id	sid	tid	token	lemma	pos
ajmsi-5281	1	1	pa	pa	PROPN
ajmsi-5281	1	2	ge	ge	PROPN
ajmsi-5281	1	3	1	1	NUM
ajmsi-5281	1	4	pa	pa	PROPN
ajmsi-5281	1	5	ge	ge	PROPN
ajmsi-5281	1	6	10	10	NUM
ajmsi-5281	1	7	3	3	NUM
ajmsi-5281	1	8	american	american	PROPN
ajmsi-5281	1	9	journal	journal	PROPN
ajmsi-5281	1	10	of	of	ADP
ajmsi-5281	1	11	medical	medical	ADJ
ajmsi-5281	1	12	science	science	NOUN
ajmsi-5281	1	13	and	and	CCONJ
ajmsi-5281	1	14	innovation	innovation	NOUN
ajmsi-5281	1	15	(	(	PUNCT
ajmsi-5281	1	16	ajmsi	ajmsi	NOUN
ajmsi-5281	1	17	)	)	PUNCT
ajmsi-5281	1	18	digital	digital	ADJ
ajmsi-5281	1	19	revolution	revolution	NOUN
ajmsi-5281	1	20	in	in	ADP
ajmsi-5281	1	21	medical	medical	ADJ
ajmsi-5281	1	22	pathology	pathology	NOUN
ajmsi-5281	1	23	:	:	PUNCT
ajmsi-5281	1	24	integrating	integrate	VERB
ajmsi-5281	1	25	ai	ai	VERB
ajmsi-5281	1	26	,	,	PUNCT
ajmsi-5281	1	27	genomics	genomics	NOUN
ajmsi-5281	1	28	,	,	PUNCT
ajmsi-5281	1	29	and	and	CCONJ
ajmsi-5281	1	30	molecular	molecular	ADJ
ajmsi-5281	1	31	imaging	imaging	NOUN
ajmsi-5281	1	32	adeyemi	adeyemi	ADV
ajmsi-5281	1	33	sarah	sarah	PROPN
ajmsi-5281	1	34	halleluyah1	halleluyah1	PROPN
ajmsi-5281	2	1	*	*	PUNCT
ajmsi-5281	2	2	,	,	PUNCT
ajmsi-5281	2	3	sodiq	sodiq	PROPN
ajmsi-5281	2	4	murphy	murphy	PROPN
ajmsi-5281	2	5	balogun2	balogun2	PROPN
ajmsi-5281	2	6	,	,	PUNCT
ajmsi-5281	2	7	abraham	abraham	PROPN
ajmsi-5281	2	8	chibuikem	chibuikem	PROPN
ajmsi-5281	2	9	ikeji3	ikeji3	PROPN
ajmsi-5281	2	10	,	,	PUNCT
ajmsi-5281	2	11	bukola	bukola	PROPN
ajmsi-5281	2	12	e.	e.	PROPN
ajmsi-5281	2	13	shasere3	shasere3	PROPN
ajmsi-5281	2	14	,	,	PUNCT
ajmsi-5281	2	15	omeshamisu	omeshamisu	NOUN
ajmsi-5281	2	16	anigala4	anigala4	NOUN
ajmsi-5281	2	17	volume	volume	NOUN
ajmsi-5281	2	18	4	4	NUM
ajmsi-5281	2	19	issue	issue	NOUN
ajmsi-5281	2	20	2	2	NUM
ajmsi-5281	2	21	,	,	PUNCT
ajmsi-5281	2	22	year	year	NOUN
ajmsi-5281	2	23	2025	2025	NUM
ajmsi-5281	2	24	issn	issn	NOUN
ajmsi-5281	2	25	:	:	PUNCT
ajmsi-5281	2	26	2836	2836	NUM
ajmsi-5281	2	27	-	-	SYM
ajmsi-5281	2	28	8509	8509	NUM
ajmsi-5281	2	29	(	(	PUNCT
ajmsi-5281	2	30	online	online	NOUN
ajmsi-5281	2	31	)	)	PUNCT
ajmsi-5281	2	32	doi	doi	NOUN
ajmsi-5281	2	33	:	:	PUNCT
ajmsi-5281	3	1	https://doi.org/10.54536/ajmsi.v4i2.5281	https://doi.org/10.54536/ajmsi.v4i2.5281	ADJ
ajmsi-5281	3	2	https://journals.e-palli.com/home/index.php/ajmsi	https://journals.e-palli.com/home/index.php/ajmsi	PROPN
ajmsi-5281	3	3	article	article	NOUN
ajmsi-5281	3	4	information	information	NOUN
ajmsi-5281	3	5	abstract	abstract	ADJ
ajmsi-5281	3	6	received	receive	VERB
ajmsi-5281	3	7	:	:	PUNCT
ajmsi-5281	3	8	may	may	AUX
ajmsi-5281	3	9	22	22	NUM
ajmsi-5281	3	10	,	,	PUNCT
ajmsi-5281	3	11	2025	2025	NUM
ajmsi-5281	3	12	accepted	accept	VERB
ajmsi-5281	3	13	:	:	PUNCT
ajmsi-5281	3	14	june	june	PROPN
ajmsi-5281	3	15	26	26	NUM
ajmsi-5281	3	16	,	,	PUNCT
ajmsi-5281	3	17	2025	2025	NUM
ajmsi-5281	3	18	published	publish	VERB
ajmsi-5281	3	19	:	:	PUNCT
ajmsi-5281	3	20	november	november	PROPN
ajmsi-5281	3	21	10	10	NUM
ajmsi-5281	3	22	,	,	PUNCT
ajmsi-5281	3	23	2025	2025	NUM
ajmsi-5281	3	24	the	the	DET
ajmsi-5281	3	25	current	current	ADJ
ajmsi-5281	3	26	clinical	clinical	ADJ
ajmsi-5281	3	27	pathologic	pathologic	ADJ
ajmsi-5281	3	28	diagnostic	diagnostic	ADJ
ajmsi-5281	3	29	process	process	NOUN
ajmsi-5281	3	30	using	use	VERB
ajmsi-5281	3	31	histological	histological	ADJ
ajmsi-5281	3	32	slide	slide	NOUN
ajmsi-5281	3	33	evaluation	evaluation	NOUN
ajmsi-5281	3	34	demonstrates	demonstrate	VERB
ajmsi-5281	3	35	inconsistent	inconsistent	ADJ
ajmsi-5281	3	36	accuracy	accuracy	NOUN
ajmsi-5281	3	37	in	in	ADP
ajmsi-5281	3	38	medical	medical	ADJ
ajmsi-5281	3	39	diagnosis	diagnosis	NOUN
ajmsi-5281	3	40	.	.	PUNCT
ajmsi-5281	4	1	progress	progress	NOUN
ajmsi-5281	4	2	in	in	ADP
ajmsi-5281	4	3	digital	digital	ADJ
ajmsi-5281	4	4	pathology	pathology	NOUN
ajmsi-5281	4	5	and	and	CCONJ
ajmsi-5281	4	6	other	other	ADJ
ajmsi-5281	4	7	modern	modern	ADJ
ajmsi-5281	4	8	technologies	technology	NOUN
ajmsi-5281	4	9	now	now	ADV
ajmsi-5281	4	10	enables	enable	VERB
ajmsi-5281	4	11	the	the	DET
ajmsi-5281	4	12	utilization	utilization	NOUN
ajmsi-5281	4	13	of	of	ADP
ajmsi-5281	4	14	ai	ai	VERB
ajmsi-5281	4	15	for	for	ADP
ajmsi-5281	4	16	medical	medical	ADJ
ajmsi-5281	4	17	image	image	NOUN
ajmsi-5281	4	18	diagnostics	diagnostic	NOUN
ajmsi-5281	4	19	,	,	PUNCT
ajmsi-5281	4	20	along	along	ADP
ajmsi-5281	4	21	with	with	ADP
ajmsi-5281	4	22	genomic	genomic	ADJ
ajmsi-5281	4	23	technology	technology	NOUN
ajmsi-5281	4	24	for	for	ADP
ajmsi-5281	4	25	profile	profile	NOUN
ajmsi-5281	4	26	assessment	assessment	NOUN
ajmsi-5281	4	27	and	and	CCONJ
ajmsi-5281	4	28	molecular	molecular	ADJ
ajmsi-5281	4	29	image	image	NOUN
ajmsi-5281	4	30	functionality	functionality	NOUN
ajmsi-5281	4	31	.	.	PUNCT
ajmsi-5281	5	1	this	this	DET
ajmsi-5281	5	2	systematic	systematic	ADJ
ajmsi-5281	5	3	review	review	NOUN
ajmsi-5281	5	4	examines	examine	VERB
ajmsi-5281	5	5	the	the	DET
ajmsi-5281	5	6	impact	impact	NOUN
ajmsi-5281	5	7	of	of	ADP
ajmsi-5281	5	8	artificial	artificial	ADJ
ajmsi-5281	5	9	intelligence	intelligence	NOUN
ajmsi-5281	5	10	technology	technology	NOUN
ajmsi-5281	5	11	combined	combine	VERB
ajmsi-5281	5	12	with	with	ADP
ajmsi-5281	5	13	genomic	genomic	ADJ
ajmsi-5281	5	14	analysis	analysis	NOUN
ajmsi-5281	5	15	and	and	CCONJ
ajmsi-5281	5	16	molecular	molecular	ADJ
ajmsi-5281	5	17	imaging	imaging	NOUN
ajmsi-5281	5	18	systems	system	NOUN
ajmsi-5281	5	19	on	on	ADP
ajmsi-5281	5	20	present	present	ADJ
ajmsi-5281	5	21	-	-	PUNCT
ajmsi-5281	5	22	day	day	NOUN
ajmsi-5281	5	23	pathological	pathological	ADJ
ajmsi-5281	5	24	medicine	medicine	NOUN
ajmsi-5281	5	25	advancement	advancement	NOUN
ajmsi-5281	5	26	.	.	PUNCT
ajmsi-5281	6	1	the	the	DET
ajmsi-5281	6	2	review	review	NOUN
ajmsi-5281	6	3	includes	include	VERB
ajmsi-5281	6	4	research	research	NOUN
ajmsi-5281	6	5	published	publish	VERB
ajmsi-5281	6	6	between	between	ADP
ajmsi-5281	6	7	2014	2014	NUM
ajmsi-5281	6	8	and	and	CCONJ
ajmsi-5281	6	9	2025	2025	NUM
ajmsi-5281	6	10	,	,	PUNCT
ajmsi-5281	6	11	obtained	obtain	VERB
ajmsi-5281	6	12	from	from	ADP
ajmsi-5281	6	13	the	the	DET
ajmsi-5281	6	14	top	top	ADJ
ajmsi-5281	6	15	five	five	NUM
ajmsi-5281	6	16	databases	database	NOUN
ajmsi-5281	6	17	,	,	PUNCT
ajmsi-5281	6	18	to	to	PART
ajmsi-5281	6	19	demonstrate	demonstrate	VERB
ajmsi-5281	6	20	how	how	SCONJ
ajmsi-5281	6	21	each	each	DET
ajmsi-5281	6	22	technology	technology	NOUN
ajmsi-5281	6	23	improves	improve	VERB
ajmsi-5281	6	24	diagnosis	diagnosis	NOUN
ajmsi-5281	6	25	separately	separately	ADV
ajmsi-5281	6	26	and	and	CCONJ
ajmsi-5281	6	27	collaborates	collaborate	NOUN
ajmsi-5281	6	28	for	for	ADP
ajmsi-5281	6	29	precise	precise	ADJ
ajmsi-5281	6	30	medicine	medicine	NOUN
ajmsi-5281	6	31	advancement	advancement	NOUN
ajmsi-5281	6	32	.	.	PUNCT
ajmsi-5281	7	1	the	the	DET
ajmsi-5281	7	2	analysis	analysis	NOUN
ajmsi-5281	7	3	evaluated	evaluate	VERB
ajmsi-5281	7	4	ten	ten	NUM
ajmsi-5281	7	5	studies	study	NOUN
ajmsi-5281	7	6	that	that	PRON
ajmsi-5281	7	7	matched	match	VERB
ajmsi-5281	7	8	all	all	DET
ajmsi-5281	7	9	the	the	DET
ajmsi-5281	7	10	established	establish	VERB
ajmsi-5281	7	11	criteria	criterion	NOUN
ajmsi-5281	7	12	for	for	ADP
ajmsi-5281	7	13	inclusion	inclusion	NOUN
ajmsi-5281	7	14	.	.	PUNCT
ajmsi-5281	8	1	medical	medical	ADJ
ajmsi-5281	8	2	diagnostics	diagnostic	NOUN
ajmsi-5281	8	3	benefit	benefit	VERB
ajmsi-5281	8	4	from	from	ADP
ajmsi-5281	8	5	combined	combined	ADJ
ajmsi-5281	8	6	system	system	NOUN
ajmsi-5281	8	7	platforms	platform	NOUN
ajmsi-5281	8	8	,	,	PUNCT
ajmsi-5281	8	9	which	which	PRON
ajmsi-5281	8	10	also	also	ADV
ajmsi-5281	8	11	strengthen	strengthen	VERB
ajmsi-5281	8	12	patient	patient	ADJ
ajmsi-5281	8	13	classification	classification	NOUN
ajmsi-5281	8	14	systems	system	NOUN
ajmsi-5281	8	15	and	and	CCONJ
ajmsi-5281	8	16	treatment	treatment	NOUN
ajmsi-5281	8	17	selection	selection	NOUN
ajmsi-5281	8	18	.	.	PUNCT
ajmsi-5281	9	1	however	however	ADV
ajmsi-5281	9	2	,	,	PUNCT
ajmsi-5281	9	3	these	these	DET
ajmsi-5281	9	4	platforms	platform	NOUN
ajmsi-5281	9	5	require	require	VERB
ajmsi-5281	9	6	improvements	improvement	NOUN
ajmsi-5281	9	7	in	in	ADP
ajmsi-5281	9	8	data	datum	NOUN
ajmsi-5281	9	9	standards	standard	NOUN
ajmsi-5281	9	10	and	and	CCONJ
ajmsi-5281	9	11	workflow	workflow	NOUN
ajmsi-5281	9	12	connections	connection	NOUN
ajmsi-5281	9	13	,	,	PUNCT
ajmsi-5281	9	14	as	as	ADV
ajmsi-5281	9	15	well	well	ADV
ajmsi-5281	9	16	as	as	ADP
ajmsi-5281	9	17	computational	computational	ADJ
ajmsi-5281	9	18	resources	resource	NOUN
ajmsi-5281	9	19	and	and	CCONJ
ajmsi-5281	9	20	moral	moral	ADJ
ajmsi-5281	9	21	framework	framework	NOUN
ajmsi-5281	9	22	requirements	requirement	NOUN
ajmsi-5281	9	23	.	.	PUNCT
ajmsi-5281	10	1	the	the	DET
ajmsi-5281	10	2	study	study	NOUN
ajmsi-5281	10	3	defines	define	VERB
ajmsi-5281	10	4	the	the	DET
ajmsi-5281	10	5	necessary	necessary	ADJ
ajmsi-5281	10	6	criteria	criterion	NOUN
ajmsi-5281	10	7	for	for	ADP
ajmsi-5281	10	8	government	government	NOUN
ajmsi-5281	10	9	-	-	PUNCT
ajmsi-5281	10	10	connected	connect	VERB
ajmsi-5281	10	11	data	data	NOUN
ajmsi-5281	10	12	platforms	platform	NOUN
ajmsi-5281	10	13	and	and	CCONJ
ajmsi-5281	10	14	interpretive	interpretive	ADJ
ajmsi-5281	10	15	artificial	artificial	ADJ
ajmsi-5281	10	16	intelligence	intelligence	NOUN
ajmsi-5281	10	17	models	model	NOUN
ajmsi-5281	10	18	,	,	PUNCT
ajmsi-5281	10	19	and	and	CCONJ
ajmsi-5281	10	20	then	then	ADV
ajmsi-5281	10	21	creates	create	VERB
ajmsi-5281	10	22	regulatory	regulatory	ADJ
ajmsi-5281	10	23	mechanisms	mechanism	NOUN
ajmsi-5281	10	24	in	in	ADP
ajmsi-5281	10	25	collaboration	collaboration	NOUN
ajmsi-5281	10	26	with	with	ADP
ajmsi-5281	10	27	interdisciplinary	interdisciplinary	ADJ
ajmsi-5281	10	28	partnerships	partnership	NOUN
ajmsi-5281	10	29	to	to	PART
ajmsi-5281	10	30	develop	develop	VERB
ajmsi-5281	10	31	safe	safe	ADJ
ajmsi-5281	10	32	and	and	CCONJ
ajmsi-5281	10	33	equitable	equitable	ADJ
ajmsi-5281	10	34	healthcare	healthcare	NOUN
ajmsi-5281	10	35	applications	application	NOUN
ajmsi-5281	10	36	.	.	PUNCT
ajmsi-5281	11	1	a	a	DET
ajmsi-5281	11	2	single	single	ADJ
ajmsi-5281	11	3	organized	organize	VERB
ajmsi-5281	11	4	system	system	NOUN
ajmsi-5281	11	5	triggers	trigger	VERB
ajmsi-5281	11	6	an	an	DET
ajmsi-5281	11	7	essential	essential	ADJ
ajmsi-5281	11	8	transformation	transformation	NOUN
ajmsi-5281	11	9	that	that	SCONJ
ajmsi-5281	11	10	shifts	shift	NOUN
ajmsi-5281	11	11	pathology	pathology	NOUN
ajmsi-5281	11	12	from	from	ADP
ajmsi-5281	11	13	traditional	traditional	ADJ
ajmsi-5281	11	14	morphological	morphological	ADJ
ajmsi-5281	11	15	practices	practice	NOUN
ajmsi-5281	11	16	toward	toward	ADP
ajmsi-5281	11	17	complex	complex	ADJ
ajmsi-5281	11	18	multivariate	multivariate	NOUN
ajmsi-5281	11	19	modern	modern	ADJ
ajmsi-5281	11	20	data	datum	NOUN
ajmsi-5281	11	21	methods	method	NOUN
ajmsi-5281	11	22	.	.	PUNCT
ajmsi-5281	12	1	the	the	DET
ajmsi-5281	12	2	research	research	NOUN
ajmsi-5281	12	3	delivers	deliver	VERB
ajmsi-5281	12	4	strategic	strategic	ADJ
ajmsi-5281	12	5	recommendations	recommendation	NOUN
ajmsi-5281	12	6	to	to	PART
ajmsi-5281	12	7	enhance	enhance	VERB
ajmsi-5281	12	8	future	future	ADJ
ajmsi-5281	12	9	practice	practice	NOUN
ajmsi-5281	12	10	and	and	CCONJ
ajmsi-5281	12	11	policy	policy	NOUN
ajmsi-5281	12	12	development	development	NOUN
ajmsi-5281	12	13	,	,	PUNCT
ajmsi-5281	12	14	which	which	PRON
ajmsi-5281	12	15	will	will	AUX
ajmsi-5281	12	16	enable	enable	VERB
ajmsi-5281	12	17	these	these	DET
ajmsi-5281	12	18	technologies	technology	NOUN
ajmsi-5281	12	19	to	to	PART
ajmsi-5281	12	20	be	be	AUX
ajmsi-5281	12	21	widely	widely	ADV
ajmsi-5281	12	22	used	use	VERB
ajmsi-5281	12	23	in	in	ADP
ajmsi-5281	12	24	clinical	clinical	ADJ
ajmsi-5281	12	25	settings	setting	NOUN
ajmsi-5281	12	26	.	.	PUNCT
ajmsi-5281	13	1	keywords	keyword	VERB
ajmsi-5281	13	2	artificial	artificial	ADJ
ajmsi-5281	13	3	intelligence	intelligence	NOUN
ajmsi-5281	13	4	,	,	PUNCT
ajmsi-5281	13	5	digital	digital	ADJ
ajmsi-5281	13	6	pathology	pathology	NOUN
ajmsi-5281	13	7	,	,	PUNCT
ajmsi-5281	13	8	genomics	genomic	NOUN
ajmsi-5281	13	9	,	,	PUNCT
ajmsi-5281	13	10	molecular	molecular	ADJ
ajmsi-5281	13	11	imaging	imaging	NOUN
ajmsi-5281	13	12	,	,	PUNCT
ajmsi-5281	13	13	precision	precision	NOUN
ajmsi-5281	13	14	medicine	medicine	NOUN
ajmsi-5281	13	15	1	1	NUM
ajmsi-5281	13	16	bioinformatics	bioinformatic	NOUN
ajmsi-5281	13	17	,	,	PUNCT
ajmsi-5281	13	18	morgan	morgan	PROPN
ajmsi-5281	13	19	state	state	PROPN
ajmsi-5281	13	20	university	university	PROPN
ajmsi-5281	13	21	,	,	PUNCT
ajmsi-5281	13	22	maryland	maryland	PROPN
ajmsi-5281	13	23	,	,	PUNCT
ajmsi-5281	13	24	usa	usa	PROPN
ajmsi-5281	13	25	2	2	NUM
ajmsi-5281	13	26	department	department	NOUN
ajmsi-5281	13	27	of	of	ADP
ajmsi-5281	13	28	bioinformatics	bioinformatic	NOUN
ajmsi-5281	13	29	and	and	CCONJ
ajmsi-5281	13	30	genomics	genomic	NOUN
ajmsi-5281	13	31	,	,	PUNCT
ajmsi-5281	13	32	university	university	NOUN
ajmsi-5281	13	33	of	of	ADP
ajmsi-5281	13	34	north	north	PROPN
ajmsi-5281	13	35	carolina	carolina	PROPN
ajmsi-5281	13	36	at	at	ADP
ajmsi-5281	13	37	charlotte	charlotte	PROPN
ajmsi-5281	13	38	,	,	PUNCT
ajmsi-5281	13	39	usa	usa	PROPN
ajmsi-5281	13	40	3	3	NUM
ajmsi-5281	13	41	mayo	mayo	NOUN
ajmsi-5281	13	42	clinic	clinic	PROPN
ajmsi-5281	13	43	,	,	PUNCT
ajmsi-5281	13	44	usa	usa	PROPN
ajmsi-5281	13	45	4	4	NUM
ajmsi-5281	13	46	department	department	NOUN
ajmsi-5281	13	47	of	of	ADP
ajmsi-5281	13	48	electrical	electrical	ADJ
ajmsi-5281	13	49	engineering	engineering	NOUN
ajmsi-5281	13	50	and	and	CCONJ
ajmsi-5281	13	51	computer	computer	NOUN
ajmsi-5281	13	52	science	science	PROPN
ajmsi-5281	13	53	south	south	PROPN
ajmsi-5281	13	54	dakota	dakota	PROPN
ajmsi-5281	13	55	state	state	PROPN
ajmsi-5281	13	56	university	university	PROPN
ajmsi-5281	13	57	,	,	PUNCT
ajmsi-5281	13	58	usa	usa	PROPN
ajmsi-5281	13	59	*	*	PUNCT
ajmsi-5281	13	60	corresponding	correspond	VERB
ajmsi-5281	13	61	author	author	NOUN
ajmsi-5281	13	62	’s	’s	PART
ajmsi-5281	13	63	e	e	NOUN
ajmsi-5281	13	64	-	-	NOUN
ajmsi-5281	13	65	mail	mail	NOUN
ajmsi-5281	13	66	:	:	PUNCT
ajmsi-5281	13	67	sarahadeyemi362@gmail.com	sarahadeyemi362@gmail.com	X
ajmsi-5281	14	1	introduction	introduction	NOUN
ajmsi-5281	14	2	the	the	DET
ajmsi-5281	14	3	medical	medical	ADJ
ajmsi-5281	14	4	field	field	NOUN
ajmsi-5281	14	5	of	of	ADP
ajmsi-5281	14	6	pathology	pathology	NOUN
ajmsi-5281	14	7	maintains	maintain	VERB
ajmsi-5281	14	8	crucial	crucial	ADJ
ajmsi-5281	14	9	importance	importance	NOUN
ajmsi-5281	14	10	for	for	ADP
ajmsi-5281	14	11	disease	disease	NOUN
ajmsi-5281	14	12	examination	examination	NOUN
ajmsi-5281	14	13	,	,	PUNCT
ajmsi-5281	14	14	which	which	PRON
ajmsi-5281	14	15	supports	support	VERB
ajmsi-5281	14	16	both	both	DET
ajmsi-5281	14	17	diagnosis	diagnosis	NOUN
ajmsi-5281	14	18	and	and	CCONJ
ajmsi-5281	14	19	treatment	treatment	NOUN
ajmsi-5281	14	20	of	of	ADP
ajmsi-5281	14	21	patients	patient	NOUN
ajmsi-5281	14	22	(	(	PUNCT
ajmsi-5281	14	23	ahuja	ahuja	PROPN
ajmsi-5281	14	24	&	&	CCONJ
ajmsi-5281	14	25	zaheer	zaheer	PROPN
ajmsi-5281	14	26	,	,	PUNCT
ajmsi-5281	14	27	2025	2025	NUM
ajmsi-5281	14	28	)	)	PUNCT
ajmsi-5281	14	29	.	.	PUNCT
ajmsi-5281	15	1	the	the	DET
ajmsi-5281	15	2	pathological	pathological	ADJ
ajmsi-5281	15	3	approach	approach	NOUN
ajmsi-5281	15	4	of	of	ADP
ajmsi-5281	15	5	tissue	tissue	NOUN
ajmsi-5281	15	6	section	section	NOUN
ajmsi-5281	15	7	examination	examination	NOUN
ajmsi-5281	15	8	under	under	ADP
ajmsi-5281	15	9	a	a	DET
ajmsi-5281	15	10	microscope	microscope	NOUN
ajmsi-5281	15	11	faces	face	VERB
ajmsi-5281	15	12	two	two	NUM
ajmsi-5281	15	13	drawbacks	drawback	NOUN
ajmsi-5281	15	14	:	:	PUNCT
ajmsi-5281	15	15	it	it	PRON
ajmsi-5281	15	16	depends	depend	VERB
ajmsi-5281	15	17	on	on	ADP
ajmsi-5281	15	18	subjective	subjective	ADJ
ajmsi-5281	15	19	visual	visual	ADJ
ajmsi-5281	15	20	interpretation	interpretation	NOUN
ajmsi-5281	15	21	,	,	PUNCT
ajmsi-5281	15	22	and	and	CCONJ
ajmsi-5281	15	23	it	it	PRON
ajmsi-5281	15	24	produces	produce	VERB
ajmsi-5281	15	25	variable	variable	ADJ
ajmsi-5281	15	26	results	result	NOUN
ajmsi-5281	15	27	between	between	ADP
ajmsi-5281	15	28	different	different	ADJ
ajmsi-5281	15	29	observers	observer	NOUN
ajmsi-5281	15	30	according	accord	VERB
ajmsi-5281	15	31	to	to	ADP
ajmsi-5281	15	32	madabhushi	madabhushi	PROPN
ajmsi-5281	15	33	&	&	CCONJ
ajmsi-5281	15	34	lee	lee	PROPN
ajmsi-5281	15	35	(	(	PUNCT
ajmsi-5281	15	36	2016	2016	NUM
ajmsi-5281	15	37	)	)	PUNCT
ajmsi-5281	15	38	.	.	PUNCT
ajmsi-5281	16	1	the	the	DET
ajmsi-5281	16	2	diagnostic	diagnostic	ADJ
ajmsi-5281	16	3	field	field	NOUN
ajmsi-5281	16	4	of	of	ADP
ajmsi-5281	16	5	medicine	medicine	NOUN
ajmsi-5281	16	6	underwent	undergo	VERB
ajmsi-5281	16	7	important	important	ADJ
ajmsi-5281	16	8	changes	change	NOUN
ajmsi-5281	16	9	in	in	ADP
ajmsi-5281	16	10	recent	recent	ADJ
ajmsi-5281	16	11	times	time	NOUN
ajmsi-5281	16	12	because	because	SCONJ
ajmsi-5281	16	13	innovative	innovative	ADJ
ajmsi-5281	16	14	technologies	technology	NOUN
ajmsi-5281	16	15	seek	seek	VERB
ajmsi-5281	16	16	to	to	PART
ajmsi-5281	16	17	enhance	enhance	VERB
ajmsi-5281	16	18	diagnostic	diagnostic	ADJ
ajmsi-5281	16	19	accuracy	accuracy	NOUN
ajmsi-5281	16	20	,	,	PUNCT
ajmsi-5281	16	21	combined	combine	VERB
ajmsi-5281	16	22	with	with	ADP
ajmsi-5281	16	23	quicker	quick	ADJ
ajmsi-5281	16	24	operations	operation	NOUN
ajmsi-5281	16	25	.	.	PUNCT
ajmsi-5281	17	1	digital	digital	ADJ
ajmsi-5281	17	2	pathology	pathology	NOUN
ajmsi-5281	17	3	brought	bring	VERB
ajmsi-5281	17	4	about	about	ADP
ajmsi-5281	17	5	significant	significant	ADJ
ajmsi-5281	17	6	changes	change	NOUN
ajmsi-5281	17	7	in	in	ADP
ajmsi-5281	17	8	healthcare	healthcare	NOUN
ajmsi-5281	17	9	through	through	ADP
ajmsi-5281	17	10	vigorous	vigorous	ADJ
ajmsi-5281	17	11	digitization	digitization	NOUN
ajmsi-5281	17	12	of	of	ADP
ajmsi-5281	17	13	medical	medical	ADJ
ajmsi-5281	17	14	slides	slide	NOUN
ajmsi-5281	17	15	while	while	SCONJ
ajmsi-5281	17	16	creating	create	VERB
ajmsi-5281	17	17	opportunities	opportunity	NOUN
ajmsi-5281	17	18	for	for	ADP
ajmsi-5281	17	19	remote	remote	ADJ
ajmsi-5281	17	20	consultations	consultation	NOUN
ajmsi-5281	17	21	and	and	CCONJ
ajmsi-5281	17	22	image	image	NOUN
ajmsi-5281	17	23	analysis	analysis	NOUN
ajmsi-5281	17	24	,	,	PUNCT
ajmsi-5281	17	25	and	and	CCONJ
ajmsi-5281	17	26	storing	store	VERB
ajmsi-5281	17	27	large	large	ADJ
ajmsi-5281	17	28	amounts	amount	NOUN
ajmsi-5281	17	29	of	of	ADP
ajmsi-5281	17	30	valuable	valuable	ADJ
ajmsi-5281	17	31	data	datum	NOUN
ajmsi-5281	17	32	(	(	PUNCT
ajmsi-5281	17	33	ali	ali	PROPN
ajmsi-5281	17	34	&	&	CCONJ
ajmsi-5281	17	35	saqib	saqib	PROPN
ajmsi-5281	17	36	,	,	PUNCT
ajmsi-5281	17	37	2023	2023	NUM
ajmsi-5281	17	38	)	)	PUNCT
ajmsi-5281	17	39	.	.	PUNCT
ajmsi-5281	18	1	digital	digital	ADJ
ajmsi-5281	18	2	transformation	transformation	NOUN
ajmsi-5281	18	3	has	have	AUX
ajmsi-5281	18	4	optimized	optimize	VERB
ajmsi-5281	18	5	operational	operational	ADJ
ajmsi-5281	18	6	processes	process	NOUN
ajmsi-5281	18	7	and	and	CCONJ
ajmsi-5281	18	8	established	establish	VERB
ajmsi-5281	18	9	conditions	condition	NOUN
ajmsi-5281	18	10	for	for	ADP
ajmsi-5281	18	11	advanced	advanced	ADJ
ajmsi-5281	18	12	computational	computational	ADJ
ajmsi-5281	18	13	systems	system	NOUN
ajmsi-5281	18	14	to	to	PART
ajmsi-5281	18	15	enter	enter	VERB
ajmsi-5281	18	16	modern	modern	ADJ
ajmsi-5281	18	17	pathological	pathological	ADJ
ajmsi-5281	18	18	procedures	procedure	NOUN
ajmsi-5281	18	19	(	(	PUNCT
ajmsi-5281	18	20	shafi	shafi	PROPN
ajmsi-5281	18	21	&	&	CCONJ
ajmsi-5281	18	22	parwani	parwani	PROPN
ajmsi-5281	18	23	,	,	PUNCT
ajmsi-5281	18	24	2023	2023	NUM
ajmsi-5281	18	25	)	)	PUNCT
ajmsi-5281	18	26	.	.	PUNCT
ajmsi-5281	19	1	computational	computational	ADJ
ajmsi-5281	19	2	algorithms	algorithm	NOUN
ajmsi-5281	19	3	linked	link	VERB
ajmsi-5281	19	4	with	with	ADP
ajmsi-5281	19	5	digital	digital	ADJ
ajmsi-5281	19	6	imaging	imaging	NOUN
ajmsi-5281	19	7	created	create	VERB
ajmsi-5281	19	8	new	new	ADJ
ajmsi-5281	19	9	methods	method	NOUN
ajmsi-5281	19	10	to	to	PART
ajmsi-5281	19	11	analyze	analyze	VERB
ajmsi-5281	19	12	information	information	NOUN
ajmsi-5281	19	13	quantitatively	quantitatively	ADV
ajmsi-5281	19	14	which	which	PRON
ajmsi-5281	19	15	leads	lead	VERB
ajmsi-5281	19	16	to	to	ADP
ajmsi-5281	19	17	more	more	ADV
ajmsi-5281	19	18	dependable	dependable	ADJ
ajmsi-5281	19	19	measurement	measurement	NOUN
ajmsi-5281	19	20	systems	system	NOUN
ajmsi-5281	19	21	.	.	PUNCT
ajmsi-5281	20	1	the	the	DET
ajmsi-5281	20	2	incorporation	incorporation	NOUN
ajmsi-5281	20	3	of	of	ADP
ajmsi-5281	20	4	artificial	artificial	ADJ
ajmsi-5281	20	5	intelligence	intelligence	NOUN
ajmsi-5281	20	6	(	(	PUNCT
ajmsi-5281	20	7	ai	ai	NOUN
ajmsi-5281	20	8	)	)	PUNCT
ajmsi-5281	20	9	with	with	ADP
ajmsi-5281	20	10	genomics	genomic	NOUN
ajmsi-5281	20	11	and	and	CCONJ
ajmsi-5281	20	12	molecular	molecular	ADJ
ajmsi-5281	20	13	imaging	imaging	NOUN
ajmsi-5281	20	14	into	into	ADP
ajmsi-5281	20	15	pathology	pathology	NOUN
ajmsi-5281	20	16	practice	practice	NOUN
ajmsi-5281	20	17	leads	lead	VERB
ajmsi-5281	20	18	scientific	scientific	ADJ
ajmsi-5281	20	19	advancements	advancement	NOUN
ajmsi-5281	20	20	in	in	ADP
ajmsi-5281	20	21	delivering	deliver	VERB
ajmsi-5281	20	22	precision	precision	NOUN
ajmsi-5281	20	23	medicine	medicine	NOUN
ajmsi-5281	20	24	(	(	PUNCT
ajmsi-5281	20	25	munari	munari	X
ajmsi-5281	20	26	et	et	PROPN
ajmsi-5281	20	27	al	al	PROPN
ajmsi-5281	20	28	.	.	PROPN
ajmsi-5281	20	29	,	,	PUNCT
ajmsi-5281	20	30	2024	2024	NUM
ajmsi-5281	20	31	)	)	PUNCT
ajmsi-5281	20	32	.	.	PUNCT
ajmsi-5281	21	1	artificial	artificial	ADJ
ajmsi-5281	21	2	intelligence	intelligence	NOUN
ajmsi-5281	21	3	delivers	deliver	VERB
ajmsi-5281	21	4	outstanding	outstanding	ADJ
ajmsi-5281	21	5	performance	performance	NOUN
ajmsi-5281	21	6	through	through	ADP
ajmsi-5281	21	7	deep	deep	ADJ
ajmsi-5281	21	8	learning	learning	NOUN
ajmsi-5281	21	9	algorithms	algorithm	NOUN
ajmsi-5281	21	10	that	that	PRON
ajmsi-5281	21	11	outstrips	outstrip	VERB
ajmsi-5281	21	12	human	human	ADJ
ajmsi-5281	21	13	competency	competency	NOUN
ajmsi-5281	21	14	during	during	ADP
ajmsi-5281	21	15	specific	specific	ADJ
ajmsi-5281	21	16	diagnostic	diagnostic	ADJ
ajmsi-5281	21	17	examinations	examination	NOUN
ajmsi-5281	21	18	(	(	PUNCT
ajmsi-5281	21	19	sussman	sussman	NOUN
ajmsi-5281	21	20	et	et	PROPN
ajmsi-5281	21	21	al	al	PROPN
ajmsi-5281	21	22	.	.	PROPN
ajmsi-5281	21	23	,	,	PUNCT
ajmsi-5281	21	24	2022	2022	NUM
ajmsi-5281	21	25	)	)	PUNCT
ajmsi-5281	21	26	.	.	PUNCT
ajmsi-5281	22	1	digital	digital	ADJ
ajmsi-5281	22	2	histopathological	histopathological	ADJ
ajmsi-5281	22	3	image	image	NOUN
ajmsi-5281	22	4	analysis	analysis	NOUN
ajmsi-5281	22	5	through	through	ADP
ajmsi-5281	22	6	ai	ai	PROPN
ajmsi-5281	22	7	models	model	NOUN
ajmsi-5281	22	8	enables	enable	VERB
ajmsi-5281	22	9	medical	medical	ADJ
ajmsi-5281	22	10	experts	expert	NOUN
ajmsi-5281	22	11	to	to	PART
ajmsi-5281	22	12	detect	detect	VERB
ajmsi-5281	22	13	different	different	ADJ
ajmsi-5281	22	14	cancers	cancer	NOUN
ajmsi-5281	22	15	(	(	PUNCT
ajmsi-5281	22	16	abasher	abasher	ADV
ajmsi-5281	22	17	et	et	PROPN
ajmsi-5281	22	18	al	al	PROPN
ajmsi-5281	22	19	.	.	PROPN
ajmsi-5281	22	20	,	,	PUNCT
ajmsi-5281	22	21	2023	2023	NUM
ajmsi-5281	22	22	)	)	PUNCT
ajmsi-5281	22	23	,	,	PUNCT
ajmsi-5281	22	24	while	while	SCONJ
ajmsi-5281	22	25	measuring	measure	VERB
ajmsi-5281	22	26	treatment	treatment	NOUN
ajmsi-5281	22	27	effects	effect	NOUN
ajmsi-5281	22	28	and	and	CCONJ
ajmsi-5281	22	29	forecasting	forecast	VERB
ajmsi-5281	22	30	patient	patient	ADJ
ajmsi-5281	22	31	clinical	clinical	ADJ
ajmsi-5281	22	32	results	result	NOUN
ajmsi-5281	22	33	according	accord	VERB
ajmsi-5281	22	34	to	to	ADP
ajmsi-5281	22	35	salo	salo	PROPN
ajmsi-5281	22	36	et	et	PROPN
ajmsi-5281	22	37	al	al	PROPN
ajmsi-5281	22	38	.	.	PROPN
ajmsi-5281	23	1	(	(	PUNCT
ajmsi-5281	23	2	2024	2024	NUM
ajmsi-5281	23	3	)	)	PUNCT
ajmsi-5281	23	4	.	.	PUNCT
ajmsi-5281	24	1	massive	massive	ADJ
ajmsi-5281	24	2	data	datum	NOUN
ajmsi-5281	24	3	training	training	NOUN
ajmsi-5281	24	4	enables	enable	VERB
ajmsi-5281	24	5	such	such	ADJ
ajmsi-5281	24	6	systems	system	NOUN
ajmsi-5281	24	7	to	to	PART
ajmsi-5281	24	8	detect	detect	VERB
ajmsi-5281	24	9	faint	faint	ADJ
ajmsi-5281	24	10	patterns	pattern	NOUN
ajmsi-5281	24	11	seen	see	VERB
ajmsi-5281	24	12	only	only	ADV
ajmsi-5281	24	13	by	by	ADP
ajmsi-5281	24	14	sophisticated	sophisticated	ADJ
ajmsi-5281	24	15	machines	machine	NOUN
ajmsi-5281	24	16	which	which	PRON
ajmsi-5281	24	17	results	result	VERB
ajmsi-5281	24	18	in	in	ADP
ajmsi-5281	24	19	improved	improved	ADJ
ajmsi-5281	24	20	diagnostic	diagnostic	ADJ
ajmsi-5281	24	21	accuracy	accuracy	NOUN
ajmsi-5281	24	22	.	.	PUNCT
ajmsi-5281	25	1	the	the	DET
ajmsi-5281	25	2	molecular	molecular	ADJ
ajmsi-5281	25	3	brightness	brightness	NOUN
ajmsi-5281	25	4	of	of	ADP
ajmsi-5281	25	5	diseases	disease	NOUN
ajmsi-5281	25	6	has	have	AUX
ajmsi-5281	25	7	advanced	advance	VERB
ajmsi-5281	25	8	significantly	significantly	ADV
ajmsi-5281	25	9	because	because	SCONJ
ajmsi-5281	25	10	of	of	ADP
ajmsi-5281	25	11	genomics	genomic	NOUN
ajmsi-5281	25	12	(	(	PUNCT
ajmsi-5281	25	13	ikwuka	ikwuka	VERB
ajmsi-5281	25	14	et	et	PROPN
ajmsi-5281	25	15	al	al	PROPN
ajmsi-5281	25	16	.	.	PROPN
ajmsi-5281	25	17	,	,	PUNCT
ajmsi-5281	25	18	2013	2013	NUM
ajmsi-5281	25	19	)	)	PUNCT
ajmsi-5281	25	20	.	.	PUNCT
ajmsi-5281	26	1	modern	modern	ADJ
ajmsi-5281	26	2	sequencing	sequence	VERB
ajmsi-5281	26	3	methods	method	NOUN
ajmsi-5281	26	4	provide	provide	VERB
ajmsi-5281	26	5	full	full	ADJ
ajmsi-5281	26	6	genetic	genetic	ADJ
ajmsi-5281	26	7	alteration	alteration	NOUN
ajmsi-5281	26	8	exploration	exploration	NOUN
ajmsi-5281	26	9	capabilities	capability	NOUN
ajmsi-5281	26	10	which	which	PRON
ajmsi-5281	26	11	lead	lead	VERB
ajmsi-5281	26	12	to	to	PART
ajmsi-5281	26	13	biomarker	biomarker	VERB
ajmsi-5281	26	14	discoveries	discovery	NOUN
ajmsi-5281	26	15	for	for	ADP
ajmsi-5281	26	16	diagnostic	diagnostic	ADJ
ajmsi-5281	26	17	testing	testing	NOUN
ajmsi-5281	26	18	and	and	CCONJ
ajmsi-5281	26	19	prognosis	prognosis	NOUN
ajmsi-5281	26	20	prediction	prediction	NOUN
ajmsi-5281	26	21	and	and	CCONJ
ajmsi-5281	26	22	therapeutic	therapeutic	ADJ
ajmsi-5281	26	23	aims	aim	NOUN
ajmsi-5281	26	24	(	(	PUNCT
ajmsi-5281	26	25	munari	munari	X
ajmsi-5281	26	26	et	et	PROPN
ajmsi-5281	26	27	al	al	PROPN
ajmsi-5281	26	28	.	.	PROPN
ajmsi-5281	26	29	,	,	PUNCT
ajmsi-5281	26	30	2024	2024	NUM
ajmsi-5281	26	31	)	)	PUNCT
ajmsi-5281	26	32	.	.	PUNCT
ajmsi-5281	27	1	the	the	DET
ajmsi-5281	27	2	combination	combination	NOUN
ajmsi-5281	27	3	of	of	ADP
ajmsi-5281	27	4	genomic	genomic	ADJ
ajmsi-5281	27	5	data	datum	NOUN
ajmsi-5281	27	6	analysis	analysis	NOUN
ajmsi-5281	27	7	with	with	ADP
ajmsi-5281	27	8	tissue	tissue	NOUN
ajmsi-5281	27	9	examination	examination	NOUN
ajmsi-5281	27	10	results	result	NOUN
ajmsi-5281	27	11	enables	enable	VERB
ajmsi-5281	27	12	detailed	detailed	ADJ
ajmsi-5281	27	13	disease	disease	NOUN
ajmsi-5281	27	14	classification	classification	NOUN
ajmsi-5281	27	15	,	,	PUNCT
ajmsi-5281	27	16	especially	especially	ADV
ajmsi-5281	27	17	in	in	ADP
ajmsi-5281	27	18	cancer	cancer	NOUN
ajmsi-5281	27	19	cases	case	NOUN
ajmsi-5281	27	20	,	,	PUNCT
ajmsi-5281	27	21	which	which	PRON
ajmsi-5281	27	22	leads	lead	VERB
ajmsi-5281	27	23	healthcare	healthcare	NOUN
ajmsi-5281	27	24	providers	provider	NOUN
ajmsi-5281	27	25	to	to	PART
ajmsi-5281	27	26	design	design	VERB
ajmsi-5281	27	27	individualised	individualised	ADJ
ajmsi-5281	27	28	treatments	treatment	NOUN
ajmsi-5281	27	29	(	(	PUNCT
ajmsi-5281	27	30	asif	asif	NOUN
ajmsi-5281	27	31	et	et	PROPN
ajmsi-5281	27	32	al	al	PROPN
ajmsi-5281	27	33	.	.	PROPN
ajmsi-5281	27	34	,	,	PUNCT
ajmsi-5281	27	35	2023	2023	NUM
ajmsi-5281	27	36	)	)	PUNCT
ajmsi-5281	27	37	.	.	PUNCT
ajmsi-5281	28	1	treatment	treatment	NOUN
ajmsi-5281	28	2	effect	effect	NOUN
ajmsi-5281	28	3	,	,	PUNCT
ajmsi-5281	28	4	along	along	ADP
ajmsi-5281	28	5	with	with	ADP
ajmsi-5281	28	6	patient	patient	ADJ
ajmsi-5281	28	7	results	result	NOUN
ajmsi-5281	28	8	improves	improve	VERB
ajmsi-5281	28	9	with	with	ADP
ajmsi-5281	28	10	targeted	target	VERB
ajmsi-5281	28	11	therapy	therapy	NOUN
ajmsi-5281	28	12	decisions	decision	NOUN
ajmsi-5281	28	13	based	base	VERB
ajmsi-5281	28	14	on	on	ADP
ajmsi-5281	28	15	specific	specific	ADJ
ajmsi-5281	28	16	genomic	genomic	NOUN
ajmsi-5281	28	17	profile	profile	NOUN
ajmsi-5281	28	18	mutations	mutation	NOUN
ajmsi-5281	28	19	.	.	PUNCT
ajmsi-5281	29	1	through	through	ADP
ajmsi-5281	29	2	positron	positron	NOUN
ajmsi-5281	29	3	emission	emission	NOUN
ajmsi-5281	29	4	tomography	tomography	NOUN
ajmsi-5281	29	5	(	(	PUNCT
ajmsi-5281	29	6	pet	pet	NOUN
ajmsi-5281	29	7	)	)	PUNCT
ajmsi-5281	29	8	and	and	CCONJ
ajmsi-5281	29	9	single	single	ADJ
ajmsi-5281	29	10	-	-	PUNCT
ajmsi-5281	29	11	photon	photon	NOUN
ajmsi-5281	29	12	emission	emission	NOUN
ajmsi-5281	29	13	computed	compute	VERB
ajmsi-5281	29	14	tomography	tomography	NOUN
ajmsi-5281	29	15	(	(	PUNCT
ajmsi-5281	29	16	spect	spect	NOUN
ajmsi-5281	29	17	)	)	PUNCT
ajmsi-5281	29	18	,	,	PUNCT
ajmsi-5281	29	19	which	which	PRON
ajmsi-5281	29	20	belong	belong	VERB
ajmsi-5281	29	21	to	to	ADP
ajmsi-5281	29	22	molecular	molecular	ADJ
ajmsi-5281	29	23	imaging	imaging	NOUN
ajmsi-5281	29	24	technologies	technology	NOUN
ajmsi-5281	29	25	,	,	PUNCT
ajmsi-5281	29	26	researchers	researcher	NOUN
ajmsi-5281	29	27	can	can	AUX
ajmsi-5281	29	28	observe	observe	VERB
ajmsi-5281	29	29	functional	functional	ADJ
ajmsi-5281	29	30	biological	biological	ADJ
ajmsi-5281	29	31	processes	process	NOUN
ajmsi-5281	29	32	within	within	ADP
ajmsi-5281	29	33	living	live	VERB
ajmsi-5281	29	34	patients	patient	NOUN
ajmsi-5281	29	35	.	.	PUNCT
ajmsi-5281	30	1	pa	pa	PROPN
ajmsi-5281	30	2	ge	ge	PROPN
ajmsi-5281	30	3	10	10	NUM
ajmsi-5281	30	4	4	4	NUM
ajmsi-5281	30	5	https://journals.e-palli.com/home/index.php/ajmsi	https://journals.e-palli.com/home/index.php/ajmsi	NOUN
ajmsi-5281	30	6	am	be	AUX
ajmsi-5281	30	7	.	.	PUNCT
ajmsi-5281	31	1	j.	j.	PROPN
ajmsi-5281	31	2	med	med	PROPN
ajmsi-5281	31	3	.	.	PUNCT
ajmsi-5281	32	1	sci	sci	PROPN
ajmsi-5281	32	2	.	.	PUNCT
ajmsi-5281	32	3	innov	innov	PROPN
ajmsi-5281	32	4	.	.	PUNCT
ajmsi-5281	33	1	4(2	4(2	NUM
ajmsi-5281	33	2	)	)	PUNCT
ajmsi-5281	33	3	103	103	NUM
ajmsi-5281	33	4	-	-	SYM
ajmsi-5281	33	5	110	110	NUM
ajmsi-5281	33	6	,	,	PUNCT
ajmsi-5281	33	7	2025	2025	NUM
ajmsi-5281	33	8	medical	medical	ADJ
ajmsi-5281	33	9	experts	expert	NOUN
ajmsi-5281	33	10	use	use	VERB
ajmsi-5281	33	11	these	these	DET
ajmsi-5281	33	12	diagnostic	diagnostic	ADJ
ajmsi-5281	33	13	methods	method	NOUN
ajmsi-5281	33	14	to	to	PART
ajmsi-5281	33	15	monitor	monitor	VERB
ajmsi-5281	33	16	receptor	receptor	NOUN
ajmsi-5281	33	17	expression	expression	NOUN
ajmsi-5281	33	18	levels	level	NOUN
ajmsi-5281	33	19	along	along	ADP
ajmsi-5281	33	20	with	with	ADP
ajmsi-5281	33	21	metabolic	metabolic	NOUN
ajmsi-5281	33	22	activity	activity	NOUN
ajmsi-5281	33	23	by	by	ADP
ajmsi-5281	33	24	gaining	gain	VERB
ajmsi-5281	33	25	additional	additional	ADJ
ajmsi-5281	33	26	secondary	secondary	ADJ
ajmsi-5281	33	27	information	information	NOUN
ajmsi-5281	33	28	from	from	ADP
ajmsi-5281	33	29	traditional	traditional	ADJ
ajmsi-5281	33	30	anatomical	anatomical	ADJ
ajmsi-5281	33	31	imaging	imaging	NOUN
ajmsi-5281	33	32	data	datum	NOUN
ajmsi-5281	33	33	(	(	PUNCT
ajmsi-5281	33	34	fahmy	fahmy	NOUN
ajmsi-5281	33	35	,	,	PUNCT
ajmsi-5281	33	36	2024	2024	NUM
ajmsi-5281	33	37	)	)	PUNCT
ajmsi-5281	33	38	.	.	PUNCT
ajmsi-5281	34	1	the	the	DET
ajmsi-5281	34	2	combination	combination	NOUN
ajmsi-5281	34	3	of	of	ADP
ajmsi-5281	34	4	molecular	molecular	ADJ
ajmsi-5281	34	5	imaging	imaging	NOUN
ajmsi-5281	34	6	with	with	ADP
ajmsi-5281	34	7	ai	ai	PROPN
ajmsi-5281	34	8	algorithm	algorithm	NOUN
ajmsi-5281	34	9	enhancements	enhancement	NOUN
ajmsi-5281	34	10	facilitates	facilitate	VERB
ajmsi-5281	34	11	better	well	ADJ
ajmsi-5281	34	12	pathological	pathological	ADJ
ajmsi-5281	34	13	detection	detection	NOUN
ajmsi-5281	34	14	alongside	alongside	ADP
ajmsi-5281	34	15	better	well	ADJ
ajmsi-5281	34	16	pathological	pathological	ADJ
ajmsi-5281	34	17	variation	variation	NOUN
ajmsi-5281	34	18	characterization	characterization	NOUN
ajmsi-5281	34	19	through	through	ADP
ajmsi-5281	34	20	complex	complex	ADJ
ajmsi-5281	34	21	detection	detection	NOUN
ajmsi-5281	34	22	methods	method	NOUN
ajmsi-5281	34	23	and	and	CCONJ
ajmsi-5281	34	24	exact	exact	ADJ
ajmsi-5281	34	25	identification	identification	NOUN
ajmsi-5281	34	26	(	(	PUNCT
ajmsi-5281	34	27	rowe	rowe	PROPN
ajmsi-5281	34	28	et	et	PROPN
ajmsi-5281	34	29	al	al	PROPN
ajmsi-5281	34	30	.	.	PROPN
ajmsi-5281	34	31	,	,	PUNCT
ajmsi-5281	34	32	2021	2021	NUM
ajmsi-5281	34	33	)	)	PUNCT
ajmsi-5281	34	34	.	.	PUNCT
ajmsi-5281	35	1	better	well	ADJ
ajmsi-5281	35	2	disease	disease	NOUN
ajmsi-5281	35	3	assessment	assessment	NOUN
ajmsi-5281	35	4	capabilities	capability	NOUN
ajmsi-5281	35	5	within	within	ADP
ajmsi-5281	35	6	this	this	DET
ajmsi-5281	35	7	combined	combine	VERB
ajmsi-5281	35	8	system	system	NOUN
ajmsi-5281	35	9	led	lead	VERB
ajmsi-5281	35	10	to	to	PART
ajmsi-5281	35	11	immediate	immediate	ADJ
ajmsi-5281	35	12	,	,	PUNCT
ajmsi-5281	35	13	proper	proper	ADJ
ajmsi-5281	35	14	medical	medical	ADJ
ajmsi-5281	35	15	interventions	intervention	NOUN
ajmsi-5281	35	16	.	.	PUNCT
ajmsi-5281	36	1	rationale	rationale	NOUN
ajmsi-5281	36	2	for	for	ADP
ajmsi-5281	36	3	the	the	DET
ajmsi-5281	36	4	study	study	NOUN
ajmsi-5281	36	5	pathological	pathological	ADJ
ajmsi-5281	36	6	applications	application	NOUN
ajmsi-5281	36	7	experience	experience	NOUN
ajmsi-5281	36	8	very	very	ADV
ajmsi-5281	36	9	limited	limit	VERB
ajmsi-5281	36	10	ai	ai	ADJ
ajmsi-5281	36	11	advancements	advancement	NOUN
ajmsi-5281	36	12	because	because	SCONJ
ajmsi-5281	36	13	genomic	genomic	NOUN
ajmsi-5281	36	14	and	and	CCONJ
ajmsi-5281	36	15	molecular	molecular	ADJ
ajmsi-5281	36	16	-	-	PUNCT
ajmsi-5281	36	17	imaging	imaging	NOUN
ajmsi-5281	36	18	technologies	technology	NOUN
ajmsi-5281	36	19	fail	fail	VERB
ajmsi-5281	36	20	to	to	PART
ajmsi-5281	36	21	achieve	achieve	VERB
ajmsi-5281	36	22	sufficient	sufficient	ADJ
ajmsi-5281	36	23	collaborative	collaborative	ADJ
ajmsi-5281	36	24	development	development	NOUN
ajmsi-5281	36	25	.	.	PUNCT
ajmsi-5281	37	1	modern	modern	ADJ
ajmsi-5281	37	2	technologies	technology	NOUN
ajmsi-5281	37	3	demonstrate	demonstrate	VERB
ajmsi-5281	37	4	the	the	DET
ajmsi-5281	37	5	capability	capability	NOUN
ajmsi-5281	37	6	to	to	PART
ajmsi-5281	37	7	develop	develop	VERB
ajmsi-5281	37	8	morphology	morphology	NOUN
ajmsi-5281	37	9	-	-	PUNCT
ajmsi-5281	37	10	based	base	VERB
ajmsi-5281	37	11	pathology	pathology	NOUN
ajmsi-5281	37	12	into	into	ADP
ajmsi-5281	37	13	an	an	DET
ajmsi-5281	37	14	advanced	advanced	ADJ
ajmsi-5281	37	15	data	data	NOUN
ajmsi-5281	37	16	-	-	PUNCT
ajmsi-5281	37	17	based	base	VERB
ajmsi-5281	37	18	field	field	NOUN
ajmsi-5281	37	19	that	that	PRON
ajmsi-5281	37	20	extends	extend	VERB
ajmsi-5281	37	21	beyond	beyond	ADP
ajmsi-5281	37	22	traditional	traditional	ADJ
ajmsi-5281	37	23	morphology	morphology	NOUN
ajmsi-5281	37	24	-	-	PUNCT
ajmsi-5281	37	25	based	base	VERB
ajmsi-5281	37	26	practices	practice	NOUN
ajmsi-5281	37	27	.	.	PUNCT
ajmsi-5281	38	1	better	well	ADJ
ajmsi-5281	38	2	disease	disease	NOUN
ajmsi-5281	38	3	knowledge	knowledge	NOUN
ajmsi-5281	38	4	combined	combine	VERB
ajmsi-5281	38	5	with	with	ADP
ajmsi-5281	38	6	superior	superior	ADJ
ajmsi-5281	38	7	patient	patient	ADJ
ajmsi-5281	38	8	outcomes	outcome	NOUN
ajmsi-5281	38	9	becomes	become	VERB
ajmsi-5281	38	10	achievable	achievable	ADJ
ajmsi-5281	38	11	when	when	SCONJ
ajmsi-5281	38	12	pathologists	pathologist	NOUN
ajmsi-5281	38	13	analyze	analyze	VERB
ajmsi-5281	38	14	disease	disease	NOUN
ajmsi-5281	38	15	observations	observation	NOUN
ajmsi-5281	38	16	together	together	ADV
ajmsi-5281	38	17	with	with	ADP
ajmsi-5281	38	18	genetic	genetic	ADJ
ajmsi-5281	38	19	and	and	CCONJ
ajmsi-5281	38	20	molecular	molecular	ADJ
ajmsi-5281	38	21	data	datum	NOUN
ajmsi-5281	38	22	according	accord	VERB
ajmsi-5281	38	23	to	to	ADP
ajmsi-5281	38	24	munari	munari	PROPN
ajmsi-5281	38	25	et	et	PROPN
ajmsi-5281	38	26	al	al	PROPN
ajmsi-5281	38	27	.	.	PROPN
ajmsi-5281	39	1	(	(	PUNCT
ajmsi-5281	39	2	2024	2024	NUM
ajmsi-5281	39	3	)	)	PUNCT
ajmsi-5281	39	4	.	.	PUNCT
ajmsi-5281	40	1	the	the	DET
ajmsi-5281	40	2	integration	integration	NOUN
ajmsi-5281	40	3	process	process	NOUN
ajmsi-5281	40	4	reveals	reveal	VERB
ajmsi-5281	40	5	different	different	ADJ
ajmsi-5281	40	6	challenges	challenge	NOUN
ajmsi-5281	40	7	because	because	SCONJ
ajmsi-5281	40	8	it	it	PRON
ajmsi-5281	40	9	needs	need	VERB
ajmsi-5281	40	10	standardized	standardized	ADJ
ajmsi-5281	40	11	data	datum	NOUN
ajmsi-5281	40	12	formats	format	NOUN
ajmsi-5281	40	13	alongside	alongside	ADP
ajmsi-5281	40	14	system	system	NOUN
ajmsi-5281	40	15	interoperability	interoperability	NOUN
ajmsi-5281	40	16	and	and	CCONJ
ajmsi-5281	40	17	training	training	NOUN
ajmsi-5281	40	18	for	for	ADP
ajmsi-5281	40	19	specialized	specialized	ADJ
ajmsi-5281	40	20	staff	staff	NOUN
ajmsi-5281	40	21	members	member	NOUN
ajmsi-5281	40	22	.	.	PUNCT
ajmsi-5281	41	1	the	the	DET
ajmsi-5281	41	2	implementation	implementation	NOUN
ajmsi-5281	41	3	of	of	ADP
ajmsi-5281	41	4	these	these	DET
ajmsi-5281	41	5	tools	tool	NOUN
ajmsi-5281	41	6	in	in	ADP
ajmsi-5281	41	7	healthcare	healthcare	PROPN
ajmsi-5281	41	8	facilities	facility	NOUN
ajmsi-5281	41	9	requires	require	VERB
ajmsi-5281	41	10	proper	proper	ADJ
ajmsi-5281	41	11	solutions	solution	NOUN
ajmsi-5281	41	12	to	to	ADP
ajmsi-5281	41	13	both	both	DET
ajmsi-5281	41	14	data	datum	NOUN
ajmsi-5281	41	15	privacy	privacy	NOUN
ajmsi-5281	41	16	concerns	concern	NOUN
ajmsi-5281	41	17	and	and	CCONJ
ajmsi-5281	41	18	algorithm	algorithm	NOUN
ajmsi-5281	41	19	transparency	transparency	NOUN
ajmsi-5281	41	20	needs	need	VERB
ajmsi-5281	41	21	to	to	PART
ajmsi-5281	41	22	sustain	sustain	VERB
ajmsi-5281	41	23	ethical	ethical	ADJ
ajmsi-5281	41	24	clinical	clinical	ADJ
ajmsi-5281	41	25	practice	practice	NOUN
ajmsi-5281	41	26	(	(	PUNCT
ajmsi-5281	41	27	asif	asif	NOUN
ajmsi-5281	41	28	et	et	PROPN
ajmsi-5281	41	29	al	al	PROPN
ajmsi-5281	41	30	.	.	PROPN
ajmsi-5281	41	31	,	,	PUNCT
ajmsi-5281	41	32	2023	2023	NUM
ajmsi-5281	41	33	)	)	PUNCT
ajmsi-5281	41	34	.	.	PUNCT
ajmsi-5281	42	1	healthcare	healthcare	NOUN
ajmsi-5281	42	2	providers	provider	NOUN
ajmsi-5281	42	3	and	and	CCONJ
ajmsi-5281	42	4	scientists	scientist	NOUN
ajmsi-5281	42	5	alongside	alongside	ADP
ajmsi-5281	42	6	policy	policy	NOUN
ajmsi-5281	42	7	experts	expert	NOUN
ajmsi-5281	42	8	need	need	VERB
ajmsi-5281	42	9	to	to	PART
ajmsi-5281	42	10	unite	unite	VERB
ajmsi-5281	42	11	their	their	PRON
ajmsi-5281	42	12	efforts	effort	NOUN
ajmsi-5281	42	13	for	for	ADP
ajmsi-5281	42	14	developing	develop	VERB
ajmsi-5281	42	15	standardized	standardized	ADJ
ajmsi-5281	42	16	rules	rule	NOUN
ajmsi-5281	42	17	which	which	PRON
ajmsi-5281	42	18	defend	defend	VERB
ajmsi-5281	42	19	patient	patient	ADJ
ajmsi-5281	42	20	safety	safety	NOUN
ajmsi-5281	42	21	and	and	CCONJ
ajmsi-5281	42	22	enable	enable	VERB
ajmsi-5281	42	23	these	these	DET
ajmsi-5281	42	24	tools	tool	NOUN
ajmsi-5281	42	25	to	to	PART
ajmsi-5281	42	26	function	function	VERB
ajmsi-5281	42	27	in	in	ADP
ajmsi-5281	42	28	typical	typical	ADJ
ajmsi-5281	42	29	medical	medical	ADJ
ajmsi-5281	42	30	care	care	NOUN
ajmsi-5281	42	31	.	.	PUNCT
ajmsi-5281	43	1	research	research	NOUN
ajmsi-5281	43	2	aim	aim	NOUN
ajmsi-5281	43	3	and	and	CCONJ
ajmsi-5281	43	4	objectives	objective	VERB
ajmsi-5281	43	5	this	this	DET
ajmsi-5281	43	6	study	study	NOUN
ajmsi-5281	43	7	aims	aim	VERB
ajmsi-5281	43	8	to	to	PART
ajmsi-5281	43	9	explore	explore	VERB
ajmsi-5281	43	10	the	the	DET
ajmsi-5281	43	11	transformative	transformative	ADJ
ajmsi-5281	43	12	impact	impact	NOUN
ajmsi-5281	43	13	of	of	ADP
ajmsi-5281	43	14	integrating	integrating	NOUN
ajmsi-5281	43	15	ai	ai	VERB
ajmsi-5281	43	16	,	,	PUNCT
ajmsi-5281	43	17	genomics	genomics	NOUN
ajmsi-5281	43	18	,	,	PUNCT
ajmsi-5281	43	19	and	and	CCONJ
ajmsi-5281	43	20	molecular	molecular	ADJ
ajmsi-5281	43	21	imaging	imaging	NOUN
ajmsi-5281	43	22	into	into	ADP
ajmsi-5281	43	23	medical	medical	ADJ
ajmsi-5281	43	24	pathology	pathology	NOUN
ajmsi-5281	43	25	.	.	PUNCT
ajmsi-5281	44	1	the	the	DET
ajmsi-5281	44	2	specific	specific	ADJ
ajmsi-5281	44	3	objectives	objective	NOUN
ajmsi-5281	44	4	are	be	AUX
ajmsi-5281	44	5	:	:	PUNCT
ajmsi-5281	44	6	1	1	X
ajmsi-5281	44	7	.	.	PUNCT
ajmsi-5281	44	8	to	to	PART
ajmsi-5281	44	9	review	review	VERB
ajmsi-5281	44	10	the	the	DET
ajmsi-5281	44	11	current	current	ADJ
ajmsi-5281	44	12	applications	application	NOUN
ajmsi-5281	44	13	and	and	CCONJ
ajmsi-5281	44	14	advancements	advancement	NOUN
ajmsi-5281	44	15	of	of	ADP
ajmsi-5281	44	16	ai	ai	NOUN
ajmsi-5281	44	17	in	in	ADP
ajmsi-5281	44	18	pathological	pathological	ADJ
ajmsi-5281	44	19	diagnostics	diagnostic	NOUN
ajmsi-5281	44	20	.	.	PUNCT
ajmsi-5281	45	1	2	2	X
ajmsi-5281	45	2	.	.	PUNCT
ajmsi-5281	45	3	to	to	PART
ajmsi-5281	45	4	examine	examine	VERB
ajmsi-5281	45	5	the	the	DET
ajmsi-5281	45	6	role	role	NOUN
ajmsi-5281	45	7	of	of	ADP
ajmsi-5281	45	8	genomic	genomic	ADJ
ajmsi-5281	45	9	data	datum	NOUN
ajmsi-5281	45	10	in	in	ADP
ajmsi-5281	45	11	enhancing	enhance	VERB
ajmsi-5281	45	12	pathological	pathological	ADJ
ajmsi-5281	45	13	assessments	assessment	NOUN
ajmsi-5281	45	14	.	.	PUNCT
ajmsi-5281	46	1	3	3	X
ajmsi-5281	46	2	.	.	PUNCT
ajmsi-5281	46	3	to	to	PART
ajmsi-5281	46	4	evaluate	evaluate	VERB
ajmsi-5281	46	5	the	the	DET
ajmsi-5281	46	6	contributions	contribution	NOUN
ajmsi-5281	46	7	of	of	ADP
ajmsi-5281	46	8	molecular	molecular	ADJ
ajmsi-5281	46	9	imaging	imaging	NOUN
ajmsi-5281	46	10	techniques	technique	NOUN
ajmsi-5281	46	11	in	in	ADP
ajmsi-5281	46	12	pathology	pathology	NOUN
ajmsi-5281	46	13	.	.	PUNCT
ajmsi-5281	47	1	4	4	X
ajmsi-5281	47	2	.	.	PUNCT
ajmsi-5281	47	3	to	to	PART
ajmsi-5281	47	4	identify	identify	VERB
ajmsi-5281	47	5	the	the	DET
ajmsi-5281	47	6	challenges	challenge	NOUN
ajmsi-5281	47	7	and	and	CCONJ
ajmsi-5281	47	8	limitations	limitation	NOUN
ajmsi-5281	47	9	associated	associate	VERB
ajmsi-5281	47	10	with	with	ADP
ajmsi-5281	47	11	the	the	DET
ajmsi-5281	47	12	integration	integration	NOUN
ajmsi-5281	47	13	of	of	ADP
ajmsi-5281	47	14	these	these	DET
ajmsi-5281	47	15	technologies	technology	NOUN
ajmsi-5281	47	16	.	.	PUNCT
ajmsi-5281	48	1	5	5	X
ajmsi-5281	48	2	.	.	PUNCT
ajmsi-5281	48	3	to	to	PART
ajmsi-5281	48	4	propose	propose	VERB
ajmsi-5281	48	5	recommendations	recommendation	NOUN
ajmsi-5281	48	6	for	for	ADP
ajmsi-5281	48	7	effective	effective	ADJ
ajmsi-5281	48	8	implementation	implementation	NOUN
ajmsi-5281	48	9	and	and	CCONJ
ajmsi-5281	48	10	future	future	ADJ
ajmsi-5281	48	11	research	research	NOUN
ajmsi-5281	48	12	directions	direction	NOUN
ajmsi-5281	48	13	.	.	PUNCT
ajmsi-5281	49	1	materials	material	NOUN
ajmsi-5281	49	2	and	and	CCONJ
ajmsi-5281	49	3	methods	method	NOUN
ajmsi-5281	49	4	study	study	NOUN
ajmsi-5281	49	5	design	design	VERB
ajmsi-5281	49	6	the	the	DET
ajmsi-5281	49	7	review	review	NOUN
ajmsi-5281	49	8	implemented	implement	VERB
ajmsi-5281	49	9	prisma	prisma	NOUN
ajmsi-5281	49	10	guidelines	guideline	NOUN
ajmsi-5281	49	11	throughout	throughout	ADP
ajmsi-5281	49	12	its	its	PRON
ajmsi-5281	49	13	systematic	systematic	ADJ
ajmsi-5281	49	14	methodology	methodology	NOUN
ajmsi-5281	49	15	(	(	PUNCT
ajmsi-5281	49	16	page	page	NOUN
ajmsi-5281	49	17	et	et	PROPN
ajmsi-5281	49	18	al	al	PROPN
ajmsi-5281	49	19	.	.	PROPN
ajmsi-5281	49	20	,	,	PUNCT
ajmsi-5281	49	21	2021	2021	NUM
ajmsi-5281	49	22	)	)	PUNCT
ajmsi-5281	49	23	.	.	PUNCT
ajmsi-5281	50	1	the	the	DET
ajmsi-5281	50	2	research	research	NOUN
ajmsi-5281	50	3	design	design	NOUN
ajmsi-5281	50	4	brings	bring	VERB
ajmsi-5281	50	5	together	together	ADV
ajmsi-5281	50	6	established	establish	VERB
ajmsi-5281	50	7	studies	study	NOUN
ajmsi-5281	50	8	about	about	ADP
ajmsi-5281	50	9	ai	ai	VERB
ajmsi-5281	50	10	and	and	CCONJ
ajmsi-5281	50	11	genomic	genomic	ADJ
ajmsi-5281	50	12	analysis	analysis	NOUN
ajmsi-5281	50	13	with	with	ADP
ajmsi-5281	50	14	molecular	molecular	ADJ
ajmsi-5281	50	15	imaging	imaging	NOUN
ajmsi-5281	50	16	in	in	ADP
ajmsi-5281	50	17	pathology	pathology	NOUN
ajmsi-5281	50	18	to	to	PART
ajmsi-5281	50	19	achieve	achieve	VERB
ajmsi-5281	50	20	both	both	CCONJ
ajmsi-5281	50	21	less	less	ADV
ajmsi-5281	50	22	subjective	subjective	ADJ
ajmsi-5281	50	23	decisionmaking	decisionmaking	NOUN
ajmsi-5281	50	24	and	and	CCONJ
ajmsi-5281	50	25	enhanced	enhance	VERB
ajmsi-5281	50	26	research	research	NOUN
ajmsi-5281	50	27	reproducibility	reproducibility	NOUN
ajmsi-5281	50	28	.	.	PUNCT
ajmsi-5281	51	1	the	the	DET
ajmsi-5281	51	2	study	study	NOUN
ajmsi-5281	51	3	used	use	VERB
ajmsi-5281	51	4	two	two	NUM
ajmsi-5281	51	5	independent	independent	ADJ
ajmsi-5281	51	6	reviewers	reviewer	NOUN
ajmsi-5281	51	7	who	who	PRON
ajmsi-5281	51	8	conducted	conduct	VERB
ajmsi-5281	51	9	dual	dual	ADJ
ajmsi-5281	51	10	screenings	screening	NOUN
ajmsi-5281	51	11	for	for	ADP
ajmsi-5281	51	12	data	data	NOUN
ajmsi-5281	51	13	extraction	extraction	NOUN
ajmsi-5281	51	14	concurrently	concurrently	ADV
ajmsi-5281	51	15	until	until	SCONJ
ajmsi-5281	51	16	a	a	DET
ajmsi-5281	51	17	third	third	ADJ
ajmsi-5281	51	18	expert	expert	NOUN
ajmsi-5281	51	19	resolved	resolve	VERB
ajmsi-5281	51	20	any	any	DET
ajmsi-5281	51	21	discrepancies	discrepancy	NOUN
ajmsi-5281	51	22	.	.	PUNCT
ajmsi-5281	52	1	the	the	DET
ajmsi-5281	52	2	review	review	NOUN
ajmsi-5281	52	3	protocol	protocol	NOUN
ajmsi-5281	52	4	established	establish	VERB
ajmsi-5281	52	5	both	both	PRON
ajmsi-5281	52	6	eligibility	eligibility	NOUN
ajmsi-5281	52	7	requirements	requirement	NOUN
ajmsi-5281	52	8	and	and	CCONJ
ajmsi-5281	52	9	data	datum	NOUN
ajmsi-5281	52	10	collection	collection	NOUN
ajmsi-5281	52	11	items	item	NOUN
ajmsi-5281	52	12	and	and	CCONJ
ajmsi-5281	52	13	quality	quality	NOUN
ajmsi-5281	52	14	assessment	assessment	NOUN
ajmsi-5281	52	15	instruments	instrument	NOUN
ajmsi-5281	52	16	(	(	PUNCT
ajmsi-5281	52	17	casp	casp	NOUN
ajmsi-5281	52	18	and	and	CCONJ
ajmsi-5281	52	19	newcastle	newcastle	PROPN
ajmsi-5281	52	20	–	–	PUNCT
ajmsi-5281	52	21	ottawa	ottawa	PROPN
ajmsi-5281	52	22	scale	scale	NOUN
ajmsi-5281	52	23	)	)	PUNCT
ajmsi-5281	52	24	before	before	ADP
ajmsi-5281	52	25	starting	start	VERB
ajmsi-5281	52	26	the	the	DET
ajmsi-5281	52	27	search	search	NOUN
ajmsi-5281	52	28	process	process	NOUN
ajmsi-5281	52	29	to	to	PART
ajmsi-5281	52	30	avoid	avoid	VERB
ajmsi-5281	52	31	post	post	ADJ
ajmsi-5281	52	32	-	-	ADJ
ajmsi-5281	52	33	hoc	hoc	ADJ
ajmsi-5281	52	34	decision	decision	NOUN
ajmsi-5281	52	35	-	-	PUNCT
ajmsi-5281	52	36	making	making	NOUN
ajmsi-5281	52	37	.	.	PUNCT
ajmsi-5281	53	1	the	the	DET
ajmsi-5281	53	2	prisma	prisma	NOUN
ajmsi-5281	53	3	framework	framework	NOUN
ajmsi-5281	53	4	enhances	enhance	VERB
ajmsi-5281	53	5	research	research	NOUN
ajmsi-5281	53	6	methodology	methodology	NOUN
ajmsi-5281	53	7	,	,	PUNCT
ajmsi-5281	53	8	but	but	CCONJ
ajmsi-5281	53	9	is	be	AUX
ajmsi-5281	53	10	still	still	ADV
ajmsi-5281	53	11	unable	unable	ADJ
ajmsi-5281	53	12	to	to	PART
ajmsi-5281	53	13	eliminate	eliminate	VERB
ajmsi-5281	53	14	both	both	DET
ajmsi-5281	53	15	publication	publication	NOUN
ajmsi-5281	53	16	bias	bias	NOUN
ajmsi-5281	53	17	and	and	CCONJ
ajmsi-5281	53	18	differences	difference	NOUN
ajmsi-5281	53	19	among	among	ADP
ajmsi-5281	53	20	research	research	NOUN
ajmsi-5281	53	21	approaches	approach	NOUN
ajmsi-5281	53	22	.	.	PUNCT
ajmsi-5281	54	1	the	the	DET
ajmsi-5281	54	2	system	system	NOUN
ajmsi-5281	54	3	of	of	ADP
ajmsi-5281	54	4	registered	register	VERB
ajmsi-5281	54	5	protocols	protocol	NOUN
ajmsi-5281	54	6	depends	depend	VERB
ajmsi-5281	54	7	on	on	ADP
ajmsi-5281	54	8	certain	certain	ADJ
ajmsi-5281	54	9	assumptions	assumption	NOUN
ajmsi-5281	54	10	about	about	ADP
ajmsi-5281	54	11	database	database	NOUN
ajmsi-5281	54	12	availability	availability	NOUN
ajmsi-5281	54	13	,	,	PUNCT
ajmsi-5281	54	14	but	but	CCONJ
ajmsi-5281	54	15	does	do	AUX
ajmsi-5281	54	16	not	not	PART
ajmsi-5281	54	17	identify	identify	VERB
ajmsi-5281	54	18	research	research	NOUN
ajmsi-5281	54	19	that	that	PRON
ajmsi-5281	54	20	exists	exist	VERB
ajmsi-5281	54	21	outside	outside	ADP
ajmsi-5281	54	22	database	database	NOUN
ajmsi-5281	54	23	systems	system	NOUN
ajmsi-5281	54	24	.	.	PUNCT
ajmsi-5281	55	1	the	the	DET
ajmsi-5281	55	2	use	use	NOUN
ajmsi-5281	55	3	of	of	ADP
ajmsi-5281	55	4	systematic	systematic	ADJ
ajmsi-5281	55	5	registration	registration	NOUN
ajmsi-5281	55	6	during	during	ADP
ajmsi-5281	55	7	complete	complete	ADJ
ajmsi-5281	55	8	evidence	evidence	NOUN
ajmsi-5281	55	9	synthesis	synthesis	NOUN
ajmsi-5281	55	10	helps	help	VERB
ajmsi-5281	55	11	researchers	researcher	NOUN
ajmsi-5281	55	12	execute	execute	VERB
ajmsi-5281	55	13	established	establish	VERB
ajmsi-5281	55	14	guidelines	guideline	NOUN
ajmsi-5281	55	15	correctly	correctly	ADV
ajmsi-5281	55	16	.	.	PUNCT
ajmsi-5281	56	1	inclusion	inclusion	NOUN
ajmsi-5281	56	2	criteria	criterion	NOUN
ajmsi-5281	56	3	this	this	DET
ajmsi-5281	56	4	study	study	NOUN
ajmsi-5281	56	5	analyzed	analyze	VERB
ajmsi-5281	56	6	peer	peer	NOUN
ajmsi-5281	56	7	-	-	PUNCT
ajmsi-5281	56	8	reviewed	review	VERB
ajmsi-5281	56	9	original	original	ADJ
ajmsi-5281	56	10	articles	article	NOUN
ajmsi-5281	56	11	which	which	PRON
ajmsi-5281	56	12	met	meet	VERB
ajmsi-5281	56	13	the	the	DET
ajmsi-5281	56	14	following	follow	VERB
ajmsi-5281	56	15	four	four	NUM
ajmsi-5281	56	16	conditions	condition	NOUN
ajmsi-5281	56	17	:	:	PUNCT
ajmsi-5281	56	18	(	(	PUNCT
ajmsi-5281	56	19	1	1	X
ajmsi-5281	56	20	)	)	PUNCT
ajmsi-5281	56	21	used	use	VERB
ajmsi-5281	56	22	ai	ai	VERB
ajmsi-5281	56	23	algorithms	algorithm	NOUN
ajmsi-5281	56	24	with	with	ADP
ajmsi-5281	56	25	genomic	genomic	ADJ
ajmsi-5281	56	26	analysis	analysis	NOUN
ajmsi-5281	56	27	or	or	CCONJ
ajmsi-5281	56	28	molecular	molecular	ADJ
ajmsi-5281	56	29	imaging	imaging	NOUN
ajmsi-5281	56	30	applications	application	NOUN
ajmsi-5281	56	31	in	in	ADP
ajmsi-5281	56	32	human	human	ADJ
ajmsi-5281	56	33	pathology	pathology	NOUN
ajmsi-5281	56	34	settings	setting	NOUN
ajmsi-5281	56	35	,	,	PUNCT
ajmsi-5281	56	36	(	(	PUNCT
ajmsi-5281	56	37	2	2	X
ajmsi-5281	56	38	)	)	PUNCT
ajmsi-5281	56	39	included	include	VERB
ajmsi-5281	56	40	clinical	clinical	ADJ
ajmsi-5281	56	41	or	or	CCONJ
ajmsi-5281	56	42	histopathological	histopathological	ADJ
ajmsi-5281	56	43	specimen	speciman	NOUN
ajmsi-5281	56	44	data	datum	NOUN
ajmsi-5281	56	45	such	such	ADJ
ajmsi-5281	56	46	as	as	ADP
ajmsi-5281	56	47	biopsies	biopsy	NOUN
ajmsi-5281	56	48	and	and	CCONJ
ajmsi-5281	56	49	resection	resection	NOUN
ajmsi-5281	56	50	specimens	specimen	NOUN
ajmsi-5281	56	51	,	,	PUNCT
ajmsi-5281	56	52	(	(	PUNCT
ajmsi-5281	56	53	3	3	X
ajmsi-5281	56	54	)	)	PUNCT
ajmsi-5281	56	55	provided	provide	VERB
ajmsi-5281	56	56	diagnostic	diagnostic	ADJ
ajmsi-5281	56	57	performance	performance	NOUN
ajmsi-5281	56	58	data	datum	NOUN
ajmsi-5281	56	59	together	together	ADV
ajmsi-5281	56	60	with	with	ADP
ajmsi-5281	56	61	workflow	workflow	NOUN
ajmsi-5281	56	62	influences	influence	NOUN
ajmsi-5281	56	63	and	and	CCONJ
ajmsi-5281	56	64	patient	patient	NOUN
ajmsi-5281	56	65	-	-	PUNCT
ajmsi-5281	56	66	centered	center	VERB
ajmsi-5281	56	67	outcomes	outcome	NOUN
ajmsi-5281	56	68	and	and	CCONJ
ajmsi-5281	56	69	(	(	PUNCT
ajmsi-5281	56	70	4	4	X
ajmsi-5281	56	71	)	)	PUNCT
ajmsi-5281	56	72	were	be	AUX
ajmsi-5281	56	73	published	publish	VERB
ajmsi-5281	56	74	in	in	ADP
ajmsi-5281	56	75	english	english	PROPN
ajmsi-5281	56	76	during	during	ADP
ajmsi-5281	56	77	january	january	PROPN
ajmsi-5281	56	78	2014	2014	NUM
ajmsi-5281	56	79	to	to	ADP
ajmsi-5281	56	80	march	march	PROPN
ajmsi-5281	56	81	2025	2025	NUM
ajmsi-5281	56	82	.	.	PUNCT
ajmsi-5281	57	1	the	the	DET
ajmsi-5281	57	2	analysis	analysis	NOUN
ajmsi-5281	57	3	included	include	VERB
ajmsi-5281	57	4	clinical	clinical	ADJ
ajmsi-5281	57	5	trials	trial	NOUN
ajmsi-5281	57	6	and	and	CCONJ
ajmsi-5281	57	7	cohort	cohort	NOUN
ajmsi-5281	57	8	studies	study	NOUN
ajmsi-5281	57	9	as	as	ADV
ajmsi-5281	57	10	well	well	ADV
ajmsi-5281	57	11	as	as	ADP
ajmsi-5281	57	12	case	case	NOUN
ajmsi-5281	57	13	-	-	PUNCT
ajmsi-5281	57	14	control	control	NOUN
ajmsi-5281	57	15	investigations	investigation	NOUN
ajmsi-5281	57	16	and	and	CCONJ
ajmsi-5281	57	17	cross	cross	ADJ
ajmsi-5281	57	18	-	-	ADJ
ajmsi-5281	57	19	sectional	sectional	ADJ
ajmsi-5281	57	20	research	research	NOUN
ajmsi-5281	57	21	and	and	CCONJ
ajmsi-5281	57	22	technology	technology	NOUN
ajmsi-5281	57	23	-	-	PUNCT
ajmsi-5281	57	24	validation	validation	NOUN
ajmsi-5281	57	25	studies	study	NOUN
ajmsi-5281	57	26	for	for	ADP
ajmsi-5281	57	27	collecting	collect	VERB
ajmsi-5281	57	28	evidence	evidence	NOUN
ajmsi-5281	57	29	at	at	ADP
ajmsi-5281	57	30	multiple	multiple	ADJ
ajmsi-5281	57	31	levels	level	NOUN
ajmsi-5281	57	32	.	.	PUNCT
ajmsi-5281	58	1	the	the	DET
ajmsi-5281	58	2	scope	scope	NOUN
ajmsi-5281	58	3	supports	support	VERB
ajmsi-5281	58	4	practical	practical	ADJ
ajmsi-5281	58	5	applications	application	NOUN
ajmsi-5281	58	6	in	in	ADP
ajmsi-5281	58	7	medical	medical	ADJ
ajmsi-5281	58	8	practices	practice	NOUN
ajmsi-5281	58	9	through	through	ADP
ajmsi-5281	58	10	its	its	PRON
ajmsi-5281	58	11	multiple	multiple	ADJ
ajmsi-5281	58	12	research	research	NOUN
ajmsi-5281	58	13	method	method	NOUN
ajmsi-5281	58	14	acceptance	acceptance	NOUN
ajmsi-5281	58	15	.	.	PUNCT
ajmsi-5281	59	1	the	the	DET
ajmsi-5281	59	2	review	review	NOUN
ajmsi-5281	59	3	only	only	ADV
ajmsi-5281	59	4	accepting	accept	VERB
ajmsi-5281	59	5	english	english	ADJ
ajmsi-5281	59	6	-	-	PUNCT
ajmsi-5281	59	7	language	language	NOUN
ajmsi-5281	59	8	publications	publication	NOUN
ajmsi-5281	59	9	could	could	AUX
ajmsi-5281	59	10	potentially	potentially	ADV
ajmsi-5281	59	11	hide	hide	VERB
ajmsi-5281	59	12	groundbreaking	groundbreake	VERB
ajmsi-5281	59	13	research	research	NOUN
ajmsi-5281	59	14	from	from	ADP
ajmsi-5281	59	15	other	other	ADJ
ajmsi-5281	59	16	languages	language	NOUN
ajmsi-5281	59	17	which	which	PRON
ajmsi-5281	59	18	results	result	VERB
ajmsi-5281	59	19	in	in	ADP
ajmsi-5281	59	20	linguistic	linguistic	ADJ
ajmsi-5281	59	21	bias	bias	NOUN
ajmsi-5281	59	22	affecting	affect	VERB
ajmsi-5281	59	23	the	the	DET
ajmsi-5281	59	24	study	study	NOUN
ajmsi-5281	59	25	results	result	NOUN
ajmsi-5281	59	26	.	.	PUNCT
ajmsi-5281	60	1	the	the	DET
ajmsi-5281	60	2	ten‐year	ten‐year	NUM
ajmsi-5281	60	3	time	time	NOUN
ajmsi-5281	60	4	boundary	boundary	ADJ
ajmsi-5281	60	5	safeguards	safeguard	NOUN
ajmsi-5281	60	6	contemporary	contemporary	ADJ
ajmsi-5281	60	7	digital	digital	ADJ
ajmsi-5281	60	8	innovation	innovation	NOUN
ajmsi-5281	60	9	studies	study	NOUN
ajmsi-5281	60	10	without	without	ADP
ajmsi-5281	60	11	undermining	undermine	VERB
ajmsi-5281	60	12	earlier	early	ADJ
ajmsi-5281	60	13	research	research	NOUN
ajmsi-5281	60	14	conducted	conduct	VERB
ajmsi-5281	60	15	between	between	ADP
ajmsi-5281	60	16	2014	2014	NUM
ajmsi-5281	60	17	and	and	CCONJ
ajmsi-5281	60	18	the	the	DET
ajmsi-5281	60	19	present	present	ADJ
ajmsi-5281	60	20	day	day	NOUN
ajmsi-5281	60	21	.	.	PUNCT
ajmsi-5281	61	1	the	the	DET
ajmsi-5281	61	2	research	research	NOUN
ajmsi-5281	61	3	lacked	lack	VERB
ajmsi-5281	61	4	geographic	geographic	ADJ
ajmsi-5281	61	5	limitations	limitation	NOUN
ajmsi-5281	61	6	letting	let	VERB
ajmsi-5281	61	7	participants	participant	NOUN
ajmsi-5281	61	8	from	from	ADP
ajmsi-5281	61	9	worldwide	worldwide	ADJ
ajmsi-5281	61	10	locations	location	NOUN
ajmsi-5281	61	11	submit	submit	VERB
ajmsi-5281	61	12	data	datum	NOUN
ajmsi-5281	61	13	yet	yet	ADV
ajmsi-5281	61	14	this	this	DET
ajmsi-5281	61	15	method	method	NOUN
ajmsi-5281	61	16	brought	bring	VERB
ajmsi-5281	61	17	increased	increase	VERB
ajmsi-5281	61	18	variability	variability	NOUN
ajmsi-5281	61	19	among	among	ADP
ajmsi-5281	61	20	different	different	ADJ
ajmsi-5281	61	21	healthcare	healthcare	NOUN
ajmsi-5281	61	22	facilities	facility	NOUN
ajmsi-5281	61	23	and	and	CCONJ
ajmsi-5281	61	24	their	their	PRON
ajmsi-5281	61	25	available	available	ADJ
ajmsi-5281	61	26	resources	resource	NOUN
ajmsi-5281	61	27	.	.	PUNCT
ajmsi-5281	62	1	exclusion	exclusion	NOUN
ajmsi-5281	62	2	criteria	criterion	NOUN
ajmsi-5281	63	1	the	the	DET
ajmsi-5281	63	2	review	review	NOUN
ajmsi-5281	63	3	excluded	exclude	VERB
ajmsi-5281	63	4	(	(	PUNCT
ajmsi-5281	63	5	1	1	NUM
ajmsi-5281	63	6	)	)	PUNCT
ajmsi-5281	63	7	non	non	ADJ
ajmsi-5281	63	8	–	–	ADJ
ajmsi-5281	63	9	peer‐reviewed	peer‐reviewed	ADJ
ajmsi-5281	63	10	literature	literature	NOUN
ajmsi-5281	63	11	(	(	PUNCT
ajmsi-5281	63	12	editorials	editorial	NOUN
ajmsi-5281	63	13	,	,	PUNCT
ajmsi-5281	63	14	commentaries	commentary	NOUN
ajmsi-5281	63	15	,	,	PUNCT
ajmsi-5281	63	16	conference	conference	NOUN
ajmsi-5281	63	17	abstracts	abstract	NOUN
ajmsi-5281	63	18	,	,	PUNCT
ajmsi-5281	63	19	theses	thesis	NOUN
ajmsi-5281	63	20	)	)	PUNCT
ajmsi-5281	63	21	,	,	PUNCT
ajmsi-5281	63	22	to	to	PART
ajmsi-5281	63	23	focus	focus	VERB
ajmsi-5281	63	24	on	on	ADP
ajmsi-5281	63	25	fully	fully	ADV
ajmsi-5281	63	26	vetted	vet	VERB
ajmsi-5281	63	27	research	research	NOUN
ajmsi-5281	63	28	;	;	PUNCT
ajmsi-5281	63	29	(	(	PUNCT
ajmsi-5281	63	30	2	2	X
ajmsi-5281	63	31	)	)	PUNCT
ajmsi-5281	63	32	studies	study	NOUN
ajmsi-5281	63	33	without	without	ADP
ajmsi-5281	63	34	direct	direct	ADJ
ajmsi-5281	63	35	pathology	pathology	NOUN
ajmsi-5281	63	36	relevance	relevance	NOUN
ajmsi-5281	63	37	(	(	PUNCT
ajmsi-5281	63	38	e.g.	e.g.	ADV
ajmsi-5281	63	39	,	,	PUNCT
ajmsi-5281	63	40	radiology‐only	radiology‐only	ADV
ajmsi-5281	63	41	ai	ai	VERB
ajmsi-5281	63	42	applications	application	NOUN
ajmsi-5281	63	43	or	or	CCONJ
ajmsi-5281	63	44	bioinformatics	bioinformatics	NOUN
ajmsi-5281	63	45	pipelines	pipeline	NOUN
ajmsi-5281	63	46	lacking	lack	VERB
ajmsi-5281	63	47	histopathological	histopathological	ADJ
ajmsi-5281	63	48	correlation	correlation	NOUN
ajmsi-5281	63	49	)	)	PUNCT
ajmsi-5281	63	50	;	;	PUNCT
ajmsi-5281	64	1	(	(	PUNCT
ajmsi-5281	64	2	3	3	X
ajmsi-5281	64	3	)	)	PUNCT
ajmsi-5281	64	4	purely	purely	ADV
ajmsi-5281	64	5	in	in	ADP
ajmsi-5281	64	6	vitro	vitro	X
ajmsi-5281	64	7	or	or	CCONJ
ajmsi-5281	64	8	animal‐model	animal‐model	VERB
ajmsi-5281	64	9	investigations	investigation	NOUN
ajmsi-5281	64	10	without	without	ADP
ajmsi-5281	64	11	human	human	ADJ
ajmsi-5281	64	12	data	datum	NOUN
ajmsi-5281	64	13	;	;	PUNCT
ajmsi-5281	64	14	(	(	PUNCT
ajmsi-5281	64	15	4	4	X
ajmsi-5281	64	16	)	)	PUNCT
ajmsi-5281	64	17	articles	article	NOUN
ajmsi-5281	64	18	lacking	lack	VERB
ajmsi-5281	64	19	sufficient	sufficient	ADJ
ajmsi-5281	64	20	methodological	methodological	ADJ
ajmsi-5281	64	21	detail	detail	NOUN
ajmsi-5281	64	22	or	or	CCONJ
ajmsi-5281	64	23	performance	performance	NOUN
ajmsi-5281	64	24	metrics	metric	NOUN
ajmsi-5281	64	25	;	;	PUNCT
ajmsi-5281	64	26	and	and	CCONJ
ajmsi-5281	64	27	(	(	PUNCT
ajmsi-5281	64	28	5	5	X
ajmsi-5281	64	29	)	)	PUNCT
ajmsi-5281	64	30	duplicates	duplicate	NOUN
ajmsi-5281	64	31	and	and	CCONJ
ajmsi-5281	64	32	extensions	extension	NOUN
ajmsi-5281	64	33	of	of	ADP
ajmsi-5281	64	34	the	the	DET
ajmsi-5281	64	35	same	same	ADJ
ajmsi-5281	64	36	primary	primary	ADJ
ajmsi-5281	64	37	dataset	dataset	NOUN
ajmsi-5281	64	38	.	.	PUNCT
ajmsi-5281	65	1	the	the	DET
ajmsi-5281	65	2	chosen	choose	VERB
ajmsi-5281	65	3	data	data	PROPN
ajmsi-5281	65	4	restriction	restriction	NOUN
ajmsi-5281	65	5	criteria	criterion	NOUN
ajmsi-5281	65	6	improve	improve	VERB
ajmsi-5281	65	7	data	datum	NOUN
ajmsi-5281	65	8	review	review	NOUN
ajmsi-5281	65	9	precision	precision	NOUN
ajmsi-5281	65	10	and	and	CCONJ
ajmsi-5281	65	11	quality	quality	NOUN
ajmsi-5281	65	12	but	but	CCONJ
ajmsi-5281	65	13	removes	remove	VERB
ajmsi-5281	65	14	essential	essential	ADJ
ajmsi-5281	65	15	early	early	ADJ
ajmsi-5281	65	16	-	-	PUNCT
ajmsi-5281	65	17	stage	stage	NOUN
ajmsi-5281	65	18	research	research	NOUN
ajmsi-5281	65	19	that	that	PRON
ajmsi-5281	65	20	often	often	ADV
ajmsi-5281	65	21	presents	present	VERB
ajmsi-5281	65	22	at	at	ADP
ajmsi-5281	65	23	conferences	conference	NOUN
ajmsi-5281	65	24	.	.	PUNCT
ajmsi-5281	66	1	language	language	NOUN
ajmsi-5281	66	2	bias	bias	NOUN
ajmsi-5281	66	3	results	result	VERB
ajmsi-5281	66	4	from	from	ADP
ajmsi-5281	66	5	reports	report	NOUN
ajmsi-5281	66	6	written	write	VERB
ajmsi-5281	66	7	in	in	ADP
ajmsi-5281	66	8	any	any	DET
ajmsi-5281	66	9	language	language	NOUN
ajmsi-5281	66	10	except	except	SCONJ
ajmsi-5281	66	11	english	english	PROPN
ajmsi-5281	66	12	while	while	SCONJ
ajmsi-5281	66	13	publication	publication	NOUN
ajmsi-5281	66	14	bias	bias	NOUN
ajmsi-5281	66	15	becomes	become	VERB
ajmsi-5281	66	16	pa	pa	PROPN
ajmsi-5281	66	17	ge	ge	PROPN
ajmsi-5281	66	18	10	10	NUM
ajmsi-5281	66	19	5	5	NUM
ajmsi-5281	66	20	https://journals.e-palli.com/home/index.php/ajmsi	https://journals.e-palli.com/home/index.php/ajmsi	PROPN
ajmsi-5281	66	21	am	be	AUX
ajmsi-5281	66	22	.	.	PUNCT
ajmsi-5281	67	1	j.	j.	PROPN
ajmsi-5281	67	2	med	med	PROPN
ajmsi-5281	67	3	.	.	PUNCT
ajmsi-5281	68	1	sci	sci	PROPN
ajmsi-5281	68	2	.	.	PUNCT
ajmsi-5281	68	3	innov	innov	PROPN
ajmsi-5281	68	4	.	.	PUNCT
ajmsi-5281	69	1	4(2	4(2	NUM
ajmsi-5281	69	2	)	)	PUNCT
ajmsi-5281	70	1	103	103	NUM
ajmsi-5281	70	2	-	-	SYM
ajmsi-5281	70	3	110	110	NUM
ajmsi-5281	70	4	,	,	PUNCT
ajmsi-5281	70	5	2025	2025	NUM
ajmsi-5281	70	6	more	more	ADV
ajmsi-5281	70	7	prominent	prominent	ADJ
ajmsi-5281	70	8	when	when	SCONJ
ajmsi-5281	70	9	gray	gray	ADJ
ajmsi-5281	70	10	literature	literature	NOUN
ajmsi-5281	70	11	is	be	AUX
ajmsi-5281	70	12	excluded	exclude	VERB
ajmsi-5281	70	13	.	.	PUNCT
ajmsi-5281	71	1	the	the	DET
ajmsi-5281	71	2	team	team	NOUN
ajmsi-5281	71	3	documented	document	VERB
ajmsi-5281	71	4	all	all	PRON
ajmsi-5281	71	5	excluded	exclude	VERB
ajmsi-5281	71	6	studies	study	NOUN
ajmsi-5281	71	7	for	for	ADP
ajmsi-5281	71	8	potential	potential	ADJ
ajmsi-5281	71	9	use	use	NOUN
ajmsi-5281	71	10	in	in	ADP
ajmsi-5281	71	11	future	future	ADJ
ajmsi-5281	71	12	research	research	NOUN
ajmsi-5281	71	13	updates	update	NOUN
ajmsi-5281	71	14	that	that	PRON
ajmsi-5281	71	15	may	may	AUX
ajmsi-5281	71	16	include	include	VERB
ajmsi-5281	71	17	different	different	ADJ
ajmsi-5281	71	18	types	type	NOUN
ajmsi-5281	71	19	of	of	ADP
ajmsi-5281	71	20	evidence	evidence	NOUN
ajmsi-5281	71	21	during	during	ADP
ajmsi-5281	71	22	the	the	DET
ajmsi-5281	71	23	field	field	NOUN
ajmsi-5281	71	24	’s	’s	PART
ajmsi-5281	71	25	development	development	NOUN
ajmsi-5281	71	26	.	.	PUNCT
ajmsi-5281	72	1	search	search	NOUN
ajmsi-5281	72	2	strategy	strategy	NOUN
ajmsi-5281	72	3	a	a	DET
ajmsi-5281	72	4	systematic	systematic	ADJ
ajmsi-5281	72	5	method	method	NOUN
ajmsi-5281	72	6	was	be	AUX
ajmsi-5281	72	7	used	use	VERB
ajmsi-5281	72	8	for	for	ADP
ajmsi-5281	72	9	comprehensive	comprehensive	ADJ
ajmsi-5281	72	10	literature	literature	NOUN
ajmsi-5281	72	11	search	search	NOUN
ajmsi-5281	72	12	that	that	SCONJ
ajmsi-5281	72	13	combined	combine	VERB
ajmsi-5281	72	14	boolean	boolean	ADJ
ajmsi-5281	72	15	operators	operator	NOUN
ajmsi-5281	72	16	along	along	ADP
ajmsi-5281	72	17	with	with	ADP
ajmsi-5281	72	18	medical	medical	ADJ
ajmsi-5281	72	19	subject	subject	NOUN
ajmsi-5281	72	20	headings	heading	NOUN
ajmsi-5281	72	21	(	(	PUNCT
ajmsi-5281	72	22	mesh	mesh	NOUN
ajmsi-5281	72	23	)	)	PUNCT
ajmsi-5281	72	24	and	and	CCONJ
ajmsi-5281	72	25	free	free	ADJ
ajmsi-5281	72	26	-	-	PUNCT
ajmsi-5281	72	27	text	text	NOUN
ajmsi-5281	72	28	terms	term	NOUN
ajmsi-5281	72	29	.	.	PUNCT
ajmsi-5281	73	1	the	the	DET
ajmsi-5281	73	2	search	search	NOUN
ajmsi-5281	73	3	terms	term	NOUN
ajmsi-5281	73	4	were	be	AUX
ajmsi-5281	73	5	chosen	choose	VERB
ajmsi-5281	73	6	specifically	specifically	ADV
ajmsi-5281	73	7	to	to	PART
ajmsi-5281	73	8	represent	represent	VERB
ajmsi-5281	73	9	digital	digital	ADJ
ajmsi-5281	73	10	pathology	pathology	NOUN
ajmsi-5281	73	11	and	and	CCONJ
ajmsi-5281	73	12	artificial	artificial	ADJ
ajmsi-5281	73	13	intelligence	intelligence	NOUN
ajmsi-5281	73	14	(	(	PUNCT
ajmsi-5281	73	15	ai	ai	NOUN
ajmsi-5281	73	16	)	)	PUNCT
ajmsi-5281	73	17	together	together	ADV
ajmsi-5281	73	18	with	with	ADP
ajmsi-5281	73	19	genomics	genomic	NOUN
ajmsi-5281	73	20	and	and	CCONJ
ajmsi-5281	73	21	molecular	molecular	ADJ
ajmsi-5281	73	22	imaging	imaging	NOUN
ajmsi-5281	73	23	domains	domain	NOUN
ajmsi-5281	73	24	.	.	PUNCT
ajmsi-5281	74	1	the	the	DET
ajmsi-5281	74	2	search	search	NOUN
ajmsi-5281	74	3	included	include	VERB
ajmsi-5281	74	4	the	the	DET
ajmsi-5281	74	5	following	following	ADJ
ajmsi-5281	74	6	grouping	grouping	NOUN
ajmsi-5281	74	7	of	of	ADP
ajmsi-5281	74	8	terms	term	NOUN
ajmsi-5281	74	9	:	:	PUNCT
ajmsi-5281	74	10	“	"	PUNCT
ajmsi-5281	74	11	digital	digital	ADJ
ajmsi-5281	74	12	pathology	pathology	NOUN
ajmsi-5281	74	13	”	"	PUNCT
ajmsi-5281	74	14	or	or	CCONJ
ajmsi-5281	74	15	“	"	PUNCT
ajmsi-5281	74	16	whole	whole	ADJ
ajmsi-5281	74	17	slide	slide	NOUN
ajmsi-5281	74	18	imaging	imaging	NOUN
ajmsi-5281	74	19	”	"	PUNCT
ajmsi-5281	74	20	along	along	ADP
ajmsi-5281	74	21	with	with	ADP
ajmsi-5281	74	22	“	"	PUNCT
ajmsi-5281	74	23	artificial	artificial	ADJ
ajmsi-5281	74	24	intelligence	intelligence	NOUN
ajmsi-5281	74	25	”	"	PUNCT
ajmsi-5281	74	26	or	or	CCONJ
ajmsi-5281	74	27	“	"	PUNCT
ajmsi-5281	74	28	ai	ai	VERB
ajmsi-5281	74	29	in	in	ADP
ajmsi-5281	74	30	pathology	pathology	NOUN
ajmsi-5281	74	31	”	"	PUNCT
ajmsi-5281	74	32	or	or	CCONJ
ajmsi-5281	74	33	“	"	PUNCT
ajmsi-5281	74	34	machine	machine	NOUN
ajmsi-5281	74	35	learning	learning	NOUN
ajmsi-5281	74	36	”	"	PUNCT
ajmsi-5281	74	37	or	or	CCONJ
ajmsi-5281	74	38	“	"	PUNCT
ajmsi-5281	74	39	deep	deep	ADJ
ajmsi-5281	74	40	learning	learning	NOUN
ajmsi-5281	74	41	”	"	PUNCT
ajmsi-5281	74	42	as	as	ADV
ajmsi-5281	74	43	well	well	ADV
ajmsi-5281	74	44	as	as	ADP
ajmsi-5281	74	45	“	"	PUNCT
ajmsi-5281	74	46	histopathology	histopathology	NOUN
ajmsi-5281	74	47	”	"	PUNCT
ajmsi-5281	74	48	or	or	CCONJ
ajmsi-5281	74	49	“	"	PUNCT
ajmsi-5281	74	50	tissue	tissue	NOUN
ajmsi-5281	74	51	analysis	analysis	NOUN
ajmsi-5281	74	52	”	"	PUNCT
ajmsi-5281	74	53	and	and	CCONJ
ajmsi-5281	74	54	“	"	PUNCT
ajmsi-5281	74	55	genomics	genomic	NOUN
ajmsi-5281	74	56	”	"	PUNCT
ajmsi-5281	74	57	or	or	CCONJ
ajmsi-5281	74	58	“	"	PUNCT
ajmsi-5281	74	59	next	next	ADJ
ajmsi-5281	74	60	-	-	PUNCT
ajmsi-5281	74	61	generation	generation	NOUN
ajmsi-5281	74	62	sequencing	sequencing	NOUN
ajmsi-5281	74	63	”	"	PUNCT
ajmsi-5281	74	64	or	or	CCONJ
ajmsi-5281	74	65	“	"	PUNCT
ajmsi-5281	74	66	genetic	genetic	ADJ
ajmsi-5281	74	67	profiling	profiling	NOUN
ajmsi-5281	74	68	”	"	PUNCT
ajmsi-5281	74	69	plus	plus	CCONJ
ajmsi-5281	74	70	“	"	PUNCT
ajmsi-5281	74	71	molecular	molecular	ADJ
ajmsi-5281	74	72	imaging	imaging	NOUN
ajmsi-5281	74	73	”	"	PUNCT
ajmsi-5281	74	74	or	or	CCONJ
ajmsi-5281	74	75	“	"	PUNCT
ajmsi-5281	74	76	pet	pet	ADJ
ajmsi-5281	74	77	”	"	PUNCT
ajmsi-5281	74	78	or	or	CCONJ
ajmsi-5281	74	79	“	"	PUNCT
ajmsi-5281	74	80	spect	spect	NOUN
ajmsi-5281	74	81	”	"	PUNCT
ajmsi-5281	74	82	together	together	ADV
ajmsi-5281	74	83	with	with	ADP
ajmsi-5281	74	84	“	"	PUNCT
ajmsi-5281	74	85	precision	precision	NOUN
ajmsi-5281	74	86	medicine	medicine	NOUN
ajmsi-5281	74	87	”	"	PUNCT
ajmsi-5281	74	88	and	and	CCONJ
ajmsi-5281	74	89	“	"	PUNCT
ajmsi-5281	74	90	pathology	pathology	NOUN
ajmsi-5281	74	91	”	"	PUNCT
ajmsi-5281	74	92	.	.	PUNCT
ajmsi-5281	75	1	the	the	DET
ajmsi-5281	75	2	researchers	researcher	NOUN
ajmsi-5281	75	3	used	use	VERB
ajmsi-5281	75	4	boolean	boolean	ADJ
ajmsi-5281	75	5	operators	operator	NOUN
ajmsi-5281	75	6	(	(	PUNCT
ajmsi-5281	75	7	and	and	CCONJ
ajmsi-5281	75	8	,	,	PUNCT
ajmsi-5281	75	9	or	or	CCONJ
ajmsi-5281	75	10	)	)	PUNCT
ajmsi-5281	75	11	to	to	PART
ajmsi-5281	75	12	properly	properly	ADV
ajmsi-5281	75	13	connect	connect	VERB
ajmsi-5281	75	14	their	their	PRON
ajmsi-5281	75	15	selected	select	VERB
ajmsi-5281	75	16	concepts	concept	NOUN
ajmsi-5281	75	17	.	.	PUNCT
ajmsi-5281	76	1	for	for	ADP
ajmsi-5281	76	2	example	example	NOUN
ajmsi-5281	76	3	:	:	PUNCT
ajmsi-5281	76	4	(	(	PUNCT
ajmsi-5281	76	5	“	"	PUNCT
ajmsi-5281	76	6	digital	digital	ADJ
ajmsi-5281	76	7	pathology	pathology	NOUN
ajmsi-5281	76	8	”	"	PUNCT
ajmsi-5281	76	9	and	and	CCONJ
ajmsi-5281	76	10	“	"	PUNCT
ajmsi-5281	76	11	artificial	artificial	ADJ
ajmsi-5281	76	12	intelligence	intelligence	NOUN
ajmsi-5281	76	13	”	"	PUNCT
ajmsi-5281	76	14	)	)	PUNCT
ajmsi-5281	76	15	or	or	CCONJ
ajmsi-5281	76	16	(	(	PUNCT
ajmsi-5281	76	17	“	"	PUNCT
ajmsi-5281	76	18	genomics	genomic	NOUN
ajmsi-5281	76	19	”	"	PUNCT
ajmsi-5281	76	20	and	and	CCONJ
ajmsi-5281	76	21	“	"	PUNCT
ajmsi-5281	76	22	histopathology	histopathology	NOUN
ajmsi-5281	76	23	”	"	PUNCT
ajmsi-5281	76	24	)	)	PUNCT
ajmsi-5281	76	25	and	and	CCONJ
ajmsi-5281	76	26	(	(	PUNCT
ajmsi-5281	76	27	“	"	PUNCT
ajmsi-5281	76	28	molecular	molecular	ADJ
ajmsi-5281	76	29	imaging	imaging	NOUN
ajmsi-5281	76	30	”	"	PUNCT
ajmsi-5281	76	31	or	or	CCONJ
ajmsi-5281	76	32	“	"	PUNCT
ajmsi-5281	76	33	deep	deep	ADJ
ajmsi-5281	76	34	learning	learning	NOUN
ajmsi-5281	76	35	”	"	PUNCT
ajmsi-5281	76	36	)	)	PUNCT
ajmsi-5281	76	37	.	.	PUNCT
ajmsi-5281	77	1	the	the	DET
ajmsi-5281	77	2	literature	literature	NOUN
ajmsi-5281	77	3	search	search	PROPN
ajmsi-5281	77	4	included	include	VERB
ajmsi-5281	77	5	pubmed	pubmed	PROPN
ajmsi-5281	77	6	/	/	SYM
ajmsi-5281	77	7	medline	medline	NOUN
ajmsi-5281	77	8	and	and	CCONJ
ajmsi-5281	77	9	scopus	scopus	NOUN
ajmsi-5281	77	10	and	and	CCONJ
ajmsi-5281	77	11	web	web	NOUN
ajmsi-5281	77	12	of	of	ADP
ajmsi-5281	77	13	science	science	NOUN
ajmsi-5281	77	14	and	and	CCONJ
ajmsi-5281	77	15	ieee	ieee	PROPN
ajmsi-5281	77	16	xplore	xplore	PROPN
ajmsi-5281	77	17	to	to	PART
ajmsi-5281	77	18	complement	complement	VERB
ajmsi-5281	77	19	google	google	PROPN
ajmsi-5281	77	20	scholar	scholar	NOUN
ajmsi-5281	77	21	.	.	PUNCT
ajmsi-5281	78	1	english	english	ADJ
ajmsi-5281	78	2	-	-	PUNCT
ajmsi-5281	78	3	language	language	NOUN
ajmsi-5281	78	4	peerreviewed	peerreviewe	VERB
ajmsi-5281	78	5	articles	article	NOUN
ajmsi-5281	78	6	published	publish	VERB
ajmsi-5281	78	7	since	since	SCONJ
ajmsi-5281	78	8	january	january	PROPN
ajmsi-5281	78	9	1	1	NUM
ajmsi-5281	78	10	,	,	PUNCT
ajmsi-5281	78	11	2014	2014	NUM
ajmsi-5281	78	12	until	until	ADP
ajmsi-5281	78	13	march	march	PROPN
ajmsi-5281	78	14	31	31	NUM
ajmsi-5281	78	15	,	,	PUNCT
ajmsi-5281	78	16	2025	2025	NUM
ajmsi-5281	78	17	made	make	VERB
ajmsi-5281	78	18	up	up	ADP
ajmsi-5281	78	19	the	the	DET
ajmsi-5281	78	20	scope	scope	NOUN
ajmsi-5281	78	21	of	of	ADP
ajmsi-5281	78	22	this	this	DET
ajmsi-5281	78	23	research	research	NOUN
ajmsi-5281	78	24	.	.	PUNCT
ajmsi-5281	79	1	the	the	DET
ajmsi-5281	79	2	authors	author	NOUN
ajmsi-5281	79	3	performed	perform	VERB
ajmsi-5281	79	4	their	their	PRON
ajmsi-5281	79	5	screening	screening	NOUN
ajmsi-5281	79	6	by	by	ADP
ajmsi-5281	79	7	prisma	prisma	NOUN
ajmsi-5281	79	8	guidelines	guideline	NOUN
ajmsi-5281	79	9	.	.	PUNCT
ajmsi-5281	80	1	the	the	DET
ajmsi-5281	80	2	endnote	endnote	PROPN
ajmsi-5281	80	3	x9	x9	PROPN
ajmsi-5281	80	4	program	program	NOUN
ajmsi-5281	80	5	imported	import	VERB
ajmsi-5281	80	6	the	the	DET
ajmsi-5281	80	7	search	search	NOUN
ajmsi-5281	80	8	results	result	NOUN
ajmsi-5281	80	9	for	for	ADP
ajmsi-5281	80	10	duplicate	duplicate	ADJ
ajmsi-5281	80	11	detection	detection	NOUN
ajmsi-5281	80	12	.	.	PUNCT
ajmsi-5281	81	1	two	two	NUM
ajmsi-5281	81	2	separate	separate	ADJ
ajmsi-5281	81	3	researchers	researcher	NOUN
ajmsi-5281	81	4	evaluated	evaluate	VERB
ajmsi-5281	81	5	titles	title	NOUN
ajmsi-5281	81	6	and	and	CCONJ
ajmsi-5281	81	7	abstracts	abstract	NOUN
ajmsi-5281	81	8	of	of	ADP
ajmsi-5281	81	9	potential	potential	ADJ
ajmsi-5281	81	10	studies	study	NOUN
ajmsi-5281	81	11	to	to	PART
ajmsi-5281	81	12	determine	determine	VERB
ajmsi-5281	81	13	their	their	PRON
ajmsi-5281	81	14	eligibility	eligibility	NOUN
ajmsi-5281	81	15	.	.	PUNCT
ajmsi-5281	82	1	two	two	NUM
ajmsi-5281	82	2	researchers	researcher	NOUN
ajmsi-5281	82	3	performed	perform	VERB
ajmsi-5281	82	4	detailed	detailed	ADJ
ajmsi-5281	82	5	reviews	review	NOUN
ajmsi-5281	82	6	of	of	ADP
ajmsi-5281	82	7	articles	article	NOUN
ajmsi-5281	82	8	that	that	PRON
ajmsi-5281	82	9	showed	show	VERB
ajmsi-5281	82	10	potential	potential	ADJ
ajmsi-5281	82	11	relevance	relevance	NOUN
ajmsi-5281	82	12	.	.	PUNCT
ajmsi-5281	83	1	the	the	DET
ajmsi-5281	83	2	research	research	NOUN
ajmsi-5281	83	3	team	team	NOUN
ajmsi-5281	83	4	excluded	exclude	VERB
ajmsi-5281	83	5	studies	study	NOUN
ajmsi-5281	83	6	which	which	PRON
ajmsi-5281	83	7	failed	fail	VERB
ajmsi-5281	83	8	to	to	PART
ajmsi-5281	83	9	match	match	VERB
ajmsi-5281	83	10	the	the	DET
ajmsi-5281	83	11	selection	selection	NOUN
ajmsi-5281	83	12	criteria	criterion	NOUN
ajmsi-5281	83	13	while	while	SCONJ
ajmsi-5281	83	14	providing	provide	VERB
ajmsi-5281	83	15	documented	document	VERB
ajmsi-5281	83	16	reasons	reason	NOUN
ajmsi-5281	83	17	.	.	PUNCT
ajmsi-5281	84	1	any	any	DET
ajmsi-5281	84	2	disagreement	disagreement	NOUN
ajmsi-5281	84	3	between	between	ADP
ajmsi-5281	84	4	reviewers	reviewer	NOUN
ajmsi-5281	84	5	was	be	AUX
ajmsi-5281	84	6	settled	settle	VERB
ajmsi-5281	84	7	through	through	ADP
ajmsi-5281	84	8	mutual	mutual	ADJ
ajmsi-5281	84	9	discussion	discussion	NOUN
ajmsi-5281	84	10	or	or	CCONJ
ajmsi-5281	84	11	involvement	involvement	NOUN
ajmsi-5281	84	12	of	of	ADP
ajmsi-5281	84	13	a	a	DET
ajmsi-5281	84	14	third	third	ADJ
ajmsi-5281	84	15	-	-	PUNCT
ajmsi-5281	84	16	party	party	NOUN
ajmsi-5281	84	17	arbitrator	arbitrator	NOUN
ajmsi-5281	84	18	.	.	PUNCT
ajmsi-5281	85	1	a	a	DET
ajmsi-5281	85	2	systematic	systematic	ADJ
ajmsi-5281	85	3	process	process	NOUN
ajmsi-5281	85	4	followed	follow	VERB
ajmsi-5281	85	5	by	by	ADP
ajmsi-5281	85	6	transparent	transparent	ADJ
ajmsi-5281	85	7	methods	method	NOUN
ajmsi-5281	85	8	enabled	enable	VERB
ajmsi-5281	85	9	researchers	researcher	NOUN
ajmsi-5281	85	10	to	to	PART
ajmsi-5281	85	11	capture	capture	VERB
ajmsi-5281	85	12	high	high	ADJ
ajmsi-5281	85	13	-	-	PUNCT
ajmsi-5281	85	14	quality	quality	NOUN
ajmsi-5281	85	15	relevant	relevant	ADJ
ajmsi-5281	85	16	studies	study	NOUN
ajmsi-5281	85	17	that	that	PRON
ajmsi-5281	85	18	answered	answer	VERB
ajmsi-5281	85	19	the	the	DET
ajmsi-5281	85	20	study	study	NOUN
ajmsi-5281	85	21	objectives	objective	NOUN
ajmsi-5281	85	22	.	.	PUNCT
ajmsi-5281	86	1	data	datum	NOUN
ajmsi-5281	86	2	extraction	extraction	NOUN
ajmsi-5281	86	3	and	and	CCONJ
ajmsi-5281	86	4	management	management	NOUN
ajmsi-5281	86	5	a	a	DET
ajmsi-5281	86	6	standardized	standardized	ADJ
ajmsi-5281	86	7	extraction	extraction	NOUN
ajmsi-5281	86	8	form	form	NOUN
ajmsi-5281	86	9	was	be	AUX
ajmsi-5281	86	10	tested	test	VERB
ajmsi-5281	86	11	for	for	ADP
ajmsi-5281	86	12	clarity	clarity	NOUN
ajmsi-5281	86	13	and	and	CCONJ
ajmsi-5281	86	14	consistency	consistency	NOUN
ajmsi-5281	86	15	using	use	VERB
ajmsi-5281	86	16	ten	ten	NUM
ajmsi-5281	86	17	randomly	randomly	ADV
ajmsi-5281	86	18	chosen	choose	VERB
ajmsi-5281	86	19	medical	medical	ADJ
ajmsi-5281	86	20	studies	study	NOUN
ajmsi-5281	86	21	before	before	ADP
ajmsi-5281	86	22	implementation	implementation	NOUN
ajmsi-5281	86	23	on	on	ADP
ajmsi-5281	86	24	the	the	DET
ajmsi-5281	86	25	remaining	remain	VERB
ajmsi-5281	86	26	studies	study	NOUN
ajmsi-5281	86	27	.	.	PUNCT
ajmsi-5281	87	1	the	the	DET
ajmsi-5281	87	2	data	data	PROPN
ajmsi-5281	87	3	collection	collection	NOUN
ajmsi-5281	87	4	process	process	NOUN
ajmsi-5281	87	5	acquired	acquire	VERB
ajmsi-5281	87	6	information	information	NOUN
ajmsi-5281	87	7	about	about	ADP
ajmsi-5281	87	8	study	study	NOUN
ajmsi-5281	87	9	authors	author	NOUN
ajmsi-5281	87	10	,	,	PUNCT
ajmsi-5281	87	11	publication	publication	NOUN
ajmsi-5281	87	12	dates	date	NOUN
ajmsi-5281	87	13	,	,	PUNCT
ajmsi-5281	87	14	countries	country	NOUN
ajmsi-5281	87	15	of	of	ADP
ajmsi-5281	87	16	origin	origin	NOUN
ajmsi-5281	87	17	as	as	ADV
ajmsi-5281	87	18	well	well	ADV
ajmsi-5281	87	19	as	as	ADP
ajmsi-5281	87	20	research	research	NOUN
ajmsi-5281	87	21	design	design	NOUN
ajmsi-5281	87	22	types	type	NOUN
ajmsi-5281	87	23	and	and	CCONJ
ajmsi-5281	87	24	sample	sample	NOUN
ajmsi-5281	87	25	sizes	size	NOUN
ajmsi-5281	87	26	,	,	PUNCT
ajmsi-5281	87	27	histology	histology	NOUN
ajmsi-5281	87	28	and	and	CCONJ
ajmsi-5281	87	29	cytology	cytology	NOUN
ajmsi-5281	87	30	methods	method	NOUN
ajmsi-5281	87	31	,	,	PUNCT
ajmsi-5281	87	32	ai	ai	VERB
ajmsi-5281	87	33	system	system	NOUN
ajmsi-5281	87	34	frameworks	framework	NOUN
ajmsi-5281	87	35	,	,	PUNCT
ajmsi-5281	87	36	genomic	genomic	ADJ
ajmsi-5281	87	37	sequencing	sequence	VERB
ajmsi-5281	87	38	techniques	technique	NOUN
ajmsi-5281	87	39	,	,	PUNCT
ajmsi-5281	87	40	molecular	molecular	ADJ
ajmsi-5281	87	41	imaging	imaging	NOUN
ajmsi-5281	87	42	tracers	tracer	NOUN
ajmsi-5281	87	43	,	,	PUNCT
ajmsi-5281	87	44	performance	performance	NOUN
ajmsi-5281	87	45	metrics	metric	NOUN
ajmsi-5281	87	46	,	,	PUNCT
ajmsi-5281	87	47	and	and	CCONJ
ajmsi-5281	87	48	documented	document	VERB
ajmsi-5281	87	49	clinical	clinical	ADJ
ajmsi-5281	87	50	and	and	CCONJ
ajmsi-5281	87	51	workflow	workflow	NOUN
ajmsi-5281	87	52	impact	impact	NOUN
ajmsi-5281	87	53	metrics	metric	NOUN
ajmsi-5281	87	54	.	.	PUNCT
ajmsi-5281	88	1	the	the	DET
ajmsi-5281	88	2	extraction	extraction	NOUN
ajmsi-5281	88	3	process	process	NOUN
ajmsi-5281	88	4	took	take	VERB
ajmsi-5281	88	5	place	place	NOUN
ajmsi-5281	88	6	independently	independently	ADV
ajmsi-5281	88	7	between	between	ADP
ajmsi-5281	88	8	two	two	NUM
ajmsi-5281	88	9	reviewers	reviewer	NOUN
ajmsi-5281	88	10	who	who	PRON
ajmsi-5281	88	11	used	use	VERB
ajmsi-5281	88	12	microsoft	microsoft	PROPN
ajmsi-5281	88	13	excel	excel	PROPN
ajmsi-5281	88	14	software	software	NOUN
ajmsi-5281	88	15	with	with	ADP
ajmsi-5281	88	16	automatic	automatic	ADJ
ajmsi-5281	88	17	version	version	NOUN
ajmsi-5281	88	18	tracking	tracking	NOUN
ajmsi-5281	88	19	capabilities	capability	NOUN
ajmsi-5281	88	20	.	.	PUNCT
ajmsi-5281	89	1	the	the	DET
ajmsi-5281	89	2	reviewers	reviewer	NOUN
ajmsi-5281	89	3	checked	check	VERB
ajmsi-5281	89	4	all	all	DET
ajmsi-5281	89	5	measurements	measurement	NOUN
ajmsi-5281	89	6	showing	show	VERB
ajmsi-5281	89	7	more	more	ADJ
ajmsi-5281	89	8	than	than	ADP
ajmsi-5281	89	9	10	10	NUM
ajmsi-5281	89	10	%	%	NOUN
ajmsi-5281	89	11	deviation	deviation	NOUN
ajmsi-5281	89	12	and	and	CCONJ
ajmsi-5281	89	13	met	meet	VERB
ajmsi-5281	89	14	to	to	PART
ajmsi-5281	89	15	reach	reach	VERB
ajmsi-5281	89	16	consensus	consensus	NOUN
ajmsi-5281	89	17	;	;	PUNCT
ajmsi-5281	89	18	disagreements	disagreement	NOUN
ajmsi-5281	89	19	escalated	escalate	VERB
ajmsi-5281	89	20	to	to	ADP
ajmsi-5281	89	21	a	a	DET
ajmsi-5281	89	22	third	third	ADJ
ajmsi-5281	89	23	expert	expert	NOUN
ajmsi-5281	89	24	validation	validation	NOUN
ajmsi-5281	89	25	.	.	PUNCT
ajmsi-5281	90	1	prisma	prisma	PROPN
ajmsi-5281	90	2	transparent	transparent	ADJ
ajmsi-5281	90	3	and	and	CCONJ
ajmsi-5281	90	4	rigorous	rigorous	ADJ
ajmsi-5281	90	5	selection	selection	NOUN
ajmsi-5281	90	6	followed	follow	VERB
ajmsi-5281	90	7	the	the	DET
ajmsi-5281	90	8	prisma	prisma	PROPN
ajmsi-5281	90	9	2020	2020	NUM
ajmsi-5281	90	10	guidelines	guideline	NOUN
ajmsi-5281	90	11	during	during	ADP
ajmsi-5281	90	12	the	the	DET
ajmsi-5281	90	13	study	study	NOUN
ajmsi-5281	90	14	assessment	assessment	NOUN
ajmsi-5281	90	15	process	process	NOUN
ajmsi-5281	90	16	.	.	PUNCT
ajmsi-5281	91	1	the	the	DET
ajmsi-5281	91	2	search	search	NOUN
ajmsi-5281	91	3	process	process	NOUN
ajmsi-5281	91	4	identified	identify	VERB
ajmsi-5281	91	5	1,374	1,374	NUM
ajmsi-5281	91	6	records	record	NOUN
ajmsi-5281	91	7	,	,	PUNCT
ajmsi-5281	91	8	which	which	PRON
ajmsi-5281	91	9	included	include	VERB
ajmsi-5281	91	10	database	database	NOUN
ajmsi-5281	91	11	search	search	NOUN
ajmsi-5281	91	12	results	result	NOUN
ajmsi-5281	91	13	combined	combine	VERB
ajmsi-5281	91	14	with	with	ADP
ajmsi-5281	91	15	manual	manual	ADJ
ajmsi-5281	91	16	reference	reference	NOUN
ajmsi-5281	91	17	tracking	tracking	NOUN
ajmsi-5281	91	18	.	.	PUNCT
ajmsi-5281	92	1	the	the	DET
ajmsi-5281	92	2	database	database	NOUN
ajmsi-5281	92	3	search	search	NOUN
ajmsi-5281	92	4	yielded	yield	VERB
ajmsi-5281	92	5	410	410	NUM
ajmsi-5281	92	6	articles	article	NOUN
ajmsi-5281	92	7	from	from	ADP
ajmsi-5281	92	8	pubmed	pubmed	PROPN
ajmsi-5281	92	9	and	and	CCONJ
ajmsi-5281	92	10	340	340	NUM
ajmsi-5281	92	11	from	from	ADP
ajmsi-5281	92	12	scopus	scopus	PROPN
ajmsi-5281	92	13	,	,	PUNCT
ajmsi-5281	92	14	together	together	ADV
ajmsi-5281	92	15	with	with	ADP
ajmsi-5281	92	16	290	290	NUM
ajmsi-5281	92	17	from	from	ADP
ajmsi-5281	92	18	web	web	NOUN
ajmsi-5281	92	19	of	of	ADP
ajmsi-5281	92	20	science	science	NOUN
ajmsi-5281	92	21	and	and	CCONJ
ajmsi-5281	92	22	157	157	NUM
ajmsi-5281	92	23	from	from	ADP
ajmsi-5281	92	24	ieee	ieee	PROPN
ajmsi-5281	92	25	xplore	xplore	PROPN
ajmsi-5281	92	26	and	and	CCONJ
ajmsi-5281	92	27	177	177	NUM
ajmsi-5281	92	28	from	from	ADP
ajmsi-5281	92	29	google	google	PROPN
ajmsi-5281	92	30	scholar	scholar	NOUN
ajmsi-5281	92	31	.	.	PUNCT
ajmsi-5281	93	1	through	through	ADP
ajmsi-5281	93	2	the	the	DET
ajmsi-5281	93	3	process	process	NOUN
ajmsi-5281	93	4	of	of	ADP
ajmsi-5281	93	5	duplicate	duplicate	ADJ
ajmsi-5281	93	6	removal	removal	NOUN
ajmsi-5281	93	7	,	,	PUNCT
ajmsi-5281	93	8	1,062	1,062	NUM
ajmsi-5281	93	9	unique	unique	ADJ
ajmsi-5281	93	10	records	record	NOUN
ajmsi-5281	93	11	persisted	persist	VERB
ajmsi-5281	93	12	.	.	PUNCT
ajmsi-5281	94	1	two	two	NUM
ajmsi-5281	94	2	independent	independent	ADJ
ajmsi-5281	94	3	reviewers	reviewer	NOUN
ajmsi-5281	94	4	reviewed	review	VERB
ajmsi-5281	94	5	titles	title	NOUN
ajmsi-5281	94	6	and	and	CCONJ
ajmsi-5281	94	7	abstracts	abstract	NOUN
ajmsi-5281	94	8	,	,	PUNCT
ajmsi-5281	94	9	which	which	PRON
ajmsi-5281	94	10	resulted	result	VERB
ajmsi-5281	94	11	in	in	ADP
ajmsi-5281	94	12	discarding	discard	VERB
ajmsi-5281	94	13	931	931	NUM
ajmsi-5281	94	14	articles	article	NOUN
ajmsi-5281	94	15	due	due	ADP
ajmsi-5281	94	16	to	to	ADP
ajmsi-5281	94	17	their	their	PRON
ajmsi-5281	94	18	irrelevance	irrelevance	NOUN
ajmsi-5281	94	19	to	to	ADP
ajmsi-5281	94	20	the	the	DET
ajmsi-5281	94	21	research	research	NOUN
ajmsi-5281	94	22	topic	topic	NOUN
ajmsi-5281	94	23	and	and	CCONJ
ajmsi-5281	94	24	their	their	PRON
ajmsi-5281	94	25	non	non	ADJ
ajmsi-5281	94	26	-	-	ADJ
ajmsi-5281	94	27	human	human	ADJ
ajmsi-5281	94	28	data	datum	NOUN
ajmsi-5281	94	29	or	or	CCONJ
ajmsi-5281	94	30	lack	lack	NOUN
ajmsi-5281	94	31	of	of	ADP
ajmsi-5281	94	32	digital	digital	ADJ
ajmsi-5281	94	33	pathology	pathology	NOUN
ajmsi-5281	94	34	technology	technology	NOUN
ajmsi-5281	94	35	focus	focus	NOUN
ajmsi-5281	94	36	.	.	PUNCT
ajmsi-5281	95	1	a	a	DET
ajmsi-5281	95	2	total	total	NOUN
ajmsi-5281	95	3	of	of	ADP
ajmsi-5281	95	4	131	131	NUM
ajmsi-5281	95	5	full	full	ADJ
ajmsi-5281	95	6	articles	article	NOUN
ajmsi-5281	95	7	underwent	undergo	VERB
ajmsi-5281	95	8	a	a	DET
ajmsi-5281	95	9	methodological	methodological	ADJ
ajmsi-5281	95	10	assessment	assessment	NOUN
ajmsi-5281	95	11	as	as	ADV
ajmsi-5281	95	12	well	well	ADV
ajmsi-5281	95	13	as	as	ADP
ajmsi-5281	95	14	a	a	DET
ajmsi-5281	95	15	relevance	relevance	NOUN
ajmsi-5281	95	16	review	review	NOUN
ajmsi-5281	95	17	for	for	SCONJ
ajmsi-5281	95	18	their	their	PRON
ajmsi-5281	95	19	connection	connection	NOUN
ajmsi-5281	95	20	to	to	PART
ajmsi-5281	95	21	ai	ai	VERB
ajmsi-5281	95	22	,	,	PUNCT
ajmsi-5281	95	23	genomics	genomic	NOUN
ajmsi-5281	95	24	,	,	PUNCT
ajmsi-5281	95	25	and	and	CCONJ
ajmsi-5281	95	26	molecular	molecular	ADJ
ajmsi-5281	95	27	imaging	imaging	NOUN
ajmsi-5281	95	28	applications	application	NOUN
ajmsi-5281	95	29	in	in	ADP
ajmsi-5281	95	30	pathology	pathology	NOUN
ajmsi-5281	95	31	.	.	PUNCT
ajmsi-5281	96	1	the	the	DET
ajmsi-5281	96	2	analysis	analysis	NOUN
ajmsi-5281	96	3	process	process	NOUN
ajmsi-5281	96	4	excluded	exclude	VERB
ajmsi-5281	96	5	121	121	NUM
ajmsi-5281	96	6	articles	article	NOUN
ajmsi-5281	96	7	because	because	SCONJ
ajmsi-5281	96	8	the	the	DET
ajmsi-5281	96	9	research	research	NOUN
ajmsi-5281	96	10	did	do	AUX
ajmsi-5281	96	11	not	not	PART
ajmsi-5281	96	12	integrate	integrate	VERB
ajmsi-5281	96	13	the	the	DET
ajmsi-5281	96	14	three	three	NUM
ajmsi-5281	96	15	technologies	technology	NOUN
ajmsi-5281	96	16	properly	properly	ADV
ajmsi-5281	96	17	or	or	CCONJ
ajmsi-5281	96	18	lacked	lack	VERB
ajmsi-5281	96	19	clinical	clinical	ADJ
ajmsi-5281	96	20	applications	application	NOUN
ajmsi-5281	96	21	or	or	CCONJ
ajmsi-5281	96	22	presented	present	VERB
ajmsi-5281	96	23	methodological	methodological	ADJ
ajmsi-5281	96	24	issues	issue	NOUN
ajmsi-5281	96	25	.	.	PUNCT
ajmsi-5281	97	1	a	a	DET
ajmsi-5281	97	2	total	total	NOUN
ajmsi-5281	97	3	of	of	ADP
ajmsi-5281	97	4	ten	ten	NUM
ajmsi-5281	97	5	high	high	ADJ
ajmsi-5281	97	6	-	-	PUNCT
ajmsi-5281	97	7	quality	quality	NOUN
ajmsi-5281	97	8	studies	study	NOUN
ajmsi-5281	97	9	fulfilled	fulfil	VERB
ajmsi-5281	97	10	all	all	DET
ajmsi-5281	97	11	requirements	requirement	NOUN
ajmsi-5281	97	12	and	and	CCONJ
ajmsi-5281	97	13	became	become	VERB
ajmsi-5281	97	14	part	part	NOUN
ajmsi-5281	97	15	of	of	ADP
ajmsi-5281	97	16	the	the	DET
ajmsi-5281	97	17	systematic	systematic	ADJ
ajmsi-5281	97	18	review	review	NOUN
ajmsi-5281	97	19	evaluation	evaluation	NOUN
ajmsi-5281	97	20	.	.	PUNCT
ajmsi-5281	98	1	the	the	DET
ajmsi-5281	98	2	authors	author	NOUN
ajmsi-5281	98	3	conducted	conduct	VERB
ajmsi-5281	98	4	a	a	DET
ajmsi-5281	98	5	critical	critical	ADJ
ajmsi-5281	98	6	assessment	assessment	NOUN
ajmsi-5281	98	7	of	of	ADP
ajmsi-5281	98	8	the	the	DET
ajmsi-5281	98	9	included	include	VERB
ajmsi-5281	98	10	studies	study	NOUN
ajmsi-5281	98	11	,	,	PUNCT
ajmsi-5281	98	12	which	which	PRON
ajmsi-5281	98	13	followed	follow	VERB
ajmsi-5281	98	14	thematic	thematic	ADJ
ajmsi-5281	98	15	synthesis	synthesis	NOUN
ajmsi-5281	98	16	.	.	PUNCT
ajmsi-5281	99	1	methodology	methodology	NOUN
ajmsi-5281	99	2	this	this	DET
ajmsi-5281	99	3	systematic	systematic	ADJ
ajmsi-5281	99	4	review	review	NOUN
ajmsi-5281	99	5	performed	perform	VERB
ajmsi-5281	99	6	a	a	DET
ajmsi-5281	99	7	synthesis	synthesis	NOUN
ajmsi-5281	99	8	of	of	ADP
ajmsi-5281	99	9	findings	finding	NOUN
ajmsi-5281	99	10	extracted	extract	VERB
ajmsi-5281	99	11	from	from	ADP
ajmsi-5281	99	12	chosen	choose	VERB
ajmsi-5281	99	13	research	research	NOUN
ajmsi-5281	99	14	studies	study	NOUN
ajmsi-5281	99	15	during	during	ADP
ajmsi-5281	99	16	data	datum	NOUN
ajmsi-5281	99	17	analysis	analysis	NOUN
ajmsi-5281	99	18	.	.	PUNCT
ajmsi-5281	100	1	the	the	DET
ajmsi-5281	100	2	research	research	NOUN
ajmsi-5281	100	3	process	process	NOUN
ajmsi-5281	100	4	included	include	VERB
ajmsi-5281	100	5	extensive	extensive	ADJ
ajmsi-5281	100	6	database	database	NOUN
ajmsi-5281	100	7	searches	search	NOUN
ajmsi-5281	100	8	,	,	PUNCT
ajmsi-5281	100	9	which	which	PRON
ajmsi-5281	100	10	led	lead	VERB
ajmsi-5281	100	11	to	to	ADP
ajmsi-5281	100	12	selecting	select	VERB
ajmsi-5281	100	13	relevant	relevant	ADJ
ajmsi-5281	100	14	studies	study	NOUN
ajmsi-5281	100	15	according	accord	VERB
ajmsi-5281	100	16	to	to	ADP
ajmsi-5281	100	17	established	establish	VERB
ajmsi-5281	100	18	eligibility	eligibility	NOUN
ajmsi-5281	100	19	standards	standard	NOUN
ajmsi-5281	100	20	about	about	ADP
ajmsi-5281	100	21	ai	ai	NOUN
ajmsi-5281	100	22	and	and	CCONJ
ajmsi-5281	100	23	genomic	genomic	ADJ
ajmsi-5281	100	24	applications	application	NOUN
ajmsi-5281	100	25	as	as	ADV
ajmsi-5281	100	26	well	well	ADV
ajmsi-5281	100	27	as	as	ADP
ajmsi-5281	100	28	molecular	molecular	ADJ
ajmsi-5281	100	29	imaging	imaging	NOUN
ajmsi-5281	100	30	in	in	ADP
ajmsi-5281	100	31	medical	medical	ADJ
ajmsi-5281	100	32	pathology	pathology	NOUN
ajmsi-5281	100	33	.	.	PUNCT
ajmsi-5281	101	1	a	a	DET
ajmsi-5281	101	2	structured	structured	ADJ
ajmsi-5281	101	3	data	data	NOUN
ajmsi-5281	101	4	extraction	extraction	NOUN
ajmsi-5281	101	5	process	process	NOUN
ajmsi-5281	101	6	collected	collect	VERB
ajmsi-5281	101	7	essential	essential	ADJ
ajmsi-5281	101	8	information	information	NOUN
ajmsi-5281	101	9	,	,	PUNCT
ajmsi-5281	101	10	including	include	VERB
ajmsi-5281	101	11	research	research	NOUN
ajmsi-5281	101	12	designs	design	NOUN
ajmsi-5281	101	13	as	as	ADV
ajmsi-5281	101	14	well	well	ADV
ajmsi-5281	101	15	as	as	ADP
ajmsi-5281	101	16	technological	technological	ADJ
ajmsi-5281	101	17	methods	method	NOUN
ajmsi-5281	101	18	,	,	PUNCT
ajmsi-5281	101	19	measured	measure	VERB
ajmsi-5281	101	20	outcomes	outcome	NOUN
ajmsi-5281	101	21	and	and	CCONJ
ajmsi-5281	101	22	application	application	NOUN
ajmsi-5281	101	23	settings	setting	NOUN
ajmsi-5281	101	24	.	.	PUNCT
ajmsi-5281	102	1	the	the	DET
ajmsi-5281	102	2	researchers	researcher	NOUN
ajmsi-5281	102	3	separated	separate	VERB
ajmsi-5281	102	4	studies	study	NOUN
ajmsi-5281	102	5	according	accord	VERB
ajmsi-5281	102	6	to	to	ADP
ajmsi-5281	102	7	their	their	PRON
ajmsi-5281	102	8	primary	primary	ADJ
ajmsi-5281	102	9	subjects	subject	NOUN
ajmsi-5281	102	10	,	,	PUNCT
ajmsi-5281	102	11	which	which	PRON
ajmsi-5281	102	12	examined	examine	VERB
ajmsi-5281	102	13	ai	ai	VERB
ajmsi-5281	102	14	diagnostic	diagnostic	ADJ
ajmsi-5281	102	15	tool	tool	NOUN
ajmsi-5281	102	16	advancements	advancement	NOUN
ajmsi-5281	102	17	and	and	CCONJ
ajmsi-5281	102	18	genomics	genomics	NOUN
ajmsi-5281	102	19	applications	application	NOUN
ajmsi-5281	102	20	in	in	ADP
ajmsi-5281	102	21	pathology	pathology	NOUN
ajmsi-5281	102	22	and	and	CCONJ
ajmsi-5281	102	23	molecular	molecular	ADJ
ajmsi-5281	102	24	imaging	imaging	NOUN
ajmsi-5281	102	25	technique	technique	NOUN
ajmsi-5281	102	26	innovations	innovation	NOUN
ajmsi-5281	102	27	.	.	PUNCT
ajmsi-5281	103	1	the	the	DET
ajmsi-5281	103	2	research	research	NOUN
ajmsi-5281	103	3	team	team	NOUN
ajmsi-5281	103	4	analyzed	analyze	VERB
ajmsi-5281	103	5	each	each	DET
ajmsi-5281	103	6	theme	theme	NOUN
ajmsi-5281	103	7	to	to	PART
ajmsi-5281	103	8	detect	detect	VERB
ajmsi-5281	103	9	typical	typical	ADJ
ajmsi-5281	103	10	patterns	pattern	NOUN
ajmsi-5281	103	11	alongside	alongside	ADP
ajmsi-5281	103	12	current	current	ADJ
ajmsi-5281	103	13	obstacles	obstacle	NOUN
ajmsi-5281	103	14	and	and	CCONJ
ajmsi-5281	103	15	new	new	ADJ
ajmsi-5281	103	16	findings	finding	NOUN
ajmsi-5281	103	17	within	within	ADP
ajmsi-5281	103	18	this	this	DET
ajmsi-5281	103	19	academic	academic	ADJ
ajmsi-5281	103	20	subject	subject	NOUN
ajmsi-5281	103	21	.	.	PUNCT
ajmsi-5281	104	1	a	a	DET
ajmsi-5281	104	2	narrative	narrative	ADJ
ajmsi-5281	104	3	synthesis	synthesis	NOUN
ajmsi-5281	104	4	method	method	NOUN
ajmsi-5281	104	5	allowed	allow	VERB
ajmsi-5281	104	6	researchers	researcher	NOUN
ajmsi-5281	104	7	to	to	PART
ajmsi-5281	104	8	organize	organize	VERB
ajmsi-5281	104	9	and	and	CCONJ
ajmsi-5281	104	10	make	make	VERB
ajmsi-5281	104	11	sense	sense	NOUN
ajmsi-5281	104	12	of	of	ADP
ajmsi-5281	104	13	the	the	DET
ajmsi-5281	104	14	study	study	NOUN
ajmsi-5281	104	15	results	result	NOUN
ajmsi-5281	104	16	while	while	SCONJ
ajmsi-5281	104	17	establishing	establish	VERB
ajmsi-5281	104	18	relationships	relationship	NOUN
ajmsi-5281	104	19	between	between	ADP
ajmsi-5281	104	20	different	different	ADJ
ajmsi-5281	104	21	research	research	NOUN
ajmsi-5281	104	22	works	work	VERB
ajmsi-5281	104	23	to	to	PART
ajmsi-5281	104	24	present	present	VERB
ajmsi-5281	104	25	an	an	DET
ajmsi-5281	104	26	extensive	extensive	ADJ
ajmsi-5281	104	27	summary	summary	NOUN
ajmsi-5281	104	28	of	of	ADP
ajmsi-5281	104	29	medical	medical	ADJ
ajmsi-5281	104	30	pathology	pathology	NOUN
ajmsi-5281	104	31	’s	’s	PART
ajmsi-5281	104	32	up	up	ADP
ajmsi-5281	104	33	-	-	PUNCT
ajmsi-5281	104	34	to	to	ADP
ajmsi-5281	104	35	-	-	PUNCT
ajmsi-5281	104	36	date	date	NOUN
ajmsi-5281	104	37	technologies	technology	NOUN
ajmsi-5281	104	38	.	.	PUNCT
ajmsi-5281	105	1	researchers	researcher	NOUN
ajmsi-5281	105	2	designed	design	VERB
ajmsi-5281	105	3	this	this	DET
ajmsi-5281	105	4	study	study	NOUN
ajmsi-5281	105	5	to	to	PART
ajmsi-5281	105	6	demonstrate	demonstrate	VERB
ajmsi-5281	105	7	the	the	DET
ajmsi-5281	105	8	expected	expect	VERB
ajmsi-5281	105	9	improvements	improvement	NOUN
ajmsi-5281	105	10	which	which	PRON
ajmsi-5281	105	11	these	these	DET
ajmsi-5281	105	12	technologies	technology	NOUN
ajmsi-5281	105	13	would	would	AUX
ajmsi-5281	105	14	bring	bring	VERB
ajmsi-5281	105	15	to	to	ADP
ajmsi-5281	105	16	diagnostic	diagnostic	ADJ
ajmsi-5281	105	17	precision	precision	NOUN
ajmsi-5281	105	18	and	and	CCONJ
ajmsi-5281	105	19	patient	patient	ADJ
ajmsi-5281	105	20	recovery	recovery	NOUN
ajmsi-5281	105	21	outcomes	outcome	NOUN
ajmsi-5281	105	22	,	,	PUNCT
ajmsi-5281	105	23	and	and	CCONJ
ajmsi-5281	105	24	future	future	ADJ
ajmsi-5281	105	25	pathology	pathology	NOUN
ajmsi-5281	105	26	operations	operation	NOUN
ajmsi-5281	105	27	.	.	PUNCT
ajmsi-5281	106	1	a	a	DET
ajmsi-5281	106	2	critical	critical	ADJ
ajmsi-5281	106	3	evaluation	evaluation	NOUN
ajmsi-5281	106	4	of	of	ADP
ajmsi-5281	106	5	the	the	DET
ajmsi-5281	106	6	selected	select	VERB
ajmsi-5281	106	7	reports	report	NOUN
ajmsi-5281	106	8	examined	examine	VERB
ajmsi-5281	106	9	both	both	PRON
ajmsi-5281	106	10	study	study	NOUN
ajmsi-5281	106	11	methodology	methodology	NOUN
ajmsi-5281	106	12	and	and	CCONJ
ajmsi-5281	106	13	participant	participant	ADJ
ajmsi-5281	106	14	numbers	number	NOUN
ajmsi-5281	106	15	alongside	alongside	ADP
ajmsi-5281	106	16	research	research	NOUN
ajmsi-5281	106	17	design	design	NOUN
ajmsi-5281	106	18	to	to	PART
ajmsi-5281	106	19	guarantee	guarantee	VERB
ajmsi-5281	106	20	that	that	SCONJ
ajmsi-5281	106	21	this	this	DET
ajmsi-5281	106	22	review	review	NOUN
ajmsi-5281	106	23	presents	present	VERB
ajmsi-5281	106	24	validated	validated	ADJ
ajmsi-5281	106	25	and	and	CCONJ
ajmsi-5281	106	26	dependable	dependable	ADJ
ajmsi-5281	106	27	findings	finding	NOUN
ajmsi-5281	106	28	.	.	PUNCT
ajmsi-5281	107	1	pa	pa	PROPN
ajmsi-5281	107	2	ge	ge	PROPN
ajmsi-5281	107	3	10	10	NUM
ajmsi-5281	107	4	6	6	NUM
ajmsi-5281	107	5	https://journals.e-palli.com/home/index.php/ajmsi	https://journals.e-palli.com/home/index.php/ajmsi	PROPN
ajmsi-5281	107	6	am	be	AUX
ajmsi-5281	107	7	.	.	PUNCT
ajmsi-5281	108	1	j.	j.	PROPN
ajmsi-5281	108	2	med	med	PROPN
ajmsi-5281	108	3	.	.	PUNCT
ajmsi-5281	109	1	sci	sci	PROPN
ajmsi-5281	109	2	.	.	PUNCT
ajmsi-5281	109	3	innov	innov	PROPN
ajmsi-5281	109	4	.	.	PUNCT
ajmsi-5281	110	1	4(2	4(2	NUM
ajmsi-5281	110	2	)	)	PUNCT
ajmsi-5281	110	3	103	103	NUM
ajmsi-5281	110	4	-	-	SYM
ajmsi-5281	110	5	110	110	NUM
ajmsi-5281	110	6	,	,	PUNCT
ajmsi-5281	110	7	2025	2025	NUM
ajmsi-5281	110	8	results	result	NOUN
ajmsi-5281	110	9	and	and	CCONJ
ajmsi-5281	110	10	disussion	disussion	NOUN
ajmsi-5281	110	11	technological	technological	ADJ
ajmsi-5281	110	12	innovations	innovation	NOUN
ajmsi-5281	110	13	and	and	CCONJ
ajmsi-5281	110	14	diagnostic	diagnostic	ADJ
ajmsi-5281	110	15	performance	performance	NOUN
ajmsi-5281	110	16	the	the	DET
ajmsi-5281	110	17	combination	combination	NOUN
ajmsi-5281	110	18	of	of	ADP
ajmsi-5281	110	19	artificial	artificial	ADJ
ajmsi-5281	110	20	intelligence	intelligence	NOUN
ajmsi-5281	110	21	with	with	ADP
ajmsi-5281	110	22	genomics	genomic	NOUN
ajmsi-5281	110	23	and	and	CCONJ
ajmsi-5281	110	24	molecular	molecular	ADJ
ajmsi-5281	110	25	imaging	imaging	NOUN
ajmsi-5281	110	26	technologies	technology	NOUN
ajmsi-5281	110	27	enables	enable	VERB
ajmsi-5281	110	28	precision	precision	NOUN
ajmsi-5281	110	29	diagnostics	diagnostic	NOUN
ajmsi-5281	110	30	to	to	PART
ajmsi-5281	110	31	transform	transform	VERB
ajmsi-5281	110	32	pathology	pathology	NOUN
ajmsi-5281	110	33	services	service	NOUN
ajmsi-5281	110	34	by	by	ADP
ajmsi-5281	110	35	improving	improve	VERB
ajmsi-5281	110	36	both	both	PRON
ajmsi-5281	110	37	diagnostic	diagnostic	ADJ
ajmsi-5281	110	38	precision	precision	NOUN
ajmsi-5281	110	39	and	and	CCONJ
ajmsi-5281	110	40	individualized	individualized	ADJ
ajmsi-5281	110	41	treatment	treatment	NOUN
ajmsi-5281	110	42	of	of	ADP
ajmsi-5281	110	43	patients	patient	NOUN
ajmsi-5281	110	44	.	.	PUNCT
ajmsi-5281	111	1	both	both	DET
ajmsi-5281	111	2	significant	significant	ADJ
ajmsi-5281	111	3	potential	potential	ADJ
ajmsi-5281	111	4	advantages	advantage	NOUN
ajmsi-5281	111	5	and	and	CCONJ
ajmsi-5281	111	6	critical	critical	ADJ
ajmsi-5281	111	7	assessment	assessment	NOUN
ajmsi-5281	111	8	of	of	ADP
ajmsi-5281	111	9	strengths	strength	NOUN
ajmsi-5281	111	10	and	and	CCONJ
ajmsi-5281	111	11	weaknesses	weakness	NOUN
ajmsi-5281	111	12	,	,	PUNCT
ajmsi-5281	111	13	together	together	ADV
ajmsi-5281	111	14	with	with	ADP
ajmsi-5281	111	15	combined	combined	ADJ
ajmsi-5281	111	16	implementation	implementation	NOUN
ajmsi-5281	111	17	challenges	challenge	NOUN
ajmsi-5281	111	18	,	,	PUNCT
ajmsi-5281	111	19	must	must	AUX
ajmsi-5281	111	20	be	be	AUX
ajmsi-5281	111	21	thoroughly	thoroughly	ADV
ajmsi-5281	111	22	evaluated	evaluate	VERB
ajmsi-5281	111	23	.	.	PUNCT
ajmsi-5281	112	1	such	such	ADJ
ajmsi-5281	112	2	analysis	analysis	NOUN
ajmsi-5281	112	3	demonstrates	demonstrate	VERB
ajmsi-5281	112	4	how	how	SCONJ
ajmsi-5281	112	5	complex	complex	ADJ
ajmsi-5281	112	6	these	these	DET
ajmsi-5281	112	7	systems	system	NOUN
ajmsi-5281	112	8	become	become	VERB
ajmsi-5281	112	9	when	when	SCONJ
ajmsi-5281	112	10	they	they	PRON
ajmsi-5281	112	11	are	be	AUX
ajmsi-5281	112	12	put	put	VERB
ajmsi-5281	112	13	into	into	ADP
ajmsi-5281	112	14	medical	medical	ADJ
ajmsi-5281	112	15	practice	practice	NOUN
ajmsi-5281	112	16	.	.	PUNCT
ajmsi-5281	113	1	deep	deep	ADJ
ajmsi-5281	113	2	learning	learning	NOUN
ajmsi-5281	113	3	–	–	PUNCT
ajmsi-5281	113	4	based	base	VERB
ajmsi-5281	113	5	image	image	NOUN
ajmsi-5281	113	6	analysis	analysis	NOUN
ajmsi-5281	113	7	has	have	AUX
ajmsi-5281	113	8	proven	prove	VERB
ajmsi-5281	113	9	effective	effective	ADJ
ajmsi-5281	113	10	in	in	ADP
ajmsi-5281	113	11	histopathology	histopathology	NOUN
ajmsi-5281	113	12	through	through	ADP
ajmsi-5281	113	13	panayides	panayide	NOUN
ajmsi-5281	113	14	et	et	PROPN
ajmsi-5281	113	15	al	al	PROPN
ajmsi-5281	113	16	.	.	PROPN
ajmsi-5281	114	1	(	(	PUNCT
ajmsi-5281	114	2	2020	2020	NUM
ajmsi-5281	114	3	)	)	PUNCT
ajmsi-5281	114	4	since	since	SCONJ
ajmsi-5281	114	5	their	their	PRON
ajmsi-5281	114	6	method	method	NOUN
ajmsi-5281	114	7	reached	reach	VERB
ajmsi-5281	114	8	area	area	NOUN
ajmsi-5281	114	9	-	-	PUNCT
ajmsi-5281	114	10	under	under	ADP
ajmsi-5281	114	11	-	-	PUNCT
ajmsi-5281	114	12	curve	curve	NOUN
ajmsi-5281	114	13	(	(	PUNCT
ajmsi-5281	114	14	auc	auc	NOUN
ajmsi-5281	114	15	)	)	PUNCT
ajmsi-5281	114	16	values	value	NOUN
ajmsi-5281	114	17	upward	upward	ADV
ajmsi-5281	114	18	of	of	ADP
ajmsi-5281	114	19	0.90	0.90	NUM
ajmsi-5281	114	20	for	for	ADP
ajmsi-5281	114	21	tumour	tumour	NOUN
ajmsi-5281	114	22	recognition	recognition	NOUN
ajmsi-5281	114	23	.	.	PUNCT
ajmsi-5281	115	1	the	the	DET
ajmsi-5281	115	2	obtained	obtain	VERB
ajmsi-5281	115	3	results	result	NOUN
ajmsi-5281	115	4	demonstrate	demonstrate	VERB
ajmsi-5281	115	5	ai	ai	VERB
ajmsi-5281	115	6	systems	system	NOUN
ajmsi-5281	115	7	match	match	NOUN
ajmsi-5281	115	8	pathologists	pathologist	NOUN
ajmsi-5281	115	9	’	'	PUNCT
ajmsi-5281	115	10	accuracy	accuracy	NOUN
ajmsi-5281	115	11	rates	rate	NOUN
ajmsi-5281	115	12	for	for	ADP
ajmsi-5281	115	13	sensitivity	sensitivity	NOUN
ajmsi-5281	115	14	and	and	CCONJ
ajmsi-5281	115	15	specificity	specificity	NOUN
ajmsi-5281	115	16	levels	level	NOUN
ajmsi-5281	115	17	.	.	PUNCT
ajmsi-5281	116	1	the	the	DET
ajmsi-5281	116	2	study	study	NOUN
ajmsi-5281	116	3	demonstrates	demonstrate	VERB
ajmsi-5281	116	4	a	a	DET
ajmsi-5281	116	5	major	major	ADJ
ajmsi-5281	116	6	drawback	drawback	NOUN
ajmsi-5281	116	7	because	because	SCONJ
ajmsi-5281	116	8	these	these	DET
ajmsi-5281	116	9	models	model	NOUN
ajmsi-5281	116	10	fail	fail	VERB
ajmsi-5281	116	11	to	to	PART
ajmsi-5281	116	12	maintain	maintain	VERB
ajmsi-5281	116	13	consistent	consistent	ADJ
ajmsi-5281	116	14	performance	performance	NOUN
ajmsi-5281	116	15	when	when	SCONJ
ajmsi-5281	116	16	operating	operate	VERB
ajmsi-5281	116	17	with	with	ADP
ajmsi-5281	116	18	diverse	diverse	ADJ
ajmsi-5281	116	19	institutions	institution	NOUN
ajmsi-5281	116	20	or	or	CCONJ
ajmsi-5281	116	21	changes	change	NOUN
ajmsi-5281	116	22	in	in	ADP
ajmsi-5281	116	23	staining	stain	VERB
ajmsi-5281	116	24	protocols	protocol	NOUN
ajmsi-5281	116	25	or	or	CCONJ
ajmsi-5281	116	26	slide	slide	NOUN
ajmsi-5281	116	27	quality	quality	NOUN
ajmsi-5281	116	28	(	(	PUNCT
ajmsi-5281	116	29	cheng	cheng	PROPN
ajmsi-5281	116	30	et	et	PROPN
ajmsi-5281	116	31	al	al	PROPN
ajmsi-5281	116	32	.	.	PROPN
ajmsi-5281	116	33	,	,	PUNCT
ajmsi-5281	116	34	2021	2021	NUM
ajmsi-5281	116	35	)	)	PUNCT
ajmsi-5281	116	36	.	.	PUNCT
ajmsi-5281	117	1	large	large	ADJ
ajmsi-5281	117	2	-	-	PUNCT
ajmsi-5281	117	3	scale	scale	NOUN
ajmsi-5281	117	4	generalization	generalization	NOUN
ajmsi-5281	117	5	proves	prove	VERB
ajmsi-5281	117	6	to	to	PART
ajmsi-5281	117	7	be	be	AUX
ajmsi-5281	117	8	a	a	DET
ajmsi-5281	117	9	major	major	ADJ
ajmsi-5281	117	10	obstacle	obstacle	NOUN
ajmsi-5281	117	11	since	since	SCONJ
ajmsi-5281	117	12	controlled	control	VERB
ajmsi-5281	117	13	environment	environment	NOUN
ajmsi-5281	117	14	models	model	NOUN
ajmsi-5281	117	15	struggle	struggle	VERB
ajmsi-5281	117	16	to	to	PART
ajmsi-5281	117	17	perform	perform	VERB
ajmsi-5281	117	18	correctly	correctly	ADV
ajmsi-5281	117	19	in	in	ADP
ajmsi-5281	117	20	actual	actual	ADJ
ajmsi-5281	117	21	clinical	clinical	ADJ
ajmsi-5281	117	22	settings	setting	NOUN
ajmsi-5281	117	23	.	.	PUNCT
ajmsi-5281	118	1	many	many	ADJ
ajmsi-5281	118	2	ai	ai	VERB
ajmsi-5281	118	3	algorithms	algorithm	NOUN
ajmsi-5281	118	4	maintain	maintain	VERB
ajmsi-5281	118	5	an	an	DET
ajmsi-5281	118	6	untraceable	untraceable	ADJ
ajmsi-5281	118	7	decision	decision	NOUN
ajmsi-5281	118	8	-	-	PUNCT
ajmsi-5281	118	9	making	make	VERB
ajmsi-5281	118	10	process	process	NOUN
ajmsi-5281	118	11	,	,	PUNCT
ajmsi-5281	118	12	which	which	PRON
ajmsi-5281	118	13	impedes	impede	VERB
ajmsi-5281	118	14	clinicians	clinician	NOUN
ajmsi-5281	118	15	from	from	ADP
ajmsi-5281	118	16	adopting	adopt	VERB
ajmsi-5281	118	17	them	they	PRON
ajmsi-5281	118	18	in	in	ADP
ajmsi-5281	118	19	practice	practice	NOUN
ajmsi-5281	118	20	settings	setting	NOUN
ajmsi-5281	118	21	(	(	PUNCT
ajmsi-5281	118	22	prevedello	prevedello	PROPN
ajmsi-5281	118	23	et	et	PROPN
ajmsi-5281	118	24	al	al	PROPN
ajmsi-5281	118	25	.	.	PROPN
ajmsi-5281	118	26	,	,	PUNCT
ajmsi-5281	118	27	2019	2019	NUM
ajmsi-5281	118	28	)	)	PUNCT
ajmsi-5281	118	29	.	.	PUNCT
ajmsi-5281	119	1	the	the	DET
ajmsi-5281	119	2	reliability	reliability	NOUN
ajmsi-5281	119	3	of	of	ADP
ajmsi-5281	119	4	ai	ai	NOUN
ajmsi-5281	119	5	in	in	ADP
ajmsi-5281	119	6	pathology	pathology	NOUN
ajmsi-5281	119	7	diagnostic	diagnostic	ADJ
ajmsi-5281	119	8	settings	setting	NOUN
ajmsi-5281	119	9	comes	come	VERB
ajmsi-5281	119	10	into	into	ADP
ajmsi-5281	119	11	question	question	NOUN
ajmsi-5281	119	12	because	because	SCONJ
ajmsi-5281	119	13	of	of	ADP
ajmsi-5281	119	14	such	such	ADJ
ajmsi-5281	119	15	concerns	concern	NOUN
ajmsi-5281	119	16	,	,	PUNCT
ajmsi-5281	119	17	especially	especially	ADV
ajmsi-5281	119	18	during	during	ADP
ajmsi-5281	119	19	critical	critical	ADJ
ajmsi-5281	119	20	medical	medical	ADJ
ajmsi-5281	119	21	determination	determination	NOUN
ajmsi-5281	119	22	moments	moment	NOUN
ajmsi-5281	119	23	.	.	PUNCT
ajmsi-5281	120	1	the	the	DET
ajmsi-5281	120	2	diagnostic	diagnostic	ADJ
ajmsi-5281	120	3	field	field	NOUN
ajmsi-5281	120	4	has	have	AUX
ajmsi-5281	120	5	experienced	experience	VERB
ajmsi-5281	120	6	significant	significant	ADJ
ajmsi-5281	120	7	transformation	transformation	NOUN
ajmsi-5281	120	8	through	through	ADP
ajmsi-5281	120	9	genomic	genomic	NOUN
ajmsi-5281	120	10	profiling	profiling	NOUN
ajmsi-5281	120	11	because	because	SCONJ
ajmsi-5281	120	12	it	it	PRON
ajmsi-5281	120	13	identifies	identify	VERB
ajmsi-5281	120	14	mutations	mutation	NOUN
ajmsi-5281	120	15	and	and	CCONJ
ajmsi-5281	120	16	expression	expression	NOUN
ajmsi-5281	120	17	patterns	pattern	NOUN
ajmsi-5281	120	18	to	to	PART
ajmsi-5281	120	19	provide	provide	VERB
ajmsi-5281	120	20	molecular	molecular	ADJ
ajmsi-5281	120	21	insights	insight	NOUN
ajmsi-5281	120	22	.	.	PUNCT
ajmsi-5281	121	1	tumour	tumour	ADJ
ajmsi-5281	121	2	stratification	stratification	NOUN
ajmsi-5281	121	3	in	in	ADP
ajmsi-5281	121	4	oncology	oncology	NOUN
ajmsi-5281	121	5	,	,	PUNCT
ajmsi-5281	121	6	together	together	ADV
ajmsi-5281	121	7	with	with	ADP
ajmsi-5281	121	8	predictive	predictive	ADJ
ajmsi-5281	121	9	treatment	treatment	NOUN
ajmsi-5281	121	10	responses	response	NOUN
ajmsi-5281	121	11	,	,	PUNCT
ajmsi-5281	121	12	increased	increase	VERB
ajmsi-5281	121	13	to	to	ADP
ajmsi-5281	121	14	over	over	ADP
ajmsi-5281	121	15	95	95	NUM
ajmsi-5281	121	16	%	%	NOUN
ajmsi-5281	121	17	sensitivity	sensitivity	NOUN
ajmsi-5281	121	18	after	after	ADP
ajmsi-5281	121	19	integrating	integrate	VERB
ajmsi-5281	121	20	next	next	ADJ
ajmsi-5281	121	21	-	-	PUNCT
ajmsi-5281	121	22	generation	generation	NOUN
ajmsi-5281	121	23	sequencing	sequencing	NOUN
ajmsi-5281	121	24	(	(	PUNCT
ajmsi-5281	121	25	ngs	ng	NOUN
ajmsi-5281	121	26	)	)	PUNCT
ajmsi-5281	121	27	data	datum	NOUN
ajmsi-5281	121	28	with	with	ADP
ajmsi-5281	121	29	histopathological	histopathological	ADJ
ajmsi-5281	121	30	images	image	NOUN
ajmsi-5281	121	31	according	accord	VERB
ajmsi-5281	121	32	to	to	ADP
ajmsi-5281	121	33	seyhan	seyhan	PROPN
ajmsi-5281	121	34	and	and	CCONJ
ajmsi-5281	121	35	carini	carini	X
ajmsi-5281	121	36	(	(	PUNCT
ajmsi-5281	121	37	2019	2019	NUM
ajmsi-5281	121	38	)	)	PUNCT
ajmsi-5281	121	39	.	.	PUNCT
ajmsi-5281	122	1	the	the	DET
ajmsi-5281	122	2	reliability	reliability	NOUN
ajmsi-5281	122	3	of	of	ADP
ajmsi-5281	122	4	genomic	genomic	ADJ
ajmsi-5281	122	5	data	datum	NOUN
ajmsi-5281	122	6	faces	face	VERB
ajmsi-5281	122	7	various	various	ADJ
ajmsi-5281	122	8	challenges	challenge	NOUN
ajmsi-5281	122	9	according	accord	VERB
ajmsi-5281	122	10	to	to	ADP
ajmsi-5281	122	11	ahmad	ahmad	PROPN
ajmsi-5281	122	12	et	et	PROPN
ajmsi-5281	122	13	al	al	PROPN
ajmsi-5281	122	14	.	.	PROPN
ajmsi-5281	123	1	(	(	PUNCT
ajmsi-5281	123	2	2021	2021	NUM
ajmsi-5281	123	3	)	)	PUNCT
ajmsi-5281	123	4	.	.	PUNCT
ajmsi-5281	124	1	the	the	DET
ajmsi-5281	124	2	process	process	NOUN
ajmsi-5281	124	3	of	of	ADP
ajmsi-5281	124	4	sequencing	sequence	VERB
ajmsi-5281	124	5	artifacts	artifact	NOUN
ajmsi-5281	124	6	together	together	ADV
ajmsi-5281	124	7	with	with	ADP
ajmsi-5281	124	8	stringent	stringent	ADJ
ajmsi-5281	124	9	tumour	tumour	NOUN
ajmsi-5281	124	10	purity	purity	NOUN
ajmsi-5281	124	11	requirements	requirement	NOUN
ajmsi-5281	124	12	can	can	AUX
ajmsi-5281	124	13	trigger	trigger	VERB
ajmsi-5281	124	14	incorrect	incorrect	ADJ
ajmsi-5281	124	15	test	test	NOUN
ajmsi-5281	124	16	results	result	NOUN
ajmsi-5281	124	17	that	that	PRON
ajmsi-5281	124	18	may	may	AUX
ajmsi-5281	124	19	confuse	confuse	VERB
ajmsi-5281	124	20	medical	medical	ADJ
ajmsi-5281	124	21	professionals	professional	NOUN
ajmsi-5281	124	22	during	during	ADP
ajmsi-5281	124	23	interpretation	interpretation	NOUN
ajmsi-5281	124	24	.	.	PUNCT
ajmsi-5281	125	1	efficient	efficient	ADJ
ajmsi-5281	125	2	bioinformatics	bioinformatics	NOUN
ajmsi-5281	125	3	pipelines	pipeline	NOUN
ajmsi-5281	125	4	provide	provide	VERB
ajmsi-5281	125	5	solutions	solution	NOUN
ajmsi-5281	125	6	to	to	PART
ajmsi-5281	125	7	analyse	analyse	VERB
ajmsi-5281	125	8	the	the	DET
ajmsi-5281	125	9	large	large	ADJ
ajmsi-5281	125	10	quantities	quantity	NOUN
ajmsi-5281	125	11	of	of	ADP
ajmsi-5281	125	12	sequencing	sequence	VERB
ajmsi-5281	125	13	data	datum	NOUN
ajmsi-5281	125	14	which	which	PRON
ajmsi-5281	125	15	medical	medical	ADJ
ajmsi-5281	125	16	practitioners	practitioner	NOUN
ajmsi-5281	125	17	need	need	VERB
ajmsi-5281	125	18	for	for	ADP
ajmsi-5281	125	19	clinical	clinical	ADJ
ajmsi-5281	125	20	applications	application	NOUN
ajmsi-5281	125	21	.	.	PUNCT
ajmsi-5281	126	1	the	the	DET
ajmsi-5281	126	2	bioinformatics	bioinformatics	NOUN
ajmsi-5281	126	3	pipelines	pipeline	NOUN
ajmsi-5281	126	4	containing	contain	VERB
ajmsi-5281	126	5	ai	ai	PROPN
ajmsi-5281	126	6	systems	system	NOUN
ajmsi-5281	126	7	develop	develop	VERB
ajmsi-5281	126	8	recursive	recursive	ADJ
ajmsi-5281	126	9	dependencies	dependency	NOUN
ajmsi-5281	126	10	,	,	PUNCT
ajmsi-5281	126	11	which	which	PRON
ajmsi-5281	126	12	generate	generate	VERB
ajmsi-5281	126	13	anxiety	anxiety	NOUN
ajmsi-5281	126	14	regarding	regard	VERB
ajmsi-5281	126	15	analysis	analysis	NOUN
ajmsi-5281	126	16	transparency	transparency	NOUN
ajmsi-5281	126	17	and	and	CCONJ
ajmsi-5281	126	18	accumulated	accumulate	VERB
ajmsi-5281	126	19	mistakes	mistake	NOUN
ajmsi-5281	126	20	(	(	PUNCT
ajmsi-5281	126	21	seyhan	seyhan	PROPN
ajmsi-5281	126	22	&	&	CCONJ
ajmsi-5281	126	23	carini	carini	PROPN
ajmsi-5281	126	24	,	,	PUNCT
ajmsi-5281	126	25	2019	2019	NUM
ajmsi-5281	126	26	)	)	PUNCT
ajmsi-5281	126	27	.	.	PUNCT
ajmsi-5281	127	1	bioinformatics	bioinformatic	NOUN
ajmsi-5281	127	2	must	must	AUX
ajmsi-5281	127	3	implement	implement	VERB
ajmsi-5281	127	4	strong	strong	ADJ
ajmsi-5281	127	5	,	,	PUNCT
ajmsi-5281	127	6	transparent	transparent	ADJ
ajmsi-5281	127	7	procedures	procedure	NOUN
ajmsi-5281	127	8	to	to	PART
ajmsi-5281	127	9	enable	enable	VERB
ajmsi-5281	127	10	genomic	genomic	ADJ
ajmsi-5281	127	11	data	datum	NOUN
ajmsi-5281	127	12	usage	usage	NOUN
ajmsi-5281	127	13	in	in	ADP
ajmsi-5281	127	14	clinical	clinical	ADJ
ajmsi-5281	127	15	decisions	decision	NOUN
ajmsi-5281	127	16	(	(	PUNCT
ajmsi-5281	127	17	kermany	kermany	NOUN
ajmsi-5281	127	18	et	et	PROPN
ajmsi-5281	127	19	al	al	PROPN
ajmsi-5281	127	20	.	.	PROPN
ajmsi-5281	127	21	,	,	PUNCT
ajmsi-5281	127	22	2018	2018	NUM
ajmsi-5281	127	23	)	)	PUNCT
ajmsi-5281	127	24	.	.	PUNCT
ajmsi-5281	128	1	pet	pet	VERB
ajmsi-5281	128	2	and	and	CCONJ
ajmsi-5281	128	3	spect	spect	ADJ
ajmsi-5281	128	4	techniques	technique	NOUN
ajmsi-5281	128	5	in	in	ADP
ajmsi-5281	128	6	molecular	molecular	ADJ
ajmsi-5281	128	7	imaging	imaging	NOUN
ajmsi-5281	128	8	enable	enable	VERB
ajmsi-5281	128	9	real	real	ADJ
ajmsi-5281	128	10	-	-	PUNCT
ajmsi-5281	128	11	time	time	NOUN
ajmsi-5281	128	12	metabolic	metabolic	NOUN
ajmsi-5281	128	13	imaging	imaging	NOUN
ajmsi-5281	128	14	of	of	ADP
ajmsi-5281	128	15	tissue	tissue	NOUN
ajmsi-5281	128	16	structures	structure	NOUN
ajmsi-5281	128	17	beneath	beneath	ADP
ajmsi-5281	128	18	one	one	NUM
ajmsi-5281	128	19	centimetre	centimetre	NOUN
ajmsi-5281	128	20	,	,	PUNCT
ajmsi-5281	128	21	which	which	PRON
ajmsi-5281	128	22	traditional	traditional	ADJ
ajmsi-5281	128	23	histological	histological	ADJ
ajmsi-5281	128	24	and	and	CCONJ
ajmsi-5281	128	25	genomic	genomic	ADJ
ajmsi-5281	128	26	methods	method	NOUN
ajmsi-5281	128	27	can	can	AUX
ajmsi-5281	128	28	not	not	PART
ajmsi-5281	128	29	visualise	visualise	VERB
ajmsi-5281	128	30	.	.	PUNCT
ajmsi-5281	129	1	the	the	DET
ajmsi-5281	129	2	research	research	NOUN
ajmsi-5281	129	3	by	by	ADP
ajmsi-5281	129	4	tian	tian	PROPN
ajmsi-5281	129	5	et	et	PROPN
ajmsi-5281	129	6	al	al	PROPN
ajmsi-5281	129	7	.	.	PROPN
ajmsi-5281	129	8	(	(	PUNCT
ajmsi-5281	129	9	2021	2021	NUM
ajmsi-5281	129	10	)	)	PUNCT
ajmsi-5281	129	11	shows	show	VERB
ajmsi-5281	129	12	that	that	SCONJ
ajmsi-5281	129	13	these	these	DET
ajmsi-5281	129	14	imaging	imaging	NOUN
ajmsi-5281	129	15	modalities	modality	NOUN
ajmsi-5281	129	16	reach	reach	VERB
ajmsi-5281	129	17	sensitivity	sensitivity	NOUN
ajmsi-5281	129	18	rates	rate	NOUN
ajmsi-5281	129	19	above	above	ADP
ajmsi-5281	129	20	90	90	NUM
ajmsi-5281	129	21	%	%	NOUN
ajmsi-5281	129	22	for	for	ADP
ajmsi-5281	129	23	detecting	detect	VERB
ajmsi-5281	129	24	small	small	ADJ
ajmsi-5281	129	25	lesions	lesion	NOUN
ajmsi-5281	129	26	to	to	PART
ajmsi-5281	129	27	enhance	enhance	VERB
ajmsi-5281	129	28	early	early	ADJ
ajmsi-5281	129	29	detection	detection	NOUN
ajmsi-5281	129	30	.	.	PUNCT
ajmsi-5281	130	1	pet	pet	ADJ
ajmsi-5281	130	2	and	and	CCONJ
ajmsi-5281	130	3	spect	spect	ADJ
ajmsi-5281	130	4	imaging	imaging	NOUN
ajmsi-5281	130	5	methods	method	NOUN
ajmsi-5281	130	6	face	face	VERB
ajmsi-5281	130	7	difficulties	difficulty	NOUN
ajmsi-5281	130	8	with	with	ADP
ajmsi-5281	130	9	specificity	specificity	NOUN
ajmsi-5281	130	10	because	because	SCONJ
ajmsi-5281	130	11	tracer	tracer	NOUN
ajmsi-5281	130	12	uptake	uptake	NOUN
ajmsi-5281	130	13	happens	happen	VERB
ajmsi-5281	130	14	in	in	ADP
ajmsi-5281	130	15	both	both	CCONJ
ajmsi-5281	130	16	malignant	malignant	ADJ
ajmsi-5281	130	17	and	and	CCONJ
ajmsi-5281	130	18	benign	benign	ADJ
ajmsi-5281	130	19	tissues	tissue	NOUN
ajmsi-5281	130	20	thereby	thereby	ADV
ajmsi-5281	130	21	causing	cause	VERB
ajmsi-5281	130	22	false	false	ADJ
ajmsi-5281	130	23	positive	positive	ADJ
ajmsi-5281	130	24	results	result	NOUN
ajmsi-5281	130	25	.	.	PUNCT
ajmsi-5281	131	1	traditional	traditional	ADJ
ajmsi-5281	131	2	microscopic	microscopic	ADJ
ajmsi-5281	131	3	imaging	imaging	NOUN
ajmsi-5281	131	4	provides	provide	VERB
ajmsi-5281	131	5	higher	high	ADJ
ajmsi-5281	131	6	spatial	spatial	ADJ
ajmsi-5281	131	7	resolution	resolution	NOUN
ajmsi-5281	131	8	than	than	ADP
ajmsi-5281	131	9	molecular	molecular	ADJ
ajmsi-5281	131	10	imaging	imaging	NOUN
ajmsi-5281	131	11	,	,	PUNCT
ajmsi-5281	131	12	which	which	PRON
ajmsi-5281	131	13	restricts	restrict	VERB
ajmsi-5281	131	14	the	the	DET
ajmsi-5281	131	15	obtainable	obtainable	ADJ
ajmsi-5281	131	16	cellular	cellular	ADJ
ajmsi-5281	131	17	details	detail	NOUN
ajmsi-5281	131	18	from	from	ADP
ajmsi-5281	131	19	this	this	DET
ajmsi-5281	131	20	method	method	NOUN
ajmsi-5281	131	21	.	.	PUNCT
ajmsi-5281	132	1	according	accord	VERB
ajmsi-5281	132	2	to	to	ADP
ajmsi-5281	132	3	panayides	panayide	NOUN
ajmsi-5281	132	4	et	et	PROPN
ajmsi-5281	132	5	al	al	PROPN
ajmsi-5281	132	6	.	.	PROPN
ajmsi-5281	132	7	(	(	PUNCT
ajmsi-5281	132	8	2020	2020	NUM
ajmsi-5281	132	9	)	)	PUNCT
ajmsi-5281	132	10	and	and	CCONJ
ajmsi-5281	132	11	simon	simon	PROPN
ajmsi-5281	132	12	et	et	PROPN
ajmsi-5281	132	13	al	al	PROPN
ajmsi-5281	132	14	.	.	PROPN
ajmsi-5281	133	1	(	(	PUNCT
ajmsi-5281	133	2	2024	2024	NUM
ajmsi-5281	133	3	)	)	PUNCT
ajmsi-5281	133	4	,	,	PUNCT
ajmsi-5281	133	5	accurate	accurate	ADJ
ajmsi-5281	133	6	interpretation	interpretation	NOUN
ajmsi-5281	133	7	and	and	CCONJ
ajmsi-5281	133	8	modality	modality	NOUN
ajmsi-5281	133	9	synergy	synergy	NOUN
ajmsi-5281	133	10	between	between	ADP
ajmsi-5281	133	11	combined	combined	ADJ
ajmsi-5281	133	12	analytical	analytical	ADJ
ajmsi-5281	133	13	techniques	technique	NOUN
ajmsi-5281	133	14	need	need	VERB
ajmsi-5281	133	15	precise	precise	ADJ
ajmsi-5281	133	16	standardisation	standardisation	NOUN
ajmsi-5281	133	17	of	of	ADP
ajmsi-5281	133	18	acquisition	acquisition	NOUN
ajmsi-5281	133	19	methods	method	NOUN
ajmsi-5281	133	20	and	and	CCONJ
ajmsi-5281	133	21	image	image	NOUN
ajmsi-5281	133	22	processing	processing	NOUN
ajmsi-5281	133	23	workflows	workflow	NOUN
ajmsi-5281	133	24	.	.	PUNCT
ajmsi-5281	134	1	these	these	DET
ajmsi-5281	134	2	technological	technological	ADJ
ajmsi-5281	134	3	systems	system	NOUN
ajmsi-5281	134	4	,	,	PUNCT
ajmsi-5281	134	5	united	unite	VERB
ajmsi-5281	134	6	together	together	ADV
ajmsi-5281	134	7	,	,	PUNCT
ajmsi-5281	134	8	create	create	VERB
ajmsi-5281	134	9	potential	potential	ADJ
ajmsi-5281	134	10	major	major	ADJ
ajmsi-5281	134	11	combined	combine	VERB
ajmsi-5281	134	12	advantages	advantage	NOUN
ajmsi-5281	134	13	.	.	PUNCT
ajmsi-5281	135	1	the	the	DET
ajmsi-5281	135	2	convergence	convergence	NOUN
ajmsi-5281	135	3	of	of	ADP
ajmsi-5281	135	4	image	image	NOUN
ajmsi-5281	135	5	features	feature	NOUN
ajmsi-5281	135	6	and	and	CCONJ
ajmsi-5281	135	7	mutation	mutation	NOUN
ajmsi-5281	135	8	profiles	profile	NOUN
ajmsi-5281	135	9	,	,	PUNCT
ajmsi-5281	135	10	and	and	CCONJ
ajmsi-5281	135	11	functional	functional	ADJ
ajmsi-5281	135	12	imaging	imaging	NOUN
ajmsi-5281	135	13	within	within	ADP
ajmsi-5281	135	14	multimodal	multimodal	ADJ
ajmsi-5281	135	15	artificial	artificial	ADJ
ajmsi-5281	135	16	intelligence	intelligence	NOUN
ajmsi-5281	135	17	systems	system	NOUN
ajmsi-5281	135	18	leads	lead	VERB
ajmsi-5281	135	19	to	to	ADP
ajmsi-5281	135	20	a	a	DET
ajmsi-5281	135	21	15	15	NUM
ajmsi-5281	135	22	%	%	NOUN
ajmsi-5281	135	23	increase	increase	NOUN
ajmsi-5281	135	24	in	in	ADP
ajmsi-5281	135	25	prognostic	prognostic	ADJ
ajmsi-5281	135	26	accuracy	accuracy	NOUN
ajmsi-5281	135	27	according	accord	VERB
ajmsi-5281	135	28	to	to	ADP
ajmsi-5281	135	29	simon	simon	PROPN
ajmsi-5281	135	30	et	et	PROPN
ajmsi-5281	135	31	al	al	PROPN
ajmsi-5281	135	32	.	.	PROPN
ajmsi-5281	136	1	(	(	PUNCT
ajmsi-5281	136	2	2024	2024	NUM
ajmsi-5281	136	3	)	)	PUNCT
ajmsi-5281	136	4	.	.	PUNCT
ajmsi-5281	137	1	the	the	DET
ajmsi-5281	137	2	integration	integration	NOUN
ajmsi-5281	137	3	process	process	NOUN
ajmsi-5281	137	4	comes	come	VERB
ajmsi-5281	137	5	with	with	ADP
ajmsi-5281	137	6	significant	significant	ADJ
ajmsi-5281	137	7	challenges	challenge	NOUN
ajmsi-5281	137	8	that	that	PRON
ajmsi-5281	137	9	need	need	VERB
ajmsi-5281	137	10	to	to	PART
ajmsi-5281	137	11	be	be	AUX
ajmsi-5281	137	12	addressed	address	VERB
ajmsi-5281	137	13	.	.	PUNCT
ajmsi-5281	138	1	the	the	DET
ajmsi-5281	138	2	article	article	NOUN
ajmsi-5281	138	3	by	by	ADP
ajmsi-5281	138	4	gaffney	gaffney	NOUN
ajmsi-5281	138	5	and	and	CCONJ
ajmsi-5281	138	6	mirza	mirza	PROPN
ajmsi-5281	138	7	(	(	PUNCT
ajmsi-5281	138	8	2025	2025	NUM
ajmsi-5281	138	9	)	)	PUNCT
ajmsi-5281	138	10	describes	describe	VERB
ajmsi-5281	138	11	how	how	SCONJ
ajmsi-5281	138	12	the	the	DET
ajmsi-5281	138	13	integration	integration	NOUN
ajmsi-5281	138	14	of	of	ADP
ajmsi-5281	138	15	these	these	DET
ajmsi-5281	138	16	technologies	technology	NOUN
ajmsi-5281	138	17	becomes	become	VERB
ajmsi-5281	138	18	difficult	difficult	ADJ
ajmsi-5281	138	19	due	due	ADJ
ajmsi-5281	138	20	to	to	ADP
ajmsi-5281	138	21	data	data	NOUN
ajmsi-5281	138	22	format	format	NOUN
ajmsi-5281	138	23	inconsistencies	inconsistency	NOUN
ajmsi-5281	138	24	between	between	ADP
ajmsi-5281	138	25	imaging	imaging	NOUN
ajmsi-5281	138	26	and	and	CCONJ
ajmsi-5281	138	27	genomic	genomic	NOUN
ajmsi-5281	138	28	platforms	platform	NOUN
ajmsi-5281	138	29	in	in	ADP
ajmsi-5281	138	30	addition	addition	NOUN
ajmsi-5281	138	31	to	to	ADP
ajmsi-5281	138	32	complex	complex	ADJ
ajmsi-5281	138	33	requirements	requirement	NOUN
ajmsi-5281	138	34	for	for	ADP
ajmsi-5281	138	35	large	large	ADJ
ajmsi-5281	138	36	dataset	dataset	NOUN
ajmsi-5281	138	37	management	management	NOUN
ajmsi-5281	138	38	infrastructure	infrastructure	NOUN
ajmsi-5281	138	39	and	and	CCONJ
ajmsi-5281	138	40	divergent	divergent	ADJ
ajmsi-5281	138	41	governance	governance	NOUN
ajmsi-5281	138	42	policies	policy	NOUN
ajmsi-5281	138	43	.	.	PUNCT
ajmsi-5281	139	1	the	the	DET
ajmsi-5281	139	2	matter	matter	NOUN
ajmsi-5281	139	3	of	of	ADP
ajmsi-5281	139	4	algorithmic	algorithmic	ADJ
ajmsi-5281	139	5	bias	bias	NOUN
ajmsi-5281	139	6	advances	advance	NOUN
ajmsi-5281	139	7	as	as	ADP
ajmsi-5281	139	8	a	a	DET
ajmsi-5281	139	9	crucial	crucial	ADJ
ajmsi-5281	139	10	problem	problem	NOUN
ajmsi-5281	139	11	in	in	ADP
ajmsi-5281	139	12	the	the	DET
ajmsi-5281	139	13	field	field	NOUN
ajmsi-5281	139	14	.	.	PUNCT
ajmsi-5281	140	1	the	the	DET
ajmsi-5281	140	2	training	training	NOUN
ajmsi-5281	140	3	of	of	ADP
ajmsi-5281	140	4	numerous	numerous	ADJ
ajmsi-5281	140	5	ai	ai	NOUN
ajmsi-5281	140	6	models	model	NOUN
ajmsi-5281	140	7	depends	depend	VERB
ajmsi-5281	140	8	on	on	ADP
ajmsi-5281	140	9	minorityunderrepresented	minorityunderrepresented	ADJ
ajmsi-5281	140	10	datasets	dataset	NOUN
ajmsi-5281	140	11	that	that	PRON
ajmsi-5281	140	12	result	result	VERB
ajmsi-5281	140	13	in	in	ADP
ajmsi-5281	140	14	performance	performance	NOUN
ajmsi-5281	140	15	differences	difference	NOUN
ajmsi-5281	140	16	during	during	ADP
ajmsi-5281	140	17	clinical	clinical	ADJ
ajmsi-5281	140	18	use	use	NOUN
ajmsi-5281	140	19	among	among	ADP
ajmsi-5281	140	20	diverse	diverse	ADJ
ajmsi-5281	140	21	patient	patient	NOUN
ajmsi-5281	140	22	populations	population	NOUN
ajmsi-5281	140	23	(	(	PUNCT
ajmsi-5281	140	24	kim	kim	PROPN
ajmsi-5281	140	25	et	et	PROPN
ajmsi-5281	140	26	al	al	PROPN
ajmsi-5281	140	27	.	.	PROPN
ajmsi-5281	140	28	,	,	PUNCT
ajmsi-5281	140	29	2022	2022	NUM
ajmsi-5281	140	30	)	)	PUNCT
ajmsi-5281	140	31	.	.	PUNCT
ajmsi-5281	141	1	workflow	workflow	NOUN
ajmsi-5281	141	2	integration	integration	NOUN
ajmsi-5281	141	3	and	and	CCONJ
ajmsi-5281	141	4	implementation	implementation	NOUN
ajmsi-5281	141	5	barriers	barrier	NOUN
ajmsi-5281	141	6	focus	focus	VERB
ajmsi-5281	141	7	the	the	DET
ajmsi-5281	141	8	accuracy	accuracy	NOUN
ajmsi-5281	141	9	and	and	CCONJ
ajmsi-5281	141	10	efficiency	efficiency	NOUN
ajmsi-5281	141	11	of	of	ADP
ajmsi-5281	141	12	routine	routine	ADJ
ajmsi-5281	141	13	pathology	pathology	NOUN
ajmsi-5281	141	14	diagnostics	diagnostic	NOUN
ajmsi-5281	141	15	are	be	AUX
ajmsi-5281	141	16	set	set	VERB
ajmsi-5281	141	17	to	to	PART
ajmsi-5281	141	18	improve	improve	VERB
ajmsi-5281	141	19	significantly	significantly	ADV
ajmsi-5281	141	20	with	with	ADP
ajmsi-5281	141	21	the	the	DET
ajmsi-5281	141	22	integration	integration	NOUN
ajmsi-5281	141	23	of	of	ADP
ajmsi-5281	141	24	workflow	workflow	NOUN
ajmsi-5281	141	25	systems	system	NOUN
ajmsi-5281	141	26	that	that	PRON
ajmsi-5281	141	27	bring	bring	VERB
ajmsi-5281	141	28	together	together	ADV
ajmsi-5281	141	29	ai	ai	VERB
ajmsi-5281	141	30	,	,	PUNCT
ajmsi-5281	141	31	genomics	genomic	NOUN
ajmsi-5281	141	32	,	,	PUNCT
ajmsi-5281	141	33	and	and	CCONJ
ajmsi-5281	141	34	molecular	molecular	ADJ
ajmsi-5281	141	35	imaging	imaging	NOUN
ajmsi-5281	141	36	.	.	PUNCT
ajmsi-5281	142	1	these	these	DET
ajmsi-5281	142	2	technologies	technology	NOUN
ajmsi-5281	142	3	encounter	encounter	VERB
ajmsi-5281	142	4	multiple	multiple	ADJ
ajmsi-5281	142	5	complex	complex	ADJ
ajmsi-5281	142	6	problems	problem	NOUN
ajmsi-5281	142	7	while	while	SCONJ
ajmsi-5281	142	8	being	be	AUX
ajmsi-5281	142	9	integrated	integrate	VERB
ajmsi-5281	142	10	into	into	ADP
ajmsi-5281	142	11	current	current	ADJ
ajmsi-5281	142	12	laboratory	laboratory	NOUN
ajmsi-5281	142	13	settings	setting	NOUN
ajmsi-5281	142	14	which	which	PRON
ajmsi-5281	142	15	require	require	VERB
ajmsi-5281	142	16	vital	vital	ADJ
ajmsi-5281	142	17	assessment	assessment	NOUN
ajmsi-5281	142	18	before	before	ADP
ajmsi-5281	142	19	benefiting	benefit	VERB
ajmsi-5281	142	20	from	from	ADP
ajmsi-5281	142	21	their	their	PRON
ajmsi-5281	142	22	implementation	implementation	NOUN
ajmsi-5281	142	23	.	.	PUNCT
ajmsi-5281	143	1	shafi	shafi	PROPN
ajmsi-5281	143	2	and	and	CCONJ
ajmsi-5281	143	3	parwani	parwani	PROPN
ajmsi-5281	143	4	(	(	PUNCT
ajmsi-5281	143	5	2023	2023	NUM
ajmsi-5281	143	6	)	)	PUNCT
ajmsi-5281	143	7	state	state	NOUN
ajmsi-5281	143	8	that	that	PRON
ajmsi-5281	143	9	automated	automate	VERB
ajmsi-5281	143	10	whole	whole	ADJ
ajmsi-5281	143	11	-	-	PUNCT
ajmsi-5281	143	12	slide	slide	NOUN
ajmsi-5281	143	13	imaging	imaging	NOUN
ajmsi-5281	143	14	(	(	PUNCT
ajmsi-5281	143	15	wsi	wsi	NOUN
ajmsi-5281	143	16	)	)	PUNCT
ajmsi-5281	143	17	scanners	scanner	NOUN
ajmsi-5281	143	18	introduced	introduce	VERB
ajmsi-5281	143	19	digital	digital	ADJ
ajmsi-5281	143	20	pathology	pathology	NOUN
ajmsi-5281	143	21	but	but	CCONJ
ajmsi-5281	143	22	their	their	PRON
ajmsi-5281	143	23	implementation	implementation	NOUN
ajmsi-5281	143	24	requires	require	VERB
ajmsi-5281	143	25	perfect	perfect	ADJ
ajmsi-5281	143	26	lis	li	NOUN
ajmsi-5281	143	27	and	and	CCONJ
ajmsi-5281	143	28	reporting	report	VERB
ajmsi-5281	143	29	platform	platform	NOUN
ajmsi-5281	143	30	connectivity	connectivity	NOUN
ajmsi-5281	143	31	.	.	PUNCT
ajmsi-5281	144	1	many	many	ADJ
ajmsi-5281	144	2	current	current	ADJ
ajmsi-5281	144	3	lis	li	NOUN
ajmsi-5281	144	4	systems	system	NOUN
ajmsi-5281	144	5	operate	operate	VERB
ajmsi-5281	144	6	using	use	VERB
ajmsi-5281	144	7	outdated	outdated	ADJ
ajmsi-5281	144	8	protocols	protocol	NOUN
ajmsi-5281	144	9	while	while	SCONJ
ajmsi-5281	144	10	missing	miss	VERB
ajmsi-5281	144	11	essential	essential	ADJ
ajmsi-5281	144	12	apis	apis	NOUN
ajmsi-5281	144	13	which	which	PRON
ajmsi-5281	144	14	would	would	AUX
ajmsi-5281	144	15	allow	allow	VERB
ajmsi-5281	144	16	them	they	PRON
ajmsi-5281	144	17	to	to	PART
ajmsi-5281	144	18	process	process	VERB
ajmsi-5281	144	19	large	large	ADJ
ajmsi-5281	144	20	images	image	NOUN
ajmsi-5281	144	21	of	of	ADP
ajmsi-5281	144	22	gigapixels	gigapixel	NOUN
ajmsi-5281	144	23	and	and	CCONJ
ajmsi-5281	144	24	to	to	PART
ajmsi-5281	144	25	connect	connect	VERB
ajmsi-5281	144	26	genomic	genomic	NOUN
ajmsi-5281	144	27	reports	report	NOUN
ajmsi-5281	144	28	to	to	ADP
ajmsi-5281	144	29	histological	histological	ADJ
ajmsi-5281	144	30	analysis	analysis	NOUN
ajmsi-5281	144	31	results	result	NOUN
ajmsi-5281	144	32	.	.	PUNCT
ajmsi-5281	145	1	pathology	pathology	NOUN
ajmsi-5281	145	2	departments	department	NOUN
ajmsi-5281	145	3	struggle	struggle	VERB
ajmsi-5281	145	4	with	with	ADP
ajmsi-5281	145	5	it	it	PRON
ajmsi-5281	145	6	infrastructure	infrastructure	NOUN
ajmsi-5281	145	7	built	build	VERB
ajmsi-5281	145	8	for	for	ADP
ajmsi-5281	145	9	transactional	transactional	ADJ
ajmsi-5281	145	10	reporting	reporting	NOUN
ajmsi-5281	145	11	which	which	PRON
ajmsi-5281	145	12	requires	require	VERB
ajmsi-5281	145	13	extensive	extensive	ADJ
ajmsi-5281	145	14	hardware	hardware	NOUN
ajmsi-5281	145	15	upgrades	upgrade	NOUN
ajmsi-5281	145	16	of	of	ADP
ajmsi-5281	145	17	high	high	ADJ
ajmsi-5281	145	18	-	-	PUNCT
ajmsi-5281	145	19	throughput	throughput	NOUN
ajmsi-5281	145	20	storage	storage	NOUN
ajmsi-5281	145	21	area	area	NOUN
ajmsi-5281	145	22	networks	network	NOUN
ajmsi-5281	145	23	and	and	CCONJ
ajmsi-5281	145	24	comprehensive	comprehensive	ADJ
ajmsi-5281	145	25	network	network	NOUN
ajmsi-5281	145	26	modification	modification	NOUN
ajmsi-5281	145	27	to	to	PART
ajmsi-5281	145	28	handle	handle	VERB
ajmsi-5281	145	29	image	image	NOUN
ajmsi-5281	145	30	and	and	CCONJ
ajmsi-5281	145	31	sequence	sequence	NOUN
ajmsi-5281	145	32	data	datum	NOUN
ajmsi-5281	145	33	according	accord	VERB
ajmsi-5281	145	34	to	to	ADP
ajmsi-5281	145	35	cheng	cheng	PROPN
ajmsi-5281	145	36	et	et	PROPN
ajmsi-5281	145	37	al	al	PROPN
ajmsi-5281	145	38	.	.	PROPN
ajmsi-5281	146	1	(	(	PUNCT
ajmsi-5281	146	2	2021	2021	NUM
ajmsi-5281	146	3	)	)	PUNCT
ajmsi-5281	146	4	.	.	PUNCT
ajmsi-5281	147	1	panayides	panayide	VERB
ajmsi-5281	147	2	et	et	PROPN
ajmsi-5281	147	3	al	al	PROPN
ajmsi-5281	147	4	.	.	PROPN
ajmsi-5281	148	1	(	(	PUNCT
ajmsi-5281	148	2	2020	2020	NUM
ajmsi-5281	148	3	)	)	PUNCT
ajmsi-5281	148	4	emphasize	emphasize	VERB
ajmsi-5281	148	5	that	that	SCONJ
ajmsi-5281	148	6	medical	medical	ADJ
ajmsi-5281	148	7	practices	practice	NOUN
ajmsi-5281	148	8	need	need	VERB
ajmsi-5281	148	9	proper	proper	ADJ
ajmsi-5281	148	10	data	datum	NOUN
ajmsi-5281	148	11	management	management	NOUN
ajmsi-5281	148	12	structures	structure	NOUN
ajmsi-5281	148	13	based	base	VERB
ajmsi-5281	148	14	on	on	ADP
ajmsi-5281	148	15	standardized	standardized	ADJ
ajmsi-5281	148	16	metadata	metadata	NOUN
ajmsi-5281	148	17	schemas	schema	NOUN
ajmsi-5281	148	18	and	and	CCONJ
ajmsi-5281	148	19	data	datum	NOUN
ajmsi-5281	148	20	lakes	lake	NOUN
ajmsi-5281	148	21	to	to	PART
ajmsi-5281	148	22	work	work	VERB
ajmsi-5281	148	23	efficiently	efficiently	ADV
ajmsi-5281	148	24	.	.	PUNCT
ajmsi-5281	149	1	healthcare	healthcare	PROPN
ajmsi-5281	149	2	data	datum	NOUN
ajmsi-5281	149	3	remains	remain	VERB
ajmsi-5281	149	4	isolated	isolated	ADJ
ajmsi-5281	149	5	throughout	throughout	ADP
ajmsi-5281	149	6	different	different	ADJ
ajmsi-5281	149	7	systems	system	NOUN
ajmsi-5281	149	8	because	because	SCONJ
ajmsi-5281	149	9	patients	patient	NOUN
ajmsi-5281	149	10	lack	lack	VERB
ajmsi-5281	149	11	common	common	ADJ
ajmsi-5281	149	12	data	datum	NOUN
ajmsi-5281	149	13	ontologies	ontology	NOUN
ajmsi-5281	149	14	and	and	CCONJ
ajmsi-5281	149	15	tag	tag	NOUN
ajmsi-5281	149	16	classification	classification	NOUN
ajmsi-5281	149	17	structures	structure	NOUN
ajmsi-5281	149	18	(	(	PUNCT
ajmsi-5281	149	19	such	such	ADJ
ajmsi-5281	149	20	as	as	ADP
ajmsi-5281	149	21	dicom	dicom	NOUN
ajmsi-5281	149	22	for	for	ADP
ajmsi-5281	149	23	images	image	NOUN
ajmsi-5281	149	24	or	or	CCONJ
ajmsi-5281	149	25	hl7	hl7	NOUN
ajmsi-5281	149	26	fhir	fhir	NOUN
ajmsi-5281	149	27	for	for	ADP
ajmsi-5281	149	28	clinical	clinical	ADJ
ajmsi-5281	149	29	information	information	NOUN
ajmsi-5281	149	30	)	)	PUNCT
ajmsi-5281	149	31	which	which	PRON
ajmsi-5281	149	32	pa	pa	PROPN
ajmsi-5281	149	33	ge	ge	PROPN
ajmsi-5281	149	34	10	10	NUM
ajmsi-5281	149	35	7	7	NUM
ajmsi-5281	149	36	https://journals.e-palli.com/home/index.php/ajmsi	https://journals.e-palli.com/home/index.php/ajmsi	PROPN
ajmsi-5281	149	37	am	be	AUX
ajmsi-5281	149	38	.	.	PUNCT
ajmsi-5281	150	1	j.	j.	PROPN
ajmsi-5281	150	2	med	med	PROPN
ajmsi-5281	150	3	.	.	PUNCT
ajmsi-5281	151	1	sci	sci	PROPN
ajmsi-5281	151	2	.	.	PUNCT
ajmsi-5281	151	3	innov	innov	PROPN
ajmsi-5281	151	4	.	.	PUNCT
ajmsi-5281	152	1	4(2	4(2	NUM
ajmsi-5281	152	2	)	)	PUNCT
ajmsi-5281	152	3	103	103	NUM
ajmsi-5281	152	4	-	-	SYM
ajmsi-5281	152	5	110	110	NUM
ajmsi-5281	152	6	,	,	PUNCT
ajmsi-5281	152	7	2025	2025	NUM
ajmsi-5281	152	8	prevents	prevent	VERB
ajmsi-5281	152	9	multi	multi	ADJ
ajmsi-5281	152	10	-	-	ADJ
ajmsi-5281	152	11	modality	modality	ADJ
ajmsi-5281	152	12	data	datum	NOUN
ajmsi-5281	152	13	search	search	NOUN
ajmsi-5281	152	14	and	and	CCONJ
ajmsi-5281	152	15	integrated	integrate	VERB
ajmsi-5281	152	16	ai	ai	PROPN
ajmsi-5281	152	17	system	system	NOUN
ajmsi-5281	152	18	development	development	NOUN
ajmsi-5281	152	19	.	.	PUNCT
ajmsi-5281	153	1	federated	federate	VERB
ajmsi-5281	153	2	systems	system	NOUN
ajmsi-5281	153	3	operate	operate	VERB
ajmsi-5281	153	4	without	without	ADP
ajmsi-5281	153	5	centralized	centralized	ADJ
ajmsi-5281	153	6	raw	raw	ADJ
ajmsi-5281	153	7	data	datum	NOUN
ajmsi-5281	153	8	storage	storage	NOUN
ajmsi-5281	153	9	because	because	SCONJ
ajmsi-5281	153	10	algorithms	algorithm	NOUN
ajmsi-5281	153	11	execute	execute	VERB
ajmsi-5281	153	12	directly	directly	ADV
ajmsi-5281	153	13	from	from	ADP
ajmsi-5281	153	14	source	source	NOUN
ajmsi-5281	153	15	nodes	node	NOUN
ajmsi-5281	153	16	to	to	PART
ajmsi-5281	153	17	maintain	maintain	VERB
ajmsi-5281	153	18	privacy	privacy	NOUN
ajmsi-5281	153	19	guidelines	guideline	NOUN
ajmsi-5281	153	20	and	and	CCONJ
ajmsi-5281	153	21	achieve	achieve	VERB
ajmsi-5281	153	22	large	large	ADJ
ajmsi-5281	153	23	-	-	PUNCT
ajmsi-5281	153	24	scale	scale	NOUN
ajmsi-5281	153	25	algorithms	algorithm	NOUN
ajmsi-5281	153	26	.	.	PUNCT
ajmsi-5281	154	1	the	the	DET
ajmsi-5281	154	2	entire	entire	ADJ
ajmsi-5281	154	3	integrated	integrate	VERB
ajmsi-5281	154	4	workflow	workflow	NOUN
ajmsi-5281	154	5	relies	relie	NOUN
ajmsi-5281	154	6	on	on	ADP
ajmsi-5281	154	7	data	datum	NOUN
ajmsi-5281	154	8	pipelines	pipeline	NOUN
ajmsi-5281	154	9	which	which	PRON
ajmsi-5281	154	10	pose	pose	VERB
ajmsi-5281	154	11	the	the	DET
ajmsi-5281	154	12	risk	risk	NOUN
ajmsi-5281	154	13	of	of	ADP
ajmsi-5281	154	14	becoming	become	VERB
ajmsi-5281	154	15	performance	performance	NOUN
ajmsi-5281	154	16	bottlenecks	bottleneck	NOUN
ajmsi-5281	154	17	.	.	PUNCT
ajmsi-5281	155	1	the	the	DET
ajmsi-5281	155	2	increase	increase	NOUN
ajmsi-5281	155	3	of	of	ADP
ajmsi-5281	155	4	“	"	PUNCT
ajmsi-5281	155	5	omics	omic	NOUN
ajmsi-5281	155	6	”	"	PUNCT
ajmsi-5281	155	7	datasets	dataset	NOUN
ajmsi-5281	155	8	exceeds	exceed	VERB
ajmsi-5281	155	9	statistical	statistical	ADJ
ajmsi-5281	155	10	capabilities	capability	NOUN
ajmsi-5281	155	11	which	which	PRON
ajmsi-5281	155	12	requires	require	VERB
ajmsi-5281	155	13	sophisticated	sophisticated	ADJ
ajmsi-5281	155	14	computational	computational	ADJ
ajmsi-5281	155	15	frameworks	framework	NOUN
ajmsi-5281	155	16	based	base	VERB
ajmsi-5281	155	17	on	on	ADP
ajmsi-5281	155	18	kubernetes	kubernete	NOUN
ajmsi-5281	155	19	clusters	cluster	NOUN
ajmsi-5281	155	20	for	for	ADP
ajmsi-5281	155	21	handling	handle	VERB
ajmsi-5281	155	22	large	large	ADJ
ajmsi-5281	155	23	sequencing	sequence	VERB
ajmsi-5281	155	24	read	read	NOUN
ajmsi-5281	155	25	volumes	volume	NOUN
ajmsi-5281	155	26	according	accord	VERB
ajmsi-5281	155	27	to	to	ADP
ajmsi-5281	155	28	seyhan	seyhan	PROPN
ajmsi-5281	155	29	and	and	CCONJ
ajmsi-5281	155	30	carini	carini	X
ajmsi-5281	155	31	(	(	PUNCT
ajmsi-5281	155	32	2019	2019	NUM
ajmsi-5281	155	33	)	)	PUNCT
ajmsi-5281	155	34	.	.	PUNCT
ajmsi-5281	156	1	the	the	DET
ajmsi-5281	156	2	model	model	NOUN
ajmsi-5281	156	3	performance	performance	NOUN
ajmsi-5281	156	4	becomes	become	VERB
ajmsi-5281	156	5	inconsistent	inconsistent	ADJ
ajmsi-5281	156	6	when	when	SCONJ
ajmsi-5281	156	7	differences	difference	NOUN
ajmsi-5281	156	8	in	in	ADP
ajmsi-5281	156	9	scanner	scanner	NOUN
ajmsi-5281	156	10	calibration	calibration	NOUN
ajmsi-5281	156	11	and	and	CCONJ
ajmsi-5281	156	12	staining	stain	VERB
ajmsi-5281	156	13	protocols	protocol	NOUN
ajmsi-5281	156	14	and	and	CCONJ
ajmsi-5281	156	15	annotation	annotation	NOUN
ajmsi-5281	156	16	granularity	granularity	NOUN
ajmsi-5281	156	17	emerge	emerge	VERB
ajmsi-5281	156	18	in	in	ADP
ajmsi-5281	156	19	image	image	NOUN
ajmsi-5281	156	20	acquisition	acquisition	NOUN
ajmsi-5281	156	21	and	and	CCONJ
ajmsi-5281	156	22	annotation	annotation	NOUN
ajmsi-5281	156	23	pipelines	pipeline	NOUN
ajmsi-5281	156	24	according	accord	VERB
ajmsi-5281	156	25	to	to	ADP
ajmsi-5281	156	26	prevedello	prevedello	PROPN
ajmsi-5281	156	27	et	et	PROPN
ajmsi-5281	156	28	al	al	PROPN
ajmsi-5281	156	29	.	.	PROPN
ajmsi-5281	157	1	(	(	PUNCT
ajmsi-5281	157	2	2019	2019	NUM
ajmsi-5281	157	3	)	)	PUNCT
ajmsi-5281	157	4	.	.	PUNCT
ajmsi-5281	158	1	the	the	DET
ajmsi-5281	158	2	use	use	NOUN
ajmsi-5281	158	3	of	of	ADP
ajmsi-5281	158	4	centralized	centralized	ADJ
ajmsi-5281	158	5	image	image	NOUN
ajmsi-5281	158	6	-	-	PUNCT
ajmsi-5281	158	7	analysis	analysis	NOUN
ajmsi-5281	158	8	competitions	competition	NOUN
ajmsi-5281	158	9	together	together	ADV
ajmsi-5281	158	10	with	with	ADP
ajmsi-5281	158	11	shared	share	VERB
ajmsi-5281	158	12	benchmarking	benchmarke	VERB
ajmsi-5281	158	13	datasets	dataset	NOUN
ajmsi-5281	158	14	helps	help	VERB
ajmsi-5281	158	15	with	with	ADP
ajmsi-5281	158	16	both	both	CCONJ
ajmsi-5281	158	17	harmonization	harmonization	NOUN
ajmsi-5281	158	18	and	and	CCONJ
ajmsi-5281	158	19	ongoing	ongoing	ADJ
ajmsi-5281	158	20	validation	validation	NOUN
ajmsi-5281	158	21	process	process	NOUN
ajmsi-5281	158	22	.	.	PUNCT
ajmsi-5281	159	1	the	the	DET
ajmsi-5281	159	2	requirements	requirement	NOUN
ajmsi-5281	159	3	for	for	ADP
ajmsi-5281	159	4	implementing	implement	VERB
ajmsi-5281	159	5	this	this	DET
ajmsi-5281	159	6	technology	technology	NOUN
ajmsi-5281	159	7	span	span	NOUN
ajmsi-5281	159	8	technological	technological	ADJ
ajmsi-5281	159	9	resources	resource	NOUN
ajmsi-5281	159	10	and	and	CCONJ
ajmsi-5281	159	11	more	more	ADJ
ajmsi-5281	159	12	.	.	PUNCT
ajmsi-5281	160	1	the	the	DET
ajmsi-5281	160	2	paper	paper	NOUN
ajmsi-5281	160	3	explains	explain	VERB
ajmsi-5281	160	4	how	how	SCONJ
ajmsi-5281	160	5	research	research	NOUN
ajmsi-5281	160	6	clusters	cluster	NOUN
ajmsi-5281	160	7	that	that	PRON
ajmsi-5281	160	8	incorporate	incorporate	VERB
ajmsi-5281	160	9	gpus	gpu	NOUN
ajmsi-5281	160	10	or	or	CCONJ
ajmsi-5281	160	11	specialized	specialized	ADJ
ajmsi-5281	160	12	ai	ai	NOUN
ajmsi-5281	160	13	accelerators	accelerator	NOUN
ajmsi-5281	160	14	for	for	ADP
ajmsi-5281	160	15	model	model	NOUN
ajmsi-5281	160	16	training	training	NOUN
ajmsi-5281	160	17	and	and	CCONJ
ajmsi-5281	160	18	inference	inference	NOUN
ajmsi-5281	160	19	also	also	ADV
ajmsi-5281	160	20	need	need	VERB
ajmsi-5281	160	21	to	to	PART
ajmsi-5281	160	22	include	include	VERB
ajmsi-5281	160	23	object	object	NOUN
ajmsi-5281	160	24	-	-	PUNCT
ajmsi-5281	160	25	storage	storage	NOUN
ajmsi-5281	160	26	solutions	solution	NOUN
ajmsi-5281	160	27	which	which	PRON
ajmsi-5281	160	28	handle	handle	VERB
ajmsi-5281	160	29	petabyte	petabyte	ADJ
ajmsi-5281	160	30	-	-	PUNCT
ajmsi-5281	160	31	scale	scale	NOUN
ajmsi-5281	160	32	archives	archive	NOUN
ajmsi-5281	160	33	(	(	PUNCT
ajmsi-5281	160	34	kim	kim	PROPN
ajmsi-5281	160	35	et	et	PROPN
ajmsi-5281	160	36	al	al	PROPN
ajmsi-5281	160	37	.	.	PROPN
ajmsi-5281	160	38	2022	2022	NUM
ajmsi-5281	160	39	)	)	PUNCT
ajmsi-5281	160	40	.	.	PUNCT
ajmsi-5281	161	1	the	the	DET
ajmsi-5281	161	2	acquisition	acquisition	NOUN
ajmsi-5281	161	3	of	of	ADP
ajmsi-5281	161	4	capital	capital	NOUN
ajmsi-5281	161	5	to	to	PART
ajmsi-5281	161	6	fund	fund	VERB
ajmsi-5281	161	7	such	such	ADJ
ajmsi-5281	161	8	infrastructure	infrastructure	NOUN
ajmsi-5281	161	9	tends	tend	VERB
ajmsi-5281	161	10	to	to	PART
ajmsi-5281	161	11	face	face	VERB
ajmsi-5281	161	12	obstacles	obstacle	NOUN
ajmsi-5281	161	13	against	against	ADP
ajmsi-5281	161	14	core	core	NOUN
ajmsi-5281	161	15	laboratory	laboratory	NOUN
ajmsi-5281	161	16	budgets	budget	NOUN
ajmsi-5281	161	17	which	which	PRON
ajmsi-5281	161	18	leads	lead	VERB
ajmsi-5281	161	19	to	to	ADP
ajmsi-5281	161	20	resistance	resistance	NOUN
ajmsi-5281	161	21	from	from	ADP
ajmsi-5281	161	22	senior	senior	ADJ
ajmsi-5281	161	23	management	management	NOUN
ajmsi-5281	161	24	regarding	regard	VERB
ajmsi-5281	161	25	investment	investment	NOUN
ajmsi-5281	161	26	returns	return	NOUN
ajmsi-5281	161	27	according	accord	VERB
ajmsi-5281	161	28	to	to	ADP
ajmsi-5281	161	29	ahmad	ahmad	PROPN
ajmsi-5281	161	30	et	et	PROPN
ajmsi-5281	161	31	al	al	PROPN
ajmsi-5281	161	32	.	.	PROPN
ajmsi-5281	162	1	(	(	PUNCT
ajmsi-5281	162	2	2021	2021	NUM
ajmsi-5281	162	3	)	)	PUNCT
ajmsi-5281	162	4	.	.	PUNCT
ajmsi-5281	163	1	the	the	DET
ajmsi-5281	163	2	necessity	necessity	NOUN
ajmsi-5281	163	3	for	for	ADP
ajmsi-5281	163	4	complete	complete	ADJ
ajmsi-5281	163	5	cost	cost	NOUN
ajmsi-5281	163	6	-	-	PUNCT
ajmsi-5281	163	7	benefit	benefit	NOUN
ajmsi-5281	163	8	assessments	assessment	NOUN
ajmsi-5281	163	9	emerges	emerge	VERB
ajmsi-5281	163	10	because	because	SCONJ
ajmsi-5281	163	11	reduced	reduced	ADJ
ajmsi-5281	163	12	turnaround	turnaround	PROPN
ajmsi-5281	163	13	times	time	NOUN
ajmsi-5281	163	14	together	together	ADV
ajmsi-5281	163	15	with	with	ADP
ajmsi-5281	163	16	lower	low	ADJ
ajmsi-5281	163	17	error	error	NOUN
ajmsi-5281	163	18	rates	rate	NOUN
ajmsi-5281	163	19	and	and	CCONJ
ajmsi-5281	163	20	possible	possible	ADJ
ajmsi-5281	163	21	future	future	ADJ
ajmsi-5281	163	22	savings	saving	NOUN
ajmsi-5281	163	23	need	need	VERB
ajmsi-5281	163	24	to	to	PART
ajmsi-5281	163	25	show	show	VERB
ajmsi-5281	163	26	how	how	SCONJ
ajmsi-5281	163	27	they	they	PRON
ajmsi-5281	163	28	balance	balance	VERB
ajmsi-5281	163	29	initial	initial	ADJ
ajmsi-5281	163	30	investments	investment	NOUN
ajmsi-5281	163	31	.	.	PUNCT
ajmsi-5281	164	1	according	accord	VERB
ajmsi-5281	164	2	to	to	ADP
ajmsi-5281	164	3	gaffney	gaffney	NOUN
ajmsi-5281	164	4	and	and	CCONJ
ajmsi-5281	164	5	mirza	mirza	PROPN
ajmsi-5281	164	6	(	(	PUNCT
ajmsi-5281	164	7	2025	2025	NUM
ajmsi-5281	164	8	)	)	PUNCT
ajmsi-5281	164	9	leadership	leadership	NOUN
ajmsi-5281	164	10	frameworks	framework	NOUN
ajmsi-5281	164	11	need	need	VERB
ajmsi-5281	164	12	to	to	PART
ajmsi-5281	164	13	adapt	adapt	VERB
ajmsi-5281	164	14	simultaneously	simultaneously	ADV
ajmsi-5281	164	15	to	to	PART
ajmsi-5281	164	16	create	create	VERB
ajmsi-5281	164	17	specific	specific	ADJ
ajmsi-5281	164	18	guidelines	guideline	NOUN
ajmsi-5281	164	19	regarding	regard	VERB
ajmsi-5281	164	20	data	datum	NOUN
ajmsi-5281	164	21	protection	protection	NOUN
ajmsi-5281	164	22	together	together	ADV
ajmsi-5281	164	23	with	with	ADP
ajmsi-5281	164	24	security	security	NOUN
ajmsi-5281	164	25	protocols	protocol	NOUN
ajmsi-5281	164	26	and	and	CCONJ
ajmsi-5281	164	27	algorithm	algorithm	NOUN
ajmsi-5281	164	28	responsibility	responsibility	NOUN
ajmsi-5281	164	29	standards	standard	NOUN
ajmsi-5281	164	30	.	.	PUNCT
ajmsi-5281	165	1	the	the	DET
ajmsi-5281	165	2	implementation	implementation	NOUN
ajmsi-5281	165	3	of	of	ADP
ajmsi-5281	165	4	gdpr	gdpr	NOUN
ajmsi-5281	165	5	and	and	CCONJ
ajmsi-5281	165	6	hipaa	hipaa	NOUN
ajmsi-5281	165	7	regulations	regulation	NOUN
ajmsi-5281	165	8	necessitates	necessitate	VERB
ajmsi-5281	165	9	role	role	NOUN
ajmsi-5281	165	10	-	-	PUNCT
ajmsi-5281	165	11	based	base	VERB
ajmsi-5281	165	12	access	access	NOUN
ajmsi-5281	165	13	controls	control	VERB
ajmsi-5281	165	14	along	along	ADP
ajmsi-5281	165	15	with	with	ADP
ajmsi-5281	165	16	audit	audit	NOUN
ajmsi-5281	165	17	trails	trail	NOUN
ajmsi-5281	165	18	along	along	ADP
ajmsi-5281	165	19	with	with	ADP
ajmsi-5281	165	20	data	datum	NOUN
ajmsi-5281	165	21	encryption	encryption	NOUN
ajmsi-5281	165	22	when	when	SCONJ
ajmsi-5281	165	23	data	datum	NOUN
ajmsi-5281	165	24	rests	rest	VERB
ajmsi-5281	165	25	or	or	CCONJ
ajmsi-5281	165	26	when	when	SCONJ
ajmsi-5281	165	27	it	it	PRON
ajmsi-5281	165	28	moves	move	VERB
ajmsi-5281	165	29	through	through	ADP
ajmsi-5281	165	30	networks	network	NOUN
ajmsi-5281	165	31	.	.	PUNCT
ajmsi-5281	166	1	the	the	DET
ajmsi-5281	166	2	absence	absence	NOUN
ajmsi-5281	166	3	of	of	ADP
ajmsi-5281	166	4	proper	proper	ADJ
ajmsi-5281	166	5	oversight	oversight	NOUN
ajmsi-5281	166	6	exposes	expose	VERB
ajmsi-5281	166	7	departmental	departmental	ADJ
ajmsi-5281	166	8	operations	operation	NOUN
ajmsi-5281	166	9	to	to	ADP
ajmsi-5281	166	10	substantial	substantial	ADJ
ajmsi-5281	166	11	regulatory	regulatory	ADJ
ajmsi-5281	166	12	penalties	penalty	NOUN
ajmsi-5281	166	13	together	together	ADV
ajmsi-5281	166	14	with	with	ADP
ajmsi-5281	166	15	a	a	DET
ajmsi-5281	166	16	deterioration	deterioration	NOUN
ajmsi-5281	166	17	of	of	ADP
ajmsi-5281	166	18	patient	patient	ADJ
ajmsi-5281	166	19	confidence	confidence	NOUN
ajmsi-5281	166	20	.	.	PUNCT
ajmsi-5281	167	1	human	human	ADJ
ajmsi-5281	167	2	factors	factor	NOUN
ajmsi-5281	167	3	are	be	AUX
ajmsi-5281	167	4	equally	equally	ADV
ajmsi-5281	167	5	critical	critical	ADJ
ajmsi-5281	167	6	.	.	PUNCT
ajmsi-5281	168	1	to	to	PART
ajmsi-5281	168	2	achieve	achieve	VERB
ajmsi-5281	168	3	effective	effective	ADJ
ajmsi-5281	168	4	change	change	NOUN
ajmsi-5281	168	5	management	management	NOUN
ajmsi-5281	168	6	institutions	institution	NOUN
ajmsi-5281	168	7	must	must	AUX
ajmsi-5281	168	8	provide	provide	VERB
ajmsi-5281	168	9	both	both	DET
ajmsi-5281	168	10	tool	tool	NOUN
ajmsi-5281	168	11	proficiency	proficiency	NOUN
ajmsi-5281	168	12	training	training	NOUN
ajmsi-5281	168	13	to	to	ADP
ajmsi-5281	168	14	pathologists	pathologist	NOUN
ajmsi-5281	168	15	and	and	CCONJ
ajmsi-5281	168	16	technical	technical	ADJ
ajmsi-5281	168	17	staff	staff	NOUN
ajmsi-5281	168	18	and	and	CCONJ
ajmsi-5281	168	19	education	education	NOUN
ajmsi-5281	168	20	about	about	ADP
ajmsi-5281	168	21	system	system	NOUN
ajmsi-5281	168	22	limitations	limitation	NOUN
ajmsi-5281	168	23	.	.	PUNCT
ajmsi-5281	169	1	the	the	DET
ajmsi-5281	169	2	adoption	adoption	NOUN
ajmsi-5281	169	3	of	of	ADP
ajmsi-5281	169	4	ai	ai	ADJ
ajmsi-5281	169	5	outputs	output	NOUN
ajmsi-5281	169	6	suffers	suffer	VERB
ajmsi-5281	169	7	from	from	ADP
ajmsi-5281	169	8	reduced	reduce	VERB
ajmsi-5281	169	9	pathologist	pathologist	NOUN
ajmsi-5281	169	10	acceptance	acceptance	NOUN
ajmsi-5281	169	11	because	because	SCONJ
ajmsi-5281	169	12	these	these	DET
ajmsi-5281	169	13	systems	system	NOUN
ajmsi-5281	169	14	fail	fail	VERB
ajmsi-5281	169	15	to	to	PART
ajmsi-5281	169	16	demonstrate	demonstrate	VERB
ajmsi-5281	169	17	their	their	PRON
ajmsi-5281	169	18	decision	decision	NOUN
ajmsi-5281	169	19	processes	process	NOUN
ajmsi-5281	169	20	or	or	CCONJ
ajmsi-5281	169	21	explain	explain	VERB
ajmsi-5281	169	22	their	their	PRON
ajmsi-5281	169	23	reasoning	reasoning	NOUN
ajmsi-5281	169	24	according	accord	VERB
ajmsi-5281	169	25	to	to	ADP
ajmsi-5281	169	26	cheng	cheng	PROPN
ajmsi-5281	169	27	et	et	PROPN
ajmsi-5281	169	28	al	al	PROPN
ajmsi-5281	169	29	.	.	PROPN
ajmsi-5281	170	1	(	(	PUNCT
ajmsi-5281	170	2	2021	2021	NUM
ajmsi-5281	170	3	)	)	PUNCT
ajmsi-5281	170	4	.	.	PUNCT
ajmsi-5281	171	1	the	the	DET
ajmsi-5281	171	2	collaboration	collaboration	NOUN
ajmsi-5281	171	3	between	between	ADP
ajmsi-5281	171	4	it	it	PRON
ajmsi-5281	171	5	,	,	PUNCT
ajmsi-5281	171	6	bioinformatics	bioinformatics	NOUN
ajmsi-5281	171	7	and	and	CCONJ
ajmsi-5281	171	8	clinical	clinical	ADJ
ajmsi-5281	171	9	teams	team	NOUN
ajmsi-5281	171	10	shows	show	VERB
ajmsi-5281	171	11	limited	limited	ADJ
ajmsi-5281	171	12	success	success	NOUN
ajmsi-5281	171	13	because	because	SCONJ
ajmsi-5281	171	14	both	both	DET
ajmsi-5281	171	15	departments	department	NOUN
ajmsi-5281	171	16	work	work	VERB
ajmsi-5281	171	17	independently	independently	ADV
ajmsi-5281	171	18	from	from	ADP
ajmsi-5281	171	19	each	each	DET
ajmsi-5281	171	20	other	other	ADJ
ajmsi-5281	171	21	according	accord	VERB
ajmsi-5281	171	22	to	to	ADP
ajmsi-5281	171	23	kim	kim	PROPN
ajmsi-5281	171	24	et	et	PROPN
ajmsi-5281	171	25	al	al	PROPN
ajmsi-5281	171	26	.	.	PROPN
ajmsi-5281	172	1	(	(	PUNCT
ajmsi-5281	172	2	2022	2022	NUM
ajmsi-5281	172	3	)	)	PUNCT
ajmsi-5281	172	4	.	.	PUNCT
ajmsi-5281	173	1	shafi	shafi	PROPN
ajmsi-5281	173	2	and	and	CCONJ
ajmsi-5281	173	3	parwani	parwani	PROPN
ajmsi-5281	173	4	(	(	PUNCT
ajmsi-5281	173	5	2023	2023	NUM
ajmsi-5281	173	6	)	)	PUNCT
ajmsi-5281	173	7	explain	explain	VERB
ajmsi-5281	173	8	that	that	SCONJ
ajmsi-5281	173	9	“	"	PUNCT
ajmsi-5281	173	10	ai	ai	PROPN
ajmsi-5281	173	11	champions	champion	NOUN
ajmsi-5281	173	12	”	"	PUNCT
ajmsi-5281	173	13	who	who	PRON
ajmsi-5281	173	14	work	work	VERB
ajmsi-5281	173	15	in	in	ADP
ajmsi-5281	173	16	pathology	pathology	NOUN
ajmsi-5281	173	17	laboratories	laboratory	NOUN
ajmsi-5281	173	18	connect	connect	VERB
ajmsi-5281	173	19	these	these	DET
ajmsi-5281	173	20	two	two	NUM
ajmsi-5281	173	21	different	different	ADJ
ajmsi-5281	173	22	domains	domain	NOUN
ajmsi-5281	173	23	while	while	SCONJ
ajmsi-5281	173	24	addressing	address	VERB
ajmsi-5281	173	25	user	user	NOUN
ajmsi-5281	173	26	concerns	concern	NOUN
ajmsi-5281	173	27	immediately	immediately	ADV
ajmsi-5281	173	28	and	and	CCONJ
ajmsi-5281	173	29	facilitate	facilitate	VERB
ajmsi-5281	173	30	learning	learning	NOUN
ajmsi-5281	173	31	between	between	ADP
ajmsi-5281	173	32	colleagues	colleague	NOUN
ajmsi-5281	173	33	,	,	PUNCT
ajmsi-5281	173	34	and	and	CCONJ
ajmsi-5281	173	35	drive	drive	VERB
ajmsi-5281	173	36	continuous	continuous	ADJ
ajmsi-5281	173	37	ai	ai	NOUN
ajmsi-5281	173	38	development	development	NOUN
ajmsi-5281	173	39	.	.	PUNCT
ajmsi-5281	174	1	successfully	successfully	ADV
ajmsi-5281	174	2	adopting	adopt	VERB
ajmsi-5281	174	3	ai	ai	AUX
ajmsi-5281	174	4	solutions	solution	NOUN
ajmsi-5281	174	5	means	mean	VERB
ajmsi-5281	174	6	providing	provide	VERB
ajmsi-5281	174	7	ongoing	ongoing	ADJ
ajmsi-5281	174	8	support	support	NOUN
ajmsi-5281	174	9	,	,	PUNCT
ajmsi-5281	174	10	like	like	ADP
ajmsi-5281	174	11	dedicated	dedicated	ADJ
ajmsi-5281	174	12	help	help	NOUN
ajmsi-5281	174	13	desk	desk	NOUN
ajmsi-5281	174	14	staff	staff	NOUN
ajmsi-5281	174	15	,	,	PUNCT
ajmsi-5281	174	16	regular	regular	ADJ
ajmsi-5281	174	17	training	training	NOUN
ajmsi-5281	174	18	sessions	session	NOUN
ajmsi-5281	174	19	,	,	PUNCT
ajmsi-5281	174	20	and	and	CCONJ
ajmsi-5281	174	21	performance	performance	NOUN
ajmsi-5281	174	22	dashboards	dashboard	NOUN
ajmsi-5281	174	23	,	,	PUNCT
ajmsi-5281	174	24	to	to	PART
ajmsi-5281	174	25	keep	keep	VERB
ajmsi-5281	174	26	things	thing	NOUN
ajmsi-5281	174	27	running	run	VERB
ajmsi-5281	174	28	smoothly	smoothly	ADV
ajmsi-5281	174	29	and	and	CCONJ
ajmsi-5281	174	30	ensure	ensure	VERB
ajmsi-5281	174	31	people	people	NOUN
ajmsi-5281	174	32	continue	continue	VERB
ajmsi-5281	174	33	to	to	PART
ajmsi-5281	174	34	use	use	VERB
ajmsi-5281	174	35	the	the	DET
ajmsi-5281	174	36	technology	technology	NOUN
ajmsi-5281	174	37	effectively	effectively	ADV
ajmsi-5281	174	38	.	.	PUNCT
ajmsi-5281	175	1	panayides	panayide	VERB
ajmsi-5281	175	2	et	et	PROPN
ajmsi-5281	175	3	al	al	PROPN
ajmsi-5281	175	4	.	.	PROPN
ajmsi-5281	176	1	(	(	PUNCT
ajmsi-5281	176	2	2020	2020	NUM
ajmsi-5281	176	3	)	)	PUNCT
ajmsi-5281	176	4	emphasize	emphasize	VERB
ajmsi-5281	176	5	the	the	DET
ajmsi-5281	176	6	necessity	necessity	NOUN
ajmsi-5281	176	7	for	for	ADP
ajmsi-5281	176	8	integrative	integrative	ADJ
ajmsi-5281	176	9	analytics	analytic	NOUN
ajmsi-5281	176	10	platforms	platform	NOUN
ajmsi-5281	176	11	to	to	PART
ajmsi-5281	176	12	have	have	VERB
ajmsi-5281	176	13	feedback	feedback	NOUN
ajmsi-5281	176	14	systems	system	NOUN
ajmsi-5281	176	15	that	that	PRON
ajmsi-5281	176	16	help	help	VERB
ajmsi-5281	176	17	laboratories	laboratory	NOUN
ajmsi-5281	176	18	enhance	enhance	VERB
ajmsi-5281	176	19	their	their	PRON
ajmsi-5281	176	20	algorithms	algorithm	NOUN
ajmsi-5281	176	21	and	and	CCONJ
ajmsi-5281	176	22	workflows	workflow	NOUN
ajmsi-5281	176	23	using	use	VERB
ajmsi-5281	176	24	actual	actual	ADJ
ajmsi-5281	176	25	practice	practice	NOUN
ajmsi-5281	176	26	performance	performance	NOUN
ajmsi-5281	176	27	indicators	indicator	NOUN
ajmsi-5281	176	28	.	.	PUNCT
ajmsi-5281	177	1	laboratories	laboratory	NOUN
ajmsi-5281	177	2	can	can	AUX
ajmsi-5281	177	3	achieve	achieve	VERB
ajmsi-5281	177	4	reliable	reliable	ADJ
ajmsi-5281	177	5	routine	routine	ADJ
ajmsi-5281	177	6	clinical	clinical	ADJ
ajmsi-5281	177	7	care	care	NOUN
ajmsi-5281	177	8	through	through	ADP
ajmsi-5281	177	9	proactive	proactive	ADJ
ajmsi-5281	177	10	protocol	protocol	NOUN
ajmsi-5281	177	11	adjustments	adjustment	NOUN
ajmsi-5281	177	12	by	by	ADP
ajmsi-5281	177	13	continuously	continuously	ADV
ajmsi-5281	177	14	monitoring	monitor	VERB
ajmsi-5281	177	15	indicators	indicator	NOUN
ajmsi-5281	177	16	,	,	PUNCT
ajmsi-5281	177	17	which	which	PRON
ajmsi-5281	177	18	include	include	VERB
ajmsi-5281	177	19	error	error	NOUN
ajmsi-5281	177	20	rates	rate	NOUN
ajmsi-5281	177	21	,	,	PUNCT
ajmsi-5281	177	22	model	model	NOUN
ajmsi-5281	177	23	drift	drift	NOUN
ajmsi-5281	177	24	and	and	CCONJ
ajmsi-5281	177	25	user	user	NOUN
ajmsi-5281	177	26	satisfaction	satisfaction	NOUN
ajmsi-5281	177	27	(	(	PUNCT
ajmsi-5281	177	28	oala	oala	NOUN
ajmsi-5281	177	29	,	,	PUNCT
ajmsi-5281	177	30	flach	flach	PROPN
ajmsi-5281	177	31	&	&	CCONJ
ajmsi-5281	177	32	ghalwash	ghalwash	PROPN
ajmsi-5281	177	33	,	,	PUNCT
ajmsi-5281	177	34	2022	2022	NUM
ajmsi-5281	177	35	)	)	PUNCT
ajmsi-5281	177	36	.	.	PUNCT
ajmsi-5281	178	1	ethical	ethical	ADJ
ajmsi-5281	178	2	,	,	PUNCT
ajmsi-5281	178	3	regulatory	regulatory	ADJ
ajmsi-5281	178	4	,	,	PUNCT
ajmsi-5281	178	5	and	and	CCONJ
ajmsi-5281	178	6	data	datum	NOUN
ajmsi-5281	178	7	governance	governance	NOUN
ajmsi-5281	178	8	considerations	consideration	NOUN
ajmsi-5281	178	9	combining	combine	VERB
ajmsi-5281	178	10	ai	ai	VERB
ajmsi-5281	178	11	with	with	ADP
ajmsi-5281	178	12	genomics	genomic	NOUN
ajmsi-5281	178	13	and	and	CCONJ
ajmsi-5281	178	14	molecular	molecular	ADJ
ajmsi-5281	178	15	imaging	imaging	NOUN
ajmsi-5281	178	16	in	in	ADP
ajmsi-5281	178	17	pathology	pathology	NOUN
ajmsi-5281	178	18	opens	open	VERB
ajmsi-5281	178	19	up	up	ADP
ajmsi-5281	178	20	incredible	incredible	ADJ
ajmsi-5281	178	21	opportunities	opportunity	NOUN
ajmsi-5281	178	22	—	—	PUNCT
ajmsi-5281	178	23	but	but	CCONJ
ajmsi-5281	178	24	it	it	PRON
ajmsi-5281	178	25	also	also	ADV
ajmsi-5281	178	26	brings	bring	VERB
ajmsi-5281	178	27	significant	significant	ADJ
ajmsi-5281	178	28	ethical	ethical	ADJ
ajmsi-5281	178	29	challenges	challenge	NOUN
ajmsi-5281	178	30	and	and	CCONJ
ajmsi-5281	178	31	regulatory	regulatory	ADJ
ajmsi-5281	178	32	hurdles	hurdle	NOUN
ajmsi-5281	178	33	that	that	PRON
ajmsi-5281	178	34	must	must	AUX
ajmsi-5281	178	35	be	be	AUX
ajmsi-5281	178	36	carefully	carefully	ADV
ajmsi-5281	178	37	addressed	address	VERB
ajmsi-5281	178	38	.	.	PUNCT
ajmsi-5281	179	1	the	the	DET
ajmsi-5281	179	2	research	research	NOUN
ajmsi-5281	179	3	by	by	ADP
ajmsi-5281	179	4	gaffney	gaffney	NOUN
ajmsi-5281	179	5	and	and	CCONJ
ajmsi-5281	179	6	mirza	mirza	PROPN
ajmsi-5281	179	7	(	(	PUNCT
ajmsi-5281	179	8	2025	2025	NUM
ajmsi-5281	179	9	)	)	PUNCT
ajmsi-5281	179	10	shows	show	VERB
ajmsi-5281	179	11	that	that	SCONJ
ajmsi-5281	179	12	patient	patient	ADJ
ajmsi-5281	179	13	privacy	privacy	NOUN
ajmsi-5281	179	14	safeguards	safeguard	NOUN
ajmsi-5281	179	15	,	,	PUNCT
ajmsi-5281	179	16	together	together	ADV
ajmsi-5281	179	17	with	with	ADP
ajmsi-5281	179	18	accountability	accountability	NOUN
ajmsi-5281	179	19	measures	measure	NOUN
ajmsi-5281	179	20	,	,	PUNCT
ajmsi-5281	179	21	need	need	VERB
ajmsi-5281	179	22	equal	equal	ADJ
ajmsi-5281	179	23	importance	importance	NOUN
ajmsi-5281	179	24	to	to	ADP
ajmsi-5281	179	25	technical	technical	ADJ
ajmsi-5281	179	26	performance	performance	NOUN
ajmsi-5281	179	27	when	when	SCONJ
ajmsi-5281	179	28	diagnostic	diagnostic	ADJ
ajmsi-5281	179	29	algorithms	algorithm	NOUN
ajmsi-5281	179	30	enter	enter	VERB
ajmsi-5281	179	31	clinical	clinical	ADJ
ajmsi-5281	179	32	workflows	workflow	NOUN
ajmsi-5281	179	33	deeply	deeply	ADV
ajmsi-5281	179	34	.	.	PUNCT
ajmsi-5281	180	1	the	the	DET
ajmsi-5281	180	2	absence	absence	NOUN
ajmsi-5281	180	3	of	of	ADP
ajmsi-5281	180	4	strong	strong	ADJ
ajmsi-5281	180	5	governance	governance	NOUN
ajmsi-5281	180	6	systems	system	NOUN
ajmsi-5281	180	7	will	will	AUX
ajmsi-5281	180	8	allow	allow	VERB
ajmsi-5281	180	9	sensitive	sensitive	ADJ
ajmsi-5281	180	10	data	datum	NOUN
ajmsi-5281	180	11	to	to	PART
ajmsi-5281	180	12	become	become	VERB
ajmsi-5281	180	13	compromised	compromise	VERB
ajmsi-5281	180	14	or	or	CCONJ
ajmsi-5281	180	15	lead	lead	VERB
ajmsi-5281	180	16	to	to	ADP
ajmsi-5281	180	17	unauthorized	unauthorized	ADJ
ajmsi-5281	180	18	uses	use	NOUN
ajmsi-5281	180	19	of	of	ADP
ajmsi-5281	180	20	confidential	confidential	ADJ
ajmsi-5281	180	21	information	information	NOUN
ajmsi-5281	180	22	,	,	PUNCT
ajmsi-5281	180	23	which	which	PRON
ajmsi-5281	180	24	would	would	AUX
ajmsi-5281	180	25	compromise	compromise	VERB
ajmsi-5281	180	26	technological	technological	ADJ
ajmsi-5281	180	27	precision	precision	NOUN
ajmsi-5281	180	28	.	.	PUNCT
ajmsi-5281	181	1	according	accord	VERB
ajmsi-5281	181	2	to	to	ADP
ajmsi-5281	181	3	seyhan	seyhan	PROPN
ajmsi-5281	181	4	and	and	CCONJ
ajmsi-5281	181	5	carini	carini	X
ajmsi-5281	181	6	(	(	PUNCT
ajmsi-5281	181	7	2019	2019	NUM
ajmsi-5281	181	8	)	)	PUNCT
ajmsi-5281	181	9	,	,	PUNCT
ajmsi-5281	181	10	large	large	ADJ
ajmsi-5281	181	11	-	-	PUNCT
ajmsi-5281	181	12	scale	scale	NOUN
ajmsi-5281	181	13	omics	omic	NOUN
ajmsi-5281	181	14	data	datum	NOUN
ajmsi-5281	181	15	consolidation	consolidation	NOUN
ajmsi-5281	181	16	poses	pose	VERB
ajmsi-5281	181	17	significant	significant	ADJ
ajmsi-5281	181	18	threats	threat	NOUN
ajmsi-5281	181	19	through	through	ADP
ajmsi-5281	181	20	combining	combine	VERB
ajmsi-5281	181	21	genomic	genomic	ADJ
ajmsi-5281	181	22	sequences	sequence	NOUN
ajmsi-5281	181	23	with	with	ADP
ajmsi-5281	181	24	high	high	ADJ
ajmsi-5281	181	25	-	-	PUNCT
ajmsi-5281	181	26	resolution	resolution	NOUN
ajmsi-5281	181	27	images	image	NOUN
ajmsi-5281	181	28	for	for	ADP
ajmsi-5281	181	29	ai	ai	NOUN
ajmsi-5281	181	30	training	training	NOUN
ajmsi-5281	181	31	models	model	NOUN
ajmsi-5281	181	32	because	because	SCONJ
ajmsi-5281	181	33	this	this	DET
ajmsi-5281	181	34	process	process	NOUN
ajmsi-5281	181	35	centralizes	centralize	VERB
ajmsi-5281	181	36	vulnerable	vulnerable	ADJ
ajmsi-5281	181	37	patient	patient	ADJ
ajmsi-5281	181	38	information	information	NOUN
ajmsi-5281	181	39	.	.	PUNCT
ajmsi-5281	182	1	ahmad	ahmad	PROPN
ajmsi-5281	182	2	et	et	PROPN
ajmsi-5281	182	3	al	al	PROPN
ajmsi-5281	182	4	.	.	PROPN
ajmsi-5281	183	1	(	(	PUNCT
ajmsi-5281	183	2	2021	2021	NUM
ajmsi-5281	183	3	)	)	PUNCT
ajmsi-5281	183	4	emphasise	emphasise	VERB
ajmsi-5281	183	5	that	that	SCONJ
ajmsi-5281	183	6	advanced	advanced	ADJ
ajmsi-5281	183	7	diagnostic	diagnostic	ADJ
ajmsi-5281	183	8	democratisation	democratisation	NOUN
ajmsi-5281	183	9	should	should	AUX
ajmsi-5281	183	10	never	never	ADV
ajmsi-5281	183	11	violate	violate	VERB
ajmsi-5281	183	12	patient	patient	ADJ
ajmsi-5281	183	13	consent	consent	NOUN
ajmsi-5281	183	14	or	or	CCONJ
ajmsi-5281	183	15	autonomy	autonomy	NOUN
ajmsi-5281	183	16	.	.	PUNCT
ajmsi-5281	184	1	panayides	panayide	VERB
ajmsi-5281	184	2	et	et	PROPN
ajmsi-5281	184	3	al	al	PROPN
ajmsi-5281	184	4	.	.	PROPN
ajmsi-5281	185	1	(	(	PUNCT
ajmsi-5281	185	2	2020	2020	NUM
ajmsi-5281	185	3	)	)	PUNCT
ajmsi-5281	185	4	show	show	VERB
ajmsi-5281	185	5	how	how	SCONJ
ajmsi-5281	185	6	federated	federated	ADJ
ajmsi-5281	185	7	learning	learning	NOUN
ajmsi-5281	185	8	addresses	address	NOUN
ajmsi-5281	185	9	this	this	DET
ajmsi-5281	185	10	issue	issue	NOUN
ajmsi-5281	185	11	through	through	ADP
ajmsi-5281	185	12	model	model	NOUN
ajmsi-5281	185	13	distribution	distribution	NOUN
ajmsi-5281	185	14	since	since	SCONJ
ajmsi-5281	185	15	weight	weight	NOUN
ajmsi-5281	185	16	updates	update	NOUN
ajmsi-5281	185	17	get	get	AUX
ajmsi-5281	185	18	encrypted	encrypt	VERB
ajmsi-5281	185	19	before	before	ADP
ajmsi-5281	185	20	being	be	AUX
ajmsi-5281	185	21	shared	share	VERB
ajmsi-5281	185	22	,	,	PUNCT
ajmsi-5281	185	23	according	accord	VERB
ajmsi-5281	185	24	to	to	ADP
ajmsi-5281	185	25	their	their	PRON
ajmsi-5281	185	26	research	research	NOUN
ajmsi-5281	185	27	.	.	PUNCT
ajmsi-5281	186	1	these	these	DET
ajmsi-5281	186	2	security	security	NOUN
ajmsi-5281	186	3	systems	system	NOUN
ajmsi-5281	186	4	need	need	VERB
ajmsi-5281	186	5	perfect	perfect	ADJ
ajmsi-5281	186	6	encryption	encryption	NOUN
ajmsi-5281	186	7	with	with	ADP
ajmsi-5281	186	8	strict	strict	ADJ
ajmsi-5281	186	9	key	key	ADJ
ajmsi-5281	186	10	controls	control	NOUN
ajmsi-5281	186	11	and	and	CCONJ
ajmsi-5281	186	12	accurate	accurate	ADJ
ajmsi-5281	186	13	access	access	NOUN
ajmsi-5281	186	14	protocols	protocol	NOUN
ajmsi-5281	186	15	to	to	PART
ajmsi-5281	186	16	prevent	prevent	VERB
ajmsi-5281	186	17	attackers	attacker	NOUN
ajmsi-5281	186	18	from	from	ADP
ajmsi-5281	186	19	reassembling	reassemble	VERB
ajmsi-5281	186	20	private	private	ADJ
ajmsi-5281	186	21	information	information	NOUN
ajmsi-5281	186	22	.	.	PUNCT
ajmsi-5281	187	1	the	the	DET
ajmsi-5281	187	2	paper	paper	NOUN
ajmsi-5281	187	3	written	write	VERB
ajmsi-5281	187	4	by	by	ADP
ajmsi-5281	187	5	kim	kim	PROPN
ajmsi-5281	187	6	et	et	PROPN
ajmsi-5281	187	7	al	al	PROPN
ajmsi-5281	187	8	.	.	PROPN
ajmsi-5281	187	9	(	(	PUNCT
ajmsi-5281	187	10	2022	2022	NUM
ajmsi-5281	187	11	)	)	PUNCT
ajmsi-5281	187	12	emphasizes	emphasize	VERB
ajmsi-5281	187	13	that	that	SCONJ
ajmsi-5281	187	14	protecting	protect	VERB
ajmsi-5281	187	15	infrastructure	infrastructure	NOUN
ajmsi-5281	187	16	stands	stand	VERB
ajmsi-5281	187	17	on	on	ADP
ajmsi-5281	187	18	par	par	NOUN
ajmsi-5281	187	19	with	with	ADP
ajmsi-5281	187	20	importance	importance	NOUN
ajmsi-5281	187	21	.	.	PUNCT
ajmsi-5281	188	1	ai	ai	VERB
ajmsi-5281	188	2	accelerators	accelerator	NOUN
ajmsi-5281	188	3	as	as	ADV
ajmsi-5281	188	4	well	well	ADV
ajmsi-5281	188	5	as	as	ADP
ajmsi-5281	188	6	gpus	gpu	NOUN
ajmsi-5281	188	7	need	need	VERB
ajmsi-5281	188	8	protected	protected	ADJ
ajmsi-5281	188	9	data	datum	NOUN
ajmsi-5281	188	10	centers	center	NOUN
ajmsi-5281	188	11	to	to	PART
ajmsi-5281	188	12	operate	operate	VERB
ajmsi-5281	188	13	from	from	ADP
ajmsi-5281	188	14	,	,	PUNCT
ajmsi-5281	188	15	and	and	CCONJ
ajmsi-5281	188	16	these	these	DET
ajmsi-5281	188	17	centres	centre	NOUN
ajmsi-5281	188	18	require	require	VERB
ajmsi-5281	188	19	ongoing	ongoing	ADJ
ajmsi-5281	188	20	monitoring	monitoring	NOUN
ajmsi-5281	188	21	procedures	procedure	NOUN
ajmsi-5281	188	22	,	,	PUNCT
ajmsi-5281	188	23	alongside	alongside	ADP
ajmsi-5281	188	24	network	network	NOUN
ajmsi-5281	188	25	segmentation	segmentation	NOUN
ajmsi-5281	188	26	,	,	PUNCT
ajmsi-5281	188	27	along	along	ADP
ajmsi-5281	188	28	automated	automate	VERB
ajmsi-5281	188	29	audit	audit	NOUN
ajmsi-5281	188	30	log	log	NOUN
ajmsi-5281	188	31	generation	generation	NOUN
ajmsi-5281	188	32	.	.	PUNCT
ajmsi-5281	189	1	cheng	cheng	PROPN
ajmsi-5281	189	2	et	et	PROPN
ajmsi-5281	189	3	al	al	PROPN
ajmsi-5281	189	4	.	.	PROPN
ajmsi-5281	190	1	(	(	PUNCT
ajmsi-5281	190	2	2021	2021	NUM
ajmsi-5281	190	3	)	)	PUNCT
ajmsi-5281	190	4	emphasize	emphasize	VERB
ajmsi-5281	190	5	that	that	SCONJ
ajmsi-5281	190	6	laboratories	laboratory	NOUN
ajmsi-5281	190	7	must	must	AUX
ajmsi-5281	190	8	comply	comply	VERB
ajmsi-5281	190	9	with	with	ADP
ajmsi-5281	190	10	frameworks	framework	NOUN
ajmsi-5281	190	11	like	like	ADP
ajmsi-5281	190	12	iso	iso	NOUN
ajmsi-5281	190	13	/	/	SYM
ajmsi-5281	190	14	iec	iec	PROPN
ajmsi-5281	190	15	27001	27001	NUM
ajmsi-5281	190	16	and	and	CCONJ
ajmsi-5281	190	17	hipaa	hipaa	NOUN
ajmsi-5281	190	18	because	because	SCONJ
ajmsi-5281	190	19	nonexistence	nonexistence	NOUN
ajmsi-5281	190	20	of	of	ADP
ajmsi-5281	190	21	formal	formal	ADJ
ajmsi-5281	190	22	policies	policy	NOUN
ajmsi-5281	190	23	for	for	ADP
ajmsi-5281	190	24	encryption	encryption	NOUN
ajmsi-5281	190	25	and	and	CCONJ
ajmsi-5281	190	26	breach	breach	NOUN
ajmsi-5281	190	27	notification	notification	NOUN
ajmsi-5281	190	28	,	,	PUNCT
ajmsi-5281	190	29	and	and	CCONJ
ajmsi-5281	190	30	data	datum	NOUN
ajmsi-5281	190	31	retention	retention	NOUN
ajmsi-5281	190	32	leads	lead	VERB
ajmsi-5281	190	33	to	to	ADP
ajmsi-5281	190	34	regulatory	regulatory	ADJ
ajmsi-5281	190	35	penalties	penalty	NOUN
ajmsi-5281	190	36	,	,	PUNCT
ajmsi-5281	190	37	together	together	ADV
ajmsi-5281	190	38	with	with	ADP
ajmsi-5281	190	39	public	public	ADJ
ajmsi-5281	190	40	trust	trust	NOUN
ajmsi-5281	190	41	deterioration	deterioration	NOUN
ajmsi-5281	190	42	.	.	PUNCT
ajmsi-5281	191	1	the	the	DET
ajmsi-5281	191	2	majority	majority	NOUN
ajmsi-5281	191	3	of	of	ADP
ajmsi-5281	191	4	pathology	pathology	NOUN
ajmsi-5281	191	5	departments	department	NOUN
ajmsi-5281	191	6	encounter	encounter	VERB
ajmsi-5281	191	7	difficulties	difficulty	NOUN
ajmsi-5281	191	8	converting	convert	VERB
ajmsi-5281	191	9	their	their	PRON
ajmsi-5281	191	10	legacy	legacy	NOUN
ajmsi-5281	191	11	it	it	PRON
ajmsi-5281	191	12	systems	system	NOUN
ajmsi-5281	191	13	which	which	PRON
ajmsi-5281	191	14	operated	operate	VERB
ajmsi-5281	191	15	for	for	ADP
ajmsi-5281	191	16	transactional	transactional	ADJ
ajmsi-5281	191	17	reporting	reporting	NOUN
ajmsi-5281	191	18	,	,	PUNCT
ajmsi-5281	191	19	into	into	ADP
ajmsi-5281	191	20	systems	system	NOUN
ajmsi-5281	191	21	which	which	PRON
ajmsi-5281	191	22	handle	handle	VERB
ajmsi-5281	191	23	multi	multi	ADJ
ajmsi-5281	191	24	-	-	ADJ
ajmsi-5281	191	25	terabyte	terabyte	ADJ
ajmsi-5281	191	26	imaging	imaging	NOUN
ajmsi-5281	191	27	and	and	CCONJ
ajmsi-5281	191	28	sequencing	sequence	VERB
ajmsi-5281	191	29	archives	archive	NOUN
ajmsi-5281	191	30	.	.	PUNCT
ajmsi-5281	192	1	pa	pa	PROPN
ajmsi-5281	192	2	ge	ge	PROPN
ajmsi-5281	192	3	10	10	NUM
ajmsi-5281	192	4	8	8	NUM
ajmsi-5281	192	5	https://journals.e-palli.com/home/index.php/ajmsi	https://journals.e-palli.com/home/index.php/ajmsi	PROPN
ajmsi-5281	192	6	am	be	AUX
ajmsi-5281	192	7	.	.	PUNCT
ajmsi-5281	193	1	j.	j.	PROPN
ajmsi-5281	193	2	med	med	PROPN
ajmsi-5281	193	3	.	.	PUNCT
ajmsi-5281	194	1	sci	sci	PROPN
ajmsi-5281	194	2	.	.	PUNCT
ajmsi-5281	194	3	innov	innov	PROPN
ajmsi-5281	194	4	.	.	PUNCT
ajmsi-5281	195	1	4(2	4(2	NUM
ajmsi-5281	195	2	)	)	PUNCT
ajmsi-5281	196	1	103	103	NUM
ajmsi-5281	196	2	-	-	SYM
ajmsi-5281	196	3	110	110	NUM
ajmsi-5281	196	4	,	,	PUNCT
ajmsi-5281	196	5	2025	2025	NUM
ajmsi-5281	196	6	transparency	transparency	NOUN
ajmsi-5281	196	7	represents	represent	VERB
ajmsi-5281	196	8	another	another	DET
ajmsi-5281	196	9	essential	essential	ADJ
ajmsi-5281	196	10	foundation	foundation	NOUN
ajmsi-5281	196	11	,	,	PUNCT
ajmsi-5281	196	12	according	accord	VERB
ajmsi-5281	196	13	to	to	ADP
ajmsi-5281	196	14	the	the	DET
ajmsi-5281	196	15	research	research	NOUN
ajmsi-5281	196	16	by	by	ADP
ajmsi-5281	196	17	prevedello	prevedello	PROPN
ajmsi-5281	196	18	et	et	PROPN
ajmsi-5281	196	19	al	al	PROPN
ajmsi-5281	196	20	.	.	PROPN
ajmsi-5281	197	1	(	(	PUNCT
ajmsi-5281	197	2	2019	2019	NUM
ajmsi-5281	197	3	)	)	PUNCT
ajmsi-5281	197	4	.	.	PUNCT
ajmsi-5281	198	1	the	the	DET
ajmsi-5281	198	2	secrecy	secrecy	NOUN
ajmsi-5281	198	3	of	of	ADP
ajmsi-5281	198	4	“	"	PUNCT
ajmsi-5281	198	5	black	black	ADJ
ajmsi-5281	198	6	box	box	NOUN
ajmsi-5281	198	7	”	"	PUNCT
ajmsi-5281	198	8	ai	ai	PROPN
ajmsi-5281	198	9	models	model	NOUN
ajmsi-5281	198	10	prevents	prevent	VERB
ajmsi-5281	198	11	detection	detection	NOUN
ajmsi-5281	198	12	of	of	ADP
ajmsi-5281	198	13	scanning	scan	VERB
ajmsi-5281	198	14	artifacts	artifact	NOUN
ajmsi-5281	198	15	that	that	SCONJ
ajmsi-5281	198	16	both	both	PRON
ajmsi-5281	198	17	break	break	VERB
ajmsi-5281	198	18	user	user	NOUN
ajmsi-5281	198	19	confidence	confidence	NOUN
ajmsi-5281	198	20	and	and	CCONJ
ajmsi-5281	198	21	produce	produce	VERB
ajmsi-5281	198	22	unpredictable	unpredictable	ADJ
ajmsi-5281	198	23	mistakes	mistake	NOUN
ajmsi-5281	198	24	,	,	PUNCT
ajmsi-5281	198	25	even	even	ADV
ajmsi-5281	198	26	when	when	SCONJ
ajmsi-5281	198	27	these	these	DET
ajmsi-5281	198	28	models	model	NOUN
ajmsi-5281	198	29	provide	provide	VERB
ajmsi-5281	198	30	excellent	excellent	ADJ
ajmsi-5281	198	31	accuracy	accuracy	NOUN
ajmsi-5281	198	32	.	.	PUNCT
ajmsi-5281	199	1	shafi	shafi	PROPN
ajmsi-5281	199	2	and	and	CCONJ
ajmsi-5281	199	3	parwani	parwani	PROPN
ajmsi-5281	199	4	(	(	PUNCT
ajmsi-5281	199	5	2023	2023	NUM
ajmsi-5281	199	6	)	)	PUNCT
ajmsi-5281	199	7	explain	explain	VERB
ajmsi-5281	199	8	that	that	SCONJ
ajmsi-5281	199	9	pathologists	pathologist	NOUN
ajmsi-5281	199	10	avoid	avoid	VERB
ajmsi-5281	199	11	implementing	implement	VERB
ajmsi-5281	199	12	systems	system	NOUN
ajmsi-5281	199	13	that	that	PRON
ajmsi-5281	199	14	lack	lack	VERB
ajmsi-5281	199	15	explainable	explainable	ADJ
ajmsi-5281	199	16	decision	decision	NOUN
ajmsi-5281	199	17	-	-	PUNCT
ajmsi-5281	199	18	making	make	VERB
ajmsi-5281	199	19	capabilities	capability	NOUN
ajmsi-5281	199	20	.	.	PUNCT
ajmsi-5281	200	1	the	the	DET
ajmsi-5281	200	2	study	study	NOUN
ajmsi-5281	200	3	from	from	ADP
ajmsi-5281	200	4	kim	kim	PROPN
ajmsi-5281	200	5	et	et	PROPN
ajmsi-5281	200	6	al	al	PROPN
ajmsi-5281	200	7	.	.	PROPN
ajmsi-5281	200	8	(	(	PUNCT
ajmsi-5281	200	9	2022	2022	NUM
ajmsi-5281	200	10	)	)	PUNCT
ajmsi-5281	200	11	shows	show	VERB
ajmsi-5281	200	12	that	that	SCONJ
ajmsi-5281	200	13	explainable	explainable	ADJ
ajmsi-5281	200	14	ai	ai	VERB
ajmsi-5281	200	15	methods	method	NOUN
ajmsi-5281	200	16	through	through	ADP
ajmsi-5281	200	17	attention	attention	NOUN
ajmsi-5281	200	18	maps	map	NOUN
ajmsi-5281	200	19	and	and	CCONJ
ajmsi-5281	200	20	feature	feature	NOUN
ajmsi-5281	200	21	attributions	attribution	NOUN
ajmsi-5281	200	22	help	help	VERB
ajmsi-5281	200	23	to	to	PART
ajmsi-5281	200	24	show	show	VERB
ajmsi-5281	200	25	prediction	prediction	NOUN
ajmsi-5281	200	26	formation	formation	NOUN
ajmsi-5281	200	27	,	,	PUNCT
ajmsi-5281	200	28	yet	yet	CCONJ
ajmsi-5281	200	29	require	require	VERB
ajmsi-5281	200	30	accurate	accurate	ADJ
ajmsi-5281	200	31	microlevel	microlevel	ADJ
ajmsi-5281	200	32	accuracy	accuracy	NOUN
ajmsi-5281	200	33	and	and	CCONJ
ajmsi-5281	200	34	clinical	clinical	ADJ
ajmsi-5281	200	35	interpretation	interpretation	NOUN
ajmsi-5281	200	36	capabilities	capability	NOUN
ajmsi-5281	200	37	.	.	PUNCT
ajmsi-5281	201	1	the	the	DET
ajmsi-5281	201	2	critical	critical	ADJ
ajmsi-5281	201	3	dashboard	dashboard	NOUN
ajmsi-5281	201	4	systems	system	NOUN
ajmsi-5281	201	5	described	describe	VERB
ajmsi-5281	201	6	by	by	ADP
ajmsi-5281	201	7	panayides	panayide	NOUN
ajmsi-5281	201	8	et	et	PROPN
ajmsi-5281	201	9	al	al	PROPN
ajmsi-5281	201	10	.	.	PROPN
ajmsi-5281	202	1	(	(	PUNCT
ajmsi-5281	202	2	2020	2020	NUM
ajmsi-5281	202	3	)	)	PUNCT
ajmsi-5281	202	4	help	help	VERB
ajmsi-5281	202	5	to	to	PART
ajmsi-5281	202	6	find	find	VERB
ajmsi-5281	202	7	both	both	DET
ajmsi-5281	202	8	model	model	NOUN
ajmsi-5281	202	9	shifting	shift	VERB
ajmsi-5281	202	10	patterns	pattern	NOUN
ajmsi-5281	202	11	alongside	alongside	ADP
ajmsi-5281	202	12	novel	novel	ADJ
ajmsi-5281	202	13	biases	bias	NOUN
ajmsi-5281	202	14	which	which	PRON
ajmsi-5281	202	15	negatively	negatively	ADV
ajmsi-5281	202	16	impact	impact	VERB
ajmsi-5281	202	17	minority	minority	NOUN
ajmsi-5281	202	18	populations	population	NOUN
ajmsi-5281	202	19	.	.	PUNCT
ajmsi-5281	203	1	the	the	DET
ajmsi-5281	203	2	research	research	NOUN
ajmsi-5281	203	3	conducted	conduct	VERB
ajmsi-5281	203	4	by	by	ADP
ajmsi-5281	203	5	cheng	cheng	PROPN
ajmsi-5281	203	6	et	et	PROPN
ajmsi-5281	203	7	al	al	PROPN
ajmsi-5281	203	8	.	.	PROPN
ajmsi-5281	203	9	(	(	PUNCT
ajmsi-5281	203	10	2021	2021	NUM
ajmsi-5281	203	11	)	)	PUNCT
ajmsi-5281	203	12	reveals	reveal	VERB
ajmsi-5281	203	13	that	that	SCONJ
ajmsi-5281	203	14	regulatory	regulatory	ADJ
ajmsi-5281	203	15	frameworks	framework	NOUN
ajmsi-5281	203	16	should	should	AUX
ajmsi-5281	203	17	advance	advance	VERB
ajmsi-5281	203	18	their	their	PRON
ajmsi-5281	203	19	rules	rule	NOUN
ajmsi-5281	203	20	as	as	SCONJ
ajmsi-5281	203	21	new	new	ADJ
ajmsi-5281	203	22	technological	technological	ADJ
ajmsi-5281	203	23	developments	development	NOUN
ajmsi-5281	203	24	emerge	emerge	VERB
ajmsi-5281	203	25	.	.	PUNCT
ajmsi-5281	204	1	the	the	DET
ajmsi-5281	204	2	fda	fda	PROPN
ajmsi-5281	204	3	510(k	510(k	PROPN
ajmsi-5281	204	4	)	)	PUNCT
ajmsi-5281	204	5	clearance	clearance	NOUN
ajmsi-5281	204	6	system	system	NOUN
ajmsi-5281	204	7	and	and	CCONJ
ajmsi-5281	204	8	ce	ce	NOUN
ajmsi-5281	204	9	marking	mark	VERB
ajmsi-5281	204	10	approach	approach	NOUN
ajmsi-5281	204	11	provide	provide	VERB
ajmsi-5281	204	12	regulatory	regulatory	ADJ
ajmsi-5281	204	13	approval	approval	NOUN
ajmsi-5281	204	14	for	for	ADP
ajmsi-5281	204	15	software	software	NOUN
ajmsi-5281	204	16	versions	version	NOUN
ajmsi-5281	204	17	that	that	PRON
ajmsi-5281	204	18	remain	remain	VERB
ajmsi-5281	204	19	unchanged	unchanged	ADJ
ajmsi-5281	204	20	but	but	CCONJ
ajmsi-5281	204	21	fail	fail	VERB
ajmsi-5281	204	22	to	to	PART
ajmsi-5281	204	23	cover	cover	VERB
ajmsi-5281	204	24	the	the	DET
ajmsi-5281	204	25	governance	governance	NOUN
ajmsi-5281	204	26	of	of	ADP
ajmsi-5281	204	27	ai	ai	PROPN
ajmsi-5281	204	28	systems	system	NOUN
ajmsi-5281	204	29	that	that	PRON
ajmsi-5281	204	30	learn	learn	VERB
ajmsi-5281	204	31	continuously	continuously	ADV
ajmsi-5281	204	32	.	.	PUNCT
ajmsi-5281	205	1	shafi	shafi	PROPN
ajmsi-5281	205	2	and	and	CCONJ
ajmsi-5281	205	3	parwani	parwani	PROPN
ajmsi-5281	205	4	(	(	PUNCT
ajmsi-5281	205	5	2023	2023	NUM
ajmsi-5281	205	6	)	)	PUNCT
ajmsi-5281	205	7	highlight	highlight	VERB
ajmsi-5281	205	8	recent	recent	ADJ
ajmsi-5281	205	9	manufacturer	manufacturer	NOUN
ajmsi-5281	205	10	approvals	approval	NOUN
ajmsi-5281	205	11	that	that	PRON
ajmsi-5281	205	12	include	include	VERB
ajmsi-5281	205	13	whole	whole	ADJ
ajmsi-5281	205	14	-	-	PUNCT
ajmsi-5281	205	15	slide	slide	NOUN
ajmsi-5281	205	16	imaging	imaging	NOUN
ajmsi-5281	205	17	scanners	scanner	NOUN
ajmsi-5281	205	18	plus	plus	CCONJ
ajmsi-5281	205	19	a	a	DET
ajmsi-5281	205	20	prostatecancer	prostatecancer	NOUN
ajmsi-5281	205	21	ai	ai	NOUN
ajmsi-5281	205	22	algorithm	algorithm	NOUN
ajmsi-5281	205	23	,	,	PUNCT
ajmsi-5281	205	24	yet	yet	ADV
ajmsi-5281	205	25	create	create	VERB
ajmsi-5281	205	26	unaddressed	unaddressed	ADJ
ajmsi-5281	205	27	questions	question	NOUN
ajmsi-5281	205	28	regarding	regard	VERB
ajmsi-5281	205	29	update	update	NOUN
ajmsi-5281	205	30	validation	validation	NOUN
ajmsi-5281	205	31	and	and	CCONJ
ajmsi-5281	205	32	how	how	SCONJ
ajmsi-5281	205	33	to	to	PART
ajmsi-5281	205	34	verify	verify	VERB
ajmsi-5281	205	35	retraining	retrain	VERB
ajmsi-5281	205	36	,	,	PUNCT
ajmsi-5281	205	37	along	along	ADP
ajmsi-5281	205	38	with	with	ADP
ajmsi-5281	205	39	adaptive	adaptive	ADJ
ajmsi-5281	205	40	learning	learning	NOUN
ajmsi-5281	205	41	procedures	procedure	NOUN
ajmsi-5281	205	42	.	.	PUNCT
ajmsi-5281	206	1	prevedello	prevedello	PROPN
ajmsi-5281	206	2	et	et	PROPN
ajmsi-5281	206	3	al	al	PROPN
ajmsi-5281	206	4	.	.	PROPN
ajmsi-5281	207	1	(	(	PUNCT
ajmsi-5281	207	2	2019	2019	NUM
ajmsi-5281	207	3	)	)	PUNCT
ajmsi-5281	207	4	suggest	suggest	VERB
ajmsi-5281	207	5	that	that	SCONJ
ajmsi-5281	207	6	mandates	mandate	NOUN
ajmsi-5281	207	7	for	for	ADP
ajmsi-5281	207	8	uniform	uniform	ADJ
ajmsi-5281	207	9	validation	validation	NOUN
ajmsi-5281	207	10	protocols	protocol	NOUN
ajmsi-5281	207	11	should	should	AUX
ajmsi-5281	207	12	include	include	VERB
ajmsi-5281	207	13	multicenter	multicenter	ADJ
ajmsi-5281	207	14	prospective	prospective	ADJ
ajmsi-5281	207	15	trials	trial	NOUN
ajmsi-5281	207	16	and	and	CCONJ
ajmsi-5281	207	17	standardised	standardised	ADJ
ajmsi-5281	207	18	staining	stain	VERB
ajmsi-5281	207	19	along	along	ADP
ajmsi-5281	207	20	with	with	ADP
ajmsi-5281	207	21	annotation	annotation	NOUN
ajmsi-5281	207	22	benchmarking	benchmarke	VERB
ajmsi-5281	207	23	to	to	PART
ajmsi-5281	207	24	provide	provide	VERB
ajmsi-5281	207	25	regulators	regulator	NOUN
ajmsi-5281	207	26	with	with	ADP
ajmsi-5281	207	27	equivalent	equivalent	ADJ
ajmsi-5281	207	28	datasets	dataset	NOUN
ajmsi-5281	207	29	and	and	CCONJ
ajmsi-5281	207	30	metrics	metric	NOUN
ajmsi-5281	207	31	.	.	PUNCT
ajmsi-5281	208	1	the	the	DET
ajmsi-5281	208	2	research	research	NOUN
ajmsi-5281	208	3	by	by	ADP
ajmsi-5281	208	4	gaffney	gaffney	NOUN
ajmsi-5281	208	5	and	and	CCONJ
ajmsi-5281	208	6	mirza	mirza	PROPN
ajmsi-5281	208	7	(	(	PUNCT
ajmsi-5281	208	8	2025	2025	NUM
ajmsi-5281	208	9	)	)	PUNCT
ajmsi-5281	208	10	outlines	outline	VERB
ajmsi-5281	208	11	how	how	SCONJ
ajmsi-5281	208	12	liability	liability	NOUN
ajmsi-5281	208	13	frameworks	framework	NOUN
ajmsi-5281	208	14	should	should	AUX
ajmsi-5281	208	15	specify	specify	VERB
ajmsi-5281	208	16	the	the	DET
ajmsi-5281	208	17	accountable	accountable	ADJ
ajmsi-5281	208	18	parties	party	NOUN
ajmsi-5281	208	19	when	when	SCONJ
ajmsi-5281	208	20	ai	ai	VERB
ajmsi-5281	208	21	mishaps	mishap	NOUN
ajmsi-5281	208	22	produce	produce	VERB
ajmsi-5281	208	23	injuries	injury	NOUN
ajmsi-5281	208	24	.	.	PUNCT
ajmsi-5281	209	1	pathology	pathology	NOUN
ajmsi-5281	209	2	laboratories	laboratory	NOUN
ajmsi-5281	209	3	need	need	VERB
ajmsi-5281	209	4	to	to	PART
ajmsi-5281	209	5	create	create	VERB
ajmsi-5281	209	6	oversight	oversight	NOUN
ajmsi-5281	209	7	committees	committee	NOUN
ajmsi-5281	209	8	with	with	ADP
ajmsi-5281	209	9	pharmacovigilance	pharmacovigilance	NOUN
ajmsi-5281	209	10	board	board	NOUN
ajmsi-5281	209	11	-	-	PUNCT
ajmsi-5281	209	12	like	like	ADJ
ajmsi-5281	209	13	functions	function	NOUN
ajmsi-5281	209	14	to	to	PART
ajmsi-5281	209	15	verify	verify	VERB
ajmsi-5281	209	16	ai	ai	VERB
ajmsi-5281	209	17	-	-	PUNCT
ajmsi-5281	209	18	informed	inform	VERB
ajmsi-5281	209	19	clinical	clinical	ADJ
ajmsi-5281	209	20	assessments	assessment	NOUN
ajmsi-5281	209	21	and	and	CCONJ
ajmsi-5281	209	22	modify	modify	VERB
ajmsi-5281	209	23	consent	consent	NOUN
ajmsi-5281	209	24	arrangements	arrangement	NOUN
ajmsi-5281	209	25	for	for	ADP
ajmsi-5281	209	26	patients	patient	NOUN
ajmsi-5281	209	27	,	,	PUNCT
ajmsi-5281	209	28	together	together	ADV
ajmsi-5281	209	29	with	with	ADP
ajmsi-5281	209	30	adverse	adverse	ADJ
ajmsi-5281	209	31	event	event	NOUN
ajmsi-5281	209	32	tracking	tracking	NOUN
ajmsi-5281	209	33	.	.	PUNCT
ajmsi-5281	210	1	the	the	DET
ajmsi-5281	210	2	authors	author	NOUN
ajmsi-5281	210	3	of	of	ADP
ajmsi-5281	210	4	ahmad	ahmad	PROPN
ajmsi-5281	210	5	et	et	PROPN
ajmsi-5281	210	6	al	al	PROPN
ajmsi-5281	210	7	.	.	PROPN
ajmsi-5281	210	8	(	(	PUNCT
ajmsi-5281	210	9	2021	2021	NUM
ajmsi-5281	210	10	)	)	PUNCT
ajmsi-5281	210	11	support	support	VERB
ajmsi-5281	210	12	the	the	DET
ajmsi-5281	210	13	development	development	NOUN
ajmsi-5281	210	14	of	of	ADP
ajmsi-5281	210	15	“	"	PUNCT
ajmsi-5281	210	16	explainability	explainability	NOUN
ajmsi-5281	210	17	audits	audits	NOUN
ajmsi-5281	210	18	”	"	PUNCT
ajmsi-5281	210	19	along	along	ADP
ajmsi-5281	210	20	with	with	ADP
ajmsi-5281	210	21	continuous	continuous	ADJ
ajmsi-5281	210	22	post	post	ADJ
ajmsi-5281	210	23	-	-	ADJ
ajmsi-5281	210	24	market	market	ADJ
ajmsi-5281	210	25	surveillance	surveillance	NOUN
ajmsi-5281	210	26	to	to	PART
ajmsi-5281	210	27	detect	detect	VERB
ajmsi-5281	210	28	rare	rare	ADJ
ajmsi-5281	210	29	critical	critical	ADJ
ajmsi-5281	210	30	failures	failure	NOUN
ajmsi-5281	210	31	.	.	PUNCT
ajmsi-5281	211	1	footprint	footprint	NOUN
ajmsi-5281	211	2	evaluation	evaluation	NOUN
ajmsi-5281	211	3	depends	depend	VERB
ajmsi-5281	211	4	on	on	ADP
ajmsi-5281	211	5	clear	clear	ADJ
ajmsi-5281	211	6	organizational	organizational	ADJ
ajmsi-5281	211	7	accountability	accountability	NOUN
ajmsi-5281	211	8	along	along	ADP
ajmsi-5281	211	9	with	with	ADP
ajmsi-5281	211	10	rapid	rapid	ADJ
ajmsi-5281	211	11	information	information	NOUN
ajmsi-5281	211	12	feedback	feedback	NOUN
ajmsi-5281	211	13	between	between	ADP
ajmsi-5281	211	14	organizations	organization	NOUN
ajmsi-5281	211	15	and	and	CCONJ
ajmsi-5281	211	16	technicians	technician	NOUN
ajmsi-5281	211	17	who	who	PRON
ajmsi-5281	211	18	maintain	maintain	VERB
ajmsi-5281	211	19	patient	patient	ADJ
ajmsi-5281	211	20	welfare	welfare	NOUN
ajmsi-5281	211	21	through	through	ADP
ajmsi-5281	211	22	transparent	transparent	ADJ
ajmsi-5281	211	23	reporting	reporting	NOUN
ajmsi-5281	211	24	.	.	PUNCT
ajmsi-5281	212	1	implication	implication	NOUN
ajmsi-5281	212	2	the	the	DET
ajmsi-5281	212	3	research	research	NOUN
ajmsi-5281	212	4	investigation	investigation	NOUN
ajmsi-5281	212	5	identified	identify	VERB
ajmsi-5281	212	6	multiple	multiple	ADJ
ajmsi-5281	212	7	essential	essential	ADJ
ajmsi-5281	212	8	pathologic	pathologic	ADJ
ajmsi-5281	212	9	requirements	requirement	NOUN
ajmsi-5281	212	10	that	that	PRON
ajmsi-5281	212	11	require	require	VERB
ajmsi-5281	212	12	combined	combined	ADJ
ajmsi-5281	212	13	technical	technical	ADJ
ajmsi-5281	212	14	and	and	CCONJ
ajmsi-5281	212	15	organizational	organizational	ADJ
ajmsi-5281	212	16	answers	answer	NOUN
ajmsi-5281	212	17	.	.	PUNCT
ajmsi-5281	213	1	the	the	DET
ajmsi-5281	213	2	highest	high	ADJ
ajmsi-5281	213	3	level	level	NOUN
ajmsi-5281	213	4	of	of	ADP
ajmsi-5281	213	5	data	datum	NOUN
ajmsi-5281	213	6	governance	governance	NOUN
ajmsi-5281	213	7	operation	operation	NOUN
ajmsi-5281	213	8	must	must	AUX
ajmsi-5281	213	9	take	take	VERB
ajmsi-5281	213	10	place	place	NOUN
ajmsi-5281	213	11	.	.	PUNCT
ajmsi-5281	214	1	according	accord	VERB
ajmsi-5281	214	2	to	to	ADP
ajmsi-5281	214	3	seyhan	seyhan	PROPN
ajmsi-5281	214	4	and	and	CCONJ
ajmsi-5281	214	5	carini	carini	X
ajmsi-5281	214	6	(	(	PUNCT
ajmsi-5281	214	7	2019	2019	NUM
ajmsi-5281	214	8	)	)	PUNCT
ajmsi-5281	214	9	,	,	PUNCT
ajmsi-5281	214	10	the	the	DET
ajmsi-5281	214	11	combination	combination	NOUN
ajmsi-5281	214	12	of	of	ADP
ajmsi-5281	214	13	“	"	PUNCT
ajmsi-5281	214	14	omics	omic	NOUN
ajmsi-5281	214	15	”	"	PUNCT
ajmsi-5281	214	16	and	and	CCONJ
ajmsi-5281	214	17	imaging	imaging	NOUN
ajmsi-5281	214	18	data	datum	NOUN
ajmsi-5281	214	19	before	before	ADP
ajmsi-5281	214	20	training	train	VERB
ajmsi-5281	214	21	ai	ai	NOUN
ajmsi-5281	214	22	systems	system	NOUN
ajmsi-5281	214	23	intensifies	intensifie	NOUN
ajmsi-5281	214	24	both	both	DET
ajmsi-5281	214	25	privacy	privacy	NOUN
ajmsi-5281	214	26	threats	threat	NOUN
ajmsi-5281	214	27	against	against	ADP
ajmsi-5281	214	28	patient	patient	ADJ
ajmsi-5281	214	29	data	datum	NOUN
ajmsi-5281	214	30	and	and	CCONJ
ajmsi-5281	214	31	potential	potential	ADJ
ajmsi-5281	214	32	abusive	abusive	ADJ
ajmsi-5281	214	33	practices	practice	NOUN
ajmsi-5281	214	34	related	relate	VERB
ajmsi-5281	214	35	to	to	ADP
ajmsi-5281	214	36	highly	highly	ADV
ajmsi-5281	214	37	sensitive	sensitive	ADJ
ajmsi-5281	214	38	medical	medical	ADJ
ajmsi-5281	214	39	information	information	NOUN
ajmsi-5281	214	40	.	.	PUNCT
ajmsi-5281	215	1	the	the	DET
ajmsi-5281	215	2	federated	federated	ADJ
ajmsi-5281	215	3	learning	learning	NOUN
ajmsi-5281	215	4	method	method	NOUN
ajmsi-5281	215	5	enables	enable	VERB
ajmsi-5281	215	6	laboratories	laboratory	NOUN
ajmsi-5281	215	7	to	to	PART
ajmsi-5281	215	8	maintain	maintain	VERB
ajmsi-5281	215	9	server	server	NOUN
ajmsi-5281	215	10	-	-	PUNCT
ajmsi-5281	215	11	based	base	VERB
ajmsi-5281	215	12	private	private	ADJ
ajmsi-5281	215	13	data	datum	NOUN
ajmsi-5281	215	14	protection	protection	NOUN
ajmsi-5281	215	15	and	and	CCONJ
ajmsi-5281	215	16	encrypted	encrypt	VERB
ajmsi-5281	215	17	model	model	NOUN
ajmsi-5281	215	18	updates	update	VERB
ajmsi-5281	215	19	exchange	exchange	VERB
ajmsi-5281	215	20	to	to	PART
ajmsi-5281	215	21	access	access	VERB
ajmsi-5281	215	22	multiple	multiple	ADJ
ajmsi-5281	215	23	institutional	institutional	ADJ
ajmsi-5281	215	24	datasets	dataset	NOUN
ajmsi-5281	215	25	according	accord	VERB
ajmsi-5281	215	26	to	to	ADP
ajmsi-5281	215	27	zhu	zhu	PROPN
ajmsi-5281	215	28	et	et	PROPN
ajmsi-5281	215	29	al	al	PROPN
ajmsi-5281	215	30	.	.	PROPN
ajmsi-5281	216	1	(	(	PUNCT
ajmsi-5281	216	2	2021	2021	NUM
ajmsi-5281	216	3	)	)	PUNCT
ajmsi-5281	216	4	and	and	CCONJ
ajmsi-5281	216	5	xu	xu	INTJ
ajmsi-5281	216	6	et	et	PROPN
ajmsi-5281	217	1	al	al	PROPN
ajmsi-5281	217	2	.	.	PROPN
ajmsi-5281	217	3	(	(	PUNCT
ajmsi-5281	217	4	2020	2020	NUM
ajmsi-5281	217	5	)	)	PUNCT
ajmsi-5281	217	6	.	.	PUNCT
ajmsi-5281	218	1	the	the	DET
ajmsi-5281	218	2	deployment	deployment	NOUN
ajmsi-5281	218	3	requires	require	VERB
ajmsi-5281	218	4	authorised	authorise	VERB
ajmsi-5281	218	5	policies	policy	NOUN
ajmsi-5281	218	6	to	to	PART
ajmsi-5281	218	7	establish	establish	VERB
ajmsi-5281	218	8	end	end	NOUN
ajmsi-5281	218	9	-	-	PUNCT
ajmsi-5281	218	10	to	to	ADP
ajmsi-5281	218	11	-	-	PUNCT
ajmsi-5281	218	12	end	end	NOUN
ajmsi-5281	218	13	encryption	encryption	NOUN
ajmsi-5281	218	14	together	together	ADV
ajmsi-5281	218	15	with	with	ADP
ajmsi-5281	218	16	strict	strict	ADJ
ajmsi-5281	218	17	key	key	ADJ
ajmsi-5281	218	18	management	management	NOUN
ajmsi-5281	218	19	protocols	protocol	NOUN
ajmsi-5281	218	20	and	and	CCONJ
ajmsi-5281	218	21	role	role	NOUN
ajmsi-5281	218	22	-	-	PUNCT
ajmsi-5281	218	23	based	base	VERB
ajmsi-5281	218	24	access	access	NOUN
ajmsi-5281	218	25	control	control	NOUN
ajmsi-5281	218	26	systems	system	NOUN
ajmsi-5281	218	27	to	to	PART
ajmsi-5281	218	28	fulfil	fulfil	VERB
ajmsi-5281	218	29	the	the	DET
ajmsi-5281	218	30	criteria	criterion	NOUN
ajmsi-5281	218	31	set	set	VERB
ajmsi-5281	218	32	by	by	ADP
ajmsi-5281	218	33	iso	iso	PROPN
ajmsi-5281	218	34	/	/	SYM
ajmsi-5281	218	35	iec	iec	PROPN
ajmsi-5281	218	36	27001	27001	NUM
ajmsi-5281	218	37	and	and	CCONJ
ajmsi-5281	218	38	hipaa	hipaa	NOUN
ajmsi-5281	218	39	standards	standard	NOUN
ajmsi-5281	218	40	,	,	PUNCT
ajmsi-5281	218	41	according	accord	VERB
ajmsi-5281	218	42	to	to	ADP
ajmsi-5281	218	43	cheng	cheng	PROPN
ajmsi-5281	218	44	et	et	PROPN
ajmsi-5281	218	45	al	al	PROPN
ajmsi-5281	218	46	.	.	PROPN
ajmsi-5281	219	1	(	(	PUNCT
ajmsi-5281	219	2	2021	2021	NUM
ajmsi-5281	219	3	)	)	PUNCT
ajmsi-5281	219	4	and	and	CCONJ
ajmsi-5281	219	5	panayides	panayide	VERB
ajmsi-5281	219	6	et	et	PROPN
ajmsi-5281	219	7	al	al	PROPN
ajmsi-5281	219	8	.	.	PROPN
ajmsi-5281	220	1	(	(	PUNCT
ajmsi-5281	220	2	2020	2020	NUM
ajmsi-5281	220	3	)	)	PUNCT
ajmsi-5281	220	4	.	.	PUNCT
ajmsi-5281	221	1	ai	ai	VERB
ajmsi-5281	221	2	application	application	NOUN
ajmsi-5281	221	3	infrastructure	infrastructure	NOUN
ajmsi-5281	221	4	requires	require	VERB
ajmsi-5281	221	5	design	design	NOUN
ajmsi-5281	221	6	specifications	specification	NOUN
ajmsi-5281	221	7	for	for	ADP
ajmsi-5281	221	8	its	its	PRON
ajmsi-5281	221	9	functionality	functionality	NOUN
ajmsi-5281	221	10	.	.	PUNCT
ajmsi-5281	222	1	modern	modern	ADJ
ajmsi-5281	222	2	healthcare	healthcare	PROPN
ajmsi-5281	222	3	facilities	facility	NOUN
ajmsi-5281	222	4	need	need	VERB
ajmsi-5281	222	5	gpu	gpu	NOUN
ajmsi-5281	222	6	-	-	PUNCT
ajmsi-5281	222	7	powered	powered	ADJ
ajmsi-5281	222	8	computing	computing	NOUN
ajmsi-5281	222	9	clusters	cluster	NOUN
ajmsi-5281	222	10	and	and	CCONJ
ajmsi-5281	222	11	ai	ai	VERB
ajmsi-5281	222	12	accelerator	accelerator	NOUN
ajmsi-5281	222	13	systems	system	NOUN
ajmsi-5281	222	14	that	that	PRON
ajmsi-5281	222	15	support	support	VERB
ajmsi-5281	222	16	encrypted	encrypt	VERB
ajmsi-5281	222	17	storage	storage	NOUN
ajmsi-5281	222	18	with	with	ADP
ajmsi-5281	222	19	scale	scale	NOUN
ajmsi-5281	222	20	capabilities	capability	NOUN
ajmsi-5281	222	21	,	,	PUNCT
ajmsi-5281	222	22	according	accord	VERB
ajmsi-5281	222	23	to	to	ADP
ajmsi-5281	222	24	the	the	DET
ajmsi-5281	222	25	research	research	NOUN
ajmsi-5281	222	26	by	by	ADP
ajmsi-5281	222	27	kim	kim	PROPN
ajmsi-5281	222	28	et	et	PROPN
ajmsi-5281	222	29	al	al	PROPN
ajmsi-5281	222	30	.	.	PROPN
ajmsi-5281	223	1	(	(	PUNCT
ajmsi-5281	223	2	2022	2022	NUM
ajmsi-5281	223	3	)	)	PUNCT
ajmsi-5281	223	4	.	.	PUNCT
ajmsi-5281	224	1	modernization	modernization	NOUN
ajmsi-5281	224	2	efforts	effort	NOUN
ajmsi-5281	224	3	must	must	AUX
ajmsi-5281	224	4	be	be	AUX
ajmsi-5281	224	5	deployed	deploy	VERB
ajmsi-5281	224	6	to	to	ADP
ajmsi-5281	224	7	legacy	legacy	NOUN
ajmsi-5281	224	8	laboratory	laboratory	NOUN
ajmsi-5281	224	9	information	information	NOUN
ajmsi-5281	224	10	systems	system	NOUN
ajmsi-5281	224	11	,	,	PUNCT
ajmsi-5281	224	12	which	which	PRON
ajmsi-5281	224	13	need	need	VERB
ajmsi-5281	224	14	to	to	PART
ajmsi-5281	224	15	use	use	VERB
ajmsi-5281	224	16	standardized	standardized	ADJ
ajmsi-5281	224	17	apis	apis	PROPN
ajmsi-5281	224	18	to	to	PART
ajmsi-5281	224	19	receive	receive	VERB
ajmsi-5281	224	20	digital	digital	ADJ
ajmsi-5281	224	21	slides	slide	NOUN
ajmsi-5281	224	22	and	and	CCONJ
ajmsi-5281	224	23	genomic	genomic	NOUN
ajmsi-5281	224	24	reports	report	NOUN
ajmsi-5281	224	25	according	accord	VERB
ajmsi-5281	224	26	to	to	ADP
ajmsi-5281	224	27	shafi	shafi	PROPN
ajmsi-5281	224	28	&	&	CCONJ
ajmsi-5281	224	29	parwani	parwani	PROPN
ajmsi-5281	224	30	(	(	PUNCT
ajmsi-5281	224	31	2023	2023	NUM
ajmsi-5281	224	32	)	)	PUNCT
ajmsi-5281	224	33	and	and	CCONJ
ajmsi-5281	224	34	panayides	panayide	VERB
ajmsi-5281	224	35	et	et	PROPN
ajmsi-5281	224	36	al	al	PROPN
ajmsi-5281	224	37	.	.	PROPN
ajmsi-5281	225	1	(	(	PUNCT
ajmsi-5281	225	2	2020	2020	NUM
ajmsi-5281	225	3	)	)	PUNCT
ajmsi-5281	225	4	.	.	PUNCT
ajmsi-5281	226	1	organizations	organization	NOUN
ajmsi-5281	226	2	will	will	AUX
ajmsi-5281	226	3	need	need	VERB
ajmsi-5281	226	4	to	to	PART
ajmsi-5281	226	5	show	show	VERB
ajmsi-5281	226	6	how	how	SCONJ
ajmsi-5281	226	7	the	the	DET
ajmsi-5281	226	8	combination	combination	NOUN
ajmsi-5281	226	9	of	of	ADP
ajmsi-5281	226	10	faster	fast	ADJ
ajmsi-5281	226	11	test	test	NOUN
ajmsi-5281	226	12	processing	processing	NOUN
ajmsi-5281	226	13	with	with	ADP
ajmsi-5281	226	14	fewer	few	ADJ
ajmsi-5281	226	15	mistakes	mistake	NOUN
ajmsi-5281	226	16	makes	make	VERB
ajmsi-5281	226	17	the	the	DET
ajmsi-5281	226	18	upfront	upfront	ADJ
ajmsi-5281	226	19	financing	financing	NOUN
ajmsi-5281	226	20	expense	expense	NOUN
ajmsi-5281	226	21	worthwhile	worthwhile	ADJ
ajmsi-5281	226	22	(	(	PUNCT
ajmsi-5281	226	23	ahmad	ahmad	PROPN
ajmsi-5281	226	24	et	et	PROPN
ajmsi-5281	226	25	al	al	PROPN
ajmsi-5281	226	26	.	.	PROPN
ajmsi-5281	226	27	,	,	PUNCT
ajmsi-5281	226	28	2021	2021	NUM
ajmsi-5281	226	29	)	)	PUNCT
ajmsi-5281	226	30	.	.	PUNCT
ajmsi-5281	227	1	all	all	DET
ajmsi-5281	227	2	automated	automate	VERB
ajmsi-5281	227	3	systems	system	NOUN
ajmsi-5281	227	4	must	must	AUX
ajmsi-5281	227	5	implement	implement	VERB
ajmsi-5281	227	6	transparency	transparency	NOUN
ajmsi-5281	227	7	as	as	ADP
ajmsi-5281	227	8	an	an	DET
ajmsi-5281	227	9	organizational	organizational	ADJ
ajmsi-5281	227	10	foundation	foundation	NOUN
ajmsi-5281	227	11	.	.	PUNCT
ajmsi-5281	228	1	the	the	DET
ajmsi-5281	228	2	use	use	NOUN
ajmsi-5281	228	3	of	of	ADP
ajmsi-5281	228	4	“	"	PUNCT
ajmsi-5281	228	5	black	black	ADJ
ajmsi-5281	228	6	box	box	NOUN
ajmsi-5281	228	7	”	"	PUNCT
ajmsi-5281	228	8	predictive	predictive	ADJ
ajmsi-5281	228	9	models	model	NOUN
ajmsi-5281	228	10	damages	damage	VERB
ajmsi-5281	228	11	trust	trust	NOUN
ajmsi-5281	228	12	while	while	SCONJ
ajmsi-5281	228	13	it	it	PRON
ajmsi-5281	228	14	simultaneously	simultaneously	ADV
ajmsi-5281	228	15	conceals	conceal	VERB
ajmsi-5281	228	16	any	any	DET
ajmsi-5281	228	17	random	random	ADJ
ajmsi-5281	228	18	connections	connection	NOUN
ajmsi-5281	228	19	that	that	PRON
ajmsi-5281	228	20	might	might	AUX
ajmsi-5281	228	21	exist	exist	VERB
ajmsi-5281	228	22	within	within	ADP
ajmsi-5281	228	23	their	their	PRON
ajmsi-5281	228	24	results	result	NOUN
ajmsi-5281	228	25	,	,	PUNCT
ajmsi-5281	228	26	according	accord	VERB
ajmsi-5281	228	27	to	to	ADP
ajmsi-5281	228	28	prevedello	prevedello	PROPN
ajmsi-5281	228	29	et	et	PROPN
ajmsi-5281	228	30	al	al	PROPN
ajmsi-5281	228	31	.	.	PROPN
ajmsi-5281	229	1	(	(	PUNCT
ajmsi-5281	229	2	2019	2019	NUM
ajmsi-5281	229	3	)	)	PUNCT
ajmsi-5281	229	4	.	.	PUNCT
ajmsi-5281	230	1	xai	xai	PROPN
ajmsi-5281	230	2	tools	tool	NOUN
ajmsi-5281	230	3	with	with	ADP
ajmsi-5281	230	4	explanatory	explanatory	ADJ
ajmsi-5281	230	5	capabilities	capability	NOUN
ajmsi-5281	230	6	,	,	PUNCT
ajmsi-5281	230	7	such	such	ADJ
ajmsi-5281	230	8	as	as	ADP
ajmsi-5281	230	9	hippo	hippo	NOUN
ajmsi-5281	230	10	(	(	PUNCT
ajmsi-5281	230	11	arvaniti	arvaniti	PROPN
ajmsi-5281	230	12	et	et	PROPN
ajmsi-5281	230	13	al	al	PROPN
ajmsi-5281	230	14	.	.	PROPN
ajmsi-5281	230	15	,	,	PUNCT
ajmsi-5281	230	16	2024	2024	NUM
ajmsi-5281	230	17	)	)	PUNCT
ajmsi-5281	230	18	as	as	ADV
ajmsi-5281	230	19	well	well	ADV
ajmsi-5281	230	20	as	as	ADP
ajmsi-5281	230	21	attention	attention	NOUN
ajmsi-5281	230	22	-	-	PUNCT
ajmsi-5281	230	23	based	base	VERB
ajmsi-5281	230	24	heatmaps	heatmap	NOUN
ajmsi-5281	230	25	(	(	PUNCT
ajmsi-5281	230	26	chartrand	chartrand	NOUN
ajmsi-5281	230	27	et	et	PROPN
ajmsi-5281	230	28	al	al	PROPN
ajmsi-5281	230	29	.	.	PROPN
ajmsi-5281	230	30	,	,	PUNCT
ajmsi-5281	230	31	2022	2022	NUM
ajmsi-5281	230	32	)	)	PUNCT
ajmsi-5281	230	33	provide	provide	VERB
ajmsi-5281	230	34	evaluation	evaluation	NOUN
ajmsi-5281	230	35	functionalities	functionality	NOUN
ajmsi-5281	230	36	for	for	SCONJ
ajmsi-5281	230	37	pathologists	pathologist	NOUN
ajmsi-5281	230	38	to	to	PART
ajmsi-5281	230	39	analyze	analyze	VERB
ajmsi-5281	230	40	models	model	NOUN
ajmsi-5281	230	41	’	'	PUNCT
ajmsi-5281	230	42	decision	decision	NOUN
ajmsi-5281	230	43	-	-	PUNCT
ajmsi-5281	230	44	making	make	VERB
ajmsi-5281	230	45	processes	process	NOUN
ajmsi-5281	230	46	.	.	PUNCT
ajmsi-5281	231	1	training	training	NOUN
ajmsi-5281	231	2	programs	program	NOUN
ajmsi-5281	231	3	must	must	AUX
ajmsi-5281	231	4	include	include	VERB
ajmsi-5281	231	5	specific	specific	ADJ
ajmsi-5281	231	6	units	unit	NOUN
ajmsi-5281	231	7	about	about	ADP
ajmsi-5281	231	8	understanding	understanding	NOUN
ajmsi-5281	231	9	ai	ai	VERB
ajmsi-5281	231	10	outputs	output	NOUN
ajmsi-5281	231	11	and	and	CCONJ
ajmsi-5281	231	12	their	their	PRON
ajmsi-5281	231	13	boundary	boundary	ADJ
ajmsi-5281	231	14	limitations	limitation	NOUN
ajmsi-5281	231	15	(	(	PUNCT
ajmsi-5281	231	16	rai	rai	NOUN
ajmsi-5281	231	17	,	,	PUNCT
ajmsi-5281	231	18	2020	2020	NUM
ajmsi-5281	231	19	;	;	PUNCT
ajmsi-5281	231	20	holzinger	holzinger	ADV
ajmsi-5281	231	21	et	et	PROPN
ajmsi-5281	231	22	al	al	PROPN
ajmsi-5281	231	23	.	.	PROPN
ajmsi-5281	231	24	,	,	PUNCT
ajmsi-5281	231	25	2022	2022	NUM
ajmsi-5281	231	26	)	)	PUNCT
ajmsi-5281	231	27	.	.	PUNCT
ajmsi-5281	232	1	the	the	DET
ajmsi-5281	232	2	approval	approval	NOUN
ajmsi-5281	232	3	process	process	NOUN
ajmsi-5281	232	4	should	should	AUX
ajmsi-5281	232	5	evolve	evolve	VERB
ajmsi-5281	232	6	from	from	ADP
ajmsi-5281	232	7	receiving	receive	VERB
ajmsi-5281	232	8	static	static	ADJ
ajmsi-5281	232	9	approvals	approval	NOUN
ajmsi-5281	232	10	to	to	ADP
ajmsi-5281	232	11	active	active	ADJ
ajmsi-5281	232	12	oversight	oversight	NOUN
ajmsi-5281	232	13	.	.	PUNCT
ajmsi-5281	233	1	the	the	DET
ajmsi-5281	233	2	current	current	ADJ
ajmsi-5281	233	3	fda	fda	PROPN
ajmsi-5281	233	4	510(k	510(k	PROPN
ajmsi-5281	233	5	)	)	PUNCT
ajmsi-5281	233	6	along	along	ADP
ajmsi-5281	233	7	with	with	ADP
ajmsi-5281	233	8	ce	ce	PROPN
ajmsi-5281	233	9	-	-	PUNCT
ajmsi-5281	233	10	mark	mark	PROPN
ajmsi-5281	233	11	approval	approval	NOUN
ajmsi-5281	233	12	processes	process	NOUN
ajmsi-5281	233	13	,	,	PUNCT
ajmsi-5281	233	14	fail	fail	VERB
ajmsi-5281	233	15	to	to	PART
ajmsi-5281	233	16	meet	meet	VERB
ajmsi-5281	233	17	the	the	DET
ajmsi-5281	233	18	requirements	requirement	NOUN
ajmsi-5281	233	19	of	of	ADP
ajmsi-5281	233	20	ai	ai	PROPN
ajmsi-5281	233	21	systems	system	NOUN
ajmsi-5281	233	22	that	that	PRON
ajmsi-5281	233	23	learn	learn	VERB
ajmsi-5281	233	24	in	in	ADP
ajmsi-5281	233	25	real	real	ADJ
ajmsi-5281	233	26	time	time	NOUN
ajmsi-5281	233	27	.	.	PUNCT
ajmsi-5281	234	1	pathology	pathology	NOUN
ajmsi-5281	234	2	departments	department	NOUN
ajmsi-5281	234	3	need	need	VERB
ajmsi-5281	234	4	to	to	PART
ajmsi-5281	234	5	implement	implement	VERB
ajmsi-5281	234	6	procedures	procedure	NOUN
ajmsi-5281	234	7	for	for	ADP
ajmsi-5281	234	8	software	software	NOUN
ajmsi-5281	234	9	version	version	NOUN
ajmsi-5281	234	10	control	control	NOUN
ajmsi-5281	234	11	alongside	alongside	ADP
ajmsi-5281	234	12	retraining	retrain	VERB
ajmsi-5281	234	13	validation	validation	NOUN
ajmsi-5281	234	14	protocols	protocol	NOUN
ajmsi-5281	234	15	and	and	CCONJ
ajmsi-5281	234	16	post	post	ADJ
ajmsi-5281	234	17	-	-	ADJ
ajmsi-5281	234	18	market	market	ADJ
ajmsi-5281	234	19	safety	safety	NOUN
ajmsi-5281	234	20	checks	check	NOUN
ajmsi-5281	234	21	,	,	PUNCT
ajmsi-5281	234	22	which	which	PRON
ajmsi-5281	234	23	resemble	resemble	VERB
ajmsi-5281	234	24	pharmacovigilance	pharmacovigilance	NOUN
ajmsi-5281	234	25	practices	practice	NOUN
ajmsi-5281	234	26	(	(	PUNCT
ajmsi-5281	234	27	cheng	cheng	PROPN
ajmsi-5281	234	28	et	et	PROPN
ajmsi-5281	234	29	al	al	PROPN
ajmsi-5281	234	30	.	.	PROPN
ajmsi-5281	234	31	,	,	PUNCT
ajmsi-5281	234	32	2021	2021	NUM
ajmsi-5281	234	33	;	;	PUNCT
ajmsi-5281	234	34	prevedello	prevedello	PROPN
ajmsi-5281	234	35	et	et	PROPN
ajmsi-5281	234	36	al	al	PROPN
ajmsi-5281	234	37	.	.	PROPN
ajmsi-5281	234	38	,	,	PUNCT
ajmsi-5281	234	39	2019	2019	NUM
ajmsi-5281	234	40	)	)	PUNCT
ajmsi-5281	234	41	.	.	PUNCT
ajmsi-5281	235	1	multiple	multiple	ADJ
ajmsi-5281	235	2	healthcare	healthcare	NOUN
ajmsi-5281	235	3	organizations	organization	NOUN
ajmsi-5281	235	4	must	must	AUX
ajmsi-5281	235	5	establish	establish	VERB
ajmsi-5281	235	6	ongoing	ongoing	ADJ
ajmsi-5281	235	7	learning	learn	VERB
ajmsi-5281	235	8	systems	system	NOUN
ajmsi-5281	235	9	together	together	ADV
ajmsi-5281	235	10	with	with	ADP
ajmsi-5281	235	11	cross	cross	ADJ
ajmsi-5281	235	12	-	-	ADJ
ajmsi-5281	235	13	speciality	speciality	ADJ
ajmsi-5281	235	14	supervision	supervision	NOUN
ajmsi-5281	235	15	.	.	PUNCT
ajmsi-5281	236	1	pathology	pathology	NOUN
ajmsi-5281	236	2	departments	department	NOUN
ajmsi-5281	236	3	should	should	AUX
ajmsi-5281	236	4	establish	establish	VERB
ajmsi-5281	236	5	“	"	PUNCT
ajmsi-5281	236	6	ai	ai	PROPN
ajmsi-5281	236	7	governance	governance	NOUN
ajmsi-5281	236	8	committees	committee	NOUN
ajmsi-5281	236	9	”	"	PUNCT
ajmsi-5281	236	10	that	that	PRON
ajmsi-5281	236	11	unite	unite	VERB
ajmsi-5281	236	12	medical	medical	ADJ
ajmsi-5281	236	13	specialists	specialist	NOUN
ajmsi-5281	236	14	and	and	CCONJ
ajmsi-5281	236	15	bioinformatics	bioinformatics	NOUN
ajmsi-5281	236	16	professionals	professional	NOUN
ajmsi-5281	236	17	with	with	ADP
ajmsi-5281	236	18	legal	legal	ADJ
ajmsi-5281	236	19	experts	expert	NOUN
ajmsi-5281	236	20	and	and	CCONJ
ajmsi-5281	236	21	moral	moral	ADJ
ajmsi-5281	236	22	ethicists	ethicist	NOUN
ajmsi-5281	236	23	for	for	ADP
ajmsi-5281	236	24	checking	check	VERB
ajmsi-5281	236	25	new	new	ADJ
ajmsi-5281	236	26	tools	tool	NOUN
ajmsi-5281	236	27	using	use	VERB
ajmsi-5281	236	28	standardised	standardised	ADJ
ajmsi-5281	236	29	testing	testing	NOUN
ajmsi-5281	236	30	protocols	protocol	NOUN
ajmsi-5281	236	31	and	and	CCONJ
ajmsi-5281	236	32	clinical	clinical	ADJ
ajmsi-5281	236	33	effectiveness	effectiveness	NOUN
ajmsi-5281	236	34	metrics	metric	NOUN
ajmsi-5281	236	35	(	(	PUNCT
ajmsi-5281	236	36	gaffney	gaffney	NOUN
ajmsi-5281	236	37	&	&	CCONJ
ajmsi-5281	236	38	mirza	mirza	PROPN
ajmsi-5281	236	39	2025	2025	NUM
ajmsi-5281	236	40	)	)	PUNCT
ajmsi-5281	236	41	.	.	PUNCT
ajmsi-5281	237	1	the	the	DET
ajmsi-5281	237	2	necessary	necessary	ADJ
ajmsi-5281	237	3	iterative	iterative	NOUN
ajmsi-5281	237	4	refinement	refinement	NOUN
ajmsi-5281	237	5	process	process	NOUN
ajmsi-5281	237	6	requires	require	VERB
ajmsi-5281	237	7	performance	performance	NOUN
ajmsi-5281	237	8	dashboards	dashboard	NOUN
ajmsi-5281	237	9	which	which	PRON
ajmsi-5281	237	10	include	include	VERB
ajmsi-5281	237	11	indicators	indicator	NOUN
ajmsi-5281	237	12	for	for	ADP
ajmsi-5281	237	13	model	model	NOUN
ajmsi-5281	237	14	drift	drift	NOUN
ajmsi-5281	237	15	assessment	assessment	NOUN
ajmsi-5281	237	16	and	and	CCONJ
ajmsi-5281	237	17	demographic	demographic	ADJ
ajmsi-5281	237	18	sensitivity	sensitivity	NOUN
ajmsi-5281	237	19	,	,	PUNCT
ajmsi-5281	237	20	and	and	CCONJ
ajmsi-5281	237	21	clinical	clinical	ADJ
ajmsi-5281	237	22	impact	impact	NOUN
ajmsi-5281	237	23	evaluation	evaluation	NOUN
ajmsi-5281	237	24	(	(	PUNCT
ajmsi-5281	237	25	panayides	panayide	NOUN
ajmsi-5281	237	26	et	et	PROPN
ajmsi-5281	237	27	al	al	PROPN
ajmsi-5281	237	28	.	.	PROPN
ajmsi-5281	237	29	,	,	PUNCT
ajmsi-5281	237	30	2020	2020	NUM
ajmsi-5281	237	31	)	)	PUNCT
ajmsi-5281	237	32	.	.	PUNCT
ajmsi-5281	238	1	to	to	PART
ajmsi-5281	238	2	advance	advance	VERB
ajmsi-5281	238	3	precision	precision	NOUN
ajmsi-5281	238	4	diagnostics	diagnostic	NOUN
ajmsi-5281	238	5	as	as	ADP
ajmsi-5281	238	6	an	an	DET
ajmsi-5281	238	7	everyday	everyday	ADJ
ajmsi-5281	238	8	practice	practice	NOUN
ajmsi-5281	238	9	which	which	PRON
ajmsi-5281	238	10	handles	handle	VERB
ajmsi-5281	238	11	ethical	ethical	ADJ
ajmsi-5281	238	12	standards	standard	NOUN
ajmsi-5281	238	13	,	,	PUNCT
ajmsi-5281	238	14	pathologists	pathologist	NOUN
ajmsi-5281	238	15	must	must	AUX
ajmsi-5281	238	16	implement	implement	VERB
ajmsi-5281	238	17	organized	organized	ADJ
ajmsi-5281	238	18	investments	investment	NOUN
ajmsi-5281	238	19	that	that	PRON
ajmsi-5281	238	20	create	create	VERB
ajmsi-5281	238	21	secure	secure	ADJ
ajmsi-5281	238	22	infrastructure	infrastructure	NOUN
ajmsi-5281	238	23	and	and	CCONJ
ajmsi-5281	238	24	federated	federated	ADJ
ajmsi-5281	238	25	architectures	architecture	NOUN
ajmsi-5281	238	26	and	and	CCONJ
ajmsi-5281	238	27	adaptive	adaptive	ADJ
ajmsi-5281	238	28	governance	governance	NOUN
ajmsi-5281	238	29	,	,	PUNCT
ajmsi-5281	238	30	together	together	ADV
ajmsi-5281	238	31	with	with	ADP
ajmsi-5281	238	32	xai	xai	PROPN
ajmsi-5281	238	33	capabilities	capability	NOUN
ajmsi-5281	238	34	and	and	CCONJ
ajmsi-5281	238	35	cultural	cultural	ADJ
ajmsi-5281	238	36	changes	change	NOUN
ajmsi-5281	238	37	.	.	PUNCT
ajmsi-5281	239	1	pa	pa	PROPN
ajmsi-5281	239	2	ge	ge	PROPN
ajmsi-5281	239	3	10	10	NUM
ajmsi-5281	239	4	9	9	NUM
ajmsi-5281	239	5	https://journals.e-palli.com/home/index.php/ajmsi	https://journals.e-palli.com/home/index.php/ajmsi	NOUN
ajmsi-5281	239	6	am	be	AUX
ajmsi-5281	239	7	.	.	PUNCT
ajmsi-5281	240	1	j.	j.	PROPN
ajmsi-5281	240	2	med	med	PROPN
ajmsi-5281	240	3	.	.	PUNCT
ajmsi-5281	241	1	sci	sci	PROPN
ajmsi-5281	241	2	.	.	PUNCT
ajmsi-5281	241	3	innov	innov	PROPN
ajmsi-5281	241	4	.	.	PUNCT
ajmsi-5281	242	1	4(2	4(2	NUM
ajmsi-5281	242	2	)	)	PUNCT
ajmsi-5281	242	3	103	103	NUM
ajmsi-5281	242	4	-	-	SYM
ajmsi-5281	242	5	110	110	NUM
ajmsi-5281	242	6	,	,	PUNCT
ajmsi-5281	242	7	2025	2025	NUM
ajmsi-5281	242	8	recommendation	recommendation	NOUN
ajmsi-5281	242	9	the	the	DET
ajmsi-5281	242	10	research	research	NOUN
ajmsi-5281	242	11	findings	finding	NOUN
ajmsi-5281	242	12	produce	produce	VERB
ajmsi-5281	242	13	multiple	multiple	ADJ
ajmsi-5281	242	14	essential	essential	ADJ
ajmsi-5281	242	15	recommendations	recommendation	NOUN
ajmsi-5281	242	16	which	which	PRON
ajmsi-5281	242	17	direct	direct	VERB
ajmsi-5281	242	18	the	the	DET
ajmsi-5281	242	19	course	course	NOUN
ajmsi-5281	242	20	of	of	ADP
ajmsi-5281	242	21	clinical	clinical	ADJ
ajmsi-5281	242	22	practice	practice	NOUN
ajmsi-5281	242	23	,	,	PUNCT
ajmsi-5281	242	24	together	together	ADV
ajmsi-5281	242	25	with	with	ADP
ajmsi-5281	242	26	research	research	NOUN
ajmsi-5281	242	27	activities	activity	NOUN
ajmsi-5281	242	28	and	and	CCONJ
ajmsi-5281	242	29	policy	policy	NOUN
ajmsi-5281	242	30	development	development	NOUN
ajmsi-5281	242	31	.	.	PUNCT
ajmsi-5281	243	1	every	every	DET
ajmsi-5281	243	2	health	health	NOUN
ajmsi-5281	243	3	institution	institution	NOUN
ajmsi-5281	243	4	needs	need	VERB
ajmsi-5281	243	5	to	to	PART
ajmsi-5281	243	6	adopt	adopt	VERB
ajmsi-5281	243	7	ai	ai	VERB
ajmsi-5281	243	8	and	and	CCONJ
ajmsi-5281	243	9	genomic	genomic	ADJ
ajmsi-5281	243	10	instruments	instrument	NOUN
ajmsi-5281	243	11	into	into	ADP
ajmsi-5281	243	12	digital	digital	ADJ
ajmsi-5281	243	13	pathology	pathology	NOUN
ajmsi-5281	243	14	systems	system	NOUN
ajmsi-5281	243	15	to	to	PART
ajmsi-5281	243	16	boost	boost	VERB
ajmsi-5281	243	17	diagnostic	diagnostic	ADJ
ajmsi-5281	243	18	accuracy	accuracy	NOUN
ajmsi-5281	243	19	while	while	SCONJ
ajmsi-5281	243	20	providing	provide	VERB
ajmsi-5281	243	21	individualized	individualized	ADJ
ajmsi-5281	243	22	care	care	NOUN
ajmsi-5281	243	23	.	.	PUNCT
ajmsi-5281	244	1	the	the	DET
ajmsi-5281	244	2	integration	integration	NOUN
ajmsi-5281	244	3	of	of	ADP
ajmsi-5281	244	4	ai	ai	VERB
ajmsi-5281	244	5	with	with	ADP
ajmsi-5281	244	6	genomic	genomic	ADJ
ajmsi-5281	244	7	tools	tool	NOUN
ajmsi-5281	244	8	requires	require	VERB
ajmsi-5281	244	9	extensive	extensive	ADJ
ajmsi-5281	244	10	training	training	NOUN
ajmsi-5281	244	11	to	to	PART
ajmsi-5281	244	12	build	build	VERB
ajmsi-5281	244	13	pathologists	pathologist	NOUN
ajmsi-5281	244	14	’	'	PUNCT
ajmsi-5281	244	15	abilities	ability	NOUN
ajmsi-5281	244	16	for	for	ADP
ajmsi-5281	244	17	responsible	responsible	ADJ
ajmsi-5281	244	18	interpretation	interpretation	NOUN
ajmsi-5281	244	19	of	of	ADP
ajmsi-5281	244	20	ai	ai	ADJ
ajmsi-5281	244	21	-	-	PUNCT
ajmsi-5281	244	22	produced	produce	VERB
ajmsi-5281	244	23	results	result	NOUN
ajmsi-5281	244	24	together	together	ADV
ajmsi-5281	244	25	with	with	ADP
ajmsi-5281	244	26	genomic	genomic	ADJ
ajmsi-5281	244	27	information	information	NOUN
ajmsi-5281	244	28	.	.	PUNCT
ajmsi-5281	245	1	policy	policy	NOUN
ajmsi-5281	245	2	officials	official	NOUN
ajmsi-5281	245	3	and	and	CCONJ
ajmsi-5281	245	4	healthcare	healthcare	PROPN
ajmsi-5281	245	5	administrators	administrator	NOUN
ajmsi-5281	245	6	need	need	VERB
ajmsi-5281	245	7	to	to	PART
ajmsi-5281	245	8	create	create	VERB
ajmsi-5281	245	9	uniform	uniform	ADJ
ajmsi-5281	245	10	guidelines	guideline	NOUN
ajmsi-5281	245	11	that	that	PRON
ajmsi-5281	245	12	handle	handle	VERB
ajmsi-5281	245	13	ethical	ethical	ADJ
ajmsi-5281	245	14	problems	problem	NOUN
ajmsi-5281	245	15	,	,	PUNCT
ajmsi-5281	245	16	reveal	reveal	VERB
ajmsi-5281	245	17	algorithm	algorithm	NOUN
ajmsi-5281	245	18	operations	operation	NOUN
ajmsi-5281	245	19	,	,	PUNCT
ajmsi-5281	245	20	and	and	CCONJ
ajmsi-5281	245	21	guard	guard	VERB
ajmsi-5281	245	22	patient	patient	ADJ
ajmsi-5281	245	23	information	information	NOUN
ajmsi-5281	245	24	databases	database	NOUN
ajmsi-5281	245	25	as	as	ADP
ajmsi-5281	245	26	the	the	DET
ajmsi-5281	245	27	use	use	NOUN
ajmsi-5281	245	28	of	of	ADP
ajmsi-5281	245	29	federated	federated	ADJ
ajmsi-5281	245	30	learning	learning	NOUN
ajmsi-5281	245	31	and	and	CCONJ
ajmsi-5281	245	32	data	datum	NOUN
ajmsi-5281	245	33	collaborations	collaboration	NOUN
ajmsi-5281	245	34	increases	increase	NOUN
ajmsi-5281	245	35	.	.	PUNCT
ajmsi-5281	246	1	the	the	DET
ajmsi-5281	246	2	development	development	NOUN
ajmsi-5281	246	3	of	of	ADP
ajmsi-5281	246	4	explainable	explainable	ADJ
ajmsi-5281	246	5	ai	ai	NOUN
ajmsi-5281	246	6	requires	require	VERB
ajmsi-5281	246	7	an	an	DET
ajmsi-5281	246	8	active	active	ADJ
ajmsi-5281	246	9	enhancement	enhancement	NOUN
ajmsi-5281	246	10	of	of	ADP
ajmsi-5281	246	11	interdisciplinary	interdisciplinary	ADJ
ajmsi-5281	246	12	relationships	relationship	NOUN
ajmsi-5281	246	13	between	between	ADP
ajmsi-5281	246	14	computer	computer	NOUN
ajmsi-5281	246	15	scientists	scientist	NOUN
ajmsi-5281	246	16	with	with	ADP
ajmsi-5281	246	17	molecular	molecular	ADJ
ajmsi-5281	246	18	biologists	biologist	NOUN
ajmsi-5281	246	19	,	,	PUNCT
ajmsi-5281	246	20	and	and	CCONJ
ajmsi-5281	246	21	clinicians	clinician	NOUN
ajmsi-5281	246	22	to	to	PART
ajmsi-5281	246	23	promote	promote	VERB
ajmsi-5281	246	24	technological	technological	ADJ
ajmsi-5281	246	25	advances	advance	NOUN
ajmsi-5281	246	26	which	which	PRON
ajmsi-5281	246	27	remain	remain	VERB
ajmsi-5281	246	28	clinically	clinically	ADV
ajmsi-5281	246	29	useful	useful	ADJ
ajmsi-5281	246	30	and	and	CCONJ
ajmsi-5281	246	31	patient	patient	ADV
ajmsi-5281	246	32	-	-	PUNCT
ajmsi-5281	246	33	focused	focused	ADJ
ajmsi-5281	246	34	.	.	PUNCT
ajmsi-5281	247	1	research	research	NOUN
ajmsi-5281	247	2	funding	funding	NOUN
ajmsi-5281	247	3	for	for	ADP
ajmsi-5281	247	4	the	the	DET
ajmsi-5281	247	5	evaluation	evaluation	NOUN
ajmsi-5281	247	6	of	of	ADP
ajmsi-5281	247	7	ai	ai	PRON
ajmsi-5281	247	8	diagnostic	diagnostic	ADJ
ajmsi-5281	247	9	systems	system	NOUN
ajmsi-5281	247	10	in	in	ADP
ajmsi-5281	247	11	different	different	ADJ
ajmsi-5281	247	12	patient	patient	ADJ
ajmsi-5281	247	13	populations	population	NOUN
ajmsi-5281	247	14	remains	remain	VERB
ajmsi-5281	247	15	necessary	necessary	ADJ
ajmsi-5281	247	16	to	to	PART
ajmsi-5281	247	17	stop	stop	VERB
ajmsi-5281	247	18	health	health	NOUN
ajmsi-5281	247	19	equity	equity	NOUN
ajmsi-5281	247	20	gaps	gap	NOUN
ajmsi-5281	247	21	from	from	ADP
ajmsi-5281	247	22	forming	form	VERB
ajmsi-5281	247	23	.	.	PUNCT
ajmsi-5281	248	1	embracing	embrace	VERB
ajmsi-5281	248	2	peoplecentred	peoplecentre	VERB
ajmsi-5281	248	3	,	,	PUNCT
ajmsi-5281	248	4	transparent	transparent	ADJ
ajmsi-5281	248	5	,	,	PUNCT
ajmsi-5281	248	6	ethical	ethical	ADJ
ajmsi-5281	248	7	methods	method	NOUN
ajmsi-5281	248	8	represents	represent	VERB
ajmsi-5281	248	9	the	the	DET
ajmsi-5281	248	10	vital	vital	ADJ
ajmsi-5281	248	11	approach	approach	NOUN
ajmsi-5281	248	12	for	for	ADP
ajmsi-5281	248	13	achieving	achieve	VERB
ajmsi-5281	248	14	a	a	DET
ajmsi-5281	248	15	complete	complete	ADJ
ajmsi-5281	248	16	medical	medical	ADJ
ajmsi-5281	248	17	revolution	revolution	NOUN
ajmsi-5281	248	18	through	through	ADP
ajmsi-5281	248	19	ai	ai	PROPN
ajmsi-5281	248	20	genomics	genomics	NOUN
ajmsi-5281	248	21	and	and	CCONJ
ajmsi-5281	248	22	molecular	molecular	ADJ
ajmsi-5281	248	23	imaging	imaging	NOUN
ajmsi-5281	248	24	.	.	PUNCT
ajmsi-5281	249	1	conclusion	conclusion	NOUN
ajmsi-5281	249	2	this	this	DET
ajmsi-5281	249	3	systematic	systematic	ADJ
ajmsi-5281	249	4	review	review	NOUN
ajmsi-5281	249	5	shows	show	VERB
ajmsi-5281	249	6	that	that	SCONJ
ajmsi-5281	249	7	integrating	integrate	VERB
ajmsi-5281	249	8	artificial	artificial	ADJ
ajmsi-5281	249	9	intelligence	intelligence	NOUN
ajmsi-5281	249	10	(	(	PUNCT
ajmsi-5281	249	11	ai	ai	NOUN
ajmsi-5281	249	12	)	)	PUNCT
ajmsi-5281	249	13	,	,	PUNCT
ajmsi-5281	249	14	genomics	genomics	NOUN
ajmsi-5281	249	15	,	,	PUNCT
ajmsi-5281	249	16	and	and	CCONJ
ajmsi-5281	249	17	molecular	molecular	ADJ
ajmsi-5281	249	18	imaging	imaging	NOUN
ajmsi-5281	249	19	improves	improve	VERB
ajmsi-5281	249	20	diagnostic	diagnostic	ADJ
ajmsi-5281	249	21	precision	precision	NOUN
ajmsi-5281	249	22	and	and	CCONJ
ajmsi-5281	249	23	personalization	personalization	NOUN
ajmsi-5281	249	24	in	in	ADP
ajmsi-5281	249	25	pathology	pathology	NOUN
ajmsi-5281	249	26	.	.	PUNCT
ajmsi-5281	250	1	ai	ai	AUX
ajmsi-5281	250	2	enhances	enhance	VERB
ajmsi-5281	250	3	image	image	NOUN
ajmsi-5281	250	4	interpretation	interpretation	NOUN
ajmsi-5281	250	5	and	and	CCONJ
ajmsi-5281	250	6	predictive	predictive	ADJ
ajmsi-5281	250	7	accuracy	accuracy	NOUN
ajmsi-5281	250	8	;	;	PUNCT
ajmsi-5281	250	9	genomics	genomic	NOUN
ajmsi-5281	250	10	deepens	deepen	VERB
ajmsi-5281	250	11	molecular	molecular	ADJ
ajmsi-5281	250	12	classification	classification	NOUN
ajmsi-5281	250	13	;	;	PUNCT
ajmsi-5281	250	14	and	and	CCONJ
ajmsi-5281	250	15	molecular	molecular	ADJ
ajmsi-5281	250	16	imaging	imaging	NOUN
ajmsi-5281	250	17	visualizes	visualize	VERB
ajmsi-5281	250	18	in	in	ADP
ajmsi-5281	250	19	vivo	vivo	NOUN
ajmsi-5281	250	20	processes	process	NOUN
ajmsi-5281	250	21	.	.	PUNCT
ajmsi-5281	251	1	together	together	ADV
ajmsi-5281	251	2	,	,	PUNCT
ajmsi-5281	251	3	these	these	DET
ajmsi-5281	251	4	modalities	modality	NOUN
ajmsi-5281	251	5	accelerate	accelerate	VERB
ajmsi-5281	251	6	workflows	workflow	NOUN
ajmsi-5281	251	7	,	,	PUNCT
ajmsi-5281	251	8	reduce	reduce	VERB
ajmsi-5281	251	9	error	error	NOUN
ajmsi-5281	251	10	,	,	PUNCT
ajmsi-5281	251	11	and	and	CCONJ
ajmsi-5281	251	12	strengthen	strengthen	VERB
ajmsi-5281	251	13	treatment	treatment	NOUN
ajmsi-5281	251	14	planning	planning	NOUN
ajmsi-5281	251	15	and	and	CCONJ
ajmsi-5281	251	16	outcomes	outcome	NOUN
ajmsi-5281	251	17	.	.	PUNCT
ajmsi-5281	252	1	major	major	ADJ
ajmsi-5281	252	2	findings	finding	NOUN
ajmsi-5281	252	3	indicate	indicate	VERB
ajmsi-5281	252	4	strong	strong	ADJ
ajmsi-5281	252	5	performance	performance	NOUN
ajmsi-5281	252	6	:	:	PUNCT
ajmsi-5281	252	7	deep	deep	ADJ
ajmsi-5281	252	8	-	-	PUNCT
ajmsi-5281	252	9	learning	learn	VERB
ajmsi-5281	252	10	histopathology	histopathology	NOUN
ajmsi-5281	252	11	models	model	NOUN
ajmsi-5281	252	12	frequently	frequently	ADV
ajmsi-5281	252	13	achieved	achieve	VERB
ajmsi-5281	252	14	aucs	aucs	NOUN
ajmsi-5281	252	15	of	of	ADP
ajmsi-5281	252	16	0.90	0.90	NUM
ajmsi-5281	252	17	or	or	CCONJ
ajmsi-5281	252	18	higher	high	ADJ
ajmsi-5281	252	19	,	,	PUNCT
ajmsi-5281	252	20	and	and	CCONJ
ajmsi-5281	252	21	multimodal	multimodal	NOUN
ajmsi-5281	252	22	systems	system	NOUN
ajmsi-5281	252	23	that	that	PRON
ajmsi-5281	252	24	combine	combine	VERB
ajmsi-5281	252	25	imaging	image	VERB
ajmsi-5281	252	26	with	with	ADP
ajmsi-5281	252	27	genomic	genomic	ADJ
ajmsi-5281	252	28	features	feature	NOUN
ajmsi-5281	252	29	produced	produce	VERB
ajmsi-5281	252	30	roughly	roughly	ADV
ajmsi-5281	252	31	a	a	DET
ajmsi-5281	252	32	15	15	NUM
ajmsi-5281	252	33	%	%	NOUN
ajmsi-5281	252	34	gain	gain	NOUN
ajmsi-5281	252	35	in	in	ADP
ajmsi-5281	252	36	prognostic	prognostic	ADJ
ajmsi-5281	252	37	accuracy	accuracy	NOUN
ajmsi-5281	252	38	in	in	ADP
ajmsi-5281	252	39	comparative	comparative	ADJ
ajmsi-5281	252	40	studies	study	NOUN
ajmsi-5281	252	41	.	.	PUNCT
ajmsi-5281	253	1	molecular	molecular	ADJ
ajmsi-5281	253	2	imaging	imaging	NOUN
ajmsi-5281	253	3	methods	method	NOUN
ajmsi-5281	253	4	such	such	ADJ
ajmsi-5281	253	5	as	as	ADP
ajmsi-5281	253	6	pet	pet	ADJ
ajmsi-5281	253	7	and	and	CCONJ
ajmsi-5281	253	8	spect	spect	NOUN
ajmsi-5281	253	9	demonstrated	demonstrate	VERB
ajmsi-5281	253	10	sensitivities	sensitivity	NOUN
ajmsi-5281	253	11	exceeding	exceed	VERB
ajmsi-5281	253	12	90	90	NUM
ajmsi-5281	253	13	%	%	NOUN
ajmsi-5281	253	14	for	for	ADP
ajmsi-5281	253	15	detecting	detect	VERB
ajmsi-5281	253	16	small	small	ADJ
ajmsi-5281	253	17	lesions	lesion	NOUN
ajmsi-5281	253	18	.	.	PUNCT
ajmsi-5281	254	1	in	in	ADP
ajmsi-5281	254	2	oncology	oncology	NOUN
ajmsi-5281	254	3	stratification	stratification	NOUN
ajmsi-5281	254	4	,	,	PUNCT
ajmsi-5281	254	5	integrating	integrate	VERB
ajmsi-5281	254	6	next	next	ADJ
ajmsi-5281	254	7	-	-	PUNCT
ajmsi-5281	254	8	generation	generation	NOUN
ajmsi-5281	254	9	sequencing	sequencing	NOUN
ajmsi-5281	254	10	with	with	ADP
ajmsi-5281	254	11	histopathology	histopathology	NOUN
ajmsi-5281	254	12	achieved	achieve	VERB
ajmsi-5281	254	13	sensitivities	sensitivity	NOUN
ajmsi-5281	254	14	above	above	ADP
ajmsi-5281	254	15	95	95	NUM
ajmsi-5281	254	16	%	%	NOUN
ajmsi-5281	254	17	in	in	ADP
ajmsi-5281	254	18	selected	select	VERB
ajmsi-5281	254	19	settings	setting	NOUN
ajmsi-5281	254	20	.	.	PUNCT
ajmsi-5281	255	1	clinical	clinical	ADJ
ajmsi-5281	255	2	adoption	adoption	NOUN
ajmsi-5281	255	3	remains	remain	VERB
ajmsi-5281	255	4	constrained	constrain	VERB
ajmsi-5281	255	5	by	by	ADP
ajmsi-5281	255	6	data	datum	NOUN
ajmsi-5281	255	7	-	-	PUNCT
ajmsi-5281	255	8	format	format	NOUN
ajmsi-5281	255	9	and	and	CCONJ
ajmsi-5281	255	10	interoperability	interoperability	NOUN
ajmsi-5281	255	11	gaps	gap	NOUN
ajmsi-5281	255	12	,	,	PUNCT
ajmsi-5281	255	13	privacy	privacy	NOUN
ajmsi-5281	255	14	and	and	CCONJ
ajmsi-5281	255	15	bias	bias	NOUN
ajmsi-5281	255	16	risks	risk	NOUN
ajmsi-5281	255	17	,	,	PUNCT
ajmsi-5281	255	18	and	and	CCONJ
ajmsi-5281	255	19	limited	limited	ADJ
ajmsi-5281	255	20	explainability	explainability	NOUN
ajmsi-5281	255	21	.	.	PUNCT
ajmsi-5281	256	1	addressing	address	VERB
ajmsi-5281	256	2	these	these	DET
ajmsi-5281	256	3	barriers	barrier	NOUN
ajmsi-5281	256	4	requires	require	VERB
ajmsi-5281	256	5	robust	robust	ADJ
ajmsi-5281	256	6	data	datum	NOUN
ajmsi-5281	256	7	governance	governance	NOUN
ajmsi-5281	256	8	,	,	PUNCT
ajmsi-5281	256	9	investment	investment	NOUN
ajmsi-5281	256	10	in	in	ADP
ajmsi-5281	256	11	scalable	scalable	ADJ
ajmsi-5281	256	12	compute	compute	NOUN
ajmsi-5281	256	13	and	and	CCONJ
ajmsi-5281	256	14	storage	storage	NOUN
ajmsi-5281	256	15	,	,	PUNCT
ajmsi-5281	256	16	and	and	CCONJ
ajmsi-5281	256	17	cross	cross	ADJ
ajmsi-5281	256	18	-	-	ADJ
ajmsi-5281	256	19	disciplinary	disciplinary	ADJ
ajmsi-5281	256	20	collaboration	collaboration	NOUN
ajmsi-5281	256	21	to	to	PART
ajmsi-5281	256	22	develop	develop	VERB
ajmsi-5281	256	23	transparent	transparent	ADJ
ajmsi-5281	256	24	,	,	PUNCT
ajmsi-5281	256	25	validated	validated	ADJ
ajmsi-5281	256	26	models	model	NOUN
ajmsi-5281	256	27	suitable	suitable	ADJ
ajmsi-5281	256	28	for	for	ADP
ajmsi-5281	256	29	routine	routine	ADJ
ajmsi-5281	256	30	care	care	NOUN
ajmsi-5281	256	31	.	.	PUNCT
ajmsi-5281	257	1	overall	overall	ADV
ajmsi-5281	257	2	,	,	PUNCT
ajmsi-5281	257	3	the	the	DET
ajmsi-5281	257	4	convergence	convergence	NOUN
ajmsi-5281	257	5	of	of	ADP
ajmsi-5281	257	6	ai	ai	PROPN
ajmsi-5281	257	7	,	,	PUNCT
ajmsi-5281	257	8	genomics	genomic	NOUN
ajmsi-5281	257	9	,	,	PUNCT
ajmsi-5281	257	10	and	and	CCONJ
ajmsi-5281	257	11	molecular	molecular	ADJ
ajmsi-5281	257	12	imaging	imaging	NOUN
ajmsi-5281	257	13	marks	mark	VERB
ajmsi-5281	257	14	a	a	DET
ajmsi-5281	257	15	shift	shift	NOUN
ajmsi-5281	257	16	toward	toward	ADP
ajmsi-5281	257	17	precision	precision	NOUN
ajmsi-5281	257	18	diagnostics	diagnostic	NOUN
ajmsi-5281	257	19	.	.	PUNCT
ajmsi-5281	258	1	with	with	ADP
ajmsi-5281	258	2	explainable	explainable	ADJ
ajmsi-5281	258	3	ai	ai	NOUN
ajmsi-5281	258	4	and	and	CCONJ
ajmsi-5281	258	5	ethical	ethical	ADJ
ajmsi-5281	258	6	oversight	oversight	NOUN
ajmsi-5281	258	7	,	,	PUNCT
ajmsi-5281	258	8	these	these	DET
ajmsi-5281	258	9	integrated	integrate	VERB
ajmsi-5281	258	10	approaches	approach	NOUN
ajmsi-5281	258	11	can	can	AUX
ajmsi-5281	258	12	deliver	deliver	VERB
ajmsi-5281	258	13	faster	fast	ADJ
ajmsi-5281	258	14	,	,	PUNCT
ajmsi-5281	258	15	reliable	reliable	ADJ
ajmsi-5281	258	16	decisions	decision	NOUN
ajmsi-5281	258	17	,	,	PUNCT
ajmsi-5281	258	18	establishing	establish	VERB
ajmsi-5281	258	19	a	a	DET
ajmsi-5281	258	20	more	more	ADV
ajmsi-5281	258	21	patient	patient	NOUN
ajmsi-5281	258	22	-	-	PUNCT
ajmsi-5281	258	23	centered	center	VERB
ajmsi-5281	258	24	paradigm	paradigm	NOUN
ajmsi-5281	258	25	for	for	ADP
ajmsi-5281	258	26	pathology	pathology	NOUN
ajmsi-5281	258	27	and	and	CCONJ
ajmsi-5281	258	28	improving	improve	VERB
ajmsi-5281	258	29	outcomes	outcome	NOUN
ajmsi-5281	258	30	across	across	ADP
ajmsi-5281	258	31	healthcare	healthcare	NOUN
ajmsi-5281	258	32	systems	system	NOUN
ajmsi-5281	258	33	.	.	PUNCT
ajmsi-5281	259	1	references	reference	NOUN
ajmsi-5281	259	2	abasher	abasher	PROPN
ajmsi-5281	259	3	,	,	PUNCT
ajmsi-5281	259	4	m.	m.	NOUN
ajmsi-5281	259	5	m.	m.	NOUN
ajmsi-5281	259	6	,	,	PUNCT
ajmsi-5281	259	7	sidahmed	sidahme	VERB
ajmsi-5281	259	8	,	,	PUNCT
ajmsi-5281	259	9	a.	a.	NOUN
ajmsi-5281	259	10	a.	a.	PROPN
ajmsi-5281	259	11	,	,	PUNCT
ajmsi-5281	259	12	abdelmoniem	abdelmoniem	PROPN
ajmsi-5281	259	13	,	,	PUNCT
ajmsi-5281	259	14	a.	a.	PROPN
ajmsi-5281	259	15	,	,	PUNCT
ajmsi-5281	259	16	&	&	CCONJ
ajmsi-5281	259	17	mohamed	mohamed	PROPN
ajmsi-5281	259	18	,	,	PUNCT
ajmsi-5281	259	19	a.	a.	PROPN
ajmsi-5281	259	20	h.	h.	PROPN
ajmsi-5281	259	21	(	(	PUNCT
ajmsi-5281	259	22	2023	2023	NUM
ajmsi-5281	259	23	)	)	PUNCT
ajmsi-5281	259	24	.	.	PUNCT
ajmsi-5281	260	1	breast	breast	NOUN
ajmsi-5281	260	2	cancer	cancer	NOUN
ajmsi-5281	260	3	in	in	ADP
ajmsi-5281	260	4	elderly	elderly	ADJ
ajmsi-5281	260	5	females	female	NOUN
ajmsi-5281	260	6	.	.	PUNCT
ajmsi-5281	261	1	american	american	PROPN
ajmsi-5281	261	2	journal	journal	PROPN
ajmsi-5281	261	3	of	of	ADP
ajmsi-5281	261	4	medical	medical	ADJ
ajmsi-5281	261	5	science	science	NOUN
ajmsi-5281	261	6	and	and	CCONJ
ajmsi-5281	261	7	innovation	innovation	NOUN
ajmsi-5281	261	8	,	,	PUNCT
ajmsi-5281	261	9	2(2	2(2	NUM
ajmsi-5281	261	10	)	)	PUNCT
ajmsi-5281	261	11	,	,	PUNCT
ajmsi-5281	261	12	16–25	16–25	NUM
ajmsi-5281	261	13	.	.	PUNCT
ajmsi-5281	262	1	https://doi.org/10.54536/	https://doi.org/10.54536/	PROPN
ajmsi-5281	262	2	ajmsi.v2i2.1711	ajmsi.v2i2.1711	NUM
ajmsi-5281	262	3	ahmad	ahmad	PROPN
ajmsi-5281	262	4	,	,	PUNCT
ajmsi-5281	262	5	z.	z.	PROPN
ajmsi-5281	262	6	,	,	PUNCT
ajmsi-5281	262	7	rahim	rahim	PROPN
ajmsi-5281	262	8	,	,	PUNCT
ajmsi-5281	262	9	s.	s.	PROPN
ajmsi-5281	262	10	,	,	PUNCT
ajmsi-5281	262	11	zubair	zubair	PROPN
ajmsi-5281	262	12	,	,	PUNCT
ajmsi-5281	262	13	m.	m.	NOUN
ajmsi-5281	262	14	,	,	PUNCT
ajmsi-5281	262	15	&	&	CCONJ
ajmsi-5281	262	16	abdul	abdul	PROPN
ajmsi-5281	262	17	-	-	PUNCT
ajmsi-5281	262	18	ghafar	ghafar	PROPN
ajmsi-5281	262	19	,	,	PUNCT
ajmsi-5281	262	20	j.	j.	PROPN
ajmsi-5281	262	21	(	(	PUNCT
ajmsi-5281	262	22	2021	2021	NUM
ajmsi-5281	262	23	)	)	PUNCT
ajmsi-5281	262	24	.	.	PUNCT
ajmsi-5281	263	1	artificial	artificial	ADJ
ajmsi-5281	263	2	intelligence	intelligence	NOUN
ajmsi-5281	263	3	(	(	PUNCT
ajmsi-5281	263	4	ai	ai	NOUN
ajmsi-5281	263	5	)	)	PUNCT
ajmsi-5281	263	6	in	in	ADP
ajmsi-5281	263	7	medicine	medicine	NOUN
ajmsi-5281	263	8	,	,	PUNCT
ajmsi-5281	263	9	current	current	ADJ
ajmsi-5281	263	10	applications	application	NOUN
ajmsi-5281	263	11	and	and	CCONJ
ajmsi-5281	263	12	future	future	ADJ
ajmsi-5281	263	13	role	role	NOUN
ajmsi-5281	263	14	with	with	ADP
ajmsi-5281	263	15	special	special	ADJ
ajmsi-5281	263	16	emphasis	emphasis	NOUN
ajmsi-5281	263	17	on	on	ADP
ajmsi-5281	263	18	its	its	PRON
ajmsi-5281	263	19	potential	potential	NOUN
ajmsi-5281	263	20	and	and	CCONJ
ajmsi-5281	263	21	promise	promise	NOUN
ajmsi-5281	263	22	in	in	ADP
ajmsi-5281	263	23	pathology	pathology	NOUN
ajmsi-5281	263	24	:	:	PUNCT
ajmsi-5281	263	25	present	present	ADJ
ajmsi-5281	263	26	and	and	CCONJ
ajmsi-5281	263	27	future	future	ADJ
ajmsi-5281	263	28	impact	impact	NOUN
ajmsi-5281	263	29	,	,	PUNCT
ajmsi-5281	263	30	obstacles	obstacle	NOUN
ajmsi-5281	263	31	including	include	VERB
ajmsi-5281	263	32	costs	cost	NOUN
ajmsi-5281	263	33	and	and	CCONJ
ajmsi-5281	263	34	acceptance	acceptance	NOUN
ajmsi-5281	263	35	among	among	ADP
ajmsi-5281	263	36	pathologists	pathologist	NOUN
ajmsi-5281	263	37	,	,	PUNCT
ajmsi-5281	263	38	practical	practical	ADJ
ajmsi-5281	263	39	and	and	CCONJ
ajmsi-5281	263	40	philosophical	philosophical	ADJ
ajmsi-5281	263	41	considerations	consideration	NOUN
ajmsi-5281	263	42	.	.	PUNCT
ajmsi-5281	264	1	diagnostic	diagnostic	ADJ
ajmsi-5281	264	2	pathology	pathology	NOUN
ajmsi-5281	264	3	,	,	PUNCT
ajmsi-5281	264	4	16	16	NUM
ajmsi-5281	264	5	,	,	PUNCT
ajmsi-5281	264	6	24	24	NUM
ajmsi-5281	264	7	.	.	PUNCT
ajmsi-5281	264	8	https://doi.org/10.1186/s13000-021-01085-4	https://doi.org/10.1186/s13000-021-01085-4	PROPN
ajmsi-5281	265	1	ahuja	ahuja	PROPN
ajmsi-5281	265	2	,	,	PUNCT
ajmsi-5281	265	3	s.	s.	PROPN
ajmsi-5281	265	4	,	,	PUNCT
ajmsi-5281	265	5	&	&	CCONJ
ajmsi-5281	265	6	zaheer	zaheer	PROPN
ajmsi-5281	265	7	,	,	PUNCT
ajmsi-5281	265	8	s.	s.	PROPN
ajmsi-5281	265	9	(	(	PUNCT
ajmsi-5281	265	10	2025	2025	NUM
ajmsi-5281	265	11	)	)	PUNCT
ajmsi-5281	265	12	.	.	PUNCT
ajmsi-5281	266	1	advancements	advancement	NOUN
ajmsi-5281	266	2	in	in	ADP
ajmsi-5281	266	3	pathology	pathology	NOUN
ajmsi-5281	266	4	:	:	PUNCT
ajmsi-5281	266	5	digital	digital	ADJ
ajmsi-5281	266	6	transformation	transformation	NOUN
ajmsi-5281	266	7	,	,	PUNCT
ajmsi-5281	266	8	precision	precision	NOUN
ajmsi-5281	266	9	medicine	medicine	NOUN
ajmsi-5281	266	10	,	,	PUNCT
ajmsi-5281	266	11	and	and	CCONJ
ajmsi-5281	266	12	beyond	beyond	ADP
ajmsi-5281	266	13	.	.	PUNCT
ajmsi-5281	266	14	journal	journal	PROPN
ajmsi-5281	266	15	of	of	ADP
ajmsi-5281	266	16	pathology	pathology	PROPN
ajmsi-5281	266	17	informatics	informatic	NOUN
ajmsi-5281	266	18	,	,	PUNCT
ajmsi-5281	266	19	16	16	NUM
ajmsi-5281	266	20	,	,	PUNCT
ajmsi-5281	266	21	100408	100408	NUM
ajmsi-5281	266	22	.	.	PUNCT
ajmsi-5281	267	1	https://doi.org/10.1016/j.jpi.2024.100408	https://doi.org/10.1016/j.jpi.2024.100408	PROPN
ajmsi-5281	267	2	ali	ali	PROPN
ajmsi-5281	267	3	,	,	PUNCT
ajmsi-5281	267	4	k.	k.	PROPN
ajmsi-5281	267	5	,	,	PUNCT
ajmsi-5281	267	6	&	&	CCONJ
ajmsi-5281	267	7	saqib	saqib	PROPN
ajmsi-5281	267	8	,	,	PUNCT
ajmsi-5281	267	9	m.	m.	NOUN
ajmsi-5281	267	10	(	(	PUNCT
ajmsi-5281	267	11	2023	2023	NUM
ajmsi-5281	267	12	)	)	PUNCT
ajmsi-5281	267	13	.	.	PUNCT
ajmsi-5281	268	1	risk	risk	NOUN
ajmsi-5281	268	2	prediction	prediction	NOUN
ajmsi-5281	268	3	of	of	ADP
ajmsi-5281	268	4	thalassemia	thalassemia	NOUN
ajmsi-5281	268	5	using	use	VERB
ajmsi-5281	268	6	data	datum	NOUN
ajmsi-5281	268	7	mining	mining	NOUN
ajmsi-5281	268	8	classifiers	classifier	NOUN
ajmsi-5281	268	9	.	.	PUNCT
ajmsi-5281	269	1	american	american	PROPN
ajmsi-5281	269	2	journal	journal	PROPN
ajmsi-5281	269	3	of	of	ADP
ajmsi-5281	269	4	medical	medical	ADJ
ajmsi-5281	269	5	science	science	NOUN
ajmsi-5281	269	6	and	and	CCONJ
ajmsi-5281	269	7	innovation	innovation	NOUN
ajmsi-5281	269	8	,	,	PUNCT
ajmsi-5281	269	9	2(2	2(2	NUM
ajmsi-5281	269	10	)	)	PUNCT
ajmsi-5281	269	11	,	,	PUNCT
ajmsi-5281	269	12	97–109	97–109	NUM
ajmsi-5281	269	13	.	.	PUNCT
ajmsi-5281	270	1	https://doi	https://doi	NOUN
ajmsi-5281	270	2	.	.	PUNCT
ajmsi-5281	270	3	org/10.54536	org/10.54536	PROPN
ajmsi-5281	270	4	/	/	SYM
ajmsi-5281	270	5	ajmsi.v2i2.1979	ajmsi.v2i2.1979	NUM
ajmsi-5281	270	6	arvaniti	arvaniti	PROPN
ajmsi-5281	270	7	,	,	PUNCT
ajmsi-5281	270	8	e.	e.	PROPN
ajmsi-5281	270	9	,	,	PUNCT
ajmsi-5281	270	10	berisha	berisha	PROPN
ajmsi-5281	270	11	,	,	PUNCT
ajmsi-5281	270	12	v.	v.	PROPN
ajmsi-5281	270	13	,	,	PUNCT
ajmsi-5281	270	14	hagemann	hagemann	PROPN
ajmsi-5281	270	15	,	,	PUNCT
ajmsi-5281	270	16	v.	v.	PROPN
ajmsi-5281	270	17	,	,	PUNCT
ajmsi-5281	270	18	et	et	PROPN
ajmsi-5281	270	19	al	al	PROPN
ajmsi-5281	270	20	.	.	PUNCT
ajmsi-5281	271	1	(	(	PUNCT
ajmsi-5281	271	2	2024	2024	NUM
ajmsi-5281	271	3	)	)	PUNCT
ajmsi-5281	271	4	.	.	PUNCT
ajmsi-5281	272	1	explainable	explainable	ADJ
ajmsi-5281	272	2	ai	ai	VERB
ajmsi-5281	272	3	for	for	ADP
ajmsi-5281	272	4	computational	computational	ADJ
ajmsi-5281	272	5	pathology	pathology	NOUN
ajmsi-5281	272	6	identifies	identify	VERB
ajmsi-5281	272	7	model	model	NOUN
ajmsi-5281	272	8	limitations	limitation	NOUN
ajmsi-5281	272	9	and	and	CCONJ
ajmsi-5281	272	10	tissue	tissue	NOUN
ajmsi-5281	272	11	biomarkers	biomarker	NOUN
ajmsi-5281	272	12	.	.	PUNCT
ajmsi-5281	273	1	arxiv	arxiv	PROPN
ajmsi-5281	273	2	preprint	preprint	NOUN
ajmsi-5281	273	3	arxiv:2409.03080	arxiv:2409.03080	PROPN
ajmsi-5281	273	4	.	.	PUNCT
ajmsi-5281	274	1	https://arxiv.org/abs/2409.03080	https://arxiv.org/abs/2409.03080	PROPN
ajmsi-5281	274	2	asif	asif	PROPN
ajmsi-5281	274	3	,	,	PUNCT
ajmsi-5281	274	4	a.	a.	NOUN
ajmsi-5281	274	5	,	,	PUNCT
ajmsi-5281	274	6	rajpoot	rajpoot	NOUN
ajmsi-5281	274	7	,	,	PUNCT
ajmsi-5281	274	8	k.	k.	PROPN
ajmsi-5281	274	9	,	,	PUNCT
ajmsi-5281	274	10	graham	graham	PROPN
ajmsi-5281	274	11	,	,	PUNCT
ajmsi-5281	274	12	s.	s.	PROPN
ajmsi-5281	274	13	,	,	PUNCT
ajmsi-5281	274	14	snead	snead	PROPN
ajmsi-5281	274	15	,	,	PUNCT
ajmsi-5281	274	16	d.	d.	PROPN
ajmsi-5281	274	17	,	,	PUNCT
ajmsi-5281	274	18	minhas	minhas	PROPN
ajmsi-5281	274	19	,	,	PUNCT
ajmsi-5281	274	20	f.	f.	PROPN
ajmsi-5281	274	21	,	,	PUNCT
ajmsi-5281	274	22	&	&	CCONJ
ajmsi-5281	274	23	rajpoot	rajpoot	PROPN
ajmsi-5281	274	24	,	,	PUNCT
ajmsi-5281	274	25	n.	n.	NOUN
ajmsi-5281	274	26	(	(	PUNCT
ajmsi-5281	274	27	2023	2023	NUM
ajmsi-5281	274	28	)	)	PUNCT
ajmsi-5281	274	29	.	.	PUNCT
ajmsi-5281	275	1	unleashing	unleash	VERB
ajmsi-5281	275	2	the	the	DET
ajmsi-5281	275	3	potential	potential	NOUN
ajmsi-5281	275	4	of	of	ADP
ajmsi-5281	275	5	ai	ai	VERB
ajmsi-5281	275	6	for	for	ADP
ajmsi-5281	275	7	pathology	pathology	NOUN
ajmsi-5281	275	8	:	:	PUNCT
ajmsi-5281	275	9	challenges	challenge	NOUN
ajmsi-5281	275	10	and	and	CCONJ
ajmsi-5281	275	11	recommendations	recommendation	NOUN
ajmsi-5281	275	12	.	.	PUNCT
ajmsi-5281	276	1	the	the	DET
ajmsi-5281	276	2	journal	journal	NOUN
ajmsi-5281	276	3	of	of	ADP
ajmsi-5281	276	4	pathology	pathology	NOUN
ajmsi-5281	276	5	,	,	PUNCT
ajmsi-5281	276	6	260(5	260(5	NUM
ajmsi-5281	276	7	)	)	PUNCT
ajmsi-5281	276	8	,	,	PUNCT
ajmsi-5281	276	9	564–577	564–577	NUM
ajmsi-5281	276	10	.	.	PUNCT
ajmsi-5281	277	1	https://doi	https://doi	PROPN
ajmsi-5281	277	2	.	.	PUNCT
ajmsi-5281	277	3	org/10.1002	org/10.1002	PROPN
ajmsi-5281	277	4	/	/	SYM
ajmsi-5281	277	5	path.6168	path.6168	PROPN
ajmsi-5281	277	6	chartrand	chartrand	PROPN
ajmsi-5281	277	7	,	,	PUNCT
ajmsi-5281	277	8	g.	g.	NOUN
ajmsi-5281	277	9	,	,	PUNCT
ajmsi-5281	277	10	hager	hager	NOUN
ajmsi-5281	277	11	,	,	PUNCT
ajmsi-5281	277	12	g.	g.	PROPN
ajmsi-5281	277	13	d.	d.	PROPN
ajmsi-5281	277	14	,	,	PUNCT
ajmsi-5281	277	15	&	&	CCONJ
ajmsi-5281	277	16	avila	avila	PROPN
ajmsi-5281	277	17	,	,	PUNCT
ajmsi-5281	277	18	m.	m.	NOUN
ajmsi-5281	277	19	(	(	PUNCT
ajmsi-5281	277	20	2022	2022	NUM
ajmsi-5281	277	21	)	)	PUNCT
ajmsi-5281	277	22	.	.	PUNCT
ajmsi-5281	278	1	explainable	explainable	ADJ
ajmsi-5281	278	2	medical	medical	ADJ
ajmsi-5281	278	3	imaging	imaging	NOUN
ajmsi-5281	278	4	ai	ai	VERB
ajmsi-5281	278	5	needs	need	NOUN
ajmsi-5281	278	6	humancentered	humancentere	VERB
ajmsi-5281	278	7	design	design	NOUN
ajmsi-5281	278	8	:	:	PUNCT
ajmsi-5281	278	9	guidelines	guideline	NOUN
ajmsi-5281	278	10	and	and	CCONJ
ajmsi-5281	278	11	evidence	evidence	NOUN
ajmsi-5281	278	12	from	from	ADP
ajmsi-5281	278	13	a	a	DET
ajmsi-5281	278	14	systematic	systematic	ADJ
ajmsi-5281	278	15	review	review	NOUN
ajmsi-5281	278	16	.	.	PUNCT
ajmsi-5281	279	1	npj	npj	PROPN
ajmsi-5281	279	2	digital	digital	ADJ
ajmsi-5281	279	3	medicine	medicine	NOUN
ajmsi-5281	279	4	,	,	PUNCT
ajmsi-5281	279	5	5	5	NUM
ajmsi-5281	279	6	,	,	PUNCT
ajmsi-5281	279	7	156	156	NUM
ajmsi-5281	279	8	.	.	PUNCT
ajmsi-5281	280	1	https://	https://	PROPN
ajmsi-5281	280	2	doi.org/10.1038/s41746-022-00699-2	doi.org/10.1038/s41746-022-00699-2	PROPN
ajmsi-5281	280	3	cheng	cheng	PROPN
ajmsi-5281	280	4	,	,	PUNCT
ajmsi-5281	280	5	j.	j.	PROPN
ajmsi-5281	280	6	y.	y.	PROPN
ajmsi-5281	280	7	,	,	PUNCT
ajmsi-5281	280	8	abel	abel	PROPN
ajmsi-5281	280	9	,	,	PUNCT
ajmsi-5281	280	10	j.	j.	PROPN
ajmsi-5281	280	11	t.	t.	PROPN
ajmsi-5281	280	12	,	,	PUNCT
ajmsi-5281	280	13	balis	balis	PROPN
ajmsi-5281	280	14	,	,	PUNCT
ajmsi-5281	280	15	u.	u.	PROPN
ajmsi-5281	280	16	g.	g.	PROPN
ajmsi-5281	280	17	j.	j.	PROPN
ajmsi-5281	280	18	,	,	PUNCT
ajmsi-5281	280	19	mcclintock	mcclintock	PROPN
ajmsi-5281	280	20	,	,	PUNCT
ajmsi-5281	280	21	d.	d.	PROPN
ajmsi-5281	280	22	s.	s.	PROPN
ajmsi-5281	280	23	,	,	PUNCT
ajmsi-5281	280	24	&	&	CCONJ
ajmsi-5281	280	25	pantanowitz	pantanowitz	PROPN
ajmsi-5281	280	26	,	,	PUNCT
ajmsi-5281	280	27	l.	l.	PROPN
ajmsi-5281	280	28	(	(	PUNCT
ajmsi-5281	280	29	2021	2021	NUM
ajmsi-5281	280	30	)	)	PUNCT
ajmsi-5281	280	31	.	.	PUNCT
ajmsi-5281	281	1	challenges	challenge	NOUN
ajmsi-5281	281	2	in	in	ADP
ajmsi-5281	281	3	the	the	DET
ajmsi-5281	281	4	development	development	NOUN
ajmsi-5281	281	5	,	,	PUNCT
ajmsi-5281	281	6	deployment	deployment	NOUN
ajmsi-5281	281	7	,	,	PUNCT
ajmsi-5281	281	8	and	and	CCONJ
ajmsi-5281	281	9	regulation	regulation	NOUN
ajmsi-5281	281	10	of	of	ADP
ajmsi-5281	281	11	artificial	artificial	ADJ
ajmsi-5281	281	12	intelligence	intelligence	NOUN
ajmsi-5281	281	13	in	in	ADP
ajmsi-5281	281	14	anatomic	anatomic	ADJ
ajmsi-5281	281	15	pathology	pathology	NOUN
ajmsi-5281	281	16	.	.	PUNCT
ajmsi-5281	282	1	the	the	DET
ajmsi-5281	282	2	american	american	PROPN
ajmsi-5281	282	3	journal	journal	PROPN
ajmsi-5281	282	4	of	of	ADP
ajmsi-5281	282	5	pathology	pathology	PROPN
ajmsi-5281	282	6	,	,	PUNCT
ajmsi-5281	282	7	191(10	191(10	NUM
ajmsi-5281	282	8	)	)	PUNCT
ajmsi-5281	282	9	,	,	PUNCT
ajmsi-5281	282	10	1684–1692	1684–1692	NUM
ajmsi-5281	282	11	.	.	PUNCT
ajmsi-5281	283	1	https://doi	https://doi	NOUN
ajmsi-5281	283	2	.	.	PUNCT
ajmsi-5281	283	3	org/10.1016	org/10.1016	PROPN
ajmsi-5281	283	4	/	/	SYM
ajmsi-5281	283	5	j.ajpath.2020.10.018	j.ajpath.2020.10.018	NOUN
ajmsi-5281	283	6	fahmy	fahmy	PROPN
ajmsi-5281	283	7	,	,	PUNCT
ajmsi-5281	283	8	a.	a.	NOUN
ajmsi-5281	283	9	m.	m.	NOUN
ajmsi-5281	283	10	(	(	PUNCT
ajmsi-5281	283	11	2024	2024	NUM
ajmsi-5281	283	12	)	)	PUNCT
ajmsi-5281	283	13	.	.	PUNCT
ajmsi-5281	284	1	high	high	ADJ
ajmsi-5281	284	2	-	-	PUNCT
ajmsi-5281	284	3	resolution	resolution	NOUN
ajmsi-5281	284	4	ultrasonography	ultrasonography	NOUN
ajmsi-5281	284	5	versus	versus	ADP
ajmsi-5281	284	6	mri	mri	NOUN
ajmsi-5281	284	7	in	in	ADP
ajmsi-5281	284	8	the	the	DET
ajmsi-5281	284	9	diagnosis	diagnosis	NOUN
ajmsi-5281	284	10	of	of	ADP
ajmsi-5281	284	11	achilles	achille	NOUN
ajmsi-5281	284	12	tendon	tendon	NOUN
ajmsi-5281	284	13	lesions	lesion	NOUN
ajmsi-5281	284	14	.	.	PUNCT
ajmsi-5281	285	1	american	american	ADJ
ajmsi-5281	285	2	journal	journal	PROPN
ajmsi-5281	285	3	of	of	ADP
ajmsi-5281	285	4	medical	medical	ADJ
ajmsi-5281	285	5	science	science	NOUN
ajmsi-5281	285	6	and	and	CCONJ
ajmsi-5281	285	7	innovation	innovation	NOUN
ajmsi-5281	285	8	,	,	PUNCT
ajmsi-5281	285	9	3(2	3(2	NUM
ajmsi-5281	285	10	)	)	PUNCT
ajmsi-5281	285	11	,	,	PUNCT
ajmsi-5281	285	12	52–58	52–58	NUM
ajmsi-5281	285	13	.	.	PUNCT
ajmsi-5281	286	1	https://doi.org/10.54536/ajmsi.v3i2.2801	https://doi.org/10.54536/ajmsi.v3i2.2801	PROPN
ajmsi-5281	287	1	he	he	PRON
ajmsi-5281	287	2	,	,	PUNCT
ajmsi-5281	287	3	w.	w.	PROPN
ajmsi-5281	287	4	,	,	PUNCT
ajmsi-5281	287	5	huang	huang	PROPN
ajmsi-5281	287	6	,	,	PUNCT
ajmsi-5281	287	7	w.	w.	PROPN
ajmsi-5281	287	8	,	,	PUNCT
ajmsi-5281	287	9	zhang	zhang	PROPN
ajmsi-5281	287	10	,	,	PUNCT
ajmsi-5281	287	11	l.	l.	PROPN
ajmsi-5281	287	12	,	,	PUNCT
ajmsi-5281	287	13	wu	wu	PROPN
ajmsi-5281	287	14	,	,	PUNCT
ajmsi-5281	287	15	x.	x.	PROPN
ajmsi-5281	287	16	,	,	PUNCT
ajmsi-5281	287	17	zhang	zhang	PROPN
ajmsi-5281	287	18	,	,	PUNCT
ajmsi-5281	287	19	s.	s.	PROPN
ajmsi-5281	287	20	,	,	PUNCT
ajmsi-5281	287	21	&	&	CCONJ
ajmsi-5281	287	22	zhang	zhang	PROPN
ajmsi-5281	287	23	,	,	PUNCT
ajmsi-5281	287	24	b.	b.	PROPN
ajmsi-5281	287	25	(	(	PUNCT
ajmsi-5281	287	26	2024	2024	NUM
ajmsi-5281	287	27	)	)	PUNCT
ajmsi-5281	287	28	.	.	PUNCT
ajmsi-5281	288	1	radiogenomics	radiogenomic	NOUN
ajmsi-5281	288	2	:	:	PUNCT
ajmsi-5281	288	3	bridging	bridge	VERB
ajmsi-5281	288	4	the	the	DET
ajmsi-5281	288	5	gap	gap	NOUN
ajmsi-5281	288	6	between	between	ADP
ajmsi-5281	288	7	imaging	imaging	NOUN
ajmsi-5281	288	8	and	and	CCONJ
ajmsi-5281	288	9	genomics	genomic	NOUN
ajmsi-5281	288	10	for	for	ADP
ajmsi-5281	288	11	precision	precision	NOUN
ajmsi-5281	288	12	oncology	oncology	NOUN
ajmsi-5281	288	13	.	.	PUNCT
ajmsi-5281	289	1	medcomm	medcomm	PROPN
ajmsi-5281	289	2	,	,	PUNCT
ajmsi-5281	289	3	5(9	5(9	NUM
ajmsi-5281	289	4	)	)	PUNCT
ajmsi-5281	289	5	,	,	PUNCT
ajmsi-5281	289	6	e722	e722	PROPN
ajmsi-5281	289	7	.	.	PUNCT
ajmsi-5281	290	1	https://doi.org/10.1002/	https://doi.org/10.1002/	PROPN
ajmsi-5281	290	2	mco2.722	mco2.722	NOUN
ajmsi-5281	290	3	ikwuka	ikwuka	NOUN
ajmsi-5281	290	4	,	,	PUNCT
ajmsi-5281	290	5	a.	a.	NOUN
ajmsi-5281	290	6	o.	o.	PROPN
ajmsi-5281	290	7	,	,	PUNCT
ajmsi-5281	290	8	musa	musa	PROPN
ajmsi-5281	290	9	,	,	PUNCT
ajmsi-5281	290	10	s.	s.	PROPN
ajmsi-5281	290	11	,	,	PUNCT
ajmsi-5281	290	12	udeh	udeh	PROPN
ajmsi-5281	290	13	,	,	PUNCT
ajmsi-5281	290	14	f.	f.	PROPN
ajmsi-5281	290	15	c.	c.	PROPN
ajmsi-5281	290	16	,	,	PUNCT
ajmsi-5281	290	17	musa	musa	PROPN
ajmsi-5281	290	18	,	,	PUNCT
ajmsi-5281	290	19	a.	a.	NOUN
ajmsi-5281	290	20	a.	a.	PROPN
ajmsi-5281	290	21	,	,	PUNCT
ajmsi-5281	290	22	&	&	CCONJ
ajmsi-5281	290	23	chukwuezie	chukwuezie	PROPN
ajmsi-5281	290	24	,	,	PUNCT
ajmsi-5281	290	25	u.	u.	PROPN
ajmsi-5281	290	26	c.	c.	PROPN
ajmsi-5281	290	27	(	(	PUNCT
ajmsi-5281	290	28	2023	2023	NUM
ajmsi-5281	290	29	)	)	PUNCT
ajmsi-5281	290	30	.	.	PUNCT
ajmsi-5281	291	1	crispr	crispr	ADJ
ajmsi-5281	291	2	-	-	PUNCT
ajmsi-5281	291	3	cas9	cas9	NOUN
ajmsi-5281	291	4	genomic	genomic	NOUN
ajmsi-5281	291	5	editing	editing	NOUN
ajmsi-5281	291	6	as	as	ADP
ajmsi-5281	291	7	an	an	DET
ajmsi-5281	291	8	innovation	innovation	NOUN
ajmsi-5281	291	9	in	in	ADP
ajmsi-5281	291	10	the	the	DET
ajmsi-5281	291	11	management	management	NOUN
ajmsi-5281	291	12	of	of	ADP
ajmsi-5281	291	13	sickle	sickle	NOUN
ajmsi-5281	291	14	cell	cell	NOUN
ajmsi-5281	291	15	disease	disease	NOUN
ajmsi-5281	291	16	:	:	PUNCT
ajmsi-5281	291	17	a	a	DET
ajmsi-5281	291	18	systematic	systematic	ADJ
ajmsi-5281	291	19	review	review	NOUN
ajmsi-5281	291	20	.	.	PUNCT
ajmsi-5281	292	1	american	american	PROPN
ajmsi-5281	292	2	journal	journal	PROPN
ajmsi-5281	292	3	of	of	ADP
ajmsi-5281	292	4	medical	medical	ADJ
ajmsi-5281	292	5	science	science	NOUN
ajmsi-5281	292	6	and	and	CCONJ
ajmsi-5281	292	7	innovation	innovation	NOUN
ajmsi-5281	292	8	,	,	PUNCT
ajmsi-5281	292	9	2(2	2(2	NUM
ajmsi-5281	292	10	)	)	PUNCT
ajmsi-5281	292	11	,	,	PUNCT
ajmsi-5281	292	12	44–56	44–56	NUM
ajmsi-5281	292	13	.	.	PUNCT
ajmsi-5281	293	1	https://doi	https://doi	NOUN
ajmsi-5281	293	2	.	.	PUNCT
ajmsi-5281	293	3	org/10.54536	org/10.54536	PROPN
ajmsi-5281	293	4	/	/	SYM
ajmsi-5281	293	5	ajmsi.v2i2.1760	ajmsi.v2i2.1760	NUM
ajmsi-5281	293	6	kermany	kermany	NOUN
ajmsi-5281	293	7	,	,	PUNCT
ajmsi-5281	293	8	d.	d.	PROPN
ajmsi-5281	293	9	s.	s.	PROPN
ajmsi-5281	293	10	,	,	PUNCT
ajmsi-5281	293	11	goldbaum	goldbaum	PROPN
ajmsi-5281	293	12	,	,	PUNCT
ajmsi-5281	293	13	m.	m.	NOUN
ajmsi-5281	293	14	,	,	PUNCT
ajmsi-5281	293	15	cai	cai	PROPN
ajmsi-5281	293	16	,	,	PUNCT
ajmsi-5281	293	17	w.	w.	PROPN
ajmsi-5281	293	18	,	,	PUNCT
ajmsi-5281	293	19	valentim	valentim	PROPN
ajmsi-5281	293	20	,	,	PUNCT
ajmsi-5281	293	21	c.	c.	PROPN
ajmsi-5281	293	22	c.	c.	PROPN
ajmsi-5281	293	23	s.	s.	PROPN
ajmsi-5281	293	24	,	,	PUNCT
ajmsi-5281	293	25	pa	pa	PROPN
ajmsi-5281	293	26	ge	ge	PROPN
ajmsi-5281	293	27	11	11	NUM
ajmsi-5281	293	28	0	0	NUM
ajmsi-5281	293	29	https://journals.e-palli.com/home/index.php/ajmsi	https://journals.e-palli.com/home/index.php/ajmsi	PROPN
ajmsi-5281	293	30	am	be	AUX
ajmsi-5281	293	31	.	.	PUNCT
ajmsi-5281	294	1	j.	j.	PROPN
ajmsi-5281	294	2	med	med	PROPN
ajmsi-5281	294	3	.	.	PUNCT
ajmsi-5281	295	1	sci	sci	PROPN
ajmsi-5281	295	2	.	.	PUNCT
ajmsi-5281	295	3	innov	innov	PROPN
ajmsi-5281	295	4	.	.	PUNCT
ajmsi-5281	296	1	4(2	4(2	NUM
ajmsi-5281	296	2	)	)	PUNCT
ajmsi-5281	296	3	103	103	NUM
ajmsi-5281	296	4	-	-	SYM
ajmsi-5281	296	5	110	110	NUM
ajmsi-5281	296	6	,	,	PUNCT
ajmsi-5281	296	7	2025	2025	NUM
ajmsi-5281	296	8	liang	liang	PROPN
ajmsi-5281	296	9	,	,	PUNCT
ajmsi-5281	296	10	h.	h.	PROPN
ajmsi-5281	296	11	,	,	PUNCT
ajmsi-5281	296	12	baxter	baxter	PROPN
ajmsi-5281	296	13	,	,	PUNCT
ajmsi-5281	296	14	s.	s.	PROPN
ajmsi-5281	296	15	l.	l.	PROPN
ajmsi-5281	296	16	,	,	PUNCT
ajmsi-5281	296	17	mckeown	mckeown	PROPN
ajmsi-5281	296	18	,	,	PUNCT
ajmsi-5281	296	19	a.	a.	PROPN
ajmsi-5281	296	20	,	,	PUNCT
ajmsi-5281	296	21	yang	yang	PROPN
ajmsi-5281	296	22	,	,	PUNCT
ajmsi-5281	296	23	g.	g.	PROPN
ajmsi-5281	296	24	,	,	PUNCT
ajmsi-5281	296	25	wu	wu	PROPN
ajmsi-5281	296	26	,	,	PUNCT
ajmsi-5281	296	27	x.	x.	PROPN
ajmsi-5281	296	28	,	,	PUNCT
ajmsi-5281	296	29	yan	yan	PROPN
ajmsi-5281	296	30	,	,	PUNCT
ajmsi-5281	296	31	f.	f.	PROPN
ajmsi-5281	296	32	,	,	PUNCT
ajmsi-5281	296	33	dong	dong	PROPN
ajmsi-5281	296	34	,	,	PUNCT
ajmsi-5281	296	35	j.	j.	PROPN
ajmsi-5281	296	36	,	,	PUNCT
ajmsi-5281	296	37	prasadha	prasadha	PROPN
ajmsi-5281	296	38	,	,	PUNCT
ajmsi-5281	296	39	m.	m.	NOUN
ajmsi-5281	296	40	k.	k.	PROPN
ajmsi-5281	296	41	,	,	PUNCT
ajmsi-5281	296	42	pei	pei	PROPN
ajmsi-5281	296	43	,	,	PUNCT
ajmsi-5281	296	44	j.	j.	PROPN
ajmsi-5281	296	45	,	,	PUNCT
ajmsi-5281	296	46	ting	ting	PROPN
ajmsi-5281	296	47	,	,	PUNCT
ajmsi-5281	296	48	m.	m.	PROPN
ajmsi-5281	296	49	y.	y.	PROPN
ajmsi-5281	296	50	l.	l.	PROPN
ajmsi-5281	296	51	,	,	PUNCT
ajmsi-5281	296	52	zhu	zhu	PROPN
ajmsi-5281	296	53	,	,	PUNCT
ajmsi-5281	296	54	j.	j.	PROPN
ajmsi-5281	296	55	,	,	PUNCT
ajmsi-5281	296	56	li	li	PROPN
ajmsi-5281	296	57	,	,	PUNCT
ajmsi-5281	296	58	c.	c.	PROPN
ajmsi-5281	296	59	,	,	PUNCT
ajmsi-5281	296	60	hewett	hewett	PROPN
ajmsi-5281	296	61	,	,	PUNCT
ajmsi-5281	296	62	s.	s.	PROPN
ajmsi-5281	296	63	,	,	PUNCT
ajmsi-5281	296	64	dong	dong	PROPN
ajmsi-5281	296	65	,	,	PUNCT
ajmsi-5281	296	66	j.	j.	PROPN
ajmsi-5281	296	67	,	,	PUNCT
ajmsi-5281	296	68	ziyar	ziyar	PROPN
ajmsi-5281	296	69	,	,	PUNCT
ajmsi-5281	296	70	i.	i.	PROPN
ajmsi-5281	296	71	,	,	PUNCT
ajmsi-5281	296	72	shi	shi	PROPN
ajmsi-5281	296	73	,	,	PUNCT
ajmsi-5281	296	74	a.	a.	PROPN
ajmsi-5281	296	75	,	,	PUNCT
ajmsi-5281	296	76	…	…	PUNCT
ajmsi-5281	296	77	zhang	zhang	PROPN
ajmsi-5281	296	78	,	,	PUNCT
ajmsi-5281	296	79	k.	k.	PROPN
ajmsi-5281	296	80	(	(	PUNCT
ajmsi-5281	296	81	2018	2018	NUM
ajmsi-5281	296	82	)	)	PUNCT
ajmsi-5281	296	83	.	.	PUNCT
ajmsi-5281	297	1	identifying	identify	VERB
ajmsi-5281	297	2	medical	medical	ADJ
ajmsi-5281	297	3	diagnoses	diagnosis	NOUN
ajmsi-5281	297	4	and	and	CCONJ
ajmsi-5281	297	5	treatable	treatable	ADJ
ajmsi-5281	297	6	diseases	disease	NOUN
ajmsi-5281	297	7	by	by	ADP
ajmsi-5281	297	8	image	image	NOUN
ajmsi-5281	297	9	-	-	PUNCT
ajmsi-5281	297	10	based	base	VERB
ajmsi-5281	297	11	deep	deep	ADJ
ajmsi-5281	297	12	learning	learning	NOUN
ajmsi-5281	297	13	.	.	PUNCT
ajmsi-5281	298	1	cell	cell	NOUN
ajmsi-5281	298	2	,	,	PUNCT
ajmsi-5281	298	3	172(5	172(5	NUM
ajmsi-5281	298	4	)	)	PUNCT
ajmsi-5281	298	5	,	,	PUNCT
ajmsi-5281	298	6	1122–1131.e9	1122–1131.e9	NUM
ajmsi-5281	298	7	.	.	PUNCT
ajmsi-5281	299	1	https://doi	https://doi	X
ajmsi-5281	299	2	.	.	PUNCT
ajmsi-5281	299	3	org/10.1016	org/10.1016	PROPN
ajmsi-5281	299	4	/	/	SYM
ajmsi-5281	299	5	j.cell.2018.02.010	j.cell.2018.02.010	PROPN
ajmsi-5281	299	6	kim	kim	PROPN
ajmsi-5281	299	7	,	,	PUNCT
ajmsi-5281	299	8	i.	i.	PROPN
ajmsi-5281	299	9	,	,	PUNCT
ajmsi-5281	299	10	kang	kang	PROPN
ajmsi-5281	299	11	,	,	PUNCT
ajmsi-5281	299	12	k.	k.	PROPN
ajmsi-5281	299	13	,	,	PUNCT
ajmsi-5281	299	14	song	song	NOUN
ajmsi-5281	299	15	,	,	PUNCT
ajmsi-5281	299	16	y.	y.	PROPN
ajmsi-5281	299	17	,	,	PUNCT
ajmsi-5281	299	18	&	&	CCONJ
ajmsi-5281	299	19	kim	kim	PROPN
ajmsi-5281	299	20	,	,	PUNCT
ajmsi-5281	299	21	t.-j	t.-j	PROPN
ajmsi-5281	299	22	.	.	PUNCT
ajmsi-5281	300	1	(	(	PUNCT
ajmsi-5281	300	2	2022	2022	NUM
ajmsi-5281	300	3	)	)	PUNCT
ajmsi-5281	300	4	.	.	PUNCT
ajmsi-5281	301	1	application	application	NOUN
ajmsi-5281	301	2	of	of	ADP
ajmsi-5281	301	3	artificial	artificial	ADJ
ajmsi-5281	301	4	intelligence	intelligence	NOUN
ajmsi-5281	301	5	in	in	ADP
ajmsi-5281	301	6	pathology	pathology	NOUN
ajmsi-5281	301	7	:	:	PUNCT
ajmsi-5281	301	8	trends	trend	NOUN
ajmsi-5281	301	9	and	and	CCONJ
ajmsi-5281	301	10	challenges	challenge	NOUN
ajmsi-5281	301	11	.	.	PUNCT
ajmsi-5281	302	1	diagnostics	diagnostic	NOUN
ajmsi-5281	302	2	,	,	PUNCT
ajmsi-5281	302	3	12(11	12(11	NUM
ajmsi-5281	302	4	)	)	PUNCT
ajmsi-5281	302	5	,	,	PUNCT
ajmsi-5281	302	6	2794	2794	NUM
ajmsi-5281	302	7	.	.	PUNCT
ajmsi-5281	303	1	https://doi.org/10.3390/diagnostics12112794	https://doi.org/10.3390/diagnostics12112794	PROPN
ajmsi-5281	303	2	madabhushi	madabhushi	PROPN
ajmsi-5281	303	3	,	,	PUNCT
ajmsi-5281	303	4	a.	a.	PROPN
ajmsi-5281	303	5	,	,	PUNCT
ajmsi-5281	303	6	&	&	CCONJ
ajmsi-5281	303	7	lee	lee	PROPN
ajmsi-5281	303	8	,	,	PUNCT
ajmsi-5281	303	9	g.	g.	PROPN
ajmsi-5281	303	10	(	(	PUNCT
ajmsi-5281	303	11	2016	2016	NUM
ajmsi-5281	303	12	)	)	PUNCT
ajmsi-5281	303	13	.	.	PUNCT
ajmsi-5281	304	1	image	image	NOUN
ajmsi-5281	304	2	analysis	analysis	NOUN
ajmsi-5281	304	3	and	and	CCONJ
ajmsi-5281	304	4	machine	machine	NOUN
ajmsi-5281	304	5	learning	learning	NOUN
ajmsi-5281	304	6	in	in	ADP
ajmsi-5281	304	7	digital	digital	ADJ
ajmsi-5281	304	8	pathology	pathology	NOUN
ajmsi-5281	304	9	:	:	PUNCT
ajmsi-5281	304	10	challenges	challenge	NOUN
ajmsi-5281	304	11	and	and	CCONJ
ajmsi-5281	304	12	opportunities	opportunity	NOUN
ajmsi-5281	304	13	.	.	PUNCT
ajmsi-5281	305	1	medical	medical	ADJ
ajmsi-5281	305	2	image	image	NOUN
ajmsi-5281	305	3	analysis	analysis	NOUN
ajmsi-5281	305	4	,	,	PUNCT
ajmsi-5281	305	5	33	33	NUM
ajmsi-5281	305	6	,	,	PUNCT
ajmsi-5281	305	7	170–175	170–175	NUM
ajmsi-5281	305	8	.	.	PUNCT
ajmsi-5281	306	1	https://doi.org/10.1016/j.media.2016.06.037	https://doi.org/10.1016/j.media.2016.06.037	ADJ
ajmsi-5281	306	2	munari	munari	PROPN
ajmsi-5281	306	3	,	,	PUNCT
ajmsi-5281	306	4	e.	e.	PROPN
ajmsi-5281	306	5	,	,	PUNCT
ajmsi-5281	306	6	scarpa	scarpa	PROPN
ajmsi-5281	306	7	,	,	PUNCT
ajmsi-5281	306	8	a.	a.	PROPN
ajmsi-5281	306	9	,	,	PUNCT
ajmsi-5281	306	10	cima	cima	PROPN
ajmsi-5281	306	11	,	,	PUNCT
ajmsi-5281	306	12	l.	l.	PROPN
ajmsi-5281	306	13	,	,	PUNCT
ajmsi-5281	306	14	pozzi	pozzi	PROPN
ajmsi-5281	306	15	,	,	PUNCT
ajmsi-5281	306	16	m.	m.	NOUN
ajmsi-5281	306	17	,	,	PUNCT
ajmsi-5281	306	18	pagni	pagni	NOUN
ajmsi-5281	306	19	,	,	PUNCT
ajmsi-5281	306	20	f.	f.	PROPN
ajmsi-5281	306	21	,	,	PUNCT
ajmsi-5281	306	22	vasuri	vasuri	PROPN
ajmsi-5281	306	23	,	,	PUNCT
ajmsi-5281	306	24	f.	f.	PROPN
ajmsi-5281	306	25	,	,	PUNCT
ajmsi-5281	306	26	marletta	marletta	NOUN
ajmsi-5281	306	27	,	,	PUNCT
ajmsi-5281	306	28	s.	s.	PROPN
ajmsi-5281	306	29	,	,	PUNCT
ajmsi-5281	306	30	dei	dei	PROPN
ajmsi-5281	306	31	tos	tos	PROPN
ajmsi-5281	306	32	,	,	PUNCT
ajmsi-5281	306	33	a.	a.	NOUN
ajmsi-5281	306	34	p.	p.	NOUN
ajmsi-5281	306	35	,	,	PUNCT
ajmsi-5281	306	36	&	&	CCONJ
ajmsi-5281	306	37	eccher	eccher	PROPN
ajmsi-5281	306	38	,	,	PUNCT
ajmsi-5281	306	39	a.	a.	NOUN
ajmsi-5281	306	40	(	(	PUNCT
ajmsi-5281	306	41	2024	2024	NUM
ajmsi-5281	306	42	)	)	PUNCT
ajmsi-5281	306	43	.	.	PUNCT
ajmsi-5281	307	1	cutting	cut	VERB
ajmsi-5281	307	2	-	-	PUNCT
ajmsi-5281	307	3	edge	edge	NOUN
ajmsi-5281	307	4	technology	technology	NOUN
ajmsi-5281	307	5	and	and	CCONJ
ajmsi-5281	307	6	automation	automation	NOUN
ajmsi-5281	307	7	in	in	ADP
ajmsi-5281	307	8	the	the	DET
ajmsi-5281	307	9	pathology	pathology	NOUN
ajmsi-5281	307	10	laboratory	laboratory	NOUN
ajmsi-5281	307	11	:	:	PUNCT
ajmsi-5281	307	12	review	review	NOUN
ajmsi-5281	307	13	and	and	CCONJ
ajmsi-5281	307	14	perspectives	perspective	NOUN
ajmsi-5281	307	15	.	.	PUNCT
ajmsi-5281	308	1	virchows	virchows	PROPN
ajmsi-5281	308	2	archiv	archiv	PROPN
ajmsi-5281	308	3	,	,	PUNCT
ajmsi-5281	308	4	484	484	NUM
ajmsi-5281	308	5	,	,	PUNCT
ajmsi-5281	308	6	555–566	555–566	NUM
ajmsi-5281	308	7	.	.	PUNCT
ajmsi-5281	309	1	https://doi	https://doi	X
ajmsi-5281	309	2	.	.	PUNCT
ajmsi-5281	309	3	org/10.1007	org/10.1007	PROPN
ajmsi-5281	309	4	/	/	SYM
ajmsi-5281	309	5	s00428	s00428	PROPN
ajmsi-5281	309	6	-	-	PUNCT
ajmsi-5281	309	7	023	023	NUM
ajmsi-5281	309	8	-	-	PUNCT
ajmsi-5281	309	9	03655	03655	NUM
ajmsi-5281	309	10	-	-	PUNCT
ajmsi-5281	309	11	6	6	NUM
ajmsi-5281	309	12	oala	oala	NOUN
ajmsi-5281	309	13	,	,	PUNCT
ajmsi-5281	309	14	l.	l.	PROPN
ajmsi-5281	309	15	,	,	PUNCT
ajmsi-5281	309	16	flach	flach	PROPN
ajmsi-5281	309	17	,	,	PUNCT
ajmsi-5281	309	18	p.	p.	PROPN
ajmsi-5281	309	19	,	,	PUNCT
ajmsi-5281	309	20	&	&	CCONJ
ajmsi-5281	309	21	ghalwash	ghalwash	PROPN
ajmsi-5281	309	22	,	,	PUNCT
ajmsi-5281	309	23	m.	m.	NOUN
ajmsi-5281	309	24	(	(	PUNCT
ajmsi-5281	309	25	2022	2022	NUM
ajmsi-5281	309	26	)	)	PUNCT
ajmsi-5281	309	27	.	.	PUNCT
ajmsi-5281	310	1	trust	trust	NOUN
ajmsi-5281	310	2	in	in	ADP
ajmsi-5281	310	3	artificial	artificial	ADJ
ajmsi-5281	310	4	intelligence	intelligence	NOUN
ajmsi-5281	310	5	for	for	ADP
ajmsi-5281	310	6	medical	medical	ADJ
ajmsi-5281	310	7	diagnoses	diagnosis	NOUN
ajmsi-5281	310	8	:	:	PUNCT
ajmsi-5281	310	9	a	a	DET
ajmsi-5281	310	10	review	review	NOUN
ajmsi-5281	310	11	.	.	PUNCT
ajmsi-5281	311	1	ai	ai	VERB
ajmsi-5281	311	2	in	in	ADP
ajmsi-5281	311	3	healthcare	healthcare	PROPN
ajmsi-5281	311	4	,	,	PUNCT
ajmsi-5281	311	5	2	2	NUM
ajmsi-5281	311	6	,	,	PUNCT
ajmsi-5281	311	7	100031	100031	NUM
ajmsi-5281	311	8	.	.	PUNCT
ajmsi-5281	312	1	https://doi.org/10.1016/j	https://doi.org/10.1016/j	NOUN
ajmsi-5281	312	2	.	.	PUNCT
ajmsi-5281	313	1	aihc.2022.100031	aihc.2022.100031	PROPN
ajmsi-5281	313	2	panayides	panayide	NOUN
ajmsi-5281	313	3	,	,	PUNCT
ajmsi-5281	313	4	a.	a.	PROPN
ajmsi-5281	313	5	s.	s.	PROPN
ajmsi-5281	313	6	,	,	PUNCT
ajmsi-5281	313	7	amini	amini	PROPN
ajmsi-5281	313	8	,	,	PUNCT
ajmsi-5281	313	9	a.	a.	NOUN
ajmsi-5281	313	10	,	,	PUNCT
ajmsi-5281	313	11	filipovic	filipovic	PROPN
ajmsi-5281	313	12	,	,	PUNCT
ajmsi-5281	313	13	n.	n.	PROPN
ajmsi-5281	313	14	d.	d.	PROPN
ajmsi-5281	313	15	,	,	PUNCT
ajmsi-5281	313	16	sharma	sharma	PROPN
ajmsi-5281	313	17	,	,	PUNCT
ajmsi-5281	313	18	a.	a.	PROPN
ajmsi-5281	313	19	,	,	PUNCT
ajmsi-5281	313	20	tsaftaris	tsaftaris	PROPN
ajmsi-5281	313	21	,	,	PUNCT
ajmsi-5281	313	22	s.	s.	PROPN
ajmsi-5281	313	23	a.	a.	PROPN
ajmsi-5281	313	24	,	,	PUNCT
ajmsi-5281	313	25	young	young	ADJ
ajmsi-5281	313	26	,	,	PUNCT
ajmsi-5281	313	27	a.	a.	PROPN
ajmsi-5281	313	28	,	,	PUNCT
ajmsi-5281	313	29	et	et	PROPN
ajmsi-5281	313	30	al	al	PROPN
ajmsi-5281	313	31	.	.	PROPN
ajmsi-5281	313	32	(	(	PUNCT
ajmsi-5281	313	33	2020	2020	NUM
ajmsi-5281	313	34	)	)	PUNCT
ajmsi-5281	313	35	.	.	PUNCT
ajmsi-5281	314	1	ai	ai	VERB
ajmsi-5281	314	2	in	in	ADP
ajmsi-5281	314	3	medical	medical	ADJ
ajmsi-5281	314	4	imaging	imaging	NOUN
ajmsi-5281	314	5	informatics	informatic	NOUN
ajmsi-5281	314	6	:	:	PUNCT
ajmsi-5281	314	7	current	current	ADJ
ajmsi-5281	314	8	challenges	challenge	NOUN
ajmsi-5281	314	9	and	and	CCONJ
ajmsi-5281	314	10	future	future	ADJ
ajmsi-5281	314	11	directions	direction	NOUN
ajmsi-5281	314	12	.	.	PUNCT
ajmsi-5281	315	1	ieee	ieee	PROPN
ajmsi-5281	315	2	journal	journal	PROPN
ajmsi-5281	315	3	of	of	ADP
ajmsi-5281	315	4	biomedical	biomedical	ADJ
ajmsi-5281	315	5	and	and	CCONJ
ajmsi-5281	315	6	health	health	NOUN
ajmsi-5281	315	7	informatics	informatic	NOUN
ajmsi-5281	315	8	,	,	PUNCT
ajmsi-5281	315	9	24(7	24(7	NUM
ajmsi-5281	315	10	)	)	PUNCT
ajmsi-5281	315	11	,	,	PUNCT
ajmsi-5281	315	12	1837–1846	1837–1846	NUM
ajmsi-5281	315	13	.	.	PUNCT
ajmsi-5281	316	1	https://doi	https://doi	PROPN
ajmsi-5281	316	2	.	.	PUNCT
ajmsi-5281	316	3	org/10.1109	org/10.1109	PROPN
ajmsi-5281	316	4	/	/	SYM
ajmsi-5281	316	5	jbhi.2020.2986741	jbhi.2020.2986741	PROPN
ajmsi-5281	316	6	prevedello	prevedello	PROPN
ajmsi-5281	316	7	,	,	PUNCT
ajmsi-5281	316	8	l.	l.	PROPN
ajmsi-5281	316	9	m.	m.	PROPN
ajmsi-5281	316	10	,	,	PUNCT
ajmsi-5281	316	11	halabi	halabi	PROPN
ajmsi-5281	316	12	,	,	PUNCT
ajmsi-5281	316	13	s.	s.	PROPN
ajmsi-5281	316	14	s.	s.	PROPN
ajmsi-5281	316	15	,	,	PUNCT
ajmsi-5281	316	16	shih	shih	PROPN
ajmsi-5281	316	17	,	,	PUNCT
ajmsi-5281	316	18	g.	g.	PROPN
ajmsi-5281	316	19	,	,	PUNCT
ajmsi-5281	316	20	wu	wu	PROPN
ajmsi-5281	316	21	,	,	PUNCT
ajmsi-5281	316	22	c.	c.	PROPN
ajmsi-5281	316	23	c.	c.	PROPN
ajmsi-5281	316	24	,	,	PUNCT
ajmsi-5281	316	25	kohli	kohli	PROPN
ajmsi-5281	316	26	,	,	PUNCT
ajmsi-5281	316	27	m.	m.	PROPN
ajmsi-5281	316	28	d.	d.	PROPN
ajmsi-5281	316	29	,	,	PUNCT
ajmsi-5281	316	30	chokshi	chokshi	PROPN
ajmsi-5281	316	31	,	,	PUNCT
ajmsi-5281	316	32	f.	f.	PROPN
ajmsi-5281	316	33	h.	h.	PROPN
ajmsi-5281	316	34	,	,	PUNCT
ajmsi-5281	316	35	…	…	PUNCT
ajmsi-5281	316	36	&	&	CCONJ
ajmsi-5281	316	37	flanders	flanders	PROPN
ajmsi-5281	316	38	,	,	PUNCT
ajmsi-5281	316	39	a.	a.	PROPN
ajmsi-5281	316	40	e.	e.	PROPN
ajmsi-5281	316	41	(	(	PUNCT
ajmsi-5281	316	42	2019	2019	NUM
ajmsi-5281	316	43	)	)	PUNCT
ajmsi-5281	316	44	.	.	PUNCT
ajmsi-5281	317	1	challenges	challenge	NOUN
ajmsi-5281	317	2	related	relate	VERB
ajmsi-5281	317	3	to	to	ADP
ajmsi-5281	317	4	artificial	artificial	ADJ
ajmsi-5281	317	5	intelligence	intelligence	NOUN
ajmsi-5281	317	6	research	research	NOUN
ajmsi-5281	317	7	in	in	ADP
ajmsi-5281	317	8	medical	medical	ADJ
ajmsi-5281	317	9	imaging	imaging	NOUN
ajmsi-5281	317	10	and	and	CCONJ
ajmsi-5281	317	11	the	the	DET
ajmsi-5281	317	12	importance	importance	NOUN
ajmsi-5281	317	13	of	of	ADP
ajmsi-5281	317	14	image	image	NOUN
ajmsi-5281	317	15	analysis	analysis	NOUN
ajmsi-5281	317	16	competitions	competition	NOUN
ajmsi-5281	317	17	.	.	PUNCT
ajmsi-5281	318	1	radiology	radiology	NOUN
ajmsi-5281	318	2	:	:	PUNCT
ajmsi-5281	318	3	artificial	artificial	ADJ
ajmsi-5281	318	4	intelligence	intelligence	NOUN
ajmsi-5281	318	5	,	,	PUNCT
ajmsi-5281	318	6	1(1	1(1	NUM
ajmsi-5281	318	7	)	)	PUNCT
ajmsi-5281	318	8	,	,	PUNCT
ajmsi-5281	318	9	e180031	e180031	NOUN
ajmsi-5281	318	10	.	.	PUNCT
ajmsi-5281	318	11	https://doi.org/10.1148/ryai.20191800310	https://doi.org/10.1148/ryai.20191800310	PROPN
ajmsi-5281	319	1	rai	rai	PROPN
ajmsi-5281	319	2	,	,	PUNCT
ajmsi-5281	319	3	a.	a.	NOUN
ajmsi-5281	319	4	(	(	PUNCT
ajmsi-5281	319	5	2020	2020	NUM
ajmsi-5281	319	6	)	)	PUNCT
ajmsi-5281	319	7	.	.	PUNCT
ajmsi-5281	320	1	explainable	explainable	ADJ
ajmsi-5281	320	2	ai	ai	NOUN
ajmsi-5281	320	3	:	:	PUNCT
ajmsi-5281	320	4	from	from	ADP
ajmsi-5281	320	5	black	black	PROPN
ajmsi-5281	320	6	box	box	PROPN
ajmsi-5281	320	7	to	to	ADP
ajmsi-5281	320	8	glass	glass	PROPN
ajmsi-5281	320	9	box	box	PROPN
ajmsi-5281	320	10	.	.	PUNCT
ajmsi-5281	321	1	journal	journal	PROPN
ajmsi-5281	321	2	of	of	ADP
ajmsi-5281	321	3	the	the	DET
ajmsi-5281	321	4	academy	academy	NOUN
ajmsi-5281	321	5	of	of	ADP
ajmsi-5281	321	6	marketing	marketing	NOUN
ajmsi-5281	321	7	science	science	NOUN
ajmsi-5281	321	8	,	,	PUNCT
ajmsi-5281	321	9	48(1	48(1	NOUN
ajmsi-5281	321	10	)	)	PUNCT
ajmsi-5281	321	11	,	,	PUNCT
ajmsi-5281	321	12	137–141	137–141	NUM
ajmsi-5281	321	13	.	.	PUNCT
ajmsi-5281	321	14	https://doi.org/10.1007/s11747-01900710-5	https://doi.org/10.1007/s11747-01900710-5	PROPN
ajmsi-5281	321	15	rieke	rieke	ADJ
ajmsi-5281	321	16	,	,	PUNCT
ajmsi-5281	321	17	n.	n.	PROPN
ajmsi-5281	321	18	,	,	PUNCT
ajmsi-5281	321	19	hancox	hancox	PROPN
ajmsi-5281	321	20	,	,	PUNCT
ajmsi-5281	321	21	j.	j.	PROPN
ajmsi-5281	321	22	,	,	PUNCT
ajmsi-5281	321	23	li	li	PROPN
ajmsi-5281	321	24	,	,	PUNCT
ajmsi-5281	321	25	w.	w.	PROPN
ajmsi-5281	321	26	,	,	PUNCT
ajmsi-5281	321	27	milletari	milletari	PROPN
ajmsi-5281	321	28	,	,	PUNCT
ajmsi-5281	321	29	f.	f.	PROPN
ajmsi-5281	321	30	,	,	PUNCT
ajmsi-5281	321	31	roth	roth	PROPN
ajmsi-5281	321	32	,	,	PUNCT
ajmsi-5281	321	33	h.	h.	PROPN
ajmsi-5281	321	34	r.	r.	PROPN
ajmsi-5281	321	35	,	,	PUNCT
ajmsi-5281	321	36	albarqouni	albarqouni	PROPN
ajmsi-5281	321	37	,	,	PUNCT
ajmsi-5281	321	38	s.	s.	PROPN
ajmsi-5281	321	39	,	,	PUNCT
ajmsi-5281	321	40	…	…	PUNCT
ajmsi-5281	321	41	&	&	CCONJ
ajmsi-5281	321	42	summers	summer	NOUN
ajmsi-5281	321	43	,	,	PUNCT
ajmsi-5281	321	44	r.	r.	PROPN
ajmsi-5281	321	45	m.	m.	PROPN
ajmsi-5281	321	46	(	(	PUNCT
ajmsi-5281	321	47	2020	2020	NUM
ajmsi-5281	321	48	)	)	PUNCT
ajmsi-5281	321	49	.	.	PUNCT
ajmsi-5281	322	1	the	the	DET
ajmsi-5281	322	2	future	future	NOUN
ajmsi-5281	322	3	of	of	ADP
ajmsi-5281	322	4	digital	digital	ADJ
ajmsi-5281	322	5	health	health	NOUN
ajmsi-5281	322	6	with	with	ADP
ajmsi-5281	322	7	federated	federated	ADJ
ajmsi-5281	322	8	learning	learning	NOUN
ajmsi-5281	322	9	.	.	PUNCT
ajmsi-5281	323	1	npj	npj	PROPN
ajmsi-5281	323	2	digital	digital	ADJ
ajmsi-5281	323	3	medicine	medicine	NOUN
ajmsi-5281	323	4	,	,	PUNCT
ajmsi-5281	323	5	3	3	NUM
ajmsi-5281	323	6	,	,	PUNCT
ajmsi-5281	323	7	119	119	NUM
ajmsi-5281	323	8	.	.	PUNCT
ajmsi-5281	324	1	https://doi.org/10.1038/	https://doi.org/10.1038/	PROPN
ajmsi-5281	324	2	s41746	s41746	PROPN
ajmsi-5281	324	3	-	-	PUNCT
ajmsi-5281	324	4	020	020	NUM
ajmsi-5281	324	5	-	-	PUNCT
ajmsi-5281	324	6	00323	00323	NUM
ajmsi-5281	324	7	-	-	PUNCT
ajmsi-5281	324	8	1	1	NUM
ajmsi-5281	324	9	rowe	rowe	NOUN
ajmsi-5281	324	10	,	,	PUNCT
ajmsi-5281	324	11	s.	s.	PROPN
ajmsi-5281	324	12	(	(	PUNCT
ajmsi-5281	324	13	2021	2021	NUM
ajmsi-5281	324	14	)	)	PUNCT
ajmsi-5281	324	15	.	.	PUNCT
ajmsi-5281	325	1	artificial	artificial	ADJ
ajmsi-5281	325	2	intelligence	intelligence	NOUN
ajmsi-5281	325	3	in	in	ADP
ajmsi-5281	325	4	molecular	molecular	ADJ
ajmsi-5281	325	5	imaging	imaging	NOUN
ajmsi-5281	325	6	:	:	PUNCT
ajmsi-5281	325	7	at	at	ADP
ajmsi-5281	325	8	the	the	DET
ajmsi-5281	325	9	crossroads	crossroad	NOUN
ajmsi-5281	325	10	of	of	ADP
ajmsi-5281	325	11	revolutions	revolution	NOUN
ajmsi-5281	325	12	in	in	ADP
ajmsi-5281	325	13	medical	medical	ADJ
ajmsi-5281	325	14	diagnosis	diagnosis	NOUN
ajmsi-5281	325	15	.	.	PUNCT
ajmsi-5281	326	1	annals	annal	NOUN
ajmsi-5281	326	2	of	of	ADP
ajmsi-5281	326	3	translational	translational	ADJ
ajmsi-5281	326	4	medicine	medicine	NOUN
ajmsi-5281	326	5	,	,	PUNCT
ajmsi-5281	326	6	9(10	9(10	NUM
ajmsi-5281	326	7	)	)	PUNCT
ajmsi-5281	326	8	,	,	PUNCT
ajmsi-5281	326	9	826	826	NUM
ajmsi-5281	326	10	.	.	PUNCT
ajmsi-5281	327	1	https://doi.org/10.21037/atm-20-6191	https://doi.org/10.21037/atm-20-6191	X
ajmsi-5281	328	1	salo	salo	PROPN
ajmsi-5281	328	2	,	,	PUNCT
ajmsi-5281	328	3	i.	i.	PROPN
ajmsi-5281	328	4	,	,	PUNCT
ajmsi-5281	328	5	nordlund	nordlund	PROPN
ajmsi-5281	328	6	,	,	PUNCT
ajmsi-5281	328	7	l.	l.	PROPN
ajmsi-5281	328	8	,	,	PUNCT
ajmsi-5281	328	9	eklund	eklund	PROPN
ajmsi-5281	328	10	,	,	PUNCT
ajmsi-5281	328	11	l.	l.	PROPN
ajmsi-5281	328	12	,	,	PUNCT
ajmsi-5281	328	13	ho	ho	PROPN
ajmsi-5281	328	14	,	,	PUNCT
ajmsi-5281	328	15	j.	j.	PROPN
ajmsi-5281	328	16	,	,	PUNCT
ajmsi-5281	328	17	soini	soini	PROPN
ajmsi-5281	328	18	,	,	PUNCT
ajmsi-5281	328	19	m.	m.	NOUN
ajmsi-5281	328	20	,	,	PUNCT
ajmsi-5281	328	21	kumar	kumar	PROPN
ajmsi-5281	328	22	,	,	PUNCT
ajmsi-5281	328	23	d.	d.	PROPN
ajmsi-5281	328	24	,	,	PUNCT
ajmsi-5281	328	25	yeong	yeong	PROPN
ajmsi-5281	328	26	,	,	PUNCT
ajmsi-5281	328	27	j.	j.	PROPN
ajmsi-5281	328	28	,	,	PUNCT
ajmsi-5281	328	29	guan	guan	PROPN
ajmsi-5281	328	30	,	,	PUNCT
ajmsi-5281	328	31	f.	f.	PROPN
ajmsi-5281	328	32	,	,	PUNCT
ajmsi-5281	328	33	&	&	CCONJ
ajmsi-5281	328	34	metsälä	metsälä	PROPN
ajmsi-5281	328	35	,	,	PUNCT
ajmsi-5281	328	36	e.	e.	PROPN
ajmsi-5281	328	37	(	(	PUNCT
ajmsi-5281	328	38	2024	2024	NUM
ajmsi-5281	328	39	)	)	PUNCT
ajmsi-5281	328	40	.	.	PUNCT
ajmsi-5281	329	1	advancements	advancement	NOUN
ajmsi-5281	329	2	and	and	CCONJ
ajmsi-5281	329	3	applications	application	NOUN
ajmsi-5281	329	4	of	of	ADP
ajmsi-5281	329	5	ai	ai	PROPN
ajmsi-5281	329	6	technologies	technology	NOUN
ajmsi-5281	329	7	in	in	ADP
ajmsi-5281	329	8	pathology	pathology	NOUN
ajmsi-5281	329	9	:	:	PUNCT
ajmsi-5281	329	10	a	a	DET
ajmsi-5281	329	11	scoping	scope	VERB
ajmsi-5281	329	12	review	review	NOUN
ajmsi-5281	329	13	.	.	PUNCT
ajmsi-5281	330	1	computer	computer	NOUN
ajmsi-5281	330	2	methods	method	NOUN
ajmsi-5281	330	3	in	in	ADP
ajmsi-5281	330	4	biomechanics	biomechanic	NOUN
ajmsi-5281	330	5	and	and	CCONJ
ajmsi-5281	330	6	biomedical	biomedical	ADJ
ajmsi-5281	330	7	engineering	engineering	NOUN
ajmsi-5281	330	8	:	:	PUNCT
ajmsi-5281	330	9	imaging	imaging	NOUN
ajmsi-5281	330	10	&	&	CCONJ
ajmsi-5281	330	11	visualization	visualization	NOUN
ajmsi-5281	330	12	,	,	PUNCT
ajmsi-5281	330	13	12(1	12(1	NUM
ajmsi-5281	330	14	)	)	PUNCT
ajmsi-5281	330	15	.	.	PUNCT
ajmsi-5281	331	1	https://doi.org/10.1080/216811	https://doi.org/10.1080/216811	NOUN
ajmsi-5281	331	2	63.2024.2396595	63.2024.2396595	NUM
ajmsi-5281	331	3	saxena	saxena	PROPN
ajmsi-5281	331	4	,	,	PUNCT
ajmsi-5281	331	5	s.	s.	PROPN
ajmsi-5281	331	6	,	,	PUNCT
ajmsi-5281	331	7	jena	jena	PROPN
ajmsi-5281	331	8	,	,	PUNCT
ajmsi-5281	331	9	b.	b.	PROPN
ajmsi-5281	331	10	,	,	PUNCT
ajmsi-5281	331	11	gupta	gupta	PROPN
ajmsi-5281	331	12	,	,	PUNCT
ajmsi-5281	331	13	n.	n.	PROPN
ajmsi-5281	331	14	,	,	PUNCT
ajmsi-5281	331	15	das	das	PROPN
ajmsi-5281	331	16	,	,	PUNCT
ajmsi-5281	331	17	s.	s.	PROPN
ajmsi-5281	331	18	,	,	PUNCT
ajmsi-5281	331	19	sarmah	sarmah	PROPN
ajmsi-5281	331	20	,	,	PUNCT
ajmsi-5281	331	21	d.	d.	PROPN
ajmsi-5281	331	22	,	,	PUNCT
ajmsi-5281	331	23	bhattacharya	bhattacharya	PROPN
ajmsi-5281	331	24	,	,	PUNCT
ajmsi-5281	331	25	p.	p.	PROPN
ajmsi-5281	331	26	,	,	PUNCT
ajmsi-5281	331	27	nath	nath	PROPN
ajmsi-5281	331	28	,	,	PUNCT
ajmsi-5281	331	29	t.	t.	PROPN
ajmsi-5281	331	30	,	,	PUNCT
ajmsi-5281	331	31	paul	paul	PROPN
ajmsi-5281	331	32	,	,	PUNCT
ajmsi-5281	331	33	s.	s.	PROPN
ajmsi-5281	331	34	,	,	PUNCT
ajmsi-5281	331	35	fouda	fouda	PROPN
ajmsi-5281	331	36	,	,	PUNCT
ajmsi-5281	331	37	m.	m.	NOUN
ajmsi-5281	331	38	m.	m.	NOUN
ajmsi-5281	331	39	,	,	PUNCT
ajmsi-5281	331	40	kalra	kalra	NOUN
ajmsi-5281	331	41	,	,	PUNCT
ajmsi-5281	331	42	m.	m.	NOUN
ajmsi-5281	331	43	,	,	PUNCT
ajmsi-5281	331	44	saba	saba	PROPN
ajmsi-5281	331	45	,	,	PUNCT
ajmsi-5281	331	46	l.	l.	PROPN
ajmsi-5281	331	47	,	,	PUNCT
ajmsi-5281	331	48	pareek	pareek	PROPN
ajmsi-5281	331	49	,	,	PUNCT
ajmsi-5281	331	50	g.	g.	PROPN
ajmsi-5281	331	51	,	,	PUNCT
ajmsi-5281	331	52	&	&	CCONJ
ajmsi-5281	331	53	suri	suri	PROPN
ajmsi-5281	331	54	,	,	PUNCT
ajmsi-5281	331	55	j.	j.	PROPN
ajmsi-5281	331	56	s.	s.	PROPN
ajmsi-5281	331	57	(	(	PUNCT
ajmsi-5281	331	58	2022	2022	NUM
ajmsi-5281	331	59	)	)	PUNCT
ajmsi-5281	331	60	.	.	PUNCT
ajmsi-5281	332	1	role	role	NOUN
ajmsi-5281	332	2	of	of	ADP
ajmsi-5281	332	3	artificial	artificial	ADJ
ajmsi-5281	332	4	intelligence	intelligence	NOUN
ajmsi-5281	332	5	in	in	ADP
ajmsi-5281	332	6	radiogenomics	radiogenomic	NOUN
ajmsi-5281	332	7	for	for	ADP
ajmsi-5281	332	8	cancers	cancer	NOUN
ajmsi-5281	332	9	in	in	ADP
ajmsi-5281	332	10	the	the	DET
ajmsi-5281	332	11	era	era	NOUN
ajmsi-5281	332	12	of	of	ADP
ajmsi-5281	332	13	precision	precision	NOUN
ajmsi-5281	332	14	medicine	medicine	NOUN
ajmsi-5281	332	15	.	.	PUNCT
ajmsi-5281	333	1	cancers	cancer	NOUN
ajmsi-5281	333	2	,	,	PUNCT
ajmsi-5281	333	3	14(12	14(12	NUM
ajmsi-5281	333	4	)	)	PUNCT
ajmsi-5281	333	5	,	,	PUNCT
ajmsi-5281	333	6	2860	2860	NUM
ajmsi-5281	333	7	.	.	PUNCT
ajmsi-5281	334	1	https://doi.org/10.3390/cancers14122860	https://doi.org/10.3390/cancers14122860	PROPN
ajmsi-5281	334	2	seyhan	seyhan	PROPN
ajmsi-5281	334	3	,	,	PUNCT
ajmsi-5281	334	4	a.	a.	NOUN
ajmsi-5281	334	5	a.	a.	PROPN
ajmsi-5281	334	6	,	,	PUNCT
ajmsi-5281	334	7	&	&	CCONJ
ajmsi-5281	334	8	carini	carini	PROPN
ajmsi-5281	334	9	,	,	PUNCT
ajmsi-5281	334	10	c.	c.	PROPN
ajmsi-5281	334	11	(	(	PUNCT
ajmsi-5281	334	12	2019	2019	NUM
ajmsi-5281	334	13	)	)	PUNCT
ajmsi-5281	334	14	.	.	PUNCT
ajmsi-5281	334	15	are	be	AUX
ajmsi-5281	334	16	innovation	innovation	NOUN
ajmsi-5281	334	17	and	and	CCONJ
ajmsi-5281	334	18	new	new	ADJ
ajmsi-5281	334	19	technologies	technology	NOUN
ajmsi-5281	334	20	in	in	ADP
ajmsi-5281	334	21	precision	precision	NOUN
ajmsi-5281	334	22	medicine	medicine	NOUN
ajmsi-5281	334	23	paving	pave	VERB
ajmsi-5281	334	24	a	a	DET
ajmsi-5281	334	25	new	new	ADJ
ajmsi-5281	334	26	era	era	NOUN
ajmsi-5281	334	27	in	in	ADP
ajmsi-5281	334	28	patient	patient	NOUN
ajmsi-5281	334	29	-	-	PUNCT
ajmsi-5281	334	30	centric	centric	ADJ
ajmsi-5281	334	31	care	care	NOUN
ajmsi-5281	334	32	?	?	PUNCT
ajmsi-5281	335	1	journal	journal	NOUN
ajmsi-5281	335	2	of	of	ADP
ajmsi-5281	335	3	translational	translational	ADJ
ajmsi-5281	335	4	medicine	medicine	NOUN
ajmsi-5281	335	5	,	,	PUNCT
ajmsi-5281	335	6	17	17	NUM
ajmsi-5281	335	7	,	,	PUNCT
ajmsi-5281	335	8	114	114	NUM
ajmsi-5281	335	9	.	.	PUNCT
ajmsi-5281	336	1	https://doi.org/10.1186/s12967019-1901-0	https://doi.org/10.1186/s12967019-1901-0	ADJ
ajmsi-5281	336	2	shafi	shafi	PROPN
ajmsi-5281	336	3	,	,	PUNCT
ajmsi-5281	336	4	s.	s.	PROPN
ajmsi-5281	336	5	,	,	PUNCT
ajmsi-5281	336	6	&	&	CCONJ
ajmsi-5281	336	7	parwani	parwani	PROPN
ajmsi-5281	336	8	,	,	PUNCT
ajmsi-5281	336	9	a.	a.	NOUN
ajmsi-5281	336	10	v.	v.	PROPN
ajmsi-5281	336	11	(	(	PUNCT
ajmsi-5281	336	12	2023	2023	NUM
ajmsi-5281	336	13	)	)	PUNCT
ajmsi-5281	336	14	.	.	PUNCT
ajmsi-5281	337	1	artificial	artificial	ADJ
ajmsi-5281	337	2	intelligence	intelligence	NOUN
ajmsi-5281	337	3	in	in	ADP
ajmsi-5281	337	4	diagnostic	diagnostic	ADJ
ajmsi-5281	337	5	pathology	pathology	NOUN
ajmsi-5281	337	6	.	.	PUNCT
ajmsi-5281	338	1	diagnostic	diagnostic	ADJ
ajmsi-5281	338	2	pathology	pathology	NOUN
ajmsi-5281	338	3	,	,	PUNCT
ajmsi-5281	338	4	18	18	NUM
ajmsi-5281	338	5	,	,	PUNCT
ajmsi-5281	338	6	109	109	NUM
ajmsi-5281	338	7	.	.	PUNCT
ajmsi-5281	339	1	https://doi.org/10.1186/s13000-023-01375-z	https://doi.org/10.1186/s13000-023-01375-z	PROPN
ajmsi-5281	339	2	sussman	sussman	PROPN
ajmsi-5281	339	3	,	,	PUNCT
ajmsi-5281	339	4	l.	l.	PROPN
ajmsi-5281	339	5	,	,	PUNCT
ajmsi-5281	339	6	garcia	garcia	PROPN
ajmsi-5281	339	7	-	-	PUNCT
ajmsi-5281	339	8	robledo	robledo	PROPN
ajmsi-5281	339	9	,	,	PUNCT
ajmsi-5281	339	10	j.	j.	PROPN
ajmsi-5281	339	11	e.	e.	PROPN
ajmsi-5281	339	12	,	,	PUNCT
ajmsi-5281	339	13	ordóñez	ordóñez	NOUN
ajmsi-5281	339	14	-	-	PUNCT
ajmsi-5281	339	15	reyes	reyes	PROPN
ajmsi-5281	339	16	,	,	PUNCT
ajmsi-5281	339	17	c.	c.	PROPN
ajmsi-5281	339	18	,	,	PUNCT
ajmsi-5281	339	19	forero	forero	PROPN
ajmsi-5281	339	20	,	,	PUNCT
ajmsi-5281	339	21	y.	y.	NOUN
ajmsi-5281	339	22	,	,	PUNCT
ajmsi-5281	339	23	mosquera	mosquera	NOUN
ajmsi-5281	339	24	,	,	PUNCT
ajmsi-5281	339	25	a.	a.	PROPN
ajmsi-5281	339	26	f.	f.	PROPN
ajmsi-5281	339	27	,	,	PUNCT
ajmsi-5281	339	28	ruíz	ruíz	NOUN
ajmsi-5281	339	29	-	-	PUNCT
ajmsi-5281	339	30	patiño	patiño	NOUN
ajmsi-5281	339	31	,	,	PUNCT
ajmsi-5281	339	32	a.	a.	NOUN
ajmsi-5281	339	33	,	,	PUNCT
ajmsi-5281	339	34	chamorro	chamorro	PROPN
ajmsi-5281	339	35	,	,	PUNCT
ajmsi-5281	339	36	d.	d.	PROPN
ajmsi-5281	339	37	f.	f.	PROPN
ajmsi-5281	339	38	,	,	PUNCT
ajmsi-5281	339	39	&	&	CCONJ
ajmsi-5281	339	40	cardona	cardona	PROPN
ajmsi-5281	339	41	,	,	PUNCT
ajmsi-5281	339	42	a.	a.	PROPN
ajmsi-5281	339	43	f.	f.	PROPN
ajmsi-5281	339	44	(	(	PUNCT
ajmsi-5281	339	45	2022	2022	NUM
ajmsi-5281	339	46	)	)	PUNCT
ajmsi-5281	339	47	.	.	PUNCT
ajmsi-5281	340	1	integration	integration	NOUN
ajmsi-5281	340	2	of	of	ADP
ajmsi-5281	340	3	artificial	artificial	ADJ
ajmsi-5281	340	4	intelligence	intelligence	NOUN
ajmsi-5281	340	5	and	and	CCONJ
ajmsi-5281	340	6	precision	precision	NOUN
ajmsi-5281	340	7	oncology	oncology	NOUN
ajmsi-5281	340	8	in	in	ADP
ajmsi-5281	340	9	latin	latin	PROPN
ajmsi-5281	340	10	america	america	PROPN
ajmsi-5281	340	11	.	.	PUNCT
ajmsi-5281	341	1	frontiers	frontier	NOUN
ajmsi-5281	341	2	in	in	ADP
ajmsi-5281	341	3	medical	medical	ADJ
ajmsi-5281	341	4	technology	technology	NOUN
ajmsi-5281	341	5	,	,	PUNCT
ajmsi-5281	341	6	4	4	NUM
ajmsi-5281	341	7	,	,	PUNCT
ajmsi-5281	341	8	1007822	1007822	NUM
ajmsi-5281	341	9	.	.	PUNCT
ajmsi-5281	342	1	https://doi	https://doi	PROPN
ajmsi-5281	342	2	.	.	PUNCT
ajmsi-5281	342	3	org/10.3389	org/10.3389	PROPN
ajmsi-5281	342	4	/	/	SYM
ajmsi-5281	342	5	fmedt.2022.1007822	fmedt.2022.1007822	PROPN
ajmsi-5281	342	6	xu	xu	PROPN
ajmsi-5281	342	7	,	,	PUNCT
ajmsi-5281	342	8	j.	j.	PROPN
ajmsi-5281	342	9	,	,	PUNCT
ajmsi-5281	342	10	glicksberg	glicksberg	PROPN
ajmsi-5281	342	11	,	,	PUNCT
ajmsi-5281	342	12	b.	b.	PROPN
ajmsi-5281	342	13	s.	s.	PROPN
ajmsi-5281	342	14	,	,	PUNCT
ajmsi-5281	342	15	su	su	PROPN
ajmsi-5281	342	16	,	,	PUNCT
ajmsi-5281	342	17	c.	c.	PROPN
ajmsi-5281	342	18	,	,	PUNCT
ajmsi-5281	342	19	walker	walker	PROPN
ajmsi-5281	342	20	,	,	PUNCT
ajmsi-5281	342	21	p.	p.	PROPN
ajmsi-5281	342	22	,	,	PUNCT
ajmsi-5281	342	23	bian	bian	PROPN
ajmsi-5281	342	24	,	,	PUNCT
ajmsi-5281	342	25	j.	j.	PROPN
ajmsi-5281	342	26	,	,	PUNCT
ajmsi-5281	342	27	&	&	CCONJ
ajmsi-5281	342	28	wang	wang	PROPN
ajmsi-5281	342	29	,	,	PUNCT
ajmsi-5281	342	30	f.	f.	PROPN
ajmsi-5281	342	31	(	(	PUNCT
ajmsi-5281	342	32	2020	2020	NUM
ajmsi-5281	342	33	)	)	PUNCT
ajmsi-5281	342	34	.	.	PUNCT
ajmsi-5281	343	1	federated	federated	ADJ
ajmsi-5281	343	2	learning	learning	NOUN
ajmsi-5281	343	3	for	for	ADP
ajmsi-5281	343	4	healthcare	healthcare	NOUN
ajmsi-5281	343	5	informatics	informatic	NOUN
ajmsi-5281	343	6	.	.	PUNCT
ajmsi-5281	344	1	journal	journal	PROPN
ajmsi-5281	344	2	of	of	ADP
ajmsi-5281	344	3	healthcare	healthcare	PROPN
ajmsi-5281	344	4	informatics	informatics	PROPN
ajmsi-5281	344	5	research	research	PROPN
ajmsi-5281	344	6	,	,	PUNCT
ajmsi-5281	344	7	5(1	5(1	NUM
ajmsi-5281	344	8	)	)	PUNCT
ajmsi-5281	344	9	,	,	PUNCT
ajmsi-5281	344	10	1–19	1–19	NOUN
ajmsi-5281	344	11	.	.	PUNCT
ajmsi-5281	345	1	https://doi.org/10.1007/s41666-02000082-4	https://doi.org/10.1007/s41666-02000082-4	NOUN
