajmsi-5420	253	22	intelligence	intelligence	NOUN
ajmsi-5420	253	23	.	.	PUNCT
ajmsi-5420	254	1	it	it	PRON
ajmsi-5420	254	2	is	be	AUX
ajmsi-5420	254	3	define	define	VERB
ajmsi-5420	254	4	as	as	ADP
ajmsi-5420	254	5	the	the	DET
ajmsi-5420	254	6	a	a	DET
ajmsi-5420	254	7	subfield	subfield	NOUN
ajmsi-5420	254	8	of	of	ADP
ajmsi-5420	254	9	ai	ai	NOUN
ajmsi-5420	254	10	that	that	PRON
ajmsi-5420	254	11	focuses	focus	VERB
ajmsi-5420	254	12	on	on	ADP
ajmsi-5420	254	13	logic	logic	NOUN
ajmsi-5420	254	14	–	–	PUNCT
ajmsi-5420	254	15	programming	programming	NOUN
ajmsi-5420	254	16	that	that	PRON
ajmsi-5420	254	17	is	be	AUX
ajmsi-5420	254	18	on	on	ADP
ajmsi-5420	254	19	the	the	DET
ajmsi-5420	254	20	symbols	symbol	NOUN
ajmsi-5420	254	21	and	and	CCONJ
ajmsi-5420	254	22	logical	logical	ADJ
ajmsi-5420	254	23	reasoning	reasoning	NOUN
ajmsi-5420	254	24	to	to	PART
ajmsi-5420	254	25	solve	solve	VERB
ajmsi-5420	254	26	problems	problem	NOUN
ajmsi-5420	254	27	rather	rather	ADV
ajmsi-5420	254	28	than	than	ADP
ajmsi-5420	254	29	numerical	numerical	ADJ
ajmsi-5420	254	30	data	datum	NOUN
ajmsi-5420	254	31	.	.	PUNCT
ajmsi-5420	255	1	it	it	PRON
ajmsi-5420	255	2	involves	involve	VERB
ajmsi-5420	255	3	the	the	DET
ajmsi-5420	255	4	certain	certain	ADJ
ajmsi-5420	255	5	rules	rule	NOUN
ajmsi-5420	255	6	and	and	CCONJ
ajmsi-5420	255	7	knowledge	knowledge	NOUN
ajmsi-5420	255	8	to	to	PART
ajmsi-5420	255	9	perform	perform	VERB
ajmsi-5420	255	10	the	the	DET
ajmsi-5420	255	11	tasks	task	NOUN
ajmsi-5420	255	12	like	like	ADP
ajmsi-5420	255	13	logical	logical	ADJ
ajmsi-5420	255	14	reasoning	reasoning	NOUN
ajmsi-5420	255	15	,	,	PUNCT
ajmsi-5420	255	16	problem	problem	NOUN
ajmsi-5420	255	17	-	-	PUNCT
ajmsi-5420	255	18	solving	solve	VERB
ajmsi-5420	255	19	and	and	CCONJ
ajmsi-5420	255	20	language	language	NOUN
ajmsi-5420	255	21	understanding	understanding	NOUN
ajmsi-5420	255	22	.	.	PUNCT
ajmsi-5420	256	1	it	it	PRON
ajmsi-5420	256	2	developed	develop	VERB
ajmsi-5420	256	3	applications	application	NOUN
ajmsi-5420	256	4	such	such	ADJ
ajmsi-5420	256	5	as	as	ADP
ajmsi-5420	256	6	knowledge	knowledge	NOUN
ajmsi-5420	256	7	-	-	PUNCT
ajmsi-5420	256	8	based	base	VERB
ajmsi-5420	256	9	system	system	NOUN
ajmsi-5420	256	10	,	,	PUNCT
ajmsi-5420	256	11	symbolic	symbolic	ADJ
ajmsi-5420	256	12	mathematics	mathematic	NOUN
ajmsi-5420	256	13	,	,	PUNCT
ajmsi-5420	256	14	theorem	theorem	ADJ
ajmsi-5420	256	15	proofs	proof	NOUN
ajmsi-5420	256	16	,	,	PUNCT
ajmsi-5420	256	17	automated	automate	VERB
ajmsi-5420	256	18	planning	planning	NOUN
ajmsi-5420	256	19	and	and	CCONJ
ajmsi-5420	256	20	scheduling	scheduling	NOUN
ajmsi-5420	256	21	system	system	NOUN
ajmsi-5420	256	22	.	.	PUNCT
ajmsi-5420	257	1	researchers	researcher	NOUN
ajmsi-5420	257	2	in	in	ADP
ajmsi-5420	257	3	the	the	DET
ajmsi-5420	257	4	1960s	1960s	NUM
ajmsi-5420	257	5	snd	snd	NOUN
ajmsi-5420	257	6	the	the	DET
ajmsi-5420	257	7	1970s	1970	NOUN
ajmsi-5420	257	8	eventually	eventually	ADV
ajmsi-5420	257	9	stated	state	VERB
ajmsi-5420	257	10	that	that	SCONJ
ajmsi-5420	257	11	symbolic	symbolic	ADJ
ajmsi-5420	257	12	ai	ai	VERB
ajmsi-5420	257	13	with	with	ADP
ajmsi-5420	257	14	machine	machine	NOUN
ajmsi-5420	257	15	learning	learning	NOUN
ajmsi-5420	257	16	successly	successly	ADV
ajmsi-5420	257	17	predict	predict	VERB
ajmsi-5420	257	18	the	the	DET
ajmsi-5420	257	19	logic	logic	ADJ
ajmsi-5420	257	20	theorist	theorist	NOUN
ajmsi-5420	257	21	and	and	CCONJ
ajmsi-5420	257	22	samuel	samuel	PROPN
ajmsi-5420	257	23	’s	’s	PART
ajmsi-5420	257	24	checkers	checker	NOUN
ajmsi-5420	257	25	playing	play	VERB
ajmsi-5420	257	26	program	program	NOUN
ajmsi-5420	257	27	.	.	PUNCT
ajmsi-5420	258	1	this	this	DET
ajmsi-5420	258	2	approach	approach	NOUN
ajmsi-5420	258	3	is	be	AUX
ajmsi-5420	258	4	highly	highly	ADV
ajmsi-5420	258	5	interpretable	interpretable	ADJ
ajmsi-5420	258	6	,	,	PUNCT
ajmsi-5420	258	7	as	as	SCONJ
ajmsi-5420	258	8	it	it	PRON
ajmsi-5420	258	9	can	can	AUX
ajmsi-5420	258	10	easily	easily	ADV
ajmsi-5420	258	11	trace	trace	VERB
ajmsi-5420	258	12	the	the	DET
ajmsi-5420	258	13	reasoning	reasoning	NOUN
ajmsi-5420	258	14	process	process	NOUN
ajmsi-5420	258	15	to	to	ADP
ajmsi-5420	258	16	the	the	DET
ajmsi-5420	258	17	logical	logical	ADJ
ajmsi-5420	258	18	rules	rule	NOUN
ajmsi-5420	258	19	applied	apply	VERB
ajmsi-5420	258	20	.	.	PUNCT
ajmsi-5420	259	1	it	it	PRON
ajmsi-5420	259	2	allows	allow	VERB
ajmsi-5420	259	3	the	the	DET
ajmsi-5420	259	4	system	system	NOUN
ajmsi-5420	259	5	’s	’s	PART
ajmsi-5420	259	6	rule	rule	NOUN
ajmsi-5420	259	7	to	to	ADP
ajmsi-5420	259	8	pa	pa	PROPN
ajmsi-5420	259	9	ge	ge	PROPN
ajmsi-5420	259	10	61	61	NUM
ajmsi-5420	259	11	https://journals.e-palli.com/home/index.php/ajmsi	https://journals.e-palli.com/home/index.php/ajmsi	NOUN
ajmsi-5420	259	12	am	be	AUX
ajmsi-5420	259	13	.	.	PUNCT
ajmsi-5420	260	1	j.	j.	PROPN
ajmsi-5420	260	2	med	med	PROPN
ajmsi-5420	260	3	.	.	PUNCT
ajmsi-5420	261	1	sci	sci	PROPN
ajmsi-5420	261	2	.	.	PUNCT
ajmsi-5420	261	3	innov	innov	PROPN
ajmsi-5420	261	4	.	.	PUNCT
ajmsi-5420	262	1	4(2	4(2	NUM
ajmsi-5420	262	2	)	)	PUNCT
ajmsi-5420	263	1	53	53	NUM
ajmsi-5420	263	2	-	-	SYM
ajmsi-5420	263	3	72	72	NUM
ajmsi-5420	263	4	,	,	PUNCT
ajmsi-5420	263	5	2025	2025	NUM
ajmsi-5420	263	6	modify	modify	VERB
ajmsi-5420	263	7	or	or	CCONJ
ajmsi-5420	263	8	manipulate	manipulate	VERB
ajmsi-5420	263	9	the	the	DET
ajmsi-5420	263	10	ideas	idea	NOUN
ajmsi-5420	263	11	or	or	CCONJ
ajmsi-5420	263	12	a	a	DET
ajmsi-5420	263	13	new	new	ADJ
ajmsi-5420	263	14	information	information	NOUN
ajmsi-5420	263	15	.	.	PUNCT
ajmsi-5420	264	1	it	it	PRON
ajmsi-5420	264	2	is	be	AUX
ajmsi-5420	264	3	very	very	ADV
ajmsi-5420	264	4	useful	useful	ADJ
ajmsi-5420	264	5	techique	techique	NOUN
ajmsi-5420	264	6	as	as	SCONJ
ajmsi-5420	264	7	compared	compare	VERB
ajmsi-5420	264	8	to	to	ADP
ajmsi-5420	264	9	machine	machine	NOUN
ajmsi-5420	264	10	learning	learning	NOUN
ajmsi-5420	264	11	–	–	PUNCT
ajmsi-5420	264	12	it	it	PRON
ajmsi-5420	264	13	doesnot	doesnot	VERB
ajmsi-5420	264	14	require	require	VERB
ajmsi-5420	264	15	the	the	DET
ajmsi-5420	264	16	vast	vast	ADJ
ajmsi-5420	264	17	numerical	numerical	ADJ
ajmsi-5420	264	18	data	datum	NOUN
ajmsi-5420	264	19	,	,	PUNCT
ajmsi-5420	264	20	it	it	PRON
ajmsi-5420	264	21	is	be	AUX
ajmsi-5420	264	22	based	base	VERB
ajmsi-5420	264	23	on	on	ADP
ajmsi-5420	264	24	knowledge	knowledge	NOUN
ajmsi-5420	264	25	,	,	PUNCT
ajmsi-5420	264	26	representation	representation	NOUN
ajmsi-5420	264	27	and	and	CCONJ
ajmsi-5420	264	28	reasoning	reasoning	NOUN
ajmsi-5420	264	29	.	.	PUNCT
ajmsi-5420	265	1	symbolic	symbolic	ADJ
ajmsi-5420	265	2	ai	ai	VERB
ajmsi-5420	265	3	depends	depend	VERB
ajmsi-5420	265	4	on	on	ADP
ajmsi-5420	265	5	the	the	DET
ajmsi-5420	265	6	problem	problem	NOUN
ajmsi-5420	265	7	domain	domain	NOUN
ajmsi-5420	265	8	and	and	CCONJ
ajmsi-5420	265	9	data	datum	NOUN
ajmsi-5420	265	10	availability	availability	NOUN
ajmsi-5420	265	11	whereas	whereas	SCONJ
ajmsi-5420	265	12	machine	machine	NOUN
ajmsi-5420	265	13	learning	learning	NOUN
ajmsi-5420	265	14	requires	require	VERB
ajmsi-5420	265	15	large	large	ADJ
ajmsi-5420	265	16	data	datum	NOUN
ajmsi-5420	265	17	records	record	NOUN
ajmsi-5420	265	18	to	to	PART
ajmsi-5420	265	19	learn	learn	VERB
ajmsi-5420	265	20	and	and	CCONJ
ajmsi-5420	265	21	draw	draw	VERB
ajmsi-5420	265	22	the	the	DET
ajmsi-5420	265	23	pattern	pattern	NOUN
ajmsi-5420	265	24	and	and	CCONJ
ajmsi-5420	265	25	make	make	VERB
ajmsi-5420	265	26	predictions	prediction	NOUN
ajmsi-5420	265	27	.	.	PUNCT
ajmsi-5420	266	1	apart	apart	ADV
ajmsi-5420	266	2	from	from	ADP
ajmsi-5420	266	3	this	this	PRON
ajmsi-5420	266	4	,	,	PUNCT
ajmsi-5420	266	5	it	it	PRON
ajmsi-5420	266	6	can	can	AUX
ajmsi-5420	266	7	help	help	VERB
ajmsi-5420	266	8	in	in	ADP
ajmsi-5420	266	9	the	the	DET
ajmsi-5420	266	10	hybrid	hybrid	NOUN
ajmsi-5420	266	11	systems	system	NOUN
ajmsi-5420	266	12	that	that	PRON
ajmsi-5420	266	13	is	be	AUX
ajmsi-5420	266	14	combining	combine	VERB
ajmsi-5420	266	15	symbolic	symbolic	ADJ
ajmsi-5420	266	16	ai	ai	VERB
ajmsi-5420	266	17	with	with	ADP
ajmsi-5420	266	18	other	other	ADJ
ajmsi-5420	266	19	ai	ai	ADJ
ajmsi-5420	266	20	tools	tool	NOUN
ajmsi-5420	266	21	like	like	ADP
ajmsi-5420	266	22	neural	neural	ADJ
ajmsi-5420	266	23	networks	network	NOUN
ajmsi-5420	266	24	to	to	PART
ajmsi-5420	266	25	increase	increase	VERB
ajmsi-5420	266	26	their	their	PRON
ajmsi-5420	266	27	strength	strength	NOUN
ajmsi-5420	266	28	.	.	PUNCT
ajmsi-5420	267	1	key	key	ADJ
ajmsi-5420	267	2	points	point	NOUN
ajmsi-5420	267	3	of	of	ADP
ajmsi-5420	267	4	symbolic	symbolic	ADJ
ajmsi-5420	267	5	ai	ai	VERB
ajmsi-5420	267	6	knowledge	knowledge	NOUN
ajmsi-5420	267	7	representation	representation	NOUN
ajmsi-5420	267	8	:	:	PUNCT
ajmsi-5420	267	9	symbolic	symbolic	ADJ
ajmsi-5420	267	10	ai	ai	VERB
ajmsi-5420	267	11	has	have	VERB
ajmsi-5420	267	12	ability	ability	NOUN
ajmsi-5420	267	13	to	to	PART
ajmsi-5420	267	14	represent	represent	VERB
ajmsi-5420	267	15	the	the	DET
ajmsi-5420	267	16	knowledge	knowledge	NOUN
ajmsi-5420	267	17	as	as	ADP
ajmsi-5420	267	18	reasonable	reasonable	ADJ
ajmsi-5420	267	19	statement	statement	NOUN
ajmsi-5420	267	20	,	,	PUNCT
ajmsi-5420	267	21	rules	rule	NOUN
ajmsi-5420	267	22	and	and	CCONJ
ajmsi-5420	267	23	symbolic	symbolic	ADJ
ajmsi-5420	267	24	representations	representation	NOUN
ajmsi-5420	267	25	.	.	PUNCT
ajmsi-5420	268	1	symbolic	symbolic	ADJ
ajmsi-5420	268	2	reasoning	reasoning	NOUN
ajmsi-5420	268	3	in	in	ADP
ajmsi-5420	268	4	this	this	DET
ajmsi-5420	268	5	context	context	NOUN
ajmsi-5420	268	6	,	,	PUNCT
ajmsi-5420	268	7	symbols	symbol	NOUN
ajmsi-5420	268	8	and	and	CCONJ
ajmsi-5420	268	9	rules	rule	NOUN
ajmsi-5420	268	10	are	be	AUX
ajmsi-5420	268	11	manipulated	manipulate	VERB
ajmsi-5420	268	12	to	to	PART
ajmsi-5420	268	13	draw	draw	VERB
ajmsi-5420	268	14	inferences	inference	NOUN
ajmsi-5420	268	15	and	and	CCONJ
ajmsi-5420	268	16	derive	derive	ADJ
ajmsi-5420	268	17	results	result	NOUN
ajmsi-5420	268	18	.	.	PUNCT
ajmsi-5420	269	1	logical	logical	ADJ
ajmsi-5420	269	2	inference	inference	NOUN
ajmsi-5420	269	3	with	with	ADP
ajmsi-5420	269	4	the	the	DET
ajmsi-5420	269	5	aid	aid	NOUN
ajmsi-5420	269	6	of	of	ADP
ajmsi-5420	269	7	symbolic	symbolic	ADJ
ajmsi-5420	269	8	ai	ai	PROPN
ajmsi-5420	269	9	,	,	PUNCT
ajmsi-5420	269	10	researchers	researcher	NOUN
ajmsi-5420	269	11	can	can	AUX
ajmsi-5420	269	12	perform	perform	VERB
ajmsi-5420	269	13	the	the	DET
ajmsi-5420	269	14	tasks	task	NOUN
ajmsi-5420	269	15	related	relate	VERB
ajmsi-5420	269	16	to	to	ADP
ajmsi-5420	269	17	logic	logic	NOUN
ajmsi-5420	269	18	–	–	PUNCT
ajmsi-5420	269	19	based	base	VERB
ajmsi-5420	269	20	reasoning	reasoning	NOUN
ajmsi-5420	269	21	such	such	ADJ
ajmsi-5420	269	22	as	as	ADP
ajmsi-5420	269	23	,	,	PUNCT
ajmsi-5420	269	24	problems	problem	NOUN
ajmsi-5420	269	25	solving	solve	VERB
ajmsi-5420	269	26	and	and	CCONJ
ajmsi-5420	269	27	predicting	predict	VERB
ajmsi-5420	269	28	upcoming	upcoming	ADJ
ajmsi-5420	269	29	challenges	challenge	NOUN
ajmsi-5420	269	30	.	.	PUNCT
ajmsi-5420	270	1	rulesbased	rulesbase	VERB
ajmsi-5420	270	2	systems	system	NOUN
ajmsi-5420	270	3	in	in	ADP
ajmsi-5420	270	4	rule	rule	NOUN
ajmsi-5420	270	5	-	-	PUNCT
ajmsi-5420	270	6	based	base	VERB
ajmsi-5420	270	7	systems	system	NOUN
ajmsi-5420	270	8	,	,	PUNCT
ajmsi-5420	270	9	human	human	NOUN
ajmsi-5420	270	10	made	make	VERB
ajmsi-5420	270	11	rules	rule	NOUN
ajmsi-5420	270	12	to	to	PART
ajmsi-5420	270	13	sort	sort	VERB
ajmsi-5420	270	14	,	,	PUNCT
ajmsi-5420	270	15	store	store	NOUN
ajmsi-5420	270	16	,	,	PUNCT
ajmsi-5420	270	17	modify	modify	VERB
ajmsi-5420	270	18	and	and	CCONJ
ajmsi-5420	270	19	manipulate	manipulate	VERB
ajmsi-5420	270	20	the	the	DET
ajmsi-5420	270	21	data	datum	NOUN
ajmsi-5420	270	22	.	.	PUNCT
ajmsi-5420	271	1	it	it	PRON
ajmsi-5420	271	2	describes	describe	VERB
ajmsi-5420	271	3	how	how	SCONJ
ajmsi-5420	271	4	the	the	DET
ajmsi-5420	271	5	system	system	NOUN
ajmsi-5420	271	6	will	will	AUX
ajmsi-5420	271	7	work	work	VERB
ajmsi-5420	271	8	in	in	ADP
ajmsi-5420	271	9	the	the	DET
ajmsi-5420	271	10	particular	particular	ADJ
ajmsi-5420	271	11	situations	situation	NOUN
ajmsi-5420	271	12	by	by	ADP
ajmsi-5420	271	13	following	follow	VERB
ajmsi-5420	271	14	the	the	DET
ajmsi-5420	271	15	different	different	ADJ
ajmsi-5420	271	16	sets	set	NOUN
ajmsi-5420	271	17	of	of	ADP
ajmsi-5420	271	18	rules	rule	NOUN
ajmsi-5420	271	19	.	.	PUNCT
ajmsi-5420	272	1	values	value	NOUN
ajmsi-5420	272	2	or	or	CCONJ
ajmsi-5420	272	3	converting	convert	VERB
ajmsi-5420	272	4	data	datum	NOUN
ajmsi-5420	272	5	formats	format	NOUN
ajmsi-5420	272	6	.	.	PUNCT
ajmsi-5420	273	1	feature	feature	NOUN
ajmsi-5420	273	2	engineering	engineering	NOUN
ajmsi-5420	273	3	identifying	identify	VERB
ajmsi-5420	273	4	and	and	CCONJ
ajmsi-5420	273	5	selecting	select	VERB
ajmsi-5420	273	6	relevant	relevant	ADJ
ajmsi-5420	273	7	features	feature	NOUN
ajmsi-5420	273	8	from	from	ADP
ajmsi-5420	273	9	the	the	DET
ajmsi-5420	273	10	data	datum	NOUN
ajmsi-5420	273	11	that	that	PRON
ajmsi-5420	273	12	can	can	AUX
ajmsi-5420	273	13	be	be	AUX
ajmsi-5420	273	14	used	use	VERB
ajmsi-5420	273	15	as	as	ADP
ajmsi-5420	273	16	input	input	NOUN
ajmsi-5420	273	17	for	for	ADP
ajmsi-5420	273	18	the	the	DET
ajmsi-5420	273	19	model	model	NOUN
ajmsi-5420	273	20	is	be	AUX
ajmsi-5420	273	21	crucial	crucial	ADJ
ajmsi-5420	273	22	.	.	PUNCT
ajmsi-5420	274	1	this	this	DET
ajmsi-5420	274	2	process	process	NOUN
ajmsi-5420	274	3	can	can	AUX
ajmsi-5420	274	4	involve	involve	VERB
ajmsi-5420	274	5	creating	create	VERB
ajmsi-5420	274	6	new	new	ADJ
ajmsi-5420	274	7	features	feature	NOUN
ajmsi-5420	274	8	or	or	CCONJ
ajmsi-5420	274	9	transforming	transform	VERB
ajmsi-5420	274	10	existing	exist	VERB
ajmsi-5420	274	11	ones	one	NOUN
ajmsi-5420	274	12	to	to	PART
ajmsi-5420	274	13	improve	improve	VERB
ajmsi-5420	274	14	the	the	DET
ajmsi-5420	274	15	model	model	NOUN
ajmsi-5420	274	16	’s	’s	PART
ajmsi-5420	274	17	performance	performance	NOUN
ajmsi-5420	274	18	.	.	PUNCT
ajmsi-5420	275	1	model	model	NOUN
ajmsi-5420	275	2	selection	selection	NOUN
ajmsi-5420	275	3	and	and	CCONJ
ajmsi-5420	275	4	training	training	NOUN
ajmsi-5420	275	5	choosing	choose	VERB
ajmsi-5420	275	6	the	the	DET
ajmsi-5420	275	7	appropriate	appropriate	ADJ
ajmsi-5420	275	8	machine	machine	NOUN
ajmsi-5420	275	9	learning	learn	VERB
ajmsi-5420	275	10	algorithm	algorithm	NOUN
ajmsi-5420	275	11	(	(	PUNCT
ajmsi-5420	275	12	e.g.	e.g.	ADV
ajmsi-5420	275	13	,	,	PUNCT
ajmsi-5420	275	14	supervised	supervised	ADJ
ajmsi-5420	275	15	,	,	PUNCT
ajmsi-5420	275	16	unsupervised	unsupervised	ADJ
ajmsi-5420	275	17	,	,	PUNCT
ajmsi-5420	275	18	or	or	CCONJ
ajmsi-5420	275	19	reinforcement	reinforcement	NOUN
ajmsi-5420	275	20	learning	learning	NOUN
ajmsi-5420	275	21	)	)	PUNCT
ajmsi-5420	275	22	and	and	CCONJ
ajmsi-5420	275	23	training	train	VERB
ajmsi-5420	275	24	it	it	PRON
ajmsi-5420	275	25	on	on	ADP
ajmsi-5420	275	26	the	the	DET
ajmsi-5420	275	27	prepared	prepare	VERB
ajmsi-5420	275	28	data	data	NOUN
ajmsi-5420	275	29	is	be	AUX
ajmsi-5420	275	30	a	a	DET
ajmsi-5420	275	31	key	key	ADJ
ajmsi-5420	275	32	step	step	NOUN
ajmsi-5420	275	33	.	.	PUNCT
ajmsi-5420	276	1	this	this	PRON
ajmsi-5420	276	2	involves	involve	VERB
ajmsi-5420	276	3	adjusting	adjust	VERB
ajmsi-5420	276	4	the	the	DET
ajmsi-5420	276	5	model	model	NOUN
ajmsi-5420	276	6	’s	’s	PART
ajmsi-5420	276	7	parameters	parameter	NOUN
ajmsi-5420	276	8	and	and	CCONJ
ajmsi-5420	276	9	evaluating	evaluate	VERB
ajmsi-5420	276	10	its	its	PRON
ajmsi-5420	276	11	performance	performance	NOUN
ajmsi-5420	276	12	.	.	PUNCT
ajmsi-5420	277	1	model	model	NOUN
ajmsi-5420	277	2	evaluation	evaluation	NOUN
ajmsi-5420	277	3	and	and	CCONJ
ajmsi-5420	277	4	validation	validation	NOUN
ajmsi-5420	277	5	after	after	ADP
ajmsi-5420	277	6	training	training	NOUN
ajmsi-5420	277	7	,	,	PUNCT
ajmsi-5420	277	8	the	the	DET
ajmsi-5420	277	9	model	model	NOUN
ajmsi-5420	277	10	’s	’s	PART
ajmsi-5420	277	11	performance	performance	NOUN
ajmsi-5420	277	12	needs	need	VERB
ajmsi-5420	277	13	to	to	PART
ajmsi-5420	277	14	be	be	AUX
ajmsi-5420	277	15	evaluated	evaluate	VERB
ajmsi-5420	277	16	using	use	VERB
ajmsi-5420	277	17	metrics	metric	NOUN
ajmsi-5420	277	18	and	and	CCONJ
ajmsi-5420	277	19	techniques	technique	NOUN
ajmsi-5420	277	20	like	like	ADP
ajmsi-5420	277	21	crossvalidation	crossvalidation	NOUN
ajmsi-5420	277	22	to	to	PART
ajmsi-5420	277	23	assess	assess	VERB
ajmsi-5420	277	24	its	its	PRON
ajmsi-5420	277	25	accuracy	accuracy	NOUN
ajmsi-5420	277	26	and	and	CCONJ
ajmsi-5420	277	27	generalization	generalization	NOUN
ajmsi-5420	277	28	ability	ability	NOUN
ajmsi-5420	277	29	.	.	PUNCT
ajmsi-5420	278	1	deployment	deployment	NOUN
ajmsi-5420	278	2	and	and	CCONJ
ajmsi-5420	278	3	monitoring	monitoring	NOUN
ajmsi-5420	278	4	once	once	SCONJ
ajmsi-5420	278	5	the	the	DET
ajmsi-5420	278	6	model	model	NOUN
ajmsi-5420	278	7	is	be	AUX
ajmsi-5420	278	8	validated	validate	VERB
ajmsi-5420	278	9	,	,	PUNCT
ajmsi-5420	278	10	it	it	PRON
ajmsi-5420	278	11	can	can	AUX
ajmsi-5420	278	12	be	be	AUX
ajmsi-5420	278	13	deployed	deploy	VERB
ajmsi-5420	278	14	to	to	PART
ajmsi-5420	278	15	make	make	VERB
ajmsi-5420	278	16	predictions	prediction	NOUN
ajmsi-5420	278	17	or	or	CCONJ
ajmsi-5420	278	18	decisions	decision	NOUN
ajmsi-5420	278	19	in	in	ADP
ajmsi-5420	278	20	real	real	ADJ
ajmsi-5420	278	21	-	-	PUNCT
ajmsi-5420	278	22	world	world	NOUN
ajmsi-5420	278	23	scenarios	scenario	NOUN
ajmsi-5420	278	24	.	.	PUNCT
ajmsi-5420	279	1	continuous	continuous	ADJ
ajmsi-5420	279	2	monitoring	monitoring	NOUN
ajmsi-5420	279	3	of	of	ADP
ajmsi-5420	279	4	the	the	DET
ajmsi-5420	279	5	model	model	NOUN
ajmsi-5420	279	6	’s	’s	PART
ajmsi-5420	279	7	performance	performance	NOUN
ajmsi-5420	279	8	and	and	CCONJ
ajmsi-5420	279	9	retraining	retrain	VERB
ajmsi-5420	279	10	it	it	PRON
ajmsi-5420	279	11	with	with	ADP
ajmsi-5420	279	12	new	new	ADJ
ajmsi-5420	279	13	data	datum	NOUN
ajmsi-5420	279	14	is	be	AUX
ajmsi-5420	279	15	often	often	ADV
ajmsi-5420	279	16	necessary	necessary	ADJ
ajmsi-5420	279	17	.	.	PUNCT
ajmsi-5420	280	1	types	type	NOUN
ajmsi-5420	280	2	of	of	ADP
ajmsi-5420	280	3	machine	machine	NOUN
ajmsi-5420	280	4	learning	learn	VERB
ajmsi-5420	280	5	algorithms	algorithm	NOUN
ajmsi-5420	280	6	there	there	PRON
ajmsi-5420	280	7	are	be	VERB
ajmsi-5420	280	8	four	four	NUM
ajmsi-5420	280	9	types	type	NOUN
ajmsi-5420	280	10	of	of	ADP
ajmsi-5420	280	11	ml	ml	INTJ
ajmsi-5420	280	12	supervised	supervised	ADJ
ajmsi-5420	280	13	learning	learn	VERB
ajmsi-5420	280	14	this	this	DET
ajmsi-5420	280	15	type	type	NOUN
ajmsi-5420	280	16	of	of	ADP
ajmsi-5420	280	17	ml	ml	PROPN
ajmsi-5420	280	18	uses	use	VERB
ajmsi-5420	280	19	labeled	label	VERB
ajmsi-5420	280	20	data	datum	NOUN
ajmsi-5420	280	21	to	to	ADP
ajmsi-5420	280	22	design	design	NOUN
ajmsi-5420	280	23	models	model	NOUN
ajmsi-5420	280	24	that	that	PRON
ajmsi-5420	280	25	can	can	AUX
ajmsi-5420	280	26	make	make	VERB
ajmsi-5420	280	27	predictions	prediction	NOUN
ajmsi-5420	280	28	or	or	CCONJ
ajmsi-5420	280	29	classifications	classification	NOUN
ajmsi-5420	280	30	.	.	PUNCT
ajmsi-5420	281	1	it	it	PRON
ajmsi-5420	281	2	can	can	AUX
ajmsi-5420	281	3	handle	handle	VERB
ajmsi-5420	281	4	the	the	DET
ajmsi-5420	281	5	regression	regression	NOUN
ajmsi-5420	281	6	problems	problem	NOUN
ajmsi-5420	281	7	where	where	SCONJ
ajmsi-5420	281	8	input	input	NOUN
ajmsi-5420	281	9	and	and	CCONJ
ajmsi-5420	281	10	output	output	NOUN
ajmsi-5420	281	11	variables	variable	NOUN
ajmsi-5420	281	12	have	have	VERB
ajmsi-5420	281	13	a	a	DET
ajmsi-5420	281	14	linear	linear	ADJ
ajmsi-5420	281	15	relationship	relationship	NOUN
ajmsi-5420	281	16	.	.	PUNCT
ajmsi-5420	282	1	for	for	ADP
ajmsi-5420	282	2	example	example	NOUN
ajmsi-5420	282	3	in	in	ADP
ajmsi-5420	282	4	weather	weather	NOUN
ajmsi-5420	282	5	prediction	prediction	NOUN
ajmsi-5420	282	6	,	,	PUNCT
ajmsi-5420	282	7	market	market	NOUN
ajmsi-5420	282	8	trend	trend	NOUN
ajmsi-5420	282	9	analysis	analysis	NOUN
ajmsi-5420	282	10	etc	etc	X
ajmsi-5420	282	11	.	.	X
ajmsi-5420	283	1	unsupervised	unsupervised	ADJ
ajmsi-5420	283	2	learning	learn	VERB
ajmsi-5420	283	3	it	it	PRON
ajmsi-5420	283	4	analyzes	analyze	VERB
ajmsi-5420	283	5	unlabeled	unlabele	VERB
ajmsi-5420	283	6	dataset	dataset	NOUN
ajmsi-5420	283	7	and	and	CCONJ
ajmsi-5420	283	8	discover	discover	VERB
ajmsi-5420	283	9	patterns	pattern	NOUN
ajmsi-5420	283	10	and	and	CCONJ
ajmsi-5420	283	11	structures	structure	NOUN
ajmsi-5420	283	12	without	without	ADP
ajmsi-5420	283	13	any	any	DET
ajmsi-5420	283	14	supervision	supervision	NOUN
ajmsi-5420	283	15	,	,	PUNCT
ajmsi-5420	283	16	such	such	ADJ
ajmsi-5420	283	17	as	as	ADP
ajmsi-5420	283	18	clustering	clustering	NOUN
ajmsi-5420	283	19	or	or	CCONJ
ajmsi-5420	283	20	dimensionality	dimensionality	NOUN
ajmsi-5420	283	21	reduction	reduction	NOUN
ajmsi-5420	283	22	.	.	PUNCT
ajmsi-5420	284	1	it	it	PRON
ajmsi-5420	284	2	is	be	AUX
ajmsi-5420	284	3	also	also	ADV
ajmsi-5420	284	4	help	help	VERB
ajmsi-5420	284	5	to	to	PART
ajmsi-5420	284	6	identify	identify	VERB
ajmsi-5420	284	7	typical	typical	ADJ
ajmsi-5420	284	8	relations	relation	NOUN
ajmsi-5420	284	9	between	between	ADP
ajmsi-5420	284	10	the	the	DET
ajmsi-5420	284	11	large	large	ADJ
ajmsi-5420	284	12	dataset	dataset	NOUN
ajmsi-5420	284	13	variables	variable	NOUN
ajmsi-5420	284	14	.	.	PUNCT
ajmsi-5420	285	1	it	it	PRON
ajmsi-5420	285	2	can	can	AUX
ajmsi-5420	285	3	be	be	AUX
ajmsi-5420	285	4	used	use	VERB
ajmsi-5420	285	5	in	in	ADP
ajmsi-5420	285	6	the	the	DET
ajmsi-5420	285	7	market	market	NOUN
ajmsi-5420	285	8	data	datum	NOUN
ajmsi-5420	285	9	analysis	analysis	NOUN
ajmsi-5420	285	10	.	.	PUNCT
ajmsi-5420	286	1	reinforcement	reinforcement	NOUN
ajmsi-5420	286	2	learning	learn	VERB
ajmsi-5420	286	3	it	it	PRON
ajmsi-5420	286	4	is	be	AUX
ajmsi-5420	286	5	feedback	feedback	NOUN
ajmsi-5420	286	6	based	base	VERB
ajmsi-5420	286	7	process	process	NOUN
ajmsi-5420	286	8	.	.	PUNCT
ajmsi-5420	287	1	it	it	PRON
ajmsi-5420	287	2	automatically	automatically	ADV
ajmsi-5420	287	3	takes	take	VERB
ajmsi-5420	287	4	the	the	DET
ajmsi-5420	287	5	information	information	NOUN
ajmsi-5420	287	6	from	from	ADP
ajmsi-5420	287	7	hit	hit	NOUN
ajmsi-5420	287	8	and	and	CCONJ
ajmsi-5420	287	9	trial	trial	NOUN
ajmsi-5420	287	10	method	method	NOUN
ajmsi-5420	287	11	and	and	CCONJ
ajmsi-5420	287	12	solves	solve	VERB
ajmsi-5420	287	13	the	the	DET
ajmsi-5420	287	14	problems	problem	NOUN
ajmsi-5420	287	15	.	.	PUNCT
ajmsi-5420	288	1	it	it	PRON
ajmsi-5420	288	2	takes	take	VERB
ajmsi-5420	288	3	action	action	NOUN
ajmsi-5420	288	4	,	,	PUNCT
ajmsi-5420	288	5	learns	learn	VERB
ajmsi-5420	288	6	from	from	ADP
ajmsi-5420	288	7	the	the	DET
ajmsi-5420	288	8	experiences	experience	NOUN
ajmsi-5420	288	9	and	and	CCONJ
ajmsi-5420	288	10	improves	improve	VERB
ajmsi-5420	288	11	performance	performance	NOUN
ajmsi-5420	288	12	.	.	PUNCT
ajmsi-5420	289	1	it	it	PRON
ajmsi-5420	289	2	aims	aim	VERB
ajmsi-5420	289	3	to	to	PART
ajmsi-5420	289	4	maximize	maximize	VERB
ajmsi-5420	289	5	the	the	DET
ajmsi-5420	289	6	rewards	reward	NOUN
ajmsi-5420	289	7	by	by	ADP
ajmsi-5420	289	8	doing	do	VERB
ajmsi-5420	289	9	good	good	ADJ
ajmsi-5420	289	10	tasks	task	NOUN
ajmsi-5420	289	11	and	and	CCONJ
ajmsi-5420	289	12	improved	improve	VERB
ajmsi-5420	289	13	productivity	productivity	NOUN
ajmsi-5420	289	14	.	.	PUNCT
ajmsi-5420	290	1	semi	semi	ADJ
ajmsi-5420	290	2	-	-	ADJ
ajmsi-5420	290	3	supervised	supervised	ADJ
ajmsi-5420	290	4	learning	learning	NOUN
ajmsi-5420	290	5	it	it	PRON
ajmsi-5420	290	6	is	be	AUX
ajmsi-5420	290	7	the	the	DET
ajmsi-5420	290	8	combination	combination	NOUN
ajmsi-5420	290	9	of	of	ADP
ajmsi-5420	290	10	both	both	CCONJ
ajmsi-5420	290	11	supervised	supervised	ADJ
ajmsi-5420	290	12	and	and	CCONJ
ajmsi-5420	290	13	unsupervised	unsupervised	ADJ
ajmsi-5420	290	14	machine	machine	NOUN
ajmsi-5420	290	15	learning	learning	NOUN
ajmsi-5420	290	16	.	.	PUNCT
ajmsi-5420	291	1	it	it	PRON
ajmsi-5420	291	2	helpful	helpful	ADJ
ajmsi-5420	291	3	in	in	ADP
ajmsi-5420	291	4	labeled	label	VERB
ajmsi-5420	291	5	and	and	CCONJ
ajmsi-5420	291	6	unlabeled	unlabeled	ADJ
ajmsi-5420	291	7	data	datum	NOUN
ajmsi-5420	291	8	for	for	ADP
ajmsi-5420	291	9	training	training	NOUN
ajmsi-5420	291	10	but	but	CCONJ
ajmsi-5420	291	11	more	more	ADV
ajmsi-5420	291	12	useful	useful	ADJ
ajmsi-5420	291	13	when	when	SCONJ
ajmsi-5420	291	14	labeled	label	VERB
ajmsi-5420	291	15	data	datum	NOUN
ajmsi-5420	291	16	is	be	AUX
ajmsi-5420	291	17	limited	limited	ADJ
ajmsi-5420	291	18	.	.	PUNCT
ajmsi-5420	292	1	evolutionary	evolutionary	ADJ
ajmsi-5420	292	2	computation	computation	NOUN
ajmsi-5420	292	3	it	it	PRON
ajmsi-5420	292	4	is	be	AUX
ajmsi-5420	292	5	the	the	DET
ajmsi-5420	292	6	collectively	collectively	NOUN
ajmsi-5420	292	7	the	the	DET
ajmsi-5420	292	8	efforts	effort	NOUN
ajmsi-5420	292	9	of	of	ADP
ajmsi-5420	292	10	nature	nature	NOUN
ajmsi-5420	292	11	-	-	PUNCT
ajmsi-5420	292	12	inspired	inspire	VERB
ajmsi-5420	292	13	ai	ai	VERB
ajmsi-5420	292	14	algorithms	algorithm	NOUN
ajmsi-5420	292	15	as	as	ADV
ajmsi-5420	292	16	well	well	ADV
ajmsi-5420	292	17	as	as	ADP
ajmsi-5420	292	18	computer	computer	NOUN
ajmsi-5420	292	19	science	science	NOUN
ajmsi-5420	292	20	that	that	PRON
ajmsi-5420	292	21	optimizes	optimize	VERB
ajmsi-5420	292	22	the	the	DET
ajmsi-5420	292	23	machine	machine	NOUN
ajmsi-5420	292	24	learning	learning	NOUN
ajmsi-5420	292	25	(	(	PUNCT
ajmsi-5420	292	26	ml	ml	NOUN
ajmsi-5420	292	27	)	)	PUNCT
ajmsi-5420	292	28	it	it	PRON
ajmsi-5420	292	29	is	be	AUX
ajmsi-5420	292	30	a	a	DET
ajmsi-5420	292	31	subfield	subfield	NOUN
ajmsi-5420	292	32	of	of	ADP
ajmsi-5420	292	33	ai	ai	NOUN
ajmsi-5420	292	34	that	that	DET
ajmsi-5420	292	35	focus	focus	NOUN
ajmsi-5420	292	36	on	on	ADP
ajmsi-5420	292	37	data	datum	NOUN
ajmsi-5420	292	38	or	or	CCONJ
ajmsi-5420	292	39	past	past	ADJ
ajmsi-5420	292	40	experiences	experience	NOUN
ajmsi-5420	292	41	enabling	enable	VERB
ajmsi-5420	292	42	the	the	DET
ajmsi-5420	292	43	computer	computer	NOUN
ajmsi-5420	292	44	to	to	PART
ajmsi-5420	292	45	slove	slove	VERB
ajmsi-5420	292	46	the	the	DET
ajmsi-5420	292	47	problems	problem	NOUN
ajmsi-5420	292	48	without	without	ADP
ajmsi-5420	292	49	the	the	DET
ajmsi-5420	292	50	human	human	ADJ
ajmsi-5420	292	51	interruption	interruption	NOUN
ajmsi-5420	292	52	.	.	PUNCT
ajmsi-5420	293	1	it	it	PRON
ajmsi-5420	293	2	depends	depend	VERB
ajmsi-5420	293	3	on	on	ADP
ajmsi-5420	293	4	algorithms	algorithm	NOUN
ajmsi-5420	293	5	to	to	PART
ajmsi-5420	293	6	inform	inform	VERB
ajmsi-5420	293	7	what	what	PRON
ajmsi-5420	293	8	actions	action	NOUN
ajmsi-5420	293	9	are	be	AUX
ajmsi-5420	293	10	taken	take	VERB
ajmsi-5420	293	11	and	and	CCONJ
ajmsi-5420	293	12	what	what	PRON
ajmsi-5420	293	13	outcomes	outcome	NOUN
ajmsi-5420	293	14	come	come	VERB
ajmsi-5420	293	15	or	or	CCONJ
ajmsi-5420	293	16	decisions	decision	NOUN
ajmsi-5420	293	17	.	.	PUNCT
ajmsi-5420	294	1	data	datum	NOUN
ajmsi-5420	294	2	collection	collection	NOUN
ajmsi-5420	294	3	and	and	CCONJ
ajmsi-5420	294	4	preparation	preparation	NOUN
ajmsi-5420	294	5	machine	machine	NOUN
ajmsi-5420	294	6	learning	learn	VERB
ajmsi-5420	294	7	algorithms	algorithm	NOUN
ajmsi-5420	294	8	require	require	VERB
ajmsi-5420	294	9	data	datum	NOUN
ajmsi-5420	294	10	to	to	PART
ajmsi-5420	294	11	learn	learn	VERB
ajmsi-5420	294	12	from	from	ADP
ajmsi-5420	294	13	.	.	PUNCT
ajmsi-5420	295	1	this	this	PRON
ajmsi-5420	295	2	involves	involve	VERB
ajmsi-5420	295	3	gathering	gathering	NOUN
ajmsi-5420	295	4	,	,	PUNCT
ajmsi-5420	295	5	cleaning	cleaning	NOUN
ajmsi-5420	295	6	,	,	PUNCT
ajmsi-5420	295	7	and	and	CCONJ
ajmsi-5420	295	8	organizing	organize	VERB
ajmsi-5420	295	9	data	datum	NOUN
ajmsi-5420	295	10	,	,	PUNCT
ajmsi-5420	295	11	often	often	ADV
ajmsi-5420	295	12	including	include	VERB
ajmsi-5420	295	13	preprocessing	preprocesse	VERB
ajmsi-5420	295	14	steps	step	NOUN
ajmsi-5420	295	15	like	like	ADP
ajmsi-5420	295	16	handling	handle	VERB
ajmsi-5420	295	17	missing	miss	VERB
ajmsi-5420	295	18	pa	pa	PROPN
ajmsi-5420	295	19	ge	ge	PROPN
ajmsi-5420	295	20	62	62	NUM
ajmsi-5420	295	21	https://journals.e-palli.com/home/index.php/ajmsi	https://journals.e-palli.com/home/index.php/ajmsi	PROPN
ajmsi-5420	295	22	am	be	AUX
ajmsi-5420	295	23	.	.	PUNCT
ajmsi-5420	296	1	j.	j.	PROPN
ajmsi-5420	296	2	med	med	PROPN
ajmsi-5420	296	3	.	.	PUNCT
ajmsi-5420	297	1	sci	sci	PROPN
ajmsi-5420	297	2	.	.	PUNCT
ajmsi-5420	297	3	innov	innov	PROPN
ajmsi-5420	297	4	.	.	PUNCT
ajmsi-5420	298	1	4(2	4(2	NUM
ajmsi-5420	298	2	)	)	PUNCT
ajmsi-5420	299	1	53	53	NUM
ajmsi-5420	299	2	-	-	SYM
ajmsi-5420	299	3	72	72	NUM
ajmsi-5420	299	4	,	,	PUNCT
ajmsi-5420	299	5	2025	2025	NUM
ajmsi-5420	299	6	biological	biological	ADJ
ajmsi-5420	299	7	evolution	evolution	NOUN
ajmsi-5420	299	8	.	.	PUNCT
ajmsi-5420	300	1	it	it	PRON
ajmsi-5420	300	2	can	can	AUX
ajmsi-5420	300	3	provide	provide	VERB
ajmsi-5420	300	4	the	the	DET
ajmsi-5420	300	5	best	good	ADJ
ajmsi-5420	300	6	solutions	solution	NOUN
ajmsi-5420	300	7	for	for	ADP
ajmsi-5420	300	8	a	a	DET
ajmsi-5420	300	9	variety	variety	NOUN
ajmsi-5420	300	10	of	of	ADP
ajmsi-5420	300	11	prooblems	prooblem	NOUN
ajmsi-5420	300	12	like	like	ADP
ajmsi-5420	300	13	genetic	genetic	ADJ
ajmsi-5420	300	14	mutation	mutation	NOUN
ajmsi-5420	300	15	,	,	PUNCT
ajmsi-5420	300	16	hereditary	hereditary	ADJ
ajmsi-5420	300	17	problem	problem	NOUN
ajmsi-5420	300	18	.	.	PUNCT
ajmsi-5420	301	1	evolutionary	evolutionary	ADJ
ajmsi-5420	301	2	processes	process	NOUN
ajmsi-5420	301	3	that	that	PRON
ajmsi-5420	301	4	mimic	mimic	VERB
ajmsi-5420	301	5	biological	biological	ADJ
ajmsi-5420	301	6	evolution	evolution	NOUN
ajmsi-5420	301	7	includes	include	VERB
ajmsi-5420	301	8	inheritance	inheritance	NOUN
ajmsi-5420	301	9	,	,	PUNCT
ajmsi-5420	301	10	mutation	mutation	NOUN
ajmsi-5420	301	11	and	and	CCONJ
ajmsi-5420	301	12	natural	natural	ADJ
ajmsi-5420	301	13	selection	selection	NOUN
ajmsi-5420	301	14	.	.	PUNCT
ajmsi-5420	302	1	working	work	VERB
ajmsi-5420	302	2	of	of	ADP
ajmsi-5420	302	3	ec	ec	PROPN
ajmsi-5420	302	4	:	:	PUNCT
ajmsi-5420	302	5	1	1	X
ajmsi-5420	302	6	.	.	X
ajmsi-5420	302	7	initialization	initialization	NOUN
ajmsi-5420	302	8	:	:	PUNCT
ajmsi-5420	302	9	the	the	DET
ajmsi-5420	302	10	primary	primary	ADJ
ajmsi-5420	302	11	step	step	NOUN
ajmsi-5420	302	12	is	be	AUX
ajmsi-5420	302	13	randomly	randomly	ADV
ajmsi-5420	302	14	population	population	NOUN
ajmsi-5420	302	15	of	of	ADP
ajmsi-5420	302	16	potential	potential	ADJ
ajmsi-5420	302	17	solutions	solution	NOUN
ajmsi-5420	302	18	is	be	AUX
ajmsi-5420	302	19	created	create	VERB
ajmsi-5420	302	20	.	.	PUNCT
ajmsi-5420	303	1	2	2	X
ajmsi-5420	303	2	.	.	X
ajmsi-5420	303	3	evaluation	evaluation	NOUN
ajmsi-5420	303	4	:	:	PUNCT
ajmsi-5420	303	5	according	accord	VERB
ajmsi-5420	303	6	to	to	ADP
ajmsi-5420	303	7	the	the	DET
ajmsi-5420	303	8	fitness	fitness	NOUN
ajmsi-5420	303	9	parameter	parameter	NOUN
ajmsi-5420	303	10	each	each	DET
ajmsi-5420	303	11	solution	solution	NOUN
ajmsi-5420	303	12	is	be	AUX
ajmsi-5420	303	13	evaluated	evaluate	VERB
ajmsi-5420	303	14	that	that	SCONJ
ajmsi-5420	303	15	measures	measure	VERB
ajmsi-5420	303	16	its	its	PRON
ajmsi-5420	303	17	performance	performance	NOUN
ajmsi-5420	303	18	.	.	PUNCT
ajmsi-5420	304	1	3	3	X
ajmsi-5420	304	2	.	.	X
ajmsi-5420	304	3	selection	selection	NOUN
ajmsi-5420	304	4	:	:	PUNCT
ajmsi-5420	304	5	the	the	DET
ajmsi-5420	304	6	best	good	ADJ
ajmsi-5420	304	7	solutions	solution	NOUN
ajmsi-5420	304	8	are	be	AUX
ajmsi-5420	304	9	selected	select	VERB
ajmsi-5420	304	10	to	to	PART
ajmsi-5420	304	11	reproduce	reproduce	VERB
ajmsi-5420	304	12	and	and	CCONJ
ajmsi-5420	304	13	contribute	contribute	VERB
ajmsi-5420	304	14	to	to	ADP
ajmsi-5420	304	15	the	the	DET
ajmsi-5420	304	16	next	next	ADJ
ajmsi-5420	304	17	generation	generation	NOUN
ajmsi-5420	304	18	.	.	PUNCT
ajmsi-5420	305	1	4	4	X
ajmsi-5420	305	2	.	.	X
ajmsi-5420	305	3	recombination	recombination	NOUN
ajmsi-5420	305	4	:	:	PUNCT
ajmsi-5420	305	5	selected	select	VERB
ajmsi-5420	305	6	solutions	solution	NOUN
ajmsi-5420	305	7	are	be	AUX
ajmsi-5420	305	8	combined	combine	VERB
ajmsi-5420	305	9	to	to	PART
ajmsi-5420	305	10	create	create	VERB
ajmsi-5420	305	11	new	new	ADJ
ajmsi-5420	305	12	offspring	offspring	NOUN
ajmsi-5420	305	13	.	.	PUNCT
ajmsi-5420	306	1	5	5	X
ajmsi-5420	306	2	.	.	X
ajmsi-5420	306	3	mutation	mutation	NOUN
ajmsi-5420	306	4	:	:	PUNCT
ajmsi-5420	306	5	random	random	ADJ
ajmsi-5420	306	6	changes	change	NOUN
ajmsi-5420	306	7	are	be	AUX
ajmsi-5420	306	8	introduced	introduce	VERB
ajmsi-5420	306	9	to	to	ADP
ajmsi-5420	306	10	the	the	DET
ajmsi-5420	306	11	new	new	ADJ
ajmsi-5420	306	12	offspring	offspring	NOUN
ajmsi-5420	306	13	.	.	PUNCT
ajmsi-5420	307	1	6	6	X
ajmsi-5420	307	2	.	.	X
ajmsi-5420	307	3	iteration	iteration	NOUN
ajmsi-5420	307	4	:	:	PUNCT
ajmsi-5420	307	5	the	the	DET
ajmsi-5420	307	6	process	process	NOUN
ajmsi-5420	307	7	is	be	AUX
ajmsi-5420	307	8	repeated	repeat	VERB
ajmsi-5420	307	9	,	,	PUNCT
ajmsi-5420	307	10	with	with	ADP
ajmsi-5420	307	11	each	each	DET
ajmsi-5420	307	12	generation	generation	NOUN
ajmsi-5420	307	13	refining	refine	VERB
ajmsi-5420	307	14	the	the	DET
ajmsi-5420	307	15	solutions	solution	NOUN
ajmsi-5420	307	16	until	until	SCONJ
ajmsi-5420	307	17	a	a	DET
ajmsi-5420	307	18	satisfactory	satisfactory	ADJ
ajmsi-5420	307	19	solution	solution	NOUN
ajmsi-5420	307	20	is	be	AUX
ajmsi-5420	307	21	found	find	VERB
ajmsi-5420	307	22	.	.	PUNCT
ajmsi-5420	308	1	benefits	benefit	NOUN
ajmsi-5420	308	2	of	of	ADP
ajmsi-5420	308	3	ec	ec	PROPN
ajmsi-5420	308	4	1	1	NUM
ajmsi-5420	308	5	.	.	PUNCT
ajmsi-5420	308	6	by	by	ADP
ajmsi-5420	308	7	using	use	VERB
ajmsi-5420	308	8	ec	ec	PROPN
ajmsi-5420	308	9	,	,	PUNCT
ajmsi-5420	308	10	one	one	PRON
ajmsi-5420	308	11	can	can	AUX
ajmsi-5420	308	12	handle	handle	VERB
ajmsi-5420	308	13	the	the	DET
ajmsi-5420	308	14	complex	complex	ADJ
ajmsi-5420	308	15	problems	problem	NOUN
ajmsi-5420	308	16	and	and	CCONJ
ajmsi-5420	308	17	variables	variable	NOUN
ajmsi-5420	308	18	to	to	PART
ajmsi-5420	308	19	solve	solve	VERB
ajmsi-5420	308	20	the	the	DET
ajmsi-5420	308	21	relationships	relationship	NOUN
ajmsi-5420	308	22	that	that	PRON
ajmsi-5420	308	23	are	be	AUX
ajmsi-5420	308	24	difficult	difficult	ADJ
ajmsi-5420	308	25	for	for	SCONJ
ajmsi-5420	308	26	traditional	traditional	ADJ
ajmsi-5420	308	27	algorithms	algorithm	NOUN
ajmsi-5420	308	28	to	to	PART
ajmsi-5420	308	29	solve	solve	VERB
ajmsi-5420	308	30	.	.	PUNCT
ajmsi-5420	309	1	2	2	X
ajmsi-5420	309	2	.	.	X
ajmsi-5420	309	3	robustness	robustness	NOUN
ajmsi-5420	309	4	:	:	PUNCT
ajmsi-5420	309	5	ec	ec	PROPN
ajmsi-5420	309	6	algorithms	algorithm	NOUN
ajmsi-5420	309	7	are	be	AUX
ajmsi-5420	309	8	often	often	ADV
ajmsi-5420	309	9	robust	robust	ADJ
ajmsi-5420	309	10	to	to	PART
ajmsi-5420	309	11	noise	noise	NOUN
ajmsi-5420	309	12	and	and	CCONJ
ajmsi-5420	309	13	variations	variation	NOUN
ajmsi-5420	309	14	in	in	ADP
ajmsi-5420	309	15	the	the	DET
ajmsi-5420	309	16	problem	problem	NOUN
ajmsi-5420	309	17	space	space	NOUN
ajmsi-5420	309	18	.	.	PUNCT
ajmsi-5420	310	1	3	3	X
ajmsi-5420	310	2	.	.	X
ajmsi-5420	310	3	ec	ec	PROPN
ajmsi-5420	310	4	can	can	AUX
ajmsi-5420	310	5	be	be	AUX
ajmsi-5420	310	6	used	use	VERB
ajmsi-5420	310	7	in	in	ADP
ajmsi-5420	310	8	various	various	ADJ
ajmsi-5420	310	9	fields	field	NOUN
ajmsi-5420	310	10	,	,	PUNCT
ajmsi-5420	310	11	including	include	VERB
ajmsi-5420	310	12	engineering	engineering	NOUN
ajmsi-5420	310	13	,	,	PUNCT
ajmsi-5420	310	14	finance	finance	NOUN
ajmsi-5420	310	15	,	,	PUNCT
ajmsi-5420	310	16	and	and	CCONJ
ajmsi-5420	310	17	bioinformatics	bioinformatics	NOUN
ajmsi-5420	310	18	.	.	PUNCT
ajmsi-5420	311	1	examples	example	NOUN
ajmsi-5420	311	2	of	of	ADP
ajmsi-5420	311	3	ec	ec	PROPN
ajmsi-5420	311	4	applications	application	NOUN
ajmsi-5420	311	5	1	1	NUM
ajmsi-5420	311	6	.	.	PUNCT
ajmsi-5420	312	1	it	it	PRON
ajmsi-5420	312	2	finds	find	VERB
ajmsi-5420	312	3	the	the	DET
ajmsi-5420	312	4	best	good	ADJ
ajmsi-5420	312	5	solution	solution	NOUN
ajmsi-5420	312	6	to	to	ADP
ajmsi-5420	312	7	a	a	DET
ajmsi-5420	312	8	problem	problem	NOUN
ajmsi-5420	312	9	,	,	PUNCT
ajmsi-5420	312	10	such	such	ADJ
ajmsi-5420	312	11	as	as	ADP
ajmsi-5420	312	12	minimizing	minimize	VERB
ajmsi-5420	312	13	costs	cost	NOUN
ajmsi-5420	312	14	or	or	CCONJ
ajmsi-5420	312	15	maximizing	maximize	VERB
ajmsi-5420	312	16	performance	performance	NOUN
ajmsi-5420	312	17	.	.	PUNCT
ajmsi-5420	313	1	2	2	X
ajmsi-5420	313	2	.	.	X
ajmsi-5420	313	3	with	with	ADP
ajmsi-5420	313	4	the	the	DET
ajmsi-5420	313	5	help	help	NOUN
ajmsi-5420	313	6	of	of	ADP
ajmsi-5420	313	7	machine	machine	NOUN
ajmsi-5420	313	8	learning	learning	NOUN
ajmsi-5420	313	9	,	,	PUNCT
ajmsi-5420	313	10	designing	design	VERB
ajmsi-5420	313	11	and	and	CCONJ
ajmsi-5420	313	12	optimizing	optimize	VERB
ajmsi-5420	313	13	machine	machine	NOUN
ajmsi-5420	313	14	learning	learning	NOUN
ajmsi-5420	313	15	models	model	NOUN
ajmsi-5420	313	16	can	can	AUX
ajmsi-5420	313	17	be	be	AUX
ajmsi-5420	313	18	made	make	VERB
ajmsi-5420	313	19	.	.	PUNCT
ajmsi-5420	314	1	3	3	X
ajmsi-5420	314	2	.	.	X
ajmsi-5420	314	3	it	it	PRON
ajmsi-5420	314	4	helps	help	VERB
ajmsi-5420	314	5	in	in	ADP
ajmsi-5420	314	6	developing	develop	VERB
ajmsi-5420	314	7	algorithms	algorithm	NOUN
ajmsi-5420	314	8	for	for	ADP
ajmsi-5420	314	9	robot	robot	NOUN
ajmsi-5420	314	10	navigation	navigation	NOUN
ajmsi-5420	314	11	and	and	CCONJ
ajmsi-5420	314	12	control	control	NOUN
ajmsi-5420	314	13	.	.	PUNCT
ajmsi-5420	315	1	4	4	X
ajmsi-5420	315	2	.	.	X
ajmsi-5420	315	3	it	it	PRON
ajmsi-5420	315	4	can	can	AUX
ajmsi-5420	315	5	design	design	VERB
ajmsi-5420	315	6	new	new	ADJ
ajmsi-5420	315	7	molecules	molecule	NOUN
ajmsi-5420	315	8	for	for	ADP
ajmsi-5420	315	9	drug	drug	NOUN
ajmsi-5420	315	10	development	development	NOUN
ajmsi-5420	315	11	others	other	NOUN
ajmsi-5420	315	12	distributed	distribute	VERB
ajmsi-5420	315	13	ledger	ledger	NOUN
ajmsi-5420	315	14	technology	technology	NOUN
ajmsi-5420	315	15	(	(	PUNCT
ajmsi-5420	315	16	dlt	dlt	PROPN
ajmsi-5420	315	17	)	)	PUNCT
ajmsi-5420	315	18	dlt	dlt	PROPN
ajmsi-5420	315	19	integrated	integrate	VERB
ajmsi-5420	315	20	with	with	ADP
ajmsi-5420	316	1	ai	ai	INTJ
ajmsi-5420	316	2	describes	describe	VERB
ajmsi-5420	316	3	a	a	DET
ajmsi-5420	316	4	novel	novel	ADJ
ajmsi-5420	316	5	and	and	CCONJ
ajmsi-5420	316	6	advanced	advanced	ADJ
ajmsi-5420	316	7	method	method	NOUN
ajmsi-5420	316	8	to	to	PART
ajmsi-5420	316	9	achieve	achieve	VERB
ajmsi-5420	316	10	the	the	DET
ajmsi-5420	316	11	intelligent	intelligent	ADJ
ajmsi-5420	316	12	,	,	PUNCT
ajmsi-5420	316	13	resilient	resilient	ADJ
ajmsi-5420	316	14	,	,	PUNCT
ajmsi-5420	316	15	and	and	CCONJ
ajmsi-5420	316	16	safe	safe	ADJ
ajmsi-5420	316	17	handling	handling	NOUN
ajmsi-5420	316	18	of	of	ADP
ajmsi-5420	316	19	electronic	electronic	ADJ
ajmsi-5420	316	20	health	health	NOUN
ajmsi-5420	316	21	record	record	NOUN
ajmsi-5420	316	22	data	datum	NOUN
ajmsi-5420	316	23	.	.	PUNCT
ajmsi-5420	317	1	dlt	dlt	PROPN
ajmsi-5420	317	2	is	be	AUX
ajmsi-5420	317	3	an	an	DET
ajmsi-5420	317	4	innovative	innovative	ADJ
ajmsi-5420	317	5	and	and	CCONJ
ajmsi-5420	317	6	rapidly	rapidly	ADV
ajmsi-5420	317	7	growing	grow	VERB
ajmsi-5420	317	8	method	method	NOUN
ajmsi-5420	317	9	for	for	ADP
ajmsi-5420	317	10	recording	recording	NOUN
ajmsi-5420	317	11	and	and	CCONJ
ajmsi-5420	317	12	sharing	share	VERB
ajmsi-5420	317	13	data	datum	NOUN
ajmsi-5420	317	14	across	across	ADP
ajmsi-5420	317	15	different	different	ADJ
ajmsi-5420	317	16	data	datum	NOUN
ajmsi-5420	317	17	stores	store	NOUN
ajmsi-5420	317	18	(	(	PUNCT
ajmsi-5420	317	19	ledgers	ledger	NOUN
ajmsi-5420	317	20	)	)	PUNCT
ajmsi-5420	317	21	.	.	PUNCT
ajmsi-5420	318	1	it	it	PRON
ajmsi-5420	318	2	is	be	AUX
ajmsi-5420	318	3	secure	secure	ADJ
ajmsi-5420	318	4	,	,	PUNCT
ajmsi-5420	318	5	immutable	immutable	ADJ
ajmsi-5420	318	6	,	,	PUNCT
ajmsi-5420	318	7	and	and	CCONJ
ajmsi-5420	318	8	readily	readily	ADV
ajmsi-5420	318	9	available	available	ADJ
ajmsi-5420	318	10	.	.	PUNCT
ajmsi-5420	319	1	it	it	PRON
ajmsi-5420	319	2	can	can	AUX
ajmsi-5420	319	3	allow	allow	VERB
ajmsi-5420	319	4	patients	patient	NOUN
ajmsi-5420	319	5	to	to	PART
ajmsi-5420	319	6	take	take	VERB
ajmsi-5420	319	7	control	control	NOUN
ajmsi-5420	319	8	of	of	ADP
ajmsi-5420	319	9	their	their	PRON
ajmsi-5420	319	10	own	own	ADJ
ajmsi-5420	319	11	data	datum	NOUN
ajmsi-5420	319	12	,	,	PUNCT
ajmsi-5420	319	13	eventually	eventually	ADV
ajmsi-5420	319	14	generating	generate	VERB
ajmsi-5420	319	15	trust	trust	NOUN
ajmsi-5420	319	16	in	in	ADP
ajmsi-5420	319	17	an	an	DET
ajmsi-5420	319	18	industry	industry	NOUN
ajmsi-5420	319	19	that	that	PRON
ajmsi-5420	319	20	matters	matter	VERB
ajmsi-5420	319	21	to	to	ADP
ajmsi-5420	319	22	all	all	PRON
ajmsi-5420	319	23	of	of	ADP
ajmsi-5420	319	24	us	we	PRON
ajmsi-5420	319	25	.	.	PUNCT
ajmsi-5420	320	1	metaverse	metaverse	VERB
ajmsi-5420	320	2	it	it	PRON
ajmsi-5420	320	3	a	a	DET
ajmsi-5420	320	4	virtual	virtual	ADJ
ajmsi-5420	320	5	universe	universe	NOUN
ajmsi-5420	320	6	that	that	PRON
ajmsi-5420	320	7	is	be	AUX
ajmsi-5420	320	8	mirror	mirror	NOUN
ajmsi-5420	320	9	the	the	DET
ajmsi-5420	320	10	physical	physical	ADJ
ajmsi-5420	320	11	world	world	NOUN
ajmsi-5420	320	12	with	with	ADP
ajmsi-5420	320	13	the	the	DET
ajmsi-5420	320	14	social	social	ADJ
ajmsi-5420	320	15	,	,	PUNCT
ajmsi-5420	320	16	economies	economy	NOUN
ajmsi-5420	320	17	and	and	CCONJ
ajmsi-5420	320	18	ecosystems	ecosystem	NOUN
ajmsi-5420	320	19	interactions	interaction	NOUN
ajmsi-5420	320	20	.	.	PUNCT
ajmsi-5420	321	1	it	it	PRON
ajmsi-5420	321	2	is	be	AUX
ajmsi-5420	321	3	giving	give	VERB
ajmsi-5420	321	4	a	a	DET
ajmsi-5420	321	5	new	new	ADJ
ajmsi-5420	321	6	shape	shape	NOUN
ajmsi-5420	321	7	of	of	ADP
ajmsi-5420	321	8	digital	digital	ADJ
ajmsi-5420	321	9	existence	existence	NOUN
ajmsi-5420	321	10	,	,	PUNCT
ajmsi-5420	321	11	where	where	SCONJ
ajmsi-5420	321	12	the	the	DET
ajmsi-5420	321	13	boundaries	boundary	NOUN
ajmsi-5420	321	14	between	between	ADP
ajmsi-5420	321	15	the	the	DET
ajmsi-5420	321	16	real	real	ADJ
ajmsi-5420	321	17	and	and	CCONJ
ajmsi-5420	321	18	virtual	virtual	ADJ
ajmsi-5420	321	19	worlds	world	NOUN
ajmsi-5420	321	20	blur	blur	VERB
ajmsi-5420	321	21	.	.	PUNCT
ajmsi-5420	322	1	ai	ai	VERB
ajmsi-5420	322	2	role	role	NOUN
ajmsi-5420	322	3	in	in	ADP
ajmsi-5420	322	4	the	the	DET
ajmsi-5420	322	5	metaverse	metaverse	NOUN
ajmsi-5420	322	6	is	be	AUX
ajmsi-5420	322	7	complex	complex	ADJ
ajmsi-5420	322	8	.	.	PUNCT
ajmsi-5420	323	1	ai	ai	AUX
ajmsi-5420	323	2	algorithms	algorithm	NOUN
ajmsi-5420	323	3	simulate	simulate	VERB
ajmsi-5420	323	4	the	the	DET
ajmsi-5420	323	5	respond	respond	NOUN
ajmsi-5420	323	6	between	between	ADP
ajmsi-5420	323	7	user	user	NOUN
ajmsi-5420	323	8	and	and	CCONJ
ajmsi-5420	323	9	creation	creation	NOUN
ajmsi-5420	323	10	(	(	PUNCT
ajmsi-5420	323	11	environment	environment	NOUN
ajmsi-5420	323	12	)	)	PUNCT
ajmsi-5420	323	13	which	which	PRON
ajmsi-5420	323	14	in	in	ADP
ajmsi-5420	323	15	return	return	NOUN
ajmsi-5420	323	16	provide	provide	VERB
ajmsi-5420	323	17	opportunities	opportunity	NOUN
ajmsi-5420	323	18	for	for	ADP
ajmsi-5420	323	19	personalized	personalized	ADJ
ajmsi-5420	323	20	treatment	treatment	NOUN
ajmsi-5420	323	21	.	.	PUNCT
ajmsi-5420	324	1	additionally	additionally	ADV
ajmsi-5420	324	2	,	,	PUNCT
ajmsi-5420	324	3	ai	ai	VERB
ajmsi-5420	324	4	is	be	AUX
ajmsi-5420	324	5	acting	act	VERB
ajmsi-5420	324	6	as	as	ADP
ajmsi-5420	324	7	the	the	DET
ajmsi-5420	324	8	catalyst	catalyst	NOUN
ajmsi-5420	324	9	for	for	ADP
ajmsi-5420	324	10	driving	drive	VERB
ajmsi-5420	324	11	new	new	ADJ
ajmsi-5420	324	12	techniques	technique	NOUN
ajmsi-5420	324	13	enhancing	enhance	VERB
ajmsi-5420	324	14	user	user	NOUN
ajmsi-5420	324	15	experience	experience	NOUN
ajmsi-5420	324	16	.	.	PUNCT
ajmsi-5420	325	1	surgeons	surgeon	NOUN
ajmsi-5420	325	2	can	can	AUX
ajmsi-5420	325	3	use	use	VERB
ajmsi-5420	325	4	the	the	DET
ajmsi-5420	325	5	metaverse	metaverse	NOUN
ajmsi-5420	325	6	and	and	CCONJ
ajmsi-5420	325	7	ai	ai	VERB
ajmsi-5420	325	8	to	to	PART
ajmsi-5420	325	9	do	do	VERB
ajmsi-5420	325	10	surgeries	surgery	NOUN
ajmsi-5420	325	11	which	which	PRON
ajmsi-5420	325	12	are	be	AUX
ajmsi-5420	325	13	complicated	complicated	ADJ
ajmsi-5420	325	14	or	or	CCONJ
ajmsi-5420	325	15	can	can	AUX
ajmsi-5420	325	16	practice	practice	VERB
ajmsi-5420	325	17	the	the	DET
ajmsi-5420	325	18	surgery	surgery	NOUN
ajmsi-5420	325	19	before	before	ADP
ajmsi-5420	325	20	doing	do	VERB
ajmsi-5420	325	21	on	on	ADP
ajmsi-5420	325	22	the	the	DET
ajmsi-5420	325	23	patients	patient	NOUN
ajmsi-5420	325	24	.	.	PUNCT
ajmsi-5420	326	1	application	application	NOUN
ajmsi-5420	326	2	of	of	ADP
ajmsi-5420	326	3	ai	ai	NOUN
ajmsi-5420	326	4	in	in	ADP
ajmsi-5420	326	5	the	the	DET
ajmsi-5420	326	6	diagnosis	diagnosis	NOUN
ajmsi-5420	326	7	of	of	ADP
ajmsi-5420	326	8	bacterial	bacterial	ADJ
ajmsi-5420	326	9	infection	infection	NOUN
ajmsi-5420	326	10	identification	identification	NOUN
ajmsi-5420	326	11	of	of	ADP
ajmsi-5420	326	12	pathogen	pathogen	NOUN
ajmsi-5420	326	13	with	with	ADP
ajmsi-5420	326	14	ai	ai	PROPN
ajmsi-5420	326	15	ai	ai	VERB
ajmsi-5420	326	16	can	can	AUX
ajmsi-5420	326	17	algorithms	algorithm	NOUN
ajmsi-5420	326	18	can	can	AUX
ajmsi-5420	326	19	analyze	analyze	VERB
ajmsi-5420	326	20	various	various	ADJ
ajmsi-5420	326	21	data	datum	NOUN
ajmsi-5420	326	22	sets	set	NOUN
ajmsi-5420	326	23	by	by	ADP
ajmsi-5420	326	24	performing	perform	VERB
ajmsi-5420	326	25	mass	mass	ADJ
ajmsi-5420	326	26	spectrometry	spectrometry	NOUN
ajmsi-5420	326	27	,	,	PUNCT
ajmsi-5420	326	28	microscopy	microscopy	NOUN
ajmsi-5420	326	29	images	image	NOUN
ajmsi-5420	326	30	and	and	CCONJ
ajmsi-5420	326	31	images	image	NOUN
ajmsi-5420	326	32	capture	capture	VERB
ajmsi-5420	326	33	by	by	ADP
ajmsi-5420	326	34	normal	normal	ADJ
ajmsi-5420	326	35	mobile	mobile	NOUN
ajmsi-5420	326	36	,	,	PUNCT
ajmsi-5420	326	37	easily	easily	ADV
ajmsi-5420	326	38	to	to	PART
ajmsi-5420	326	39	identify	identify	VERB
ajmsi-5420	326	40	the	the	DET
ajmsi-5420	326	41	bacteria	bacteria	NOUN
ajmsi-5420	326	42	type	type	NOUN
ajmsi-5420	326	43	.	.	PUNCT
ajmsi-5420	327	1	ai	ai	VERB
ajmsi-5420	327	2	enhances	enhance	NOUN
ajmsi-5420	327	3	accuracy	accuracy	NOUN
ajmsi-5420	327	4	with	with	ADP
ajmsi-5420	327	5	the	the	DET
ajmsi-5420	327	6	help	help	NOUN
ajmsi-5420	327	7	of	of	ADP
ajmsi-5420	327	8	ai	ai	ADP
ajmsi-5420	327	9	powered	powered	ADJ
ajmsi-5420	327	10	tools	tool	NOUN
ajmsi-5420	327	11	we	we	PRON
ajmsi-5420	327	12	can	can	AUX
ajmsi-5420	327	13	achieve	achieve	VERB
ajmsi-5420	327	14	the	the	DET
ajmsi-5420	327	15	accurate	accurate	ADJ
ajmsi-5420	327	16	result	result	NOUN
ajmsi-5420	327	17	in	in	ADP
ajmsi-5420	327	18	indentifying	indentifye	VERB
ajmsi-5420	327	19	the	the	DET
ajmsi-5420	327	20	different	different	ADJ
ajmsi-5420	327	21	bacterial	bacterial	ADJ
ajmsi-5420	327	22	genes	gene	NOUN
ajmsi-5420	327	23	,	,	PUNCT
ajmsi-5420	327	24	including	include	VERB
ajmsi-5420	327	25	their	their	PRON
ajmsi-5420	327	26	subtypes	subtype	NOUN
ajmsi-5420	327	27	and	and	CCONJ
ajmsi-5420	327	28	antibiotic	antibiotic	ADJ
ajmsi-5420	327	29	resistant	resistant	ADJ
ajmsi-5420	327	30	strains	strain	NOUN
ajmsi-5420	327	31	.	.	PUNCT
ajmsi-5420	328	1	for	for	ADP
ajmsi-5420	328	2	examples	example	NOUN
ajmsi-5420	328	3	:	:	PUNCT
ajmsi-5420	328	4	ai	ai	AUX
ajmsi-5420	328	5	can	can	AUX
ajmsi-5420	328	6	predict	predict	VERB
ajmsi-5420	328	7	more	more	ADJ
ajmsi-5420	328	8	complex	complex	ADJ
ajmsi-5420	328	9	techniques	technique	NOUN
ajmsi-5420	328	10	like	like	ADP
ajmsi-5420	328	11	raman	raman	NOUN
ajmsi-5420	328	12	and	and	CCONJ
ajmsi-5420	328	13	sers	ser	NOUN
ajmsi-5420	328	14	very	very	ADV
ajmsi-5420	328	15	clearly	clearly	ADV
ajmsi-5420	328	16	.	.	PUNCT
ajmsi-5420	329	1	two	two	NUM
ajmsi-5420	329	2	staphylococcus	staphylococcus	NOUN
ajmsi-5420	329	3	aureus	aureus	NOUN
ajmsi-5420	329	4	subspecies	subspecie	NOUN
ajmsi-5420	329	5	can	can	AUX
ajmsi-5420	329	6	identify	identify	VERB
ajmsi-5420	329	7	very	very	ADV
ajmsi-5420	329	8	uniquely	uniquely	ADV
ajmsi-5420	329	9	with	with	ADP
ajmsi-5420	329	10	the	the	DET
ajmsi-5420	329	11	ai	ai	NOUN
ajmsi-5420	329	12	algorithmsmaldi	algorithmsmaldi	NOUN
ajmsi-5420	329	13	-	-	PUNCT
ajmsi-5420	329	14	tof	tof	INTJ
ajmsi-5420	329	15	ms	ms	NOUN
ajmsi-5420	329	16	correctly	correctly	ADV
ajmsi-5420	329	17	.	.	PUNCT
ajmsi-5420	330	1	furthermore	furthermore	ADV
ajmsi-5420	330	2	,	,	PUNCT
ajmsi-5420	330	3	ai	ai	AUX
ajmsi-5420	330	4	used	use	VERB
ajmsi-5420	330	5	to	to	PART
ajmsi-5420	330	6	study	study	VERB
ajmsi-5420	330	7	autoinducer-2	autoinducer-2	NUM
ajmsi-5420	330	8	(	(	PUNCT
ajmsi-5420	330	9	ai-2	ai-2	X
ajmsi-5420	330	10	)	)	PUNCT
ajmsi-5420	330	11	in	in	ADP
ajmsi-5420	330	12	s.	s.	PROPN
ajmsi-5420	330	13	aureus	aureus	PROPN
ajmsi-5420	330	14	,	,	PUNCT
ajmsi-5420	330	15	giving	give	VERB
ajmsi-5420	330	16	the	the	DET
ajmsi-5420	330	17	path	path	NOUN
ajmsi-5420	330	18	to	to	PART
ajmsi-5420	330	19	know	know	VERB
ajmsi-5420	330	20	the	the	DET
ajmsi-5420	330	21	attachment	attachment	NOUN
ajmsi-5420	330	22	of	of	ADP
ajmsi-5420	330	23	molecules	molecule	NOUN
ajmsi-5420	330	24	involved	involve	VERB
ajmsi-5420	330	25	in	in	ADP
ajmsi-5420	330	26	between	between	ADP
ajmsi-5420	330	27	the	the	DET
ajmsi-5420	330	28	species	species	NOUN
ajmsi-5420	330	29	board	board	NOUN
ajmsi-5420	330	30	casting	cast	VERB
ajmsi-5420	330	31	and	and	CCONJ
ajmsi-5420	330	32	influencing	influence	VERB
ajmsi-5420	330	33	anaerobic	anaerobic	NOUN
ajmsi-5420	330	34	-	-	PUNCT
ajmsi-5420	330	35	bacteria	bacteria	NOUN
ajmsi-5420	330	36	formation	formation	NOUN
ajmsi-5420	330	37	.	.	PUNCT
ajmsi-5420	331	1	aureus	aureus	PROPN
ajmsi-5420	331	2	nctc8235	nctc8235	PROPN
ajmsi-5420	331	3	and	and	CCONJ
ajmsi-5420	331	4	ai-2	ai-2	VERB
ajmsi-5420	331	5	together	together	ADV
ajmsi-5420	331	6	can	can	AUX
ajmsi-5420	331	7	regulate	regulate	VERB
ajmsi-5420	331	8	the	the	DET
ajmsi-5420	331	9	gene	gene	NOUN
ajmsi-5420	331	10	expression	expression	NOUN
ajmsi-5420	331	11	.	.	PUNCT
ajmsi-5420	332	1	ai	ai	VERB
ajmsi-5420	332	2	role	role	NOUN
ajmsi-5420	332	3	in	in	ADP
ajmsi-5420	332	4	pandemic	pandemic	ADJ
ajmsi-5420	332	5	and	and	CCONJ
ajmsi-5420	332	6	epidemic	epidemic	NOUN
ajmsi-5420	332	7	surveillance	surveillance	NOUN
ajmsi-5420	332	8	of	of	ADP
ajmsi-5420	332	9	bacterial	bacterial	ADJ
ajmsi-5420	332	10	infectious	infectious	ADJ
ajmsi-5420	332	11	diseases	disease	NOUN
ajmsi-5420	332	12	artificial	artificial	ADJ
ajmsi-5420	332	13	intelligence	intelligence	NOUN
ajmsi-5420	332	14	(	(	PUNCT
ajmsi-5420	332	15	ai	ai	NOUN
ajmsi-5420	332	16	)	)	PUNCT
ajmsi-5420	332	17	,	,	PUNCT
ajmsi-5420	332	18	or	or	CCONJ
ajmsi-5420	332	19	machine	machine	NOUN
ajmsi-5420	332	20	learning	learning	NOUN
ajmsi-5420	332	21	,	,	PUNCT
ajmsi-5420	332	22	is	be	AUX
ajmsi-5420	332	23	an	an	DET
ajmsi-5420	332	24	ancient	ancient	ADJ
ajmsi-5420	332	25	concept	concept	NOUN
ajmsi-5420	332	26	based	base	VERB
ajmsi-5420	332	27	on	on	ADP
ajmsi-5420	332	28	data	datum	NOUN
ajmsi-5420	332	29	analytics	analytic	NOUN
ajmsi-5420	332	30	.	.	PUNCT
ajmsi-5420	333	1	ai	ai	AUX
ajmsi-5420	333	2	techniques	technique	NOUN
ajmsi-5420	333	3	are	be	AUX
ajmsi-5420	333	4	useful	useful	ADJ
ajmsi-5420	333	5	in	in	ADP
ajmsi-5420	333	6	the	the	DET
ajmsi-5420	333	7	computational	computational	ADJ
ajmsi-5420	333	8	methods	method	NOUN
ajmsi-5420	333	9	to	to	PART
ajmsi-5420	333	10	survey	survey	VERB
ajmsi-5420	333	11	the	the	DET
ajmsi-5420	333	12	record	record	NOUN
ajmsi-5420	333	13	file	file	NOUN
ajmsi-5420	333	14	,	,	PUNCT
ajmsi-5420	333	15	single	single	ADJ
ajmsi-5420	333	16	out	out	ADP
ajmsi-5420	333	17	patterns	pattern	NOUN
ajmsi-5420	333	18	,	,	PUNCT
ajmsi-5420	333	19	pick	pick	VERB
ajmsi-5420	333	20	out	out	ADP
ajmsi-5420	333	21	the	the	DET
ajmsi-5420	333	22	high	high	ADJ
ajmsi-5420	333	23	risk	risk	NOUN
ajmsi-5420	333	24	population	population	NOUN
ajmsi-5420	333	25	and	and	CCONJ
ajmsi-5420	333	26	grasping	grasp	VERB
ajmsi-5420	333	27	disease	disease	NOUN
ajmsi-5420	333	28	mechanisms	mechanism	NOUN
ajmsi-5420	333	29	.	.	PUNCT
ajmsi-5420	334	1	during	during	ADP
ajmsi-5420	334	2	the	the	DET
ajmsi-5420	334	3	covid-19	covid-19	PROPN
ajmsi-5420	334	4	pandemic	pandemic	NOUN
ajmsi-5420	334	5	,	,	PUNCT
ajmsi-5420	334	6	ai	ai	VERB
ajmsi-5420	334	7	tools	tool	NOUN
ajmsi-5420	334	8	were	be	AUX
ajmsi-5420	334	9	used	use	VERB
ajmsi-5420	334	10	in	in	ADP
ajmsi-5420	334	11	genome	genome	NOUN
ajmsi-5420	334	12	sequencing	sequencing	NOUN
ajmsi-5420	334	13	,	,	PUNCT
ajmsi-5420	334	14	development	development	NOUN
ajmsi-5420	334	15	of	of	ADP
ajmsi-5420	334	16	drug	drug	NOUN
ajmsi-5420	334	17	and	and	CCONJ
ajmsi-5420	334	18	vaccine	vaccine	NOUN
ajmsi-5420	334	19	,	,	PUNCT
ajmsi-5420	334	20	identifying	identify	VERB
ajmsi-5420	334	21	disease	disease	NOUN
ajmsi-5420	334	22	and	and	CCONJ
ajmsi-5420	334	23	his	his	PRON
ajmsi-5420	334	24	causative	causative	ADJ
ajmsi-5420	334	25	organism	organism	NOUN
ajmsi-5420	334	26	,	,	PUNCT
ajmsi-5420	334	27	monitoring	monitor	VERB
ajmsi-5420	334	28	disease	disease	NOUN
ajmsi-5420	334	29	spread	spread	VERB
ajmsi-5420	334	30	,	,	PUNCT
ajmsi-5420	334	31	and	and	CCONJ
ajmsi-5420	334	32	tracking	track	VERB
ajmsi-5420	334	33	viral	viral	ADJ
ajmsi-5420	334	34	variants	variant	NOUN
ajmsi-5420	334	35	.	.	PUNCT
ajmsi-5420	335	1	ai	ai	VERB
ajmsi-5420	335	2	-	-	PUNCT
ajmsi-5420	335	3	driven	drive	VERB
ajmsi-5420	335	4	approaches	approach	NOUN
ajmsi-5420	335	5	complement	complement	VERB
ajmsi-5420	335	6	human	human	NOUN
ajmsi-5420	335	7	-	-	PUNCT
ajmsi-5420	335	8	curated	curate	VERB
ajmsi-5420	335	9	ones	one	NOUN
ajmsi-5420	335	10	,	,	PUNCT
ajmsi-5420	335	11	including	include	VERB
ajmsi-5420	335	12	traditional	traditional	ADJ
ajmsi-5420	335	13	public	public	ADJ
ajmsi-5420	335	14	health	health	NOUN
ajmsi-5420	335	15	surveillance	surveillance	NOUN
ajmsi-5420	335	16	.	.	PUNCT
ajmsi-5420	336	1	the	the	DET
ajmsi-5420	336	2	hybrid	hybrid	ADJ
ajmsi-5420	336	3	models	model	NOUN
ajmsi-5420	336	4	of	of	ADP
ajmsi-5420	336	5	ai	ai	NOUN
ajmsi-5420	336	6	that	that	PRON
ajmsi-5420	336	7	is	be	AUX
ajmsi-5420	336	8	ml	ml	NOUN
ajmsi-5420	336	9	(	(	PUNCT
ajmsi-5420	336	10	machine	machine	NOUN
ajmsi-5420	336	11	learning	learning	NOUN
ajmsi-5420	336	12	and	and	CCONJ
ajmsi-5420	336	13	dl	dl	PROPN
ajmsi-5420	336	14	(	(	PUNCT
ajmsi-5420	336	15	deep	deep	ADJ
ajmsi-5420	336	16	learning	learning	NOUN
ajmsi-5420	336	17	)	)	PUNCT
ajmsi-5420	336	18	are	be	AUX
ajmsi-5420	336	19	used	use	VERB
ajmsi-5420	336	20	in	in	ADP
ajmsi-5420	336	21	the	the	DET
ajmsi-5420	336	22	detection	detection	NOUN
ajmsi-5420	336	23	of	of	ADP
ajmsi-5420	336	24	disease	disease	NOUN
ajmsi-5420	336	25	cause	cause	NOUN
ajmsi-5420	336	26	.	.	PUNCT
ajmsi-5420	337	1	apart	apart	ADV
ajmsi-5420	337	2	from	from	ADP
ajmsi-5420	337	3	it	it	PRON
ajmsi-5420	337	4	,	,	PUNCT
ajmsi-5420	337	5	infectious	infectious	ADJ
ajmsi-5420	337	6	disease	disease	NOUN
ajmsi-5420	337	7	dynamics	dynamic	NOUN
ajmsi-5420	337	8	(	(	PUNCT
ajmsi-5420	337	9	idd	idd	X
ajmsi-5420	337	10	)	)	PUNCT
ajmsi-5420	337	11	and	and	CCONJ
ajmsi-5420	337	12	dynamic	dynamic	ADJ
ajmsi-5420	337	13	bayesian	bayesian	NOUN
ajmsi-5420	337	14	networks	network	NOUN
ajmsi-5420	337	15	(	(	PUNCT
ajmsi-5420	337	16	dbn	dbn	PROPN
ajmsi-5420	337	17	)	)	PUNCT
ajmsi-5420	337	18	models	model	NOUN
ajmsi-5420	337	19	helps	help	VERB
ajmsi-5420	337	20	in	in	ADP
ajmsi-5420	337	21	finding	find	VERB
ajmsi-5420	337	22	the	the	DET
ajmsi-5420	337	23	spread	spread	NOUN
ajmsi-5420	337	24	of	of	ADP
ajmsi-5420	337	25	disease	disease	NOUN
ajmsi-5420	337	26	and	and	CCONJ
ajmsi-5420	337	27	its	its	PRON
ajmsi-5420	337	28	accuracy	accuracy	NOUN
ajmsi-5420	337	29	helps	help	VERB
ajmsi-5420	337	30	in	in	ADP
ajmsi-5420	337	31	knowing	know	VERB
ajmsi-5420	337	32	the	the	DET
ajmsi-5420	337	33	strength	strength	NOUN
ajmsi-5420	337	34	of	of	ADP
ajmsi-5420	337	35	the	the	DET
ajmsi-5420	337	36	spread	spread	NOUN
ajmsi-5420	337	37	of	of	ADP
ajmsi-5420	337	38	disease	disease	NOUN
ajmsi-5420	337	39	.	.	PUNCT
ajmsi-5420	338	1	all	all	DET
ajmsi-5420	338	2	these	these	DET
ajmsi-5420	338	3	specialized	specialized	ADJ
ajmsi-5420	338	4	tools	tool	NOUN
ajmsi-5420	338	5	help	help	VERB
ajmsi-5420	338	6	in	in	ADP
ajmsi-5420	338	7	the	the	DET
ajmsi-5420	338	8	epidemiology	epidemiology	NOUN
ajmsi-5420	338	9	superintendence	superintendence	NOUN
ajmsi-5420	338	10	of	of	ADP
ajmsi-5420	338	11	the	the	DET
ajmsi-5420	338	12	disease	disease	NOUN
ajmsi-5420	338	13	,	,	PUNCT
ajmsi-5420	338	14	data	data	VERB
ajmsi-5420	338	15	analysis	analysis	NOUN
ajmsi-5420	338	16	and	and	CCONJ
ajmsi-5420	338	17	interpretation	interpretation	NOUN
ajmsi-5420	338	18	.	.	PUNCT
ajmsi-5420	339	1	for	for	ADP
ajmsi-5420	339	2	example	example	NOUN
ajmsi-5420	339	3	,	,	PUNCT
ajmsi-5420	339	4	machine	machine	NOUN
ajmsi-5420	339	5	learning	learning	NOUN
ajmsi-5420	339	6	models	model	NOUN
ajmsi-5420	339	7	can	can	AUX
ajmsi-5420	339	8	predict	predict	VERB
ajmsi-5420	339	9	in	in	ADP
ajmsi-5420	339	10	advance	advance	NOUN
ajmsi-5420	339	11	the	the	DET
ajmsi-5420	339	12	risk	risk	NOUN
ajmsi-5420	339	13	of	of	ADP
ajmsi-5420	339	14	clostridioides	clostridioide	NOUN
ajmsi-5420	339	15	difficile	difficile	VERB
ajmsi-5420	339	16	infection	infection	NOUN
ajmsi-5420	339	17	among	among	ADP
ajmsi-5420	339	18	patients	patient	NOUN
ajmsi-5420	339	19	in	in	ADP
ajmsi-5420	339	20	large	large	ADJ
ajmsi-5420	339	21	hospitals	hospital	NOUN
ajmsi-5420	339	22	,	,	PUNCT
ajmsi-5420	339	23	allowing	allow	VERB
ajmsi-5420	339	24	healthcare	healthcare	NOUN
ajmsi-5420	339	25	teams	team	NOUN
ajmsi-5420	339	26	to	to	PART
ajmsi-5420	339	27	implement	implement	VERB
ajmsi-5420	339	28	preventive	preventive	ADJ
ajmsi-5420	339	29	measures	measure	NOUN
ajmsi-5420	339	30	proactively	proactively	ADV
ajmsi-5420	339	31	before	before	SCONJ
ajmsi-5420	339	32	infection	infection	NOUN
ajmsi-5420	339	33	occurs	occur	VERB
ajmsi-5420	339	34	(	(	PUNCT
ajmsi-5420	339	35	oh	oh	INTJ
ajmsi-5420	339	36	et	et	PROPN
ajmsi-5420	339	37	al	al	PROPN
ajmsi-5420	339	38	.	.	PROPN
ajmsi-5420	339	39	,	,	PUNCT
ajmsi-5420	339	40	2018	2018	NUM
ajmsi-5420	339	41	;	;	PUNCT
ajmsi-5420	339	42	tilton	tilton	PROPN
ajmsi-5420	339	43	&	&	CCONJ
ajmsi-5420	339	44	johnson	johnson	PROPN
ajmsi-5420	339	45	,	,	PUNCT
ajmsi-5420	339	46	2019	2019	NUM
ajmsi-5420	339	47	)	)	PUNCT
ajmsi-5420	339	48	.	.	PUNCT
ajmsi-5420	340	1	clinical	clinical	ADJ
ajmsi-5420	340	2	applications	application	NOUN
ajmsi-5420	340	3	of	of	ADP
ajmsi-5420	340	4	ai	ai	NOUN
ajmsi-5420	340	5	in	in	ADP
ajmsi-5420	340	6	identification	identification	NOUN
ajmsi-5420	340	7	and	and	CCONJ
ajmsi-5420	340	8	management	management	NOUN
ajmsi-5420	340	9	of	of	ADP
ajmsi-5420	340	10	bacterial	bacterial	ADJ
ajmsi-5420	340	11	infection	infection	NOUN
ajmsi-5420	340	12	ai	ai	VERB
ajmsi-5420	340	13	tools	tool	NOUN
ajmsi-5420	340	14	in	in	ADP
ajmsi-5420	340	15	clinical	clinical	ADJ
ajmsi-5420	340	16	testing	testing	NOUN
ajmsi-5420	340	17	have	have	VERB
ajmsi-5420	340	18	abundant	abundant	ADJ
ajmsi-5420	340	19	uses	use	NOUN
ajmsi-5420	340	20	in	in	ADP
ajmsi-5420	340	21	diagnosis	diagnosis	NOUN
ajmsi-5420	340	22	,	,	PUNCT
ajmsi-5420	340	23	management	management	NOUN
ajmsi-5420	340	24	of	of	ADP
ajmsi-5420	340	25	disease	disease	NOUN
ajmsi-5420	340	26	and	and	CCONJ
ajmsi-5420	340	27	optimizing	optimize	VERB
ajmsi-5420	340	28	the	the	DET
ajmsi-5420	340	29	health	health	NOUN
ajmsi-5420	340	30	hazards	hazard	NOUN
ajmsi-5420	340	31	of	of	ADP
ajmsi-5420	340	32	the	the	DET
ajmsi-5420	340	33	patients	patient	NOUN
ajmsi-5420	340	34	.	.	PUNCT
ajmsi-5420	341	1	it	it	PRON
ajmsi-5420	341	2	can	can	AUX
ajmsi-5420	341	3	analyze	analyze	VERB
ajmsi-5420	341	4	by	by	ADP
ajmsi-5420	341	5	x	x	NOUN
ajmsi-5420	341	6	-	-	NOUN
ajmsi-5420	341	7	rays	ray	NOUN
ajmsi-5420	341	8	,	,	PUNCT
ajmsi-5420	341	9	mris	mris	PROPN
ajmsi-5420	341	10	and	and	CCONJ
ajmsi-5420	341	11	ct	ct	NOUN
ajmsi-5420	341	12	pa	pa	PROPN
ajmsi-5420	341	13	ge	ge	PROPN
ajmsi-5420	341	14	63	63	NUM
ajmsi-5420	341	15	https://journals.e-palli.com/home/index.php/ajmsi	https://journals.e-palli.com/home/index.php/ajmsi	NOUN
ajmsi-5420	341	16	am	be	AUX
ajmsi-5420	341	17	.	.	PUNCT
ajmsi-5420	342	1	j.	j.	PROPN
ajmsi-5420	342	2	med	med	PROPN
ajmsi-5420	342	3	.	.	PUNCT
ajmsi-5420	343	1	sci	sci	PROPN
ajmsi-5420	343	2	.	.	PUNCT
ajmsi-5420	343	3	innov	innov	PROPN
ajmsi-5420	343	4	.	.	PUNCT
ajmsi-5420	344	1	4(2	4(2	NUM
ajmsi-5420	344	2	)	)	PUNCT
ajmsi-5420	345	1	53	53	NUM
ajmsi-5420	345	2	-	-	SYM
ajmsi-5420	345	3	72	72	NUM
ajmsi-5420	345	4	,	,	PUNCT
ajmsi-5420	345	5	2025	2025	NUM
ajmsi-5420	345	6	scans	scan	NOUN
ajmsi-5420	345	7	.	.	PUNCT
ajmsi-5420	346	1	ai	ai	VERB
ajmsi-5420	346	2	in	in	ADP
ajmsi-5420	346	3	radiology	radiology	NOUN
ajmsi-5420	346	4	,	,	PUNCT
ajmsi-5420	346	5	images	image	VERB
ajmsi-5420	346	6	help	help	NOUN
ajmsi-5420	346	7	in	in	ADP
ajmsi-5420	346	8	analyzing	analyze	VERB
ajmsi-5420	346	9	the	the	DET
ajmsi-5420	346	10	disease	disease	NOUN
ajmsi-5420	346	11	which	which	PRON
ajmsi-5420	346	12	reduces	reduce	VERB
ajmsi-5420	346	13	the	the	DET
ajmsi-5420	346	14	interpretation	interpretation	NOUN
ajmsi-5420	346	15	time	time	NOUN
ajmsi-5420	346	16	.	.	PUNCT
ajmsi-5420	347	1	furthermore	furthermore	ADV
ajmsi-5420	347	2	,	,	PUNCT
ajmsi-5420	347	3	in	in	ADP
ajmsi-5420	347	4	cardiology	cardiology	NOUN
ajmsi-5420	347	5	ai	ai	VERB
ajmsi-5420	347	6	features	feature	NOUN
ajmsi-5420	347	7	help	help	NOUN
ajmsi-5420	347	8	in	in	ADP
ajmsi-5420	347	9	diagnosing	diagnose	VERB
ajmsi-5420	347	10	the	the	DET
ajmsi-5420	347	11	cardiac	cardiac	ADJ
ajmsi-5420	347	12	activities	activity	NOUN
ajmsi-5420	347	13	that	that	PRON
ajmsi-5420	347	14	is	be	AUX
ajmsi-5420	347	15	with	with	ADP
ajmsi-5420	347	16	the	the	DET
ajmsi-5420	347	17	help	help	NOUN
ajmsi-5420	347	18	of	of	ADP
ajmsi-5420	347	19	ecg	ecg	PROPN
ajmsi-5420	347	20	report	report	NOUN
ajmsi-5420	347	21	it	it	PRON
ajmsi-5420	347	22	’s	’	VERB
ajmsi-5420	347	23	very	very	ADV
ajmsi-5420	347	24	simple	simple	ADJ
ajmsi-5420	347	25	to	to	PART
ajmsi-5420	347	26	predict	predict	VERB
ajmsi-5420	347	27	the	the	DET
ajmsi-5420	347	28	heart	heart	NOUN
ajmsi-5420	347	29	attracts	attract	VERB
ajmsi-5420	347	30	chances	chance	NOUN
ajmsi-5420	347	31	.	.	PUNCT
ajmsi-5420	348	1	figure	figure	VERB
ajmsi-5420	348	2	6	6	NUM
ajmsi-5420	348	3	:	:	PUNCT
ajmsi-5420	348	4	following	follow	VERB
ajmsi-5420	348	5	are	be	AUX
ajmsi-5420	348	6	the	the	DET
ajmsi-5420	348	7	key	key	ADJ
ajmsi-5420	348	8	applications	application	NOUN
ajmsi-5420	348	9	of	of	ADP
ajmsi-5420	348	10	ai	ai	VERB
ajmsi-5420	348	11	in	in	ADP
ajmsi-5420	348	12	the	the	DET
ajmsi-5420	348	13	clinical	clinical	ADJ
ajmsi-5420	348	14	practice	practice	NOUN
ajmsi-5420	348	15	for	for	ADP
ajmsi-5420	348	16	example	example	NOUN
ajmsi-5420	348	17	in	in	ADP
ajmsi-5420	348	18	case	case	NOUN
ajmsi-5420	348	19	of	of	ADP
ajmsi-5420	348	20	pneumonia	pneumonia	NOUN
ajmsi-5420	348	21	,	,	PUNCT
ajmsi-5420	348	22	the	the	DET
ajmsi-5420	348	23	alveoli	alveoli	NOUN
ajmsi-5420	348	24	,	,	PUNCT
ajmsi-5420	348	25	small	small	ADJ
ajmsi-5420	348	26	sacs	sac	NOUN
ajmsi-5420	348	27	within	within	ADP
ajmsi-5420	348	28	the	the	DET
ajmsi-5420	348	29	lungs	lung	NOUN
ajmsi-5420	348	30	,	,	PUNCT
ajmsi-5420	348	31	are	be	AUX
ajmsi-5420	348	32	filled	fill	VERB
ajmsi-5420	348	33	with	with	ADP
ajmsi-5420	348	34	pus	pus	NOUN
ajmsi-5420	348	35	and	and	CCONJ
ajmsi-5420	348	36	fluid	fluid	NOUN
ajmsi-5420	348	37	,	,	PUNCT
ajmsi-5420	348	38	which	which	PRON
ajmsi-5420	348	39	makes	make	VERB
ajmsi-5420	348	40	breathing	breathe	VERB
ajmsi-5420	348	41	painful	painful	ADJ
ajmsi-5420	348	42	and	and	CCONJ
ajmsi-5420	348	43	limits	limit	VERB
ajmsi-5420	348	44	oxygen	oxygen	NOUN
ajmsi-5420	348	45	exchange	exchange	NOUN
ajmsi-5420	348	46	.	.	PUNCT
ajmsi-5420	349	1	there	there	PRON
ajmsi-5420	349	2	are	be	VERB
ajmsi-5420	349	3	more	more	ADJ
ajmsi-5420	349	4	than	than	ADP
ajmsi-5420	349	5	30	30	NUM
ajmsi-5420	349	6	different	different	ADJ
ajmsi-5420	349	7	causes	cause	NOUN
ajmsi-5420	349	8	of	of	ADP
ajmsi-5420	349	9	pneumonia	pneumonia	NOUN
ajmsi-5420	349	10	,	,	PUNCT
ajmsi-5420	349	11	and	and	CCONJ
ajmsi-5420	349	12	they	they	PRON
ajmsi-5420	349	13	are	be	AUX
ajmsi-5420	349	14	grouped	group	VERB
ajmsi-5420	349	15	accordingly	accordingly	ADV
ajmsi-5420	349	16	:	:	PUNCT
ajmsi-5420	349	17	bacterial	bacterial	ADJ
ajmsi-5420	349	18	pneumonia	pneumonia	NOUN
ajmsi-5420	349	19	,	,	PUNCT
ajmsi-5420	349	20	viral	viral	ADJ
ajmsi-5420	349	21	pneumonia	pneumonia	NOUN
ajmsi-5420	349	22	,	,	PUNCT
ajmsi-5420	349	23	mycoplasma	mycoplasma	VERB
ajmsi-5420	349	24	pneumonia	pneumonia	NOUN
ajmsi-5420	349	25	and	and	CCONJ
ajmsi-5420	349	26	other	other	ADJ
ajmsi-5420	349	27	pneumonias	pneumonia	NOUN
ajmsi-5420	349	28	.	.	PUNCT
ajmsi-5420	350	1	ai	ai	VERB
ajmsi-5420	350	2	tool	tool	PROPN
ajmsi-5420	350	3	artificial	artificial	ADJ
ajmsi-5420	350	4	neural	neural	ADJ
ajmsi-5420	350	5	networks	network	NOUN
ajmsi-5420	350	6	(	(	PUNCT
ajmsi-5420	350	7	anns	anns	PROPN
ajmsi-5420	350	8	)	)	PUNCT
ajmsi-5420	350	9	based	base	VERB
ajmsi-5420	350	10	on	on	ADP
ajmsi-5420	350	11	deep	deep	ADJ
ajmsi-5420	350	12	learning	learning	NOUN
ajmsi-5420	350	13	shown	show	VERB
ajmsi-5420	350	14	a	a	DET
ajmsi-5420	350	15	promising	promising	ADJ
ajmsi-5420	350	16	response	response	NOUN
ajmsi-5420	350	17	in	in	ADP
ajmsi-5420	350	18	diagnosing	diagnose	VERB
ajmsi-5420	350	19	the	the	DET
ajmsi-5420	350	20	pneumonia	pneumonia	NOUN
ajmsi-5420	350	21	causative	causative	ADJ
ajmsi-5420	350	22	organism	organism	NOUN
ajmsi-5420	350	23	accurately	accurately	ADV
ajmsi-5420	350	24	and	and	CCONJ
ajmsi-5420	350	25	treatment	treatment	NOUN
ajmsi-5420	350	26	for	for	ADP
ajmsi-5420	350	27	particular	particular	ADJ
ajmsi-5420	350	28	bacterial	bacterial	ADJ
ajmsi-5420	350	29	infection	infection	NOUN
ajmsi-5420	350	30	caused	cause	VERB
ajmsi-5420	350	31	by	by	ADP
ajmsi-5420	350	32	which	which	DET
ajmsi-5420	350	33	type	type	NOUN
ajmsi-5420	350	34	of	of	ADP
ajmsi-5420	350	35	pneumonia	pneumonia	NOUN
ajmsi-5420	350	36	.	.	PUNCT
ajmsi-5420	351	1	ai	ai	PROPN
ajmsi-5420	351	2	act	act	PROPN
ajmsi-5420	351	3	as	as	ADP
ajmsi-5420	351	4	paradigm	paradigm	NOUN
ajmsi-5420	351	5	shift	shift	NOUN
ajmsi-5420	351	6	in	in	ADP
ajmsi-5420	351	7	drug	drug	NOUN
ajmsi-5420	351	8	discovery	discovery	NOUN
ajmsi-5420	351	9	and	and	CCONJ
ajmsi-5420	351	10	development	development	NOUN
ajmsi-5420	351	11	for	for	ADP
ajmsi-5420	351	12	treating	treat	VERB
ajmsi-5420	351	13	the	the	DET
ajmsi-5420	351	14	bacterial	bacterial	ADJ
ajmsi-5420	351	15	infection	infection	NOUN
ajmsi-5420	351	16	one	one	NUM
ajmsi-5420	351	17	of	of	ADP
ajmsi-5420	351	18	the	the	DET
ajmsi-5420	351	19	difficult	difficult	ADJ
ajmsi-5420	351	20	challenges	challenge	NOUN
ajmsi-5420	351	21	are	be	AUX
ajmsi-5420	351	22	resistant	resistant	ADJ
ajmsi-5420	351	23	to	to	ADP
ajmsi-5420	351	24	antimicrobial	antimicrobial	ADJ
ajmsi-5420	351	25	agents	agent	NOUN
ajmsi-5420	351	26	and	and	CCONJ
ajmsi-5420	351	27	diverse	diverse	NOUN
ajmsi-5420	351	28	of	of	ADP
ajmsi-5420	351	29	bacteria	bacteria	NOUN
ajmsi-5420	351	30	.	.	PUNCT
ajmsi-5420	352	1	in	in	ADP
ajmsi-5420	352	2	2019	2019	NUM
ajmsi-5420	352	3	,	,	PUNCT
ajmsi-5420	352	4	globally	globally	ADV
ajmsi-5420	352	5	,	,	PUNCT
ajmsi-5420	352	6	it	it	PRON
ajmsi-5420	352	7	has	have	AUX
ajmsi-5420	352	8	reported	report	VERB
ajmsi-5420	352	9	that	that	SCONJ
ajmsi-5420	352	10	above	above	ADP
ajmsi-5420	352	11	4	4	NUM
ajmsi-5420	352	12	million	million	NUM
ajmsi-5420	352	13	people	people	NOUN
ajmsi-5420	352	14	died	die	VERB
ajmsi-5420	352	15	due	due	ADJ
ajmsi-5420	352	16	to	to	ADP
ajmsi-5420	352	17	resistance	resistance	NOUN
ajmsi-5420	352	18	of	of	ADP
ajmsi-5420	352	19	antimicrobial	antimicrobial	ADJ
ajmsi-5420	352	20	.	.	PUNCT
ajmsi-5420	353	1	bacteria	bacteria	NOUN
ajmsi-5420	353	2	have	have	AUX
ajmsi-5420	353	3	acquired	acquire	VERB
ajmsi-5420	353	4	the	the	DET
ajmsi-5420	353	5	resistance	resistance	NOUN
ajmsi-5420	353	6	to	to	ADP
ajmsi-5420	353	7	the	the	DET
ajmsi-5420	353	8	antimicrobial	antimicrobial	ADJ
ajmsi-5420	353	9	drugs	drug	NOUN
ajmsi-5420	353	10	as	as	SCONJ
ajmsi-5420	353	11	microbes	microbe	NOUN
ajmsi-5420	353	12	adapted	adapt	VERB
ajmsi-5420	353	13	to	to	ADP
ajmsi-5420	353	14	the	the	DET
ajmsi-5420	353	15	environment	environment	NOUN
ajmsi-5420	353	16	,	,	PUNCT
ajmsi-5420	353	17	genetic	genetic	ADJ
ajmsi-5420	353	18	mutation	mutation	NOUN
ajmsi-5420	353	19	which	which	PRON
ajmsi-5420	353	20	reduces	reduce	VERB
ajmsi-5420	353	21	the	the	DET
ajmsi-5420	353	22	efficiency	efficiency	NOUN
ajmsi-5420	353	23	of	of	ADP
ajmsi-5420	353	24	antimicrobial	antimicrobial	ADJ
ajmsi-5420	353	25	drugs	drug	NOUN
ajmsi-5420	353	26	.	.	PUNCT
ajmsi-5420	354	1	additionally	additionally	ADV
ajmsi-5420	354	2	,	,	PUNCT
ajmsi-5420	354	3	diversity	diversity	NOUN
ajmsi-5420	354	4	of	of	ADP
ajmsi-5420	354	5	bacteria	bacteria	NOUN
ajmsi-5420	354	6	and	and	CCONJ
ajmsi-5420	354	7	interaction	interaction	NOUN
ajmsi-5420	354	8	of	of	ADP
ajmsi-5420	354	9	bacteria	bacteria	NOUN
ajmsi-5420	354	10	and	and	CCONJ
ajmsi-5420	354	11	host	host	NOUN
ajmsi-5420	354	12	creates	create	VERB
ajmsi-5420	354	13	complexity	complexity	NOUN
ajmsi-5420	354	14	which	which	PRON
ajmsi-5420	354	15	results	result	VERB
ajmsi-5420	354	16	in	in	ADP
ajmsi-5420	354	17	the	the	DET
ajmsi-5420	354	18	management	management	NOUN
ajmsi-5420	354	19	or	or	CCONJ
ajmsi-5420	354	20	difficult	difficult	ADJ
ajmsi-5420	354	21	for	for	ADP
ajmsi-5420	354	22	treatment	treatment	NOUN
ajmsi-5420	354	23	.	.	PUNCT
ajmsi-5420	355	1	so	so	ADV
ajmsi-5420	355	2	,	,	PUNCT
ajmsi-5420	355	3	ai	ai	VERB
ajmsi-5420	355	4	technologies	technology	NOUN
ajmsi-5420	355	5	simulates	simulate	VERB
ajmsi-5420	355	6	the	the	DET
ajmsi-5420	355	7	complex	complex	ADJ
ajmsi-5420	355	8	interactions	interaction	NOUN
ajmsi-5420	355	9	between	between	ADP
ajmsi-5420	355	10	pathogens	pathogen	NOUN
ajmsi-5420	355	11	,	,	PUNCT
ajmsi-5420	355	12	host	host	NOUN
ajmsi-5420	355	13	and	and	CCONJ
ajmsi-5420	355	14	drug	drug	NOUN
ajmsi-5420	355	15	,	,	PUNCT
ajmsi-5420	355	16	thus	thus	ADV
ajmsi-5420	355	17	helps	help	VERB
ajmsi-5420	355	18	in	in	ADP
ajmsi-5420	355	19	revealing	reveal	VERB
ajmsi-5420	355	20	the	the	DET
ajmsi-5420	355	21	features	feature	NOUN
ajmsi-5420	355	22	of	of	ADP
ajmsi-5420	355	23	infections	infection	NOUN
ajmsi-5420	355	24	and	and	CCONJ
ajmsi-5420	355	25	optimizing	optimize	VERB
ajmsi-5420	355	26	the	the	DET
ajmsi-5420	355	27	drug	drug	NOUN
ajmsi-5420	355	28	and	and	CCONJ
ajmsi-5420	355	29	vaccine	vaccine	NOUN
ajmsi-5420	355	30	designs	design	NOUN
ajmsi-5420	355	31	.	.	PUNCT
ajmsi-5420	356	1	ai	ai	VERB
ajmsi-5420	356	2	tools	tool	NOUN
ajmsi-5420	356	3	are	be	AUX
ajmsi-5420	356	4	the	the	DET
ajmsi-5420	356	5	boons	boon	NOUN
ajmsi-5420	356	6	to	to	ADP
ajmsi-5420	356	7	the	the	DET
ajmsi-5420	356	8	searchers	searcher	NOUN
ajmsi-5420	356	9	that	that	PRON
ajmsi-5420	356	10	have	have	VERB
ajmsi-5420	356	11	huge	huge	ADJ
ajmsi-5420	356	12	benefits	benefit	NOUN
ajmsi-5420	356	13	in	in	ADP
ajmsi-5420	356	14	the	the	DET
ajmsi-5420	356	15	drug	drug	NOUN
ajmsi-5420	356	16	and	and	CCONJ
ajmsi-5420	356	17	research	research	NOUN
ajmsi-5420	356	18	development	development	NOUN
ajmsi-5420	356	19	.	.	PUNCT
ajmsi-5420	357	1	it	it	PRON
ajmsi-5420	357	2	provides	provide	VERB
ajmsi-5420	357	3	new	new	ADJ
ajmsi-5420	357	4	strategies	strategy	NOUN
ajmsi-5420	357	5	to	to	PART
ajmsi-5420	357	6	overcome	overcome	VERB
ajmsi-5420	357	7	the	the	DET
ajmsi-5420	357	8	problems	problem	NOUN
ajmsi-5420	357	9	of	of	ADP
ajmsi-5420	357	10	drug	drug	NOUN
ajmsi-5420	357	11	resistance	resistance	NOUN
ajmsi-5420	357	12	.	.	PUNCT
ajmsi-5420	358	1	models	model	NOUN
ajmsi-5420	358	2	of	of	ADP
ajmsi-5420	358	3	ai	ai	NOUN
ajmsi-5420	358	4	can	can	AUX
ajmsi-5420	358	5	help	help	VERB
ajmsi-5420	358	6	the	the	DET
ajmsi-5420	358	7	developers	developer	NOUN
ajmsi-5420	358	8	in	in	ADP
ajmsi-5420	358	9	predicting	predict	VERB
ajmsi-5420	358	10	the	the	DET
ajmsi-5420	358	11	drug	drug	NOUN
ajmsi-5420	358	12	physicochemical	physicochemical	ADJ
ajmsi-5420	358	13	properties	property	NOUN
ajmsi-5420	358	14	identify	identify	VERB
ajmsi-5420	358	15	promising	promise	VERB
ajmsi-5420	358	16	drug	drug	NOUN
ajmsi-5420	358	17	candidates	candidate	NOUN
ajmsi-5420	358	18	and	and	CCONJ
ajmsi-5420	358	19	provide	provide	VERB
ajmsi-5420	358	20	best	good	ADJ
ajmsi-5420	358	21	match	match	NOUN
ajmsi-5420	358	22	to	to	PART
ajmsi-5420	358	23	formulate	formulate	VERB
ajmsi-5420	358	24	and	and	CCONJ
ajmsi-5420	358	25	design	design	VERB
ajmsi-5420	358	26	the	the	DET
ajmsi-5420	358	27	drug	drug	NOUN
ajmsi-5420	358	28	.	.	PUNCT
ajmsi-5420	359	1	for	for	ADP
ajmsi-5420	359	2	example	example	NOUN
ajmsi-5420	359	3	,	,	PUNCT
ajmsi-5420	359	4	de	de	X
ajmsi-5420	359	5	novo	novo	PROPN
ajmsi-5420	359	6	.	.	PUNCT
ajmsi-5420	360	1	drug	drug	NOUN
ajmsi-5420	360	2	design	design	NOUN
ajmsi-5420	360	3	ai	ai	VERB
ajmsi-5420	360	4	can	can	AUX
ajmsi-5420	360	5	generate	generate	VERB
ajmsi-5420	360	6	novel	novel	ADJ
ajmsi-5420	360	7	molecular	molecular	ADJ
ajmsi-5420	360	8	structures	structure	NOUN
ajmsi-5420	360	9	with	with	ADP
ajmsi-5420	360	10	specific	specific	ADJ
ajmsi-5420	360	11	biological	biological	ADJ
ajmsi-5420	360	12	properties	property	NOUN
ajmsi-5420	360	13	,	,	PUNCT
ajmsi-5420	360	14	enabling	enable	VERB
ajmsi-5420	360	15	the	the	DET
ajmsi-5420	360	16	design	design	NOUN
ajmsi-5420	360	17	of	of	ADP
ajmsi-5420	360	18	drugs	drug	NOUN
ajmsi-5420	360	19	from	from	ADP
ajmsi-5420	360	20	scratch	scratch	NOUN
ajmsi-5420	360	21	.	.	PUNCT
ajmsi-5420	361	1	moving	move	VERB
ajmsi-5420	361	2	further	far	ADV
ajmsi-5420	361	3	,	,	PUNCT
ajmsi-5420	361	4	ai	ai	VERB
ajmsi-5420	361	5	can	can	AUX
ajmsi-5420	361	6	identify	identify	VERB
ajmsi-5420	361	7	the	the	DET
ajmsi-5420	361	8	relationship	relationship	NOUN
ajmsi-5420	361	9	between	between	ADP
ajmsi-5420	361	10	pathogen	pathogen	NOUN
ajmsi-5420	361	11	,	,	PUNCT
ajmsi-5420	361	12	target	target	NOUN
ajmsi-5420	361	13	site	site	NOUN
ajmsi-5420	361	14	,	,	PUNCT
ajmsi-5420	361	15	genotype	genotype	NOUN
ajmsi-5420	361	16	and	and	CCONJ
ajmsi-5420	361	17	chemotype	chemotype	NOUN
ajmsi-5420	361	18	,	,	PUNCT
ajmsi-5420	361	19	providing	provide	VERB
ajmsi-5420	361	20	the	the	DET
ajmsi-5420	361	21	best	good	ADJ
ajmsi-5420	361	22	come	come	VERB
ajmsi-5420	361	23	out	out	ADP
ajmsi-5420	361	24	way	way	NOUN
ajmsi-5420	361	25	to	to	PART
ajmsi-5420	361	26	breakout	breakout	VERB
ajmsi-5420	361	27	the	the	DET
ajmsi-5420	361	28	antimicrobial	antimicrobial	ADJ
ajmsi-5420	361	29	resistance	resistance	NOUN
ajmsi-5420	361	30	and	and	CCONJ
ajmsi-5420	361	31	provide	provide	VERB
ajmsi-5420	361	32	therapeutic	therapeutic	ADJ
ajmsi-5420	361	33	effective	effective	ADJ
ajmsi-5420	361	34	drugs	drug	NOUN
ajmsi-5420	361	35	.	.	PUNCT
ajmsi-5420	362	1	ai	ai	AUX
ajmsi-5420	362	2	easily	easily	ADV
ajmsi-5420	362	3	analyzes	analyze	VERB
ajmsi-5420	362	4	the	the	DET
ajmsi-5420	362	5	molecular	molecular	ADJ
ajmsi-5420	362	6	character	character	NOUN
ajmsi-5420	362	7	and	and	CCONJ
ajmsi-5420	362	8	predicts	predict	VERB
ajmsi-5420	362	9	the	the	DET
ajmsi-5420	362	10	binding	bind	VERB
ajmsi-5420	362	11	affinities	affinity	NOUN
ajmsi-5420	362	12	of	of	ADP
ajmsi-5420	362	13	the	the	DET
ajmsi-5420	362	14	target	target	NOUN
ajmsi-5420	362	15	ligands	ligand	NOUN
ajmsi-5420	362	16	and	and	CCONJ
ajmsi-5420	362	17	which	which	DET
ajmsi-5420	362	18	compound	compound	NOUN
ajmsi-5420	362	19	can	can	AUX
ajmsi-5420	362	20	work	work	VERB
ajmsi-5420	362	21	more	more	ADV
ajmsi-5420	362	22	potentially	potentially	ADV
ajmsi-5420	362	23	.	.	PUNCT
ajmsi-5420	363	1	for	for	ADP
ajmsi-5420	363	2	e.g.	e.g.	ADV
ajmsi-5420	363	3	tuberculosis	tuberculosis	NOUN
ajmsi-5420	363	4	(	(	PUNCT
ajmsi-5420	363	5	tb	tb	NOUN
ajmsi-5420	363	6	)	)	PUNCT
ajmsi-5420	363	7	and	and	CCONJ
ajmsi-5420	363	8	multi	multi	ADJ
ajmsi-5420	363	9	resistant	resistant	ADJ
ajmsi-5420	363	10	infections	infection	NOUN
ajmsi-5420	363	11	,	,	PUNCT
ajmsi-5420	363	12	ai	ai	VERB
ajmsi-5420	363	13	by	by	ADP
ajmsi-5420	363	14	the	the	DET
ajmsi-5420	363	15	chest	chest	NOUN
ajmsi-5420	363	16	x	x	NOUN
ajmsi-5420	363	17	-	-	NOUN
ajmsi-5420	363	18	ray	ray	NOUN
ajmsi-5420	363	19	,	,	PUNCT
ajmsi-5420	363	20	coughs	cough	NOUN
ajmsi-5420	363	21	sounds	sound	VERB
ajmsi-5420	363	22	and	and	CCONJ
ajmsi-5420	363	23	genomic	genomic	ADJ
ajmsi-5420	363	24	analysis	analysis	NOUN
ajmsi-5420	363	25	,	,	PUNCT
ajmsi-5420	363	26	drugs	drug	NOUN
ajmsi-5420	363	27	that	that	PRON
ajmsi-5420	363	28	develop	develop	VERB
ajmsi-5420	363	29	the	the	DET
ajmsi-5420	363	30	resistant	resistant	ADJ
ajmsi-5420	363	31	with	with	ADP
ajmsi-5420	363	32	all	all	DET
ajmsi-5420	363	33	these	these	DET
ajmsi-5420	363	34	data	datum	NOUN
ajmsi-5420	363	35	information	information	NOUN
ajmsi-5420	363	36	we	we	PRON
ajmsi-5420	363	37	can	can	AUX
ajmsi-5420	363	38	find	find	VERB
ajmsi-5420	363	39	the	the	DET
ajmsi-5420	363	40	effective	effective	ADJ
ajmsi-5420	363	41	treatment	treatment	NOUN
ajmsi-5420	363	42	for	for	ADP
ajmsi-5420	363	43	t.b	t.b	PROPN
ajmsi-5420	363	44	patients	patient	NOUN
ajmsi-5420	363	45	.	.	PUNCT
ajmsi-5420	364	1	current	current	ADJ
ajmsi-5420	364	2	studies	study	NOUN
ajmsi-5420	364	3	that	that	PRON
ajmsi-5420	364	4	revealed	reveal	VERB
ajmsi-5420	364	5	that	that	SCONJ
ajmsi-5420	364	6	ai	ai	VERB
ajmsi-5420	364	7	tool	tool	NOUN
ajmsi-5420	364	8	especially	especially	ADV
ajmsi-5420	364	9	machine	machine	NOUN
ajmsi-5420	364	10	learning	learning	NOUN
ajmsi-5420	364	11	(	(	PUNCT
ajmsi-5420	364	12	ml	ml	VERB
ajmsi-5420	364	13	)	)	PUNCT
ajmsi-5420	364	14	helps	help	VERB
ajmsi-5420	364	15	in	in	ADP
ajmsi-5420	364	16	diagnosis	diagnosis	NOUN
ajmsi-5420	364	17	,	,	PUNCT
ajmsi-5420	364	18	prediction	prediction	NOUN
ajmsi-5420	364	19	,	,	PUNCT
ajmsi-5420	364	20	understanding	understand	VERB
ajmsi-5420	364	21	the	the	DET
ajmsi-5420	364	22	causes	cause	NOUN
ajmsi-5420	364	23	,	,	PUNCT
ajmsi-5420	364	24	treatment	treatment	NOUN
ajmsi-5420	364	25	and	and	CCONJ
ajmsi-5420	364	26	management	management	NOUN
ajmsi-5420	364	27	of	of	ADP
ajmsi-5420	364	28	disease	disease	NOUN
ajmsi-5420	364	29	.	.	PUNCT
ajmsi-5420	365	1	it	it	PRON
ajmsi-5420	365	2	can	can	AUX
ajmsi-5420	365	3	identify	identify	VERB
ajmsi-5420	365	4	the	the	DET
ajmsi-5420	365	5	failure	failure	NOUN
ajmsi-5420	365	6	of	of	ADP
ajmsi-5420	365	7	antibiotics	antibiotic	NOUN
ajmsi-5420	365	8	and	and	CCONJ
ajmsi-5420	365	9	its	its	PRON
ajmsi-5420	365	10	reason	reason	NOUN
ajmsi-5420	365	11	behind	behind	ADP
ajmsi-5420	365	12	it	it	PRON
ajmsi-5420	365	13	.	.	PUNCT
ajmsi-5420	366	1	from	from	ADP
ajmsi-5420	366	2	that	that	DET
ajmsi-5420	366	3	information	information	NOUN
ajmsi-5420	366	4	,	,	PUNCT
ajmsi-5420	366	5	searchers	searcher	NOUN
ajmsi-5420	366	6	can	can	AUX
ajmsi-5420	366	7	analyze	analyze	VERB
ajmsi-5420	366	8	and	and	CCONJ
ajmsi-5420	366	9	generate	generate	VERB
ajmsi-5420	366	10	a	a	DET
ajmsi-5420	366	11	new	new	ADJ
ajmsi-5420	366	12	molecule	molecule	NOUN
ajmsi-5420	366	13	of	of	ADP
ajmsi-5420	366	14	drug	drug	NOUN
ajmsi-5420	366	15	and	and	CCONJ
ajmsi-5420	366	16	vaccine	vaccine	NOUN
ajmsi-5420	366	17	to	to	PART
ajmsi-5420	366	18	cure	cure	VERB
ajmsi-5420	366	19	t.b	t.b	PROPN
ajmsi-5420	366	20	and	and	CCONJ
ajmsi-5420	366	21	multi	multi	ADJ
ajmsi-5420	366	22	-	-	ADJ
ajmsi-5420	366	23	resistant	resistant	ADJ
ajmsi-5420	366	24	infection	infection	NOUN
ajmsi-5420	366	25	.	.	PUNCT
ajmsi-5420	367	1	lastly	lastly	ADV
ajmsi-5420	367	2	,	,	PUNCT
ajmsi-5420	367	3	the	the	DET
ajmsi-5420	367	4	application	application	NOUN
ajmsi-5420	367	5	of	of	ADP
ajmsi-5420	367	6	ai	ai	NOUN
ajmsi-5420	367	7	in	in	ADP
ajmsi-5420	367	8	predicting	predict	VERB
ajmsi-5420	367	9	dr	dr	PROPN
ajmsi-5420	367	10	can	can	AUX
ajmsi-5420	367	11	aid	aid	VERB
ajmsi-5420	367	12	in	in	ADP
ajmsi-5420	367	13	the	the	DET
ajmsi-5420	367	14	personalized	personalized	ADJ
ajmsi-5420	367	15	selection	selection	NOUN
ajmsi-5420	367	16	of	of	ADP
ajmsi-5420	367	17	medications	medication	NOUN
ajmsi-5420	367	18	,	,	PUNCT
ajmsi-5420	367	19	avoiding	avoid	VERB
ajmsi-5420	367	20	unnecessary	unnecessary	ADJ
ajmsi-5420	367	21	antibiotic	antibiotic	ADJ
ajmsi-5420	367	22	use	use	NOUN
ajmsi-5420	367	23	,	,	PUNCT
ajmsi-5420	367	24	and	and	CCONJ
ajmsi-5420	367	25	reducing	reduce	VERB
ajmsi-5420	367	26	the	the	DET
ajmsi-5420	367	27	spread	spread	NOUN
ajmsi-5420	367	28	of	of	ADP
ajmsi-5420	367	29	dr	dr	PROPN
ajmsi-5420	367	30	strains	strain	NOUN
ajmsi-5420	367	31	.	.	PUNCT
ajmsi-5420	368	1	improving	improve	VERB
ajmsi-5420	368	2	patient	patient	ADJ
ajmsi-5420	368	3	treatment	treatment	NOUN
ajmsi-5420	368	4	outcomes	outcome	NOUN
ajmsi-5420	368	5	and	and	CCONJ
ajmsi-5420	368	6	quality	quality	NOUN
ajmsi-5420	368	7	of	of	ADP
ajmsi-5420	368	8	life	life	NOUN
ajmsi-5420	368	9	but	but	CCONJ
ajmsi-5420	368	10	also	also	ADV
ajmsi-5420	368	11	contribute	contribute	VERB
ajmsi-5420	368	12	to	to	ADP
ajmsi-5420	368	13	guiding	guide	VERB
ajmsi-5420	368	14	future	future	ADJ
ajmsi-5420	368	15	research	research	NOUN
ajmsi-5420	368	16	and	and	CCONJ
ajmsi-5420	368	17	clinical	clinical	ADJ
ajmsi-5420	368	18	practice	practice	NOUN
ajmsi-5420	368	19	,	,	PUNCT
ajmsi-5420	368	20	driving	drive	VERB
ajmsi-5420	368	21	advancements	advancement	NOUN
ajmsi-5420	368	22	in	in	ADP
ajmsi-5420	368	23	the	the	DET
ajmsi-5420	368	24	field	field	NOUN
ajmsi-5420	368	25	of	of	ADP
ajmsi-5420	368	26	healthcare	healthcare	PROPN
ajmsi-5420	368	27	.	.	PUNCT
ajmsi-5420	369	1	ai	ai	VERB
ajmsi-5420	369	2	can	can	AUX
ajmsi-5420	369	3	predict	predict	VERB
ajmsi-5420	369	4	and	and	CCONJ
ajmsi-5420	369	5	analysis	analysis	VERB
ajmsi-5420	369	6	the	the	DET
ajmsi-5420	369	7	toxic	toxic	ADJ
ajmsi-5420	369	8	and	and	CCONJ
ajmsi-5420	369	9	side	side	NOUN
ajmsi-5420	369	10	effects	effect	NOUN
ajmsi-5420	369	11	of	of	ADP
ajmsi-5420	369	12	the	the	DET
ajmsi-5420	369	13	drugs	drug	NOUN
ajmsi-5420	369	14	in	in	ADP
ajmsi-5420	369	15	the	the	DET
ajmsi-5420	369	16	recent	recent	ADJ
ajmsi-5420	369	17	studies	study	NOUN
ajmsi-5420	369	18	it	it	PRON
ajmsi-5420	369	19	has	have	AUX
ajmsi-5420	369	20	revealed	reveal	VERB
ajmsi-5420	369	21	that	that	SCONJ
ajmsi-5420	369	22	ai	ai	VERB
ajmsi-5420	369	23	algorithms	algorithm	NOUN
ajmsi-5420	369	24	easily	easily	ADV
ajmsi-5420	369	25	and	and	CCONJ
ajmsi-5420	369	26	quickly	quickly	ADV
ajmsi-5420	369	27	predict	predict	VERB
ajmsi-5420	369	28	the	the	DET
ajmsi-5420	369	29	toxic	toxic	ADJ
ajmsi-5420	369	30	effect	effect	NOUN
ajmsi-5420	369	31	of	of	ADP
ajmsi-5420	369	32	drugs	drug	NOUN
ajmsi-5420	369	33	by	by	ADP
ajmsi-5420	369	34	determining	determine	VERB
ajmsi-5420	369	35	the	the	DET
ajmsi-5420	369	36	large	large	ADJ
ajmsi-5420	369	37	data	data	NOUN
ajmsi-5420	369	38	record	record	NOUN
ajmsi-5420	369	39	(	(	PUNCT
ajmsi-5420	369	40	from	from	ADP
ajmsi-5420	369	41	clinical	clinical	ADJ
ajmsi-5420	369	42	trial	trial	NOUN
ajmsi-5420	369	43	data	datum	NOUN
ajmsi-5420	369	44	,	,	PUNCT
ajmsi-5420	369	45	pa	pa	PROPN
ajmsi-5420	369	46	ge	ge	PROPN
ajmsi-5420	369	47	64	64	NUM
ajmsi-5420	369	48	https://journals.e-palli.com/home/index.php/ajmsi	https://journals.e-palli.com/home/index.php/ajmsi	PROPN
ajmsi-5420	369	49	am	be	AUX
ajmsi-5420	369	50	.	.	PUNCT
ajmsi-5420	370	1	j.	j.	PROPN
ajmsi-5420	370	2	med	med	PROPN
ajmsi-5420	370	3	.	.	PUNCT
ajmsi-5420	371	1	sci	sci	PROPN
ajmsi-5420	371	2	.	.	PUNCT
ajmsi-5420	371	3	innov	innov	PROPN
ajmsi-5420	371	4	.	.	PUNCT
ajmsi-5420	372	1	4(2	4(2	NUM
ajmsi-5420	372	2	)	)	PUNCT
ajmsi-5420	373	1	53	53	NUM
ajmsi-5420	373	2	-	-	SYM
ajmsi-5420	373	3	72	72	NUM
ajmsi-5420	373	4	,	,	PUNCT
ajmsi-5420	373	5	2025	2025	NUM
ajmsi-5420	373	6	patient	patient	ADJ
ajmsi-5420	373	7	reports	report	NOUN
ajmsi-5420	373	8	etc	etc	X
ajmsi-5420	373	9	)	)	PUNCT
ajmsi-5420	374	1	,	,	PUNCT
ajmsi-5420	374	2	identify	identify	VERB
ajmsi-5420	374	3	the	the	DET
ajmsi-5420	374	4	patterns	pattern	NOUN
ajmsi-5420	374	5	and	and	CCONJ
ajmsi-5420	374	6	predict	predict	VERB
ajmsi-5420	374	7	outcomes	outcome	NOUN
ajmsi-5420	374	8	.	.	PUNCT
ajmsi-5420	375	1	by	by	ADP
ajmsi-5420	375	2	analyzing	analyze	VERB
ajmsi-5420	375	3	the	the	DET
ajmsi-5420	375	4	pharmacokinetics	pharmacokinetic	NOUN
ajmsi-5420	375	5	data	datum	NOUN
ajmsi-5420	375	6	,	,	PUNCT
ajmsi-5420	375	7	safe	safe	ADJ
ajmsi-5420	375	8	dose	dose	NOUN
ajmsi-5420	375	9	amount	amount	NOUN
ajmsi-5420	375	10	can	can	AUX
ajmsi-5420	375	11	be	be	AUX
ajmsi-5420	375	12	calculated	calculate	VERB
ajmsi-5420	375	13	(	(	PUNCT
ajmsi-5420	375	14	dose	dose	NOUN
ajmsi-5420	375	15	regimen	regiman	NOUN
ajmsi-5420	375	16	)	)	PUNCT
ajmsi-5420	375	17	and	and	CCONJ
ajmsi-5420	375	18	minimizing	minimize	VERB
ajmsi-5420	375	19	the	the	DET
ajmsi-5420	375	20	side	side	NOUN
ajmsi-5420	375	21	effects	effect	NOUN
ajmsi-5420	375	22	.	.	PUNCT
ajmsi-5420	376	1	for	for	ADP
ajmsi-5420	376	2	example	example	NOUN
ajmsi-5420	376	3	the	the	DET
ajmsi-5420	376	4	increase	increase	NOUN
ajmsi-5420	376	5	of	of	ADP
ajmsi-5420	376	6	antibiotic	antibiotic	ADJ
ajmsi-5420	376	7	resistance	resistance	NOUN
ajmsi-5420	376	8	,	,	PUNCT
ajmsi-5420	376	9	tigecycline	tigecycline	VERB
ajmsi-5420	376	10	a	a	DET
ajmsi-5420	376	11	new	new	ADJ
ajmsi-5420	376	12	broad	broad	ADJ
ajmsi-5420	376	13	-	-	PUNCT
ajmsi-5420	376	14	spectrum	spectrum	NOUN
ajmsi-5420	376	15	of	of	ADP
ajmsi-5420	376	16	class	class	NOUN
ajmsi-5420	376	17	synthetic	synthetic	ADJ
ajmsi-5420	376	18	tetracycline	tetracycline	NOUN
ajmsi-5420	376	19	antibiotics	antibiotic	NOUN
ajmsi-5420	376	20	(	(	PUNCT
ajmsi-5420	376	21	glycylcycline	glycylcycline	NOUN
ajmsi-5420	376	22	antibiotic	antibiotic	NOUN
ajmsi-5420	376	23	)	)	PUNCT
ajmsi-5420	376	24	is	be	AUX
ajmsi-5420	376	25	widely	widely	ADV
ajmsi-5420	376	26	used	use	VERB
ajmsi-5420	376	27	in	in	ADP
ajmsi-5420	376	28	the	the	DET
ajmsi-5420	376	29	tissue	tissue	NOUN
ajmsi-5420	376	30	infections	infection	NOUN
ajmsi-5420	376	31	,	,	PUNCT
ajmsi-5420	376	32	abdominal	abdominal	ADJ
ajmsi-5420	376	33	infections	infection	NOUN
ajmsi-5420	376	34	caused	cause	VERB
ajmsi-5420	376	35	by	by	ADP
ajmsi-5420	376	36	pneumonia	pneumonia	NOUN
ajmsi-5420	376	37	.	.	PUNCT
ajmsi-5420	377	1	it	it	PRON
ajmsi-5420	377	2	works	work	VERB
ajmsi-5420	377	3	by	by	ADP
ajmsi-5420	377	4	inhibiting	inhibit	VERB
ajmsi-5420	377	5	bacterial	bacterial	ADJ
ajmsi-5420	377	6	protein	protein	NOUN
ajmsi-5420	377	7	synthesis	synthesis	NOUN
ajmsi-5420	377	8	,	,	PUNCT
ajmsi-5420	377	9	act	act	VERB
ajmsi-5420	377	10	as	as	ADP
ajmsi-5420	377	11	bactericidal	bactericidal	NOUN
ajmsi-5420	377	12	.	.	PUNCT
ajmsi-5420	378	1	apart	apart	ADV
ajmsi-5420	378	2	from	from	ADP
ajmsi-5420	378	3	this	this	PRON
ajmsi-5420	378	4	,	,	PUNCT
ajmsi-5420	378	5	it	it	PRON
ajmsi-5420	378	6	can	can	AUX
ajmsi-5420	378	7	be	be	AUX
ajmsi-5420	378	8	evaluated	evaluate	VERB
ajmsi-5420	378	9	by	by	ADP
ajmsi-5420	378	10	the	the	DET
ajmsi-5420	378	11	ratio	ratio	NOUN
ajmsi-5420	378	12	of	of	ADP
ajmsi-5420	378	13	auc024	auc024	PROPN
ajmsi-5420	378	14	to	to	ADP
ajmsi-5420	378	15	the	the	DET
ajmsi-5420	378	16	minimum	minimum	ADJ
ajmsi-5420	378	17	inhibitory	inhibitory	ADJ
ajmsi-5420	378	18	concentration	concentration	NOUN
ajmsi-5420	378	19	(	(	PUNCT
ajmsi-5420	378	20	mic	mic	NOUN
ajmsi-5420	378	21	)	)	PUNCT
ajmsi-5420	378	22	of	of	ADP
ajmsi-5420	378	23	pathogens	pathogen	NOUN
ajmsi-5420	378	24	.	.	PUNCT
ajmsi-5420	379	1	however	however	ADV
ajmsi-5420	379	2	,	,	PUNCT
ajmsi-5420	379	3	tigecycline	tigecycline	PROPN
ajmsi-5420	379	4	may	may	AUX
ajmsi-5420	379	5	cause	cause	VERB
ajmsi-5420	379	6	nausea	nausea	NOUN
ajmsi-5420	379	7	,	,	PUNCT
ajmsi-5420	379	8	vomiting	vomiting	NOUN
ajmsi-5420	379	9	,	,	PUNCT
ajmsi-5420	379	10	diarrhea	diarrhea	NOUN
ajmsi-5420	379	11	and	and	CCONJ
ajmsi-5420	379	12	a	a	DET
ajmsi-5420	379	13	few	few	ADJ
ajmsi-5420	379	14	patients	patient	NOUN
ajmsi-5420	379	15	have	have	AUX
ajmsi-5420	379	16	elevated	elevate	VERB
ajmsi-5420	379	17	serum	serum	NOUN
ajmsi-5420	379	18	aminotransferase	aminotransferase	NOUN
ajmsi-5420	379	19	,	,	PUNCT
ajmsi-5420	379	20	especially	especially	ADV
ajmsi-5420	379	21	in	in	ADP
ajmsi-5420	379	22	critically	critically	ADV
ajmsi-5420	379	23	ill	ill	ADJ
ajmsi-5420	379	24	patients	patient	NOUN
ajmsi-5420	379	25	.	.	PUNCT
ajmsi-5420	380	1	ai	ai	AUX
ajmsi-5420	380	2	tools	tool	NOUN
ajmsi-5420	380	3	with	with	ADP
ajmsi-5420	380	4	the	the	DET
ajmsi-5420	380	5	combination	combination	NOUN
ajmsi-5420	380	6	of	of	ADP
ajmsi-5420	380	7	physiologically	physiologically	ADV
ajmsi-5420	380	8	based	base	VERB
ajmsi-5420	380	9	pharmacokinetic	pharmacokinetic	ADJ
ajmsi-5420	380	10	(	(	PUNCT
ajmsi-5420	380	11	pbpk	pbpk	NOUN
ajmsi-5420	380	12	)	)	PUNCT
ajmsi-5420	380	13	predict	predict	VERB
ajmsi-5420	380	14	the	the	DET
ajmsi-5420	380	15	adme	adme	NOUN
ajmsi-5420	380	16	parameters	parameter	NOUN
ajmsi-5420	380	17	.	.	PUNCT
ajmsi-5420	381	1	ai	ai	VERB
ajmsi-5420	381	2	helps	help	NOUN
ajmsi-5420	381	3	in	in	AUX
ajmsi-5420	381	4	come	come	VERB
ajmsi-5420	381	5	the	the	PRON
ajmsi-5420	381	6	to	to	ADP
ajmsi-5420	381	7	an	an	DET
ajmsi-5420	381	8	end	end	NOUN
ajmsi-5420	381	9	bleeding	bleed	VERB
ajmsi-5420	381	10	in	in	ADP
ajmsi-5420	381	11	the	the	DET
ajmsi-5420	381	12	upper	upper	ADJ
ajmsi-5420	381	13	gastrointestinal	gastrointestinal	ADJ
ajmsi-5420	381	14	track	track	NOUN
ajmsi-5420	381	15	caused	cause	VERB
ajmsi-5420	381	16	by	by	ADP
ajmsi-5420	381	17	helicobacter	helicobacter	NOUN
ajmsi-5420	381	18	pylori	pylori	NOUN
ajmsi-5420	381	19	bacterial	bacterial	ADJ
ajmsi-5420	381	20	infection	infection	NOUN
ajmsi-5420	381	21	helicobacter	helicobacter	NOUN
ajmsi-5420	381	22	pylori	pylori	NOUN
ajmsi-5420	381	23	are	be	AUX
ajmsi-5420	381	24	the	the	DET
ajmsi-5420	381	25	bacteria	bacteria	NOUN
ajmsi-5420	381	26	which	which	PRON
ajmsi-5420	381	27	attacks	attack	VERB
ajmsi-5420	381	28	the	the	DET
ajmsi-5420	381	29	lining	lining	NOUN
ajmsi-5420	381	30	that	that	PRON
ajmsi-5420	381	31	protects	protect	VERB
ajmsi-5420	381	32	the	the	DET
ajmsi-5420	381	33	stomach	stomach	NOUN
ajmsi-5420	381	34	.	.	PUNCT
ajmsi-5420	382	1	the	the	DET
ajmsi-5420	382	2	bacteria	bacteria	NOUN
ajmsi-5420	382	3	make	make	VERB
ajmsi-5420	382	4	an	an	DET
ajmsi-5420	382	5	enzyme	enzyme	NOUN
ajmsi-5420	382	6	called	call	VERB
ajmsi-5420	382	7	urease	urease	NOUN
ajmsi-5420	382	8	which	which	PRON
ajmsi-5420	382	9	neutralizes	neutralize	VERB
ajmsi-5420	382	10	the	the	DET
ajmsi-5420	382	11	acids	acid	NOUN
ajmsi-5420	382	12	in	in	ADP
ajmsi-5420	382	13	the	the	DET
ajmsi-5420	382	14	stomach	stomach	NOUN
ajmsi-5420	382	15	.	.	PUNCT
ajmsi-5420	383	1	h.	h.	PROPN
ajmsi-5420	383	2	pylori	pylori	NOUN
ajmsi-5420	383	3	also	also	ADV
ajmsi-5420	383	4	weaken	weaken	VERB
ajmsi-5420	383	5	stomach	stomach	NOUN
ajmsi-5420	383	6	’s	’s	PART
ajmsi-5420	383	7	lining	lining	NOUN
ajmsi-5420	383	8	.	.	PUNCT
ajmsi-5420	384	1	then	then	ADV
ajmsi-5420	384	2	the	the	DET
ajmsi-5420	384	3	stomachs	stomach	NOUN
ajmsi-5420	384	4	cells	cell	NOUN
ajmsi-5420	384	5	are	be	AUX
ajmsi-5420	384	6	at	at	ADP
ajmsi-5420	384	7	high	high	ADJ
ajmsi-5420	384	8	risk	risk	NOUN
ajmsi-5420	384	9	of	of	ADP
ajmsi-5420	384	10	explore	explore	NOUN
ajmsi-5420	384	11	or	or	CCONJ
ajmsi-5420	384	12	hurt	hurt	VERB
ajmsi-5420	384	13	by	by	ADP
ajmsi-5420	384	14	acid	acid	NOUN
ajmsi-5420	384	15	and	and	CCONJ
ajmsi-5420	384	16	pepsin	pepsin	NOUN
ajmsi-5420	384	17	,	,	PUNCT
ajmsi-5420	384	18	strong	strong	ADJ
ajmsi-5420	384	19	digestive	digestive	ADJ
ajmsi-5420	384	20	fluids	fluid	NOUN
ajmsi-5420	384	21	.	.	PUNCT
ajmsi-5420	385	1	that	that	PRON
ajmsi-5420	385	2	can	can	AUX
ajmsi-5420	385	3	lead	lead	VERB
ajmsi-5420	385	4	to	to	ADP
ajmsi-5420	385	5	sores	sore	NOUN
ajmsi-5420	385	6	or	or	CCONJ
ajmsi-5420	385	7	ulcers	ulcer	NOUN
ajmsi-5420	385	8	in	in	ADP
ajmsi-5420	385	9	stomach	stomach	NOUN
ajmsi-5420	385	10	or	or	CCONJ
ajmsi-5420	385	11	duodenum	duodenum	NOUN
ajmsi-5420	385	12	.	.	PUNCT
ajmsi-5420	386	1	gastrointestinal	gastrointestinal	ADJ
ajmsi-5420	386	2	endoscopy	endoscopy	NOUN
ajmsi-5420	386	3	information	information	NOUN
ajmsi-5420	386	4	can	can	AUX
ajmsi-5420	386	5	assist	assist	VERB
ajmsi-5420	386	6	ai	ai	VERB
ajmsi-5420	386	7	tools	tool	NOUN
ajmsi-5420	386	8	particularly	particularly	ADV
ajmsi-5420	386	9	;	;	PUNCT
ajmsi-5420	386	10	machine	machine	NOUN
ajmsi-5420	386	11	learning	learning	NOUN
ajmsi-5420	386	12	can	can	AUX
ajmsi-5420	386	13	overcome	overcome	VERB
ajmsi-5420	386	14	the	the	DET
ajmsi-5420	386	15	problem	problem	NOUN
ajmsi-5420	386	16	of	of	ADP
ajmsi-5420	386	17	upper	upper	ADJ
ajmsi-5420	386	18	git	git	NOUN
ajmsi-5420	386	19	bleeding	bleed	VERB
ajmsi-5420	386	20	by	by	ADP
ajmsi-5420	386	21	bolstering	bolster	VERB
ajmsi-5420	386	22	risk	risk	NOUN
ajmsi-5420	386	23	assessment	assessment	NOUN
ajmsi-5420	386	24	,	,	PUNCT
ajmsi-5420	386	25	helps	help	VERB
ajmsi-5420	386	26	in	in	ADP
ajmsi-5420	386	27	decision	decision	NOUN
ajmsi-5420	386	28	making	making	NOUN
ajmsi-5420	386	29	of	of	ADP
ajmsi-5420	386	30	dose	dose	NOUN
ajmsi-5420	386	31	regimen	regiman	NOUN
ajmsi-5420	386	32	and	and	CCONJ
ajmsi-5420	386	33	positively	positively	ADV
ajmsi-5420	386	34	improving	improve	VERB
ajmsi-5420	386	35	the	the	DET
ajmsi-5420	386	36	results.ai	results.ai	NOUN
ajmsi-5420	386	37	tools	tool	NOUN
ajmsi-5420	386	38	and	and	CCONJ
ajmsi-5420	386	39	cad	cad	PROPN
ajmsi-5420	386	40	has	have	AUX
ajmsi-5420	386	41	shown	show	VERB
ajmsi-5420	386	42	a	a	DET
ajmsi-5420	386	43	potentially	potentially	ADV
ajmsi-5420	386	44	result	result	VERB
ajmsi-5420	386	45	outcomes	outcome	NOUN
ajmsi-5420	386	46	to	to	PART
ajmsi-5420	386	47	analyze	analyze	VERB
ajmsi-5420	386	48	increasing	increase	VERB
ajmsi-5420	386	49	loads	load	NOUN
ajmsi-5420	386	50	of	of	ADP
ajmsi-5420	386	51	numerical	numerical	ADJ
ajmsi-5420	386	52	and	and	CCONJ
ajmsi-5420	386	53	categorical	categorical	ADJ
ajmsi-5420	386	54	data	datum	NOUN
ajmsi-5420	386	55	in	in	ADP
ajmsi-5420	386	56	short	short	ADJ
ajmsi-5420	386	57	times	time	NOUN
ajmsi-5420	386	58	.	.	PUNCT
ajmsi-5420	387	1	it	it	PRON
ajmsi-5420	387	2	is	be	AUX
ajmsi-5420	387	3	also	also	ADV
ajmsi-5420	387	4	notably	notably	ADV
ajmsi-5420	387	5	with	with	ADP
ajmsi-5420	387	6	ai	ai	PRON
ajmsi-5420	387	7	algorithms	algorithm	NOUN
ajmsi-5420	387	8	achieving	achieve	VERB
ajmsi-5420	387	9	regulatory	regulatory	ADJ
ajmsi-5420	387	10	approval	approval	NOUN
ajmsi-5420	387	11	for	for	ADP
ajmsi-5420	387	12	ai	ai	VERB
ajmsi-5420	387	13	-	-	PUNCT
ajmsi-5420	387	14	assisted	assist	VERB
ajmsi-5420	387	15	colorectal	colorectal	ADJ
ajmsi-5420	387	16	polyp	polyp	NOUN
ajmsi-5420	387	17	detection	detection	NOUN
ajmsi-5420	387	18	(	(	PUNCT
ajmsi-5420	387	19	computer	computer	NOUN
ajmsi-5420	387	20	-	-	PUNCT
ajmsi-5420	387	21	aided	aid	VERB
ajmsi-5420	387	22	detection	detection	NOUN
ajmsi-5420	387	23	[	[	X
ajmsi-5420	387	24	cade	cade	NOUN
ajmsi-5420	387	25	]	]	PUNCT
ajmsi-5420	387	26	)	)	PUNCT
ajmsi-5420	387	27	and	and	CCONJ
ajmsi-5420	387	28	characterization	characterization	NOUN
ajmsi-5420	387	29	(	(	PUNCT
ajmsi-5420	387	30	computer	computer	NOUN
ajmsi-5420	387	31	-	-	PUNCT
ajmsi-5420	387	32	aided	aid	VERB
ajmsi-5420	387	33	diagnosis	diagnosis	NOUN
ajmsi-5420	387	34	[	[	X
ajmsi-5420	387	35	cadx	cadx	NOUN
ajmsi-5420	387	36	]	]	PUNCT
ajmsi-5420	387	37	)	)	PUNCT
ajmsi-5420	387	38	in	in	ADP
ajmsi-5420	387	39	colonoscopy	colonoscopy	NOUN
ajmsi-5420	387	40	.	.	PUNCT
ajmsi-5420	388	1	ai	ai	AUX
ajmsi-5420	388	2	speeding	speed	VERB
ajmsi-5420	388	3	up	up	ADP
ajmsi-5420	388	4	vaccine	vaccine	NOUN
ajmsi-5420	388	5	development	development	NOUN
ajmsi-5420	388	6	ai	ai	AUX
ajmsi-5420	388	7	-	-	PUNCT
ajmsi-5420	388	8	enabled	enable	VERB
ajmsi-5420	388	9	computational	computational	ADJ
ajmsi-5420	388	10	models	model	NOUN
ajmsi-5420	388	11	help	help	VERB
ajmsi-5420	388	12	to	to	PART
ajmsi-5420	388	13	simulate	simulate	VERB
ajmsi-5420	388	14	various	various	ADJ
ajmsi-5420	388	15	molecular	molecular	ADJ
ajmsi-5420	388	16	configurations	configuration	NOUN
ajmsi-5420	388	17	of	of	ADP
ajmsi-5420	388	18	the	the	DET
ajmsi-5420	388	19	spike	spike	ADJ
ajmsi-5420	388	20	protein	protein	NOUN
ajmsi-5420	388	21	which	which	PRON
ajmsi-5420	388	22	help	help	VERB
ajmsi-5420	388	23	the	the	DET
ajmsi-5420	388	24	developers	developer	NOUN
ajmsi-5420	388	25	to	to	PART
ajmsi-5420	388	26	assess	assess	VERB
ajmsi-5420	388	27	the	the	DET
ajmsi-5420	388	28	configuration	configuration	NOUN
ajmsi-5420	388	29	and	and	CCONJ
ajmsi-5420	388	30	provoke	provoke	VERB
ajmsi-5420	388	31	an	an	DET
ajmsi-5420	388	32	effective	effective	ADJ
ajmsi-5420	388	33	immune	immune	ADJ
ajmsi-5420	388	34	response	response	NOUN
ajmsi-5420	388	35	.	.	PUNCT
ajmsi-5420	389	1	ai	ai	VERB
ajmsi-5420	389	2	criteria	criterion	NOUN
ajmsi-5420	389	3	in	in	ADP
ajmsi-5420	389	4	vaccine	vaccine	NOUN
ajmsi-5420	389	5	development	development	NOUN
ajmsi-5420	389	6	as	as	SCONJ
ajmsi-5420	389	7	follows	follow	VERB
ajmsi-5420	389	8	:	:	PUNCT
ajmsi-5420	389	9	antigen	antigen	ADJ
ajmsi-5420	389	10	selection	selection	NOUN
ajmsi-5420	389	11	ai	ai	VERB
ajmsi-5420	389	12	can	can	AUX
ajmsi-5420	389	13	identify	identify	VERB
ajmsi-5420	389	14	the	the	DET
ajmsi-5420	389	15	most	most	ADV
ajmsi-5420	389	16	effective	effective	ADJ
ajmsi-5420	389	17	antigenic	antigenic	ADJ
ajmsi-5420	389	18	determinants	determinant	NOUN
ajmsi-5420	389	19	(	(	PUNCT
ajmsi-5420	389	20	epitopes	epitope	NOUN
ajmsi-5420	389	21	)	)	PUNCT
ajmsi-5420	389	22	on	on	ADP
ajmsi-5420	389	23	a	a	DET
ajmsi-5420	389	24	pathogen	pathogen	NOUN
ajmsi-5420	389	25	,	,	PUNCT
ajmsi-5420	389	26	which	which	PRON
ajmsi-5420	389	27	are	be	AUX
ajmsi-5420	389	28	the	the	DET
ajmsi-5420	389	29	parts	part	NOUN
ajmsi-5420	389	30	of	of	ADP
ajmsi-5420	389	31	the	the	DET
ajmsi-5420	389	32	pathogen	pathogen	NOUN
ajmsi-5420	389	33	that	that	SCONJ
ajmsi-5420	389	34	the	the	DET
ajmsi-5420	389	35	immune	immune	ADJ
ajmsi-5420	389	36	system	system	NOUN
ajmsi-5420	389	37	recognizes	recognize	VERB
ajmsi-5420	389	38	and	and	CCONJ
ajmsi-5420	389	39	targets	target	NOUN
ajmsi-5420	389	40	for	for	ADP
ajmsi-5420	389	41	attack	attack	NOUN
ajmsi-5420	389	42	.	.	PUNCT
ajmsi-5420	390	1	this	this	PRON
ajmsi-5420	390	2	helps	help	VERB
ajmsi-5420	390	3	researcher	researcher	NOUN
ajmsi-5420	390	4	’s	’s	PART
ajmsi-5420	390	5	focus	focus	NOUN
ajmsi-5420	390	6	on	on	ADP
ajmsi-5420	390	7	the	the	DET
ajmsi-5420	390	8	most	most	ADV
ajmsi-5420	390	9	promising	promising	ADJ
ajmsi-5420	390	10	vaccine	vaccine	NOUN
ajmsi-5420	390	11	candidates	candidate	NOUN
ajmsi-5420	390	12	.	.	PUNCT
ajmsi-5420	391	1	immunogenic	immunogenic	ADJ
ajmsi-5420	391	2	design	design	NOUN
ajmsi-5420	391	3	ai	ai	PROPN
ajmsi-5420	391	4	technology	technology	NOUN
ajmsi-5420	391	5	can	can	AUX
ajmsi-5420	391	6	optimize	optimize	VERB
ajmsi-5420	391	7	the	the	DET
ajmsi-5420	391	8	need	need	NOUN
ajmsi-5420	391	9	of	of	ADP
ajmsi-5420	391	10	design	design	NOUN
ajmsi-5420	391	11	of	of	ADP
ajmsi-5420	391	12	vaccines	vaccine	NOUN
ajmsi-5420	391	13	to	to	PART
ajmsi-5420	391	14	ensure	ensure	VERB
ajmsi-5420	391	15	they	they	PRON
ajmsi-5420	391	16	are	be	AUX
ajmsi-5420	391	17	safe	safe	ADJ
ajmsi-5420	391	18	and	and	CCONJ
ajmsi-5420	391	19	effective	effective	ADJ
ajmsi-5420	391	20	.	.	PUNCT
ajmsi-5420	392	1	this	this	PRON
ajmsi-5420	392	2	includes	include	VERB
ajmsi-5420	392	3	how	how	SCONJ
ajmsi-5420	392	4	the	the	DET
ajmsi-5420	392	5	vaccine	vaccine	NOUN
ajmsi-5420	392	6	will	will	AUX
ajmsi-5420	392	7	interact	interact	VERB
ajmsi-5420	392	8	with	with	ADP
ajmsi-5420	392	9	the	the	DET
ajmsi-5420	392	10	immune	immune	ADJ
ajmsi-5420	392	11	system	system	NOUN
ajmsi-5420	392	12	and	and	CCONJ
ajmsi-5420	392	13	the	the	DET
ajmsi-5420	392	14	best	good	ADJ
ajmsi-5420	392	15	way	way	NOUN
ajmsi-5420	392	16	to	to	PART
ajmsi-5420	392	17	deliver	deliver	VERB
ajmsi-5420	392	18	the	the	DET
ajmsi-5420	392	19	vaccine	vaccine	NOUN
ajmsi-5420	392	20	to	to	ADP
ajmsi-5420	392	21	the	the	DET
ajmsi-5420	392	22	body	body	NOUN
ajmsi-5420	392	23	.	.	PUNCT
ajmsi-5420	393	1	prediction	prediction	NOUN
ajmsi-5420	393	2	of	of	ADP
ajmsi-5420	393	3	immune	immune	ADJ
ajmsi-5420	393	4	response	response	NOUN
ajmsi-5420	393	5	ai	ai	VERB
ajmsi-5420	393	6	can	can	AUX
ajmsi-5420	393	7	model	model	VERB
ajmsi-5420	393	8	the	the	DET
ajmsi-5420	393	9	immune	immune	ADJ
ajmsi-5420	393	10	response	response	NOUN
ajmsi-5420	393	11	to	to	ADP
ajmsi-5420	393	12	potential	potential	ADJ
ajmsi-5420	393	13	vaccines	vaccine	NOUN
ajmsi-5420	393	14	,	,	PUNCT
ajmsi-5420	393	15	allowing	allow	VERB
ajmsi-5420	393	16	researchers	researcher	NOUN
ajmsi-5420	393	17	to	to	PART
ajmsi-5420	393	18	predict	predict	VERB
ajmsi-5420	393	19	how	how	SCONJ
ajmsi-5420	393	20	well	well	ADJ
ajmsi-5420	393	21	vaccine	vaccine	NOUN
ajmsi-5420	393	22	can	can	AUX
ajmsi-5420	393	23	work	work	VERB
ajmsi-5420	393	24	and	and	CCONJ
ajmsi-5420	393	25	what	what	DET
ajmsi-5420	393	26	side	side	NOUN
ajmsi-5420	393	27	effects	effect	NOUN
ajmsi-5420	393	28	,	,	PUNCT
ajmsi-5420	393	29	adverse	adverse	ADJ
ajmsi-5420	393	30	effect	effect	NOUN
ajmsi-5420	393	31	can	can	AUX
ajmsi-5420	393	32	be	be	AUX
ajmsi-5420	393	33	occurred	occur	VERB
ajmsi-5420	393	34	and	and	CCONJ
ajmsi-5420	393	35	how	how	SCONJ
ajmsi-5420	393	36	it	it	PRON
ajmsi-5420	393	37	can	can	AUX
ajmsi-5420	393	38	be	be	AUX
ajmsi-5420	393	39	overcome	overcome	VERB
ajmsi-5420	393	40	.	.	PUNCT
ajmsi-5420	394	1	tailored	tailor	VERB
ajmsi-5420	394	2	vaccine	vaccine	NOUN
ajmsi-5420	394	3	with	with	ADP
ajmsi-5420	394	4	the	the	DET
ajmsi-5420	394	5	help	help	NOUN
ajmsi-5420	394	6	of	of	ADP
ajmsi-5420	394	7	ai	ai	VERB
ajmsi-5420	394	8	one	one	NOUN
ajmsi-5420	394	9	can	can	AUX
ajmsi-5420	394	10	craft	craft	VERB
ajmsi-5420	394	11	to	to	PART
ajmsi-5420	394	12	fit	fit	VERB
ajmsi-5420	394	13	the	the	DET
ajmsi-5420	394	14	person	person	NOUN
ajmsi-5420	394	15	needs	need	VERB
ajmsi-5420	394	16	accordingly	accordingly	ADV
ajmsi-5420	394	17	.	.	PUNCT
ajmsi-5420	395	1	researcher	researcher	NOUN
ajmsi-5420	395	2	can	can	AUX
ajmsi-5420	395	3	continue	continue	VERB
ajmsi-5420	395	4	discovery	discovery	VERB
ajmsi-5420	395	5	the	the	DET
ajmsi-5420	395	6	vaccine	vaccine	NOUN
ajmsi-5420	395	7	as	as	ADP
ajmsi-5420	395	8	per	per	ADP
ajmsi-5420	395	9	the	the	DET
ajmsi-5420	395	10	need	need	NOUN
ajmsi-5420	395	11	of	of	ADP
ajmsi-5420	395	12	individual	individual	ADJ
ajmsi-5420	395	13	genetic	genetic	ADJ
ajmsi-5420	395	14	information	information	NOUN
ajmsi-5420	395	15	or	or	CCONJ
ajmsi-5420	395	16	immune	immune	ADJ
ajmsi-5420	395	17	response	response	NOUN
ajmsi-5420	395	18	and	and	CCONJ
ajmsi-5420	395	19	possible	possible	ADJ
ajmsi-5420	395	20	sparse	sparse	ADJ
ajmsi-5420	395	21	auto	auto	NOUN
ajmsi-5420	395	22	encoders	encoder	NOUN
ajmsi-5420	395	23	(	(	PUNCT
ajmsi-5420	395	24	saes	saes	PROPN
ajmsi-5420	395	25	)	)	PUNCT
ajmsi-5420	395	26	.	.	PUNCT
ajmsi-5420	396	1	for	for	ADP
ajmsi-5420	396	2	example	example	NOUN
ajmsi-5420	396	3	,	,	PUNCT
ajmsi-5420	396	4	covid-19	covid-19	PROPN
ajmsi-5420	396	5	pandemic	pandemic	NOUN
ajmsi-5420	396	6	confirmed	confirm	VERB
ajmsi-5420	396	7	how	how	SCONJ
ajmsi-5420	396	8	quickly	quickly	ADV
ajmsi-5420	396	9	mrna	mrna	PROPN
ajmsi-5420	396	10	vaccines	vaccine	NOUN
ajmsi-5420	396	11	can	can	AUX
ajmsi-5420	396	12	be	be	AUX
ajmsi-5420	396	13	designed	design	VERB
ajmsi-5420	396	14	and	and	CCONJ
ajmsi-5420	396	15	produced	produce	VERB
ajmsi-5420	396	16	against	against	ADP
ajmsi-5420	396	17	a	a	DET
ajmsi-5420	396	18	novel	novel	ADJ
ajmsi-5420	396	19	pathogen	pathogen	NOUN
ajmsi-5420	396	20	.	.	PUNCT
ajmsi-5420	397	1	it	it	PRON
ajmsi-5420	397	2	is	be	AUX
ajmsi-5420	397	3	also	also	ADV
ajmsi-5420	397	4	being	be	AUX
ajmsi-5420	397	5	used	use	VERB
ajmsi-5420	397	6	in	in	ADP
ajmsi-5420	397	7	the	the	DET
ajmsi-5420	397	8	development	development	NOUN
ajmsi-5420	397	9	of	of	ADP
ajmsi-5420	397	10	treatments	treatment	NOUN
ajmsi-5420	397	11	for	for	ADP
ajmsi-5420	397	12	non	non	ADJ
ajmsi-5420	397	13	-	-	ADJ
ajmsi-5420	397	14	infectious	infectious	ADJ
ajmsi-5420	397	15	diseases	disease	NOUN
ajmsi-5420	397	16	,	,	PUNCT
ajmsi-5420	397	17	such	such	ADJ
ajmsi-5420	397	18	as	as	ADP
ajmsi-5420	397	19	cancer	cancer	NOUN
ajmsi-5420	397	20	.	.	PUNCT
ajmsi-5420	398	1	ai	ai	VERB
ajmsi-5420	398	2	plays	play	VERB
ajmsi-5420	398	3	major	major	ADJ
ajmsi-5420	398	4	role	role	NOUN
ajmsi-5420	398	5	for	for	ADP
ajmsi-5420	398	6	improved	improved	ADJ
ajmsi-5420	398	7	diagnosis	diagnosis	NOUN
ajmsi-5420	398	8	and	and	CCONJ
ajmsi-5420	398	9	treatment	treatment	NOUN
ajmsi-5420	398	10	of	of	ADP
ajmsi-5420	398	11	bacterial	bacterial	ADJ
ajmsi-5420	398	12	infections	infection	NOUN
ajmsi-5420	398	13	in	in	ADP
ajmsi-5420	398	14	2023	2023	NUM
ajmsi-5420	398	15	,	,	PUNCT
ajmsi-5420	398	16	study	study	NOUN
ajmsi-5420	398	17	showed	show	VERB
ajmsi-5420	398	18	that	that	SCONJ
ajmsi-5420	398	19	artificial	artificial	ADJ
ajmsi-5420	398	20	intelligence	intelligence	NOUN
ajmsi-5420	398	21	plays	play	VERB
ajmsi-5420	398	22	progressively	progressively	ADV
ajmsi-5420	398	23	vital	vital	ADJ
ajmsi-5420	398	24	role	role	NOUN
ajmsi-5420	398	25	in	in	ADP
ajmsi-5420	398	26	the	the	DET
ajmsi-5420	398	27	healthcare	healthcare	NOUN
ajmsi-5420	398	28	,	,	PUNCT
ajmsi-5420	398	29	providing	provide	VERB
ajmsi-5420	398	30	intensified	intensify	VERB
ajmsi-5420	398	31	diagnostic	diagnostic	ADJ
ajmsi-5420	398	32	accuracy	accuracy	NOUN
ajmsi-5420	398	33	,	,	PUNCT
ajmsi-5420	398	34	custom	custom	NOUN
ajmsi-5420	398	35	treatment	treatment	NOUN
ajmsi-5420	398	36	strategies	strategy	NOUN
ajmsi-5420	398	37	and	and	CCONJ
ajmsi-5420	398	38	improved	improve	VERB
ajmsi-5420	398	39	patient	patient	ADJ
ajmsi-5420	398	40	compliance	compliance	NOUN
ajmsi-5420	398	41	.	.	PUNCT
ajmsi-5420	399	1	the	the	DET
ajmsi-5420	399	2	use	use	NOUN
ajmsi-5420	399	3	of	of	ADP
ajmsi-5420	399	4	machine	machine	NOUN
ajmsi-5420	399	5	learning	learn	VERB
ajmsi-5420	399	6	for	for	ADP
ajmsi-5420	399	7	cancer	cancer	NOUN
ajmsi-5420	399	8	diagnosis	diagnosis	NOUN
ajmsi-5420	399	9	and	and	CCONJ
ajmsi-5420	399	10	staging	staging	NOUN
ajmsi-5420	399	11	from	from	ADP
ajmsi-5420	399	12	molecular	molecular	ADJ
ajmsi-5420	399	13	data	datum	NOUN
ajmsi-5420	399	14	has	have	AUX
ajmsi-5420	399	15	in	in	ADP
ajmsi-5420	399	16	fact	fact	NOUN
ajmsi-5420	399	17	been	be	AUX
ajmsi-5420	399	18	around	around	ADV
ajmsi-5420	399	19	since	since	SCONJ
ajmsi-5420	399	20	the	the	DET
ajmsi-5420	399	21	early	early	ADJ
ajmsi-5420	399	22	2000	2000	NUM
ajmsi-5420	399	23	’s	’s	NOUN
ajmsi-5420	399	24	,	,	PUNCT
ajmsi-5420	399	25	where	where	SCONJ
ajmsi-5420	399	26	machine	machine	NOUN
ajmsi-5420	399	27	learning	learning	NOUN
ajmsi-5420	399	28	approaches	approach	VERB
ajmsi-5420	399	29	such	such	ADJ
ajmsi-5420	399	30	as	as	ADP
ajmsi-5420	399	31	clustering	clustering	NOUN
ajmsi-5420	399	32	,	,	PUNCT
ajmsi-5420	399	33	support	support	NOUN
ajmsi-5420	399	34	vector	vector	NOUN
ajmsi-5420	399	35	machine	machine	NOUN
ajmsi-5420	399	36	and	and	CCONJ
ajmsi-5420	399	37	artificial	artificial	ADJ
ajmsi-5420	399	38	neural	neural	ADJ
ajmsi-5420	399	39	networks	network	NOUN
ajmsi-5420	399	40	were	be	AUX
ajmsi-5420	399	41	applied	apply	VERB
ajmsi-5420	399	42	to	to	ADP
ajmsi-5420	399	43	microarray	microarray	NOUN
ajmsi-5420	399	44	-	-	PUNCT
ajmsi-5420	399	45	based	base	VERB
ajmsi-5420	399	46	expression	expression	NOUN
ajmsi-5420	399	47	profiles	profile	NOUN
ajmsi-5420	399	48	for	for	ADP
ajmsi-5420	399	49	cancer	cancer	NOUN
ajmsi-5420	399	50	classification	classification	NOUN
ajmsi-5420	399	51	and	and	CCONJ
ajmsi-5420	399	52	by	by	ADP
ajmsi-5420	399	53	analyzing	analyze	VERB
ajmsi-5420	399	54	the	the	DET
ajmsi-5420	399	55	medical	medical	ADJ
ajmsi-5420	399	56	data	datum	NOUN
ajmsi-5420	399	57	,	,	PUNCT
ajmsi-5420	399	58	various	various	ADJ
ajmsi-5420	399	59	information	information	NOUN
ajmsi-5420	399	60	from	from	ADP
ajmsi-5420	399	61	the	the	DET
ajmsi-5420	399	62	health	health	NOUN
ajmsi-5420	399	63	sectors	sector	NOUN
ajmsi-5420	399	64	,	,	PUNCT
ajmsi-5420	399	65	patient	patient	ADJ
ajmsi-5420	399	66	medical	medical	ADJ
ajmsi-5420	399	67	history	history	NOUN
ajmsi-5420	399	68	,	,	PUNCT
ajmsi-5420	399	69	genetic	genetic	ADJ
ajmsi-5420	399	70	information	information	NOUN
ajmsi-5420	399	71	all	all	DET
ajmsi-5420	399	72	these	these	DET
ajmsi-5420	399	73	help	help	NOUN
ajmsi-5420	399	74	in	in	ADP
ajmsi-5420	399	75	better	well	ADJ
ajmsi-5420	399	76	and	and	CCONJ
ajmsi-5420	399	77	improved	improved	ADJ
ajmsi-5420	399	78	diagnosis	diagnosis	NOUN
ajmsi-5420	399	79	.	.	PUNCT
ajmsi-5420	400	1	for	for	ADP
ajmsi-5420	400	2	instance	instance	NOUN
ajmsi-5420	400	3	,	,	PUNCT
ajmsi-5420	400	4	ai	ai	INTJ
ajmsi-5420	400	5	has	have	AUX
ajmsi-5420	400	6	become	become	VERB
ajmsi-5420	400	7	a	a	DET
ajmsi-5420	400	8	powerful	powerful	ADJ
ajmsi-5420	400	9	tool	tool	NOUN
ajmsi-5420	400	10	in	in	ADP
ajmsi-5420	400	11	the	the	DET
ajmsi-5420	400	12	tailored	tailor	VERB
ajmsi-5420	400	13	medication	medication	NOUN
ajmsi-5420	400	14	generally	generally	ADV
ajmsi-5420	400	15	in	in	ADP
ajmsi-5420	400	16	cancer	cancer	NOUN
ajmsi-5420	400	17	and	and	CCONJ
ajmsi-5420	400	18	infectious	infectious	ADJ
ajmsi-5420	400	19	disease	disease	NOUN
ajmsi-5420	400	20	.	.	PUNCT
ajmsi-5420	401	1	ai	ai	VERB
ajmsi-5420	401	2	helps	help	NOUN
ajmsi-5420	401	3	in	in	ADP
ajmsi-5420	401	4	improving	improve	VERB
ajmsi-5420	401	5	the	the	DET
ajmsi-5420	401	6	accuracy	accuracy	NOUN
ajmsi-5420	401	7	and	and	CCONJ
ajmsi-5420	401	8	reliability	reliability	NOUN
ajmsi-5420	401	9	in	in	ADP
ajmsi-5420	401	10	screening	screen	VERB
ajmsi-5420	401	11	the	the	DET
ajmsi-5420	401	12	cancer	cancer	NOUN
ajmsi-5420	401	13	disease	disease	NOUN
ajmsi-5420	401	14	and	and	CCONJ
ajmsi-5420	401	15	detection	detection	NOUN
ajmsi-5420	401	16	method	method	NOUN
ajmsi-5420	401	17	that	that	PRON
ajmsi-5420	401	18	is	be	AUX
ajmsi-5420	401	19	minimally	minimally	ADV
ajmsi-5420	401	20	invasive	invasive	ADJ
ajmsi-5420	401	21	techniques	technique	NOUN
ajmsi-5420	401	22	such	such	ADJ
ajmsi-5420	401	23	as	as	ADP
ajmsi-5420	401	24	liquid	liquid	ADJ
ajmsi-5420	401	25	biopsies	biopsy	NOUN
ajmsi-5420	401	26	for	for	ADP
ajmsi-5420	401	27	circulating	circulate	VERB
ajmsi-5420	401	28	tumor	tumor	NOUN
ajmsi-5420	401	29	dna	dna	PROPN
ajmsi-5420	401	30	(	(	PUNCT
ajmsi-5420	401	31	ctdna	ctdna	NOUN
ajmsi-5420	401	32	)	)	PUNCT
ajmsi-5420	401	33	or	or	CCONJ
ajmsi-5420	401	34	cfdna	cfdna	NOUN
ajmsi-5420	401	35	,	,	PUNCT
ajmsi-5420	401	36	blood	blood	NOUN
ajmsi-5420	401	37	test	test	NOUN
ajmsi-5420	401	38	allow	allow	VERB
ajmsi-5420	401	39	for	for	ADP
ajmsi-5420	401	40	early	early	ADJ
ajmsi-5420	401	41	detection	detection	NOUN
ajmsi-5420	401	42	of	of	ADP
ajmsi-5420	401	43	cancer	cancer	NOUN
ajmsi-5420	401	44	,	,	PUNCT
ajmsi-5420	401	45	monitoring	monitor	VERB
ajmsi-5420	401	46	risk	risk	NOUN
ajmsi-5420	401	47	of	of	ADP
ajmsi-5420	401	48	relapse	relapse	NOUN
ajmsi-5420	401	49	over	over	ADP
ajmsi-5420	401	50	time	time	NOUN
ajmsi-5420	401	51	and	and	CCONJ
ajmsi-5420	401	52	guiding	guide	VERB
ajmsi-5420	401	53	treatment	treatment	NOUN
ajmsi-5420	401	54	options	option	NOUN
ajmsi-5420	401	55	.	.	PUNCT
ajmsi-5420	402	1	as	as	ADP
ajmsi-5420	402	2	an	an	DET
ajmsi-5420	402	3	example	example	NOUN
ajmsi-5420	402	4	,	,	PUNCT
ajmsi-5420	402	5	msi	msi	PROPN
ajmsi-5420	402	6	status	status	PROPN
ajmsi-5420	402	7	can	can	AUX
ajmsi-5420	402	8	be	be	AUX
ajmsi-5420	402	9	predicted	predict	VERB
ajmsi-5420	402	10	from	from	ADP
ajmsi-5420	402	11	ctdna	ctdna	NOUN
ajmsi-5420	402	12	in	in	ADP
ajmsi-5420	402	13	endometrial	endometrial	ADJ
ajmsi-5420	402	14	cancer	cancer	NOUN
ajmsi-5420	402	15	patients	patient	NOUN
ajmsi-5420	402	16	in	in	ADP
ajmsi-5420	402	17	order	order	NOUN
ajmsi-5420	402	18	to	to	PART
ajmsi-5420	402	19	inform	inform	VERB
ajmsi-5420	402	20	immunotherapybased	immunotherapybased	ADJ
ajmsi-5420	402	21	treatment	treatment	NOUN
ajmsi-5420	402	22	.	.	PUNCT
ajmsi-5420	403	1	developed	develop	VERB
ajmsi-5420	403	2	a	a	DET
ajmsi-5420	403	3	machine	machine	NOUN
ajmsi-5420	403	4	learning	learn	VERB
ajmsi-5420	403	5	based	base	VERB
ajmsi-5420	403	6	approach	approach	NOUN
ajmsi-5420	403	7	,	,	PUNCT
ajmsi-5420	403	8	lung	lung	NOUN
ajmsi-5420	403	9	-	-	PUNCT
ajmsi-5420	403	10	clip	clip	NOUN
ajmsi-5420	403	11	(	(	PUNCT
ajmsi-5420	403	12	cancer	cancer	NOUN
ajmsi-5420	403	13	likelihood	likelihood	NOUN
ajmsi-5420	403	14	in	in	ADP
ajmsi-5420	403	15	plasma	plasma	NOUN
ajmsi-5420	403	16	)	)	PUNCT
ajmsi-5420	403	17	,	,	PUNCT
ajmsi-5420	403	18	that	that	PRON
ajmsi-5420	403	19	predicts	predict	VERB
ajmsi-5420	403	20	the	the	DET
ajmsi-5420	403	21	likelihood	likelihood	NOUN
ajmsi-5420	403	22	of	of	ADP
ajmsi-5420	403	23	ctdna	ctdna	NOUN
ajmsi-5420	403	24	in	in	ADP
ajmsi-5420	403	25	blood	blood	NOUN
ajmsi-5420	403	26	drawn	draw	VERB
ajmsi-5420	403	27	from	from	ADP
ajmsi-5420	403	28	lung	lung	NOUN
ajmsi-5420	403	29	cancer	cancer	NOUN
ajmsi-5420	403	30	patients	patient	NOUN
ajmsi-5420	403	31	.	.	PUNCT
ajmsi-5420	404	1	so	so	ADV
ajmsi-5420	404	2	,	,	PUNCT
ajmsi-5420	404	3	the	the	DET
ajmsi-5420	404	4	death	death	NOUN
ajmsi-5420	404	5	rate	rate	NOUN
ajmsi-5420	404	6	can	can	AUX
ajmsi-5420	404	7	be	be	AUX
ajmsi-5420	404	8	decreased	decrease	VERB
ajmsi-5420	404	9	by	by	ADP
ajmsi-5420	404	10	earlier	early	ADJ
ajmsi-5420	404	11	detection	detection	NOUN
ajmsi-5420	404	12	of	of	ADP
ajmsi-5420	404	13	cancer	cancer	NOUN
ajmsi-5420	404	14	with	with	ADP
ajmsi-5420	404	15	the	the	DET
ajmsi-5420	404	16	ai	ai	PROPN
ajmsi-5420	404	17	models	model	NOUN
ajmsi-5420	404	18	.	.	PUNCT
ajmsi-5420	405	1	usually	usually	ADV
ajmsi-5420	405	2	,	,	PUNCT
ajmsi-5420	405	3	at	at	ADP
ajmsi-5420	405	4	last	last	ADJ
ajmsi-5420	405	5	stage	stage	NOUN
ajmsi-5420	405	6	of	of	ADP
ajmsi-5420	405	7	the	the	DET
ajmsi-5420	405	8	cancer	cancer	NOUN
ajmsi-5420	405	9	patient	patient	NOUN
ajmsi-5420	405	10	gets	get	VERB
ajmsi-5420	405	11	to	to	PART
ajmsi-5420	405	12	know	know	VERB
ajmsi-5420	405	13	.	.	PUNCT
ajmsi-5420	406	1	ai	ai	VERB
ajmsi-5420	406	2	assisted	assist	VERB
ajmsi-5420	406	3	diagnosis	diagnosis	NOUN
ajmsi-5420	406	4	of	of	ADP
ajmsi-5420	406	5	bacterial	bacterial	ADJ
ajmsi-5420	406	6	vaginosis	vaginosis	NOUN
ajmsi-5420	406	7	(	(	PUNCT
ajmsi-5420	406	8	bv	bv	NOUN
ajmsi-5420	406	9	)	)	PUNCT
ajmsi-5420	406	10	and	and	CCONJ
ajmsi-5420	406	11	(	(	PUNCT
ajmsi-5420	406	12	vulvovaginal	vulvovaginal	ADJ
ajmsi-5420	406	13	candidiasis	candidiasis	NOUN
ajmsi-5420	406	14	)	)	PUNCT
ajmsi-5420	406	15	vvc	vvc	NOUN
ajmsi-5420	406	16	in	in	ADP
ajmsi-5420	406	17	vagina	vagina	PROPN
ajmsi-5420	406	18	vvc	vvc	NOUN
ajmsi-5420	406	19	is	be	AUX
ajmsi-5420	406	20	the	the	DET
ajmsi-5420	406	21	yeast	yeast	NOUN
ajmsi-5420	406	22	infection	infection	NOUN
ajmsi-5420	406	23	that	that	PRON
ajmsi-5420	406	24	affects	affect	VERB
ajmsi-5420	406	25	women	woman	NOUN
ajmsi-5420	406	26	worldwide	worldwide	ADV
ajmsi-5420	406	27	.	.	PUNCT
ajmsi-5420	407	1	it	it	PRON
ajmsi-5420	407	2	is	be	AUX
ajmsi-5420	407	3	characterized	characterize	VERB
ajmsi-5420	407	4	by	by	ADP
ajmsi-5420	407	5	overgrowth	overgrowth	NOUN
ajmsi-5420	407	6	of	of	ADP
ajmsi-5420	407	7	the	the	DET
ajmsi-5420	407	8	yeast	yeast	NOUN
ajmsi-5420	407	9	candida	candida	NOUN
ajmsi-5420	407	10	albicans	albican	NOUN
ajmsi-5420	407	11	.	.	PUNCT
ajmsi-5420	408	1	overgrowth	overgrowth	NOUN
ajmsi-5420	408	2	often	often	ADV
ajmsi-5420	408	3	occurs	occur	VERB
ajmsi-5420	408	4	when	when	SCONJ
ajmsi-5420	408	5	there	there	PRON
ajmsi-5420	408	6	is	be	VERB
ajmsi-5420	408	7	imbalance	imbalance	NOUN
ajmsi-5420	408	8	between	between	ADP
ajmsi-5420	408	9	the	the	DET
ajmsi-5420	408	10	vaginal	vaginal	ADJ
ajmsi-5420	408	11	microbiome	microbiome	NOUN
ajmsi-5420	408	12	resulting	result	VERB
ajmsi-5420	408	13	in	in	ADP
ajmsi-5420	408	14	vaginal	vaginal	ADJ
ajmsi-5420	408	15	itching	itching	NOUN
ajmsi-5420	408	16	,	,	PUNCT
ajmsi-5420	408	17	burning	burn	VERB
ajmsi-5420	408	18	sensation	sensation	NOUN
ajmsi-5420	408	19	,	,	PUNCT
ajmsi-5420	408	20	unusual	unusual	ADJ
ajmsi-5420	408	21	discharge	discharge	NOUN
ajmsi-5420	408	22	and	and	CCONJ
ajmsi-5420	408	23	discomfort	discomfort	NOUN
ajmsi-5420	408	24	during	during	ADP
ajmsi-5420	408	25	intercourse	intercourse	NOUN
ajmsi-5420	408	26	time	time	NOUN
ajmsi-5420	408	27	.	.	PUNCT
ajmsi-5420	409	1	around	around	ADP
ajmsi-5420	409	2	the	the	DET
ajmsi-5420	409	3	pa	pa	PROPN
ajmsi-5420	409	4	ge	ge	PROPN
ajmsi-5420	409	5	65	65	NUM
ajmsi-5420	409	6	https://journals.e-palli.com/home/index.php/ajmsi	https://journals.e-palli.com/home/index.php/ajmsi	PROPN
ajmsi-5420	409	7	am	be	AUX
ajmsi-5420	409	8	.	.	PUNCT
ajmsi-5420	410	1	j.	j.	PROPN
ajmsi-5420	410	2	med	med	PROPN
ajmsi-5420	410	3	.	.	PUNCT
ajmsi-5420	411	1	sci	sci	PROPN
ajmsi-5420	411	2	.	.	PUNCT
ajmsi-5420	411	3	innov	innov	PROPN
ajmsi-5420	411	4	.	.	PUNCT
ajmsi-5420	412	1	4(2	4(2	NUM
ajmsi-5420	412	2	)	)	PUNCT
ajmsi-5420	413	1	53	53	NUM
ajmsi-5420	413	2	-	-	SYM
ajmsi-5420	413	3	72	72	NUM
ajmsi-5420	413	4	,	,	PUNCT
ajmsi-5420	413	5	2025	2025	NUM
ajmsi-5420	413	6	world	world	NOUN
ajmsi-5420	413	7	75	75	NUM
ajmsi-5420	413	8	%	%	NOUN
ajmsi-5420	413	9	of	of	ADP
ajmsi-5420	413	10	women	woman	NOUN
ajmsi-5420	413	11	suffered	suffer	VERB
ajmsi-5420	413	12	from	from	ADP
ajmsi-5420	413	13	bacterial	bacterial	ADJ
ajmsi-5420	413	14	vaginosis	vaginosis	NOUN
ajmsi-5420	413	15	(	(	PUNCT
ajmsi-5420	413	16	bv	bv	PROPN
ajmsi-5420	413	17	)	)	PUNCT
ajmsi-5420	413	18	.	.	PUNCT
ajmsi-5420	414	1	this	this	DET
ajmsi-5420	414	2	study	study	NOUN
ajmsi-5420	414	3	aims	aim	VERB
ajmsi-5420	414	4	to	to	PART
ajmsi-5420	414	5	develop	develop	VERB
ajmsi-5420	414	6	a	a	DET
ajmsi-5420	414	7	novel	novel	ADJ
ajmsi-5420	414	8	method	method	NOUN
ajmsi-5420	414	9	for	for	ADP
ajmsi-5420	414	10	bv	bv	PROPN
ajmsi-5420	414	11	detection	detection	NOUN
ajmsi-5420	414	12	by	by	ADP
ajmsi-5420	414	13	integrating	integrate	VERB
ajmsi-5420	414	14	surface	surface	NOUN
ajmsi-5420	414	15	-	-	PUNCT
ajmsi-5420	414	16	enhanced	enhance	VERB
ajmsi-5420	414	17	raman	raman	NOUN
ajmsi-5420	414	18	scattering	scattering	NOUN
ajmsi-5420	414	19	(	(	PUNCT
ajmsi-5420	414	20	sers	ser	NOUN
ajmsi-5420	414	21	)	)	PUNCT
ajmsi-5420	414	22	with	with	ADP
ajmsi-5420	414	23	machine	machine	NOUN
ajmsi-5420	414	24	learning	learning	NOUN
ajmsi-5420	414	25	(	(	PUNCT
ajmsi-5420	414	26	ml	ml	NOUN
ajmsi-5420	414	27	)	)	PUNCT
ajmsi-5420	414	28	algorithms	algorithm	NOUN
ajmsi-5420	414	29	.	.	PUNCT
ajmsi-5420	415	1	figure	figure	VERB
ajmsi-5420	415	2	7	7	NUM
ajmsi-5420	415	3	:	:	PUNCT
ajmsi-5420	415	4	microscopic	microscopic	ADJ
ajmsi-5420	415	5	image	image	NOUN
ajmsi-5420	415	6	of	of	ADP
ajmsi-5420	415	7	overgrowth	overgrowth	NOUN
ajmsi-5420	415	8	of	of	ADP
ajmsi-5420	415	9	vagina	vagina	ADJ
ajmsi-5420	415	10	cells	cell	NOUN
ajmsi-5420	415	11	figure	figure	VERB
ajmsi-5420	415	12	8	8	NUM
ajmsi-5420	415	13	:	:	PUNCT
ajmsi-5420	415	14	represents	represent	VERB
ajmsi-5420	415	15	microscopic	microscopic	ADJ
ajmsi-5420	415	16	images	image	NOUN
ajmsi-5420	415	17	of	of	ADP
ajmsi-5420	415	18	normal	normal	ADJ
ajmsi-5420	415	19	vagina	vagina	NOUN
ajmsi-5420	415	20	and	and	CCONJ
ajmsi-5420	415	21	vagina	vagina	ADJ
ajmsi-5420	415	22	affected	affect	VERB
ajmsi-5420	415	23	by	by	ADP
ajmsi-5420	415	24	bacterial	bacterial	ADJ
ajmsi-5420	415	25	infection	infection	NOUN
ajmsi-5420	415	26	in	in	ADP
ajmsi-5420	415	27	recent	recent	ADJ
ajmsi-5420	415	28	years	year	NOUN
ajmsi-5420	415	29	,	,	PUNCT
ajmsi-5420	415	30	ai	ai	VERB
ajmsi-5420	415	31	algorithms	algorithm	NOUN
ajmsi-5420	415	32	particularly	particularly	ADV
ajmsi-5420	415	33	,	,	PUNCT
ajmsi-5420	415	34	convolutional	convolutional	ADJ
ajmsi-5420	415	35	neural	neural	ADJ
ajmsi-5420	415	36	network	network	NOUN
ajmsi-5420	415	37	(	(	PUNCT
ajmsi-5420	415	38	cnn	cnn	PROPN
ajmsi-5420	415	39	)	)	PUNCT
ajmsi-5420	415	40	models	model	NOUN
ajmsi-5420	415	41	gained	gain	VERB
ajmsi-5420	415	42	the	the	DET
ajmsi-5420	415	43	importance	importance	NOUN
ajmsi-5420	415	44	in	in	ADP
ajmsi-5420	415	45	analyzing	analyze	VERB
ajmsi-5420	415	46	microscopic	microscopic	ADJ
ajmsi-5420	415	47	images	image	NOUN
ajmsi-5420	415	48	to	to	PART
ajmsi-5420	415	49	identify	identify	VERB
ajmsi-5420	415	50	and	and	CCONJ
ajmsi-5420	415	51	classify	classify	VERB
ajmsi-5420	415	52	the	the	DET
ajmsi-5420	415	53	microorganisms	microorganism	NOUN
ajmsi-5420	415	54	,	,	PUNCT
ajmsi-5420	415	55	bacterial	bacterial	ADJ
ajmsi-5420	415	56	vaginosis	vaginosis	NOUN
ajmsi-5420	415	57	(	(	PUNCT
ajmsi-5420	415	58	bv	bv	NOUN
ajmsi-5420	415	59	)	)	PUNCT
ajmsi-5420	415	60	and	and	CCONJ
ajmsi-5420	415	61	vvc	vvc	PROPN
ajmsi-5420	415	62	(	(	PUNCT
ajmsi-5420	415	63	vulvovaginal	vulvovaginal	ADJ
ajmsi-5420	415	64	candidiasis	candidiasis	NOUN
ajmsi-5420	415	65	)	)	PUNCT
ajmsi-5420	415	66	which	which	PRON
ajmsi-5420	415	67	help	help	VERB
ajmsi-5420	415	68	the	the	DET
ajmsi-5420	415	69	doctors	doctor	NOUN
ajmsi-5420	415	70	to	to	PART
ajmsi-5420	415	71	treat	treat	VERB
ajmsi-5420	415	72	the	the	DET
ajmsi-5420	415	73	infection	infection	NOUN
ajmsi-5420	415	74	accurately	accurately	ADV
ajmsi-5420	415	75	and	and	CCONJ
ajmsi-5420	415	76	can	can	AUX
ajmsi-5420	415	77	even	even	ADV
ajmsi-5420	415	78	be	be	AUX
ajmsi-5420	415	79	used	use	VERB
ajmsi-5420	415	80	to	to	PART
ajmsi-5420	415	81	predict	predict	VERB
ajmsi-5420	415	82	the	the	DET
ajmsi-5420	415	83	effectiveness	effectiveness	NOUN
ajmsi-5420	415	84	of	of	ADP
ajmsi-5420	415	85	different	different	ADJ
ajmsi-5420	415	86	treatments	treatment	NOUN
ajmsi-5420	415	87	and	and	CCONJ
ajmsi-5420	415	88	potential	potential	ADJ
ajmsi-5420	415	89	complications	complication	NOUN
ajmsi-5420	415	90	.	.	PUNCT
ajmsi-5420	416	1	ai	ai	AUX
ajmsi-5420	416	2	-	-	PUNCT
ajmsi-5420	416	3	assisted	assist	VERB
ajmsi-5420	416	4	tool	tool	NOUN
ajmsi-5420	416	5	like	like	ADP
ajmsi-5420	416	6	combiant	combiant	NOUN
ajmsi-5420	416	7	used	use	VERB
ajmsi-5420	416	8	to	to	PART
ajmsi-5420	416	9	quantify	quantify	VERB
ajmsi-5420	416	10	the	the	DET
ajmsi-5420	416	11	antimicrobial	antimicrobial	ADJ
ajmsi-5420	416	12	synergy	synergy	NOUN
ajmsi-5420	416	13	and	and	CCONJ
ajmsi-5420	416	14	for	for	ADP
ajmsi-5420	416	15	the	the	DET
ajmsi-5420	416	16	treatment	treatment	NOUN
ajmsi-5420	416	17	of	of	ADP
ajmsi-5420	416	18	infection	infection	NOUN
ajmsi-5420	416	19	caused	cause	VERB
ajmsi-5420	416	20	by	by	ADP
ajmsi-5420	416	21	bv	bv	PROPN
ajmsi-5420	416	22	.	.	PROPN
ajmsi-5420	416	23	a	a	DET
ajmsi-5420	416	24	cascaded	cascade	VERB
ajmsi-5420	416	25	deep	deep	ADJ
ajmsi-5420	416	26	neural	neural	ADJ
ajmsi-5420	416	27	network	network	NOUN
ajmsi-5420	416	28	model	model	NOUN
ajmsi-5420	416	29	is	be	AUX
ajmsi-5420	416	30	used	use	VERB
ajmsi-5420	416	31	to	to	PART
ajmsi-5420	416	32	diagnosis	diagnosis	VERB
ajmsi-5420	416	33	vvc	vvc	NOUN
ajmsi-5420	416	34	,	,	PUNCT
ajmsi-5420	416	35	demonstrating	demonstrate	VERB
ajmsi-5420	416	36	superior	superior	ADJ
ajmsi-5420	416	37	characteristics	characteristic	NOUN
ajmsi-5420	416	38	exactly	exactly	ADV
ajmsi-5420	416	39	as	as	SCONJ
ajmsi-5420	416	40	compared	compare	VERB
ajmsi-5420	416	41	to	to	ADP
ajmsi-5420	416	42	experts	expert	NOUN
ajmsi-5420	416	43	.	.	PUNCT
ajmsi-5420	417	1	therefore	therefore	ADV
ajmsi-5420	417	2	,	,	PUNCT
ajmsi-5420	417	3	this	this	DET
ajmsi-5420	417	4	model	model	NOUN
ajmsi-5420	417	5	holds	hold	VERB
ajmsi-5420	417	6	potential	potential	NOUN
ajmsi-5420	417	7	for	for	ADP
ajmsi-5420	417	8	clinical	clinical	ADJ
ajmsi-5420	417	9	application	application	NOUN
ajmsi-5420	417	10	to	to	PART
ajmsi-5420	417	11	aid	aid	VERB
ajmsi-5420	417	12	in	in	ADP
ajmsi-5420	417	13	the	the	DET
ajmsi-5420	417	14	diagnosis	diagnosis	NOUN
ajmsi-5420	417	15	of	of	ADP
ajmsi-5420	417	16	vvc	vvc	NOUN
ajmsi-5420	417	17	.	.	PUNCT
ajmsi-5420	418	1	the	the	DET
ajmsi-5420	418	2	diagnosis	diagnosis	NOUN
ajmsi-5420	418	3	of	of	ADP
ajmsi-5420	418	4	vvc	vvc	PROPN
ajmsi-5420	418	5	requires	require	VERB
ajmsi-5420	418	6	identifying	identify	VERB
ajmsi-5420	418	7	yeast	yeast	NOUN
ajmsi-5420	418	8	pseudohyphae	pseudohyphae	NOUN
ajmsi-5420	418	9	,	,	PUNCT
ajmsi-5420	418	10	budding	bud	VERB
ajmsi-5420	418	11	yeast	yeast	NOUN
ajmsi-5420	418	12	,	,	PUNCT
ajmsi-5420	418	13	and	and	CCONJ
ajmsi-5420	418	14	yeast	yeast	NOUN
ajmsi-5420	418	15	from	from	ADP
ajmsi-5420	418	16	microscope	microscope	NOUN
ajmsi-5420	418	17	images	image	NOUN
ajmsi-5420	418	18	,	,	PUNCT
ajmsi-5420	418	19	necessitating	necessitate	VERB
ajmsi-5420	418	20	the	the	DET
ajmsi-5420	418	21	use	use	NOUN
ajmsi-5420	418	22	of	of	ADP
ajmsi-5420	418	23	object	object	NOUN
ajmsi-5420	418	24	detection	detection	NOUN
ajmsi-5420	418	25	cnn	cnn	PROPN
ajmsi-5420	418	26	models	model	NOUN
ajmsi-5420	418	27	.	.	PUNCT
ajmsi-5420	419	1	r	r	X
ajmsi-5420	419	2	-	-	PUNCT
ajmsi-5420	419	3	cnn	cnn	PROPN
ajmsi-5420	419	4	series	series	NOUN
ajmsi-5420	419	5	and	and	CCONJ
ajmsi-5420	419	6	yolo	yolo	PROPN
ajmsi-5420	419	7	series	series	PROPN
ajmsi-5420	419	8	cnn	cnn	PROPN
ajmsi-5420	419	9	models	model	NOUN
ajmsi-5420	419	10	have	have	AUX
ajmsi-5420	419	11	achieved	achieve	VERB
ajmsi-5420	419	12	notable	notable	ADJ
ajmsi-5420	419	13	success	success	NOUN
ajmsi-5420	419	14	in	in	ADP
ajmsi-5420	419	15	target	target	NOUN
ajmsi-5420	419	16	detection	detection	NOUN
ajmsi-5420	419	17	tasks	task	NOUN
ajmsi-5420	419	18	in	in	ADP
ajmsi-5420	419	19	recent	recent	ADJ
ajmsi-5420	419	20	years	year	NOUN
ajmsi-5420	419	21	.	.	PUNCT
ajmsi-5420	420	1	convolutional	convolutional	ADJ
ajmsi-5420	420	2	neural	neural	ADJ
ajmsi-5420	420	3	network	network	NOUN
ajmsi-5420	420	4	(	(	PUNCT
ajmsi-5420	420	5	cnn	cnn	PROPN
ajmsi-5420	420	6	)	)	PUNCT
ajmsi-5420	420	7	models	model	NOUN
ajmsi-5420	420	8	have	have	AUX
ajmsi-5420	420	9	transcended	transcend	VERB
ajmsi-5420	420	10	human	human	ADJ
ajmsi-5420	420	11	performance	performance	NOUN
ajmsi-5420	420	12	such	such	ADJ
ajmsi-5420	420	13	as	as	ADP
ajmsi-5420	420	14	image	image	NOUN
ajmsi-5420	420	15	’s	’s	PART
ajmsi-5420	420	16	visual	visual	ADJ
ajmsi-5420	420	17	elements	element	NOUN
ajmsi-5420	420	18	and	and	CCONJ
ajmsi-5420	420	19	image	image	NOUN
ajmsi-5420	420	20	of	of	ADP
ajmsi-5420	420	21	object	object	NOUN
ajmsi-5420	420	22	detection	detection	NOUN
ajmsi-5420	420	23	.	.	PUNCT
ajmsi-5420	421	1	but	but	CCONJ
ajmsi-5420	421	2	cnn	cnn	PROPN
ajmsi-5420	421	3	models	model	NOUN
ajmsi-5420	421	4	diagnosis	diagnosis	VERB
ajmsi-5420	421	5	the	the	DET
ajmsi-5420	421	6	medical	medical	ADJ
ajmsi-5420	421	7	images	image	NOUN
ajmsi-5420	421	8	very	very	ADV
ajmsi-5420	421	9	smoothly	smoothly	ADV
ajmsi-5420	421	10	,	,	PUNCT
ajmsi-5420	421	11	quickly	quickly	ADV
ajmsi-5420	421	12	in	in	ADP
ajmsi-5420	421	13	less	less	ADJ
ajmsi-5420	421	14	time	time	NOUN
ajmsi-5420	421	15	.	.	PUNCT
ajmsi-5420	422	1	pa	pa	PROPN
ajmsi-5420	422	2	ge	ge	PROPN
ajmsi-5420	422	3	66	66	NUM
ajmsi-5420	422	4	https://journals.e-palli.com/home/index.php/ajmsi	https://journals.e-palli.com/home/index.php/ajmsi	PROPN
ajmsi-5420	422	5	am	be	AUX
ajmsi-5420	422	6	.	.	PUNCT
ajmsi-5420	423	1	j.	j.	PROPN
ajmsi-5420	423	2	med	med	PROPN
ajmsi-5420	423	3	.	.	PUNCT
ajmsi-5420	424	1	sci	sci	PROPN
ajmsi-5420	424	2	.	.	PUNCT
ajmsi-5420	424	3	innov	innov	PROPN
ajmsi-5420	424	4	.	.	PUNCT
ajmsi-5420	425	1	4(2	4(2	NUM
ajmsi-5420	425	2	)	)	PUNCT
ajmsi-5420	426	1	53	53	NUM
ajmsi-5420	426	2	-	-	SYM
ajmsi-5420	426	3	72	72	NUM
ajmsi-5420	426	4	,	,	PUNCT
ajmsi-5420	426	5	2025	2025	NUM
ajmsi-5420	426	6	ai	ai	VERB
ajmsi-5420	426	7	helps	help	NOUN
ajmsi-5420	426	8	in	in	ADP
ajmsi-5420	426	9	microbial	microbial	ADJ
ajmsi-5420	426	10	diagnosis	diagnosis	NOUN
ajmsi-5420	426	11	ai	ai	VERB
ajmsi-5420	426	12	is	be	AUX
ajmsi-5420	426	13	being	be	AUX
ajmsi-5420	426	14	used	use	VERB
ajmsi-5420	426	15	in	in	ADP
ajmsi-5420	426	16	various	various	ADJ
ajmsi-5420	426	17	ways	way	NOUN
ajmsi-5420	426	18	to	to	PART
ajmsi-5420	426	19	examine	examine	VERB
ajmsi-5420	426	20	the	the	DET
ajmsi-5420	426	21	growth	growth	NOUN
ajmsi-5420	426	22	of	of	ADP
ajmsi-5420	426	23	microbial	microbial	ADJ
ajmsi-5420	426	24	infections	infection	NOUN
ajmsi-5420	426	25	as	as	SCONJ
ajmsi-5420	426	26	traditional	traditional	ADJ
ajmsi-5420	426	27	microbial	microbial	ADJ
ajmsi-5420	426	28	diagnosis	diagnosis	NOUN
ajmsi-5420	426	29	faces	face	VERB
ajmsi-5420	426	30	challenges	challenge	NOUN
ajmsi-5420	426	31	through	through	ADP
ajmsi-5420	426	32	detection	detection	NOUN
ajmsi-5420	426	33	process	process	NOUN
ajmsi-5420	426	34	-	-	PUNCT
ajmsi-5420	426	35	culturing	culture	VERB
ajmsi-5420	426	36	and	and	CCONJ
ajmsi-5420	426	37	isolating	isolate	VERB
ajmsi-5420	427	1	microorganisms	microorganism	NOUN
ajmsi-5420	427	2	consume	consume	VERB
ajmsi-5420	427	3	time	time	NOUN
ajmsi-5420	427	4	,	,	PUNCT
ajmsi-5420	427	5	false	false	ADJ
ajmsi-5420	427	6	positives	positive	NOUN
ajmsi-5420	427	7	,	,	PUNCT
ajmsi-5420	427	8	cross	cross	NOUN
ajmsi-5420	427	9	contamination	contamination	NOUN
ajmsi-5420	427	10	and	and	CCONJ
ajmsi-5420	427	11	difficult	difficult	ADJ
ajmsi-5420	427	12	for	for	ADP
ajmsi-5420	427	13	data	data	NOUN
ajmsi-5420	427	14	surveillance	surveillance	NOUN
ajmsi-5420	427	15	.	.	PUNCT
ajmsi-5420	428	1	ai	ai	VERB
ajmsi-5420	428	2	tool	tool	NOUN
ajmsi-5420	428	3	deep	deep	ADJ
ajmsi-5420	428	4	learning	learning	NOUN
ajmsi-5420	428	5	,	,	PUNCT
ajmsi-5420	428	6	a	a	DET
ajmsi-5420	428	7	subset	subset	NOUN
ajmsi-5420	428	8	of	of	ADP
ajmsi-5420	428	9	ml	ml	NOUN
ajmsi-5420	428	10	,	,	PUNCT
ajmsi-5420	428	11	relies	rely	VERB
ajmsi-5420	428	12	on	on	ADP
ajmsi-5420	428	13	artificial	artificial	ADJ
ajmsi-5420	428	14	neural	neural	ADJ
ajmsi-5420	428	15	networks	network	NOUN
ajmsi-5420	428	16	(	(	PUNCT
ajmsi-5420	428	17	anns	anns	PROPN
ajmsi-5420	428	18	)	)	PUNCT
ajmsi-5420	428	19	which	which	PRON
ajmsi-5420	428	20	analyze	analyze	VERB
ajmsi-5420	428	21	complex	complex	ADJ
ajmsi-5420	428	22	datasets	dataset	NOUN
ajmsi-5420	428	23	(	(	PUNCT
ajmsi-5420	428	24	shape	shape	NOUN
ajmsi-5420	428	25	and	and	CCONJ
ajmsi-5420	428	26	structure	structure	NOUN
ajmsi-5420	428	27	of	of	ADP
ajmsi-5420	428	28	microbial	microbial	ADJ
ajmsi-5420	428	29	images	image	NOUN
ajmsi-5420	428	30	or	or	CCONJ
ajmsi-5420	428	31	genetic	genetic	ADJ
ajmsi-5420	428	32	information	information	NOUN
ajmsi-5420	428	33	of	of	ADP
ajmsi-5420	428	34	pathogens	pathogen	NOUN
ajmsi-5420	428	35	)	)	PUNCT
ajmsi-5420	428	36	and	and	CCONJ
ajmsi-5420	428	37	all	all	DET
ajmsi-5420	428	38	other	other	ADJ
ajmsi-5420	428	39	relevant	relevant	ADJ
ajmsi-5420	428	40	information	information	NOUN
ajmsi-5420	428	41	to	to	PART
ajmsi-5420	428	42	identify	identify	VERB
ajmsi-5420	428	43	pathogens	pathogen	NOUN
ajmsi-5420	428	44	,	,	PUNCT
ajmsi-5420	428	45	predict	predict	VERB
ajmsi-5420	428	46	antibiotic	antibiotic	ADJ
ajmsi-5420	428	47	resistance	resistance	NOUN
ajmsi-5420	428	48	.	.	PUNCT
ajmsi-5420	429	1	by	by	ADP
ajmsi-5420	429	2	convolutional	convolutional	ADJ
ajmsi-5420	429	3	neural	neural	ADJ
ajmsi-5420	429	4	networks	network	NOUN
ajmsi-5420	429	5	(	(	PUNCT
ajmsi-5420	429	6	cnns	cnns	PROPN
ajmsi-5420	429	7	)	)	PUNCT
ajmsi-5420	429	8	in	in	ADP
ajmsi-5420	429	9	digital	digital	ADJ
ajmsi-5420	429	10	pathology	pathology	NOUN
ajmsi-5420	429	11	,	,	PUNCT
ajmsi-5420	429	12	automated	automate	VERB
ajmsi-5420	429	13	bacterial	bacterial	ADJ
ajmsi-5420	429	14	classification	classification	NOUN
ajmsi-5420	429	15	,	,	PUNCT
ajmsi-5420	429	16	and	and	CCONJ
ajmsi-5420	429	17	colony	colony	NOUN
ajmsi-5420	429	18	counting	counting	NOUN
ajmsi-5420	429	19	further	far	ADV
ajmsi-5420	429	20	underscores	underscore	VERB
ajmsi-5420	429	21	ai	ai	VERB
ajmsi-5420	429	22	’s	’s	PART
ajmsi-5420	429	23	versatility	versatility	NOUN
ajmsi-5420	429	24	.	.	PUNCT
ajmsi-5420	430	1	moreover	moreover	ADV
ajmsi-5420	430	2	,	,	PUNCT
ajmsi-5420	430	3	ai	ai	VERB
ajmsi-5420	430	4	improves	improve	VERB
ajmsi-5420	430	5	antimicrobial	antimicrobial	ADJ
ajmsi-5420	430	6	susceptibility	susceptibility	NOUN
ajmsi-5420	430	7	assessment	assessment	NOUN
ajmsi-5420	430	8	and	and	CCONJ
ajmsi-5420	430	9	contributes	contribute	VERB
ajmsi-5420	430	10	to	to	ADP
ajmsi-5420	430	11	disease	disease	NOUN
ajmsi-5420	430	12	surveillance	surveillance	NOUN
ajmsi-5420	430	13	,	,	PUNCT
ajmsi-5420	430	14	outbreak	outbreak	NOUN
ajmsi-5420	430	15	forecasting	forecasting	NOUN
ajmsi-5420	430	16	,	,	PUNCT
ajmsi-5420	430	17	and	and	CCONJ
ajmsi-5420	430	18	real	real	ADJ
ajmsi-5420	430	19	-	-	PUNCT
ajmsi-5420	430	20	time	time	NOUN
ajmsi-5420	430	21	monitoring	monitoring	NOUN
ajmsi-5420	430	22	.	.	PUNCT
ajmsi-5420	431	1	thus	thus	ADV
ajmsi-5420	431	2	,	,	PUNCT
ajmsi-5420	431	3	ai	ai	AUX
ajmsi-5420	431	4	tool	tool	NOUN
ajmsi-5420	431	5	show	show	VERB
ajmsi-5420	431	6	promising	promising	ADJ
ajmsi-5420	431	7	paradigm	paradigm	NOUN
ajmsi-5420	431	8	-	-	PUNCT
ajmsi-5420	431	9	shifting	shift	VERB
ajmsi-5420	431	10	advancements	advancement	NOUN
ajmsi-5420	431	11	in	in	ADP
ajmsi-5420	431	12	healthcare	healthcare	PROPN
ajmsi-5420	431	13	.	.	PUNCT
ajmsi-5420	432	1	apart	apart	ADV
ajmsi-5420	432	2	from	from	ADP
ajmsi-5420	432	3	this	this	PRON
ajmsi-5420	432	4	,	,	PUNCT
ajmsi-5420	432	5	by	by	ADP
ajmsi-5420	432	6	incorporating	incorporate	VERB
ajmsi-5420	432	7	the	the	DET
ajmsi-5420	432	8	data	data	NOUN
ajmsi-5420	432	9	record	record	NOUN
ajmsi-5420	432	10	into	into	ADP
ajmsi-5420	432	11	dl	dl	PROPN
ajmsi-5420	432	12	,	,	PUNCT
ajmsi-5420	432	13	it	it	PRON
ajmsi-5420	432	14	enhances	enhance	VERB
ajmsi-5420	432	15	the	the	DET
ajmsi-5420	432	16	detection	detection	NOUN
ajmsi-5420	432	17	of	of	ADP
ajmsi-5420	432	18	cancer	cancer	NOUN
ajmsi-5420	432	19	metastases	metastasis	NOUN
ajmsi-5420	432	20	in	in	ADP
ajmsi-5420	432	21	lymph	lymph	NOUN
ajmsi-5420	432	22	nodes	node	NOUN
ajmsi-5420	432	23	,	,	PUNCT
ajmsi-5420	432	24	prostate	prostate	NOUN
ajmsi-5420	432	25	cancer	cancer	NOUN
ajmsi-5420	432	26	and	and	CCONJ
ajmsi-5420	432	27	scoring	scoring	NOUN
ajmsi-5420	432	28	ki67	ki67	PROPN
ajmsi-5420	432	29	in	in	ADP
ajmsi-5420	432	30	breast	breast	NOUN
ajmsi-5420	432	31	cancer	cancer	NOUN
ajmsi-5420	432	32	.	.	PUNCT
ajmsi-5420	433	1	dl	dl	PROPN
ajmsi-5420	433	2	accelerates	accelerate	VERB
ajmsi-5420	433	3	the	the	DET
ajmsi-5420	433	4	process	process	NOUN
ajmsi-5420	433	5	of	of	ADP
ajmsi-5420	433	6	analyzing	analyze	VERB
ajmsi-5420	433	7	data	datum	NOUN
ajmsi-5420	433	8	,	,	PUNCT
ajmsi-5420	433	9	resulting	result	VERB
ajmsi-5420	433	10	in	in	ADP
ajmsi-5420	433	11	fast	fast	ADJ
ajmsi-5420	433	12	mode	mode	NOUN
ajmsi-5420	433	13	result	result	NOUN
ajmsi-5420	433	14	speed	speed	NOUN
ajmsi-5420	433	15	and	and	CCONJ
ajmsi-5420	433	16	precision	precision	NOUN
ajmsi-5420	433	17	.	.	PUNCT
ajmsi-5420	434	1	recent	recent	ADJ
ajmsi-5420	434	2	progressions	progression	NOUN
ajmsi-5420	434	3	in	in	ADP
ajmsi-5420	434	4	ai	ai	NOUN
ajmsi-5420	434	5	,	,	PUNCT
ajmsi-5420	434	6	particularly	particularly	ADV
ajmsi-5420	434	7	ml	ml	ADP
ajmsi-5420	434	8	methodologies	methodology	NOUN
ajmsi-5420	434	9	,	,	PUNCT
ajmsi-5420	434	10	are	be	AUX
ajmsi-5420	434	11	explored	explore	VERB
ajmsi-5420	434	12	to	to	PART
ajmsi-5420	434	13	study	study	VERB
ajmsi-5420	434	14	sars	sar	NOUN
ajmsi-5420	434	15	-	-	PUNCT
ajmsi-5420	434	16	cov-2	cov-2	NOUN
ajmsi-5420	434	17	,	,	PUNCT
ajmsi-5420	434	18	malaria	malaria	NOUN
ajmsi-5420	434	19	,	,	PUNCT
ajmsi-5420	434	20	and	and	CCONJ
ajmsi-5420	434	21	mycobacteria	mycobacterium	NOUN
ajmsi-5420	434	22	serve	serve	VERB
ajmsi-5420	434	23	to	to	PART
ajmsi-5420	434	24	demonstrate	demonstrate	VERB
ajmsi-5420	434	25	ai	ai	VERB
ajmsi-5420	434	26	’s	’s	PART
ajmsi-5420	434	27	potential	potential	NOUN
ajmsi-5420	434	28	for	for	ADP
ajmsi-5420	434	29	quick	quick	ADJ
ajmsi-5420	434	30	and4	and4	PROPN
ajmsi-5420	434	31	precise	precise	ADJ
ajmsi-5420	434	32	diagnosis	diagnosis	NOUN
ajmsi-5420	434	33	.	.	PUNCT
ajmsi-5420	435	1	in	in	ADP
ajmsi-5420	435	2	the	the	DET
ajmsi-5420	435	3	context	context	NOUN
ajmsi-5420	435	4	of	of	ADP
ajmsi-5420	435	5	the	the	DET
ajmsi-5420	435	6	sars	sar	NOUN
ajmsi-5420	435	7	-	-	PUNCT
ajmsi-5420	435	8	cov-2	cov-2	NOUN
ajmsi-5420	435	9	pandemic	pandemic	ADJ
ajmsi-5420	435	10	,	,	PUNCT
ajmsi-5420	435	11	ai	ai	VERB
ajmsi-5420	435	12	and	and	CCONJ
ajmsi-5420	435	13	cnns	cnns	PROPN
ajmsi-5420	435	14	has	have	VERB
ajmsi-5420	435	15	increasingly	increasingly	ADV
ajmsi-5420	435	16	a	a	DET
ajmsi-5420	435	17	spectrum	spectrum	NOUN
ajmsi-5420	435	18	of	of	ADP
ajmsi-5420	435	19	applications	application	NOUN
ajmsi-5420	435	20	such	such	ADJ
ajmsi-5420	435	21	as	as	ADP
ajmsi-5420	435	22	virus	virus	NOUN
ajmsi-5420	435	23	genome	genome	NOUN
ajmsi-5420	435	24	sequencing	sequencing	NOUN
ajmsi-5420	435	25	that	that	PRON
ajmsi-5420	435	26	helps	help	VERB
ajmsi-5420	435	27	in	in	ADP
ajmsi-5420	435	28	decision	decision	NOUN
ajmsi-5420	435	29	making	make	VERB
ajmsi-5420	435	30	algorithms	algorithm	NOUN
ajmsi-5420	435	31	,	,	PUNCT
ajmsi-5420	435	32	discovery	discovery	NOUN
ajmsi-5420	435	33	of	of	ADP
ajmsi-5420	435	34	new	new	ADJ
ajmsi-5420	435	35	molecule	molecule	NOUN
ajmsi-5420	435	36	of	of	ADP
ajmsi-5420	435	37	drug	drug	NOUN
ajmsi-5420	435	38	and	and	CCONJ
ajmsi-5420	435	39	shot	shot	NOUN
ajmsi-5420	435	40	development	development	NOUN
ajmsi-5420	435	41	.	.	PUNCT
ajmsi-5420	436	1	ai	ai	VERB
ajmsi-5420	436	2	and	and	CCONJ
ajmsi-5420	436	3	cnns	cnns	ADJ
ajmsi-5420	436	4	integration	integration	NOUN
ajmsi-5420	436	5	into	into	ADP
ajmsi-5420	436	6	pathology	pathology	NOUN
ajmsi-5420	436	7	laboratories	laboratory	NOUN
ajmsi-5420	436	8	can	can	AUX
ajmsi-5420	436	9	elevate	elevate	VERB
ajmsi-5420	436	10	the	the	DET
ajmsi-5420	436	11	precision	precision	NOUN
ajmsi-5420	436	12	of	of	ADP
ajmsi-5420	436	13	identifying	identify	VERB
ajmsi-5420	436	14	microorganisms	microorganism	NOUN
ajmsi-5420	436	15	present	present	ADJ
ajmsi-5420	436	16	on	on	ADP
ajmsi-5420	436	17	cytological	cytological	ADJ
ajmsi-5420	436	18	and	and	CCONJ
ajmsi-5420	436	19	histological	histological	ADJ
ajmsi-5420	436	20	slides	slide	NOUN
ajmsi-5420	436	21	that	that	PRON
ajmsi-5420	436	22	diagnosis	diagnosis	VERB
ajmsi-5420	436	23	the	the	DET
ajmsi-5420	436	24	covid-19	covid-19	PROPN
ajmsi-5420	436	25	causative	causative	ADJ
ajmsi-5420	436	26	agent	agent	NOUN
ajmsi-5420	436	27	,	,	PUNCT
ajmsi-5420	436	28	severe	severe	ADJ
ajmsi-5420	436	29	acute	acute	ADJ
ajmsi-5420	436	30	respiratory	respiratory	ADJ
ajmsi-5420	436	31	syndrome	syndrome	NOUN
ajmsi-5420	436	32	corona	corona	PROPN
ajmsi-5420	436	33	virus	virus	NOUN
ajmsi-5420	436	34	2	2	NUM
ajmsi-5420	436	35	(	(	PUNCT
ajmsi-5420	436	36	sars	sar	NOUN
ajmsi-5420	436	37	-	-	PUNCT
ajmsi-5420	436	38	cov-2	cov-2	NOUN
ajmsi-5420	436	39	)	)	PUNCT
ajmsi-5420	436	40	using	use	VERB
ajmsi-5420	436	41	the	the	DET
ajmsi-5420	436	42	pcr	pcr	ADJ
ajmsi-5420	436	43	testing	testing	NOUN
ajmsi-5420	436	44	(	(	PUNCT
ajmsi-5420	436	45	blood	blood	NOUN
ajmsi-5420	436	46	sample	sample	NOUN
ajmsi-5420	436	47	and	and	CCONJ
ajmsi-5420	436	48	serum	serum	NOUN
ajmsi-5420	436	49	of	of	ADP
ajmsi-5420	436	50	the	the	DET
ajmsi-5420	436	51	patient	patient	NOUN
ajmsi-5420	436	52	can	can	AUX
ajmsi-5420	436	53	also	also	ADV
ajmsi-5420	436	54	be	be	AUX
ajmsi-5420	436	55	taken	take	VERB
ajmsi-5420	436	56	for	for	ADP
ajmsi-5420	436	57	testing	testing	NOUN
ajmsi-5420	436	58	)	)	PUNCT
ajmsi-5420	436	59	that	that	PRON
ajmsi-5420	436	60	identify	identify	VERB
ajmsi-5420	436	61	the	the	DET
ajmsi-5420	436	62	atypical	atypical	ADJ
ajmsi-5420	436	63	profiles	profile	NOUN
ajmsi-5420	436	64	indicative	indicative	ADJ
ajmsi-5420	436	65	of	of	ADP
ajmsi-5420	436	66	tainted	taint	VERB
ajmsi-5420	436	67	,	,	PUNCT
ajmsi-5420	436	68	thus	thus	ADV
ajmsi-5420	436	69	facilitating	facilitate	VERB
ajmsi-5420	436	70	the	the	DET
ajmsi-5420	436	71	rapid	rapid	ADJ
ajmsi-5420	436	72	and	and	CCONJ
ajmsi-5420	436	73	accurate	accurate	ADJ
ajmsi-5420	436	74	diagnosis	diagnosis	NOUN
ajmsi-5420	436	75	while	while	SCONJ
ajmsi-5420	436	76	minimizing	minimize	VERB
ajmsi-5420	436	77	false	false	ADJ
ajmsi-5420	436	78	evidence	evidence	NOUN
ajmsi-5420	436	79	.	.	PUNCT
ajmsi-5420	437	1	ai	ai	VERB
ajmsi-5420	437	2	in	in	ADP
ajmsi-5420	437	3	assisting	assist	VERB
ajmsi-5420	437	4	in	in	ADP
ajmsi-5420	437	5	diagnosis	diagnosis	NOUN
ajmsi-5420	437	6	of	of	ADP
ajmsi-5420	437	7	infectious	infectious	ADJ
ajmsi-5420	437	8	skin	skin	NOUN
ajmsi-5420	437	9	disease	disease	NOUN
ajmsi-5420	437	10	as	as	SCONJ
ajmsi-5420	437	11	we	we	PRON
ajmsi-5420	437	12	know	know	VERB
ajmsi-5420	437	13	,	,	PUNCT
ajmsi-5420	437	14	the	the	DET
ajmsi-5420	437	15	largest	large	ADJ
ajmsi-5420	437	16	organ	organ	NOUN
ajmsi-5420	437	17	of	of	ADP
ajmsi-5420	437	18	human	human	ADJ
ajmsi-5420	437	19	body	body	NOUN
ajmsi-5420	437	20	is	be	AUX
ajmsi-5420	437	21	the	the	DET
ajmsi-5420	437	22	skin	skin	NOUN
ajmsi-5420	437	23	.	.	PUNCT
ajmsi-5420	438	1	it	it	PRON
ajmsi-5420	438	2	covers	cover	VERB
ajmsi-5420	438	3	all	all	DET
ajmsi-5420	438	4	the	the	DET
ajmsi-5420	438	5	body	body	NOUN
ajmsi-5420	438	6	surface	surface	NOUN
ajmsi-5420	438	7	area	area	NOUN
ajmsi-5420	438	8	and	and	CCONJ
ajmsi-5420	438	9	composed	compose	VERB
ajmsi-5420	438	10	of	of	ADP
ajmsi-5420	438	11	epidermis	epidermis	NOUN
ajmsi-5420	438	12	,	,	PUNCT
ajmsi-5420	438	13	dermis	dermis	NOUN
ajmsi-5420	438	14	and	and	CCONJ
ajmsi-5420	438	15	hypodermis	hypodermis	PROPN
ajmsi-5420	438	16	layers	layer	NOUN
ajmsi-5420	438	17	.	.	PUNCT
ajmsi-5420	439	1	skin	skin	NOUN
ajmsi-5420	439	2	act	act	PROPN
ajmsi-5420	439	3	as	as	ADP
ajmsi-5420	439	4	a	a	DET
ajmsi-5420	439	5	protective	protective	ADJ
ajmsi-5420	439	6	barrier	barrier	NOUN
ajmsi-5420	439	7	for	for	ADP
ajmsi-5420	439	8	external	external	ADJ
ajmsi-5420	439	9	factor	factor	NOUN
ajmsi-5420	439	10	such	such	ADJ
ajmsi-5420	439	11	as	as	ADP
ajmsi-5420	439	12	bacteria	bacteria	NOUN
ajmsi-5420	439	13	,	,	PUNCT
ajmsi-5420	439	14	chemicals	chemical	NOUN
ajmsi-5420	439	15	and	and	CCONJ
ajmsi-5420	439	16	temperature	temperature	NOUN
ajmsi-5420	439	17	changes	change	NOUN
ajmsi-5420	439	18	.	.	PUNCT
ajmsi-5420	440	1	various	various	ADJ
ajmsi-5420	440	2	microorganisms	microorganism	NOUN
ajmsi-5420	440	3	residence	residence	NOUN
ajmsi-5420	440	4	on	on	ADP
ajmsi-5420	440	5	the	the	DET
ajmsi-5420	440	6	skin	skin	NOUN
ajmsi-5420	440	7	surface	surface	NOUN
ajmsi-5420	440	8	like	like	ADP
ajmsi-5420	440	9	bacteria	bacteria	NOUN
ajmsi-5420	440	10	(	(	PUNCT
ajmsi-5420	440	11	staphylococcus	staphylococcus	NOUN
ajmsi-5420	440	12	,	,	PUNCT
ajmsi-5420	440	13	corynebacterium	corynebacterium	NOUN
ajmsi-5420	440	14	)	)	PUNCT
ajmsi-5420	440	15	fungi	fungi	PROPN
ajmsi-5420	440	16	(	(	PUNCT
ajmsi-5420	440	17	malassezia	malassezia	PROPN
ajmsi-5420	440	18	)	)	PUNCT
ajmsi-5420	440	19	and	and	CCONJ
ajmsi-5420	440	20	viruses	virus	NOUN
ajmsi-5420	440	21	(	(	PUNCT
ajmsi-5420	440	22	herpes	herpe	NOUN
ajmsi-5420	440	23	simplex	simplex	NOUN
ajmsi-5420	440	24	,	,	PUNCT
ajmsi-5420	440	25	shingles	shingle	NOUN
ajmsi-5420	440	26	)	)	PUNCT
ajmsi-5420	440	27	that	that	PRON
ajmsi-5420	440	28	inhibit	inhibit	VERB
ajmsi-5420	440	29	the	the	DET
ajmsi-5420	440	30	colonization	colonization	NOUN
ajmsi-5420	440	31	of	of	ADP
ajmsi-5420	440	32	pathogens	pathogen	NOUN
ajmsi-5420	440	33	.	.	PUNCT
ajmsi-5420	441	1	therefore	therefore	ADV
ajmsi-5420	441	2	,	,	PUNCT
ajmsi-5420	441	3	the	the	DET
ajmsi-5420	441	4	rapid	rapid	ADJ
ajmsi-5420	441	5	diagnosis	diagnosis	NOUN
ajmsi-5420	441	6	of	of	ADP
ajmsi-5420	441	7	skin	skin	NOUN
ajmsi-5420	441	8	lesions	lesion	NOUN
ajmsi-5420	441	9	is	be	AUX
ajmsi-5420	441	10	utmost	utmost	ADJ
ajmsi-5420	441	11	importance	importance	NOUN
ajmsi-5420	441	12	for	for	ADP
ajmsi-5420	441	13	treatment	treatment	NOUN
ajmsi-5420	441	14	of	of	ADP
ajmsi-5420	441	15	infectious	infectious	ADJ
ajmsi-5420	441	16	diseases	disease	NOUN
ajmsi-5420	441	17	.	.	PUNCT
ajmsi-5420	442	1	in	in	ADP
ajmsi-5420	442	2	dermatology	dermatology	NOUN
ajmsi-5420	442	3	,	,	PUNCT
ajmsi-5420	442	4	ai	ai	AUX
ajmsi-5420	442	5	has	have	AUX
ajmsi-5420	442	6	shown	show	VERB
ajmsi-5420	442	7	great	great	ADJ
ajmsi-5420	442	8	promise	promise	NOUN
ajmsi-5420	442	9	in	in	ADP
ajmsi-5420	442	10	diagnosing	diagnose	VERB
ajmsi-5420	442	11	skin	skin	NOUN
ajmsi-5420	442	12	conditions	condition	NOUN
ajmsi-5420	442	13	by	by	ADP
ajmsi-5420	442	14	analyzing	analyze	VERB
ajmsi-5420	442	15	medical	medical	ADJ
ajmsi-5420	442	16	images	image	NOUN
ajmsi-5420	442	17	.	.	PUNCT
ajmsi-5420	443	1	ai	ai	VERB
ajmsi-5420	443	2	algorithms	algorithm	NOUN
ajmsi-5420	443	3	have	have	AUX
ajmsi-5420	443	4	been	be	AUX
ajmsi-5420	443	5	developed	develop	VERB
ajmsi-5420	443	6	to	to	PART
ajmsi-5420	443	7	evaluate	evaluate	VERB
ajmsi-5420	443	8	images	image	NOUN
ajmsi-5420	443	9	of	of	ADP
ajmsi-5420	443	10	the	the	DET
ajmsi-5420	443	11	skin	skin	NOUN
ajmsi-5420	443	12	to	to	PART
ajmsi-5420	443	13	detect	detect	VERB
ajmsi-5420	443	14	and	and	CCONJ
ajmsi-5420	443	15	classify	classify	VERB
ajmsi-5420	443	16	conditions	condition	NOUN
ajmsi-5420	443	17	such	such	ADJ
ajmsi-5420	443	18	as	as	ADP
ajmsi-5420	443	19	melanoma	melanoma	NOUN
ajmsi-5420	443	20	,	,	PUNCT
ajmsi-5420	443	21	psoriasis	psoriasis	NOUN
ajmsi-5420	443	22	and	and	CCONJ
ajmsi-5420	443	23	acne	acne	NOUN
ajmsi-5420	443	24	.	.	PUNCT
ajmsi-5420	444	1	these	these	DET
ajmsi-5420	444	2	algorithms	algorithm	NOUN
ajmsi-5420	444	3	can	can	AUX
ajmsi-5420	444	4	enhance	enhance	VERB
ajmsi-5420	444	5	the	the	DET
ajmsi-5420	444	6	diagnostic	diagnostic	ADJ
ajmsi-5420	444	7	capabilities	capability	NOUN
ajmsi-5420	444	8	of	of	ADP
ajmsi-5420	444	9	dermatologists	dermatologist	NOUN
ajmsi-5420	444	10	by	by	ADP
ajmsi-5420	444	11	providing	provide	VERB
ajmsi-5420	444	12	a	a	DET
ajmsi-5420	444	13	second	second	ADJ
ajmsi-5420	444	14	opinion	opinion	NOUN
ajmsi-5420	444	15	or	or	CCONJ
ajmsi-5420	444	16	flagging	flag	VERB
ajmsi-5420	444	17	potential	potential	ADJ
ajmsi-5420	444	18	issues	issue	NOUN
ajmsi-5420	444	19	that	that	PRON
ajmsi-5420	444	20	may	may	AUX
ajmsi-5420	444	21	not	not	PART
ajmsi-5420	444	22	be	be	AUX
ajmsi-5420	444	23	immediately	immediately	ADV
ajmsi-5420	444	24	apparent	apparent	ADJ
ajmsi-5420	444	25	to	to	ADP
ajmsi-5420	444	26	the	the	DET
ajmsi-5420	444	27	human	human	ADJ
ajmsi-5420	444	28	eye	eye	NOUN
ajmsi-5420	444	29	.	.	PUNCT
ajmsi-5420	445	1	the	the	DET
ajmsi-5420	445	2	integration	integration	NOUN
ajmsi-5420	445	3	of	of	ADP
ajmsi-5420	445	4	ai	ai	VERB
ajmsi-5420	445	5	into	into	ADP
ajmsi-5420	445	6	dermatology	dermatology	NOUN
ajmsi-5420	445	7	not	not	PART
ajmsi-5420	445	8	only	only	ADV
ajmsi-5420	445	9	improves	improve	VERB
ajmsi-5420	445	10	diagnostic	diagnostic	ADJ
ajmsi-5420	445	11	accuracy	accuracy	NOUN
ajmsi-5420	445	12	but	but	CCONJ
ajmsi-5420	445	13	also	also	ADV
ajmsi-5420	445	14	increases	increase	VERB
ajmsi-5420	445	15	efficiency	efficiency	NOUN
ajmsi-5420	445	16	by	by	ADP
ajmsi-5420	445	17	reducing	reduce	VERB
ajmsi-5420	445	18	the	the	DET
ajmsi-5420	445	19	time	time	NOUN
ajmsi-5420	445	20	required	require	VERB
ajmsi-5420	445	21	to	to	PART
ajmsi-5420	445	22	analyze	analyze	VERB
ajmsi-5420	445	23	images	image	NOUN
ajmsi-5420	445	24	.	.	PUNCT
ajmsi-5420	446	1	with	with	ADP
ajmsi-5420	446	2	the	the	DET
ajmsi-5420	446	3	growth	growth	NOUN
ajmsi-5420	446	4	of	of	ADP
ajmsi-5420	446	5	ai	ai	NOUN
ajmsi-5420	446	6	,	,	PUNCT
ajmsi-5420	446	7	it	it	PRON
ajmsi-5420	446	8	aid	aid	VERB
ajmsi-5420	446	9	in	in	ADP
ajmsi-5420	446	10	the	the	DET
ajmsi-5420	446	11	dermatology	dermatology	NOUN
ajmsi-5420	446	12	in	in	ADP
ajmsi-5420	446	13	predicting	predict	VERB
ajmsi-5420	446	14	disease	disease	NOUN
ajmsi-5420	446	15	progression	progression	NOUN
ajmsi-5420	446	16	and	and	CCONJ
ajmsi-5420	446	17	developing	develop	VERB
ajmsi-5420	446	18	new	new	ADJ
ajmsi-5420	446	19	treatments	treatment	NOUN
ajmsi-5420	446	20	.	.	PUNCT
ajmsi-5420	447	1	ai	ai	VERB
ajmsi-5420	447	2	can	can	AUX
ajmsi-5420	447	3	help	help	VERB
ajmsi-5420	447	4	in	in	ADP
ajmsi-5420	447	5	the	the	DET
ajmsi-5420	447	6	early	early	ADJ
ajmsi-5420	447	7	detection	detection	NOUN
ajmsi-5420	447	8	of	of	ADP
ajmsi-5420	447	9	skin	skin	NOUN
ajmsi-5420	447	10	cancer	cancer	NOUN
ajmsi-5420	447	11	and	and	CCONJ
ajmsi-5420	447	12	other	other	ADJ
ajmsi-5420	447	13	infectious	infectious	ADJ
ajmsi-5420	447	14	diseases	disease	NOUN
ajmsi-5420	447	15	which	which	PRON
ajmsi-5420	447	16	lead	lead	VERB
ajmsi-5420	447	17	to	to	ADP
ajmsi-5420	447	18	timely	timely	ADJ
ajmsi-5420	447	19	treatment	treatment	NOUN
ajmsi-5420	447	20	and	and	CCONJ
ajmsi-5420	447	21	better	well	ADJ
ajmsi-5420	447	22	outcomes	outcome	NOUN
ajmsi-5420	447	23	.	.	PUNCT
ajmsi-5420	448	1	ai	ai	VERB
ajmsi-5420	448	2	tool	tool	NOUN
ajmsi-5420	448	3	deep	deep	ADJ
ajmsi-5420	448	4	learning	learning	NOUN
ajmsi-5420	448	5	and	and	CCONJ
ajmsi-5420	448	6	convolutional	convolutional	ADJ
ajmsi-5420	448	7	neural	neural	ADJ
ajmsi-5420	448	8	networks	network	NOUN
ajmsi-5420	448	9	(	(	PUNCT
ajmsi-5420	448	10	cnns	cnns	PROPN
ajmsi-5420	448	11	)	)	PUNCT
ajmsi-5420	448	12	gaining	gain	VERB
ajmsi-5420	448	13	the	the	DET
ajmsi-5420	448	14	importance	importance	NOUN
ajmsi-5420	448	15	in	in	ADP
ajmsi-5420	448	16	diagnosis	diagnosis	NOUN
ajmsi-5420	448	17	of	of	ADP
ajmsi-5420	448	18	infection	infection	NOUN
ajmsi-5420	448	19	of	of	ADP
ajmsi-5420	448	20	skin	skin	NOUN
ajmsi-5420	448	21	.	.	PUNCT
ajmsi-5420	449	1	it	it	PRON
ajmsi-5420	449	2	provide	provide	VERB
ajmsi-5420	449	3	medical	medical	ADJ
ajmsi-5420	449	4	image	image	NOUN
ajmsi-5420	449	5	recognition	recognition	NOUN
ajmsi-5420	449	6	,	,	PUNCT
ajmsi-5420	449	7	interpretation	interpretation	NOUN
ajmsi-5420	449	8	combining	combine	VERB
ajmsi-5420	449	9	with	with	ADP
ajmsi-5420	449	10	histopathology	histopathology	NOUN
ajmsi-5420	449	11	to	to	PART
ajmsi-5420	449	12	identify	identify	VERB
ajmsi-5420	449	13	specific	specific	ADJ
ajmsi-5420	449	14	cells	cell	NOUN
ajmsi-5420	449	15	in	in	ADP
ajmsi-5420	449	16	images	image	NOUN
ajmsi-5420	449	17	and	and	CCONJ
ajmsi-5420	449	18	further	far	ADV
ajmsi-5420	449	19	it	it	PRON
ajmsi-5420	449	20	combine	combine	VERB
ajmsi-5420	449	21	with	with	ADP
ajmsi-5420	449	22	image	image	NOUN
ajmsi-5420	449	23	to	to	PART
ajmsi-5420	449	24	identify	identify	VERB
ajmsi-5420	449	25	key	key	ADJ
ajmsi-5420	449	26	features	feature	NOUN
ajmsi-5420	449	27	to	to	ADP
ajmsi-5420	449	28	diagnosis	diagnosis	NOUN
ajmsi-5420	449	29	of	of	ADP
ajmsi-5420	449	30	various	various	ADJ
ajmsi-5420	449	31	diseases	disease	NOUN
ajmsi-5420	449	32	such	such	ADJ
ajmsi-5420	449	33	as	as	ADP
ajmsi-5420	449	34	cardiovascular	cardiovascular	ADJ
ajmsi-5420	449	35	diseases	disease	NOUN
ajmsi-5420	449	36	,	,	PUNCT
ajmsi-5420	449	37	endocrine	endocrine	NOUN
ajmsi-5420	449	38	diseases	disease	NOUN
ajmsi-5420	449	39	and	and	CCONJ
ajmsi-5420	449	40	tumors	tumor	NOUN
ajmsi-5420	449	41	(	(	PUNCT
ajmsi-5420	449	42	hutchinson	hutchinson	PROPN
ajmsi-5420	449	43	et	et	PROPN
ajmsi-5420	449	44	al	al	PROPN
ajmsi-5420	449	45	.	.	PROPN
ajmsi-5420	449	46	,	,	PUNCT
ajmsi-5420	449	47	2023	2023	NUM
ajmsi-5420	449	48	;	;	PUNCT
ajmsi-5420	449	49	giorgini	giorgini	PROPN
ajmsi-5420	449	50	et	et	PROPN
ajmsi-5420	449	51	al	al	PROPN
ajmsi-5420	449	52	.	.	PROPN
ajmsi-5420	449	53	,	,	PUNCT
ajmsi-5420	449	54	2024	2024	NUM
ajmsi-5420	449	55	;	;	PUNCT
ajmsi-5420	449	56	makimoto	makimoto	NOUN
ajmsi-5420	449	57	&	&	CCONJ
ajmsi-5420	449	58	kohro	kohro	PROPN
ajmsi-5420	449	59	,	,	PUNCT
ajmsi-5420	449	60	2024	2024	NUM
ajmsi-5420	449	61	)	)	PUNCT
ajmsi-5420	449	62	.	.	PUNCT
ajmsi-5420	450	1	cnns	cnns	PROPN
ajmsi-5420	450	2	can	can	AUX
ajmsi-5420	450	3	also	also	ADV
ajmsi-5420	450	4	assist	assist	VERB
ajmsi-5420	450	5	individuals	individual	NOUN
ajmsi-5420	450	6	with	with	ADP
ajmsi-5420	450	7	the	the	DET
ajmsi-5420	450	8	diagnosis	diagnosis	NOUN
ajmsi-5420	450	9	of	of	ADP
ajmsi-5420	450	10	monkeypox	monkeypox	NOUN
ajmsi-5420	450	11	skin	skin	NOUN
ajmsi-5420	450	12	lesions	lesion	NOUN
ajmsi-5420	450	13	.	.	PUNCT
ajmsi-5420	451	1	monkeypox	monkeypox	NOUN
ajmsi-5420	451	2	caused	cause	VERB
ajmsi-5420	451	3	by	by	ADP
ajmsi-5420	451	4	monkeypox	monkeypox	PROPN
ajmsi-5420	451	5	virus	virus	NOUN
ajmsi-5420	451	6	(	(	PUNCT
ajmsi-5420	451	7	mpxv	mpxv	PROPN
ajmsi-5420	451	8	)	)	PUNCT
ajmsi-5420	451	9	it	it	PRON
ajmsi-5420	451	10	is	be	AUX
ajmsi-5420	451	11	zoonotic	zoonotic	ADJ
ajmsi-5420	451	12	disease	disease	NOUN
ajmsi-5420	451	13	,	,	PUNCT
ajmsi-5420	451	14	characterized	characterize	VERB
ajmsi-5420	451	15	by	by	ADP
ajmsi-5420	451	16	skin	skin	NOUN
ajmsi-5420	451	17	lesions	lesion	NOUN
ajmsi-5420	451	18	that	that	PRON
ajmsi-5420	451	19	present	present	VERB
ajmsi-5420	451	20	on	on	ADP
ajmsi-5420	451	21	macules	macule	NOUN
ajmsi-5420	451	22	and	and	CCONJ
ajmsi-5420	451	23	papules	papule	NOUN
ajmsi-5420	451	24	and	and	CCONJ
ajmsi-5420	451	25	later	later	ADV
ajmsi-5420	451	26	entered	enter	VERB
ajmsi-5420	451	27	into	into	ADP
ajmsi-5420	451	28	vesicles	vesicle	NOUN
ajmsi-5420	451	29	,	,	PUNCT
ajmsi-5420	451	30	pustules	pustule	NOUN
ajmsi-5420	451	31	.	.	PUNCT
ajmsi-5420	452	1	so	so	ADV
ajmsi-5420	452	2	,	,	PUNCT
ajmsi-5420	452	3	figure	figure	VERB
ajmsi-5420	452	4	9	9	NUM
ajmsi-5420	452	5	:	:	PUNCT
ajmsi-5420	452	6	artificial	artificial	ADJ
ajmsi-5420	452	7	intelligence	intelligence	NOUN
ajmsi-5420	452	8	–	–	PUNCT
ajmsi-5420	452	9	assisted	assist	VERB
ajmsi-5420	452	10	diagnostic	diagnostic	ADJ
ajmsi-5420	452	11	model	model	NOUN
ajmsi-5420	452	12	pa	pa	PROPN
ajmsi-5420	452	13	ge	ge	PROPN
ajmsi-5420	452	14	67	67	NUM
ajmsi-5420	452	15	https://journals.e-palli.com/home/index.php/ajmsi	https://journals.e-palli.com/home/index.php/ajmsi	PROPN
ajmsi-5420	452	16	am	be	AUX
ajmsi-5420	452	17	.	.	PUNCT
ajmsi-5420	453	1	j.	j.	PROPN
ajmsi-5420	453	2	med	med	PROPN
ajmsi-5420	453	3	.	.	PUNCT
ajmsi-5420	454	1	sci	sci	PROPN
ajmsi-5420	454	2	.	.	PUNCT
ajmsi-5420	454	3	innov	innov	PROPN
ajmsi-5420	454	4	.	.	PUNCT
ajmsi-5420	455	1	4(2	4(2	NUM
ajmsi-5420	455	2	)	)	PUNCT
ajmsi-5420	456	1	53	53	NUM
ajmsi-5420	456	2	-	-	SYM
ajmsi-5420	456	3	72	72	NUM
ajmsi-5420	456	4	,	,	PUNCT
ajmsi-5420	456	5	2025	2025	NUM
ajmsi-5420	456	6	cnns	cnn	NOUN
ajmsi-5420	456	7	helps	help	VERB
ajmsi-5420	456	8	to	to	PART
ajmsi-5420	456	9	detect	detect	VERB
ajmsi-5420	456	10	the	the	DET
ajmsi-5420	456	11	mpxv	mpxv	NOUN
ajmsi-5420	456	12	lesions	lesion	NOUN
ajmsi-5420	456	13	and	and	CCONJ
ajmsi-5420	456	14	find	find	VERB
ajmsi-5420	456	15	out	out	ADP
ajmsi-5420	456	16	the	the	DET
ajmsi-5420	456	17	best	good	ADJ
ajmsi-5420	456	18	treatment	treatment	NOUN
ajmsi-5420	456	19	to	to	PART
ajmsi-5420	456	20	be	be	AUX
ajmsi-5420	456	21	given	give	VERB
ajmsi-5420	456	22	to	to	PART
ajmsi-5420	456	23	patient	patient	VERB
ajmsi-5420	456	24	which	which	PRON
ajmsi-5420	456	25	must	must	AUX
ajmsi-5420	456	26	be	be	AUX
ajmsi-5420	456	27	patient	patient	ADJ
ajmsi-5420	456	28	compliance	compliance	NOUN
ajmsi-5420	456	29	,	,	PUNCT
ajmsi-5420	456	30	personalized	personalized	ADJ
ajmsi-5420	456	31	medication	medication	NOUN
ajmsi-5420	456	32	can	can	AUX
ajmsi-5420	456	33	also	also	ADV
ajmsi-5420	456	34	be	be	AUX
ajmsi-5420	456	35	planned	plan	VERB
ajmsi-5420	456	36	by	by	ADP
ajmsi-5420	456	37	optimizing	optimize	VERB
ajmsi-5420	456	38	the	the	DET
ajmsi-5420	456	39	patient	patient	ADJ
ajmsi-5420	456	40	data	datum	NOUN
ajmsi-5420	456	41	.	.	PUNCT
ajmsi-5420	457	1	overall	overall	ADV
ajmsi-5420	457	2	,	,	PUNCT
ajmsi-5420	457	3	ai	ai	VERB
ajmsi-5420	457	4	holds	hold	VERB
ajmsi-5420	457	5	promising	promise	VERB
ajmsi-5420	457	6	revolution	revolution	NOUN
ajmsi-5420	457	7	in	in	ADP
ajmsi-5420	457	8	dermatology	dermatology	NOUN
ajmsi-5420	457	9	and	and	CCONJ
ajmsi-5420	457	10	improving	improve	VERB
ajmsi-5420	457	11	patient	patient	ADJ
ajmsi-5420	457	12	care	care	NOUN
ajmsi-5420	457	13	.	.	PUNCT
ajmsi-5420	458	1	challenges	challenge	NOUN
ajmsi-5420	458	2	remain	remain	VERB
ajmsi-5420	458	3	but	but	CCONJ
ajmsi-5420	458	4	ai	ai	AUX
ajmsi-5420	458	5	increasing	increase	VERB
ajmsi-5420	458	6	the	the	DET
ajmsi-5420	458	7	valuable	valuable	ADJ
ajmsi-5420	458	8	tool	tool	NOUN
ajmsi-5420	458	9	in	in	ADP
ajmsi-5420	458	10	the	the	DET
ajmsi-5420	458	11	fight	fight	NOUN
ajmsi-5420	458	12	against	against	ADP
ajmsi-5420	458	13	skin	skin	NOUN
ajmsi-5420	458	14	disease	disease	NOUN
ajmsi-5420	458	15	.	.	PUNCT
ajmsi-5420	459	1	ongoing	ongoing	ADJ
ajmsi-5420	459	2	research	research	NOUN
ajmsi-5420	459	3	and	and	CCONJ
ajmsi-5420	459	4	development	development	NOUN
ajmsi-5420	459	5	in	in	ADP
ajmsi-5420	459	6	future	future	NOUN
ajmsi-5420	459	7	will	will	AUX
ajmsi-5420	459	8	minimize	minimize	VERB
ajmsi-5420	459	9	the	the	DET
ajmsi-5420	459	10	obstacles	obstacle	NOUN
ajmsi-5420	459	11	thus	thus	ADV
ajmsi-5420	459	12	,	,	PUNCT
ajmsi-5420	459	13	ai	ai	NOUN
ajmsi-5420	459	14	models	model	NOUN
ajmsi-5420	459	15	will	will	AUX
ajmsi-5420	459	16	more	more	ADV
ajmsi-5420	459	17	likely	likely	ADJ
ajmsi-5420	459	18	to	to	PART
ajmsi-5420	459	19	cover	cover	VERB
ajmsi-5420	459	20	the	the	DET
ajmsi-5420	459	21	datasets	dataset	NOUN
ajmsi-5420	459	22	complex	complex	ADJ
ajmsi-5420	459	23	and	and	CCONJ
ajmsi-5420	459	24	convert	convert	VERB
ajmsi-5420	459	25	to	to	ADP
ajmsi-5420	459	26	easy	easy	ADJ
ajmsi-5420	459	27	integration	integration	NOUN
ajmsi-5420	459	28	.	.	PUNCT
ajmsi-5420	460	1	ai	ai	VERB
ajmsi-5420	460	2	revolution	revolution	NOUN
ajmsi-5420	460	3	in	in	ADP
ajmsi-5420	460	4	diagnosis	diagnosis	NOUN
ajmsi-5420	460	5	and	and	CCONJ
ajmsi-5420	460	6	management	management	NOUN
ajmsi-5420	460	7	of	of	ADP
ajmsi-5420	460	8	fungal	fungal	ADJ
ajmsi-5420	460	9	nail	nail	NOUN
ajmsi-5420	460	10	infection	infection	NOUN
ajmsi-5420	460	11	nail	nail	NOUN
ajmsi-5420	460	12	infection	infection	NOUN
ajmsi-5420	460	13	is	be	AUX
ajmsi-5420	460	14	caused	cause	VERB
ajmsi-5420	460	15	by	by	ADP
ajmsi-5420	460	16	fungal	fungal	ADJ
ajmsi-5420	460	17	infection	infection	NOUN
ajmsi-5420	460	18	namely	namely	ADV
ajmsi-5420	460	19	,	,	PUNCT
ajmsi-5420	460	20	onychomycosis	onychomycosis	NOUN
ajmsi-5420	460	21	.	.	PUNCT
ajmsi-5420	461	1	it	it	PRON
ajmsi-5420	461	2	is	be	AUX
ajmsi-5420	461	3	difficult	difficult	ADJ
ajmsi-5420	461	4	to	to	PART
ajmsi-5420	461	5	diagnosis	diagnosis	NOUN
ajmsi-5420	461	6	onychomycosis	onychomycosis	NOUN
ajmsi-5420	461	7	fungal	fungal	ADJ
ajmsi-5420	461	8	nail	nail	NOUN
ajmsi-5420	461	9	infection	infection	NOUN
ajmsi-5420	461	10	as	as	SCONJ
ajmsi-5420	461	11	it	it	PRON
ajmsi-5420	461	12	’s	’	VERB
ajmsi-5420	461	13	similar	similar	ADJ
ajmsi-5420	461	14	to	to	ADP
ajmsi-5420	461	15	other	other	ADJ
ajmsi-5420	461	16	nail	nail	NOUN
ajmsi-5420	461	17	conditions	condition	NOUN
ajmsi-5420	461	18	.	.	PUNCT
ajmsi-5420	462	1	the	the	DET
ajmsi-5420	462	2	current	current	ADJ
ajmsi-5420	462	3	methods	method	NOUN
ajmsi-5420	462	4	to	to	PART
ajmsi-5420	462	5	examine	examine	VERB
ajmsi-5420	462	6	fungal	fungal	ADJ
ajmsi-5420	462	7	infection	infection	NOUN
ajmsi-5420	462	8	of	of	ADP
ajmsi-5420	462	9	nails	nail	NOUN
ajmsi-5420	462	10	include	include	VERB
ajmsi-5420	462	11	microscopic	microscopic	ADJ
ajmsi-5420	462	12	examination	examination	NOUN
ajmsi-5420	462	13	with	with	ADP
ajmsi-5420	462	14	potassium	potassium	NOUN
ajmsi-5420	462	15	hydroxide	hydroxide	NOUN
ajmsi-5420	462	16	,	,	PUNCT
ajmsi-5420	462	17	fungal	fungal	ADJ
ajmsi-5420	462	18	cultures	culture	NOUN
ajmsi-5420	462	19	and	and	CCONJ
ajmsi-5420	462	20	periodic	periodic	ADJ
ajmsi-5420	462	21	acidschiff	acidschiff	NOUN
ajmsi-5420	462	22	biopsy	biopsy	NOUN
ajmsi-5420	462	23	staining	stain	VERB
ajmsi-5420	462	24	.	.	PUNCT
ajmsi-5420	463	1	culture	culture	NOUN
ajmsi-5420	463	2	is	be	AUX
ajmsi-5420	463	3	considered	consider	VERB
ajmsi-5420	463	4	a	a	DET
ajmsi-5420	463	5	gold	gold	NOUN
ajmsi-5420	463	6	standard	standard	NOUN
ajmsi-5420	463	7	for	for	ADP
ajmsi-5420	463	8	fungal	fungal	ADJ
ajmsi-5420	463	9	identification	identification	NOUN
ajmsi-5420	463	10	that	that	PRON
ajmsi-5420	463	11	helps	help	VERB
ajmsi-5420	463	12	to	to	PART
ajmsi-5420	463	13	determine	determine	VERB
ajmsi-5420	463	14	the	the	DET
ajmsi-5420	463	15	viability	viability	NOUN
ajmsi-5420	463	16	and	and	CCONJ
ajmsi-5420	463	17	pathogen	pathogen	NOUN
ajmsi-5420	463	18	species	specie	NOUN
ajmsi-5420	463	19	,	,	PUNCT
ajmsi-5420	463	20	but	but	CCONJ
ajmsi-5420	463	21	often	often	ADV
ajmsi-5420	463	22	requires	require	VERB
ajmsi-5420	463	23	4–6	4–6	NUM
ajmsi-5420	463	24	weeks	week	NOUN
ajmsi-5420	463	25	for	for	ADP
ajmsi-5420	463	26	results	result	NOUN
ajmsi-5420	463	27	due	due	ADP
ajmsi-5420	463	28	to	to	ADP
ajmsi-5420	463	29	the	the	DET
ajmsi-5420	463	30	slow	slow	ADV
ajmsi-5420	463	31	-	-	PUNCT
ajmsi-5420	463	32	growing	grow	VERB
ajmsi-5420	463	33	nature	nature	NOUN
ajmsi-5420	463	34	of	of	ADP
ajmsi-5420	463	35	many	many	ADJ
ajmsi-5420	463	36	fungi	fungus	NOUN
ajmsi-5420	463	37	.	.	PUNCT
ajmsi-5420	464	1	culture	culture	NOUN
ajmsi-5420	464	2	media	medium	NOUN
ajmsi-5420	464	3	may	may	AUX
ajmsi-5420	464	4	get	get	AUX
ajmsi-5420	464	5	contaminated	contaminate	VERB
ajmsi-5420	464	6	by	by	ADP
ajmsi-5420	464	7	environmental	environmental	ADJ
ajmsi-5420	464	8	factors	factor	NOUN
ajmsi-5420	464	9	but	but	CCONJ
ajmsi-5420	464	10	use	use	NOUN
ajmsi-5420	464	11	of	of	ADP
ajmsi-5420	464	12	antimicrobial	antimicrobial	ADJ
ajmsi-5420	464	13	solutions	solution	NOUN
ajmsi-5420	464	14	inhibits	inhibit	VERB
ajmsi-5420	464	15	bacterial	bacterial	ADJ
ajmsi-5420	464	16	growth	growth	NOUN
ajmsi-5420	464	17	in	in	ADP
ajmsi-5420	464	18	culture	culture	NOUN
ajmsi-5420	464	19	media	medium	NOUN
ajmsi-5420	464	20	.	.	PUNCT
ajmsi-5420	465	1	all	all	DET
ajmsi-5420	465	2	these	these	DET
ajmsi-5420	465	3	techniques	technique	NOUN
ajmsi-5420	465	4	are	be	AUX
ajmsi-5420	465	5	time	time	NOUN
ajmsi-5420	465	6	consuming	consume	VERB
ajmsi-5420	465	7	,	,	PUNCT
ajmsi-5420	465	8	variable	variable	ADJ
ajmsi-5420	465	9	sensitivity	sensitivity	NOUN
ajmsi-5420	465	10	,	,	PUNCT
ajmsi-5420	465	11	costly	costly	ADJ
ajmsi-5420	465	12	and	and	CCONJ
ajmsi-5420	465	13	based	base	VERB
ajmsi-5420	465	14	upon	upon	SCONJ
ajmsi-5420	465	15	human	human	ADJ
ajmsi-5420	465	16	reliability	reliability	NOUN
ajmsi-5420	465	17	and	and	CCONJ
ajmsi-5420	465	18	interpretation	interpretation	NOUN
ajmsi-5420	465	19	.	.	PUNCT
ajmsi-5420	466	1	inspite	inspite	ADJ
ajmsi-5420	466	2	of	of	ADP
ajmsi-5420	466	3	these	these	PRON
ajmsi-5420	466	4	,	,	PUNCT
ajmsi-5420	467	1	molecular	molecular	ADJ
ajmsi-5420	467	2	techniques	technique	NOUN
ajmsi-5420	467	3	,	,	PUNCT
ajmsi-5420	467	4	such	such	ADJ
ajmsi-5420	467	5	as	as	ADP
ajmsi-5420	467	6	pcr	pcr	NOUN
ajmsi-5420	467	7	(	(	PUNCT
ajmsi-5420	467	8	polymerase	polymerase	NOUN
ajmsi-5420	467	9	chain	chain	NOUN
ajmsi-5420	467	10	reaction	reaction	NOUN
ajmsi-5420	467	11	)	)	PUNCT
ajmsi-5420	467	12	and	and	CCONJ
ajmsi-5420	467	13	maldi	maldi	PROPN
ajmsi-5420	467	14	-	-	PUNCT
ajmsi-5420	467	15	tof	tof	PROPN
ajmsi-5420	467	16	ms	ms	PROPN
ajmsi-5420	467	17	(	(	PUNCT
ajmsi-5420	467	18	matrixassisted	matrixassiste	VERB
ajmsi-5420	467	19	laser	laser	NOUN
ajmsi-5420	467	20	desorption	desorption	NOUN
ajmsi-5420	467	21	–	–	PUNCT
ajmsi-5420	467	22	ionisation	ionisation	NOUN
ajmsi-5420	467	23	–	–	PUNCT
ajmsi-5420	467	24	time	time	NOUN
ajmsi-5420	467	25	of	of	ADP
ajmsi-5420	467	26	flight	flight	NOUN
ajmsi-5420	467	27	mass	mass	NOUN
ajmsi-5420	467	28	spectrometry	spectrometry	NOUN
ajmsi-5420	467	29	)	)	PUNCT
ajmsi-5420	467	30	are	be	AUX
ajmsi-5420	467	31	significantly	significantly	ADV
ajmsi-5420	467	32	helpful	helpful	ADJ
ajmsi-5420	467	33	in	in	ADP
ajmsi-5420	467	34	fungal	fungal	ADJ
ajmsi-5420	467	35	diagnosis	diagnosis	NOUN
ajmsi-5420	467	36	due	due	ADP
ajmsi-5420	467	37	to	to	ADP
ajmsi-5420	467	38	their	their	PRON
ajmsi-5420	467	39	ability	ability	NOUN
ajmsi-5420	467	40	to	to	PART
ajmsi-5420	467	41	swiftly	swiftly	ADV
ajmsi-5420	467	42	detect	detect	VERB
ajmsi-5420	467	43	fungi	fungus	NOUN
ajmsi-5420	467	44	with	with	ADP
ajmsi-5420	467	45	high	high	ADJ
ajmsi-5420	467	46	sensitivity	sensitivity	NOUN
ajmsi-5420	467	47	,	,	PUNCT
ajmsi-5420	467	48	often	often	ADV
ajmsi-5420	467	49	within	within	ADP
ajmsi-5420	467	50	a	a	DET
ajmsi-5420	467	51	few	few	ADJ
ajmsi-5420	467	52	hours	hour	NOUN
ajmsi-5420	467	53	.	.	PUNCT
ajmsi-5420	468	1	moving	move	VERB
ajmsi-5420	468	2	on	on	ADP
ajmsi-5420	468	3	,	,	PUNCT
ajmsi-5420	468	4	undecylenic	undecylenic	ADJ
ajmsi-5420	468	5	acid	acid	PROPN
ajmsi-5420	468	6	is	be	AUX
ajmsi-5420	468	7	a	a	DET
ajmsi-5420	468	8	fatty	fatty	NOUN
ajmsi-5420	468	9	acid	acid	NOUN
ajmsi-5420	468	10	that	that	PRON
ajmsi-5420	468	11	helps	help	VERB
ajmsi-5420	468	12	in	in	ADP
ajmsi-5420	468	13	the	the	DET
ajmsi-5420	468	14	preventing	prevent	VERB
ajmsi-5420	468	15	the	the	DET
ajmsi-5420	468	16	fungus	fungus	NOUN
ajmsi-5420	468	17	nail	nail	NOUN
ajmsi-5420	468	18	growth	growth	NOUN
ajmsi-5420	468	19	.	.	PUNCT
ajmsi-5420	469	1	dermoscopy	dermoscopy	NOUN
ajmsi-5420	469	2	is	be	AUX
ajmsi-5420	469	3	a	a	DET
ajmsi-5420	469	4	technique	technique	NOUN
ajmsi-5420	469	5	used	use	VERB
ajmsi-5420	469	6	to	to	PART
ajmsi-5420	469	7	examine	examine	VERB
ajmsi-5420	469	8	the	the	DET
ajmsi-5420	469	9	skin	skin	NOUN
ajmsi-5420	469	10	and	and	CCONJ
ajmsi-5420	469	11	its	its	PRON
ajmsi-5420	469	12	adnexa	adnexa	NOUN
ajmsi-5420	469	13	in	in	ADP
ajmsi-5420	469	14	detail	detail	NOUN
ajmsi-5420	469	15	,	,	PUNCT
ajmsi-5420	469	16	with	with	ADP
ajmsi-5420	469	17	magnification	magnification	NOUN
ajmsi-5420	469	18	up	up	ADP
ajmsi-5420	469	19	to	to	PART
ajmsi-5420	469	20	10	10	NUM
ajmsi-5420	469	21	times	time	NOUN
ajmsi-5420	469	22	.	.	PUNCT
ajmsi-5420	470	1	this	this	PRON
ajmsi-5420	470	2	enhances	enhance	VERB
ajmsi-5420	470	3	the	the	DET
ajmsi-5420	470	4	identification	identification	NOUN
ajmsi-5420	470	5	of	of	ADP
ajmsi-5420	470	6	features	feature	NOUN
ajmsi-5420	470	7	that	that	PRON
ajmsi-5420	470	8	are	be	AUX
ajmsi-5420	470	9	not	not	PART
ajmsi-5420	470	10	visible	visible	ADJ
ajmsi-5420	470	11	to	to	ADP
ajmsi-5420	470	12	the	the	DET
ajmsi-5420	470	13	naked	naked	ADJ
ajmsi-5420	470	14	eye	eye	NOUN
ajmsi-5420	470	15	,	,	PUNCT
ajmsi-5420	470	16	aiding	aid	VERB
ajmsi-5420	470	17	in	in	ADP
ajmsi-5420	470	18	the	the	DET
ajmsi-5420	470	19	identification	identification	NOUN
ajmsi-5420	470	20	of	of	ADP
ajmsi-5420	470	21	skin	skin	NOUN
ajmsi-5420	470	22	conditions	condition	NOUN
ajmsi-5420	470	23	.	.	PUNCT
ajmsi-5420	471	1	the	the	DET
ajmsi-5420	471	2	procedure	procedure	NOUN
ajmsi-5420	471	3	has	have	AUX
ajmsi-5420	471	4	emerged	emerge	VERB
ajmsi-5420	471	5	as	as	ADP
ajmsi-5420	471	6	a	a	DET
ajmsi-5420	471	7	valuable	valuable	ADJ
ajmsi-5420	471	8	tool	tool	NOUN
ajmsi-5420	471	9	in	in	ADP
ajmsi-5420	471	10	onychomycosis	onychomycosis	NOUN
ajmsi-5420	471	11	diagnosis	diagnosis	NOUN
ajmsi-5420	471	12	,	,	PUNCT
ajmsi-5420	471	13	offering	offer	VERB
ajmsi-5420	471	14	a	a	DET
ajmsi-5420	471	15	non	non	ADJ
ajmsi-5420	471	16	-	-	ADJ
ajmsi-5420	471	17	invasive	invasive	ADJ
ajmsi-5420	471	18	,	,	PUNCT
ajmsi-5420	471	19	rapid	rapid	ADJ
ajmsi-5420	471	20	,	,	PUNCT
ajmsi-5420	471	21	and	and	CCONJ
ajmsi-5420	471	22	precise	precise	ADJ
ajmsi-5420	471	23	method	method	NOUN
ajmsi-5420	471	24	for	for	ADP
ajmsi-5420	471	25	evaluating	evaluate	VERB
ajmsi-5420	471	26	nail	nail	NOUN
ajmsi-5420	471	27	abnormalities	abnormality	NOUN
ajmsi-5420	471	28	.	.	PUNCT
ajmsi-5420	472	1	onychoscopy	onychoscopy	NOUN
ajmsi-5420	472	2	reveals	reveal	VERB
ajmsi-5420	472	3	distinct	distinct	ADJ
ajmsi-5420	472	4	characteristics	characteristic	NOUN
ajmsi-5420	472	5	that	that	PRON
ajmsi-5420	472	6	facilitate	facilitate	VERB
ajmsi-5420	472	7	the	the	DET
ajmsi-5420	472	8	pattern	pattern	NOUN
ajmsi-5420	472	9	of	of	ADP
ajmsi-5420	472	10	fungal	fungal	ADJ
ajmsi-5420	472	11	nail	nail	NOUN
ajmsi-5420	472	12	destruction	destruction	NOUN
ajmsi-5420	472	13	and	and	CCONJ
ajmsi-5420	472	14	differentiation	differentiation	NOUN
ajmsi-5420	472	15	from	from	ADP
ajmsi-5420	472	16	other	other	ADJ
ajmsi-5420	472	17	nail	nail	NOUN
ajmsi-5420	472	18	disorders	disorder	NOUN
ajmsi-5420	472	19	.	.	PUNCT
ajmsi-5420	473	1	these	these	DET
ajmsi-5420	473	2	features	feature	NOUN
ajmsi-5420	473	3	include	include	VERB
ajmsi-5420	473	4	a	a	DET
ajmsi-5420	473	5	jagged	jagged	ADJ
ajmsi-5420	473	6	proximal	proximal	ADJ
ajmsi-5420	473	7	margin	margin	NOUN
ajmsi-5420	473	8	,	,	PUNCT
ajmsi-5420	473	9	longitudinal	longitudinal	ADJ
ajmsi-5420	473	10	striae	striae	NOUN
ajmsi-5420	473	11	with	with	ADP
ajmsi-5420	473	12	multicolor	multicolor	NOUN
ajmsi-5420	473	13	vertical	vertical	ADJ
ajmsi-5420	473	14	streaks	streak	NOUN
ajmsi-5420	473	15	,	,	PUNCT
ajmsi-5420	473	16	and	and	CCONJ
ajmsi-5420	473	17	spiked	spiked	ADJ
ajmsi-5420	473	18	patterns	pattern	NOUN
ajmsi-5420	473	19	indicative	indicative	ADJ
ajmsi-5420	473	20	of	of	ADP
ajmsi-5420	473	21	fungal	fungal	ADJ
ajmsi-5420	473	22	invasion	invasion	NOUN
ajmsi-5420	473	23	.	.	PUNCT
ajmsi-5420	474	1	artificial	artificial	ADJ
ajmsi-5420	474	2	intelligence	intelligence	NOUN
ajmsi-5420	474	3	has	have	AUX
ajmsi-5420	474	4	made	make	VERB
ajmsi-5420	474	5	advancements	advancement	NOUN
ajmsi-5420	474	6	in	in	ADP
ajmsi-5420	474	7	medicine	medicine	NOUN
ajmsi-5420	474	8	,	,	PUNCT
ajmsi-5420	474	9	utilizing	utilize	VERB
ajmsi-5420	474	10	the	the	DET
ajmsi-5420	474	11	machine	machine	NOUN
ajmsi-5420	474	12	learning	learning	NOUN
ajmsi-5420	474	13	,	,	PUNCT
ajmsi-5420	474	14	deep	deep	ADJ
ajmsi-5420	474	15	learning	learning	NOUN
ajmsi-5420	474	16	and	and	CCONJ
ajmsi-5420	474	17	other	other	ADJ
ajmsi-5420	474	18	ai	ai	PROPN
ajmsi-5420	474	19	technologies	technology	NOUN
ajmsi-5420	474	20	to	to	PART
ajmsi-5420	474	21	analyze	analyze	VERB
ajmsi-5420	474	22	complex	complex	ADJ
ajmsi-5420	474	23	medical	medical	ADJ
ajmsi-5420	474	24	datasets	dataset	NOUN
ajmsi-5420	474	25	,	,	PUNCT
ajmsi-5420	474	26	enhance	enhance	VERB
ajmsi-5420	474	27	diagnostic	diagnostic	ADJ
ajmsi-5420	474	28	accuracy	accuracy	NOUN
ajmsi-5420	474	29	,	,	PUNCT
ajmsi-5420	474	30	tailored	tailor	VERB
ajmsi-5420	474	31	treatment	treatment	NOUN
ajmsi-5420	474	32	plans	plan	NOUN
ajmsi-5420	474	33	and	and	CCONJ
ajmsi-5420	474	34	improve	improve	VERB
ajmsi-5420	474	35	patient	patient	ADJ
ajmsi-5420	474	36	compliance	compliance	NOUN
ajmsi-5420	474	37	.	.	PUNCT
ajmsi-5420	475	1	mostly	mostly	ADV
ajmsi-5420	475	2	the	the	DET
ajmsi-5420	475	3	ai	ai	PROPN
ajmsi-5420	475	4	studies	study	NOUN
ajmsi-5420	475	5	show	show	VERB
ajmsi-5420	475	6	accurate	accurate	ADJ
ajmsi-5420	475	7	results	result	NOUN
ajmsi-5420	475	8	.	.	PUNCT
ajmsi-5420	476	1	deep	deep	ADJ
ajmsi-5420	476	2	learning	learning	NOUN
ajmsi-5420	476	3	model	model	NOUN
ajmsi-5420	476	4	particularly	particularly	ADV
ajmsi-5420	476	5	,	,	PUNCT
ajmsi-5420	476	6	cnns	cnn	NOUN
ajmsi-5420	476	7	used	use	VERB
ajmsi-5420	476	8	to	to	PART
ajmsi-5420	476	9	detect	detect	VERB
ajmsi-5420	476	10	and	and	CCONJ
ajmsi-5420	476	11	classify	classify	VERB
ajmsi-5420	476	12	fungal	fungal	ADJ
ajmsi-5420	476	13	infections	infection	NOUN
ajmsi-5420	476	14	from	from	ADP
ajmsi-5420	476	15	images	image	NOUN
ajmsi-5420	476	16	.	.	PUNCT
ajmsi-5420	477	1	even	even	ADV
ajmsi-5420	477	2	machine	machine	NOUN
ajmsi-5420	477	3	learning	learn	VERB
ajmsi-5420	477	4	algorithms	algorithm	NOUN
ajmsi-5420	477	5	helps	help	VERB
ajmsi-5420	477	6	in	in	ADP
ajmsi-5420	477	7	predicting	predict	VERB
ajmsi-5420	477	8	treatment	treatment	NOUN
ajmsi-5420	477	9	outcomes	outcome	NOUN
ajmsi-5420	477	10	and	and	CCONJ
ajmsi-5420	477	11	personalized	personalized	ADJ
ajmsi-5420	477	12	treatment	treatment	NOUN
ajmsi-5420	477	13	based	base	VERB
ajmsi-5420	477	14	upon	upon	SCONJ
ajmsi-5420	477	15	individual	individual	ADJ
ajmsi-5420	477	16	patient	patient	NOUN
ajmsi-5420	477	17	characteristics	characteristic	NOUN
ajmsi-5420	477	18	.	.	PUNCT
ajmsi-5420	478	1	one	one	NUM
ajmsi-5420	478	2	of	of	ADP
ajmsi-5420	478	3	the	the	DET
ajmsi-5420	478	4	most	most	ADV
ajmsi-5420	478	5	significant	significant	ADJ
ajmsi-5420	478	6	challenges	challenge	NOUN
ajmsi-5420	478	7	is	be	AUX
ajmsi-5420	478	8	obtaining	obtain	VERB
ajmsi-5420	478	9	a	a	DET
ajmsi-5420	478	10	large	large	ADJ
ajmsi-5420	478	11	number	number	NOUN
ajmsi-5420	478	12	of	of	ADP
ajmsi-5420	478	13	robust	robust	ADJ
ajmsi-5420	478	14	data	datum	NOUN
ajmsi-5420	478	15	for	for	ADP
ajmsi-5420	478	16	the	the	DET
ajmsi-5420	478	17	training	training	NOUN
ajmsi-5420	478	18	dataset	dataset	NOUN
ajmsi-5420	478	19	of	of	ADP
ajmsi-5420	478	20	high	high	ADJ
ajmsi-5420	478	21	quality	quality	NOUN
ajmsi-5420	478	22	and	and	CCONJ
ajmsi-5420	478	23	standards	standard	NOUN
ajmsi-5420	478	24	.	.	PUNCT
ajmsi-5420	479	1	these	these	DET
ajmsi-5420	479	2	data	datum	NOUN
ajmsi-5420	479	3	is	be	AUX
ajmsi-5420	479	4	essential	essential	ADJ
ajmsi-5420	479	5	to	to	PART
ajmsi-5420	479	6	assure	assure	VERB
ajmsi-5420	479	7	that	that	SCONJ
ajmsi-5420	479	8	ai	ai	INTJ
ajmsi-5420	479	9	is	be	AUX
ajmsi-5420	479	10	used	use	VERB
ajmsi-5420	479	11	its	its	PRON
ajmsi-5420	479	12	potential	potential	NOUN
ajmsi-5420	479	13	and	and	CCONJ
ajmsi-5420	479	14	improves	improve	VERB
ajmsi-5420	479	15	patient	patient	ADJ
ajmsi-5420	479	16	outcomes	outcome	NOUN
ajmsi-5420	479	17	.	.	PUNCT
ajmsi-5420	480	1	in	in	ADP
ajmsi-5420	480	2	addition	addition	NOUN
ajmsi-5420	480	3	,	,	PUNCT
ajmsi-5420	480	4	patient	patient	ADJ
ajmsi-5420	480	5	consent	consent	NOUN
ajmsi-5420	480	6	,	,	PUNCT
ajmsi-5420	480	7	data	data	NOUN
ajmsi-5420	480	8	privacy	privacy	NOUN
ajmsi-5420	480	9	,	,	PUNCT
ajmsi-5420	480	10	bias	bias	NOUN
ajmsi-5420	480	11	etc	etc	X
ajmsi-5420	480	12	medico	medico	ADJ
ajmsi-5420	480	13	-	-	ADJ
ajmsi-5420	480	14	legal	legal	ADJ
ajmsi-5420	480	15	issues	issue	NOUN
ajmsi-5420	480	16	.	.	PUNCT
ajmsi-5420	481	1	by	by	ADP
ajmsi-5420	481	2	studying	study	VERB
ajmsi-5420	481	3	these	these	DET
ajmsi-5420	481	4	issues	issue	NOUN
ajmsi-5420	481	5	can	can	AUX
ajmsi-5420	481	6	be	be	AUX
ajmsi-5420	481	7	resolve	resolve	VERB
ajmsi-5420	481	8	and	and	CCONJ
ajmsi-5420	481	9	ensure	ensure	VERB
ajmsi-5420	481	10	that	that	SCONJ
ajmsi-5420	481	11	ai	ai	VERB
ajmsi-5420	481	12	is	be	AUX
ajmsi-5420	481	13	ethically	ethically	ADV
ajmsi-5420	481	14	and	and	CCONJ
ajmsi-5420	481	15	safely	safely	ADV
ajmsi-5420	481	16	for	for	ADP
ajmsi-5420	481	17	use	use	NOUN
ajmsi-5420	481	18	in	in	ADP
ajmsi-5420	481	19	the	the	DET
ajmsi-5420	481	20	clinical	clinical	ADJ
ajmsi-5420	481	21	practice	practice	NOUN
ajmsi-5420	481	22	.	.	PUNCT
ajmsi-5420	482	1	figure	figure	VERB
ajmsi-5420	482	2	10	10	NUM
ajmsi-5420	482	3	:	:	PUNCT
ajmsi-5420	482	4	list	list	NOUN
ajmsi-5420	482	5	of	of	ADP
ajmsi-5420	482	6	infectious	infectious	ADJ
ajmsi-5420	482	7	diseases	disease	NOUN
ajmsi-5420	482	8	challenges	challenge	NOUN
ajmsi-5420	482	9	of	of	ADP
ajmsi-5420	482	10	ai	ai	VERB
ajmsi-5420	482	11	in	in	ADP
ajmsi-5420	482	12	the	the	DET
ajmsi-5420	482	13	medical	medical	ADJ
ajmsi-5420	482	14	field	field	NOUN
ajmsi-5420	482	15	while	while	SCONJ
ajmsi-5420	482	16	the	the	DET
ajmsi-5420	482	17	application	application	NOUN
ajmsi-5420	482	18	of	of	ADP
ajmsi-5420	482	19	artificial	artificial	ADJ
ajmsi-5420	482	20	intelligence	intelligence	NOUN
ajmsi-5420	482	21	(	(	PUNCT
ajmsi-5420	482	22	ai	ai	NOUN
ajmsi-5420	482	23	)	)	PUNCT
ajmsi-5420	482	24	in	in	ADP
ajmsi-5420	482	25	treating	treat	VERB
ajmsi-5420	482	26	bacterial	bacterial	ADJ
ajmsi-5420	482	27	infections	infection	NOUN
ajmsi-5420	482	28	shows	show	VERB
ajmsi-5420	482	29	great	great	ADJ
ajmsi-5420	482	30	potential	potential	NOUN
ajmsi-5420	482	31	,	,	PUNCT
ajmsi-5420	482	32	realizing	realize	VERB
ajmsi-5420	482	33	its	its	PRON
ajmsi-5420	482	34	full	full	ADJ
ajmsi-5420	482	35	effectiveness	effectiveness	NOUN
ajmsi-5420	482	36	necessitates	necessitate	VERB
ajmsi-5420	482	37	overcoming	overcome	VERB
ajmsi-5420	482	38	considerable	considerable	ADJ
ajmsi-5420	482	39	challenges	challenge	NOUN
ajmsi-5420	482	40	.	.	PUNCT
ajmsi-5420	483	1	a	a	DET
ajmsi-5420	483	2	primary	primary	ADJ
ajmsi-5420	483	3	barrier	barrier	NOUN
ajmsi-5420	483	4	is	be	AUX
ajmsi-5420	483	5	the	the	DET
ajmsi-5420	483	6	issue	issue	NOUN
ajmsi-5420	483	7	of	of	ADP
ajmsi-5420	483	8	data	datum	NOUN
ajmsi-5420	483	9	,	,	PUNCT
ajmsi-5420	483	10	which	which	PRON
ajmsi-5420	483	11	includes	include	VERB
ajmsi-5420	483	12	both	both	DET
ajmsi-5420	483	13	its	its	PRON
ajmsi-5420	483	14	volume	volume	NOUN
ajmsi-5420	483	15	and	and	CCONJ
ajmsi-5420	483	16	integrity	integrity	NOUN
ajmsi-5420	483	17	.	.	PUNCT
ajmsi-5420	484	1	privacy	privacy	NOUN
ajmsi-5420	484	2	concerns	concern	NOUN
ajmsi-5420	484	3	and	and	CCONJ
ajmsi-5420	484	4	regulatory	regulatory	ADJ
ajmsi-5420	484	5	constraints	constraint	NOUN
ajmsi-5420	484	6	often	often	ADV
ajmsi-5420	484	7	hinder	hinder	VERB
ajmsi-5420	484	8	the	the	DET
ajmsi-5420	484	9	collection	collection	NOUN
ajmsi-5420	484	10	,	,	PUNCT
ajmsi-5420	484	11	standardization	standardization	NOUN
ajmsi-5420	484	12	,	,	PUNCT
ajmsi-5420	484	13	and	and	CCONJ
ajmsi-5420	484	14	sharing	sharing	NOUN
ajmsi-5420	484	15	of	of	ADP
ajmsi-5420	484	16	data	datum	NOUN
ajmsi-5420	484	17	related	relate	VERB
ajmsi-5420	484	18	to	to	ADP
ajmsi-5420	484	19	bacterial	bacterial	ADJ
ajmsi-5420	484	20	infections	infection	NOUN
ajmsi-5420	484	21	.	.	PUNCT
ajmsi-5420	485	1	these	these	DET
ajmsi-5420	485	2	limitations	limitation	NOUN
ajmsi-5420	485	3	make	make	VERB
ajmsi-5420	485	4	it	it	PRON
ajmsi-5420	485	5	difficult	difficult	ADJ
ajmsi-5420	485	6	to	to	PART
ajmsi-5420	485	7	access	access	VERB
ajmsi-5420	485	8	large	large	ADJ
ajmsi-5420	485	9	,	,	PUNCT
ajmsi-5420	485	10	diverse	diverse	ADJ
ajmsi-5420	485	11	datasets	dataset	NOUN
ajmsi-5420	485	12	that	that	PRON
ajmsi-5420	485	13	are	be	AUX
ajmsi-5420	485	14	pa	pa	PROPN
ajmsi-5420	485	15	ge	ge	PROPN
ajmsi-5420	485	16	68	68	NUM
ajmsi-5420	485	17	https://journals.e-palli.com/home/index.php/ajmsi	https://journals.e-palli.com/home/index.php/ajmsi	NOUN
ajmsi-5420	485	18	am	be	AUX
ajmsi-5420	485	19	.	.	PUNCT
ajmsi-5420	486	1	j.	j.	PROPN
ajmsi-5420	486	2	med	med	PROPN
ajmsi-5420	486	3	.	.	PUNCT
ajmsi-5420	487	1	sci	sci	PROPN
ajmsi-5420	487	2	.	.	PUNCT
ajmsi-5420	487	3	innov	innov	PROPN
ajmsi-5420	487	4	.	.	PUNCT
ajmsi-5420	488	1	4(2	4(2	NUM
ajmsi-5420	488	2	)	)	PUNCT
ajmsi-5420	489	1	53	53	NUM
ajmsi-5420	489	2	-	-	SYM
ajmsi-5420	489	3	72	72	NUM
ajmsi-5420	489	4	,	,	PUNCT
ajmsi-5420	489	5	2025	2025	NUM
ajmsi-5420	489	6	essential	essential	ADJ
ajmsi-5420	489	7	for	for	ADP
ajmsi-5420	489	8	developing	develop	VERB
ajmsi-5420	489	9	robust	robust	ADJ
ajmsi-5420	489	10	ai	ai	NOUN
ajmsi-5420	489	11	models	model	NOUN
ajmsi-5420	489	12	.	.	PUNCT
ajmsi-5420	490	1	consequently	consequently	ADV
ajmsi-5420	490	2	,	,	PUNCT
ajmsi-5420	490	3	ai	ai	VERB
ajmsi-5420	490	4	applications	application	NOUN
ajmsi-5420	490	5	in	in	ADP
ajmsi-5420	490	6	healthcare	healthcare	NOUN
ajmsi-5420	490	7	environments	environment	NOUN
ajmsi-5420	490	8	become	become	VERB
ajmsi-5420	490	9	less	less	ADV
ajmsi-5420	490	10	effective	effective	ADJ
ajmsi-5420	490	11	and	and	CCONJ
ajmsi-5420	490	12	applicable	applicable	ADJ
ajmsi-5420	490	13	in	in	ADP
ajmsi-5420	490	14	other	other	ADJ
ajmsi-5420	490	15	contexts	context	NOUN
ajmsi-5420	490	16	(	(	PUNCT
ajmsi-5420	490	17	cath	cath	NOUN
ajmsi-5420	490	18	,	,	PUNCT
ajmsi-5420	490	19	2018	2018	NUM
ajmsi-5420	490	20	;	;	PUNCT
ajmsi-5420	490	21	baowaly	baowaly	PROPN
ajmsi-5420	490	22	et	et	PROPN
ajmsi-5420	490	23	al	al	PROPN
ajmsi-5420	490	24	.	.	PROPN
ajmsi-5420	490	25	,	,	PUNCT
ajmsi-5420	490	26	2019	2019	NUM
ajmsi-5420	490	27	;	;	PUNCT
ajmsi-5420	490	28	hummel	hummel	PROPN
ajmsi-5420	490	29	&	&	CCONJ
ajmsi-5420	490	30	braun	braun	PROPN
ajmsi-5420	490	31	,	,	PUNCT
ajmsi-5420	490	32	2020	2020	NUM
ajmsi-5420	490	33	)	)	PUNCT
ajmsi-5420	490	34	.	.	PUNCT
ajmsi-5420	491	1	the	the	DET
ajmsi-5420	491	2	inherent	inherent	ADJ
ajmsi-5420	491	3	complexity	complexity	NOUN
ajmsi-5420	491	4	of	of	ADP
ajmsi-5420	491	5	bacterial	bacterial	ADJ
ajmsi-5420	491	6	diseases	disease	NOUN
ajmsi-5420	491	7	poses	pose	VERB
ajmsi-5420	491	8	additional	additional	ADJ
ajmsi-5420	491	9	challenges	challenge	NOUN
ajmsi-5420	491	10	.	.	PUNCT
ajmsi-5420	492	1	the	the	DET
ajmsi-5420	492	2	swift	swift	ADJ
ajmsi-5420	492	3	mutation	mutation	NOUN
ajmsi-5420	492	4	rates	rate	NOUN
ajmsi-5420	492	5	and	and	CCONJ
ajmsi-5420	492	6	diverse	diverse	ADJ
ajmsi-5420	492	7	infection	infection	NOUN
ajmsi-5420	492	8	mechanisms	mechanism	NOUN
ajmsi-5420	492	9	of	of	ADP
ajmsi-5420	492	10	bacterial	bacterial	ADJ
ajmsi-5420	492	11	pathogens	pathogen	NOUN
ajmsi-5420	492	12	make	make	VERB
ajmsi-5420	492	13	it	it	PRON
ajmsi-5420	492	14	difficult	difficult	ADJ
ajmsi-5420	492	15	to	to	PART
ajmsi-5420	492	16	predict	predict	VERB
ajmsi-5420	492	17	bacterial	bacterial	ADJ
ajmsi-5420	492	18	behavior	behavior	NOUN
ajmsi-5420	492	19	and	and	CCONJ
ajmsi-5420	492	20	accurately	accurately	ADV
ajmsi-5420	492	21	assess	assess	VERB
ajmsi-5420	492	22	antibiotic	antibiotic	ADJ
ajmsi-5420	492	23	sensitivity	sensitivity	NOUN
ajmsi-5420	492	24	.	.	PUNCT
ajmsi-5420	493	1	ai	ai	VERB
ajmsi-5420	493	2	models	model	NOUN
ajmsi-5420	493	3	in	in	ADP
ajmsi-5420	493	4	this	this	DET
ajmsi-5420	493	5	domain	domain	NOUN
ajmsi-5420	493	6	must	must	AUX
ajmsi-5420	493	7	integrate	integrate	VERB
ajmsi-5420	493	8	knowledge	knowledge	NOUN
ajmsi-5420	493	9	from	from	ADP
ajmsi-5420	493	10	various	various	ADJ
ajmsi-5420	493	11	disciplines	discipline	NOUN
ajmsi-5420	493	12	,	,	PUNCT
ajmsi-5420	493	13	such	such	ADJ
ajmsi-5420	493	14	as	as	ADP
ajmsi-5420	493	15	microbiology	microbiology	NOUN
ajmsi-5420	493	16	,	,	PUNCT
ajmsi-5420	493	17	genetics	genetic	NOUN
ajmsi-5420	493	18	,	,	PUNCT
ajmsi-5420	493	19	biochemistry	biochemistry	NOUN
ajmsi-5420	493	20	,	,	PUNCT
ajmsi-5420	493	21	and	and	CCONJ
ajmsi-5420	493	22	computer	computer	NOUN
ajmsi-5420	493	23	science	science	NOUN
ajmsi-5420	493	24	.	.	PUNCT
ajmsi-5420	494	1	developing	develop	VERB
ajmsi-5420	494	2	comprehensive	comprehensive	ADJ
ajmsi-5420	494	3	models	model	NOUN
ajmsi-5420	494	4	requires	require	VERB
ajmsi-5420	494	5	significant	significant	ADJ
ajmsi-5420	494	6	resources	resource	NOUN
ajmsi-5420	494	7	and	and	CCONJ
ajmsi-5420	494	8	expertise	expertise	NOUN
ajmsi-5420	494	9	,	,	PUNCT
ajmsi-5420	494	10	posing	pose	VERB
ajmsi-5420	494	11	a	a	DET
ajmsi-5420	494	12	considerable	considerable	ADJ
ajmsi-5420	494	13	challenge	challenge	NOUN
ajmsi-5420	494	14	for	for	ADP
ajmsi-5420	494	15	researchers	researcher	NOUN
ajmsi-5420	494	16	working	work	VERB
ajmsi-5420	494	17	within	within	ADP
ajmsi-5420	494	18	constraints	constraint	NOUN
ajmsi-5420	494	19	.	.	PUNCT
ajmsi-5420	495	1	the	the	DET
ajmsi-5420	495	2	lack	lack	NOUN
ajmsi-5420	495	3	of	of	ADP
ajmsi-5420	495	4	a	a	DET
ajmsi-5420	495	5	thorough	thorough	ADJ
ajmsi-5420	495	6	legal	legal	ADJ
ajmsi-5420	495	7	framework	framework	NOUN
ajmsi-5420	495	8	and	and	CCONJ
ajmsi-5420	495	9	standardized	standardized	ADJ
ajmsi-5420	495	10	norms	norm	NOUN
ajmsi-5420	495	11	for	for	ADP
ajmsi-5420	495	12	ai	ai	PROPN
ajmsi-5420	495	13	applications	application	NOUN
ajmsi-5420	495	14	in	in	ADP
ajmsi-5420	495	15	the	the	DET
ajmsi-5420	495	16	healthcare	healthcare	NOUN
ajmsi-5420	495	17	sector	sector	NOUN
ajmsi-5420	495	18	presents	present	VERB
ajmsi-5420	495	19	a	a	DET
ajmsi-5420	495	20	considerable	considerable	ADJ
ajmsi-5420	495	21	challenge	challenge	NOUN
ajmsi-5420	495	22	.	.	PUNCT
ajmsi-5420	496	1	as	as	SCONJ
ajmsi-5420	496	2	ai	ai	PROPN
ajmsi-5420	496	3	technology	technology	NOUN
ajmsi-5420	496	4	progresses	progress	VERB
ajmsi-5420	496	5	,	,	PUNCT
ajmsi-5420	496	6	it	it	PRON
ajmsi-5420	496	7	is	be	AUX
ajmsi-5420	496	8	essential	essential	ADJ
ajmsi-5420	496	9	to	to	PART
ajmsi-5420	496	10	develop	develop	VERB
ajmsi-5420	496	11	and	and	CCONJ
ajmsi-5420	496	12	regularly	regularly	ADV
ajmsi-5420	496	13	update	update	VERB
ajmsi-5420	496	14	laws	law	NOUN
ajmsi-5420	496	15	to	to	PART
ajmsi-5420	496	16	ensure	ensure	VERB
ajmsi-5420	496	17	its	its	PRON
ajmsi-5420	496	18	ethical	ethical	ADJ
ajmsi-5420	496	19	,	,	PUNCT
ajmsi-5420	496	20	safe	safe	ADJ
ajmsi-5420	496	21	,	,	PUNCT
ajmsi-5420	496	22	and	and	CCONJ
ajmsi-5420	496	23	effective	effective	ADJ
ajmsi-5420	496	24	use	use	NOUN
ajmsi-5420	496	25	in	in	ADP
ajmsi-5420	496	26	treating	treat	VERB
ajmsi-5420	496	27	bacterial	bacterial	ADJ
ajmsi-5420	496	28	diseases	disease	NOUN
ajmsi-5420	496	29	.	.	PUNCT
ajmsi-5420	497	1	the	the	DET
ajmsi-5420	497	2	establishment	establishment	NOUN
ajmsi-5420	497	3	of	of	ADP
ajmsi-5420	497	4	clear	clear	ADJ
ajmsi-5420	497	5	guidelines	guideline	NOUN
ajmsi-5420	497	6	and	and	CCONJ
ajmsi-5420	497	7	oversight	oversight	NOUN
ajmsi-5420	497	8	will	will	AUX
ajmsi-5420	497	9	be	be	AUX
ajmsi-5420	497	10	vital	vital	ADJ
ajmsi-5420	497	11	in	in	ADP
ajmsi-5420	497	12	addressing	address	VERB
ajmsi-5420	497	13	issues	issue	NOUN
ajmsi-5420	497	14	related	relate	VERB
ajmsi-5420	497	15	to	to	ADP
ajmsi-5420	497	16	accountability	accountability	NOUN
ajmsi-5420	497	17	,	,	PUNCT
ajmsi-5420	497	18	bias	bias	NOUN
ajmsi-5420	497	19	,	,	PUNCT
ajmsi-5420	497	20	and	and	CCONJ
ajmsi-5420	497	21	the	the	DET
ajmsi-5420	497	22	equitable	equitable	ADJ
ajmsi-5420	497	23	implementation	implementation	NOUN
ajmsi-5420	497	24	of	of	ADP
ajmsi-5420	497	25	ai	ai	PROPN
ajmsi-5420	497	26	systems	system	NOUN
ajmsi-5420	497	27	in	in	ADP
ajmsi-5420	497	28	clinical	clinical	ADJ
ajmsi-5420	497	29	settings	setting	NOUN
ajmsi-5420	497	30	(	(	PUNCT
ajmsi-5420	497	31	rees	ree	NOUN
ajmsi-5420	497	32	&	&	CCONJ
ajmsi-5420	497	33	müller	müller	PROPN
ajmsi-5420	497	34	,	,	PUNCT
ajmsi-5420	497	35	2022	2022	NUM
ajmsi-5420	497	36	)	)	PUNCT
ajmsi-5420	497	37	.	.	PUNCT
ajmsi-5420	498	1	tackling	tackle	VERB
ajmsi-5420	498	2	these	these	DET
ajmsi-5420	498	3	challenges	challenge	NOUN
ajmsi-5420	498	4	requires	require	VERB
ajmsi-5420	498	5	interdisciplinary	interdisciplinary	ADJ
ajmsi-5420	498	6	cooperation	cooperation	NOUN
ajmsi-5420	498	7	,	,	PUNCT
ajmsi-5420	498	8	the	the	DET
ajmsi-5420	498	9	creation	creation	NOUN
ajmsi-5420	498	10	of	of	ADP
ajmsi-5420	498	11	strict	strict	ADJ
ajmsi-5420	498	12	data	datum	NOUN
ajmsi-5420	498	13	sharing	sharing	NOUN
ajmsi-5420	498	14	regulations	regulation	NOUN
ajmsi-5420	498	15	,	,	PUNCT
ajmsi-5420	498	16	the	the	DET
ajmsi-5420	498	17	adoption	adoption	NOUN
ajmsi-5420	498	18	of	of	ADP
ajmsi-5420	498	19	transparent	transparent	ADJ
ajmsi-5420	498	20	ai	ai	NOUN
ajmsi-5420	498	21	models	model	NOUN
ajmsi-5420	498	22	,	,	PUNCT
ajmsi-5420	498	23	and	and	CCONJ
ajmsi-5420	498	24	the	the	DET
ajmsi-5420	498	25	development	development	NOUN
ajmsi-5420	498	26	of	of	ADP
ajmsi-5420	498	27	comprehensive	comprehensive	ADJ
ajmsi-5420	498	28	regulatory	regulatory	ADJ
ajmsi-5420	498	29	frameworks	framework	NOUN
ajmsi-5420	498	30	.	.	PUNCT
ajmsi-5420	499	1	by	by	ADP
ajmsi-5420	499	2	overcoming	overcome	VERB
ajmsi-5420	499	3	these	these	DET
ajmsi-5420	499	4	obstacles	obstacle	NOUN
ajmsi-5420	499	5	,	,	PUNCT
ajmsi-5420	499	6	ai	ai	VERB
ajmsi-5420	499	7	has	have	VERB
ajmsi-5420	499	8	the	the	DET
ajmsi-5420	499	9	potential	potential	NOUN
ajmsi-5420	499	10	to	to	PART
ajmsi-5420	499	11	significantly	significantly	ADV
ajmsi-5420	499	12	enhance	enhance	VERB
ajmsi-5420	499	13	the	the	DET
ajmsi-5420	499	14	detection	detection	NOUN
ajmsi-5420	499	15	and	and	CCONJ
ajmsi-5420	499	16	treatment	treatment	NOUN
ajmsi-5420	499	17	of	of	ADP
ajmsi-5420	499	18	bacterial	bacterial	ADJ
ajmsi-5420	499	19	infections	infection	NOUN
ajmsi-5420	499	20	,	,	PUNCT
ajmsi-5420	499	21	paving	pave	VERB
ajmsi-5420	499	22	the	the	DET
ajmsi-5420	499	23	way	way	NOUN
ajmsi-5420	499	24	for	for	ADP
ajmsi-5420	499	25	innovative	innovative	ADJ
ajmsi-5420	499	26	and	and	CCONJ
ajmsi-5420	499	27	personalized	personalized	ADJ
ajmsi-5420	499	28	healthcare	healthcare	NOUN
ajmsi-5420	499	29	solutions	solution	NOUN
ajmsi-5420	499	30	.	.	PUNCT
ajmsi-5420	500	1	results	result	NOUN
ajmsi-5420	500	2	and	and	CCONJ
ajmsi-5420	500	3	discussions	discussion	NOUN
ajmsi-5420	500	4	artificial	artificial	ADJ
ajmsi-5420	500	5	intelligence	intelligence	NOUN
ajmsi-5420	500	6	is	be	AUX
ajmsi-5420	500	7	transforming	transform	VERB
ajmsi-5420	500	8	the	the	DET
ajmsi-5420	500	9	diagnosis	diagnosis	NOUN
ajmsi-5420	500	10	,	,	PUNCT
ajmsi-5420	500	11	treatment	treatment	NOUN
ajmsi-5420	500	12	,	,	PUNCT
ajmsi-5420	500	13	and	and	CCONJ
ajmsi-5420	500	14	prevention	prevention	NOUN
ajmsi-5420	500	15	of	of	ADP
ajmsi-5420	500	16	bacterial	bacterial	ADJ
ajmsi-5420	500	17	infections	infection	NOUN
ajmsi-5420	500	18	by	by	ADP
ajmsi-5420	500	19	facilitating	facilitate	VERB
ajmsi-5420	500	20	quicker	quick	ADV
ajmsi-5420	500	21	and	and	CCONJ
ajmsi-5420	500	22	more	more	ADV
ajmsi-5420	500	23	precise	precise	ADJ
ajmsi-5420	500	24	identification	identification	NOUN
ajmsi-5420	500	25	of	of	ADP
ajmsi-5420	500	26	pathogens	pathogen	NOUN
ajmsi-5420	500	27	,	,	PUNCT
ajmsi-5420	500	28	enhancing	enhance	VERB
ajmsi-5420	500	29	antimicrobial	antimicrobial	ADJ
ajmsi-5420	500	30	susceptibility	susceptibility	NOUN
ajmsi-5420	500	31	testing	testing	NOUN
ajmsi-5420	500	32	,	,	PUNCT
ajmsi-5420	500	33	and	and	CCONJ
ajmsi-5420	500	34	advancing	advance	VERB
ajmsi-5420	500	35	genomic	genomic	ADJ
ajmsi-5420	500	36	analysis	analysis	NOUN
ajmsi-5420	500	37	.	.	PUNCT
ajmsi-5420	501	1	ai	ai	VERB
ajmsi-5420	501	2	-	-	PUNCT
ajmsi-5420	501	3	driven	drive	VERB
ajmsi-5420	501	4	tools	tool	NOUN
ajmsi-5420	501	5	are	be	AUX
ajmsi-5420	501	6	also	also	ADV
ajmsi-5420	501	7	contributing	contribute	VERB
ajmsi-5420	501	8	to	to	ADP
ajmsi-5420	501	9	the	the	DET
ajmsi-5420	501	10	early	early	ADJ
ajmsi-5420	501	11	detection	detection	NOUN
ajmsi-5420	501	12	of	of	ADP
ajmsi-5420	501	13	outbreaks	outbreak	NOUN
ajmsi-5420	501	14	,	,	PUNCT
ajmsi-5420	501	15	the	the	DET
ajmsi-5420	501	16	formulation	formulation	NOUN
ajmsi-5420	501	17	of	of	ADP
ajmsi-5420	501	18	personalized	personalized	ADJ
ajmsi-5420	501	19	treatment	treatment	NOUN
ajmsi-5420	501	20	strategies	strategy	NOUN
ajmsi-5420	501	21	,	,	PUNCT
ajmsi-5420	501	22	and	and	CCONJ
ajmsi-5420	501	23	the	the	DET
ajmsi-5420	501	24	creation	creation	NOUN
ajmsi-5420	501	25	of	of	ADP
ajmsi-5420	501	26	novel	novel	ADJ
ajmsi-5420	501	27	drugs	drug	NOUN
ajmsi-5420	501	28	and	and	CCONJ
ajmsi-5420	501	29	vaccines	vaccine	NOUN
ajmsi-5420	501	30	.	.	PUNCT
ajmsi-5420	502	1	nevertheless	nevertheless	ADV
ajmsi-5420	502	2	,	,	PUNCT
ajmsi-5420	502	3	challenges	challenge	NOUN
ajmsi-5420	502	4	persist	persist	VERB
ajmsi-5420	502	5	regarding	regard	VERB
ajmsi-5420	502	6	data	datum	NOUN
ajmsi-5420	502	7	quality	quality	NOUN
ajmsi-5420	502	8	,	,	PUNCT
ajmsi-5420	502	9	model	model	NOUN
ajmsi-5420	502	10	interpretability	interpretability	NOUN
ajmsi-5420	502	11	,	,	PUNCT
ajmsi-5420	502	12	and	and	CCONJ
ajmsi-5420	502	13	ethical	ethical	ADJ
ajmsi-5420	502	14	issues	issue	NOUN
ajmsi-5420	502	15	,	,	PUNCT
ajmsi-5420	502	16	including	include	VERB
ajmsi-5420	502	17	data	datum	NOUN
ajmsi-5420	502	18	privacy	privacy	NOUN
ajmsi-5420	502	19	enhanced	enhance	VERB
ajmsi-5420	502	20	diagnosis	diagnosis	NOUN
ajmsi-5420	502	21	and	and	CCONJ
ajmsi-5420	502	22	identification	identification	NOUN
ajmsi-5420	502	23	quicker	quick	ADV
ajmsi-5420	502	24	and	and	CCONJ
ajmsi-5420	502	25	more	more	ADV
ajmsi-5420	502	26	precise	precise	ADJ
ajmsi-5420	502	27	identification	identification	NOUN
ajmsi-5420	502	28	ai	ai	VERB
ajmsi-5420	502	29	algorithms	algorithm	NOUN
ajmsi-5420	502	30	,	,	PUNCT
ajmsi-5420	502	31	especially	especially	ADV
ajmsi-5420	502	32	those	those	PRON
ajmsi-5420	502	33	employing	employ	VERB
ajmsi-5420	502	34	machine	machine	NOUN
ajmsi-5420	502	35	learning	learning	NOUN
ajmsi-5420	502	36	and	and	CCONJ
ajmsi-5420	502	37	deep	deep	ADJ
ajmsi-5420	502	38	learning	learning	NOUN
ajmsi-5420	502	39	techniques	technique	NOUN
ajmsi-5420	502	40	,	,	PUNCT
ajmsi-5420	502	41	are	be	AUX
ajmsi-5420	502	42	capable	capable	ADJ
ajmsi-5420	502	43	of	of	ADP
ajmsi-5420	502	44	examining	examine	VERB
ajmsi-5420	502	45	intricate	intricate	ADJ
ajmsi-5420	502	46	datasets	dataset	NOUN
ajmsi-5420	502	47	from	from	ADP
ajmsi-5420	502	48	diverse	diverse	ADJ
ajmsi-5420	502	49	sources	source	NOUN
ajmsi-5420	502	50	(	(	PUNCT
ajmsi-5420	502	51	such	such	ADJ
ajmsi-5420	502	52	as	as	ADP
ajmsi-5420	502	53	maldi	maldi	NOUN
ajmsi-5420	502	54	-	-	PUNCT
ajmsi-5420	502	55	tof	tof	NUM
ajmsi-5420	502	56	ms	ms	NOUN
ajmsi-5420	502	57	and	and	CCONJ
ajmsi-5420	502	58	genome	genome	NOUN
ajmsi-5420	502	59	sequencing	sequencing	NOUN
ajmsi-5420	502	60	)	)	PUNCT
ajmsi-5420	502	61	to	to	PART
ajmsi-5420	502	62	swiftly	swiftly	ADV
ajmsi-5420	502	63	and	and	CCONJ
ajmsi-5420	502	64	accurately	accurately	ADV
ajmsi-5420	502	65	identify	identify	VERB
ajmsi-5420	502	66	pathogens	pathogen	NOUN
ajmsi-5420	502	67	.	.	PUNCT
ajmsi-5420	503	1	illustration	illustration	NOUN
ajmsi-5420	503	2	a	a	DET
ajmsi-5420	503	3	research	research	NOUN
ajmsi-5420	503	4	study	study	NOUN
ajmsi-5420	503	5	integrated	integrate	VERB
ajmsi-5420	503	6	maldi	maldi	NOUN
ajmsi-5420	503	7	-	-	PUNCT
ajmsi-5420	503	8	tof	tof	PRON
ajmsi-5420	503	9	ms	ms	NOUN
ajmsi-5420	503	10	with	with	ADP
ajmsi-5420	503	11	clinprotools	clinprotool	NOUN
ajmsi-5420	503	12	software	software	NOUN
ajmsi-5420	503	13	for	for	ADP
ajmsi-5420	503	14	the	the	DET
ajmsi-5420	503	15	prompt	prompt	ADJ
ajmsi-5420	503	16	identification	identification	NOUN
ajmsi-5420	503	17	of	of	ADP
ajmsi-5420	503	18	staphylococcus	staphylococcus	NOUN
ajmsi-5420	503	19	aureus	aureus	NOUN
ajmsi-5420	503	20	subspecies	subspecie	NOUN
ajmsi-5420	503	21	,	,	PUNCT
ajmsi-5420	503	22	achieving	achieve	VERB
ajmsi-5420	503	23	a	a	DET
ajmsi-5420	503	24	remarkable	remarkable	ADJ
ajmsi-5420	503	25	100	100	NUM
ajmsi-5420	503	26	%	%	NOUN
ajmsi-5420	503	27	accuracy	accuracy	NOUN
ajmsi-5420	503	28	through	through	ADP
ajmsi-5420	503	29	genetic	genetic	ADJ
ajmsi-5420	503	30	analysis	analysis	NOUN
ajmsi-5420	503	31	and	and	CCONJ
ajmsi-5420	503	32	an	an	DET
ajmsi-5420	503	33	efficient	efficient	ADJ
ajmsi-5420	503	34	classifier	classifier	NOUN
ajmsi-5420	503	35	model	model	NOUN
ajmsi-5420	503	36	.	.	PUNCT
ajmsi-5420	504	1	ai	ai	VERB
ajmsi-5420	504	2	-	-	PUNCT
ajmsi-5420	504	3	driven	drive	VERB
ajmsi-5420	504	4	image	image	NOUN
ajmsi-5420	504	5	analysis	analysis	NOUN
ajmsi-5420	504	6	ai	ai	VERB
ajmsi-5420	504	7	technology	technology	NOUN
ajmsi-5420	504	8	can	can	AUX
ajmsi-5420	504	9	scrutinize	scrutinize	VERB
ajmsi-5420	504	10	medical	medical	ADJ
ajmsi-5420	504	11	images	image	NOUN
ajmsi-5420	504	12	(	(	PUNCT
ajmsi-5420	504	13	including	include	VERB
ajmsi-5420	504	14	x	x	NOUN
ajmsi-5420	504	15	-	-	NOUN
ajmsi-5420	504	16	rays	ray	NOUN
ajmsi-5420	504	17	and	and	CCONJ
ajmsi-5420	504	18	ct	ct	NUM
ajmsi-5420	504	19	scans	scan	NOUN
ajmsi-5420	504	20	)	)	PUNCT
ajmsi-5420	504	21	to	to	PART
ajmsi-5420	504	22	identify	identify	VERB
ajmsi-5420	504	23	indications	indication	NOUN
ajmsi-5420	504	24	of	of	ADP
ajmsi-5420	504	25	infection	infection	NOUN
ajmsi-5420	504	26	,	,	PUNCT
ajmsi-5420	504	27	facilitating	facilitate	VERB
ajmsi-5420	504	28	early	early	ADJ
ajmsi-5420	504	29	diagnosis	diagnosis	NOUN
ajmsi-5420	504	30	and	and	CCONJ
ajmsi-5420	504	31	the	the	DET
ajmsi-5420	504	32	isolation	isolation	NOUN
ajmsi-5420	504	33	of	of	ADP
ajmsi-5420	504	34	infected	infected	ADJ
ajmsi-5420	504	35	individuals	individual	NOUN
ajmsi-5420	504	36	,	,	PUNCT
ajmsi-5420	504	37	which	which	PRON
ajmsi-5420	504	38	is	be	AUX
ajmsi-5420	504	39	particularly	particularly	ADV
ajmsi-5420	504	40	crucial	crucial	ADJ
ajmsi-5420	504	41	during	during	ADP
ajmsi-5420	504	42	pandemic	pandemic	ADJ
ajmsi-5420	504	43	scenarios	scenario	NOUN
ajmsi-5420	504	44	.	.	PUNCT
ajmsi-5420	505	1	transfer	transfer	NOUN
ajmsi-5420	505	2	learning	learning	NOUN
ajmsi-5420	505	3	and	and	CCONJ
ajmsi-5420	505	4	convolutional	convolutional	ADJ
ajmsi-5420	505	5	neural	neural	ADJ
ajmsi-5420	505	6	networks	network	NOUN
ajmsi-5420	505	7	(	(	PUNCT
ajmsi-5420	505	8	cnns	cnns	PROPN
ajmsi-5420	505	9	)	)	PUNCT
ajmsi-5420	505	10	utilized	utilize	VERB
ajmsi-5420	505	11	for	for	ADP
ajmsi-5420	505	12	cx	cx	NOUN
ajmsi-5420	505	13	-	-	PUNCT
ajmsi-5420	505	14	r	r	NOUN
ajmsi-5420	505	15	and	and	CCONJ
ajmsi-5420	505	16	ct	ct	PROPN
ajmsi-5420	505	17	imaging	imaging	NOUN
ajmsi-5420	505	18	have	have	AUX
ajmsi-5420	505	19	demonstrated	demonstrate	VERB
ajmsi-5420	505	20	significant	significant	ADJ
ajmsi-5420	505	21	accuracy	accuracy	NOUN
ajmsi-5420	505	22	in	in	ADP
ajmsi-5420	505	23	identifying	identify	VERB
ajmsi-5420	505	24	covid-19	covid-19	PROPN
ajmsi-5420	505	25	.	.	PUNCT
ajmsi-5420	505	26	tackling	tackle	VERB
ajmsi-5420	505	27	issues	issue	NOUN
ajmsi-5420	505	28	in	in	ADP
ajmsi-5420	505	29	low	low	ADJ
ajmsi-5420	505	30	-	-	PUNCT
ajmsi-5420	505	31	resource	resource	NOUN
ajmsi-5420	505	32	environments	environment	NOUN
ajmsi-5420	505	33	artificial	artificial	ADJ
ajmsi-5420	505	34	intelligence	intelligence	NOUN
ajmsi-5420	505	35	(	(	PUNCT
ajmsi-5420	505	36	ai	ai	AUX
ajmsi-5420	505	37	)	)	PUNCT
ajmsi-5420	505	38	can	can	AUX
ajmsi-5420	505	39	facilitate	facilitate	VERB
ajmsi-5420	505	40	affordable	affordable	ADJ
ajmsi-5420	505	41	,	,	PUNCT
ajmsi-5420	505	42	smartphone	smartphone	NOUN
ajmsi-5420	505	43	-	-	PUNCT
ajmsi-5420	505	44	based	base	VERB
ajmsi-5420	505	45	image	image	NOUN
ajmsi-5420	505	46	analysis	analysis	NOUN
ajmsi-5420	505	47	and	and	CCONJ
ajmsi-5420	505	48	cloud	cloud	NOUN
ajmsi-5420	505	49	-	-	PUNCT
ajmsi-5420	505	50	based	base	VERB
ajmsi-5420	505	51	diagnostic	diagnostic	ADJ
ajmsi-5420	505	52	solutions	solution	NOUN
ajmsi-5420	505	53	for	for	ADP
ajmsi-5420	505	54	bacterial	bacterial	ADJ
ajmsi-5420	505	55	identification	identification	NOUN
ajmsi-5420	505	56	in	in	ADP
ajmsi-5420	505	57	areas	area	NOUN
ajmsi-5420	505	58	with	with	ADP
ajmsi-5420	505	59	limited	limited	ADJ
ajmsi-5420	505	60	resources	resource	NOUN
ajmsi-5420	505	61	.	.	PUNCT
ajmsi-5420	506	1	improved	improve	VERB
ajmsi-5420	506	2	antimicrobial	antimicrobial	ADJ
ajmsi-5420	506	3	susceptibility	susceptibility	NOUN
ajmsi-5420	506	4	testing	testing	NOUN
ajmsi-5420	506	5	(	(	PUNCT
ajmsi-5420	506	6	ast	ast	NOUN
ajmsi-5420	506	7	)	)	PUNCT
ajmsi-5420	506	8	enhancing	enhance	VERB
ajmsi-5420	506	9	treatment	treatment	NOUN
ajmsi-5420	506	10	ai	ai	VERB
ajmsi-5420	506	11	has	have	VERB
ajmsi-5420	506	12	the	the	DET
ajmsi-5420	506	13	capability	capability	NOUN
ajmsi-5420	506	14	to	to	PART
ajmsi-5420	506	15	evaluate	evaluate	VERB
ajmsi-5420	506	16	bacterial	bacterial	ADJ
ajmsi-5420	506	17	genomes	genome	NOUN
ajmsi-5420	506	18	and	and	CCONJ
ajmsi-5420	506	19	susceptibility	susceptibility	NOUN
ajmsi-5420	506	20	information	information	NOUN
ajmsi-5420	506	21	to	to	PART
ajmsi-5420	506	22	forecast	forecast	VERB
ajmsi-5420	506	23	antibiotic	antibiotic	ADJ
ajmsi-5420	506	24	resistance	resistance	NOUN
ajmsi-5420	506	25	and	and	CCONJ
ajmsi-5420	506	26	assist	assist	VERB
ajmsi-5420	506	27	in	in	ADP
ajmsi-5420	506	28	choosing	choose	VERB
ajmsi-5420	506	29	the	the	DET
ajmsi-5420	506	30	most	most	ADV
ajmsi-5420	506	31	effective	effective	ADJ
ajmsi-5420	506	32	treatment	treatment	NOUN
ajmsi-5420	506	33	options	option	NOUN
ajmsi-5420	506	34	.	.	PUNCT
ajmsi-5420	507	1	illustration	illustration	NOUN
ajmsi-5420	507	2	ai	ai	ADJ
ajmsi-5420	507	3	-	-	PUNCT
ajmsi-5420	507	4	driven	drive	VERB
ajmsi-5420	507	5	decision	decision	NOUN
ajmsi-5420	507	6	support	support	NOUN
ajmsi-5420	507	7	systems	system	NOUN
ajmsi-5420	507	8	can	can	AUX
ajmsi-5420	507	9	suggest	suggest	VERB
ajmsi-5420	507	10	the	the	DET
ajmsi-5420	507	11	best	good	ADJ
ajmsi-5420	507	12	antibiotic	antibiotic	ADJ
ajmsi-5420	507	13	therapies	therapy	NOUN
ajmsi-5420	507	14	based	base	VERB
ajmsi-5420	507	15	on	on	ADP
ajmsi-5420	507	16	patient	patient	ADJ
ajmsi-5420	507	17	information	information	NOUN
ajmsi-5420	507	18	and	and	CCONJ
ajmsi-5420	507	19	local	local	ADJ
ajmsi-5420	507	20	resistance	resistance	NOUN
ajmsi-5420	507	21	trends	trend	NOUN
ajmsi-5420	507	22	.	.	PUNCT
ajmsi-5420	508	1	accelerating	accelerate	VERB
ajmsi-5420	508	2	drug	drug	NOUN
ajmsi-5420	508	3	discovery	discovery	NOUN
ajmsi-5420	508	4	ai	ai	VERB
ajmsi-5420	508	5	has	have	VERB
ajmsi-5420	508	6	the	the	DET
ajmsi-5420	508	7	capability	capability	NOUN
ajmsi-5420	508	8	to	to	PART
ajmsi-5420	508	9	forecast	forecast	VERB
ajmsi-5420	508	10	the	the	DET
ajmsi-5420	508	11	effectiveness	effectiveness	NOUN
ajmsi-5420	508	12	of	of	ADP
ajmsi-5420	508	13	novel	novel	ADJ
ajmsi-5420	508	14	drug	drug	NOUN
ajmsi-5420	508	15	compounds	compound	NOUN
ajmsi-5420	508	16	and	and	CCONJ
ajmsi-5420	508	17	pinpoint	pinpoint	VERB
ajmsi-5420	508	18	potential	potential	ADJ
ajmsi-5420	508	19	antibacterial	antibacterial	ADJ
ajmsi-5420	508	20	agents	agent	NOUN
ajmsi-5420	508	21	,	,	PUNCT
ajmsi-5420	508	22	thereby	thereby	ADV
ajmsi-5420	508	23	expediting	expedite	VERB
ajmsi-5420	508	24	the	the	DET
ajmsi-5420	508	25	creation	creation	NOUN
ajmsi-5420	508	26	of	of	ADP
ajmsi-5420	508	27	new	new	ADJ
ajmsi-5420	508	28	treatments	treatment	NOUN
ajmsi-5420	508	29	.	.	PUNCT
ajmsi-5420	509	1	prevention	prevention	NOUN
ajmsi-5420	509	2	and	and	CCONJ
ajmsi-5420	509	3	control	control	VERB
ajmsi-5420	509	4	early	early	ADJ
ajmsi-5420	509	5	outbreak	outbreak	NOUN
ajmsi-5420	509	6	detection	detection	NOUN
ajmsi-5420	509	7	:	:	PUNCT
ajmsi-5420	509	8	ai	ai	VERB
ajmsi-5420	509	9	is	be	AUX
ajmsi-5420	509	10	able	able	ADJ
ajmsi-5420	509	11	to	to	PART
ajmsi-5420	509	12	scrutinize	scrutinize	VERB
ajmsi-5420	509	13	extensive	extensive	ADJ
ajmsi-5420	509	14	datasets	dataset	NOUN
ajmsi-5420	509	15	to	to	PART
ajmsi-5420	509	16	detect	detect	VERB
ajmsi-5420	509	17	early	early	ADJ
ajmsi-5420	509	18	signs	sign	NOUN
ajmsi-5420	509	19	of	of	ADP
ajmsi-5420	509	20	bacterial	bacterial	ADJ
ajmsi-5420	509	21	infection	infection	NOUN
ajmsi-5420	509	22	epidemics	epidemic	NOUN
ajmsi-5420	509	23	,	,	PUNCT
ajmsi-5420	509	24	facilitating	facilitate	VERB
ajmsi-5420	509	25	prompt	prompt	ADJ
ajmsi-5420	509	26	preventative	preventative	ADJ
ajmsi-5420	509	27	measures	measure	NOUN
ajmsi-5420	509	28	.	.	PUNCT
ajmsi-5420	510	1	example	example	NOUN
ajmsi-5420	510	2	:	:	PUNCT
ajmsi-5420	510	3	machine	machine	NOUN
ajmsi-5420	510	4	learning	learn	VERB
ajmsi-5420	510	5	algorithms	algorithm	NOUN
ajmsi-5420	510	6	can	can	AUX
ajmsi-5420	510	7	assess	assess	VERB
ajmsi-5420	510	8	the	the	DET
ajmsi-5420	510	9	likelihood	likelihood	NOUN
ajmsi-5420	510	10	of	of	ADP
ajmsi-5420	510	11	severe	severe	ADJ
ajmsi-5420	510	12	sepsis	sepsis	NOUN
ajmsi-5420	510	13	in	in	ADP
ajmsi-5420	510	14	icu	icu	PROPN
ajmsi-5420	510	15	patients	patient	NOUN
ajmsi-5420	510	16	,	,	PUNCT
ajmsi-5420	510	17	notifying	notify	VERB
ajmsi-5420	510	18	healthcare	healthcare	NOUN
ajmsi-5420	510	19	professionals	professional	NOUN
ajmsi-5420	510	20	and	and	CCONJ
ajmsi-5420	510	21	allowing	allow	VERB
ajmsi-5420	510	22	for	for	ADP
ajmsi-5420	510	23	proactive	proactive	ADJ
ajmsi-5420	510	24	treatment	treatment	NOUN
ajmsi-5420	510	25	.	.	PUNCT
ajmsi-5420	511	1	infection	infection	NOUN
ajmsi-5420	511	2	control	control	NOUN
ajmsi-5420	511	3	in	in	ADP
ajmsi-5420	511	4	healthcare	healthcare	PROPN
ajmsi-5420	511	5	facilities	facility	NOUN
ajmsi-5420	511	6	ai	ai	VERB
ajmsi-5420	511	7	can	can	AUX
ajmsi-5420	511	8	evaluate	evaluate	VERB
ajmsi-5420	511	9	data	datum	NOUN
ajmsi-5420	511	10	regarding	regard	VERB
ajmsi-5420	511	11	patient	patient	NOUN
ajmsi-5420	511	12	and	and	CCONJ
ajmsi-5420	511	13	staff	staff	NOUN
ajmsi-5420	511	14	interactions	interaction	NOUN
ajmsi-5420	511	15	to	to	PART
ajmsi-5420	511	16	comprehend	comprehend	VERB
ajmsi-5420	511	17	the	the	DET
ajmsi-5420	511	18	transmission	transmission	NOUN
ajmsi-5420	511	19	of	of	ADP
ajmsi-5420	511	20	infections	infection	NOUN
ajmsi-5420	511	21	,	,	PUNCT
ajmsi-5420	511	22	supporting	support	VERB
ajmsi-5420	511	23	the	the	DET
ajmsi-5420	511	24	formulation	formulation	NOUN
ajmsi-5420	511	25	of	of	ADP
ajmsi-5420	511	26	targeted	target	VERB
ajmsi-5420	511	27	infection	infection	NOUN
ajmsi-5420	511	28	control	control	NOUN
ajmsi-5420	511	29	strategies	strategy	NOUN
ajmsi-5420	511	30	challenges	challenge	NOUN
ajmsi-5420	511	31	and	and	CCONJ
ajmsi-5420	511	32	ethical	ethical	ADJ
ajmsi-5420	511	33	considerations	consideration	NOUN
ajmsi-5420	511	34	data	datum	NOUN
ajmsi-5420	511	35	quality	quality	NOUN
ajmsi-5420	511	36	and	and	CCONJ
ajmsi-5420	511	37	quantity	quantity	NOUN
ajmsi-5420	511	38	:	:	PUNCT
ajmsi-5420	511	39	for	for	SCONJ
ajmsi-5420	511	40	ai	ai	PROPN
ajmsi-5420	511	41	models	model	NOUN
ajmsi-5420	511	42	to	to	PART
ajmsi-5420	511	43	be	be	AUX
ajmsi-5420	511	44	effective	effective	ADJ
ajmsi-5420	511	45	,	,	PUNCT
ajmsi-5420	511	46	they	they	PRON
ajmsi-5420	511	47	necessitate	necessitate	VERB
ajmsi-5420	511	48	extensive	extensive	ADJ
ajmsi-5420	511	49	and	and	CCONJ
ajmsi-5420	511	50	high	high	ADJ
ajmsi-5420	511	51	-	-	PUNCT
ajmsi-5420	511	52	quality	quality	NOUN
ajmsi-5420	511	53	datasets	dataset	NOUN
ajmsi-5420	511	54	.	.	PUNCT
ajmsi-5420	512	1	model	model	NOUN
ajmsi-5420	512	2	interpretability	interpretability	NOUN
ajmsi-5420	512	3	it	it	PRON
ajmsi-5420	512	4	is	be	AUX
ajmsi-5420	512	5	essential	essential	ADJ
ajmsi-5420	512	6	to	to	PART
ajmsi-5420	512	7	comprehend	comprehend	VERB
ajmsi-5420	512	8	how	how	SCONJ
ajmsi-5420	512	9	ai	ai	AUX
ajmsi-5420	512	10	algorithms	algorithm	NOUN
ajmsi-5420	512	11	arrive	arrive	VERB
ajmsi-5420	512	12	at	at	ADP
ajmsi-5420	512	13	decisions	decision	NOUN
ajmsi-5420	512	14	in	in	ADP
ajmsi-5420	512	15	order	order	NOUN
ajmsi-5420	512	16	to	to	PART
ajmsi-5420	512	17	foster	foster	VERB
ajmsi-5420	512	18	trust	trust	NOUN
ajmsi-5420	512	19	and	and	CCONJ
ajmsi-5420	512	20	guarantee	guarantee	VERB
ajmsi-5420	512	21	responsible	responsible	ADJ
ajmsi-5420	512	22	usage	usage	NOUN
ajmsi-5420	512	23	.	.	PUNCT
ajmsi-5420	513	1	ethical	ethical	ADJ
ajmsi-5420	513	2	concerns	concern	NOUN
ajmsi-5420	513	3	issues	issue	NOUN
ajmsi-5420	513	4	such	such	ADJ
ajmsi-5420	513	5	as	as	ADP
ajmsi-5420	513	6	patient	patient	NOUN
ajmsi-5420	513	7	privacy	privacy	NOUN
ajmsi-5420	513	8	,	,	PUNCT
ajmsi-5420	513	9	algorithmic	algorithmic	ADJ
ajmsi-5420	513	10	bias	bias	NOUN
ajmsi-5420	513	11	,	,	PUNCT
ajmsi-5420	513	12	and	and	CCONJ
ajmsi-5420	513	13	data	datum	NOUN
ajmsi-5420	513	14	pa	pa	PROPN
ajmsi-5420	513	15	ge	ge	PROPN
ajmsi-5420	513	16	69	69	NUM
ajmsi-5420	513	17	https://journals.e-palli.com/home/index.php/ajmsi	https://journals.e-palli.com/home/index.php/ajmsi	PROPN
ajmsi-5420	513	18	am	be	AUX
ajmsi-5420	513	19	.	.	PUNCT
ajmsi-5420	514	1	j.	j.	PROPN
ajmsi-5420	514	2	med	med	PROPN
ajmsi-5420	514	3	.	.	PUNCT
ajmsi-5420	515	1	sci	sci	PROPN
ajmsi-5420	515	2	.	.	PUNCT
ajmsi-5420	515	3	innov	innov	PROPN
ajmsi-5420	515	4	.	.	PUNCT
ajmsi-5420	516	1	4(2	4(2	NUM
ajmsi-5420	516	2	)	)	PUNCT
ajmsi-5420	517	1	53	53	NUM
ajmsi-5420	517	2	-	-	SYM
ajmsi-5420	517	3	72	72	NUM
ajmsi-5420	517	4	,	,	PUNCT
ajmsi-5420	517	5	2025	2025	NUM
ajmsi-5420	517	6	security	security	NOUN
ajmsi-5420	517	7	must	must	AUX
ajmsi-5420	517	8	be	be	AUX
ajmsi-5420	517	9	tackled	tackle	VERB
ajmsi-5420	517	10	to	to	PART
ajmsi-5420	517	11	ensure	ensure	VERB
ajmsi-5420	517	12	the	the	DET
ajmsi-5420	517	13	equitable	equitable	ADJ
ajmsi-5420	517	14	and	and	CCONJ
ajmsi-5420	517	15	ethical	ethical	ADJ
ajmsi-5420	517	16	implementation	implementation	NOUN
ajmsi-5420	517	17	of	of	ADP
ajmsi-5420	517	18	ai	ai	NOUN
ajmsi-5420	517	19	.	.	PUNCT
ajmsi-5420	518	1	future	future	ADJ
ajmsi-5420	518	2	directions	direction	NOUN
ajmsi-5420	518	3	interdisciplinary	interdisciplinary	NOUN
ajmsi-5420	518	4	collaboration	collaboration	NOUN
ajmsi-5420	518	5	integrating	integrating	NOUN
ajmsi-5420	518	6	ai	ai	VERB
ajmsi-5420	518	7	with	with	ADP
ajmsi-5420	518	8	additional	additional	ADJ
ajmsi-5420	518	9	technologies	technology	NOUN
ajmsi-5420	518	10	such	such	ADJ
ajmsi-5420	518	11	as	as	ADP
ajmsi-5420	518	12	synthetic	synthetic	ADJ
ajmsi-5420	518	13	biology	biology	NOUN
ajmsi-5420	518	14	and	and	CCONJ
ajmsi-5420	518	15	nanomedicine	nanomedicine	NOUN
ajmsi-5420	518	16	has	have	VERB
ajmsi-5420	518	17	the	the	DET
ajmsi-5420	518	18	potential	potential	NOUN
ajmsi-5420	518	19	to	to	PART
ajmsi-5420	518	20	yield	yield	VERB
ajmsi-5420	518	21	more	more	ADV
ajmsi-5420	518	22	effective	effective	ADJ
ajmsi-5420	518	23	strategies	strategy	NOUN
ajmsi-5420	518	24	for	for	ADP
ajmsi-5420	518	25	addressing	address	VERB
ajmsi-5420	518	26	antibiotic	antibiotic	ADJ
ajmsi-5420	518	27	resistance	resistance	NOUN
ajmsi-5420	518	28	and	and	CCONJ
ajmsi-5420	518	29	various	various	ADJ
ajmsi-5420	518	30	infectious	infectious	ADJ
ajmsi-5420	518	31	diseases	disease	NOUN
ajmsi-5420	518	32	.	.	PUNCT
ajmsi-5420	519	1	continued	continue	VERB
ajmsi-5420	519	2	innovation	innovation	NOUN
ajmsi-5420	519	3	persistent	persistent	ADJ
ajmsi-5420	519	4	research	research	NOUN
ajmsi-5420	519	5	and	and	CCONJ
ajmsi-5420	519	6	advancement	advancement	NOUN
ajmsi-5420	519	7	in	in	ADP
ajmsi-5420	519	8	ai	ai	PROPN
ajmsi-5420	519	9	algorithms	algorithm	NOUN
ajmsi-5420	519	10	,	,	PUNCT
ajmsi-5420	519	11	data	data	VERB
ajmsi-5420	519	12	analysis	analysis	NOUN
ajmsi-5420	519	13	methods	method	NOUN
ajmsi-5420	519	14	,	,	PUNCT
ajmsi-5420	519	15	and	and	CCONJ
ajmsi-5420	519	16	hardware	hardware	NOUN
ajmsi-5420	519	17	will	will	AUX
ajmsi-5420	519	18	be	be	AUX
ajmsi-5420	519	19	essential	essential	ADJ
ajmsi-5420	519	20	for	for	ADP
ajmsi-5420	519	21	unlocking	unlock	VERB
ajmsi-5420	519	22	the	the	DET
ajmsi-5420	519	23	complete	complete	ADJ
ajmsi-5420	519	24	capabilities	capability	NOUN
ajmsi-5420	519	25	of	of	ADP
ajmsi-5420	519	26	ai	ai	VERB
ajmsi-5420	519	27	in	in	ADP
ajmsi-5420	519	28	the	the	DET
ajmsi-5420	519	29	fight	fight	NOUN
ajmsi-5420	519	30	against	against	ADP
ajmsi-5420	519	31	bacterial	bacterial	ADJ
ajmsi-5420	519	32	infections	infection	NOUN
ajmsi-5420	519	33	.	.	PUNCT
ajmsi-5420	520	1	discussions	discussion	NOUN
ajmsi-5420	520	2	the	the	DET
ajmsi-5420	520	3	predominant	predominant	ADJ
ajmsi-5420	520	4	ai	ai	VERB
ajmsi-5420	520	5	applications	application	NOUN
ajmsi-5420	520	6	utilized	utilize	VERB
ajmsi-5420	520	7	in	in	ADP
ajmsi-5420	520	8	clinical	clinical	ADJ
ajmsi-5420	520	9	environments	environment	NOUN
ajmsi-5420	520	10	were	be	AUX
ajmsi-5420	520	11	largely	largely	ADV
ajmsi-5420	520	12	characterized	characterize	VERB
ajmsi-5420	520	13	by	by	ADP
ajmsi-5420	520	14	machine	machine	NOUN
ajmsi-5420	520	15	learning	learn	VERB
ajmsi-5420	520	16	algorithms	algorithm	NOUN
ajmsi-5420	520	17	(	(	PUNCT
ajmsi-5420	520	18	ml	ml	NOUN
ajmsi-5420	520	19	)	)	PUNCT
ajmsi-5420	520	20	,	,	PUNCT
ajmsi-5420	520	21	including	include	VERB
ajmsi-5420	520	22	logistic	logistic	ADJ
ajmsi-5420	520	23	regression	regression	NOUN
ajmsi-5420	520	24	(	(	PUNCT
ajmsi-5420	520	25	lr	lr	NOUN
ajmsi-5420	520	26	)	)	PUNCT
ajmsi-5420	520	27	,	,	PUNCT
ajmsi-5420	520	28	random	random	ADJ
ajmsi-5420	520	29	forest	forest	NOUN
ajmsi-5420	520	30	(	(	PUNCT
ajmsi-5420	520	31	rf	rf	NOUN
ajmsi-5420	520	32	)	)	PUNCT
ajmsi-5420	520	33	,	,	PUNCT
ajmsi-5420	520	34	support	support	VERB
ajmsi-5420	520	35	vector	vector	NOUN
ajmsi-5420	520	36	machines	machine	NOUN
ajmsi-5420	520	37	(	(	PUNCT
ajmsi-5420	520	38	svms	svms	NOUN
ajmsi-5420	520	39	)	)	PUNCT
ajmsi-5420	520	40	,	,	PUNCT
ajmsi-5420	520	41	and	and	CCONJ
ajmsi-5420	520	42	decision	decision	NOUN
ajmsi-5420	520	43	trees	tree	NOUN
ajmsi-5420	520	44	(	(	PUNCT
ajmsi-5420	520	45	dts	dts	NOUN
ajmsi-5420	520	46	)	)	PUNCT
ajmsi-5420	520	47	.	.	PUNCT
ajmsi-5420	521	1	these	these	DET
ajmsi-5420	521	2	models	model	NOUN
ajmsi-5420	521	3	were	be	AUX
ajmsi-5420	521	4	mainly	mainly	ADV
ajmsi-5420	521	5	employed	employ	VERB
ajmsi-5420	521	6	for	for	ADP
ajmsi-5420	521	7	pathogen	pathogen	NOUN
ajmsi-5420	521	8	identification	identification	NOUN
ajmsi-5420	521	9	,	,	PUNCT
ajmsi-5420	521	10	early	early	ADJ
ajmsi-5420	521	11	detection	detection	NOUN
ajmsi-5420	521	12	of	of	ADP
ajmsi-5420	521	13	infections	infection	NOUN
ajmsi-5420	521	14	,	,	PUNCT
ajmsi-5420	521	15	and	and	CCONJ
ajmsi-5420	521	16	risk	risk	NOUN
ajmsi-5420	521	17	evaluation	evaluation	NOUN
ajmsi-5420	521	18	of	of	ADP
ajmsi-5420	521	19	healthcareassociated	healthcareassociated	ADJ
ajmsi-5420	521	20	infections	infection	NOUN
ajmsi-5420	521	21	(	(	PUNCT
ajmsi-5420	521	22	hais	hais	PROPN
ajmsi-5420	521	23	)	)	PUNCT
ajmsi-5420	521	24	.	.	PUNCT
ajmsi-5420	522	1	this	this	DET
ajmsi-5420	522	2	model	model	NOUN
ajmsi-5420	522	3	demonstrated	demonstrate	VERB
ajmsi-5420	522	4	the	the	DET
ajmsi-5420	522	5	high	high	ADJ
ajmsi-5420	522	6	diagnostic	diagnostic	ADJ
ajmsi-5420	522	7	precision	precision	NOUN
ajmsi-5420	522	8	of	of	ADP
ajmsi-5420	522	9	ml	ml	ADP
ajmsi-5420	522	10	algorithms	algorithm	NOUN
ajmsi-5420	522	11	in	in	ADP
ajmsi-5420	522	12	identifying	identify	VERB
ajmsi-5420	522	13	antibiotic	antibiotic	ADJ
ajmsi-5420	522	14	-	-	PUNCT
ajmsi-5420	522	15	resistant	resistant	ADJ
ajmsi-5420	522	16	pathogens	pathogen	NOUN
ajmsi-5420	522	17	,	,	PUNCT
ajmsi-5420	522	18	underscoring	underscore	VERB
ajmsi-5420	522	19	ai	ai	ADP
ajmsi-5420	522	20	’s	’s	PART
ajmsi-5420	522	21	vital	vital	ADJ
ajmsi-5420	522	22	contribution	contribution	NOUN
ajmsi-5420	522	23	to	to	ADP
ajmsi-5420	522	24	infection	infection	NOUN
ajmsi-5420	522	25	control	control	NOUN
ajmsi-5420	522	26	in	in	ADP
ajmsi-5420	522	27	healthcare	healthcare	NOUN
ajmsi-5420	522	28	environments	environment	NOUN
ajmsi-5420	522	29	.	.	PUNCT
ajmsi-5420	523	1	the	the	DET
ajmsi-5420	523	2	significance	significance	NOUN
ajmsi-5420	523	3	of	of	ADP
ajmsi-5420	523	4	various	various	ADJ
ajmsi-5420	523	5	ai	ai	ADJ
ajmsi-5420	523	6	-	-	PUNCT
ajmsi-5420	523	7	enabled	enable	VERB
ajmsi-5420	523	8	applications	application	NOUN
ajmsi-5420	523	9	in	in	ADP
ajmsi-5420	523	10	infection	infection	NOUN
ajmsi-5420	523	11	control	control	NOUN
ajmsi-5420	523	12	,	,	PUNCT
ajmsi-5420	523	13	with	with	ADP
ajmsi-5420	523	14	the	the	DET
ajmsi-5420	523	15	potential	potential	NOUN
ajmsi-5420	523	16	to	to	PART
ajmsi-5420	523	17	improve	improve	VERB
ajmsi-5420	523	18	diagnostic	diagnostic	ADJ
ajmsi-5420	523	19	accuracy	accuracy	NOUN
ajmsi-5420	523	20	,	,	PUNCT
ajmsi-5420	523	21	optimizes	optimize	VERB
ajmsi-5420	523	22	workflows	workflow	NOUN
ajmsi-5420	523	23	,	,	PUNCT
ajmsi-5420	523	24	and	and	CCONJ
ajmsi-5420	523	25	mitigates	mitigate	VERB
ajmsi-5420	523	26	the	the	DET
ajmsi-5420	523	27	transmission	transmission	NOUN
ajmsi-5420	523	28	of	of	ADP
ajmsi-5420	523	29	infectious	infectious	ADJ
ajmsi-5420	523	30	diseases	disease	NOUN
ajmsi-5420	523	31	.	.	PUNCT
ajmsi-5420	524	1	several	several	ADJ
ajmsi-5420	524	2	research	research	NOUN
ajmsi-5420	524	3	efforts	effort	NOUN
ajmsi-5420	524	4	have	have	AUX
ajmsi-5420	524	5	employed	employ	VERB
ajmsi-5420	524	6	advanced	advanced	ADJ
ajmsi-5420	524	7	ai	ai	NOUN
ajmsi-5420	524	8	tools	tool	NOUN
ajmsi-5420	524	9	,	,	PUNCT
ajmsi-5420	524	10	including	include	VERB
ajmsi-5420	524	11	l2	l2	NOUN
ajmsi-5420	524	12	-	-	PUNCT
ajmsi-5420	524	13	regularized	regularize	VERB
ajmsi-5420	524	14	logistic	logistic	ADJ
ajmsi-5420	524	15	regression	regression	NOUN
ajmsi-5420	524	16	models	model	NOUN
ajmsi-5420	524	17	,	,	PUNCT
ajmsi-5420	524	18	to	to	PART
ajmsi-5420	524	19	enhance	enhance	VERB
ajmsi-5420	524	20	clinical	clinical	ADJ
ajmsi-5420	524	21	decision	decision	NOUN
ajmsi-5420	524	22	-	-	PUNCT
ajmsi-5420	524	23	making	making	NOUN
ajmsi-5420	524	24	in	in	ADP
ajmsi-5420	524	25	the	the	DET
ajmsi-5420	524	26	realm	realm	NOUN
ajmsi-5420	524	27	of	of	ADP
ajmsi-5420	524	28	infection	infection	NOUN
ajmsi-5420	524	29	control	control	NOUN
ajmsi-5420	524	30	.	.	PUNCT
ajmsi-5420	525	1	within	within	ADP
ajmsi-5420	525	2	clinical	clinical	ADJ
ajmsi-5420	525	3	environments	environment	NOUN
ajmsi-5420	525	4	,	,	PUNCT
ajmsi-5420	525	5	ai	ai	VERB
ajmsi-5420	525	6	aids	aid	NOUN
ajmsi-5420	525	7	in	in	ADP
ajmsi-5420	525	8	alleviating	alleviate	VERB
ajmsi-5420	525	9	the	the	DET
ajmsi-5420	525	10	impact	impact	NOUN
ajmsi-5420	525	11	of	of	ADP
ajmsi-5420	525	12	hais	hais	PROPN
ajmsi-5420	525	13	by	by	ADP
ajmsi-5420	525	14	delivering	deliver	VERB
ajmsi-5420	525	15	precise	precise	ADJ
ajmsi-5420	525	16	,	,	PUNCT
ajmsi-5420	525	17	real	real	ADJ
ajmsi-5420	525	18	-	-	PUNCT
ajmsi-5420	525	19	time	time	NOUN
ajmsi-5420	525	20	predictions	prediction	NOUN
ajmsi-5420	525	21	and	and	CCONJ
ajmsi-5420	525	22	diagnostics	diagnostic	NOUN
ajmsi-5420	525	23	,	,	PUNCT
ajmsi-5420	525	24	while	while	SCONJ
ajmsi-5420	525	25	also	also	ADV
ajmsi-5420	525	26	propelling	propel	VERB
ajmsi-5420	525	27	research	research	NOUN
ajmsi-5420	525	28	into	into	ADP
ajmsi-5420	525	29	innovative	innovative	ADJ
ajmsi-5420	525	30	infection	infection	NOUN
ajmsi-5420	525	31	control	control	NOUN
ajmsi-5420	525	32	techniques	technique	NOUN
ajmsi-5420	525	33	and	and	CCONJ
ajmsi-5420	525	34	therapeutic	therapeutic	ADJ
ajmsi-5420	525	35	approaches	approach	NOUN
ajmsi-5420	525	36	.	.	PUNCT
ajmsi-5420	526	1	these	these	DET
ajmsi-5420	526	2	consistent	consistent	ADJ
ajmsi-5420	526	3	results	result	NOUN
ajmsi-5420	526	4	emphasize	emphasize	VERB
ajmsi-5420	526	5	the	the	DET
ajmsi-5420	526	6	transformative	transformative	ADJ
ajmsi-5420	526	7	capabilities	capability	NOUN
ajmsi-5420	526	8	of	of	ADP
ajmsi-5420	526	9	ai	ai	VERB
ajmsi-5420	526	10	across	across	ADP
ajmsi-5420	526	11	different	different	ADJ
ajmsi-5420	526	12	areas	area	NOUN
ajmsi-5420	526	13	of	of	ADP
ajmsi-5420	526	14	infection	infection	NOUN
ajmsi-5420	526	15	control	control	NOUN
ajmsi-5420	526	16	,	,	PUNCT
ajmsi-5420	526	17	in	in	ADP
ajmsi-5420	526	18	line	line	NOUN
ajmsi-5420	526	19	with	with	ADP
ajmsi-5420	526	20	the	the	DET
ajmsi-5420	526	21	goals	goal	NOUN
ajmsi-5420	526	22	and	and	CCONJ
ajmsi-5420	526	23	expected	expect	VERB
ajmsi-5420	526	24	results	result	NOUN
ajmsi-5420	526	25	of	of	ADP
ajmsi-5420	526	26	the	the	DET
ajmsi-5420	526	27	scoping	scoping	NOUN
ajmsi-5420	526	28	review	review	NOUN
ajmsi-5420	526	29	.	.	PUNCT
ajmsi-5420	527	1	the	the	DET
ajmsi-5420	527	2	incorporation	incorporation	NOUN
ajmsi-5420	527	3	of	of	ADP
ajmsi-5420	527	4	sophisticated	sophisticated	ADJ
ajmsi-5420	527	5	ai	ai	PROPN
ajmsi-5420	527	6	systems	system	NOUN
ajmsi-5420	527	7	,	,	PUNCT
ajmsi-5420	527	8	whether	whether	SCONJ
ajmsi-5420	527	9	through	through	ADP
ajmsi-5420	527	10	machine	machine	NOUN
ajmsi-5420	527	11	learning	learning	NOUN
ajmsi-5420	527	12	,	,	PUNCT
ajmsi-5420	527	13	deep	deep	ADJ
ajmsi-5420	527	14	learning	learning	NOUN
ajmsi-5420	527	15	,	,	PUNCT
ajmsi-5420	527	16	or	or	CCONJ
ajmsi-5420	527	17	hybrid	hybrid	ADJ
ajmsi-5420	527	18	methodologies	methodology	NOUN
ajmsi-5420	527	19	,	,	PUNCT
ajmsi-5420	527	20	is	be	AUX
ajmsi-5420	527	21	essential	essential	ADJ
ajmsi-5420	527	22	in	in	ADP
ajmsi-5420	527	23	improving	improve	VERB
ajmsi-5420	527	24	the	the	DET
ajmsi-5420	527	25	efficacy	efficacy	NOUN
ajmsi-5420	527	26	of	of	ADP
ajmsi-5420	527	27	infection	infection	NOUN
ajmsi-5420	527	28	prevention	prevention	NOUN
ajmsi-5420	527	29	and	and	CCONJ
ajmsi-5420	527	30	control	control	NOUN
ajmsi-5420	527	31	initiatives	initiative	NOUN
ajmsi-5420	527	32	,	,	PUNCT
ajmsi-5420	527	33	ultimately	ultimately	ADV
ajmsi-5420	527	34	leading	lead	VERB
ajmsi-5420	527	35	to	to	ADP
ajmsi-5420	527	36	enhanced	enhance	VERB
ajmsi-5420	527	37	public	public	ADJ
ajmsi-5420	527	38	health	health	NOUN
ajmsi-5420	527	39	outcomes	outcome	NOUN
ajmsi-5420	527	40	on	on	ADP
ajmsi-5420	527	41	a	a	DET
ajmsi-5420	527	42	global	global	ADJ
ajmsi-5420	527	43	scale	scale	NOUN
ajmsi-5420	527	44	.	.	PUNCT
ajmsi-5420	528	1	summary	summary	NOUN
ajmsi-5420	528	2	with	with	ADP
ajmsi-5420	528	3	the	the	DET
ajmsi-5420	528	4	ai	ai	NOUN
ajmsi-5420	528	5	tools	tool	NOUN
ajmsi-5420	528	6	we	we	PRON
ajmsi-5420	528	7	can	can	AUX
ajmsi-5420	528	8	get	get	VERB
ajmsi-5420	528	9	multiply	multiply	NOUN
ajmsi-5420	528	10	of	of	ADP
ajmsi-5420	528	11	benefits	benefit	NOUN
ajmsi-5420	528	12	as	as	ADP
ajmsi-5420	528	13	a	a	DET
ajmsi-5420	528	14	result	result	NOUN
ajmsi-5420	528	15	properly	properly	ADV
ajmsi-5420	528	16	identification	identification	NOUN
ajmsi-5420	528	17	of	of	ADP
ajmsi-5420	528	18	pathogen	pathogen	NOUN
ajmsi-5420	528	19	:	:	PUNCT
ajmsi-5420	528	20	ai	ai	VERB
ajmsi-5420	528	21	algorithms	algorithm	NOUN
ajmsi-5420	528	22	can	can	AUX
ajmsi-5420	528	23	accurately	accurately	ADV
ajmsi-5420	528	24	identify	identify	VERB
ajmsi-5420	528	25	bacterial	bacterial	ADJ
ajmsi-5420	528	26	pathogens	pathogen	NOUN
ajmsi-5420	528	27	therefore	therefore	ADV
ajmsi-5420	528	28	,	,	PUNCT
ajmsi-5420	528	29	reducing	reduce	VERB
ajmsi-5420	528	30	diagnostic	diagnostic	ADJ
ajmsi-5420	528	31	time	time	NOUN
ajmsi-5420	528	32	and	and	CCONJ
ajmsi-5420	528	33	improving	improve	VERB
ajmsi-5420	528	34	treatment	treatment	NOUN
ajmsi-5420	528	35	accuracy	accuracy	NOUN
ajmsi-5420	528	36	.	.	PUNCT
ajmsi-5420	529	1	early	early	ADJ
ajmsi-5420	529	2	detection	detection	NOUN
ajmsi-5420	529	3	of	of	ADP
ajmsi-5420	529	4	antimicrobial	antimicrobial	ADJ
ajmsi-5420	529	5	resistance	resistance	NOUN
ajmsi-5420	529	6	:	:	PUNCT
ajmsi-5420	529	7	ai	ai	VERB
ajmsi-5420	529	8	can	can	AUX
ajmsi-5420	529	9	analyze	analyze	VERB
ajmsi-5420	529	10	genomic	genomic	ADJ
ajmsi-5420	529	11	data	datum	NOUN
ajmsi-5420	529	12	to	to	PART
ajmsi-5420	529	13	identify	identify	VERB
ajmsi-5420	529	14	resistance	resistance	NOUN
ajmsi-5420	529	15	early	early	ADV
ajmsi-5420	529	16	thus	thus	ADV
ajmsi-5420	529	17	,	,	PUNCT
ajmsi-5420	529	18	enabling	enable	VERB
ajmsi-5420	529	19	timely	timely	ADJ
ajmsi-5420	529	20	and	and	CCONJ
ajmsi-5420	529	21	targeted	targeted	ADJ
ajmsi-5420	529	22	interventions	intervention	NOUN
ajmsi-5420	529	23	.	.	PUNCT
ajmsi-5420	530	1	tailored	tailor	VERB
ajmsi-5420	530	2	treatment	treatment	NOUN
ajmsi-5420	530	3	:	:	PUNCT
ajmsi-5420	530	4	ai	ai	ADJ
ajmsi-5420	530	5	-	-	PUNCT
ajmsi-5420	530	6	powered	power	VERB
ajmsi-5420	530	7	tools	tool	NOUN
ajmsi-5420	530	8	help	help	VERB
ajmsi-5420	530	9	to	to	PART
ajmsi-5420	530	10	select	select	VERB
ajmsi-5420	530	11	the	the	DET
ajmsi-5420	530	12	antibiotics	antibiotic	NOUN
ajmsi-5420	530	13	for	for	ADP
ajmsi-5420	530	14	individual	individual	ADJ
ajmsi-5420	530	15	patients	patient	NOUN
ajmsi-5420	530	16	,	,	PUNCT
ajmsi-5420	530	17	optimizing	optimize	VERB
ajmsi-5420	530	18	treatment	treatment	NOUN
ajmsi-5420	530	19	outcomes	outcome	NOUN
ajmsi-5420	530	20	and	and	CCONJ
ajmsi-5420	530	21	minimizing	minimize	VERB
ajmsi-5420	530	22	the	the	DET
ajmsi-5420	530	23	risk	risk	NOUN
ajmsi-5420	530	24	of	of	ADP
ajmsi-5420	530	25	resistance	resistance	NOUN
ajmsi-5420	530	26	development	development	NOUN
ajmsi-5420	530	27	.	.	PUNCT
ajmsi-5420	531	1	monitoring	monitor	VERB
ajmsi-5420	531	2	the	the	DET
ajmsi-5420	531	3	response	response	NOUN
ajmsi-5420	531	4	:	:	PUNCT
ajmsi-5420	531	5	ai	ai	VERB
ajmsi-5420	531	6	can	can	AUX
ajmsi-5420	531	7	be	be	AUX
ajmsi-5420	531	8	used	use	VERB
ajmsi-5420	531	9	for	for	ADP
ajmsi-5420	531	10	surveillance	surveillance	NOUN
ajmsi-5420	531	11	and	and	CCONJ
ajmsi-5420	531	12	monitoring	monitoring	NOUN
ajmsi-5420	531	13	of	of	ADP
ajmsi-5420	531	14	infectious	infectious	ADJ
ajmsi-5420	531	15	diseases	disease	NOUN
ajmsi-5420	531	16	,	,	PUNCT
ajmsi-5420	531	17	facilitating	facilitate	VERB
ajmsi-5420	531	18	early	early	ADJ
ajmsi-5420	531	19	outbreak	outbreak	NOUN
ajmsi-5420	531	20	detection	detection	NOUN
ajmsi-5420	531	21	and	and	CCONJ
ajmsi-5420	531	22	rapid	rapid	ADJ
ajmsi-5420	531	23	response	response	NOUN
ajmsi-5420	531	24	.	.	PUNCT
ajmsi-5420	532	1	ai	ai	VERB
ajmsi-5420	532	2	-	-	PUNCT
ajmsi-5420	532	3	assisted	assist	VERB
ajmsi-5420	532	4	imaging	imaging	NOUN
ajmsi-5420	532	5	:	:	PUNCT
ajmsi-5420	532	6	ai	ai	VERB
ajmsi-5420	532	7	algorithms	algorithm	NOUN
ajmsi-5420	532	8	can	can	AUX
ajmsi-5420	532	9	analyze	analyze	VERB
ajmsi-5420	532	10	medical	medical	ADJ
ajmsi-5420	532	11	images	image	NOUN
ajmsi-5420	532	12	(	(	PUNCT
ajmsi-5420	532	13	like	like	ADP
ajmsi-5420	532	14	x	x	NOUN
ajmsi-5420	532	15	-	-	NOUN
ajmsi-5420	532	16	rays	ray	NOUN
ajmsi-5420	532	17	and	and	CCONJ
ajmsi-5420	532	18	ct	ct	NUM
ajmsi-5420	532	19	scans	scan	NOUN
ajmsi-5420	532	20	)	)	PUNCT
ajmsi-5420	532	21	to	to	PART
ajmsi-5420	532	22	aid	aid	VERB
ajmsi-5420	532	23	in	in	ADP
ajmsi-5420	532	24	diagnosis	diagnosis	NOUN
ajmsi-5420	532	25	,	,	PUNCT
ajmsi-5420	532	26	particularly	particularly	ADV
ajmsi-5420	532	27	in	in	ADP
ajmsi-5420	532	28	cases	case	NOUN
ajmsi-5420	532	29	like	like	ADP
ajmsi-5420	532	30	covid-19	covid-19	PROPN
ajmsi-5420	532	31	,	,	PUNCT
ajmsi-5420	532	32	where	where	SCONJ
ajmsi-5420	532	33	early	early	ADJ
ajmsi-5420	532	34	identification	identification	NOUN
ajmsi-5420	532	35	and	and	CCONJ
ajmsi-5420	532	36	isolation	isolation	NOUN
ajmsi-5420	532	37	are	be	AUX
ajmsi-5420	532	38	crucial	crucial	ADJ
ajmsi-5420	532	39	.	.	PUNCT
ajmsi-5420	533	1	improved	improve	VERB
ajmsi-5420	533	2	diagnostic	diagnostic	ADJ
ajmsi-5420	533	3	precision	precision	NOUN
ajmsi-5420	533	4	:	:	PUNCT
ajmsi-5420	533	5	ai	ai	VERB
ajmsi-5420	533	6	models	model	NOUN
ajmsi-5420	533	7	have	have	AUX
ajmsi-5420	533	8	shown	show	VERB
ajmsi-5420	533	9	high	high	ADJ
ajmsi-5420	533	10	accuracy	accuracy	NOUN
ajmsi-5420	533	11	in	in	ADP
ajmsi-5420	533	12	diagnosing	diagnose	VERB
ajmsi-5420	533	13	various	various	ADJ
ajmsi-5420	533	14	,	,	PUNCT
ajmsi-5420	533	15	enhancing	enhance	VERB
ajmsi-5420	533	16	clinical	clinical	ADJ
ajmsi-5420	533	17	decision	decision	NOUN
ajmsi-5420	533	18	-	-	PUNCT
ajmsi-5420	533	19	making	making	NOUN
ajmsi-5420	533	20	.	.	PUNCT
ajmsi-5420	534	1	conclusion	conclusion	NOUN
ajmsi-5420	534	2	ai	ai	AUX
ajmsi-5420	534	3	have	have	VERB
ajmsi-5420	534	4	a	a	DET
ajmsi-5420	534	5	significant	significant	ADJ
ajmsi-5420	534	6	promise	promise	NOUN
ajmsi-5420	534	7	for	for	ADP
ajmsi-5420	534	8	revolutionizing	revolutionize	VERB
ajmsi-5420	534	9	bacterial	bacterial	ADJ
ajmsi-5420	534	10	infection	infection	NOUN
ajmsi-5420	534	11	diagnosis	diagnosis	NOUN
ajmsi-5420	534	12	and	and	CCONJ
ajmsi-5420	534	13	treatment	treatment	NOUN
ajmsi-5420	534	14	by	by	ADP
ajmsi-5420	534	15	improving	improve	VERB
ajmsi-5420	534	16	efficiency	efficiency	NOUN
ajmsi-5420	534	17	,	,	PUNCT
ajmsi-5420	534	18	accuracy	accuracy	NOUN
ajmsi-5420	534	19	,	,	PUNCT
ajmsi-5420	534	20	and	and	CCONJ
ajmsi-5420	534	21	personalized	personalized	ADJ
ajmsi-5420	534	22	medicine	medicine	NOUN
ajmsi-5420	534	23	approaches	approach	NOUN
ajmsi-5420	534	24	.	.	PUNCT
ajmsi-5420	535	1	however	however	ADV
ajmsi-5420	535	2	,	,	PUNCT
ajmsi-5420	535	3	addressing	address	VERB
ajmsi-5420	535	4	ethical	ethical	ADJ
ajmsi-5420	535	5	concerns	concern	NOUN
ajmsi-5420	535	6	related	relate	VERB
ajmsi-5420	535	7	to	to	ADP
ajmsi-5420	535	8	data	data	NOUN
ajmsi-5420	535	9	privacy	privacy	NOUN
ajmsi-5420	535	10	,	,	PUNCT
ajmsi-5420	535	11	algorithmic	algorithmic	ADJ
ajmsi-5420	535	12	biases	bias	NOUN
ajmsi-5420	535	13	and	and	CCONJ
ajmsi-5420	535	14	healthcare	healthcare	NOUN
ajmsi-5420	535	15	outcomes	outcome	NOUN
ajmsi-5420	535	16	.	.	PUNCT
ajmsi-5420	536	1	with	with	ADP
ajmsi-5420	536	2	the	the	DET
ajmsi-5420	536	3	aid	aid	NOUN
ajmsi-5420	536	4	of	of	ADP
ajmsi-5420	536	5	ai	ai	PROPN
ajmsi-5420	536	6	imaging	imaging	NOUN
ajmsi-5420	536	7	identification	identification	NOUN
ajmsi-5420	536	8	and	and	CCONJ
ajmsi-5420	536	9	diagnosis	diagnosis	NOUN
ajmsi-5420	536	10	of	of	ADP
ajmsi-5420	536	11	bacteria	bacteria	NOUN
ajmsi-5420	536	12	can	can	AUX
ajmsi-5420	536	13	easily	easily	ADV
ajmsi-5420	536	14	notify	notify	VERB
ajmsi-5420	536	15	,	,	PUNCT
ajmsi-5420	536	16	help	help	VERB
ajmsi-5420	536	17	in	in	ADP
ajmsi-5420	536	18	choosing	choose	VERB
ajmsi-5420	536	19	the	the	DET
ajmsi-5420	536	20	appropriate	appropriate	ADJ
ajmsi-5420	536	21	antibiotics	antibiotic	NOUN
ajmsi-5420	536	22	in	in	ADP
ajmsi-5420	536	23	the	the	DET
ajmsi-5420	536	24	bacterial	bacterial	ADJ
ajmsi-5420	536	25	infection	infection	NOUN
ajmsi-5420	536	26	.	.	PUNCT
ajmsi-5420	537	1	utilizing	utilize	VERB
ajmsi-5420	537	2	advanced	advanced	ADJ
ajmsi-5420	537	3	technologies	technology	NOUN
ajmsi-5420	537	4	like	like	ADP
ajmsi-5420	537	5	machine	machine	NOUN
ajmsi-5420	537	6	learning	learning	NOUN
ajmsi-5420	537	7	and	and	CCONJ
ajmsi-5420	537	8	deep	deep	ADJ
ajmsi-5420	537	9	learning	learning	NOUN
ajmsi-5420	537	10	,	,	PUNCT
ajmsi-5420	537	11	ai	ai	VERB
ajmsi-5420	537	12	has	have	AUX
ajmsi-5420	537	13	been	be	AUX
ajmsi-5420	537	14	implemented	implement	VERB
ajmsi-5420	537	15	in	in	ADP
ajmsi-5420	537	16	several	several	ADJ
ajmsi-5420	537	17	critical	critical	ADJ
ajmsi-5420	537	18	domains	domain	NOUN
ajmsi-5420	537	19	,	,	PUNCT
ajmsi-5420	537	20	ranging	range	VERB
ajmsi-5420	537	21	from	from	ADP
ajmsi-5420	537	22	swift	swift	ADJ
ajmsi-5420	537	23	pathogen	pathogen	NOUN
ajmsi-5420	537	24	detection	detection	NOUN
ajmsi-5420	537	25	and	and	CCONJ
ajmsi-5420	537	26	antimicrobial	antimicrobial	ADJ
ajmsi-5420	537	27	susceptibility	susceptibility	NOUN
ajmsi-5420	537	28	assessment	assessment	NOUN
ajmsi-5420	537	29	to	to	ADP
ajmsi-5420	537	30	the	the	DET
ajmsi-5420	537	31	analysis	analysis	NOUN
ajmsi-5420	537	32	of	of	ADP
ajmsi-5420	537	33	intricate	intricate	ADJ
ajmsi-5420	537	34	genomic	genomic	NOUN
ajmsi-5420	537	35	data	datum	NOUN
ajmsi-5420	537	36	and	and	CCONJ
ajmsi-5420	537	37	the	the	DET
ajmsi-5420	537	38	creation	creation	NOUN
ajmsi-5420	537	39	of	of	ADP
ajmsi-5420	537	40	tailored	tailor	VERB
ajmsi-5420	537	41	treatment	treatment	NOUN
ajmsi-5420	537	42	strategies	strategy	NOUN
ajmsi-5420	537	43	.	.	PUNCT
ajmsi-5420	538	1	through	through	ADP
ajmsi-5420	538	2	highly	highly	ADV
ajmsi-5420	538	3	refined	refined	ADJ
ajmsi-5420	538	4	algorithms	algorithm	NOUN
ajmsi-5420	538	5	,	,	PUNCT
ajmsi-5420	538	6	ai	ai	VERB
ajmsi-5420	538	7	technology	technology	NOUN
ajmsi-5420	538	8	not	not	PART
ajmsi-5420	538	9	only	only	ADV
ajmsi-5420	538	10	significantly	significantly	ADV
ajmsi-5420	538	11	enhances	enhance	VERB
ajmsi-5420	538	12	the	the	DET
ajmsi-5420	538	13	speed	speed	NOUN
ajmsi-5420	538	14	and	and	CCONJ
ajmsi-5420	538	15	precision	precision	NOUN
ajmsi-5420	538	16	of	of	ADP
ajmsi-5420	538	17	pathogen	pathogen	NOUN
ajmsi-5420	538	18	identification	identification	NOUN
ajmsi-5420	538	19	but	but	CCONJ
ajmsi-5420	538	20	also	also	ADV
ajmsi-5420	538	21	accurately	accurately	ADV
ajmsi-5420	538	22	forecasts	forecast	VERB
ajmsi-5420	538	23	the	the	DET
ajmsi-5420	538	24	susceptibility	susceptibility	NOUN
ajmsi-5420	538	25	of	of	ADP
ajmsi-5420	538	26	pathogens	pathogen	NOUN
ajmsi-5420	538	27	to	to	ADP
ajmsi-5420	538	28	particular	particular	ADJ
ajmsi-5420	538	29	antibiotics	antibiotic	NOUN
ajmsi-5420	538	30	based	base	VERB
ajmsi-5420	538	31	on	on	ADP
ajmsi-5420	538	32	historical	historical	ADJ
ajmsi-5420	538	33	data	datum	NOUN
ajmsi-5420	538	34	,	,	PUNCT
ajmsi-5420	538	35	thereby	thereby	ADV
ajmsi-5420	538	36	offering	offer	VERB
ajmsi-5420	538	37	robust	robust	ADJ
ajmsi-5420	538	38	scientific	scientific	ADJ
ajmsi-5420	538	39	decision	decision	NOUN
ajmsi-5420	538	40	support	support	NOUN
ajmsi-5420	538	41	for	for	ADP
ajmsi-5420	538	42	healthcare	healthcare	NOUN
ajmsi-5420	538	43	professionals	professional	NOUN
ajmsi-5420	538	44	.	.	PUNCT
ajmsi-5420	539	1	likewise	likewise	ADV
ajmsi-5420	539	2	,	,	PUNCT
ajmsi-5420	539	3	in	in	ADP
ajmsi-5420	539	4	the	the	DET
ajmsi-5420	539	5	realm	realm	NOUN
ajmsi-5420	539	6	of	of	ADP
ajmsi-5420	539	7	epidemiological	epidemiological	ADJ
ajmsi-5420	539	8	surveillance	surveillance	NOUN
ajmsi-5420	539	9	,	,	PUNCT
ajmsi-5420	539	10	ai	ai	AUX
ajmsi-5420	539	11	bolstered	bolster	VERB
ajmsi-5420	539	12	the	the	DET
ajmsi-5420	539	13	capacity	capacity	NOUN
ajmsi-5420	539	14	for	for	ADP
ajmsi-5420	539	15	real	real	ADJ
ajmsi-5420	539	16	-	-	PUNCT
ajmsi-5420	539	17	time	time	NOUN
ajmsi-5420	539	18	monitoring	monitoring	NOUN
ajmsi-5420	539	19	and	and	CCONJ
ajmsi-5420	539	20	early	early	ADJ
ajmsi-5420	539	21	warning	warning	NOUN
ajmsi-5420	539	22	regarding	regard	VERB
ajmsi-5420	539	23	the	the	DET
ajmsi-5420	539	24	spread	spread	NOUN
ajmsi-5420	539	25	of	of	ADP
ajmsi-5420	539	26	bacterial	bacterial	ADJ
ajmsi-5420	539	27	infectious	infectious	ADJ
ajmsi-5420	539	28	diseases	disease	NOUN
ajmsi-5420	539	29	by	by	ADP
ajmsi-5420	539	30	analyzing	analyze	VERB
ajmsi-5420	539	31	and	and	CCONJ
ajmsi-5420	539	32	processing	process	VERB
ajmsi-5420	539	33	vast	vast	ADJ
ajmsi-5420	539	34	amounts	amount	NOUN
ajmsi-5420	539	35	of	of	ADP
ajmsi-5420	539	36	epidemiological	epidemiological	ADJ
ajmsi-5420	539	37	data	datum	NOUN
ajmsi-5420	539	38	,	,	PUNCT
ajmsi-5420	539	39	thus	thus	ADV
ajmsi-5420	539	40	providing	provide	VERB
ajmsi-5420	539	41	a	a	DET
ajmsi-5420	539	42	powerful	powerful	ADJ
ajmsi-5420	539	43	analytical	analytical	ADJ
ajmsi-5420	539	44	tool	tool	NOUN
ajmsi-5420	539	45	and	and	CCONJ
ajmsi-5420	539	46	foundation	foundation	NOUN
ajmsi-5420	539	47	for	for	ADP
ajmsi-5420	539	48	public	public	ADJ
ajmsi-5420	539	49	health	health	NOUN
ajmsi-5420	539	50	decision	decision	NOUN
ajmsi-5420	539	51	-	-	PUNCT
ajmsi-5420	539	52	making	making	NOUN
ajmsi-5420	539	53	.	.	PUNCT
ajmsi-5420	540	1	with	with	ADP
ajmsi-5420	540	2	the	the	DET
ajmsi-5420	540	3	assistance	assistance	NOUN
ajmsi-5420	540	4	of	of	ADP
ajmsi-5420	540	5	ai	ai	NOUN
ajmsi-5420	540	6	,	,	PUNCT
ajmsi-5420	540	7	healthcare	healthcare	NOUN
ajmsi-5420	540	8	professionals	professional	NOUN
ajmsi-5420	540	9	will	will	AUX
ajmsi-5420	540	10	be	be	AUX
ajmsi-5420	540	11	more	more	ADV
ajmsi-5420	540	12	adept	adept	ADJ
ajmsi-5420	540	13	at	at	ADP
ajmsi-5420	540	14	tackling	tackle	VERB
ajmsi-5420	540	15	the	the	DET
ajmsi-5420	540	16	challenges	challenge	NOUN
ajmsi-5420	540	17	presented	present	VERB
ajmsi-5420	540	18	by	by	ADP
ajmsi-5420	540	19	bacterial	bacterial	ADJ
ajmsi-5420	540	20	infections	infection	NOUN
ajmsi-5420	540	21	,	,	PUNCT
ajmsi-5420	540	22	further	far	ADV
ajmsi-5420	540	23	propelling	propel	VERB
ajmsi-5420	540	24	medical	medical	ADJ
ajmsi-5420	540	25	practice	practice	NOUN
ajmsi-5420	540	26	towards	towards	ADP
ajmsi-5420	540	27	enhanced	enhanced	ADJ
ajmsi-5420	540	28	precision	precision	NOUN
ajmsi-5420	540	29	,	,	PUNCT
ajmsi-5420	540	30	efficiency	efficiency	NOUN
ajmsi-5420	540	31	,	,	PUNCT
ajmsi-5420	540	32	and	and	CCONJ
ajmsi-5420	540	33	personalization	personalization	NOUN
ajmsi-5420	540	34	,	,	PUNCT
ajmsi-5420	540	35	ultimately	ultimately	ADV
ajmsi-5420	540	36	striving	strive	VERB
ajmsi-5420	540	37	to	to	PART
ajmsi-5420	540	38	provide	provide	VERB
ajmsi-5420	540	39	the	the	DET
ajmsi-5420	540	40	highest	high	ADJ
ajmsi-5420	540	41	quality	quality	NOUN
ajmsi-5420	540	42	of	of	ADP
ajmsi-5420	540	43	care	care	NOUN
ajmsi-5420	540	44	and	and	CCONJ
ajmsi-5420	540	45	treatment	treatment	NOUN
ajmsi-5420	540	46	for	for	ADP
ajmsi-5420	540	47	patients	patient	NOUN
ajmsi-5420	540	48	.	.	PUNCT
ajmsi-5420	541	1	references	reference	NOUN
ajmsi-5420	541	2	abbasi	abbasi	PROPN
ajmsi-5420	541	3	,	,	PUNCT
ajmsi-5420	541	4	b.	b.	PROPN
ajmsi-5420	541	5	a.	a.	PROPN
ajmsi-5420	541	6	,	,	PUNCT
ajmsi-5420	541	7	saraf	saraf	PROPN
ajmsi-5420	541	8	,	,	PUNCT
ajmsi-5420	541	9	d.	d.	PROPN
ajmsi-5420	541	10	,	,	PUNCT
ajmsi-5420	541	11	sharma	sharma	PROPN
ajmsi-5420	541	12	,	,	PUNCT
ajmsi-5420	541	13	t.	t.	PROPN
ajmsi-5420	541	14	,	,	PUNCT
ajmsi-5420	541	15	sinha	sinha	PROPN
ajmsi-5420	541	16	,	,	PUNCT
ajmsi-5420	541	17	r.	r.	PROPN
ajmsi-5420	541	18	,	,	PUNCT
ajmsi-5420	541	19	singh	singh	PROPN
ajmsi-5420	541	20	,	,	PUNCT
ajmsi-5420	541	21	s.	s.	PROPN
ajmsi-5420	541	22	,	,	PUNCT
ajmsi-5420	541	23	sood	sood	PROPN
ajmsi-5420	541	24	,	,	PUNCT
ajmsi-5420	541	25	s.	s.	PROPN
ajmsi-5420	541	26	,	,	PUNCT
ajmsi-5420	541	27	et	et	PROPN
ajmsi-5420	541	28	al	al	PROPN
ajmsi-5420	541	29	.	.	PROPN
ajmsi-5420	541	30	(	(	PUNCT
ajmsi-5420	541	31	2022	2022	NUM
ajmsi-5420	541	32	)	)	PUNCT
ajmsi-5420	541	33	.	.	PUNCT
ajmsi-5420	542	1	identification	identification	NOUN
ajmsi-5420	542	2	of	of	ADP
ajmsi-5420	542	3	vaccine	vaccine	NOUN
ajmsi-5420	542	4	targets	target	NOUN
ajmsi-5420	542	5	&	&	CCONJ
ajmsi-5420	542	6	design	design	NOUN
ajmsi-5420	542	7	of	of	ADP
ajmsi-5420	542	8	vaccine	vaccine	NOUN
ajmsi-5420	542	9	against	against	ADP
ajmsi-5420	542	10	sars	sar	NOUN
ajmsi-5420	542	11	-	-	PUNCT
ajmsi-5420	542	12	cov-2	cov-2	NOUN
ajmsi-5420	542	13	coronavirus	coronavirus	NOUN
ajmsi-5420	542	14	using	use	VERB
ajmsi-5420	542	15	computational	computational	ADJ
ajmsi-5420	542	16	and	and	CCONJ
ajmsi-5420	542	17	deep	deep	ADJ
ajmsi-5420	542	18	learningbased	learningbased	ADJ
ajmsi-5420	542	19	approaches	approach	NOUN
ajmsi-5420	542	20	.	.	PUNCT
ajmsi-5420	543	1	peerj	peerj	PROPN
ajmsi-5420	543	2	,	,	PUNCT
ajmsi-5420	543	3	10	10	NUM
ajmsi-5420	543	4	,	,	PUNCT
ajmsi-5420	543	5	e13380	e13380	NOUN
ajmsi-5420	543	6	.	.	PUNCT
ajmsi-5420	544	1	https://doi	https://doi	X
ajmsi-5420	544	2	.	.	PUNCT
ajmsi-5420	544	3	org/10.7717	org/10.7717	PROPN
ajmsi-5420	544	4	/	/	SYM
ajmsi-5420	544	5	peerj.13380	peerj.13380	PROPN
ajmsi-5420	544	6	abu	abu	PROPN
ajmsi-5420	544	7	-	-	PUNCT
ajmsi-5420	544	8	aqil	aqil	PROPN
ajmsi-5420	544	9	,	,	PUNCT
ajmsi-5420	544	10	g.	g.	PROPN
ajmsi-5420	544	11	,	,	PUNCT
ajmsi-5420	544	12	lapidot	lapidot	PROPN
ajmsi-5420	544	13	,	,	PUNCT
ajmsi-5420	544	14	i.	i.	PROPN
ajmsi-5420	544	15	,	,	PUNCT
ajmsi-5420	544	16	salman	salman	PROPN
ajmsi-5420	544	17	,	,	PUNCT
ajmsi-5420	544	18	a.	a.	PROPN
ajmsi-5420	544	19	,	,	PUNCT
ajmsi-5420	544	20	&	&	CCONJ
ajmsi-5420	544	21	huleihel	huleihel	PROPN
ajmsi-5420	544	22	,	,	PUNCT
ajmsi-5420	544	23	m.	m.	NOUN
ajmsi-5420	544	24	(	(	PUNCT
ajmsi-5420	544	25	2023	2023	NUM
ajmsi-5420	544	26	)	)	PUNCT
ajmsi-5420	544	27	.	.	PUNCT
ajmsi-5420	545	1	quick	quick	ADJ
ajmsi-5420	545	2	detection	detection	NOUN
ajmsi-5420	545	3	of	of	ADP
ajmsi-5420	545	4	proteus	proteus	NOUN
ajmsi-5420	545	5	and	and	CCONJ
ajmsi-5420	545	6	pseudomonas	pseudomona	NOUN
ajmsi-5420	545	7	in	in	ADP
ajmsi-5420	545	8	patients	patient	NOUN
ajmsi-5420	545	9	’	'	PUNCT
ajmsi-5420	545	10	urine	urine	NOUN
ajmsi-5420	545	11	and	and	CCONJ
ajmsi-5420	545	12	assessing	assess	VERB
ajmsi-5420	545	13	their	their	PRON
ajmsi-5420	545	14	antibiotic	antibiotic	ADJ
ajmsi-5420	545	15	pa	pa	PROPN
ajmsi-5420	545	16	ge	ge	PROPN
ajmsi-5420	545	17	70	70	NUM
ajmsi-5420	545	18	https://journals.e-palli.com/home/index.php/ajmsi	https://journals.e-palli.com/home/index.php/ajmsi	PROPN
ajmsi-5420	545	19	am	be	AUX
ajmsi-5420	545	20	.	.	PUNCT
ajmsi-5420	546	1	j.	j.	PROPN
ajmsi-5420	546	2	med	med	PROPN
ajmsi-5420	546	3	.	.	PUNCT
ajmsi-5420	547	1	sci	sci	PROPN
ajmsi-5420	547	2	.	.	PUNCT
ajmsi-5420	547	3	innov	innov	PROPN
ajmsi-5420	547	4	.	.	PUNCT
ajmsi-5420	548	1	4(2	4(2	NUM
ajmsi-5420	548	2	)	)	PUNCT
ajmsi-5420	549	1	53	53	NUM
ajmsi-5420	549	2	-	-	SYM
ajmsi-5420	549	3	72	72	NUM
ajmsi-5420	549	4	,	,	PUNCT
ajmsi-5420	549	5	2025	2025	NUM
ajmsi-5420	549	6	susceptibility	susceptibility	NOUN
ajmsi-5420	549	7	using	use	VERB
ajmsi-5420	549	8	infrared	infrared	ADJ
ajmsi-5420	549	9	spectroscopy	spectroscopy	NOUN
ajmsi-5420	549	10	and	and	CCONJ
ajmsi-5420	549	11	machine	machine	NOUN
ajmsi-5420	549	12	learning	learning	NOUN
ajmsi-5420	549	13	.	.	PUNCT
ajmsi-5420	550	1	sensors	sensor	NOUN
ajmsi-5420	550	2	,	,	PUNCT
ajmsi-5420	550	3	23(8132	23(8132	NUM
ajmsi-5420	550	4	)	)	PUNCT
ajmsi-5420	550	5	.	.	PUNCT
ajmsi-5420	551	1	https://doi	https://doi	X
ajmsi-5420	551	2	.	.	PUNCT
ajmsi-5420	551	3	org/10.3390	org/10.3390	PROPN
ajmsi-5420	551	4	/	/	SYM
ajmsi-5420	551	5	s23198132	s23198132	PROPN
ajmsi-5420	551	6	adams	adams	PROPN
ajmsi-5420	551	7	,	,	PUNCT
ajmsi-5420	551	8	c.	c.	PROPN
ajmsi-5420	551	9	,	,	PUNCT
ajmsi-5420	551	10	beller	beller	PROPN
ajmsi-5420	551	11	,	,	PUNCT
ajmsi-5420	551	12	e.	e.	PROPN
ajmsi-5420	551	13	,	,	PUNCT
ajmsi-5420	551	14	clark	clark	PROPN
ajmsi-5420	551	15	,	,	PUNCT
ajmsi-5420	551	16	j.	j.	PROPN
ajmsi-5420	551	17	,	,	PUNCT
ajmsi-5420	551	18	&	&	CCONJ
ajmsi-5420	551	19	tsafnat	tsafnat	PROPN
ajmsi-5420	551	20	,	,	PUNCT
ajmsi-5420	551	21	g.	g.	PROPN
ajmsi-5420	551	22	(	(	PUNCT
ajmsi-5420	551	23	n.d	n.d	PROPN
ajmsi-5420	551	24	.	.	PROPN
ajmsi-5420	551	25	)	)	PUNCT
ajmsi-5420	551	26	.	.	PUNCT
ajmsi-5420	552	1	making	make	VERB
ajmsi-5420	552	2	progress	progress	NOUN
ajmsi-5420	552	3	with	with	ADP
ajmsi-5420	552	4	the	the	DET
ajmsi-5420	552	5	automation	automation	NOUN
ajmsi-5420	552	6	of	of	ADP
ajmsi-5420	552	7	systematic	systematic	ADJ
ajmsi-5420	552	8	reviews	review	NOUN
ajmsi-5420	552	9	:	:	PUNCT
ajmsi-5420	552	10	principles	principle	NOUN
ajmsi-5420	552	11	of	of	ADP
ajmsi-5420	552	12	the	the	DET
ajmsi-5420	552	13	international	international	ADJ
ajmsi-5420	552	14	collaboration	collaboration	NOUN
ajmsi-5420	552	15	for	for	ADP
ajmsi-5420	552	16	the	the	DET
ajmsi-5420	552	17	automation	automation	NOUN
ajmsi-5420	552	18	of	of	ADP
ajmsi-5420	552	19	systematic	systematic	ADJ
ajmsi-5420	552	20	reviews	review	NOUN
ajmsi-5420	552	21	(	(	PUNCT
ajmsi-5420	552	22	icasr	icasr	PROPN
ajmsi-5420	552	23	)	)	PUNCT
ajmsi-5420	552	24	.	.	PUNCT
ajmsi-5420	553	1	aggarwal	aggarwal	PROPN
ajmsi-5420	553	2	,	,	PUNCT
ajmsi-5420	553	3	s.	s.	PROPN
ajmsi-5420	553	4	,	,	PUNCT
ajmsi-5420	553	5	dhall	dhall	NOUN
ajmsi-5420	553	6	,	,	PUNCT
ajmsi-5420	553	7	a.	a.	NOUN
ajmsi-5420	553	8	,	,	PUNCT
ajmsi-5420	553	9	patiyal	patiyal	NOUN
ajmsi-5420	553	10	,	,	PUNCT
ajmsi-5420	553	11	s.	s.	PROPN
ajmsi-5420	553	12	,	,	PUNCT
ajmsi-5420	553	13	choudhury	choudhury	PROPN
ajmsi-5420	553	14	,	,	PUNCT
ajmsi-5420	553	15	s.	s.	PROPN
ajmsi-5420	553	16	,	,	PUNCT
ajmsi-5420	553	17	arora	arora	PROPN
ajmsi-5420	553	18	,	,	PUNCT
ajmsi-5420	553	19	a.	a.	PROPN
ajmsi-5420	553	20	,	,	PUNCT
ajmsi-5420	553	21	&	&	CCONJ
ajmsi-5420	553	22	raghava	raghava	PROPN
ajmsi-5420	553	23	,	,	PUNCT
ajmsi-5420	553	24	g.	g.	PROPN
ajmsi-5420	553	25	p.	p.	PROPN
ajmsi-5420	553	26	s.	s.	PROPN
ajmsi-5420	553	27	(	(	PUNCT
ajmsi-5420	553	28	2023	2023	NUM
ajmsi-5420	553	29	)	)	PUNCT
ajmsi-5420	553	30	.	.	PUNCT
ajmsi-5420	554	1	an	an	DET
ajmsi-5420	554	2	ensemble	ensemble	ADJ
ajmsi-5420	554	3	method	method	NOUN
ajmsi-5420	554	4	for	for	ADP
ajmsi-5420	554	5	prediction	prediction	NOUN
ajmsi-5420	554	6	of	of	ADP
ajmsi-5420	554	7	phage	phage	NOUN
ajmsi-5420	554	8	-	-	PUNCT
ajmsi-5420	554	9	based	base	VERB
ajmsi-5420	554	10	therapy	therapy	NOUN
ajmsi-5420	554	11	against	against	ADP
ajmsi-5420	554	12	bacterial	bacterial	ADJ
ajmsi-5420	554	13	infections	infection	NOUN
ajmsi-5420	554	14	.	.	PUNCT
ajmsi-5420	555	1	frontiers	frontier	NOUN
ajmsi-5420	555	2	in	in	ADP
ajmsi-5420	555	3	microbiology	microbiology	NOUN
ajmsi-5420	555	4	,	,	PUNCT
ajmsi-5420	555	5	14	14	NUM
ajmsi-5420	555	6	,	,	PUNCT
ajmsi-5420	555	7	1148579	1148579	NUM
ajmsi-5420	555	8	.	.	PUNCT
ajmsi-5420	556	1	https://doi.org/10.3389/fmicb.2023.1148579	https://doi.org/10.3389/fmicb.2023.1148579	PROPN
ajmsi-5420	556	2	alami	alami	PROPN
ajmsi-5420	556	3	,	,	PUNCT
ajmsi-5420	556	4	h.	h.	PROPN
ajmsi-5420	556	5	,	,	PUNCT
ajmsi-5420	556	6	lehoux	lehoux	ADJ
ajmsi-5420	556	7	,	,	PUNCT
ajmsi-5420	556	8	p.	p.	NOUN
ajmsi-5420	556	9	,	,	PUNCT
ajmsi-5420	556	10	denis	denis	PROPN
ajmsi-5420	556	11	,	,	PUNCT
ajmsi-5420	556	12	j.-l	j.-l	PROPN
ajmsi-5420	556	13	.	.	PUNCT
ajmsi-5420	556	14	,	,	PUNCT
ajmsi-5420	556	15	motulsky	motulsky	PROPN
ajmsi-5420	556	16	,	,	PUNCT
ajmsi-5420	556	17	a.	a.	NOUN
ajmsi-5420	556	18	,	,	PUNCT
ajmsi-5420	556	19	petitgand	petitgand	PROPN
ajmsi-5420	556	20	,	,	PUNCT
ajmsi-5420	556	21	c.	c.	PROPN
ajmsi-5420	556	22	,	,	PUNCT
ajmsi-5420	556	23	&	&	CCONJ
ajmsi-5420	556	24	savoldelli	savoldelli	PROPN
ajmsi-5420	556	25	,	,	PUNCT
ajmsi-5420	556	26	m.	m.	NOUN
ajmsi-5420	556	27	(	(	PUNCT
ajmsi-5420	556	28	2020	2020	NUM
ajmsi-5420	556	29	)	)	PUNCT
ajmsi-5420	556	30	.	.	PUNCT
ajmsi-5420	557	1	organizational	organizational	ADJ
ajmsi-5420	557	2	readiness	readiness	NOUN
ajmsi-5420	557	3	for	for	ADP
ajmsi-5420	557	4	artificial	artificial	ADJ
ajmsi-5420	557	5	intelligence	intelligence	NOUN
ajmsi-5420	557	6	in	in	ADP
ajmsi-5420	557	7	health	health	NOUN
ajmsi-5420	557	8	care	care	NOUN
ajmsi-5420	557	9	:	:	PUNCT
ajmsi-5420	557	10	insights	insight	NOUN
ajmsi-5420	557	11	for	for	ADP
ajmsi-5420	557	12	decision	decision	NOUN
ajmsi-5420	557	13	-	-	PUNCT
ajmsi-5420	557	14	making	making	NOUN
ajmsi-5420	557	15	and	and	CCONJ
ajmsi-5420	557	16	practice	practice	NOUN
ajmsi-5420	557	17	.	.	PUNCT
ajmsi-5420	558	1	journal	journal	PROPN
ajmsi-5420	558	2	of	of	ADP
ajmsi-5420	558	3	health	health	PROPN
ajmsi-5420	558	4	organization	organization	NOUN
ajmsi-5420	558	5	and	and	CCONJ
ajmsi-5420	558	6	management	management	NOUN
ajmsi-5420	558	7	,	,	PUNCT
ajmsi-5420	558	8	35	35	NUM
ajmsi-5420	558	9	,	,	PUNCT
ajmsi-5420	558	10	106–114	106–114	NUM
ajmsi-5420	558	11	.	.	PUNCT
ajmsi-5420	559	1	https://doi.org/10.1108/jhom-03-2020-0074	https://doi.org/10.1108/jhom-03-2020-0074	PROPN
ajmsi-5420	559	2	aljaaf	aljaaf	PROPN
ajmsi-5420	559	3	,	,	PUNCT
ajmsi-5420	559	4	a.	a.	PROPN
ajmsi-5420	559	5	j.	j.	PROPN
ajmsi-5420	559	6	,	,	PUNCT
ajmsi-5420	559	7	al	al	PROPN
ajmsi-5420	559	8	-	-	PUNCT
ajmsi-5420	559	9	jumeily	jumeily	PROPN
ajmsi-5420	559	10	,	,	PUNCT
ajmsi-5420	559	11	d.	d.	PROPN
ajmsi-5420	559	12	,	,	PUNCT
ajmsi-5420	559	13	hussain	hussain	PROPN
ajmsi-5420	559	14	,	,	PUNCT
ajmsi-5420	559	15	a.	a.	PROPN
ajmsi-5420	559	16	j.	j.	PROPN
ajmsi-5420	559	17	,	,	PUNCT
ajmsi-5420	559	18	fergus	fergus	PROPN
ajmsi-5420	559	19	,	,	PUNCT
ajmsi-5420	559	20	p.	p.	PROPN
ajmsi-5420	559	21	,	,	PUNCT
ajmsi-5420	559	22	aljumaily	aljumaily	ADV
ajmsi-5420	559	23	,	,	PUNCT
ajmsi-5420	559	24	m.	m.	NOUN
ajmsi-5420	559	25	,	,	PUNCT
ajmsi-5420	559	26	&	&	CCONJ
ajmsi-5420	559	27	abdel	abdel	PROPN
ajmsi-5420	559	28	-	-	PUNCT
ajmsi-5420	559	29	aziz	aziz	PROPN
ajmsi-5420	559	30	,	,	PUNCT
ajmsi-5420	559	31	k.	k.	PROPN
ajmsi-5420	559	32	(	(	PUNCT
ajmsi-5420	559	33	n.d	n.d	PROPN
ajmsi-5420	559	34	.	.	PROPN
ajmsi-5420	559	35	)	)	PUNCT
ajmsi-5420	559	36	.	.	PUNCT
ajmsi-5420	560	1	toward	toward	ADP
ajmsi-5420	560	2	an	an	DET
ajmsi-5420	560	3	optimal	optimal	ADJ
ajmsi-5420	560	4	use	use	NOUN
ajmsi-5420	560	5	of	of	ADP
ajmsi-5420	560	6	artificial	artificial	ADJ
ajmsi-5420	560	7	intelligence	intelligence	NOUN
ajmsi-5420	560	8	techniques	technique	NOUN
ajmsi-5420	560	9	within	within	ADP
ajmsi-5420	560	10	a	a	DET
ajmsi-5420	560	11	clinical	clinical	ADJ
ajmsi-5420	560	12	decision	decision	NOUN
ajmsi-5420	560	13	support	support	NOUN
ajmsi-5420	560	14	system	system	NOUN
ajmsi-5420	560	15	.	.	PUNCT
ajmsi-5420	561	1	american	american	ADJ
ajmsi-5420	561	2	society	society	PROPN
ajmsi-5420	561	3	for	for	ADP
ajmsi-5420	561	4	microbiology	microbiology	NOUN
ajmsi-5420	561	5	.	.	PUNCT
ajmsi-5420	562	1	(	(	PUNCT
ajmsi-5420	562	2	2016	2016	NUM
ajmsi-5420	562	3	)	)	PUNCT
ajmsi-5420	562	4	.	.	PUNCT
ajmsi-5420	563	1	biochemical	biochemical	ADJ
ajmsi-5420	563	2	tests	test	NOUN
ajmsi-5420	563	3	for	for	ADP
ajmsi-5420	563	4	the	the	DET
ajmsi-5420	563	5	identification	identification	NOUN
ajmsi-5420	563	6	of	of	ADP
ajmsi-5420	563	7	aerobic	aerobic	ADJ
ajmsi-5420	563	8	bacteria	bacteria	NOUN
ajmsi-5420	563	9	.	.	PUNCT
ajmsi-5420	564	1	in	in	ADP
ajmsi-5420	564	2	clinical	clinical	ADJ
ajmsi-5420	564	3	microbiology	microbiology	NOUN
ajmsi-5420	564	4	procedures	procedure	NOUN
ajmsi-5420	564	5	handbook	handbook	NOUN
ajmsi-5420	564	6	(	(	PUNCT
ajmsi-5420	564	7	vol	vol	NOUN
ajmsi-5420	564	8	.	.	PUNCT
ajmsi-5420	564	9	3.17.1.1–3.17.48.3	3.17.1.1–3.17.48.3	NUM
ajmsi-5420	564	10	)	)	PUNCT
ajmsi-5420	564	11	.	.	PUNCT
ajmsi-5420	565	1	https://doi.org/10.1128/9781555818814.ch3.17.1	https://doi.org/10.1128/9781555818814.ch3.17.1	PROPN
ajmsi-5420	565	2	andrews	andrews	PROPN
ajmsi-5420	565	3	,	,	PUNCT
ajmsi-5420	565	4	d.	d.	PROPN
ajmsi-5420	565	5	,	,	PUNCT
ajmsi-5420	565	6	chetty	chetty	PROPN
ajmsi-5420	565	7	,	,	PUNCT
ajmsi-5420	565	8	y.	y.	PROPN
ajmsi-5420	565	9	,	,	PUNCT
ajmsi-5420	565	10	cooper	cooper	PROPN
ajmsi-5420	565	11	,	,	PUNCT
ajmsi-5420	565	12	b.	b.	PROPN
ajmsi-5420	565	13	s.	s.	PROPN
ajmsi-5420	565	14	,	,	PUNCT
ajmsi-5420	565	15	virk	virk	PROPN
ajmsi-5420	565	16	,	,	PUNCT
ajmsi-5420	565	17	m.	m.	NOUN
ajmsi-5420	565	18	,	,	PUNCT
ajmsi-5420	565	19	glass	glass	NOUN
ajmsi-5420	565	20	,	,	PUNCT
ajmsi-5420	565	21	s.	s.	PROPN
ajmsi-5420	565	22	k.	k.	PROPN
ajmsi-5420	565	23	,	,	PUNCT
ajmsi-5420	565	24	letters	letter	NOUN
ajmsi-5420	565	25	,	,	PUNCT
ajmsi-5420	565	26	a.	a.	PROPN
ajmsi-5420	565	27	,	,	PUNCT
ajmsi-5420	565	28	kelly	kelly	PROPN
ajmsi-5420	565	29	,	,	PUNCT
ajmsi-5420	565	30	p.	p.	NOUN
ajmsi-5420	565	31	a.	a.	PROPN
ajmsi-5420	565	32	,	,	PUNCT
ajmsi-5420	565	33	sudhanva	sudhanva	NOUN
ajmsi-5420	565	34	,	,	PUNCT
ajmsi-5420	565	35	m.	m.	NOUN
ajmsi-5420	565	36	,	,	PUNCT
ajmsi-5420	565	37	&	&	CCONJ
ajmsi-5420	565	38	jeyaratnam	jeyaratnam	PROPN
ajmsi-5420	565	39	,	,	PUNCT
ajmsi-5420	565	40	d.	d.	PROPN
ajmsi-5420	565	41	(	(	PUNCT
ajmsi-5420	565	42	2017	2017	NUM
ajmsi-5420	565	43	)	)	PUNCT
ajmsi-5420	565	44	.	.	PUNCT
ajmsi-5420	566	1	multiplex	multiplex	PROPN
ajmsi-5420	566	2	pcr	pcr	PROPN
ajmsi-5420	566	3	point	point	NOUN
ajmsi-5420	566	4	of	of	ADP
ajmsi-5420	566	5	care	care	NOUN
ajmsi-5420	566	6	testing	testing	NOUN
ajmsi-5420	566	7	versus	versus	ADP
ajmsi-5420	566	8	routine	routine	ADJ
ajmsi-5420	566	9	,	,	PUNCT
ajmsi-5420	566	10	laboratory	laboratory	NOUN
ajmsi-5420	566	11	-	-	PUNCT
ajmsi-5420	566	12	based	base	VERB
ajmsi-5420	566	13	testing	testing	NOUN
ajmsi-5420	566	14	in	in	ADP
ajmsi-5420	566	15	the	the	DET
ajmsi-5420	566	16	treatment	treatment	NOUN
ajmsi-5420	566	17	of	of	ADP
ajmsi-5420	566	18	adults	adult	NOUN
ajmsi-5420	566	19	with	with	ADP
ajmsi-5420	566	20	respiratory	respiratory	ADJ
ajmsi-5420	566	21	tract	tract	NOUN
ajmsi-5420	566	22	infections	infection	NOUN
ajmsi-5420	566	23	:	:	PUNCT
ajmsi-5420	566	24	a	a	DET
ajmsi-5420	566	25	quasi	quasi	ADJ
ajmsi-5420	566	26	-	-	ADJ
ajmsi-5420	566	27	randomised	randomised	ADJ
ajmsi-5420	566	28	study	study	NOUN
ajmsi-5420	566	29	assessing	assess	VERB
ajmsi-5420	566	30	impact	impact	NOUN
ajmsi-5420	566	31	on	on	ADP
ajmsi-5420	566	32	length	length	NOUN
ajmsi-5420	566	33	of	of	ADP
ajmsi-5420	566	34	stay	stay	NOUN
ajmsi-5420	566	35	and	and	CCONJ
ajmsi-5420	566	36	antimicrobial	antimicrobial	ADJ
ajmsi-5420	566	37	use	use	NOUN
ajmsi-5420	566	38	.	.	PUNCT
ajmsi-5420	567	1	bmc	bmc	ADJ
ajmsi-5420	567	2	infectious	infectious	ADJ
ajmsi-5420	567	3	diseases	disease	NOUN
ajmsi-5420	567	4	,	,	PUNCT
ajmsi-5420	567	5	17	17	NUM
ajmsi-5420	567	6	,	,	PUNCT
ajmsi-5420	567	7	671	671	NUM
ajmsi-5420	567	8	.	.	PUNCT
ajmsi-5420	568	1	https://doi.org/10.1186/s12879-017-2784-z	https://doi.org/10.1186/s12879-017-2784-z	NOUN
ajmsi-5420	568	2	avni	avni	PROPN
ajmsi-5420	568	3	,	,	PUNCT
ajmsi-5420	568	4	t.	t.	PROPN
ajmsi-5420	568	5	,	,	PUNCT
ajmsi-5420	568	6	bieber	bieber	PROPN
ajmsi-5420	568	7	,	,	PUNCT
ajmsi-5420	568	8	a.	a.	NOUN
ajmsi-5420	568	9	,	,	PUNCT
ajmsi-5420	568	10	green	green	ADJ
ajmsi-5420	568	11	,	,	PUNCT
ajmsi-5420	568	12	h.	h.	PROPN
ajmsi-5420	568	13	,	,	PUNCT
ajmsi-5420	568	14	steinmetz	steinmetz	PROPN
ajmsi-5420	568	15	,	,	PUNCT
ajmsi-5420	568	16	t.	t.	PROPN
ajmsi-5420	568	17	,	,	PUNCT
ajmsi-5420	568	18	leibovici	leibovici	PROPN
ajmsi-5420	568	19	,	,	PUNCT
ajmsi-5420	568	20	l.	l.	PROPN
ajmsi-5420	568	21	,	,	PUNCT
ajmsi-5420	568	22	&	&	CCONJ
ajmsi-5420	568	23	paul	paul	PROPN
ajmsi-5420	568	24	,	,	PUNCT
ajmsi-5420	568	25	m.	m.	NOUN
ajmsi-5420	568	26	(	(	PUNCT
ajmsi-5420	568	27	2016	2016	NUM
ajmsi-5420	568	28	)	)	PUNCT
ajmsi-5420	568	29	.	.	PUNCT
ajmsi-5420	569	1	diagnostic	diagnostic	ADJ
ajmsi-5420	569	2	accuracy	accuracy	NOUN
ajmsi-5420	569	3	of	of	ADP
ajmsi-5420	569	4	pcr	pcr	NOUN
ajmsi-5420	569	5	alone	alone	ADV
ajmsi-5420	569	6	and	and	CCONJ
ajmsi-5420	569	7	compared	compare	VERB
ajmsi-5420	569	8	to	to	ADP
ajmsi-5420	569	9	urinary	urinary	ADJ
ajmsi-5420	569	10	antigen	antigen	ADJ
ajmsi-5420	569	11	testing	testing	NOUN
ajmsi-5420	569	12	for	for	ADP
ajmsi-5420	569	13	detection	detection	NOUN
ajmsi-5420	569	14	of	of	ADP
ajmsi-5420	569	15	legionella	legionella	NOUN
ajmsi-5420	569	16	spp	spp	NOUN
ajmsi-5420	569	17	.	.	PUNCT
ajmsi-5420	569	18	:	:	PUNCT
ajmsi-5420	570	1	a	a	DET
ajmsi-5420	570	2	systematic	systematic	ADJ
ajmsi-5420	570	3	review	review	NOUN
ajmsi-5420	570	4	.	.	PUNCT
ajmsi-5420	571	1	journal	journal	NOUN
ajmsi-5420	571	2	of	of	ADP
ajmsi-5420	571	3	clinical	clinical	ADJ
ajmsi-5420	571	4	microbiology	microbiology	NOUN
ajmsi-5420	571	5	,	,	PUNCT
ajmsi-5420	571	6	54(2	54(2	NUM
ajmsi-5420	571	7	)	)	PUNCT
ajmsi-5420	571	8	,	,	PUNCT
ajmsi-5420	571	9	401–411	401–411	NUM
ajmsi-5420	571	10	.	.	PUNCT
ajmsi-5420	572	1	https://	https://	PROPN
ajmsi-5420	572	2	doi.org/10.1128/jcm.02675-15	doi.org/10.1128/jcm.02675-15	PART
ajmsi-5420	572	3	baggett	baggett	NOUN
ajmsi-5420	572	4	,	,	PUNCT
ajmsi-5420	572	5	h.	h.	PROPN
ajmsi-5420	572	6	c.	c.	PROPN
ajmsi-5420	572	7	,	,	PUNCT
ajmsi-5420	572	8	rhodes	rhodes	PROPN
ajmsi-5420	572	9	,	,	PUNCT
ajmsi-5420	572	10	j.	j.	PROPN
ajmsi-5420	572	11	,	,	PUNCT
ajmsi-5420	572	12	dejsirilert	dejsirilert	PROPN
ajmsi-5420	572	13	,	,	PUNCT
ajmsi-5420	572	14	s.	s.	PROPN
ajmsi-5420	572	15	,	,	PUNCT
ajmsi-5420	572	16	salika	salika	NOUN
ajmsi-5420	572	17	,	,	PUNCT
ajmsi-5420	572	18	p.	p.	NOUN
ajmsi-5420	572	19	,	,	PUNCT
ajmsi-5420	572	20	wansom	wansom	NOUN
ajmsi-5420	572	21	,	,	PUNCT
ajmsi-5420	572	22	t.	t.	PROPN
ajmsi-5420	572	23	,	,	PUNCT
ajmsi-5420	572	24	jorakate	jorakate	NOUN
ajmsi-5420	572	25	,	,	PUNCT
ajmsi-5420	572	26	p.	p.	PROPN
ajmsi-5420	572	27	,	,	PUNCT
ajmsi-5420	572	28	kaewpan	kaewpan	PROPN
ajmsi-5420	572	29	,	,	PUNCT
ajmsi-5420	572	30	a.	a.	PROPN
ajmsi-5420	572	31	,	,	PUNCT
ajmsi-5420	572	32	olsen	olsen	PROPN
ajmsi-5420	572	33	,	,	PUNCT
ajmsi-5420	572	34	s.	s.	PROPN
ajmsi-5420	572	35	j.	j.	PROPN
ajmsi-5420	572	36	,	,	PUNCT
ajmsi-5420	572	37	maloney	maloney	PROPN
ajmsi-5420	572	38	,	,	PUNCT
ajmsi-5420	572	39	s.	s.	PROPN
ajmsi-5420	572	40	a.	a.	PROPN
ajmsi-5420	572	41	,	,	PUNCT
ajmsi-5420	572	42	&	&	CCONJ
ajmsi-5420	572	43	peruski	peruski	PROPN
ajmsi-5420	572	44	,	,	PUNCT
ajmsi-5420	572	45	l.	l.	PROPN
ajmsi-5420	572	46	f.	f.	PROPN
ajmsi-5420	572	47	(	(	PUNCT
ajmsi-5420	572	48	2012	2012	NUM
ajmsi-5420	572	49	)	)	PUNCT
ajmsi-5420	572	50	.	.	PUNCT
ajmsi-5420	573	1	pneumococcal	pneumococcal	ADJ
ajmsi-5420	573	2	antigen	antigen	ADJ
ajmsi-5420	573	3	testing	testing	NOUN
ajmsi-5420	573	4	of	of	ADP
ajmsi-5420	573	5	blood	blood	NOUN
ajmsi-5420	573	6	culture	culture	NOUN
ajmsi-5420	573	7	broth	broth	NOUN
ajmsi-5420	573	8	to	to	PART
ajmsi-5420	573	9	enhance	enhance	VERB
ajmsi-5420	573	10	the	the	DET
ajmsi-5420	573	11	detection	detection	NOUN
ajmsi-5420	573	12	of	of	ADP
ajmsi-5420	573	13	streptococcus	streptococcus	NOUN
ajmsi-5420	573	14	pneumoniae	pneumoniae	ADJ
ajmsi-5420	573	15	bacteremia	bacteremia	NOUN
ajmsi-5420	573	16	.	.	PUNCT
ajmsi-5420	574	1	european	european	ADJ
ajmsi-5420	574	2	journal	journal	PROPN
ajmsi-5420	574	3	of	of	ADP
ajmsi-5420	574	4	clinical	clinical	ADJ
ajmsi-5420	574	5	microbiology	microbiology	NOUN
ajmsi-5420	574	6	&	&	CCONJ
ajmsi-5420	574	7	infectious	infectious	ADJ
ajmsi-5420	574	8	diseases	disease	NOUN
ajmsi-5420	574	9	,	,	PUNCT
ajmsi-5420	574	10	31(5	31(5	NUM
ajmsi-5420	574	11	)	)	PUNCT
ajmsi-5420	574	12	,	,	PUNCT
ajmsi-5420	574	13	753–756	753–756	NUM
ajmsi-5420	574	14	.	.	PUNCT
ajmsi-5420	575	1	https://doi.org/10.1007/	https://doi.org/10.1007/	PROPN
ajmsi-5420	575	2	s10096	s10096	PROPN
ajmsi-5420	575	3	-	-	PUNCT
ajmsi-5420	575	4	011	011	NUM
ajmsi-5420	575	5	-	-	PUNCT
ajmsi-5420	575	6	1370	1370	NUM
ajmsi-5420	575	7	-	-	SYM
ajmsi-5420	575	8	3	3	NUM
ajmsi-5420	575	9	baker	baker	NOUN
ajmsi-5420	575	10	,	,	PUNCT
ajmsi-5420	575	11	j.	j.	PROPN
ajmsi-5420	575	12	,	,	PUNCT
ajmsi-5420	575	13	timm	timm	PROPN
ajmsi-5420	575	14	,	,	PUNCT
ajmsi-5420	575	15	k.	k.	PROPN
ajmsi-5420	575	16	,	,	PUNCT
ajmsi-5420	575	17	faron	faron	PROPN
ajmsi-5420	575	18	,	,	PUNCT
ajmsi-5420	575	19	m.	m.	NOUN
ajmsi-5420	575	20	,	,	PUNCT
ajmsi-5420	575	21	ledeboer	ledeboer	NOUN
ajmsi-5420	575	22	,	,	PUNCT
ajmsi-5420	575	23	n.	n.	NOUN
ajmsi-5420	575	24	,	,	PUNCT
ajmsi-5420	575	25	&	&	CCONJ
ajmsi-5420	575	26	culbreath	culbreath	PROPN
ajmsi-5420	575	27	,	,	PUNCT
ajmsi-5420	575	28	k.	k.	PROPN
ajmsi-5420	575	29	(	(	PUNCT
ajmsi-5420	575	30	2020	2020	NUM
ajmsi-5420	575	31	)	)	PUNCT
ajmsi-5420	575	32	.	.	PUNCT
ajmsi-5420	576	1	digital	digital	ADJ
ajmsi-5420	576	2	image	image	NOUN
ajmsi-5420	576	3	analysis	analysis	NOUN
ajmsi-5420	576	4	for	for	ADP
ajmsi-5420	576	5	the	the	DET
ajmsi-5420	576	6	detection	detection	NOUN
ajmsi-5420	576	7	of	of	ADP
ajmsi-5420	576	8	group	group	NOUN
ajmsi-5420	576	9	b	b	PROPN
ajmsi-5420	576	10	streptococcus	streptococcus	NOUN
ajmsi-5420	576	11	from	from	ADP
ajmsi-5420	576	12	chromid	chromid	PROPN
ajmsi-5420	576	13	strepto	strepto	PROPN
ajmsi-5420	576	14	b	b	PROPN
ajmsi-5420	576	15	medium	medium	ADJ
ajmsi-5420	576	16	using	use	VERB
ajmsi-5420	576	17	phenomatrix	phenomatrix	NOUN
ajmsi-5420	576	18	algorithms	algorithm	NOUN
ajmsi-5420	576	19	.	.	PUNCT
ajmsi-5420	577	1	journal	journal	NOUN
ajmsi-5420	577	2	of	of	ADP
ajmsi-5420	577	3	clinical	clinical	ADJ
ajmsi-5420	577	4	microbiology	microbiology	NOUN
ajmsi-5420	577	5	,	,	PUNCT
ajmsi-5420	577	6	59	59	NUM
ajmsi-5420	577	7	,	,	PUNCT
ajmsi-5420	577	8	e01902	e01902	PROPN
ajmsi-5420	577	9	-	-	PUNCT
ajmsi-5420	577	10	19	19	NUM
ajmsi-5420	577	11	.	.	PUNCT
ajmsi-5420	578	1	https://	https://	PROPN
ajmsi-5420	578	2	doi.org/10.1128/jcm.01902-19	doi.org/10.1128/jcm.01902-19	PROPN
ajmsi-5420	578	3	bean	bean	NOUN
ajmsi-5420	578	4	,	,	PUNCT
ajmsi-5420	578	5	h.	h.	PROPN
ajmsi-5420	578	6	d.	d.	PROPN
ajmsi-5420	578	7	(	(	PUNCT
ajmsi-5420	578	8	2012	2012	NUM
ajmsi-5420	578	9	)	)	PUNCT
ajmsi-5420	578	10	.	.	PUNCT
ajmsi-5420	579	1	bacterial	bacterial	ADJ
ajmsi-5420	579	2	volatile	volatile	ADJ
ajmsi-5420	579	3	discovery	discovery	NOUN
ajmsi-5420	579	4	using	use	VERB
ajmsi-5420	579	5	solid	solid	ADJ
ajmsi-5420	579	6	-	-	PUNCT
ajmsi-5420	579	7	phase	phase	NOUN
ajmsi-5420	579	8	microextraction	microextraction	NOUN
ajmsi-5420	579	9	and	and	CCONJ
ajmsi-5420	579	10	comprehensive	comprehensive	ADJ
ajmsi-5420	579	11	twodimensional	twodimensional	ADJ
ajmsi-5420	579	12	gas	gas	NOUN
ajmsi-5420	579	13	chromatography	chromatography	NOUN
ajmsi-5420	579	14	–	–	PUNCT
ajmsi-5420	579	15	time	time	NOUN
ajmsi-5420	579	16	-	-	PUNCT
ajmsi-5420	579	17	of	of	ADP
ajmsi-5420	579	18	-	-	PUNCT
ajmsi-5420	579	19	flight	flight	NOUN
ajmsi-5420	579	20	mass	mass	NOUN
ajmsi-5420	579	21	spectrometry	spectrometry	NOUN
ajmsi-5420	579	22	.	.	PUNCT
ajmsi-5420	580	1	journal	journal	PROPN
ajmsi-5420	580	2	of	of	ADP
ajmsi-5420	580	3	chromatography	chromatography	NOUN
ajmsi-5420	580	4	b	b	PROPN
ajmsi-5420	580	5	:	:	PUNCT
ajmsi-5420	580	6	analytical	analytical	ADJ
ajmsi-5420	580	7	technologies	technology	NOUN
ajmsi-5420	580	8	in	in	ADP
ajmsi-5420	580	9	the	the	DET
ajmsi-5420	580	10	biomedical	biomedical	ADJ
ajmsi-5420	580	11	and	and	CCONJ
ajmsi-5420	580	12	life	life	NOUN
ajmsi-5420	580	13	sciences	science	NOUN
ajmsi-5420	580	14	.	.	PUNCT
ajmsi-5420	581	1	https://	https://	PROPN
ajmsi-5420	581	2	doi.org/10.1016/j.jchromb.2012.03.021	doi.org/10.1016/j.jchromb.2012.03.021	PROPN
ajmsi-5420	581	3	berke	berke	PROPN
ajmsi-5420	581	4	,	,	PUNCT
ajmsi-5420	581	5	a.	a.	PROPN
ajmsi-5420	581	6	,	,	PUNCT
ajmsi-5420	581	7	&	&	CCONJ
ajmsi-5420	581	8	tilton	tilton	PROPN
ajmsi-5420	581	9	,	,	PUNCT
ajmsi-5420	581	10	r.	r.	PROPN
ajmsi-5420	581	11	c.	c.	PROPN
ajmsi-5420	581	12	(	(	PUNCT
ajmsi-5420	581	13	1986	1986	NUM
ajmsi-5420	581	14	)	)	PUNCT
ajmsi-5420	581	15	.	.	PUNCT
ajmsi-5420	582	1	evaluation	evaluation	NOUN
ajmsi-5420	582	2	of	of	ADP
ajmsi-5420	582	3	rapid	rapid	ADJ
ajmsi-5420	582	4	coagulase	coagulase	NOUN
ajmsi-5420	582	5	methods	method	NOUN
ajmsi-5420	582	6	for	for	ADP
ajmsi-5420	582	7	the	the	DET
ajmsi-5420	582	8	identification	identification	NOUN
ajmsi-5420	582	9	of	of	ADP
ajmsi-5420	582	10	staphylococcus	staphylococcus	NOUN
ajmsi-5420	582	11	aureus	aureus	NOUN
ajmsi-5420	582	12	.	.	PUNCT
ajmsi-5420	583	1	journal	journal	PROPN
ajmsi-5420	583	2	of	of	ADP
ajmsi-5420	583	3	clinical	clinical	ADJ
ajmsi-5420	583	4	microbiology	microbiology	NOUN
ajmsi-5420	583	5	,	,	PUNCT
ajmsi-5420	583	6	23	23	NUM
ajmsi-5420	583	7	,	,	PUNCT
ajmsi-5420	583	8	916–919	916–919	NUM
ajmsi-5420	583	9	.	.	PUNCT
ajmsi-5420	584	1	bilgin	bilgin	NOUN
ajmsi-5420	584	2	,	,	PUNCT
ajmsi-5420	584	3	g.	g.	PROPN
ajmsi-5420	584	4	b.	b.	PROPN
ajmsi-5420	584	5	,	,	PUNCT
ajmsi-5420	584	6	bilgin	bilgin	NOUN
ajmsi-5420	584	7	,	,	PUNCT
ajmsi-5420	584	8	c.	c.	PROPN
ajmsi-5420	584	9	,	,	PUNCT
ajmsi-5420	584	10	burkett	burkett	PROPN
ajmsi-5420	584	11	,	,	PUNCT
ajmsi-5420	584	12	b.	b.	PROPN
ajmsi-5420	584	13	j.	j.	PROPN
ajmsi-5420	584	14	,	,	PUNCT
ajmsi-5420	584	15	orme	orme	PROPN
ajmsi-5420	584	16	,	,	PUNCT
ajmsi-5420	584	17	j.	j.	PROPN
ajmsi-5420	584	18	j.	j.	PROPN
ajmsi-5420	584	19	,	,	PUNCT
ajmsi-5420	584	20	childs	childs	PROPN
ajmsi-5420	584	21	,	,	PUNCT
ajmsi-5420	584	22	d.	d.	PROPN
ajmsi-5420	584	23	s.	s.	PROPN
ajmsi-5420	584	24	,	,	PUNCT
ajmsi-5420	584	25	&	&	CCONJ
ajmsi-5420	584	26	thorpe	thorpe	PROPN
ajmsi-5420	584	27	,	,	PUNCT
ajmsi-5420	584	28	m.	m.	NOUN
ajmsi-5420	584	29	p.	p.	PROPN
ajmsi-5420	584	30	(	(	PUNCT
ajmsi-5420	584	31	2024	2024	NUM
ajmsi-5420	584	32	)	)	PUNCT
ajmsi-5420	584	33	.	.	PUNCT
ajmsi-5420	585	1	theranostics	theranostic	NOUN
ajmsi-5420	585	2	and	and	CCONJ
ajmsi-5420	585	3	artificial	artificial	ADJ
ajmsi-5420	585	4	intelligence	intelligence	NOUN
ajmsi-5420	585	5	:	:	PUNCT
ajmsi-5420	585	6	new	new	ADJ
ajmsi-5420	585	7	frontiers	frontier	NOUN
ajmsi-5420	585	8	in	in	ADP
ajmsi-5420	585	9	personalized	personalized	ADJ
ajmsi-5420	585	10	medicine	medicine	NOUN
ajmsi-5420	585	11	.	.	PUNCT
ajmsi-5420	586	1	theranostics	theranostic	NOUN
ajmsi-5420	586	2	,	,	PUNCT
ajmsi-5420	586	3	14	14	NUM
ajmsi-5420	586	4	,	,	PUNCT
ajmsi-5420	586	5	2367–2378	2367–2378	NUM
ajmsi-5420	586	6	.	.	PUNCT
ajmsi-5420	587	1	https://doi.org/10.7150/	https://doi.org/10.7150/	PROPN
ajmsi-5420	587	2	thno.94788	thno.94788	PROPN
ajmsi-5420	587	3	burkovski	burkovski	NOUN
ajmsi-5420	587	4	,	,	PUNCT
ajmsi-5420	587	5	a.	a.	NOUN
ajmsi-5420	587	6	(	(	PUNCT
ajmsi-5420	587	7	2022	2022	NUM
ajmsi-5420	587	8	)	)	PUNCT
ajmsi-5420	587	9	.	.	PUNCT
ajmsi-5420	588	1	host	host	NOUN
ajmsi-5420	588	2	–	–	PUNCT
ajmsi-5420	588	3	pathogen	pathogen	NOUN
ajmsi-5420	588	4	interaction	interaction	NOUN
ajmsi-5420	588	5	3.0	3.0	NUM
ajmsi-5420	588	6	.	.	PUNCT
ajmsi-5420	589	1	international	international	ADJ
ajmsi-5420	589	2	journal	journal	NOUN
ajmsi-5420	589	3	of	of	ADP
ajmsi-5420	589	4	molecular	molecular	ADJ
ajmsi-5420	589	5	sciences	science	NOUN
ajmsi-5420	589	6	,	,	PUNCT
ajmsi-5420	589	7	23	23	NUM
ajmsi-5420	589	8	,	,	PUNCT
ajmsi-5420	589	9	12811	12811	NUM
ajmsi-5420	589	10	.	.	PUNCT
ajmsi-5420	590	1	https://doi.org/10.3390/ijms232112811	https://doi.org/10.3390/ijms232112811	NOUN
ajmsi-5420	590	2	cath	cath	NOUN
ajmsi-5420	590	3	,	,	PUNCT
ajmsi-5420	590	4	c.	c.	NOUN
ajmsi-5420	590	5	(	(	PUNCT
ajmsi-5420	590	6	2018	2018	NUM
ajmsi-5420	590	7	)	)	PUNCT
ajmsi-5420	590	8	.	.	PUNCT
ajmsi-5420	591	1	governing	govern	VERB
ajmsi-5420	591	2	artificial	artificial	ADJ
ajmsi-5420	591	3	intelligence	intelligence	NOUN
ajmsi-5420	591	4	:	:	PUNCT
ajmsi-5420	591	5	ethical	ethical	ADJ
ajmsi-5420	591	6	,	,	PUNCT
ajmsi-5420	591	7	legal	legal	ADJ
ajmsi-5420	591	8	and	and	CCONJ
ajmsi-5420	591	9	technical	technical	ADJ
ajmsi-5420	591	10	opportunities	opportunity	NOUN
ajmsi-5420	591	11	and	and	CCONJ
ajmsi-5420	591	12	challenges	challenge	NOUN
ajmsi-5420	591	13	.	.	PUNCT
ajmsi-5420	592	1	philosophical	philosophical	ADJ
ajmsi-5420	592	2	transactions	transaction	NOUN
ajmsi-5420	592	3	of	of	ADP
ajmsi-5420	592	4	the	the	DET
ajmsi-5420	592	5	royal	royal	ADJ
ajmsi-5420	592	6	society	society	NOUN
ajmsi-5420	592	7	a	a	DET
ajmsi-5420	592	8	:	:	PUNCT
ajmsi-5420	592	9	mathematical	mathematical	ADJ
ajmsi-5420	592	10	,	,	PUNCT
ajmsi-5420	592	11	physical	physical	ADJ
ajmsi-5420	592	12	and	and	CCONJ
ajmsi-5420	592	13	engineering	engineering	NOUN
ajmsi-5420	592	14	sciences	science	NOUN
ajmsi-5420	592	15	,	,	PUNCT
ajmsi-5420	592	16	376(2133	376(2133	NUM
ajmsi-5420	592	17	)	)	PUNCT
ajmsi-5420	592	18	,	,	PUNCT
ajmsi-5420	592	19	20180080	20180080	NUM
ajmsi-5420	592	20	.	.	PUNCT
ajmsi-5420	593	1	https://doi.org/10.1098/rsta.2018.0080	https://doi.org/10.1098/rsta.2018.0080	NOUN
ajmsi-5420	593	2	centers	center	NOUN
ajmsi-5420	593	3	for	for	ADP
ajmsi-5420	593	4	disease	disease	NOUN
ajmsi-5420	593	5	control	control	NOUN
ajmsi-5420	593	6	and	and	CCONJ
ajmsi-5420	593	7	prevention	prevention	NOUN
ajmsi-5420	593	8	.	.	PUNCT
ajmsi-5420	594	1	(	(	PUNCT
ajmsi-5420	594	2	2022	2022	NUM
ajmsi-5420	594	3	)	)	PUNCT
ajmsi-5420	594	4	.	.	PUNCT
ajmsi-5420	595	1	covid-19	covid-19	PROPN
ajmsi-5420	595	2	:	:	PUNCT
ajmsi-5420	595	3	u.s	u.s	PROPN
ajmsi-5420	595	4	.	.	PROPN
ajmsi-5420	595	5	impact	impact	NOUN
ajmsi-5420	595	6	on	on	ADP
ajmsi-5420	595	7	antimicrobial	antimicrobial	ADJ
ajmsi-5420	595	8	resistance	resistance	NOUN
ajmsi-5420	595	9	,	,	PUNCT
ajmsi-5420	595	10	special	special	ADJ
ajmsi-5420	595	11	report	report	NOUN
ajmsi-5420	595	12	2022	2022	NUM
ajmsi-5420	595	13	.	.	PUNCT
ajmsi-5420	596	1	https://doi.org/10.15620/cdc:117915	https://doi.org/10.15620/cdc:117915	PROPN
ajmsi-5420	596	2	cheng	cheng	PROPN
ajmsi-5420	596	3	,	,	PUNCT
ajmsi-5420	596	4	j.	j.	PROPN
ajmsi-5420	596	5	,	,	PUNCT
ajmsi-5420	596	6	&	&	CCONJ
ajmsi-5420	596	7	druzdzel	druzdzel	PROPN
ajmsi-5420	596	8	,	,	PUNCT
ajmsi-5420	596	9	m.	m.	NOUN
ajmsi-5420	596	10	j.	j.	PROPN
ajmsi-5420	596	11	(	(	PUNCT
ajmsi-5420	596	12	2000	2000	NUM
ajmsi-5420	596	13	)	)	PUNCT
ajmsi-5420	596	14	.	.	PUNCT
ajmsi-5420	597	1	ais	ais	PROPN
ajmsi-5420	597	2	-	-	PROPN
ajmsi-5420	597	3	bn	bn	NOUN
ajmsi-5420	597	4	:	:	PUNCT
ajmsi-5420	597	5	an	an	DET
ajmsi-5420	597	6	adaptive	adaptive	ADJ
ajmsi-5420	597	7	importance	importance	NOUN
ajmsi-5420	597	8	sampling	sample	VERB
ajmsi-5420	597	9	algorithm	algorithm	NOUN
ajmsi-5420	597	10	for	for	ADP
ajmsi-5420	597	11	evidential	evidential	ADJ
ajmsi-5420	597	12	reasoning	reasoning	NOUN
ajmsi-5420	597	13	in	in	ADP
ajmsi-5420	597	14	large	large	ADJ
ajmsi-5420	597	15	bayesian	bayesian	NOUN
ajmsi-5420	597	16	networks	network	NOUN
ajmsi-5420	597	17	.	.	PUNCT
ajmsi-5420	598	1	journal	journal	NOUN
ajmsi-5420	598	2	of	of	ADP
ajmsi-5420	598	3	artificial	artificial	ADJ
ajmsi-5420	598	4	intelligence	intelligence	NOUN
ajmsi-5420	598	5	research	research	NOUN
ajmsi-5420	598	6	,	,	PUNCT
ajmsi-5420	598	7	13	13	NUM
ajmsi-5420	598	8	,	,	PUNCT
ajmsi-5420	598	9	155–188	155–188	NUM
ajmsi-5420	598	10	.	.	PUNCT
ajmsi-5420	599	1	https://doi	https://doi	NOUN
ajmsi-5420	599	2	.	.	PUNCT
ajmsi-5420	600	1	org/10.1613	org/10.1613	PROPN
ajmsi-5420	600	2	/	/	SYM
ajmsi-5420	600	3	jair.650	jair.650	PROPN
ajmsi-5420	600	4	cherkaoui	cherkaoui	PROPN
ajmsi-5420	600	5	,	,	PUNCT
ajmsi-5420	600	6	a.	a.	PROPN
ajmsi-5420	600	7	,	,	PUNCT
ajmsi-5420	600	8	renzi	renzi	PROPN
ajmsi-5420	600	9	,	,	PUNCT
ajmsi-5420	600	10	g.	g.	PROPN
ajmsi-5420	600	11	,	,	PUNCT
ajmsi-5420	600	12	charretier	charretier	NOUN
ajmsi-5420	600	13	,	,	PUNCT
ajmsi-5420	600	14	y.	y.	PROPN
ajmsi-5420	600	15	,	,	PUNCT
ajmsi-5420	600	16	blanc	blanc	PROPN
ajmsi-5420	600	17	,	,	PUNCT
ajmsi-5420	600	18	d.	d.	PROPN
ajmsi-5420	600	19	s.	s.	PROPN
ajmsi-5420	600	20	,	,	PUNCT
ajmsi-5420	600	21	vuilleumier	vuilleumier	PROPN
ajmsi-5420	600	22	,	,	PUNCT
ajmsi-5420	600	23	n.	n.	NOUN
ajmsi-5420	600	24	,	,	PUNCT
ajmsi-5420	600	25	&	&	CCONJ
ajmsi-5420	600	26	schrenzel	schrenzel	PROPN
ajmsi-5420	600	27	,	,	PUNCT
ajmsi-5420	600	28	j.	j.	PROPN
ajmsi-5420	600	29	(	(	PUNCT
ajmsi-5420	600	30	2019	2019	NUM
ajmsi-5420	600	31	)	)	PUNCT
ajmsi-5420	600	32	.	.	PUNCT
ajmsi-5420	601	1	automated	automate	VERB
ajmsi-5420	601	2	incubation	incubation	NOUN
ajmsi-5420	601	3	and	and	CCONJ
ajmsi-5420	601	4	digital	digital	ADJ
ajmsi-5420	601	5	image	image	NOUN
ajmsi-5420	601	6	analysis	analysis	NOUN
ajmsi-5420	601	7	of	of	ADP
ajmsi-5420	601	8	chromogenic	chromogenic	ADJ
ajmsi-5420	601	9	media	medium	NOUN
ajmsi-5420	601	10	using	use	VERB
ajmsi-5420	601	11	copan	copan	NOUN
ajmsi-5420	601	12	wasplab	wasplab	NOUN
ajmsi-5420	601	13	enables	enable	VERB
ajmsi-5420	601	14	rapid	rapid	ADJ
ajmsi-5420	601	15	detection	detection	NOUN
ajmsi-5420	601	16	of	of	ADP
ajmsi-5420	601	17	vancomycin	vancomycin	NOUN
ajmsi-5420	601	18	-	-	PUNCT
ajmsi-5420	601	19	resistant	resistant	ADJ
ajmsi-5420	601	20	enterococcus	enterococcus	NOUN
ajmsi-5420	601	21	.	.	PUNCT
ajmsi-5420	602	1	frontiers	frontier	NOUN
ajmsi-5420	602	2	in	in	ADP
ajmsi-5420	602	3	cellular	cellular	ADJ
ajmsi-5420	602	4	and	and	CCONJ
ajmsi-5420	602	5	infection	infection	NOUN
ajmsi-5420	602	6	microbiology	microbiology	NOUN
ajmsi-5420	602	7	,	,	PUNCT
ajmsi-5420	602	8	9	9	NUM
ajmsi-5420	602	9	,	,	PUNCT
ajmsi-5420	602	10	379	379	NUM
ajmsi-5420	602	11	.	.	PUNCT
ajmsi-5420	603	1	https://doi	https://doi	PROPN
ajmsi-5420	603	2	.	.	PUNCT
ajmsi-5420	603	3	org/10.3389	org/10.3389	PROPN
ajmsi-5420	603	4	/	/	SYM
ajmsi-5420	603	5	fcimb.2019.00379	fcimb.2019.00379	PROPN
ajmsi-5420	603	6	cisek	cisek	NOUN
ajmsi-5420	603	7	,	,	PUNCT
ajmsi-5420	603	8	a.	a.	NOUN
ajmsi-5420	603	9	a.	a.	PROPN
ajmsi-5420	603	10	,	,	PUNCT
ajmsi-5420	603	11	dąbrowska	dąbrowska	NOUN
ajmsi-5420	603	12	,	,	PUNCT
ajmsi-5420	603	13	i.	i.	NOUN
ajmsi-5420	603	14	,	,	PUNCT
ajmsi-5420	603	15	gregorczyk	gregorczyk	PROPN
ajmsi-5420	603	16	,	,	PUNCT
ajmsi-5420	603	17	k.	k.	PROPN
ajmsi-5420	603	18	p.	p.	PROPN
ajmsi-5420	603	19	,	,	PUNCT
ajmsi-5420	603	20	&	&	CCONJ
ajmsi-5420	603	21	wyżewski	wyżewski	PROPN
ajmsi-5420	603	22	,	,	PUNCT
ajmsi-5420	603	23	z.	z.	PROPN
ajmsi-5420	603	24	(	(	PUNCT
ajmsi-5420	603	25	2017	2017	NUM
ajmsi-5420	603	26	)	)	PUNCT
ajmsi-5420	603	27	.	.	PUNCT
ajmsi-5420	604	1	phage	phage	NOUN
ajmsi-5420	604	2	therapy	therapy	NOUN
ajmsi-5420	604	3	in	in	ADP
ajmsi-5420	604	4	bacterial	bacterial	ADJ
ajmsi-5420	604	5	infections	infection	NOUN
ajmsi-5420	604	6	treatment	treatment	NOUN
ajmsi-5420	604	7	:	:	PUNCT
ajmsi-5420	604	8	one	one	NUM
ajmsi-5420	604	9	hundred	hundred	NUM
ajmsi-5420	604	10	years	year	NOUN
ajmsi-5420	604	11	after	after	ADP
ajmsi-5420	604	12	the	the	DET
ajmsi-5420	604	13	discovery	discovery	NOUN
ajmsi-5420	604	14	of	of	ADP
ajmsi-5420	604	15	bacteriophages	bacteriophage	NOUN
ajmsi-5420	604	16	.	.	PUNCT
ajmsi-5420	605	1	current	current	ADJ
ajmsi-5420	605	2	microbiology	microbiology	NOUN
ajmsi-5420	605	3	,	,	PUNCT
ajmsi-5420	605	4	74(3	74(3	NUM
ajmsi-5420	605	5	)	)	PUNCT
ajmsi-5420	605	6	,	,	PUNCT
ajmsi-5420	605	7	277–283	277–283	NUM
ajmsi-5420	605	8	.	.	PUNCT
ajmsi-5420	606	1	https://doi.org/10.1007/s00284-016-1166-x	https://doi.org/10.1007/s00284-016-1166-x	PROPN
ajmsi-5420	606	2	couturier	couturier	PROPN
ajmsi-5420	606	3	,	,	PUNCT
ajmsi-5420	606	4	m.	m.	PROPN
ajmsi-5420	606	5	r.	r.	PROPN
ajmsi-5420	606	6	,	,	PUNCT
ajmsi-5420	606	7	graf	graf	PROPN
ajmsi-5420	606	8	,	,	PUNCT
ajmsi-5420	606	9	e.	e.	PROPN
ajmsi-5420	606	10	h.	h.	PROPN
ajmsi-5420	606	11	,	,	PUNCT
ajmsi-5420	606	12	&	&	CCONJ
ajmsi-5420	606	13	griffin	griffin	PROPN
ajmsi-5420	606	14	,	,	PUNCT
ajmsi-5420	606	15	a.	a.	NOUN
ajmsi-5420	606	16	t.	t.	PROPN
ajmsi-5420	606	17	(	(	PUNCT
ajmsi-5420	606	18	2014	2014	NUM
ajmsi-5420	606	19	)	)	PUNCT
ajmsi-5420	606	20	.	.	PUNCT
ajmsi-5420	607	1	urine	urine	NOUN
ajmsi-5420	607	2	antigen	antigen	ADJ
ajmsi-5420	607	3	tests	test	NOUN
ajmsi-5420	607	4	for	for	ADP
ajmsi-5420	607	5	the	the	DET
ajmsi-5420	607	6	diagnosis	diagnosis	NOUN
ajmsi-5420	607	7	of	of	ADP
ajmsi-5420	607	8	respiratory	respiratory	ADJ
ajmsi-5420	607	9	infections	infection	NOUN
ajmsi-5420	607	10	:	:	PUNCT
ajmsi-5420	607	11	legionellosis	legionellosis	NOUN
ajmsi-5420	607	12	,	,	PUNCT
ajmsi-5420	607	13	histoplasmosis	histoplasmosis	NOUN
ajmsi-5420	607	14	,	,	PUNCT
ajmsi-5420	607	15	pneumococcal	pneumococcal	ADJ
ajmsi-5420	607	16	pneumonia	pneumonia	NOUN
ajmsi-5420	607	17	.	.	PUNCT
ajmsi-5420	608	1	clinical	clinical	ADJ
ajmsi-5420	608	2	laboratory	laboratory	NOUN
ajmsi-5420	608	3	medicine	medicine	NOUN
ajmsi-5420	608	4	,	,	PUNCT
ajmsi-5420	608	5	34(2	34(2	NUM
ajmsi-5420	608	6	)	)	PUNCT
ajmsi-5420	608	7	,	,	PUNCT
ajmsi-5420	608	8	219–236	219–236	NUM
ajmsi-5420	608	9	.	.	PUNCT
ajmsi-5420	609	1	https://doi.org/10.1016/j	https://doi.org/10.1016/j	NOUN
ajmsi-5420	609	2	.	.	PUNCT
ajmsi-5420	610	1	cll.2014.02.002	cll.2014.02.002	PROPN
ajmsi-5420	610	2	d’haen	d’haen	PROPN
ajmsi-5420	610	3	,	,	PUNCT
ajmsi-5420	610	4	j.	j.	PROPN
ajmsi-5420	610	5	(	(	PUNCT
ajmsi-5420	610	6	n.d	n.d	PROPN
ajmsi-5420	610	7	.	.	PROPN
ajmsi-5420	610	8	)	)	PUNCT
ajmsi-5420	610	9	.	.	PUNCT
ajmsi-5420	611	1	integrating	integrate	VERB
ajmsi-5420	611	2	expert	expert	ADJ
ajmsi-5420	611	3	knowledge	knowledge	NOUN
ajmsi-5420	611	4	and	and	CCONJ
ajmsi-5420	611	5	multilingual	multilingual	ADJ
ajmsi-5420	611	6	web	web	NOUN
ajmsi-5420	611	7	crawling	crawling	NOUN
ajmsi-5420	611	8	data	datum	NOUN
ajmsi-5420	611	9	in	in	ADP
ajmsi-5420	611	10	a	a	DET
ajmsi-5420	611	11	lead	lead	ADJ
ajmsi-5420	611	12	qualification	qualification	NOUN
ajmsi-5420	611	13	system	system	NOUN
ajmsi-5420	611	14	.	.	PUNCT
ajmsi-5420	612	1	deelder	deelder	NOUN
ajmsi-5420	612	2	,	,	PUNCT
ajmsi-5420	612	3	w.	w.	PROPN
ajmsi-5420	612	4	,	,	PUNCT
ajmsi-5420	612	5	napier	napier	PROPN
ajmsi-5420	612	6	,	,	PUNCT
ajmsi-5420	612	7	g.	g.	PROPN
ajmsi-5420	612	8	,	,	PUNCT
ajmsi-5420	612	9	campino	campino	PROPN
ajmsi-5420	612	10	,	,	PUNCT
ajmsi-5420	612	11	s.	s.	PROPN
ajmsi-5420	612	12	,	,	PUNCT
ajmsi-5420	612	13	palla	palla	PROPN
ajmsi-5420	612	14	,	,	PUNCT
ajmsi-5420	612	15	l.	l.	PROPN
ajmsi-5420	612	16	,	,	PUNCT
ajmsi-5420	612	17	phelan	phelan	PROPN
ajmsi-5420	612	18	,	,	PUNCT
ajmsi-5420	612	19	j.	j.	PROPN
ajmsi-5420	612	20	,	,	PUNCT
ajmsi-5420	612	21	&	&	CCONJ
ajmsi-5420	612	22	clark	clark	PROPN
ajmsi-5420	612	23	,	,	PUNCT
ajmsi-5420	612	24	t.	t.	PROPN
ajmsi-5420	612	25	g.	g.	PROPN
ajmsi-5420	612	26	(	(	PUNCT
ajmsi-5420	612	27	2022	2022	NUM
ajmsi-5420	612	28	)	)	PUNCT
ajmsi-5420	612	29	.	.	PUNCT
ajmsi-5420	613	1	a	a	DET
ajmsi-5420	613	2	modified	modify	VERB
ajmsi-5420	613	3	decision	decision	NOUN
ajmsi-5420	613	4	tree	tree	NOUN
ajmsi-5420	613	5	approach	approach	NOUN
ajmsi-5420	613	6	to	to	PART
ajmsi-5420	613	7	improve	improve	VERB
ajmsi-5420	613	8	the	the	DET
ajmsi-5420	613	9	prediction	prediction	NOUN
ajmsi-5420	613	10	and	and	CCONJ
ajmsi-5420	613	11	mutation	mutation	NOUN
ajmsi-5420	613	12	discovery	discovery	NOUN
ajmsi-5420	613	13	for	for	ADP
ajmsi-5420	613	14	drug	drug	NOUN
ajmsi-5420	613	15	resistance	resistance	NOUN
ajmsi-5420	613	16	in	in	ADP
ajmsi-5420	613	17	mycobacterium	mycobacterium	NOUN
ajmsi-5420	613	18	tuberculosis	tuberculosis	NOUN
ajmsi-5420	613	19	.	.	PUNCT
ajmsi-5420	614	1	bmc	bmc	ADJ
ajmsi-5420	614	2	genomics	genomic	NOUN
ajmsi-5420	614	3	,	,	PUNCT
ajmsi-5420	614	4	23	23	NUM
ajmsi-5420	614	5	,	,	PUNCT
ajmsi-5420	614	6	46	46	NUM
ajmsi-5420	614	7	.	.	PUNCT
ajmsi-5420	615	1	https://doi	https://doi	X
ajmsi-5420	615	2	.	.	PUNCT
ajmsi-5420	615	3	org/10.1186	org/10.1186	PROPN
ajmsi-5420	615	4	/	/	SYM
ajmsi-5420	615	5	s12864	s12864	NOUN
ajmsi-5420	615	6	-	-	PUNCT
ajmsi-5420	615	7	022	022	PROPN
ajmsi-5420	615	8	-	-	PUNCT
ajmsi-5420	615	9	08291	08291	NUM
ajmsi-5420	615	10	-	-	PUNCT
ajmsi-5420	615	11	4	4	NUM
ajmsi-5420	615	12	deusenbery	deusenbery	NOUN
ajmsi-5420	615	13	,	,	PUNCT
ajmsi-5420	615	14	c.	c.	PROPN
ajmsi-5420	615	15	,	,	PUNCT
ajmsi-5420	615	16	wang	wang	PROPN
ajmsi-5420	615	17	,	,	PUNCT
ajmsi-5420	615	18	y.	y.	PROPN
ajmsi-5420	615	19	,	,	PUNCT
ajmsi-5420	615	20	&	&	CCONJ
ajmsi-5420	615	21	shukla	shukla	PROPN
ajmsi-5420	615	22	,	,	PUNCT
ajmsi-5420	615	23	a.	a.	NOUN
ajmsi-5420	615	24	(	(	PUNCT
ajmsi-5420	615	25	2021	2021	NUM
ajmsi-5420	615	26	)	)	PUNCT
ajmsi-5420	615	27	.	.	PUNCT
ajmsi-5420	616	1	recent	recent	ADJ
ajmsi-5420	616	2	innovations	innovation	NOUN
ajmsi-5420	616	3	in	in	ADP
ajmsi-5420	616	4	bacterial	bacterial	ADJ
ajmsi-5420	616	5	infection	infection	NOUN
ajmsi-5420	616	6	detection	detection	NOUN
ajmsi-5420	616	7	and	and	CCONJ
ajmsi-5420	616	8	treatment	treatment	NOUN
ajmsi-5420	616	9	.	.	PUNCT
ajmsi-5420	617	1	acs	acs	PROPN
ajmsi-5420	617	2	infectious	infectious	ADJ
ajmsi-5420	617	3	diseases	disease	NOUN
ajmsi-5420	617	4	,	,	PUNCT
ajmsi-5420	617	5	7(3	7(3	NUM
ajmsi-5420	617	6	)	)	PUNCT
ajmsi-5420	617	7	,	,	PUNCT
ajmsi-5420	617	8	695–720	695–720	NUM
ajmsi-5420	617	9	.	.	PUNCT
ajmsi-5420	618	1	https://doi.org/10.1021/acsinfecdis.0c00890	https://doi.org/10.1021/acsinfecdis.0c00890	PROPN
ajmsi-5420	618	2	dou	dou	NOUN
ajmsi-5420	618	3	,	,	PUNCT
ajmsi-5420	618	4	x.	x.	PROPN
ajmsi-5420	618	5	,	,	PUNCT
ajmsi-5420	618	6	yang	yang	PROPN
ajmsi-5420	618	7	,	,	PUNCT
ajmsi-5420	618	8	f.	f.	PROPN
ajmsi-5420	618	9	,	,	PUNCT
ajmsi-5420	618	10	wang	wang	PROPN
ajmsi-5420	618	11	,	,	PUNCT
ajmsi-5420	618	12	n.	n.	PROPN
ajmsi-5420	618	13	,	,	PUNCT
ajmsi-5420	618	14	xue	xue	PROPN
ajmsi-5420	618	15	,	,	PUNCT
ajmsi-5420	618	16	y.	y.	PROPN
ajmsi-5420	618	17	,	,	PUNCT
ajmsi-5420	618	18	hu	hu	PROPN
ajmsi-5420	618	19	,	,	PUNCT
ajmsi-5420	618	20	h.	h.	PROPN
ajmsi-5420	618	21	,	,	PUNCT
ajmsi-5420	618	22	&	&	CCONJ
ajmsi-5420	618	23	li	li	PROPN
ajmsi-5420	618	24	,	,	PUNCT
ajmsi-5420	618	25	b.	b.	PROPN
ajmsi-5420	619	1	pa	pa	PROPN
ajmsi-5420	619	2	ge	ge	PROPN
ajmsi-5420	619	3	71	71	NUM
ajmsi-5420	619	4	https://journals.e-palli.com/home/index.php/ajmsi	https://journals.e-palli.com/home/index.php/ajmsi	PROPN
ajmsi-5420	619	5	am	be	AUX
ajmsi-5420	619	6	.	.	PUNCT
ajmsi-5420	620	1	j.	j.	PROPN
ajmsi-5420	620	2	med	med	PROPN
ajmsi-5420	620	3	.	.	PUNCT
ajmsi-5420	621	1	sci	sci	PROPN
ajmsi-5420	621	2	.	.	PUNCT
ajmsi-5420	621	3	innov	innov	PROPN
ajmsi-5420	621	4	.	.	PUNCT
ajmsi-5420	622	1	4(2	4(2	NUM
ajmsi-5420	622	2	)	)	PUNCT
ajmsi-5420	623	1	53	53	NUM
ajmsi-5420	623	2	-	-	SYM
ajmsi-5420	623	3	72	72	NUM
ajmsi-5420	623	4	,	,	PUNCT
ajmsi-5420	623	5	2025	2025	NUM
ajmsi-5420	623	6	(	(	PUNCT
ajmsi-5420	623	7	2023	2023	NUM
ajmsi-5420	623	8	)	)	PUNCT
ajmsi-5420	623	9	.	.	PUNCT
ajmsi-5420	624	1	rapid	rapid	ADJ
ajmsi-5420	624	2	detection	detection	NOUN
ajmsi-5420	624	3	and	and	CCONJ
ajmsi-5420	624	4	analysis	analysis	NOUN
ajmsi-5420	624	5	of	of	ADP
ajmsi-5420	624	6	raman	raman	ADJ
ajmsi-5420	624	7	spectra	spectra	NOUN
ajmsi-5420	624	8	of	of	ADP
ajmsi-5420	624	9	bacteria	bacteria	NOUN
ajmsi-5420	624	10	in	in	ADP
ajmsi-5420	624	11	multiple	multiple	ADJ
ajmsi-5420	624	12	fields	field	NOUN
ajmsi-5420	624	13	of	of	ADP
ajmsi-5420	624	14	view	view	NOUN
ajmsi-5420	624	15	based	base	VERB
ajmsi-5420	624	16	on	on	ADP
ajmsi-5420	624	17	image	image	NOUN
ajmsi-5420	624	18	stitching	stitching	NOUN
ajmsi-5420	624	19	technique	technique	NOUN
ajmsi-5420	624	20	.	.	PUNCT
ajmsi-5420	625	1	frontiers	frontier	NOUN
ajmsi-5420	625	2	in	in	ADP
ajmsi-5420	625	3	bioscience	bioscience	NOUN
ajmsi-5420	625	4	-	-	PUNCT
ajmsi-5420	625	5	landmark	landmark	NOUN
ajmsi-5420	625	6	,	,	PUNCT
ajmsi-5420	625	7	28	28	NUM
ajmsi-5420	625	8	,	,	PUNCT
ajmsi-5420	625	9	249	249	NUM
ajmsi-5420	625	10	.	.	PUNCT
ajmsi-5420	626	1	https://doi.org/10.31083/j.fbl2810249	https://doi.org/10.31083/j.fbl2810249	PROPN
ajmsi-5420	626	2	dwivedi	dwivedi	PROPN
ajmsi-5420	626	3	,	,	PUNCT
ajmsi-5420	626	4	y.	y.	PROPN
ajmsi-5420	626	5	k.	k.	PROPN
ajmsi-5420	626	6	,	,	PUNCT
ajmsi-5420	626	7	hughes	hughes	PROPN
ajmsi-5420	626	8	,	,	PUNCT
ajmsi-5420	626	9	d.	d.	PROPN
ajmsi-5420	626	10	l.	l.	PROPN
ajmsi-5420	626	11	,	,	PUNCT
ajmsi-5420	626	12	coombs	coombs	PROPN
ajmsi-5420	626	13	,	,	PUNCT
ajmsi-5420	626	14	c.	c.	PROPN
ajmsi-5420	626	15	,	,	PUNCT
ajmsi-5420	626	16	constantiou	constantiou	NOUN
ajmsi-5420	626	17	,	,	PUNCT
ajmsi-5420	626	18	i.	i.	PROPN
ajmsi-5420	626	19	,	,	PUNCT
ajmsi-5420	626	20	duan	duan	PROPN
ajmsi-5420	626	21	,	,	PUNCT
ajmsi-5420	626	22	y.	y.	PROPN
ajmsi-5420	626	23	,	,	PUNCT
ajmsi-5420	626	24	edwards	edwards	PROPN
ajmsi-5420	626	25	,	,	PUNCT
ajmsi-5420	626	26	j.	j.	PROPN
ajmsi-5420	626	27	s.	s.	PROPN
ajmsi-5420	626	28	,	,	PUNCT
ajmsi-5420	626	29	gupta	gupta	PROPN
ajmsi-5420	626	30	,	,	PUNCT
ajmsi-5420	626	31	b.	b.	PROPN
ajmsi-5420	626	32	,	,	PUNCT
ajmsi-5420	626	33	lal	lal	PROPN
ajmsi-5420	626	34	,	,	PUNCT
ajmsi-5420	626	35	b.	b.	PROPN
ajmsi-5420	626	36	,	,	PUNCT
ajmsi-5420	626	37	misra	misra	PROPN
ajmsi-5420	626	38	,	,	PUNCT
ajmsi-5420	626	39	s.	s.	PROPN
ajmsi-5420	626	40	,	,	PUNCT
ajmsi-5420	626	41	prashant	prashant	PROPN
ajmsi-5420	626	42	,	,	PUNCT
ajmsi-5420	626	43	p.	p.	PROPN
ajmsi-5420	626	44	,	,	PUNCT
ajmsi-5420	626	45	&	&	CCONJ
ajmsi-5420	626	46	raman	raman	PROPN
ajmsi-5420	626	47	,	,	PUNCT
ajmsi-5420	626	48	r.	r.	PROPN
ajmsi-5420	626	49	(	(	PUNCT
ajmsi-5420	626	50	2020	2020	NUM
ajmsi-5420	626	51	)	)	PUNCT
ajmsi-5420	626	52	.	.	PUNCT
ajmsi-5420	627	1	impact	impact	NOUN
ajmsi-5420	627	2	of	of	ADP
ajmsi-5420	627	3	covid-19	covid-19	PROPN
ajmsi-5420	627	4	pandemic	pandemic	ADJ
ajmsi-5420	627	5	on	on	ADP
ajmsi-5420	627	6	information	information	NOUN
ajmsi-5420	627	7	management	management	NOUN
ajmsi-5420	627	8	research	research	NOUN
ajmsi-5420	627	9	and	and	CCONJ
ajmsi-5420	627	10	practice	practice	NOUN
ajmsi-5420	627	11	:	:	PUNCT
ajmsi-5420	627	12	transforming	transform	VERB
ajmsi-5420	627	13	education	education	NOUN
ajmsi-5420	627	14	,	,	PUNCT
ajmsi-5420	627	15	work	work	NOUN
ajmsi-5420	627	16	and	and	CCONJ
ajmsi-5420	627	17	life	life	NOUN
ajmsi-5420	627	18	.	.	PUNCT
ajmsi-5420	628	1	international	international	ADJ
ajmsi-5420	628	2	journal	journal	PROPN
ajmsi-5420	628	3	of	of	ADP
ajmsi-5420	628	4	information	information	NOUN
ajmsi-5420	628	5	management	management	NOUN
ajmsi-5420	628	6	,	,	PUNCT
ajmsi-5420	628	7	55	55	NUM
ajmsi-5420	628	8	,	,	PUNCT
ajmsi-5420	628	9	102211	102211	NUM
ajmsi-5420	628	10	.	.	PUNCT
ajmsi-5420	629	1	https://doi.org/10.1016/j	https://doi.org/10.1016/j	NOUN
ajmsi-5420	629	2	.	.	PUNCT
ajmsi-5420	630	1	ijinfomgt.2020.102211	ijinfomgt.2020.102211	NUM
ajmsi-5420	630	2	ekins	ekin	NOUN
ajmsi-5420	630	3	,	,	PUNCT
ajmsi-5420	630	4	s.	s.	PROPN
ajmsi-5420	630	5	,	,	PUNCT
ajmsi-5420	630	6	godbole	godbole	NOUN
ajmsi-5420	630	7	,	,	PUNCT
ajmsi-5420	630	8	a.	a.	NOUN
ajmsi-5420	630	9	a.	a.	PROPN
ajmsi-5420	630	10	,	,	PUNCT
ajmsi-5420	630	11	kéri	kéri	PROPN
ajmsi-5420	630	12	,	,	PUNCT
ajmsi-5420	630	13	g.	g.	PROPN
ajmsi-5420	630	14	,	,	PUNCT
ajmsi-5420	630	15	orfi	orfi	PROPN
ajmsi-5420	630	16	,	,	PUNCT
ajmsi-5420	630	17	l.	l.	PROPN
ajmsi-5420	630	18	,	,	PUNCT
ajmsi-5420	630	19	pato	pato	PROPN
ajmsi-5420	630	20	,	,	PUNCT
ajmsi-5420	630	21	j.	j.	PROPN
ajmsi-5420	630	22	,	,	PUNCT
ajmsi-5420	630	23	&	&	CCONJ
ajmsi-5420	630	24	bhat	bhat	PROPN
ajmsi-5420	630	25	,	,	PUNCT
ajmsi-5420	630	26	r.	r.	PROPN
ajmsi-5420	630	27	s.	s.	PROPN
ajmsi-5420	630	28	(	(	PUNCT
ajmsi-5420	630	29	2017	2017	NUM
ajmsi-5420	630	30	)	)	PUNCT
ajmsi-5420	630	31	.	.	PUNCT
ajmsi-5420	631	1	machine	machine	NOUN
ajmsi-5420	631	2	learning	learning	NOUN
ajmsi-5420	631	3	and	and	CCONJ
ajmsi-5420	631	4	docking	docking	NOUN
ajmsi-5420	631	5	models	model	NOUN
ajmsi-5420	631	6	for	for	ADP
ajmsi-5420	631	7	mycobacterium	mycobacterium	NOUN
ajmsi-5420	631	8	tuberculosis	tuberculosis	NOUN
ajmsi-5420	631	9	topoisomerase	topoisomerase	ADJ
ajmsi-5420	631	10	i.	i.	NOUN
ajmsi-5420	631	11	tuberculosis	tuberculosis	PROPN
ajmsi-5420	631	12	(	(	PUNCT
ajmsi-5420	631	13	edinburgh	edinburgh	PROPN
ajmsi-5420	631	14	)	)	PUNCT
ajmsi-5420	631	15	,	,	PUNCT
ajmsi-5420	631	16	103	103	NUM
ajmsi-5420	631	17	,	,	PUNCT
ajmsi-5420	631	18	52–60	52–60	PROPN
ajmsi-5420	631	19	.	.	PUNCT
ajmsi-5420	632	1	https://doi.org/10.1016/j.tube.2017.01.005	https://doi.org/10.1016/j.tube.2017.01.005	PROPN
ajmsi-5420	632	2	ernst	ernst	PROPN
ajmsi-5420	632	3	,	,	PUNCT
ajmsi-5420	632	4	d.	d.	PROPN
ajmsi-5420	632	5	,	,	PUNCT
ajmsi-5420	632	6	bolton	bolton	PROPN
ajmsi-5420	632	7	,	,	PUNCT
ajmsi-5420	632	8	g.	g.	PROPN
ajmsi-5420	632	9	,	,	PUNCT
ajmsi-5420	632	10	recktenwald	recktenwald	NOUN
ajmsi-5420	632	11	,	,	PUNCT
ajmsi-5420	632	12	d.	d.	PROPN
ajmsi-5420	632	13	,	,	PUNCT
ajmsi-5420	632	14	cameron	cameron	PROPN
ajmsi-5420	632	15	,	,	PUNCT
ajmsi-5420	632	16	m.	m.	PROPN
ajmsi-5420	632	17	j.	j.	PROPN
ajmsi-5420	632	18	,	,	PUNCT
ajmsi-5420	632	19	danesh	danesh	PROPN
ajmsi-5420	632	20	,	,	PUNCT
ajmsi-5420	632	21	a.	a.	PROPN
ajmsi-5420	632	22	,	,	PUNCT
ajmsi-5420	632	23	&	&	CCONJ
ajmsi-5420	632	24	persad	persad	PROPN
ajmsi-5420	632	25	,	,	PUNCT
ajmsi-5420	632	26	d.	d.	PROPN
ajmsi-5420	632	27	(	(	PUNCT
ajmsi-5420	632	28	2006	2006	NUM
ajmsi-5420	632	29	)	)	PUNCT
ajmsi-5420	632	30	.	.	PUNCT
ajmsi-5420	633	1	bead	bead	NOUN
ajmsi-5420	633	2	-	-	PUNCT
ajmsi-5420	633	3	based	base	VERB
ajmsi-5420	633	4	flow	flow	NOUN
ajmsi-5420	633	5	cytometric	cytometric	ADJ
ajmsi-5420	633	6	assays	assay	NOUN
ajmsi-5420	633	7	:	:	PUNCT
ajmsi-5420	633	8	a	a	DET
ajmsi-5420	633	9	multiplex	multiplex	PROPN
ajmsi-5420	633	10	assay	assay	NOUN
ajmsi-5420	633	11	platform	platform	NOUN
ajmsi-5420	633	12	with	with	ADP
ajmsi-5420	633	13	applications	application	NOUN
ajmsi-5420	633	14	in	in	ADP
ajmsi-5420	633	15	diagnostic	diagnostic	ADJ
ajmsi-5420	633	16	microbiology	microbiology	NOUN
ajmsi-5420	633	17	.	.	PUNCT
ajmsi-5420	634	1	in	in	ADP
ajmsi-5420	634	2	advanced	advanced	ADJ
ajmsi-5420	634	3	techniques	technique	NOUN
ajmsi-5420	634	4	in	in	ADP
ajmsi-5420	634	5	diagnostic	diagnostic	ADJ
ajmsi-5420	634	6	microbiology	microbiology	NOUN
ajmsi-5420	634	7	(	(	PUNCT
ajmsi-5420	634	8	pp	pp	ADJ
ajmsi-5420	634	9	.	.	PUNCT
ajmsi-5420	635	1	427–443	427–443	NUM
ajmsi-5420	635	2	)	)	PUNCT
ajmsi-5420	635	3	.	.	PUNCT
ajmsi-5420	636	1	springer	springer	PROPN
ajmsi-5420	636	2	us	we	PRON
ajmsi-5420	636	3	.	.	PUNCT
ajmsi-5420	637	1	https://doi.org/10.1007/978-0-387-32892-4_23	https://doi.org/10.1007/978-0-387-32892-4_23	PROPN
ajmsi-5420	637	2	gilbert	gilbert	PROPN
ajmsi-5420	637	3	,	,	PUNCT
ajmsi-5420	637	4	g.	g.	PROPN
ajmsi-5420	637	5	l.	l.	PROPN
ajmsi-5420	637	6	,	,	PUNCT
ajmsi-5420	637	7	&	&	CCONJ
ajmsi-5420	637	8	kerridge	kerridge	PROPN
ajmsi-5420	637	9	,	,	PUNCT
ajmsi-5420	637	10	i.	i.	PROPN
ajmsi-5420	637	11	(	(	PUNCT
ajmsi-5420	637	12	2020	2020	NUM
ajmsi-5420	637	13	)	)	PUNCT
ajmsi-5420	637	14	.	.	PUNCT
ajmsi-5420	638	1	hospital	hospital	NOUN
ajmsi-5420	638	2	infection	infection	NOUN
ajmsi-5420	638	3	prevention	prevention	NOUN
ajmsi-5420	638	4	and	and	CCONJ
ajmsi-5420	638	5	control	control	NOUN
ajmsi-5420	638	6	(	(	PUNCT
ajmsi-5420	638	7	ipc	ipc	PROPN
ajmsi-5420	638	8	)	)	PUNCT
ajmsi-5420	638	9	and	and	CCONJ
ajmsi-5420	638	10	antimicrobial	antimicrobial	ADJ
ajmsi-5420	638	11	stewardship	stewardship	NOUN
ajmsi-5420	638	12	(	(	PUNCT
ajmsi-5420	638	13	ams	am	NOUN
ajmsi-5420	638	14	):	):	PUNCT
ajmsi-5420	638	15	dual	dual	ADJ
ajmsi-5420	638	16	strategies	strategy	NOUN
ajmsi-5420	638	17	to	to	PART
ajmsi-5420	638	18	reduce	reduce	VERB
ajmsi-5420	638	19	antibiotic	antibiotic	ADJ
ajmsi-5420	638	20	resistance	resistance	NOUN
ajmsi-5420	638	21	(	(	PUNCT
ajmsi-5420	638	22	abr	abr	PROPN
ajmsi-5420	638	23	)	)	PUNCT
ajmsi-5420	638	24	in	in	ADP
ajmsi-5420	638	25	hospitals	hospital	NOUN
ajmsi-5420	638	26	.	.	PUNCT
ajmsi-5420	639	1	in	in	ADP
ajmsi-5420	639	2	ethics	ethic	NOUN
ajmsi-5420	639	3	and	and	CCONJ
ajmsi-5420	639	4	drug	drug	NOUN
ajmsi-5420	639	5	resistance	resistance	NOUN
ajmsi-5420	639	6	:	:	PUNCT
ajmsi-5420	639	7	collective	collective	ADJ
ajmsi-5420	639	8	responsibility	responsibility	NOUN
ajmsi-5420	639	9	for	for	ADP
ajmsi-5420	639	10	global	global	ADJ
ajmsi-5420	639	11	public	public	ADJ
ajmsi-5420	639	12	health	health	NOUN
ajmsi-5420	639	13	(	(	PUNCT
ajmsi-5420	639	14	pp	pp	ADJ
ajmsi-5420	639	15	.	.	PUNCT
ajmsi-5420	640	1	89–108	89–108	NUM
ajmsi-5420	640	2	)	)	PUNCT
ajmsi-5420	640	3	.	.	PUNCT
ajmsi-5420	641	1	springer	springer	NOUN
ajmsi-5420	641	2	.	.	PUNCT
ajmsi-5420	642	1	https://doi.org/10.1007/9783-030-27874-8_6	https://doi.org/10.1007/9783-030-27874-8_6	PROPN
ajmsi-5420	642	2	goodswen	goodswen	NOUN
ajmsi-5420	642	3	,	,	PUNCT
ajmsi-5420	642	4	s.	s.	PROPN
ajmsi-5420	642	5	j.	j.	PROPN
ajmsi-5420	642	6	,	,	PUNCT
ajmsi-5420	642	7	barratt	barratt	PROPN
ajmsi-5420	642	8	,	,	PUNCT
ajmsi-5420	642	9	j.	j.	PROPN
ajmsi-5420	642	10	l.	l.	PROPN
ajmsi-5420	642	11	n.	n.	PROPN
ajmsi-5420	642	12	,	,	PUNCT
ajmsi-5420	642	13	kennedy	kennedy	PROPN
ajmsi-5420	642	14	,	,	PUNCT
ajmsi-5420	642	15	p.	p.	PROPN
ajmsi-5420	642	16	j.	j.	PROPN
ajmsi-5420	642	17	,	,	PUNCT
ajmsi-5420	642	18	kaufer	kaufer	PROPN
ajmsi-5420	642	19	,	,	PUNCT
ajmsi-5420	642	20	a.	a.	NOUN
ajmsi-5420	642	21	,	,	PUNCT
ajmsi-5420	642	22	calarco	calarco	NOUN
ajmsi-5420	642	23	,	,	PUNCT
ajmsi-5420	642	24	l.	l.	PROPN
ajmsi-5420	642	25	,	,	PUNCT
ajmsi-5420	642	26	&	&	CCONJ
ajmsi-5420	642	27	ellis	ellis	PROPN
ajmsi-5420	642	28	,	,	PUNCT
ajmsi-5420	642	29	j.	j.	PROPN
ajmsi-5420	642	30	t.	t.	PROPN
ajmsi-5420	642	31	(	(	PUNCT
ajmsi-5420	642	32	2021	2021	NUM
ajmsi-5420	642	33	)	)	PUNCT
ajmsi-5420	642	34	.	.	PUNCT
ajmsi-5420	643	1	machine	machine	NOUN
ajmsi-5420	643	2	learning	learning	NOUN
ajmsi-5420	643	3	and	and	CCONJ
ajmsi-5420	643	4	applications	application	NOUN
ajmsi-5420	643	5	in	in	ADP
ajmsi-5420	643	6	microbiology	microbiology	NOUN
ajmsi-5420	643	7	.	.	PUNCT
ajmsi-5420	644	1	fems	fems	PROPN
ajmsi-5420	644	2	microbiology	microbiology	NOUN
ajmsi-5420	644	3	reviews	review	NOUN
ajmsi-5420	644	4	,	,	PUNCT
ajmsi-5420	644	5	45(3	45(3	NUM
ajmsi-5420	644	6	)	)	PUNCT
ajmsi-5420	644	7	,	,	PUNCT
ajmsi-5420	644	8	fuab015	fuab015	PROPN
ajmsi-5420	644	9	.	.	PUNCT
ajmsi-5420	645	1	https://doi.org/10.1093/	https://doi.org/10.1093/	PROPN
ajmsi-5420	645	2	femsre	femsre	PROPN
ajmsi-5420	645	3	/	/	SYM
ajmsi-5420	645	4	fuab015	fuab015	PROPN
ajmsi-5420	645	5	ho	ho	PROPN
ajmsi-5420	645	6	,	,	PUNCT
ajmsi-5420	645	7	c.-s	c.-	NOUN
ajmsi-5420	645	8	.	.	PUNCT
ajmsi-5420	645	9	,	,	PUNCT
ajmsi-5420	645	10	jean	jean	PROPN
ajmsi-5420	645	11	,	,	PUNCT
ajmsi-5420	645	12	n.	n.	PROPN
ajmsi-5420	645	13	,	,	PUNCT
ajmsi-5420	645	14	hogan	hogan	PROPN
ajmsi-5420	645	15	,	,	PUNCT
ajmsi-5420	645	16	c.	c.	PROPN
ajmsi-5420	645	17	a.	a.	PROPN
ajmsi-5420	645	18	,	,	PUNCT
ajmsi-5420	645	19	blackmon	blackmon	PROPN
ajmsi-5420	645	20	,	,	PUNCT
ajmsi-5420	645	21	l.	l.	PROPN
ajmsi-5420	645	22	,	,	PUNCT
ajmsi-5420	645	23	jeffrey	jeffrey	PROPN
ajmsi-5420	645	24	,	,	PUNCT
ajmsi-5420	645	25	s.	s.	PROPN
ajmsi-5420	645	26	s.	s.	PROPN
ajmsi-5420	645	27	,	,	PUNCT
ajmsi-5420	645	28	&	&	CCONJ
ajmsi-5420	645	29	holodniy	holodniy	PROPN
ajmsi-5420	645	30	,	,	PUNCT
ajmsi-5420	645	31	m.	m.	NOUN
ajmsi-5420	645	32	(	(	PUNCT
ajmsi-5420	645	33	2019	2019	NUM
ajmsi-5420	645	34	)	)	PUNCT
ajmsi-5420	645	35	.	.	PUNCT
ajmsi-5420	646	1	rapid	rapid	ADJ
ajmsi-5420	646	2	identification	identification	NOUN
ajmsi-5420	646	3	of	of	ADP
ajmsi-5420	646	4	pathogenic	pathogenic	ADJ
ajmsi-5420	646	5	bacteria	bacteria	NOUN
ajmsi-5420	646	6	using	use	VERB
ajmsi-5420	646	7	raman	raman	NOUN
ajmsi-5420	646	8	spectroscopy	spectroscopy	NOUN
ajmsi-5420	646	9	and	and	CCONJ
ajmsi-5420	646	10	deep	deep	ADJ
ajmsi-5420	646	11	learning	learning	NOUN
ajmsi-5420	646	12	.	.	PUNCT
ajmsi-5420	647	1	nature	nature	NOUN
ajmsi-5420	647	2	communications	communication	NOUN
ajmsi-5420	647	3	,	,	PUNCT
ajmsi-5420	647	4	10	10	NUM
ajmsi-5420	647	5	,	,	PUNCT
ajmsi-5420	647	6	4927	4927	NUM
ajmsi-5420	647	7	.	.	PUNCT
ajmsi-5420	648	1	https://doi.org/10.1038/s41467-019-12898-9	https://doi.org/10.1038/s41467-019-12898-9	PROPN
ajmsi-5420	648	2	howard	howard	PROPN
ajmsi-5420	648	3	,	,	PUNCT
ajmsi-5420	648	4	a.	a.	PROPN
ajmsi-5420	648	5	,	,	PUNCT
ajmsi-5420	648	6	aston	aston	PROPN
ajmsi-5420	648	7	,	,	PUNCT
ajmsi-5420	648	8	s.	s.	PROPN
ajmsi-5420	648	9	,	,	PUNCT
ajmsi-5420	648	10	gerada	gerada	PROPN
ajmsi-5420	648	11	,	,	PUNCT
ajmsi-5420	648	12	a.	a.	NOUN
ajmsi-5420	648	13	,	,	PUNCT
ajmsi-5420	648	14	reza	reza	PROPN
ajmsi-5420	648	15	,	,	PUNCT
ajmsi-5420	648	16	n.	n.	NOUN
ajmsi-5420	648	17	,	,	PUNCT
ajmsi-5420	648	18	bincalar	bincalar	NOUN
ajmsi-5420	648	19	,	,	PUNCT
ajmsi-5420	648	20	j.	j.	PROPN
ajmsi-5420	648	21	,	,	PUNCT
ajmsi-5420	648	22	&	&	CCONJ
ajmsi-5420	648	23	mwandumba	mwandumba	PROPN
ajmsi-5420	648	24	,	,	PUNCT
ajmsi-5420	648	25	h.	h.	PROPN
ajmsi-5420	648	26	(	(	PUNCT
ajmsi-5420	648	27	2024	2024	NUM
ajmsi-5420	648	28	)	)	PUNCT
ajmsi-5420	648	29	.	.	PUNCT
ajmsi-5420	649	1	antimicrobial	antimicrobial	ADJ
ajmsi-5420	649	2	learning	learning	NOUN
ajmsi-5420	649	3	systems	system	NOUN
ajmsi-5420	649	4	:	:	PUNCT
ajmsi-5420	649	5	an	an	DET
ajmsi-5420	649	6	implementation	implementation	NOUN
ajmsi-5420	649	7	blueprint	blueprint	NOUN
ajmsi-5420	649	8	for	for	ADP
ajmsi-5420	649	9	artificial	artificial	ADJ
ajmsi-5420	649	10	intelligence	intelligence	NOUN
ajmsi-5420	649	11	to	to	PART
ajmsi-5420	649	12	tackle	tackle	VERB
ajmsi-5420	649	13	antimicrobial	antimicrobial	ADJ
ajmsi-5420	649	14	resistance	resistance	NOUN
ajmsi-5420	649	15	.	.	PUNCT
ajmsi-5420	650	1	the	the	DET
ajmsi-5420	650	2	lancet	lancet	PROPN
ajmsi-5420	650	3	digital	digital	PROPN
ajmsi-5420	650	4	health	health	NOUN
ajmsi-5420	650	5	,	,	PUNCT
ajmsi-5420	650	6	6(2	6(2	NUM
ajmsi-5420	650	7	)	)	PUNCT
ajmsi-5420	650	8	,	,	PUNCT
ajmsi-5420	650	9	e79	e79	NOUN
ajmsi-5420	650	10	–	–	PUNCT
ajmsi-5420	650	11	e86	e86	NOUN
ajmsi-5420	650	12	.	.	PUNCT
ajmsi-5420	651	1	https://doi	https://doi	PROPN
ajmsi-5420	651	2	.	.	PUNCT
ajmsi-5420	651	3	org/10.1016	org/10.1016	PROPN
ajmsi-5420	651	4	/	/	SYM
ajmsi-5420	651	5	s2589	s2589	PROPN
ajmsi-5420	651	6	-	-	PUNCT
ajmsi-5420	651	7	7500(23)00221	7500(23)00221	NUM
ajmsi-5420	651	8	-	-	PUNCT
ajmsi-5420	651	9	2	2	NUM
ajmsi-5420	651	10	hummel	hummel	NOUN
ajmsi-5420	651	11	,	,	PUNCT
ajmsi-5420	651	12	p.	p.	NOUN
ajmsi-5420	651	13	,	,	PUNCT
ajmsi-5420	651	14	&	&	CCONJ
ajmsi-5420	651	15	braun	braun	NOUN
ajmsi-5420	651	16	,	,	PUNCT
ajmsi-5420	651	17	m.	m.	NOUN
ajmsi-5420	651	18	(	(	PUNCT
ajmsi-5420	651	19	2020	2020	NUM
ajmsi-5420	651	20	)	)	PUNCT
ajmsi-5420	651	21	.	.	PUNCT
ajmsi-5420	652	1	just	just	ADV
ajmsi-5420	652	2	data	datum	NOUN
ajmsi-5420	652	3	?	?	PUNCT
ajmsi-5420	653	1	solidarity	solidarity	PROPN
ajmsi-5420	653	2	and	and	CCONJ
ajmsi-5420	653	3	justice	justice	NOUN
ajmsi-5420	653	4	in	in	ADP
ajmsi-5420	653	5	data	data	NOUN
ajmsi-5420	653	6	-	-	PUNCT
ajmsi-5420	653	7	driven	drive	VERB
ajmsi-5420	653	8	medicine	medicine	NOUN
ajmsi-5420	653	9	.	.	PUNCT
ajmsi-5420	654	1	life	life	NOUN
ajmsi-5420	654	2	sciences	sciences	PROPN
ajmsi-5420	654	3	,	,	PUNCT
ajmsi-5420	654	4	society	society	NOUN
ajmsi-5420	654	5	and	and	CCONJ
ajmsi-5420	654	6	policy	policy	NOUN
ajmsi-5420	654	7	,	,	PUNCT
ajmsi-5420	654	8	16	16	NUM
ajmsi-5420	654	9	,	,	PUNCT
ajmsi-5420	654	10	8	8	NUM
ajmsi-5420	654	11	.	.	PUNCT
ajmsi-5420	655	1	https://doi.org/10.1186/s40504-02000101-7	https://doi.org/10.1186/s40504-02000101-7	PROPN
ajmsi-5420	655	2	hutchinson	hutchinson	PROPN
ajmsi-5420	655	3	,	,	PUNCT
ajmsi-5420	655	4	d.	d.	PROPN
ajmsi-5420	655	5	,	,	PUNCT
ajmsi-5420	655	6	kunasekaran	kunasekaran	PROPN
ajmsi-5420	655	7	,	,	PUNCT
ajmsi-5420	655	8	m.	m.	NOUN
ajmsi-5420	655	9	,	,	PUNCT
ajmsi-5420	655	10	quigley	quigley	PROPN
ajmsi-5420	655	11	,	,	PUNCT
ajmsi-5420	655	12	a.	a.	NOUN
ajmsi-5420	655	13	,	,	PUNCT
ajmsi-5420	655	14	moa	moa	NOUN
ajmsi-5420	655	15	,	,	PUNCT
ajmsi-5420	655	16	a.	a.	NOUN
ajmsi-5420	655	17	,	,	PUNCT
ajmsi-5420	655	18	&	&	CCONJ
ajmsi-5420	655	19	macintyre	macintyre	PROPN
ajmsi-5420	655	20	,	,	PUNCT
ajmsi-5420	655	21	c.	c.	PROPN
ajmsi-5420	655	22	r.	r.	PROPN
ajmsi-5420	655	23	(	(	PUNCT
ajmsi-5420	655	24	2023	2023	NUM
ajmsi-5420	655	25	)	)	PUNCT
ajmsi-5420	655	26	.	.	PUNCT
ajmsi-5420	656	1	could	could	AUX
ajmsi-5420	656	2	it	it	PRON
ajmsi-5420	656	3	be	be	AUX
ajmsi-5420	656	4	monkeypox	monkeypox	NOUN
ajmsi-5420	656	5	?	?	PUNCT
ajmsi-5420	657	1	use	use	NOUN
ajmsi-5420	657	2	of	of	ADP
ajmsi-5420	657	3	an	an	DET
ajmsi-5420	657	4	ai	ai	NOUN
ajmsi-5420	657	5	-	-	PUNCT
ajmsi-5420	657	6	based	base	VERB
ajmsi-5420	657	7	epidemic	epidemic	NOUN
ajmsi-5420	657	8	early	early	ADJ
ajmsi-5420	657	9	warning	warning	NOUN
ajmsi-5420	657	10	system	system	NOUN
ajmsi-5420	657	11	to	to	PART
ajmsi-5420	657	12	monitor	monitor	VERB
ajmsi-5420	657	13	rash	rash	NOUN
ajmsi-5420	657	14	and	and	CCONJ
ajmsi-5420	657	15	fever	fever	NOUN
ajmsi-5420	657	16	illness	illness	NOUN
ajmsi-5420	657	17	.	.	PUNCT
ajmsi-5420	658	1	public	public	ADJ
ajmsi-5420	658	2	health	health	NOUN
ajmsi-5420	658	3	,	,	PUNCT
ajmsi-5420	658	4	220	220	NUM
ajmsi-5420	658	5	,	,	PUNCT
ajmsi-5420	658	6	142	142	NUM
ajmsi-5420	658	7	–	–	PUNCT
ajmsi-5420	658	8	147	147	NUM
ajmsi-5420	658	9	.	.	PUNCT
ajmsi-5420	659	1	https://doi.org/10.1016/j.puhe.2023.05.010	https://doi.org/10.1016/j.puhe.2023.05.010	ADJ
ajmsi-5420	659	2	kassis	kassis	NOUN
ajmsi-5420	659	3	,	,	PUNCT
ajmsi-5420	659	4	c.	c.	PROPN
ajmsi-5420	659	5	,	,	PUNCT
ajmsi-5420	659	6	zaidi	zaidi	PROPN
ajmsi-5420	659	7	,	,	PUNCT
ajmsi-5420	659	8	s.	s.	PROPN
ajmsi-5420	659	9	,	,	PUNCT
ajmsi-5420	659	10	kuberski	kuberski	PROPN
ajmsi-5420	659	11	,	,	PUNCT
ajmsi-5420	659	12	t.	t.	PROPN
ajmsi-5420	659	13	,	,	PUNCT
ajmsi-5420	659	14	moran	moran	PROPN
ajmsi-5420	659	15	,	,	PUNCT
ajmsi-5420	659	16	a.	a.	PROPN
ajmsi-5420	659	17	,	,	PUNCT
ajmsi-5420	659	18	gonzalez	gonzalez	PROPN
ajmsi-5420	659	19	,	,	PUNCT
ajmsi-5420	659	20	o.	o.	PROPN
ajmsi-5420	659	21	,	,	PUNCT
ajmsi-5420	659	22	&	&	CCONJ
ajmsi-5420	659	23	hussain	hussain	PROPN
ajmsi-5420	659	24	,	,	PUNCT
ajmsi-5420	659	25	s.	s.	PROPN
ajmsi-5420	659	26	(	(	PUNCT
ajmsi-5420	659	27	2015	2015	NUM
ajmsi-5420	659	28	)	)	PUNCT
ajmsi-5420	659	29	.	.	PUNCT
ajmsi-5420	660	1	role	role	NOUN
ajmsi-5420	660	2	of	of	ADP
ajmsi-5420	660	3	coccidioides	coccidioide	NOUN
ajmsi-5420	660	4	antigen	antigen	PROPN
ajmsi-5420	660	5	testing	testing	NOUN
ajmsi-5420	660	6	in	in	ADP
ajmsi-5420	660	7	the	the	DET
ajmsi-5420	660	8	cerebrospinal	cerebrospinal	ADJ
ajmsi-5420	660	9	fluid	fluid	NOUN
ajmsi-5420	660	10	for	for	ADP
ajmsi-5420	660	11	the	the	DET
ajmsi-5420	660	12	diagnosis	diagnosis	NOUN
ajmsi-5420	660	13	of	of	ADP
ajmsi-5420	660	14	coccidioidal	coccidioidal	ADJ
ajmsi-5420	660	15	meningitis	meningitis	NOUN
ajmsi-5420	660	16	.	.	PUNCT
ajmsi-5420	661	1	clinical	clinical	ADJ
ajmsi-5420	661	2	infectious	infectious	ADJ
ajmsi-5420	661	3	diseases	disease	NOUN
ajmsi-5420	661	4	,	,	PUNCT
ajmsi-5420	661	5	61(10	61(10	NUM
ajmsi-5420	661	6	)	)	PUNCT
ajmsi-5420	661	7	,	,	PUNCT
ajmsi-5420	661	8	1521–1526	1521–1526	NUM
ajmsi-5420	661	9	.	.	PUNCT
ajmsi-5420	662	1	https://doi.org/10.1093/cid/civ585	https://doi.org/10.1093/cid/civ585	PROPN
ajmsi-5420	662	2	kaufmann	kaufmann	PROPN
ajmsi-5420	662	3	,	,	PUNCT
ajmsi-5420	662	4	e.	e.	PROPN
ajmsi-5420	662	5	,	,	PUNCT
ajmsi-5420	662	6	chacon	chacon	PROPN
ajmsi-5420	662	7	,	,	PUNCT
ajmsi-5420	662	8	a.	a.	NOUN
ajmsi-5420	662	9	,	,	PUNCT
ajmsi-5420	662	10	kausel	kausel	PROPN
ajmsi-5420	662	11	,	,	PUNCT
ajmsi-5420	662	12	e.	e.	PROPN
ajmsi-5420	662	13	e.	e.	PROPN
ajmsi-5420	662	14	,	,	PUNCT
ajmsi-5420	662	15	herrera	herrera	PROPN
ajmsi-5420	662	16	,	,	PUNCT
ajmsi-5420	662	17	n.	n.	NOUN
ajmsi-5420	662	18	,	,	PUNCT
ajmsi-5420	662	19	&	&	CCONJ
ajmsi-5420	662	20	reyes	reyes	PROPN
ajmsi-5420	662	21	,	,	PUNCT
ajmsi-5420	662	22	t.	t.	PROPN
ajmsi-5420	662	23	(	(	PUNCT
ajmsi-5420	662	24	2023	2023	NUM
ajmsi-5420	662	25	)	)	PUNCT
ajmsi-5420	662	26	.	.	PUNCT
ajmsi-5420	663	1	task	task	NOUN
ajmsi-5420	663	2	-	-	PUNCT
ajmsi-5420	663	3	specific	specific	ADJ
ajmsi-5420	663	4	algorithm	algorithm	NOUN
ajmsi-5420	663	5	advice	advice	NOUN
ajmsi-5420	663	6	acceptance	acceptance	NOUN
ajmsi-5420	663	7	:	:	PUNCT
ajmsi-5420	663	8	a	a	DET
ajmsi-5420	663	9	review	review	NOUN
ajmsi-5420	663	10	and	and	CCONJ
ajmsi-5420	663	11	directions	direction	NOUN
ajmsi-5420	663	12	for	for	ADP
ajmsi-5420	663	13	future	future	ADJ
ajmsi-5420	663	14	research	research	NOUN
ajmsi-5420	663	15	.	.	PUNCT
ajmsi-5420	664	1	data	datum	NOUN
ajmsi-5420	664	2	and	and	CCONJ
ajmsi-5420	664	3	information	information	NOUN
ajmsi-5420	664	4	management	management	NOUN
ajmsi-5420	664	5	,	,	PUNCT
ajmsi-5420	664	6	7(1	7(1	NUM
ajmsi-5420	664	7	)	)	PUNCT
ajmsi-5420	664	8	,	,	PUNCT
ajmsi-5420	664	9	100040	100040	NUM
ajmsi-5420	664	10	.	.	PUNCT
ajmsi-5420	665	1	https://doi.org/10.1016/j.dim.2023.100040	https://doi.org/10.1016/j.dim.2023.100040	PROPN
ajmsi-5420	665	2	khaledi	khaledi	PROPN
ajmsi-5420	665	3	,	,	PUNCT
ajmsi-5420	665	4	a.	a.	PROPN
ajmsi-5420	665	5	,	,	PUNCT
ajmsi-5420	665	6	schniederjans	schniederjan	NOUN
ajmsi-5420	665	7	,	,	PUNCT
ajmsi-5420	665	8	m.	m.	NOUN
ajmsi-5420	665	9	,	,	PUNCT
ajmsi-5420	665	10	pohl	pohl	PROPN
ajmsi-5420	665	11	,	,	PUNCT
ajmsi-5420	665	12	s.	s.	PROPN
ajmsi-5420	665	13	,	,	PUNCT
ajmsi-5420	665	14	rainer	rainer	PROPN
ajmsi-5420	665	15	,	,	PUNCT
ajmsi-5420	665	16	r.	r.	PROPN
ajmsi-5420	665	17	,	,	PUNCT
ajmsi-5420	665	18	bodenhofer	bodenhofer	NOUN
ajmsi-5420	665	19	,	,	PUNCT
ajmsi-5420	665	20	u.	u.	PROPN
ajmsi-5420	665	21	,	,	PUNCT
ajmsi-5420	665	22	&	&	CCONJ
ajmsi-5420	665	23	xia	xia	PROPN
ajmsi-5420	665	24	,	,	PUNCT
ajmsi-5420	665	25	b.	b.	PROPN
ajmsi-5420	665	26	y.	y.	PROPN
ajmsi-5420	665	27	(	(	PUNCT
ajmsi-5420	665	28	n.d	n.d	PROPN
ajmsi-5420	665	29	.	.	PROPN
ajmsi-5420	665	30	)	)	PUNCT
ajmsi-5420	665	31	.	.	PUNCT
ajmsi-5420	666	1	transcriptome	transcriptome	ADJ
ajmsi-5420	666	2	profiling	profiling	NOUN
ajmsi-5420	666	3	of	of	ADP
ajmsi-5420	666	4	antimicrobial	antimicrobial	ADJ
ajmsi-5420	666	5	resistance	resistance	NOUN
ajmsi-5420	666	6	in	in	ADP
ajmsi-5420	666	7	pseudomonas	pseudomona	NOUN
ajmsi-5420	666	8	aeruginosa	aeruginosa	NOUN
ajmsi-5420	666	9	.	.	PUNCT
ajmsi-5420	667	1	king	king	PROPN
ajmsi-5420	667	2	,	,	PUNCT
ajmsi-5420	667	3	k.	k.	PROPN
ajmsi-5420	667	4	p.	p.	PROPN
ajmsi-5420	667	5	(	(	PUNCT
ajmsi-5420	667	6	2009	2009	NUM
ajmsi-5420	667	7	)	)	PUNCT
ajmsi-5420	667	8	.	.	PUNCT
ajmsi-5420	668	1	the	the	DET
ajmsi-5420	668	2	handbook	handbook	NOUN
ajmsi-5420	668	3	of	of	ADP
ajmsi-5420	668	4	the	the	DET
ajmsi-5420	668	5	evolving	evolve	VERB
ajmsi-5420	668	6	research	research	NOUN
ajmsi-5420	668	7	of	of	ADP
ajmsi-5420	668	8	transformative	transformative	ADJ
ajmsi-5420	668	9	learning	learning	NOUN
ajmsi-5420	668	10	:	:	PUNCT
ajmsi-5420	668	11	based	base	VERB
ajmsi-5420	668	12	on	on	ADP
ajmsi-5420	668	13	the	the	DET
ajmsi-5420	668	14	learning	learning	NOUN
ajmsi-5420	668	15	activities	activity	NOUN
ajmsi-5420	668	16	survey	survey	VERB
ajmsi-5420	668	17	.	.	PUNCT
ajmsi-5420	669	1	information	information	NOUN
ajmsi-5420	669	2	age	age	NOUN
ajmsi-5420	669	3	publishing	publishing	NOUN
ajmsi-5420	669	4	.	.	PUNCT
ajmsi-5420	670	1	kotsiantis	kotsiantis	PROPN
ajmsi-5420	670	2	,	,	PUNCT
ajmsi-5420	670	3	s.	s.	PROPN
ajmsi-5420	670	4	b.	b.	PROPN
ajmsi-5420	670	5	(	(	PUNCT
ajmsi-5420	670	6	2007	2007	NUM
ajmsi-5420	670	7	)	)	PUNCT
ajmsi-5420	670	8	.	.	PUNCT
ajmsi-5420	671	1	supervised	supervised	ADJ
ajmsi-5420	671	2	machine	machine	NOUN
ajmsi-5420	671	3	learning	learning	NOUN
ajmsi-5420	671	4	:	:	PUNCT
ajmsi-5420	671	5	a	a	DET
ajmsi-5420	671	6	review	review	NOUN
ajmsi-5420	671	7	of	of	ADP
ajmsi-5420	671	8	classification	classification	NOUN
ajmsi-5420	671	9	techniques	technique	NOUN
ajmsi-5420	671	10	.	.	PUNCT
ajmsi-5420	672	1	informatica	informatica	PROPN
ajmsi-5420	672	2	,	,	PUNCT
ajmsi-5420	672	3	31	31	NUM
ajmsi-5420	672	4	,	,	PUNCT
ajmsi-5420	672	5	249–268	249–268	NUM
ajmsi-5420	672	6	.	.	PUNCT
ajmsi-5420	672	7	ledro	ledro	PROPN
ajmsi-5420	672	8	,	,	PUNCT
ajmsi-5420	672	9	c.	c.	PROPN
ajmsi-5420	672	10	,	,	PUNCT
ajmsi-5420	672	11	nosella	nosella	PROPN
ajmsi-5420	672	12	,	,	PUNCT
ajmsi-5420	672	13	a.	a.	PROPN
ajmsi-5420	672	14	,	,	PUNCT
ajmsi-5420	672	15	&	&	CCONJ
ajmsi-5420	672	16	vinelli	vinelli	PROPN
ajmsi-5420	672	17	,	,	PUNCT
ajmsi-5420	672	18	a.	a.	NOUN
ajmsi-5420	672	19	(	(	PUNCT
ajmsi-5420	672	20	2022	2022	NUM
ajmsi-5420	672	21	)	)	PUNCT
ajmsi-5420	672	22	.	.	PUNCT
ajmsi-5420	673	1	artificial	artificial	ADJ
ajmsi-5420	673	2	intelligence	intelligence	NOUN
ajmsi-5420	673	3	in	in	ADP
ajmsi-5420	673	4	customer	customer	NOUN
ajmsi-5420	673	5	relationship	relationship	NOUN
ajmsi-5420	673	6	management	management	NOUN
ajmsi-5420	673	7	:	:	PUNCT
ajmsi-5420	673	8	literature	literature	NOUN
ajmsi-5420	673	9	review	review	NOUN
ajmsi-5420	673	10	and	and	CCONJ
ajmsi-5420	673	11	future	future	ADJ
ajmsi-5420	673	12	research	research	NOUN
ajmsi-5420	673	13	directions	direction	NOUN
ajmsi-5420	673	14	.	.	PUNCT
ajmsi-5420	674	1	journal	journal	NOUN
ajmsi-5420	674	2	of	of	ADP
ajmsi-5420	674	3	business	business	PROPN
ajmsi-5420	674	4	&	&	CCONJ
ajmsi-5420	674	5	industrial	industrial	ADJ
ajmsi-5420	674	6	marketing	marketing	NOUN
ajmsi-5420	674	7	,	,	PUNCT
ajmsi-5420	674	8	37(13	37(13	NUM
ajmsi-5420	674	9	)	)	PUNCT
ajmsi-5420	674	10	,	,	PUNCT
ajmsi-5420	674	11	48	48	NUM
ajmsi-5420	674	12	–	–	SYM
ajmsi-5420	674	13	63	63	NUM
ajmsi-5420	674	14	.	.	PUNCT
ajmsi-5420	675	1	https://doi.org/10.1108/jbim-02-2021-0092	https://doi.org/10.1108/jbim-02-2021-0092	NOUN
ajmsi-5420	675	2	liu	liu	PROPN
ajmsi-5420	675	3	,	,	PUNCT
ajmsi-5420	675	4	g.	g.	PROPN
ajmsi-5420	675	5	(	(	PUNCT
ajmsi-5420	675	6	2023	2023	NUM
ajmsi-5420	675	7	)	)	PUNCT
ajmsi-5420	675	8	.	.	PUNCT
ajmsi-5420	676	1	deep	deep	ADJ
ajmsi-5420	676	2	learning	learning	NOUN
ajmsi-5420	676	3	-	-	PUNCT
ajmsi-5420	676	4	guided	guide	VERB
ajmsi-5420	676	5	discovery	discovery	NOUN
ajmsi-5420	676	6	of	of	ADP
ajmsi-5420	676	7	an	an	DET
ajmsi-5420	676	8	antibiotic	antibiotic	ADJ
ajmsi-5420	676	9	targeting	target	VERB
ajmsi-5420	676	10	acinetobacter	acinetobacter	ADV
ajmsi-5420	676	11	baumannii	baumannii	PROPN
ajmsi-5420	676	12	.	.	PUNCT
ajmsi-5420	677	1	nature	nature	PROPN
ajmsi-5420	677	2	chemical	chemical	PROPN
ajmsi-5420	677	3	biology	biology	NOUN
ajmsi-5420	677	4	,	,	PUNCT
ajmsi-5420	677	5	19	19	NUM
ajmsi-5420	677	6	,	,	PUNCT
ajmsi-5420	677	7	1342–1350	1342–1350	NUM
ajmsi-5420	677	8	.	.	PUNCT
ajmsi-5420	678	1	https://doi	https://doi	NOUN
ajmsi-5420	678	2	.	.	PUNCT
ajmsi-5420	678	3	org/10.1038	org/10.1038	PROPN
ajmsi-5420	678	4	/	/	SYM
ajmsi-5420	678	5	s41589	s41589	NOUN
ajmsi-5420	678	6	-	-	PUNCT
ajmsi-5420	678	7	023	023	NUM
ajmsi-5420	678	8	-	-	PUNCT
ajmsi-5420	678	9	01349	01349	NUM
ajmsi-5420	678	10	-	-	SYM
ajmsi-5420	678	11	8	8	NUM
ajmsi-5420	678	12	miner	miner	NOUN
ajmsi-5420	678	13	,	,	PUNCT
ajmsi-5420	678	14	a.	a.	PROPN
ajmsi-5420	678	15	s.	s.	PROPN
ajmsi-5420	678	16	(	(	PUNCT
ajmsi-5420	678	17	2020	2020	NUM
ajmsi-5420	678	18	)	)	PUNCT
ajmsi-5420	678	19	.	.	PUNCT
ajmsi-5420	679	1	chatbots	chatbot	NOUN
ajmsi-5420	679	2	in	in	ADP
ajmsi-5420	679	3	the	the	DET
ajmsi-5420	679	4	fight	fight	NOUN
ajmsi-5420	679	5	against	against	ADP
ajmsi-5420	679	6	the	the	DET
ajmsi-5420	679	7	covid-19	covid-19	PROPN
ajmsi-5420	679	8	pandemic	pandemic	NOUN
ajmsi-5420	679	9	.	.	PUNCT
ajmsi-5420	680	1	npj	npj	PROPN
ajmsi-5420	680	2	digital	digital	ADJ
ajmsi-5420	680	3	medicine	medicine	NOUN
ajmsi-5420	680	4	,	,	PUNCT
ajmsi-5420	680	5	3	3	NUM
ajmsi-5420	680	6	,	,	PUNCT
ajmsi-5420	680	7	65	65	NUM
ajmsi-5420	680	8	.	.	PUNCT
ajmsi-5420	681	1	https://doi.org/10.1038/s41746-020-0280-0	https://doi.org/10.1038/s41746-020-0280-0	PROPN
ajmsi-5420	681	2	mintz	mintz	PROPN
ajmsi-5420	681	3	,	,	PUNCT
ajmsi-5420	681	4	y.	y.	PROPN
ajmsi-5420	681	5	,	,	PUNCT
ajmsi-5420	681	6	&	&	CCONJ
ajmsi-5420	681	7	brodie	brodie	PROPN
ajmsi-5420	681	8	,	,	PUNCT
ajmsi-5420	681	9	r.	r.	PROPN
ajmsi-5420	681	10	(	(	PUNCT
ajmsi-5420	681	11	2019	2019	NUM
ajmsi-5420	681	12	)	)	PUNCT
ajmsi-5420	681	13	.	.	PUNCT
ajmsi-5420	682	1	introduction	introduction	NOUN
ajmsi-5420	682	2	to	to	ADP
ajmsi-5420	682	3	artificial	artificial	ADJ
ajmsi-5420	682	4	intelligence	intelligence	NOUN
ajmsi-5420	682	5	in	in	ADP
ajmsi-5420	682	6	medicine	medicine	NOUN
ajmsi-5420	682	7	.	.	PUNCT
ajmsi-5420	683	1	minimally	minimally	ADV
ajmsi-5420	683	2	invasive	invasive	ADJ
ajmsi-5420	683	3	therapy	therapy	NOUN
ajmsi-5420	683	4	&	&	CCONJ
ajmsi-5420	683	5	allied	allied	PROPN
ajmsi-5420	683	6	technologies	technology	NOUN
ajmsi-5420	683	7	,	,	PUNCT
ajmsi-5420	683	8	28(2	28(2	NUM
ajmsi-5420	683	9	)	)	PUNCT
ajmsi-5420	683	10	,	,	PUNCT
ajmsi-5420	683	11	73–81	73–81	NUM
ajmsi-5420	683	12	.	.	PUNCT
ajmsi-5420	684	1	https://doi.org/10.10	https://doi.org/10.10	PROPN
ajmsi-5420	684	2	80/13645706.2019.1575864	80/13645706.2019.1575864	NUM
ajmsi-5420	684	3	mizuno	mizuno	PROPN
ajmsi-5420	684	4	,	,	PUNCT
ajmsi-5420	684	5	s.	s.	PROPN
ajmsi-5420	684	6	,	,	PUNCT
ajmsi-5420	684	7	iwami	iwami	PROPN
ajmsi-5420	684	8	,	,	PUNCT
ajmsi-5420	684	9	m.	m.	NOUN
ajmsi-5420	684	10	,	,	PUNCT
ajmsi-5420	684	11	kunisawa	kunisawa	PROPN
ajmsi-5420	684	12	,	,	PUNCT
ajmsi-5420	684	13	s.	s.	PROPN
ajmsi-5420	684	14	,	,	PUNCT
ajmsi-5420	684	15	naylor	naylor	PROPN
ajmsi-5420	684	16	,	,	PUNCT
ajmsi-5420	684	17	n.	n.	PROPN
ajmsi-5420	684	18	,	,	PUNCT
ajmsi-5420	684	19	yamashita	yamashita	PROPN
ajmsi-5420	684	20	,	,	PUNCT
ajmsi-5420	684	21	k.	k.	PROPN
ajmsi-5420	684	22	,	,	PUNCT
ajmsi-5420	684	23	kyratsis	kyratsis	NOUN
ajmsi-5420	684	24	,	,	PUNCT
ajmsi-5420	684	25	y.	y.	PROPN
ajmsi-5420	684	26	,	,	PUNCT
ajmsi-5420	684	27	et	et	PROPN
ajmsi-5420	684	28	al	al	PROPN
ajmsi-5420	684	29	.	.	PUNCT
ajmsi-5420	685	1	(	(	PUNCT
ajmsi-5420	685	2	2018	2018	NUM
ajmsi-5420	685	3	)	)	PUNCT
ajmsi-5420	685	4	.	.	PUNCT
ajmsi-5420	686	1	comparison	comparison	NOUN
ajmsi-5420	686	2	of	of	ADP
ajmsi-5420	686	3	national	national	ADJ
ajmsi-5420	686	4	strategies	strategy	NOUN
ajmsi-5420	686	5	to	to	PART
ajmsi-5420	686	6	reduce	reduce	VERB
ajmsi-5420	686	7	meticillin	meticillin	NOUN
ajmsi-5420	686	8	-	-	PUNCT
ajmsi-5420	686	9	resistant	resistant	ADJ
ajmsi-5420	686	10	staphylococcus	staphylococcus	NOUN
ajmsi-5420	686	11	aureus	aureus	NOUN
ajmsi-5420	686	12	infections	infection	NOUN
ajmsi-5420	686	13	in	in	ADP
ajmsi-5420	686	14	japan	japan	PROPN
ajmsi-5420	686	15	and	and	CCONJ
ajmsi-5420	686	16	england	england	PROPN
ajmsi-5420	686	17	.	.	PUNCT
ajmsi-5420	687	1	journal	journal	PROPN
ajmsi-5420	687	2	of	of	ADP
ajmsi-5420	687	3	hospital	hospital	NOUN
ajmsi-5420	687	4	infection	infection	NOUN
ajmsi-5420	687	5	,	,	PUNCT
ajmsi-5420	687	6	100(3	100(3	NUM
ajmsi-5420	687	7	)	)	PUNCT
ajmsi-5420	687	8	,	,	PUNCT
ajmsi-5420	687	9	280–298	280–298	NUM
ajmsi-5420	687	10	.	.	PUNCT
ajmsi-5420	688	1	https://doi.org/10.1016/j.jhin.2018.06.026	https://doi.org/10.1016/j.jhin.2018.06.026	PROPN
ajmsi-5420	688	2	oh	oh	INTJ
ajmsi-5420	688	3	,	,	PUNCT
ajmsi-5420	688	4	j.	j.	PROPN
ajmsi-5420	688	5	(	(	PUNCT
ajmsi-5420	688	6	2018	2018	NUM
ajmsi-5420	688	7	)	)	PUNCT
ajmsi-5420	688	8	;	;	PUNCT
ajmsi-5420	688	9	tilton	tilton	PROPN
ajmsi-5420	688	10	,	,	PUNCT
ajmsi-5420	688	11	s.	s.	PROPN
ajmsi-5420	688	12	c.	c.	PROPN
ajmsi-5420	688	13	,	,	PUNCT
ajmsi-5420	688	14	&	&	CCONJ
ajmsi-5420	688	15	johnson	johnson	PROPN
ajmsi-5420	688	16	,	,	PUNCT
ajmsi-5420	688	17	m.	m.	NOUN
ajmsi-5420	688	18	(	(	PUNCT
ajmsi-5420	688	19	2019	2019	NUM
ajmsi-5420	688	20	)	)	PUNCT
ajmsi-5420	688	21	.	.	PUNCT
ajmsi-5420	689	1	assessing	assess	VERB
ajmsi-5420	689	2	susceptibility	susceptibility	NOUN
ajmsi-5420	689	3	for	for	ADP
ajmsi-5420	689	4	polycyclic	polycyclic	ADJ
ajmsi-5420	689	5	aromatic	aromatic	ADJ
ajmsi-5420	689	6	hydrocarbon	hydrocarbon	NOUN
ajmsi-5420	689	7	toxicity	toxicity	NOUN
ajmsi-5420	689	8	in	in	ADP
ajmsi-5420	689	9	an	an	DET
ajmsi-5420	689	10	in	in	ADP
ajmsi-5420	689	11	vitro	vitro	X
ajmsi-5420	689	12	3d	3d	NUM
ajmsi-5420	689	13	respiratory	respiratory	ADJ
ajmsi-5420	689	14	model	model	NOUN
ajmsi-5420	689	15	for	for	ADP
ajmsi-5420	689	16	asthma	asthma	NOUN
ajmsi-5420	689	17	.	.	PUNCT
ajmsi-5420	690	1	oh	oh	INTJ
ajmsi-5420	690	2	,	,	PUNCT
ajmsi-5420	690	3	j.	j.	PROPN
ajmsi-5420	690	4	,	,	PUNCT
ajmsi-5420	690	5	makar	makar	PROPN
ajmsi-5420	690	6	,	,	PUNCT
ajmsi-5420	690	7	m.	m.	NOUN
ajmsi-5420	690	8	,	,	PUNCT
ajmsi-5420	690	9	fusco	fusco	PROPN
ajmsi-5420	690	10	,	,	PUNCT
ajmsi-5420	690	11	c.	c.	PROPN
ajmsi-5420	690	12	,	,	PUNCT
ajmsi-5420	690	13	mccaffrey	mccaffrey	PROPN
ajmsi-5420	690	14	,	,	PUNCT
ajmsi-5420	690	15	r.	r.	PROPN
ajmsi-5420	690	16	,	,	PUNCT
ajmsi-5420	690	17	rao	rao	PROPN
ajmsi-5420	690	18	,	,	PUNCT
ajmsi-5420	690	19	k.	k.	PROPN
ajmsi-5420	690	20	,	,	PUNCT
ajmsi-5420	690	21	&	&	CCONJ
ajmsi-5420	690	22	ryan	ryan	PROPN
ajmsi-5420	690	23	,	,	PUNCT
ajmsi-5420	690	24	e.	e.	PROPN
ajmsi-5420	690	25	e.	e.	PROPN
ajmsi-5420	690	26	(	(	PUNCT
ajmsi-5420	690	27	2018	2018	NUM
ajmsi-5420	690	28	)	)	PUNCT
ajmsi-5420	690	29	.	.	PUNCT
ajmsi-5420	691	1	a	a	DET
ajmsi-5420	691	2	generalizable	generalizable	ADJ
ajmsi-5420	691	3	,	,	PUNCT
ajmsi-5420	691	4	data	data	NOUN
ajmsi-5420	691	5	-	-	PUNCT
ajmsi-5420	691	6	driven	drive	VERB
ajmsi-5420	691	7	approach	approach	NOUN
ajmsi-5420	691	8	to	to	PART
ajmsi-5420	691	9	predict	predict	VERB
ajmsi-5420	691	10	daily	daily	ADJ
ajmsi-5420	691	11	risk	risk	NOUN
ajmsi-5420	691	12	of	of	ADP
ajmsi-5420	691	13	clostridium	clostridium	NOUN
ajmsi-5420	691	14	difficile	difficile	ADJ
ajmsi-5420	691	15	infection	infection	NOUN
ajmsi-5420	691	16	at	at	ADP
ajmsi-5420	691	17	two	two	NUM
ajmsi-5420	691	18	large	large	ADJ
ajmsi-5420	691	19	academic	academic	ADJ
ajmsi-5420	691	20	health	health	NOUN
ajmsi-5420	691	21	centers	center	NOUN
ajmsi-5420	691	22	.	.	PUNCT
ajmsi-5420	692	1	infection	infection	NOUN
ajmsi-5420	692	2	control	control	PROPN
ajmsi-5420	692	3	&	&	CCONJ
ajmsi-5420	692	4	hospital	hospital	PROPN
ajmsi-5420	692	5	epidemiology	epidemiology	NOUN
ajmsi-5420	692	6	,	,	PUNCT
ajmsi-5420	692	7	39(4	39(4	NOUN
ajmsi-5420	692	8	)	)	PUNCT
ajmsi-5420	692	9	,	,	PUNCT
ajmsi-5420	692	10	425–433	425–433	NUM
ajmsi-5420	692	11	.	.	PUNCT
ajmsi-5420	693	1	https://doi.org/10.1017/ice.2018.16	https://doi.org/10.1017/ice.2018.16	PROPN
ajmsi-5420	693	2	østerlund	østerlund	ADJ
ajmsi-5420	693	3	,	,	PUNCT
ajmsi-5420	693	4	c.	c.	PROPN
ajmsi-5420	693	5	,	,	PUNCT
ajmsi-5420	693	6	jarrahi	jarrahi	PROPN
ajmsi-5420	693	7	,	,	PUNCT
ajmsi-5420	693	8	m.	m.	PROPN
ajmsi-5420	693	9	h.	h.	PROPN
ajmsi-5420	693	10	,	,	PUNCT
ajmsi-5420	693	11	willis	willis	PROPN
ajmsi-5420	693	12	,	,	PUNCT
ajmsi-5420	693	13	m.	m.	NOUN
ajmsi-5420	693	14	,	,	PUNCT
ajmsi-5420	693	15	boyd	boyd	PROPN
ajmsi-5420	693	16	,	,	PUNCT
ajmsi-5420	693	17	k.	k.	PROPN
ajmsi-5420	693	18	,	,	PUNCT
ajmsi-5420	693	19	&	&	CCONJ
ajmsi-5420	693	20	wolf	wolf	PROPN
ajmsi-5420	693	21	,	,	PUNCT
ajmsi-5420	693	22	c.	c.	PROPN
ajmsi-5420	693	23	t.	t.	PROPN
ajmsi-5420	693	24	(	(	PUNCT
ajmsi-5420	693	25	2021	2021	NUM
ajmsi-5420	693	26	)	)	PUNCT
ajmsi-5420	693	27	.	.	PUNCT
ajmsi-5420	694	1	artificial	artificial	ADJ
ajmsi-5420	694	2	intelligence	intelligence	NOUN
ajmsi-5420	694	3	and	and	CCONJ
ajmsi-5420	694	4	the	the	DET
ajmsi-5420	694	5	world	world	NOUN
ajmsi-5420	694	6	of	of	ADP
ajmsi-5420	694	7	work	work	NOUN
ajmsi-5420	694	8	:	:	PUNCT
ajmsi-5420	694	9	a	a	DET
ajmsi-5420	694	10	co	co	ADJ
ajmsi-5420	694	11	-	-	ADJ
ajmsi-5420	694	12	constitutive	constitutive	ADJ
ajmsi-5420	694	13	relationship	relationship	NOUN
ajmsi-5420	694	14	.	.	PUNCT
ajmsi-5420	695	1	journal	journal	NOUN
ajmsi-5420	695	2	of	of	ADP
ajmsi-5420	695	3	the	the	DET
ajmsi-5420	695	4	association	association	NOUN
ajmsi-5420	695	5	for	for	ADP
ajmsi-5420	695	6	information	information	NOUN
ajmsi-5420	695	7	science	science	NOUN
ajmsi-5420	695	8	and	and	CCONJ
ajmsi-5420	695	9	technology	technology	NOUN
ajmsi-5420	695	10	,	,	PUNCT
ajmsi-5420	695	11	72(1	72(1	NOUN
ajmsi-5420	695	12	)	)	PUNCT
ajmsi-5420	695	13	,	,	PUNCT
ajmsi-5420	695	14	128–135	128–135	NUM
ajmsi-5420	695	15	.	.	PUNCT
ajmsi-5420	696	1	https://doi.org/10.1002/asi.24420	https://doi.org/10.1002/asi.24420	PROPN
ajmsi-5420	696	2	paquin	paquin	PROPN
ajmsi-5420	696	3	,	,	PUNCT
ajmsi-5420	696	4	p.	p.	PROPN
ajmsi-5420	696	5	,	,	PUNCT
ajmsi-5420	696	6	durmort	durmort	PROPN
ajmsi-5420	696	7	,	,	PUNCT
ajmsi-5420	696	8	c.	c.	PROPN
ajmsi-5420	696	9	,	,	PUNCT
ajmsi-5420	696	10	paulus	paulus	PROPN
ajmsi-5420	696	11	,	,	PUNCT
ajmsi-5420	696	12	c.	c.	NOUN
ajmsi-5420	696	13	,	,	PUNCT
ajmsi-5420	696	14	vernet	vernet	NOUN
ajmsi-5420	696	15	,	,	PUNCT
ajmsi-5420	696	16	t.	t.	PROPN
ajmsi-5420	696	17	,	,	PUNCT
ajmsi-5420	696	18	marcoux	marcoux	NOUN
ajmsi-5420	696	19	,	,	PUNCT
ajmsi-5420	696	20	p.	p.	PROPN
ajmsi-5420	696	21	r.	r.	PROPN
ajmsi-5420	696	22	,	,	PUNCT
ajmsi-5420	696	23	&	&	CCONJ
ajmsi-5420	696	24	morales	morales	PROPN
ajmsi-5420	696	25	,	,	PUNCT
ajmsi-5420	696	26	s.	s.	PROPN
ajmsi-5420	696	27	(	(	PUNCT
ajmsi-5420	696	28	2022	2022	NUM
ajmsi-5420	696	29	)	)	PUNCT
ajmsi-5420	696	30	.	.	PUNCT
ajmsi-5420	697	1	spatio	spatio	PROPN
ajmsi-5420	697	2	-	-	PUNCT
ajmsi-5420	697	3	temporal	temporal	ADJ
ajmsi-5420	697	4	based	base	VERB
ajmsi-5420	697	5	deep	deep	ADJ
ajmsi-5420	697	6	learning	learning	NOUN
ajmsi-5420	697	7	for	for	ADP
ajmsi-5420	697	8	rapid	rapid	ADJ
ajmsi-5420	697	9	detection	detection	NOUN
ajmsi-5420	697	10	and	and	CCONJ
ajmsi-5420	697	11	identification	identification	NOUN
ajmsi-5420	697	12	of	of	ADP
ajmsi-5420	697	13	bacterial	bacterial	ADJ
ajmsi-5420	697	14	colonies	colony	NOUN
ajmsi-5420	697	15	through	through	ADP
ajmsi-5420	697	16	lens	len	NOUN
ajmsi-5420	697	17	-	-	PUNCT
ajmsi-5420	697	18	free	free	ADJ
ajmsi-5420	697	19	microscopy	microscopy	NOUN
ajmsi-5420	697	20	timelapses	timelapse	NOUN
ajmsi-5420	697	21	.	.	PUNCT
ajmsi-5420	698	1	plos	plos	PROPN
ajmsi-5420	698	2	digital	digital	PROPN
ajmsi-5420	698	3	health	health	PROPN
ajmsi-5420	698	4	,	,	PUNCT
ajmsi-5420	698	5	1(1	1(1	NUM
ajmsi-5420	698	6	)	)	PUNCT
ajmsi-5420	698	7	,	,	PUNCT
ajmsi-5420	698	8	e0000122	e0000122	NOUN
ajmsi-5420	698	9	.	.	PUNCT
ajmsi-5420	699	1	https://	https://	PROPN
ajmsi-5420	699	2	pa	pa	PROPN
ajmsi-5420	699	3	ge	ge	PROPN
ajmsi-5420	699	4	72	72	NUM
ajmsi-5420	699	5	https://journals.e-palli.com/home/index.php/ajmsi	https://journals.e-palli.com/home/index.php/ajmsi	PROPN
ajmsi-5420	699	6	am	be	AUX
ajmsi-5420	699	7	.	.	PUNCT
ajmsi-5420	700	1	j.	j.	PROPN
ajmsi-5420	700	2	med	med	PROPN
ajmsi-5420	700	3	.	.	PUNCT
ajmsi-5420	701	1	sci	sci	PROPN
ajmsi-5420	701	2	.	.	PUNCT
ajmsi-5420	701	3	innov	innov	PROPN
ajmsi-5420	701	4	.	.	PUNCT
ajmsi-5420	702	1	4(2	4(2	NUM
ajmsi-5420	702	2	)	)	PUNCT
ajmsi-5420	703	1	53	53	NUM
ajmsi-5420	703	2	-	-	SYM
ajmsi-5420	703	3	72	72	NUM
ajmsi-5420	703	4	,	,	PUNCT
ajmsi-5420	703	5	2025	2025	NUM
ajmsi-5420	703	6	doi.org/10.1371/journal.pdig.0000122	doi.org/10.1371/journal.pdig.0000122	NOUN
ajmsi-5420	703	7	pentina	pentina	NOUN
ajmsi-5420	703	8	,	,	PUNCT
ajmsi-5420	703	9	i.	i.	PROPN
ajmsi-5420	703	10	,	,	PUNCT
ajmsi-5420	703	11	xie	xie	PROPN
ajmsi-5420	703	12	,	,	PUNCT
ajmsi-5420	703	13	t.	t.	PROPN
ajmsi-5420	703	14	,	,	PUNCT
ajmsi-5420	703	15	hancock	hancock	PROPN
ajmsi-5420	703	16	,	,	PUNCT
ajmsi-5420	703	17	a.	a.	PROPN
ajmsi-5420	703	18	,	,	PUNCT
ajmsi-5420	703	19	&	&	CCONJ
ajmsi-5420	703	20	bailey	bailey	PROPN
ajmsi-5420	703	21	,	,	PUNCT
ajmsi-5420	703	22	a.	a.	NOUN
ajmsi-5420	703	23	(	(	PUNCT
ajmsi-5420	703	24	2023	2023	NUM
ajmsi-5420	703	25	)	)	PUNCT
ajmsi-5420	703	26	.	.	PUNCT
ajmsi-5420	704	1	consumer	consumer	NOUN
ajmsi-5420	704	2	–	–	PUNCT
ajmsi-5420	704	3	machine	machine	NOUN
ajmsi-5420	704	4	relationships	relationship	NOUN
ajmsi-5420	704	5	in	in	ADP
ajmsi-5420	704	6	the	the	DET
ajmsi-5420	704	7	age	age	NOUN
ajmsi-5420	704	8	of	of	ADP
ajmsi-5420	704	9	artificial	artificial	ADJ
ajmsi-5420	704	10	intelligence	intelligence	NOUN
ajmsi-5420	704	11	:	:	PUNCT
ajmsi-5420	704	12	systematic	systematic	ADJ
ajmsi-5420	704	13	literature	literature	PROPN
ajmsi-5420	704	14	review	review	NOUN
ajmsi-5420	704	15	and	and	CCONJ
ajmsi-5420	704	16	research	research	NOUN
ajmsi-5420	704	17	directions	direction	NOUN
ajmsi-5420	704	18	.	.	PUNCT
ajmsi-5420	705	1	psychology	psychology	NOUN
ajmsi-5420	705	2	&	&	CCONJ
ajmsi-5420	705	3	marketing	marketing	NOUN
ajmsi-5420	705	4	.	.	PUNCT
ajmsi-5420	706	1	https://	https://	PROPN
ajmsi-5420	706	2	doi.org/10.1002/mar.22042	doi.org/10.1002/mar.22042	PROPN
ajmsi-5420	706	3	perkins	perkins	PROPN
ajmsi-5420	706	4	,	,	PUNCT
ajmsi-5420	706	5	m.	m.	PROPN
ajmsi-5420	706	6	d.	d.	PROPN
ajmsi-5420	706	7	,	,	PUNCT
ajmsi-5420	706	8	mirrett	mirrett	PROPN
ajmsi-5420	706	9	,	,	PUNCT
ajmsi-5420	706	10	s.	s.	PROPN
ajmsi-5420	706	11	,	,	PUNCT
ajmsi-5420	706	12	&	&	CCONJ
ajmsi-5420	706	13	reller	reller	NOUN
ajmsi-5420	706	14	,	,	PUNCT
ajmsi-5420	706	15	l.	l.	PROPN
ajmsi-5420	706	16	b.	b.	PROPN
ajmsi-5420	706	17	(	(	PUNCT
ajmsi-5420	706	18	1995	1995	NUM
ajmsi-5420	706	19	)	)	PUNCT
ajmsi-5420	706	20	.	.	PUNCT
ajmsi-5420	707	1	rapid	rapid	ADJ
ajmsi-5420	707	2	bacterial	bacterial	ADJ
ajmsi-5420	707	3	antigen	antigen	ADJ
ajmsi-5420	707	4	detection	detection	NOUN
ajmsi-5420	707	5	is	be	AUX
ajmsi-5420	707	6	not	not	PART
ajmsi-5420	707	7	clinically	clinically	ADV
ajmsi-5420	707	8	useful	useful	ADJ
ajmsi-5420	707	9	.	.	PUNCT
ajmsi-5420	708	1	journal	journal	NOUN
ajmsi-5420	708	2	of	of	ADP
ajmsi-5420	708	3	clinical	clinical	ADJ
ajmsi-5420	708	4	microbiology	microbiology	NOUN
ajmsi-5420	708	5	,	,	PUNCT
ajmsi-5420	708	6	33(6	33(6	PROPN
ajmsi-5420	708	7	)	)	PUNCT
ajmsi-5420	708	8	,	,	PUNCT
ajmsi-5420	708	9	1486–1491	1486–1491	NUM
ajmsi-5420	708	10	.	.	PUNCT
ajmsi-5420	709	1	https://doi.org/10.1128/jcm.33.6.1486-1491.1995	https://doi.org/10.1128/jcm.33.6.1486-1491.1995	PROPN
ajmsi-5420	709	2	porcel	porcel	PROPN
ajmsi-5420	709	3	,	,	PUNCT
ajmsi-5420	709	4	j.	j.	PROPN
ajmsi-5420	709	5	m.	m.	PROPN
ajmsi-5420	709	6	(	(	PUNCT
ajmsi-5420	709	7	2018	2018	NUM
ajmsi-5420	709	8	)	)	PUNCT
ajmsi-5420	709	9	.	.	PUNCT
ajmsi-5420	710	1	biomarkers	biomarker	NOUN
ajmsi-5420	710	2	in	in	ADP
ajmsi-5420	710	3	the	the	DET
ajmsi-5420	710	4	diagnosis	diagnosis	NOUN
ajmsi-5420	710	5	of	of	ADP
ajmsi-5420	710	6	pleural	pleural	ADJ
ajmsi-5420	710	7	diseases	disease	NOUN
ajmsi-5420	710	8	:	:	PUNCT
ajmsi-5420	710	9	a	a	DET
ajmsi-5420	710	10	2018	2018	NUM
ajmsi-5420	710	11	update	update	NOUN
ajmsi-5420	710	12	.	.	PUNCT
ajmsi-5420	711	1	therapeutic	therapeutic	ADJ
ajmsi-5420	711	2	advances	advance	NOUN
ajmsi-5420	711	3	in	in	ADP
ajmsi-5420	711	4	respiratory	respiratory	ADJ
ajmsi-5420	711	5	disease	disease	NOUN
ajmsi-5420	711	6	,	,	PUNCT
ajmsi-5420	711	7	12	12	NUM
ajmsi-5420	711	8	,	,	PUNCT
ajmsi-5420	711	9	1753466618808660	1753466618808660	NUM
ajmsi-5420	711	10	.	.	PUNCT
ajmsi-5420	712	1	https://	https://	PROPN
ajmsi-5420	712	2	doi.org/10.1177/1753466618808660	doi.org/10.1177/1753466618808660	PROPN
ajmsi-5420	712	3	rahman	rahman	PROPN
ajmsi-5420	712	4	,	,	PUNCT
ajmsi-5420	712	5	t.	t.	PROPN
ajmsi-5420	712	6	,	,	PUNCT
ajmsi-5420	712	7	khandakar	khandakar	PROPN
ajmsi-5420	712	8	,	,	PUNCT
ajmsi-5420	712	9	a.	a.	NOUN
ajmsi-5420	712	10	,	,	PUNCT
ajmsi-5420	712	11	rahman	rahman	PROPN
ajmsi-5420	712	12	,	,	PUNCT
ajmsi-5420	712	13	a.	a.	NOUN
ajmsi-5420	712	14	,	,	PUNCT
ajmsi-5420	712	15	zughaier	zughaier	NOUN
ajmsi-5420	712	16	,	,	PUNCT
ajmsi-5420	712	17	s.	s.	PROPN
ajmsi-5420	712	18	m.	m.	PROPN
ajmsi-5420	712	19	,	,	PUNCT
ajmsi-5420	712	20	al	al	PROPN
ajmsi-5420	712	21	maslamani	maslamani	PROPN
ajmsi-5420	712	22	,	,	PUNCT
ajmsi-5420	712	23	m.	m.	NOUN
ajmsi-5420	712	24	,	,	PUNCT
ajmsi-5420	712	25	chowdhury	chowdhury	PROPN
ajmsi-5420	712	26	,	,	PUNCT
ajmsi-5420	712	27	m.	m.	PROPN
ajmsi-5420	712	28	h.	h.	PROPN
ajmsi-5420	712	29	,	,	PUNCT
ajmsi-5420	712	30	tahir	tahir	PROPN
ajmsi-5420	712	31	,	,	PUNCT
ajmsi-5420	712	32	a.	a.	NOUN
ajmsi-5420	712	33	m.	m.	NOUN
ajmsi-5420	712	34	,	,	PUNCT
ajmsi-5420	712	35	hossain	hossain	PROPN
ajmsi-5420	712	36	,	,	PUNCT
ajmsi-5420	712	37	m.	m.	NOUN
ajmsi-5420	712	38	s.	s.	PROPN
ajmsi-5420	712	39	a.	a.	PROPN
ajmsi-5420	712	40	,	,	PUNCT
ajmsi-5420	712	41	&	&	CCONJ
ajmsi-5420	712	42	chowdhury	chowdhury	PROPN
ajmsi-5420	712	43	,	,	PUNCT
ajmsi-5420	712	44	m.	m.	PROPN
ajmsi-5420	712	45	e.	e.	PROPN
ajmsi-5420	712	46	h.	h.	PROPN
ajmsi-5420	712	47	(	(	PUNCT
ajmsi-5420	712	48	2024	2024	NUM
ajmsi-5420	712	49	)	)	PUNCT
ajmsi-5420	712	50	.	.	PUNCT
ajmsi-5420	713	1	tb	tb	NOUN
ajmsi-5420	713	2	-	-	PUNCT
ajmsi-5420	713	3	cxrnet	cxrnet	NOUN
ajmsi-5420	713	4	:	:	PUNCT
ajmsi-5420	713	5	tuberculosis	tuberculosis	NOUN
ajmsi-5420	713	6	and	and	CCONJ
ajmsi-5420	713	7	drug	drug	NOUN
ajmsi-5420	713	8	-	-	PUNCT
ajmsi-5420	713	9	resistant	resistant	ADJ
ajmsi-5420	713	10	tuberculosis	tuberculosis	NOUN
ajmsi-5420	713	11	detection	detection	NOUN
ajmsi-5420	713	12	technique	technique	NOUN
ajmsi-5420	713	13	using	use	VERB
ajmsi-5420	713	14	chest	chest	NOUN
ajmsi-5420	713	15	x	x	NOUN
ajmsi-5420	713	16	-	-	NOUN
ajmsi-5420	713	17	ray	ray	NOUN
ajmsi-5420	713	18	images	image	NOUN
ajmsi-5420	713	19	.	.	PUNCT
ajmsi-5420	714	1	cognitive	cognitive	ADJ
ajmsi-5420	714	2	computation	computation	NOUN
ajmsi-5420	714	3	,	,	PUNCT
ajmsi-5420	714	4	16	16	NUM
ajmsi-5420	714	5	,	,	PUNCT
ajmsi-5420	714	6	1393–1412	1393–1412	NUM
ajmsi-5420	714	7	.	.	PUNCT
ajmsi-5420	715	1	https://	https://	PROPN
ajmsi-5420	715	2	doi.org/10.1007/s12559-023-10267-7	doi.org/10.1007/s12559-023-10267-7	VERB
ajmsi-5420	715	3	rees	ree	NOUN
ajmsi-5420	715	4	,	,	PUNCT
ajmsi-5420	715	5	c.	c.	PROPN
ajmsi-5420	715	6	,	,	PUNCT
ajmsi-5420	715	7	&	&	CCONJ
ajmsi-5420	715	8	müller	müller	PROPN
ajmsi-5420	715	9	,	,	PUNCT
ajmsi-5420	715	10	b.	b.	PROPN
ajmsi-5420	715	11	(	(	PUNCT
ajmsi-5420	715	12	2022	2022	NUM
ajmsi-5420	715	13	)	)	PUNCT
ajmsi-5420	715	14	.	.	PUNCT
ajmsi-5420	716	1	all	all	PRON
ajmsi-5420	716	2	that	that	PRON
ajmsi-5420	716	3	glitters	glitter	NOUN
ajmsi-5420	716	4	is	be	AUX
ajmsi-5420	716	5	not	not	PART
ajmsi-5420	716	6	gold	gold	ADJ
ajmsi-5420	716	7	:	:	PUNCT
ajmsi-5420	716	8	trustworthy	trustworthy	ADJ
ajmsi-5420	716	9	and	and	CCONJ
ajmsi-5420	716	10	ethical	ethical	ADJ
ajmsi-5420	717	1	ai	ai	NOUN
ajmsi-5420	717	2	principles	principle	NOUN
ajmsi-5420	717	3	.	.	PUNCT
ajmsi-5420	718	1	ai	ai	VERB
ajmsi-5420	718	2	and	and	CCONJ
ajmsi-5420	718	3	ethics	ethic	NOUN
ajmsi-5420	718	4	,	,	PUNCT
ajmsi-5420	718	5	3(3	3(3	NUM
ajmsi-5420	718	6	)	)	PUNCT
ajmsi-5420	718	7	,	,	PUNCT
ajmsi-5420	718	8	1241–1254	1241–1254	NUM
ajmsi-5420	718	9	.	.	PUNCT
ajmsi-5420	719	1	https://doi.org/10.1007/s43681022-00232-x	https://doi.org/10.1007/s43681022-00232-x	PROPN
ajmsi-5420	719	2	srivastava	srivastava	PROPN
ajmsi-5420	719	3	,	,	PUNCT
ajmsi-5420	719	4	b.	b.	PROPN
ajmsi-5420	719	5	,	,	PUNCT
ajmsi-5420	719	6	&	&	CCONJ
ajmsi-5420	719	7	rossi	rossi	PROPN
ajmsi-5420	719	8	,	,	PUNCT
ajmsi-5420	719	9	f.	f.	PROPN
ajmsi-5420	719	10	(	(	PUNCT
ajmsi-5420	719	11	2019	2019	NUM
ajmsi-5420	719	12	)	)	PUNCT
ajmsi-5420	719	13	.	.	PUNCT
ajmsi-5420	720	1	rating	rating	NOUN
ajmsi-5420	720	2	ai	ai	VERB
ajmsi-5420	720	3	systems	system	NOUN
ajmsi-5420	720	4	for	for	ADP
ajmsi-5420	720	5	bias	bias	NOUN
ajmsi-5420	720	6	to	to	PART
ajmsi-5420	720	7	promote	promote	VERB
ajmsi-5420	720	8	trustable	trustable	ADJ
ajmsi-5420	720	9	applications	application	NOUN
ajmsi-5420	720	10	.	.	PUNCT
ajmsi-5420	721	1	talaei	talaei	NOUN
ajmsi-5420	721	2	-	-	PUNCT
ajmsi-5420	721	3	khoei	khoei	NOUN
ajmsi-5420	721	4	,	,	PUNCT
ajmsi-5420	721	5	a.	a.	PROPN
ajmsi-5420	721	6	,	,	PUNCT
ajmsi-5420	721	7	yang	yang	PROPN
ajmsi-5420	721	8	,	,	PUNCT
ajmsi-5420	721	9	a.	a.	NOUN
ajmsi-5420	721	10	t.	t.	PROPN
ajmsi-5420	721	11	,	,	PUNCT
ajmsi-5420	721	12	&	&	CCONJ
ajmsi-5420	721	13	masialeti	masialeti	PROPN
ajmsi-5420	721	14	,	,	PUNCT
ajmsi-5420	721	15	m.	m.	NOUN
ajmsi-5420	721	16	(	(	PUNCT
ajmsi-5420	721	17	2024	2024	NUM
ajmsi-5420	721	18	)	)	PUNCT
ajmsi-5420	721	19	.	.	PUNCT
ajmsi-5420	722	1	how	how	SCONJ
ajmsi-5420	722	2	does	do	AUX
ajmsi-5420	722	3	incorporating	incorporate	VERB
ajmsi-5420	722	4	chatgpt	chatgpt	NOUN
ajmsi-5420	722	5	within	within	ADP
ajmsi-5420	722	6	a	a	DET
ajmsi-5420	722	7	firm	firm	ADJ
ajmsi-5420	722	8	reinforce	reinforce	NOUN
ajmsi-5420	722	9	agility	agility	NOUN
ajmsi-5420	722	10	-	-	PUNCT
ajmsi-5420	722	11	mediated	mediate	VERB
ajmsi-5420	722	12	performance	performance	NOUN
ajmsi-5420	722	13	?	?	PUNCT
ajmsi-5420	723	1	the	the	DET
ajmsi-5420	723	2	moderating	moderate	VERB
ajmsi-5420	723	3	role	role	NOUN
ajmsi-5420	723	4	of	of	ADP
ajmsi-5420	723	5	innovation	innovation	NOUN
ajmsi-5420	723	6	infusion	infusion	NOUN
ajmsi-5420	723	7	and	and	CCONJ
ajmsi-5420	723	8	firms	firm	NOUN
ajmsi-5420	723	9	’	’	PART
ajmsi-5420	723	10	ethical	ethical	ADJ
ajmsi-5420	723	11	identity	identity	NOUN
ajmsi-5420	723	12	.	.	PUNCT
ajmsi-5420	724	1	technovation	technovation	NOUN
ajmsi-5420	724	2	,	,	PUNCT
ajmsi-5420	724	3	132	132	NUM
ajmsi-5420	724	4	,	,	PUNCT
ajmsi-5420	724	5	102975	102975	NUM
ajmsi-5420	724	6	.	.	PUNCT
ajmsi-5420	725	1	https://doi.org/10.1016/j	https://doi.org/10.1016/j	NOUN
ajmsi-5420	725	2	.	.	PUNCT
ajmsi-5420	726	1	technovation.2023.102975	technovation.2023.102975	PROPN
ajmsi-5420	726	2	venkatachalam	venkatachalam	VERB
ajmsi-5420	726	3	,	,	PUNCT
ajmsi-5420	726	4	s.	s.	PROPN
ajmsi-5420	726	5	,	,	PUNCT
ajmsi-5420	726	6	&	&	CCONJ
ajmsi-5420	726	7	ray	ray	PROPN
ajmsi-5420	726	8	,	,	PUNCT
ajmsi-5420	726	9	a.	a.	NOUN
ajmsi-5420	726	10	(	(	PUNCT
ajmsi-5420	726	11	2022	2022	NUM
ajmsi-5420	726	12	)	)	PUNCT
ajmsi-5420	726	13	.	.	PUNCT
ajmsi-5420	727	1	how	how	SCONJ
ajmsi-5420	727	2	do	do	AUX
ajmsi-5420	727	3	contextaware	contextaware	VERB
ajmsi-5420	727	4	artificial	artificial	ADJ
ajmsi-5420	727	5	intelligence	intelligence	NOUN
ajmsi-5420	727	6	algorithms	algorithm	NOUN
ajmsi-5420	727	7	used	use	VERB
ajmsi-5420	727	8	in	in	ADP
ajmsi-5420	727	9	fitness	fitness	NOUN
ajmsi-5420	727	10	recommender	recommender	NOUN
ajmsi-5420	727	11	systems	system	NOUN
ajmsi-5420	727	12	?	?	PUNCT
ajmsi-5420	728	1	a	a	DET
ajmsi-5420	728	2	literature	literature	NOUN
ajmsi-5420	728	3	review	review	NOUN
ajmsi-5420	728	4	and	and	CCONJ
ajmsi-5420	728	5	research	research	NOUN
ajmsi-5420	728	6	agenda	agenda	NOUN
ajmsi-5420	728	7	.	.	PUNCT
ajmsi-5420	729	1	journal	journal	PROPN
ajmsi-5420	729	2	of	of	ADP
ajmsi-5420	729	3	innovation	innovation	NOUN
ajmsi-5420	729	4	&	&	CCONJ
ajmsi-5420	729	5	knowledge	knowledge	NOUN
ajmsi-5420	729	6	in	in	ADP
ajmsi-5420	729	7	emerging	emerge	VERB
ajmsi-5420	729	8	markets	market	NOUN
ajmsi-5420	729	9	.	.	PUNCT
ajmsi-5420	730	1	https://doi.org/10.1016/j	https://doi.org/10.1016/j	NOUN
ajmsi-5420	730	2	.	.	PUNCT
ajmsi-5420	731	1	jjimei.2022.100139	jjimei.2022.100139	ADJ
ajmsi-5420	731	2	viasus	viasus	PROPN
ajmsi-5420	731	3	,	,	PUNCT
ajmsi-5420	731	4	d.	d.	PROPN
ajmsi-5420	731	5	,	,	PUNCT
ajmsi-5420	731	6	calatayud	calatayud	PROPN
ajmsi-5420	731	7	,	,	PUNCT
ajmsi-5420	731	8	l.	l.	PROPN
ajmsi-5420	731	9	,	,	PUNCT
ajmsi-5420	731	10	mcbrown	mcbrown	NOUN
ajmsi-5420	731	11	,	,	PUNCT
ajmsi-5420	731	12	m.	m.	NOUN
ajmsi-5420	731	13	v.	v.	PROPN
ajmsi-5420	731	14	,	,	PUNCT
ajmsi-5420	731	15	ardanuy	ardanuy	PROPN
ajmsi-5420	731	16	,	,	PUNCT
ajmsi-5420	731	17	c.	c.	PROPN
ajmsi-5420	731	18	,	,	PUNCT
ajmsi-5420	731	19	&	&	CCONJ
ajmsi-5420	731	20	carratalà	carratalà	PROPN
ajmsi-5420	731	21	,	,	PUNCT
ajmsi-5420	731	22	j.	j.	PROPN
ajmsi-5420	731	23	(	(	PUNCT
ajmsi-5420	731	24	2019	2019	NUM
ajmsi-5420	731	25	)	)	PUNCT
ajmsi-5420	731	26	.	.	PUNCT
ajmsi-5420	732	1	urinary	urinary	ADJ
ajmsi-5420	732	2	antigen	antigen	ADJ
ajmsi-5420	732	3	testing	testing	NOUN
ajmsi-5420	732	4	in	in	ADP
ajmsi-5420	732	5	community	community	NOUN
ajmsi-5420	732	6	-	-	PUNCT
ajmsi-5420	732	7	acquired	acquire	VERB
ajmsi-5420	732	8	pneumonia	pneumonia	NOUN
ajmsi-5420	732	9	in	in	ADP
ajmsi-5420	732	10	adults	adult	NOUN
ajmsi-5420	732	11	:	:	PUNCT
ajmsi-5420	732	12	an	an	DET
ajmsi-5420	732	13	update	update	NOUN
ajmsi-5420	732	14	.	.	PUNCT
ajmsi-5420	733	1	expert	expert	NOUN
ajmsi-5420	733	2	review	review	NOUN
ajmsi-5420	733	3	of	of	ADP
ajmsi-5420	733	4	anti	anti	ADJ
ajmsi-5420	733	5	-	-	ADJ
ajmsi-5420	733	6	infective	infective	ADJ
ajmsi-5420	733	7	therapy	therapy	NOUN
ajmsi-5420	733	8	,	,	PUNCT
ajmsi-5420	733	9	17(2	17(2	NUM
ajmsi-5420	733	10	)	)	PUNCT
ajmsi-5420	733	11	,	,	PUNCT
ajmsi-5420	733	12	107–115	107–115	NUM
ajmsi-5420	733	13	.	.	PUNCT
ajmsi-5420	734	1	https://doi.org/10.1080/14787210.2019.1565994	https://doi.org/10.1080/14787210.2019.1565994	PROPN
ajmsi-5420	734	2	walker	walker	PROPN
ajmsi-5420	734	3	,	,	PUNCT
ajmsi-5420	734	4	d.	d.	PROPN
ajmsi-5420	734	5	h.	h.	PROPN
ajmsi-5420	734	6	(	(	PUNCT
ajmsi-5420	734	7	2014	2014	NUM
ajmsi-5420	734	8	)	)	PUNCT
ajmsi-5420	734	9	.	.	PUNCT
ajmsi-5420	735	1	principles	principle	NOUN
ajmsi-5420	735	2	of	of	ADP
ajmsi-5420	735	3	diagnosis	diagnosis	NOUN
ajmsi-5420	735	4	of	of	ADP
ajmsi-5420	735	5	infectious	infectious	ADJ
ajmsi-5420	735	6	diseases	disease	NOUN
ajmsi-5420	735	7	.	.	PUNCT
ajmsi-5420	736	1	in	in	ADP
ajmsi-5420	736	2	pathobiology	pathobiology	NOUN
ajmsi-5420	736	3	of	of	ADP
ajmsi-5420	736	4	human	human	ADJ
ajmsi-5420	736	5	disease	disease	NOUN
ajmsi-5420	736	6	(	(	PUNCT
ajmsi-5420	736	7	pp	pp	ADV
ajmsi-5420	736	8	.	.	PUNCT
ajmsi-5420	736	9	222–225	222–225	NUM
ajmsi-5420	736	10	)	)	PUNCT
ajmsi-5420	736	11	.	.	PUNCT
ajmsi-5420	737	1	amsterdam	amsterdam	PROPN
ajmsi-5420	737	2	,	,	PUNCT
ajmsi-5420	737	3	the	the	DET
ajmsi-5420	737	4	netherlands	netherlands	PROPN
ajmsi-5420	737	5	:	:	PUNCT
ajmsi-5420	737	6	elsevier	elsevier	PROPN
ajmsi-5420	737	7	.	.	PUNCT
ajmsi-5420	738	1	wan	wan	PROPN
ajmsi-5420	738	2	,	,	PUNCT
ajmsi-5420	738	3	f.	f.	PROPN
ajmsi-5420	738	4	(	(	PUNCT
ajmsi-5420	738	5	2024	2024	NUM
ajmsi-5420	738	6	)	)	PUNCT
ajmsi-5420	738	7	.	.	PUNCT
ajmsi-5420	739	1	deep	deep	ADJ
ajmsi-5420	739	2	-	-	PUNCT
ajmsi-5420	739	3	learning	learning	NOUN
ajmsi-5420	739	4	-	-	PUNCT
ajmsi-5420	739	5	enabled	enable	VERB
ajmsi-5420	739	6	antibiotic	antibiotic	ADJ
ajmsi-5420	739	7	discovery	discovery	NOUN
ajmsi-5420	739	8	through	through	ADP
ajmsi-5420	739	9	molecular	molecular	ADJ
ajmsi-5420	739	10	de	de	NOUN
ajmsi-5420	739	11	-	-	NOUN
ajmsi-5420	739	12	extinction	extinction	NOUN
ajmsi-5420	739	13	.	.	PUNCT
ajmsi-5420	740	1	nature	nature	PROPN
ajmsi-5420	740	2	biomedical	biomedical	ADJ
ajmsi-5420	740	3	engineering	engineering	NOUN
ajmsi-5420	740	4	.	.	PUNCT
ajmsi-5420	741	1	https://doi.org/10.1038/s41551-024-01201-x	https://doi.org/10.1038/s41551-024-01201-x	PROPN
ajmsi-5420	741	2	wong	wong	PROPN
ajmsi-5420	741	3	,	,	PUNCT
ajmsi-5420	741	4	f.	f.	PROPN
ajmsi-5420	741	5	(	(	PUNCT
ajmsi-5420	741	6	2023	2023	NUM
ajmsi-5420	741	7	)	)	PUNCT
ajmsi-5420	741	8	.	.	PUNCT
ajmsi-5420	742	1	leveraging	leverage	VERB
ajmsi-5420	742	2	artificial	artificial	ADJ
ajmsi-5420	742	3	intelligence	intelligence	NOUN
ajmsi-5420	742	4	in	in	ADP
ajmsi-5420	742	5	the	the	DET
ajmsi-5420	742	6	fight	fight	NOUN
ajmsi-5420	742	7	against	against	ADP
ajmsi-5420	742	8	infectious	infectious	ADJ
ajmsi-5420	742	9	diseases	disease	NOUN
ajmsi-5420	742	10	.	.	PUNCT
ajmsi-5420	743	1	science	science	NOUN
ajmsi-5420	743	2	,	,	PUNCT
ajmsi-5420	743	3	381(6653	381(6653	NUM
ajmsi-5420	743	4	)	)	PUNCT
ajmsi-5420	743	5	,	,	PUNCT
ajmsi-5420	743	6	164–170	164–170	NUM
ajmsi-5420	743	7	.	.	PUNCT
ajmsi-5420	744	1	https://doi.org/10.1126/science.abq4000	https://doi.org/10.1126/science.abq4000	PROPN
ajmsi-5420	744	2	zulderwijk	zulderwijk	PROPN
ajmsi-5420	744	3	,	,	PUNCT
ajmsi-5420	744	4	a.	a.	NOUN
ajmsi-5420	744	5	(	(	PUNCT
ajmsi-5420	744	6	2021	2021	NUM
ajmsi-5420	744	7	)	)	PUNCT
ajmsi-5420	744	8	.	.	PUNCT
ajmsi-5420	745	1	implications	implication	NOUN
ajmsi-5420	745	2	of	of	ADP
ajmsi-5420	745	3	the	the	DET
ajmsi-5420	745	4	use	use	NOUN
ajmsi-5420	745	5	of	of	ADP
ajmsi-5420	745	6	artificial	artificial	ADJ
ajmsi-5420	745	7	intelligence	intelligence	NOUN
ajmsi-5420	745	8	in	in	ADP
ajmsi-5420	745	9	public	public	ADJ
ajmsi-5420	745	10	governance	governance	NOUN
ajmsi-5420	745	11	:	:	PUNCT
ajmsi-5420	745	12	a	a	DET
ajmsi-5420	745	13	systematic	systematic	ADJ
ajmsi-5420	745	14	literature	literature	NOUN
ajmsi-5420	745	15	review	review	NOUN
ajmsi-5420	745	16	and	and	CCONJ
ajmsi-5420	745	17	a	a	DET
ajmsi-5420	745	18	research	research	NOUN
ajmsi-5420	745	19	agenda	agenda	NOUN
ajmsi-5420	745	20	.	.	PUNCT
ajmsi-5420	746	1	government	government	NOUN
ajmsi-5420	746	2	information	information	NOUN
ajmsi-5420	746	3	quarterly	quarterly	ADV
ajmsi-5420	746	4	,	,	PUNCT
ajmsi-5420	746	5	38(3	38(3	NUM
ajmsi-5420	746	6	)	)	PUNCT
ajmsi-5420	746	7	,	,	PUNCT
ajmsi-5420	746	8	101577	101577	NUM
ajmsi-5420	746	9	.	.	PUNCT
ajmsi-5420	747	1	https://doi	https://doi	X
ajmsi-5420	747	2	.	.	PUNCT
ajmsi-5420	747	3	org/10.1016	org/10.1016	PROPN
ajmsi-5420	747	4	/	/	SYM
ajmsi-5420	747	5	j.giq.2021.101577	j.giq.2021.101577	PROPN