id	sid	tid	token	lemma	pos
ajtas-2398	1	1	american	american	PROPN
ajtas-2398	1	2	journal	journal	PROPN
ajtas-2398	1	3	of	of	ADP
ajtas-2398	1	4	technology	technology	NOUN
ajtas-2398	1	5	and	and	CCONJ
ajtas-2398	1	6	applied	apply	VERB
ajtas-2398	1	7	sciences	sciences	PROPN
ajtas-2398	1	8	issn	issn	X
ajtas-2398	1	9	(	(	PUNCT
ajtas-2398	1	10	e	e	NOUN
ajtas-2398	1	11	):	):	PUNCT
ajtas-2398	1	12	2832	2832	NUM
ajtas-2398	1	13	-	-	SYM
ajtas-2398	1	14	1766	1766	NUM
ajtas-2398	1	15	volume	volume	NOUN
ajtas-2398	1	16	29	29	NUM
ajtas-2398	1	17	,	,	PUNCT
ajtas-2398	1	18	october	october	PROPN
ajtas-2398	1	19	2024	2024	NUM
ajtas-2398	1	20	p	p	NOUN
ajtas-2398	1	21	a	a	PRON
ajtas-2398	1	22	g	g	NOUN
ajtas-2398	1	23	e	e	NOUN
ajtas-2398	1	24	|	|	ADV
ajtas-2398	1	25	11	11	NUM
ajtas-2398	1	26	www.americanjournal.org	www.americanjournal.org	NOUN
ajtas-2398	1	27	leveraging	leverage	VERB
ajtas-2398	1	28	artificial	artificial	ADJ
ajtas-2398	1	29	intelligence	intelligence	NOUN
ajtas-2398	1	30	for	for	ADP
ajtas-2398	1	31	early	early	ADJ
ajtas-2398	1	32	disease	disease	NOUN
ajtas-2398	1	33	detection	detection	NOUN
ajtas-2398	1	34	:	:	PUNCT
ajtas-2398	1	35	innovations	innovation	NOUN
ajtas-2398	1	36	and	and	CCONJ
ajtas-2398	1	37	challenges	challenge	NOUN
ajtas-2398	1	38	in	in	ADP
ajtas-2398	1	39	modern	modern	ADJ
ajtas-2398	1	40	healthcare	healthcare	NOUN
ajtas-2398	1	41	safarov	safarov	PROPN
ajtas-2398	1	42	ulug'bek	ulug'bek	PROPN
ajtas-2398	1	43	qarshiboy	qarshiboy	X
ajtas-2398	1	44	ugli	ugli	ADJ
ajtas-2398	1	45	,	,	PUNCT
ajtas-2398	1	46	otaxonov	otaxonov	PROPN
ajtas-2398	1	47	polvonnazir	polvonnazir	PROPN
ajtas-2398	1	48	ergash	ergash	PROPN
ajtas-2398	1	49	ugli	ugli	PROPN
ajtas-2398	1	50	,	,	PUNCT
ajtas-2398	1	51	qoraboyev	qoraboyev	NOUN
ajtas-2398	1	52	avazbek	avazbek	PROPN
ajtas-2398	1	53	alijonovich	alijonovich	PROPN
ajtas-2398	1	54	tashkent	tashkent	PROPN
ajtas-2398	1	55	medical	medical	PROPN
ajtas-2398	1	56	academy	academy	PROPN
ajtas-2398	1	57	tashkent	tashkent	PROPN
ajtas-2398	1	58	,	,	PUNCT
ajtas-2398	1	59	uzbekistan	uzbekistan	PROPN
ajtas-2398	1	60	a	a	DET
ajtas-2398	1	61	b	b	PROPN
ajtas-2398	1	62	s	s	ADP
ajtas-2398	1	63	t	t	PROPN
ajtas-2398	1	64	r	r	NOUN
ajtas-2398	1	65	a	a	DET
ajtas-2398	1	66	c	c	NOUN
ajtas-2398	1	67	t	t	NOUN
ajtas-2398	1	68	k	k	X
ajtas-2398	1	69	e	e	PROPN
ajtas-2398	1	70	y	y	PROPN
ajtas-2398	1	71	w	w	NOUN
ajtas-2398	1	72	o	o	NOUN
ajtas-2398	1	73	r	r	NOUN
ajtas-2398	1	74	d	d	PROPN
ajtas-2398	1	75	s	s	X
ajtas-2398	1	76	artificial	artificial	ADJ
ajtas-2398	1	77	intelligence	intelligence	NOUN
ajtas-2398	1	78	(	(	PUNCT
ajtas-2398	1	79	ai	ai	PROPN
ajtas-2398	1	80	)	)	PUNCT
ajtas-2398	1	81	is	be	AUX
ajtas-2398	1	82	revolutionizing	revolutionize	VERB
ajtas-2398	1	83	the	the	DET
ajtas-2398	1	84	healthcare	healthcare	NOUN
ajtas-2398	1	85	industry	industry	NOUN
ajtas-2398	1	86	,	,	PUNCT
ajtas-2398	1	87	particularly	particularly	ADV
ajtas-2398	1	88	in	in	ADP
ajtas-2398	1	89	the	the	DET
ajtas-2398	1	90	early	early	ADJ
ajtas-2398	1	91	detection	detection	NOUN
ajtas-2398	1	92	of	of	ADP
ajtas-2398	1	93	diseases	disease	NOUN
ajtas-2398	1	94	.	.	PUNCT
ajtas-2398	2	1	by	by	ADP
ajtas-2398	2	2	analyzing	analyze	VERB
ajtas-2398	2	3	large	large	ADJ
ajtas-2398	2	4	datasets	dataset	NOUN
ajtas-2398	2	5	and	and	CCONJ
ajtas-2398	2	6	identifying	identify	VERB
ajtas-2398	2	7	patterns	pattern	NOUN
ajtas-2398	2	8	that	that	PRON
ajtas-2398	2	9	may	may	AUX
ajtas-2398	2	10	not	not	PART
ajtas-2398	2	11	be	be	AUX
ajtas-2398	2	12	immediately	immediately	ADV
ajtas-2398	2	13	visible	visible	ADJ
ajtas-2398	2	14	to	to	ADP
ajtas-2398	2	15	human	human	ADJ
ajtas-2398	2	16	clinicians	clinician	NOUN
ajtas-2398	2	17	,	,	PUNCT
ajtas-2398	2	18	ai	ai	VERB
ajtas-2398	2	19	offers	offer	VERB
ajtas-2398	2	20	the	the	DET
ajtas-2398	2	21	potential	potential	NOUN
ajtas-2398	2	22	to	to	PART
ajtas-2398	2	23	enhance	enhance	VERB
ajtas-2398	2	24	diagnostic	diagnostic	ADJ
ajtas-2398	2	25	accuracy	accuracy	NOUN
ajtas-2398	2	26	,	,	PUNCT
ajtas-2398	2	27	reduce	reduce	VERB
ajtas-2398	2	28	costs	cost	NOUN
ajtas-2398	2	29	,	,	PUNCT
ajtas-2398	2	30	and	and	CCONJ
ajtas-2398	2	31	improve	improve	VERB
ajtas-2398	2	32	patient	patient	ADJ
ajtas-2398	2	33	outcomes	outcome	NOUN
ajtas-2398	2	34	.	.	PUNCT
ajtas-2398	3	1	this	this	DET
ajtas-2398	3	2	article	article	NOUN
ajtas-2398	3	3	delves	delve	VERB
ajtas-2398	3	4	into	into	ADP
ajtas-2398	3	5	the	the	DET
ajtas-2398	3	6	innovations	innovation	NOUN
ajtas-2398	3	7	ai	ai	AUX
ajtas-2398	3	8	brings	bring	NOUN
ajtas-2398	3	9	to	to	ADP
ajtas-2398	3	10	early	early	ADJ
ajtas-2398	3	11	disease	disease	NOUN
ajtas-2398	3	12	detection	detection	NOUN
ajtas-2398	3	13	,	,	PUNCT
ajtas-2398	3	14	including	include	VERB
ajtas-2398	3	15	machine	machine	NOUN
ajtas-2398	3	16	learning	learning	NOUN
ajtas-2398	3	17	algorithms	algorithm	NOUN
ajtas-2398	3	18	,	,	PUNCT
ajtas-2398	3	19	medical	medical	ADJ
ajtas-2398	3	20	imaging	imaging	NOUN
ajtas-2398	3	21	,	,	PUNCT
ajtas-2398	3	22	and	and	CCONJ
ajtas-2398	3	23	wearable	wearable	ADJ
ajtas-2398	3	24	health	health	NOUN
ajtas-2398	3	25	technology	technology	NOUN
ajtas-2398	3	26	.	.	PUNCT
ajtas-2398	4	1	it	it	PRON
ajtas-2398	4	2	also	also	ADV
ajtas-2398	4	3	addresses	address	VERB
ajtas-2398	4	4	the	the	DET
ajtas-2398	4	5	significant	significant	ADJ
ajtas-2398	4	6	challenges	challenge	NOUN
ajtas-2398	4	7	associated	associate	VERB
ajtas-2398	4	8	with	with	ADP
ajtas-2398	4	9	integrating	integrate	VERB
ajtas-2398	4	10	ai	ai	VERB
ajtas-2398	4	11	into	into	ADP
ajtas-2398	4	12	healthcare	healthcare	NOUN
ajtas-2398	4	13	systems	system	NOUN
ajtas-2398	4	14	,	,	PUNCT
ajtas-2398	4	15	such	such	ADJ
ajtas-2398	4	16	as	as	ADP
ajtas-2398	4	17	data	data	NOUN
ajtas-2398	4	18	privacy	privacy	NOUN
ajtas-2398	4	19	concerns	concern	NOUN
ajtas-2398	4	20	,	,	PUNCT
ajtas-2398	4	21	regulatory	regulatory	ADJ
ajtas-2398	4	22	hurdles	hurdle	NOUN
ajtas-2398	4	23	,	,	PUNCT
ajtas-2398	4	24	and	and	CCONJ
ajtas-2398	4	25	the	the	DET
ajtas-2398	4	26	need	need	NOUN
ajtas-2398	4	27	for	for	ADP
ajtas-2398	4	28	robust	robust	ADJ
ajtas-2398	4	29	infrastructure	infrastructure	NOUN
ajtas-2398	4	30	.	.	PUNCT
ajtas-2398	5	1	the	the	DET
ajtas-2398	5	2	article	article	NOUN
ajtas-2398	5	3	concludes	conclude	VERB
ajtas-2398	5	4	by	by	ADP
ajtas-2398	5	5	emphasizing	emphasize	VERB
ajtas-2398	5	6	the	the	DET
ajtas-2398	5	7	importance	importance	NOUN
ajtas-2398	5	8	of	of	ADP
ajtas-2398	5	9	collaboration	collaboration	NOUN
ajtas-2398	5	10	between	between	ADP
ajtas-2398	5	11	technologists	technologist	NOUN
ajtas-2398	5	12	,	,	PUNCT
ajtas-2398	5	13	healthcare	healthcare	NOUN
ajtas-2398	5	14	providers	provider	NOUN
ajtas-2398	5	15	,	,	PUNCT
ajtas-2398	5	16	and	and	CCONJ
ajtas-2398	5	17	policymakers	policymaker	NOUN
ajtas-2398	5	18	to	to	PART
ajtas-2398	5	19	fully	fully	ADV
ajtas-2398	5	20	realize	realize	VERB
ajtas-2398	5	21	the	the	DET
ajtas-2398	5	22	potential	potential	NOUN
ajtas-2398	5	23	of	of	ADP
ajtas-2398	5	24	ai	ai	NOUN
ajtas-2398	5	25	in	in	ADP
ajtas-2398	5	26	early	early	ADJ
ajtas-2398	5	27	disease	disease	NOUN
ajtas-2398	5	28	detection	detection	NOUN
ajtas-2398	5	29	.	.	PUNCT
ajtas-2398	6	1	artificial	artificial	ADJ
ajtas-2398	6	2	intelligence	intelligence	NOUN
ajtas-2398	6	3	(	(	PUNCT
ajtas-2398	6	4	ai	ai	NOUN
ajtas-2398	6	5	)	)	PUNCT
ajtas-2398	6	6	,	,	PUNCT
ajtas-2398	6	7	early	early	ADJ
ajtas-2398	6	8	disease	disease	NOUN
ajtas-2398	6	9	detection	detection	NOUN
ajtas-2398	6	10	,	,	PUNCT
ajtas-2398	6	11	machine	machine	NOUN
ajtas-2398	6	12	learning	learning	NOUN
ajtas-2398	6	13	,	,	PUNCT
ajtas-2398	6	14	healthcare	healthcare	PROPN
ajtas-2398	6	15	innovations	innovation	NOUN
ajtas-2398	6	16	,	,	PUNCT
ajtas-2398	6	17	medical	medical	ADJ
ajtas-2398	6	18	imaging	imaging	NOUN
ajtas-2398	6	19	,	,	PUNCT
ajtas-2398	6	20	data	data	NOUN
ajtas-2398	6	21	privacy	privacy	NOUN
ajtas-2398	6	22	,	,	PUNCT
ajtas-2398	6	23	healthcare	healthcare	NOUN
ajtas-2398	6	24	challenges	challenge	NOUN
ajtas-2398	6	25	.	.	PUNCT
ajtas-2398	7	1	introduction	introduction	NOUN
ajtas-2398	7	2	artificial	artificial	ADJ
ajtas-2398	7	3	intelligence	intelligence	NOUN
ajtas-2398	7	4	(	(	PUNCT
ajtas-2398	7	5	ai	ai	PROPN
ajtas-2398	7	6	)	)	PUNCT
ajtas-2398	7	7	is	be	AUX
ajtas-2398	7	8	transforming	transform	VERB
ajtas-2398	7	9	the	the	DET
ajtas-2398	7	10	landscape	landscape	NOUN
ajtas-2398	7	11	of	of	ADP
ajtas-2398	7	12	modern	modern	ADJ
ajtas-2398	7	13	healthcare	healthcare	NOUN
ajtas-2398	7	14	by	by	ADP
ajtas-2398	7	15	offering	offer	VERB
ajtas-2398	7	16	innovative	innovative	ADJ
ajtas-2398	7	17	solutions	solution	NOUN
ajtas-2398	7	18	to	to	ADP
ajtas-2398	7	19	some	some	PRON
ajtas-2398	7	20	of	of	ADP
ajtas-2398	7	21	the	the	DET
ajtas-2398	7	22	most	most	ADV
ajtas-2398	7	23	pressing	pressing	ADJ
ajtas-2398	7	24	challenges	challenge	NOUN
ajtas-2398	7	25	in	in	ADP
ajtas-2398	7	26	disease	disease	NOUN
ajtas-2398	7	27	detection	detection	NOUN
ajtas-2398	7	28	and	and	CCONJ
ajtas-2398	7	29	diagnosis	diagnosis	NOUN
ajtas-2398	7	30	.	.	PUNCT
ajtas-2398	8	1	early	early	ADJ
ajtas-2398	8	2	disease	disease	NOUN
ajtas-2398	8	3	detection	detection	NOUN
ajtas-2398	8	4	is	be	AUX
ajtas-2398	8	5	a	a	DET
ajtas-2398	8	6	critical	critical	ADJ
ajtas-2398	8	7	component	component	NOUN
ajtas-2398	8	8	of	of	ADP
ajtas-2398	8	9	effective	effective	ADJ
ajtas-2398	8	10	healthcare	healthcare	NOUN
ajtas-2398	8	11	,	,	PUNCT
ajtas-2398	8	12	as	as	SCONJ
ajtas-2398	8	13	diagnosing	diagnose	VERB
ajtas-2398	8	14	conditions	condition	NOUN
ajtas-2398	8	15	at	at	ADP
ajtas-2398	8	16	their	their	PRON
ajtas-2398	8	17	earliest	early	ADJ
ajtas-2398	8	18	stages	stage	NOUN
ajtas-2398	8	19	significantly	significantly	ADV
ajtas-2398	8	20	improves	improve	VERB
ajtas-2398	8	21	the	the	DET
ajtas-2398	8	22	chances	chance	NOUN
ajtas-2398	8	23	of	of	ADP
ajtas-2398	8	24	successful	successful	ADJ
ajtas-2398	8	25	treatment	treatment	NOUN
ajtas-2398	8	26	and	and	CCONJ
ajtas-2398	8	27	recovery	recovery	NOUN
ajtas-2398	8	28	.	.	PUNCT
ajtas-2398	9	1	traditional	traditional	ADJ
ajtas-2398	9	2	diagnostic	diagnostic	ADJ
ajtas-2398	9	3	methods	method	NOUN
ajtas-2398	9	4	,	,	PUNCT
ajtas-2398	9	5	while	while	SCONJ
ajtas-2398	9	6	effective	effective	ADJ
ajtas-2398	9	7	,	,	PUNCT
ajtas-2398	9	8	often	often	ADV
ajtas-2398	9	9	rely	rely	VERB
ajtas-2398	9	10	on	on	ADP
ajtas-2398	9	11	subjective	subjective	ADJ
ajtas-2398	9	12	human	human	ADJ
ajtas-2398	9	13	interpretation	interpretation	NOUN
ajtas-2398	9	14	and	and	CCONJ
ajtas-2398	9	15	can	can	AUX
ajtas-2398	9	16	be	be	AUX
ajtas-2398	9	17	limited	limit	VERB
ajtas-2398	9	18	by	by	ADP
ajtas-2398	9	19	time	time	NOUN
ajtas-2398	9	20	and	and	CCONJ
ajtas-2398	9	21	resource	resource	NOUN
ajtas-2398	9	22	constraints	constraint	NOUN
ajtas-2398	9	23	.	.	PUNCT
ajtas-2398	10	1	ai	ai	VERB
ajtas-2398	10	2	,	,	PUNCT
ajtas-2398	10	3	with	with	ADP
ajtas-2398	10	4	its	its	PRON
ajtas-2398	10	5	ability	ability	NOUN
ajtas-2398	10	6	to	to	PART
ajtas-2398	10	7	process	process	VERB
ajtas-2398	10	8	vast	vast	ADJ
ajtas-2398	10	9	amounts	amount	NOUN
ajtas-2398	10	10	of	of	ADP
ajtas-2398	10	11	data	datum	NOUN
ajtas-2398	10	12	quickly	quickly	ADV
ajtas-2398	10	13	and	and	CCONJ
ajtas-2398	10	14	accurately	accurately	ADV
ajtas-2398	10	15	,	,	PUNCT
ajtas-2398	10	16	has	have	AUX
ajtas-2398	10	17	emerged	emerge	VERB
ajtas-2398	10	18	as	as	ADP
ajtas-2398	10	19	a	a	DET
ajtas-2398	10	20	powerful	powerful	ADJ
ajtas-2398	10	21	tool	tool	NOUN
ajtas-2398	10	22	to	to	PART
ajtas-2398	10	23	augment	augment	VERB
ajtas-2398	10	24	human	human	ADJ
ajtas-2398	10	25	expertise	expertise	NOUN
ajtas-2398	10	26	in	in	ADP
ajtas-2398	10	27	identifying	identify	VERB
ajtas-2398	10	28	early	early	ADJ
ajtas-2398	10	29	signs	sign	NOUN
ajtas-2398	10	30	of	of	ADP
ajtas-2398	10	31	diseases	disease	NOUN
ajtas-2398	10	32	such	such	ADJ
ajtas-2398	10	33	as	as	ADP
ajtas-2398	10	34	cancer	cancer	NOUN
ajtas-2398	10	35	,	,	PUNCT
ajtas-2398	10	36	cardiovascular	cardiovascular	ADJ
ajtas-2398	10	37	conditions	condition	NOUN
ajtas-2398	10	38	,	,	PUNCT
ajtas-2398	10	39	and	and	CCONJ
ajtas-2398	10	40	neurological	neurological	ADJ
ajtas-2398	10	41	disorders[1	disorders[1	NOUN
ajtas-2398	10	42	]	]	PUNCT
ajtas-2398	10	43	.	.	PUNCT
ajtas-2398	11	1	one	one	NUM
ajtas-2398	11	2	of	of	ADP
ajtas-2398	11	3	the	the	DET
ajtas-2398	11	4	key	key	ADJ
ajtas-2398	11	5	areas	area	NOUN
ajtas-2398	11	6	where	where	SCONJ
ajtas-2398	11	7	ai	ai	VERB
ajtas-2398	11	8	has	have	AUX
ajtas-2398	11	9	shown	show	VERB
ajtas-2398	11	10	remarkable	remarkable	ADJ
ajtas-2398	11	11	promise	promise	NOUN
ajtas-2398	11	12	is	be	AUX
ajtas-2398	11	13	in	in	ADP
ajtas-2398	11	14	the	the	DET
ajtas-2398	11	15	analysis	analysis	NOUN
ajtas-2398	11	16	of	of	ADP
ajtas-2398	11	17	medical	medical	ADJ
ajtas-2398	11	18	images	image	NOUN
ajtas-2398	11	19	,	,	PUNCT
ajtas-2398	11	20	including	include	VERB
ajtas-2398	11	21	x	x	NOUN
ajtas-2398	11	22	-	-	NOUN
ajtas-2398	11	23	rays	ray	NOUN
ajtas-2398	11	24	,	,	PUNCT
ajtas-2398	11	25	ct	ct	NUM
ajtas-2398	11	26	scans	scan	NOUN
ajtas-2398	11	27	,	,	PUNCT
ajtas-2398	11	28	and	and	CCONJ
ajtas-2398	11	29	mris	mris	PROPN
ajtas-2398	11	30	.	.	PUNCT
ajtas-2398	11	31	machine	machine	NOUN
ajtas-2398	11	32	learning	learn	VERB
ajtas-2398	11	33	algorithms	algorithm	NOUN
ajtas-2398	11	34	can	can	AUX
ajtas-2398	11	35	be	be	AUX
ajtas-2398	11	36	trained	train	VERB
ajtas-2398	11	37	to	to	PART
ajtas-2398	11	38	recognize	recognize	VERB
ajtas-2398	11	39	patterns	pattern	NOUN
ajtas-2398	11	40	in	in	ADP
ajtas-2398	11	41	these	these	DET
ajtas-2398	11	42	images	image	NOUN
ajtas-2398	11	43	that	that	PRON
ajtas-2398	11	44	may	may	AUX
ajtas-2398	11	45	not	not	PART
ajtas-2398	11	46	be	be	AUX
ajtas-2398	11	47	immediately	immediately	ADV
ajtas-2398	11	48	obvious	obvious	ADJ
ajtas-2398	11	49	to	to	ADP
ajtas-2398	11	50	human	human	ADJ
ajtas-2398	11	51	observers	observer	NOUN
ajtas-2398	11	52	,	,	PUNCT
ajtas-2398	11	53	allowing	allow	VERB
ajtas-2398	11	54	for	for	ADP
ajtas-2398	11	55	earlier	early	ADJ
ajtas-2398	11	56	american	american	ADJ
ajtas-2398	11	57	journal	journal	PROPN
ajtas-2398	11	58	of	of	ADP
ajtas-2398	11	59	technology	technology	NOUN
ajtas-2398	11	60	and	and	CCONJ
ajtas-2398	11	61	applied	apply	VERB
ajtas-2398	11	62	sciences	science	NOUN
ajtas-2398	11	63	volume	volume	NOUN
ajtas-2398	11	64	29	29	NUM
ajtas-2398	11	65	,	,	PUNCT
ajtas-2398	11	66	october	october	PROPN
ajtas-2398	11	67	2024	2024	NUM
ajtas-2398	11	68	p	p	NOUN
ajtas-2398	11	69	a	a	DET
ajtas-2398	11	70	g	g	NOUN
ajtas-2398	11	71	e	e	NOUN
ajtas-2398	11	72	|	|	NOUN
ajtas-2398	11	73	12	12	NUM
ajtas-2398	11	74	www.americanjournal.org	www.americanjournal.org	NOUN
ajtas-2398	11	75	and	and	CCONJ
ajtas-2398	11	76	more	more	ADV
ajtas-2398	11	77	accurate	accurate	ADJ
ajtas-2398	11	78	diagnoses	diagnosis	NOUN
ajtas-2398	11	79	.	.	PUNCT
ajtas-2398	12	1	in	in	ADP
ajtas-2398	12	2	addition	addition	NOUN
ajtas-2398	12	3	,	,	PUNCT
ajtas-2398	12	4	ai	ai	NOUN
ajtas-2398	12	5	-	-	PUNCT
ajtas-2398	12	6	powered	powered	ADJ
ajtas-2398	12	7	wearable	wearable	ADJ
ajtas-2398	12	8	health	health	NOUN
ajtas-2398	12	9	technologies	technology	NOUN
ajtas-2398	12	10	enable	enable	VERB
ajtas-2398	12	11	continuous	continuous	ADJ
ajtas-2398	12	12	monitoring	monitoring	NOUN
ajtas-2398	12	13	of	of	ADP
ajtas-2398	12	14	vital	vital	ADJ
ajtas-2398	12	15	signs	sign	NOUN
ajtas-2398	12	16	and	and	CCONJ
ajtas-2398	12	17	other	other	ADJ
ajtas-2398	12	18	health	health	NOUN
ajtas-2398	12	19	metrics	metric	NOUN
ajtas-2398	12	20	,	,	PUNCT
ajtas-2398	12	21	providing	provide	VERB
ajtas-2398	12	22	real	real	ADJ
ajtas-2398	12	23	-	-	PUNCT
ajtas-2398	12	24	time	time	NOUN
ajtas-2398	12	25	insights	insight	NOUN
ajtas-2398	12	26	into	into	ADP
ajtas-2398	12	27	a	a	DET
ajtas-2398	12	28	patient	patient	NOUN
ajtas-2398	12	29	’s	’s	PART
ajtas-2398	12	30	condition	condition	NOUN
ajtas-2398	12	31	[	[	X
ajtas-2398	12	32	2	2	NUM
ajtas-2398	12	33	]	]	PUNCT
ajtas-2398	12	34	.	.	PUNCT
ajtas-2398	13	1	despite	despite	SCONJ
ajtas-2398	13	2	these	these	DET
ajtas-2398	13	3	advances	advance	NOUN
ajtas-2398	13	4	,	,	PUNCT
ajtas-2398	13	5	the	the	DET
ajtas-2398	13	6	integration	integration	NOUN
ajtas-2398	13	7	of	of	ADP
ajtas-2398	13	8	ai	ai	VERB
ajtas-2398	13	9	into	into	ADP
ajtas-2398	13	10	healthcare	healthcare	NOUN
ajtas-2398	13	11	is	be	AUX
ajtas-2398	13	12	not	not	PART
ajtas-2398	13	13	without	without	ADP
ajtas-2398	13	14	challenges	challenge	NOUN
ajtas-2398	13	15	.	.	PUNCT
ajtas-2398	14	1	issues	issue	NOUN
ajtas-2398	14	2	related	relate	VERB
ajtas-2398	14	3	to	to	ADP
ajtas-2398	14	4	data	datum	NOUN
ajtas-2398	14	5	privacy	privacy	NOUN
ajtas-2398	14	6	,	,	PUNCT
ajtas-2398	14	7	ethical	ethical	ADJ
ajtas-2398	14	8	concerns	concern	NOUN
ajtas-2398	14	9	,	,	PUNCT
ajtas-2398	14	10	regulatory	regulatory	ADJ
ajtas-2398	14	11	approval	approval	NOUN
ajtas-2398	14	12	,	,	PUNCT
ajtas-2398	14	13	and	and	CCONJ
ajtas-2398	14	14	the	the	DET
ajtas-2398	14	15	readiness	readiness	NOUN
ajtas-2398	14	16	of	of	ADP
ajtas-2398	14	17	healthcare	healthcare	PROPN
ajtas-2398	14	18	infrastructure	infrastructure	NOUN
ajtas-2398	14	19	to	to	PART
ajtas-2398	14	20	support	support	VERB
ajtas-2398	14	21	ai	ai	NOUN
ajtas-2398	14	22	technologies	technology	NOUN
ajtas-2398	14	23	must	must	AUX
ajtas-2398	14	24	be	be	AUX
ajtas-2398	14	25	addressed	address	VERB
ajtas-2398	14	26	to	to	PART
ajtas-2398	14	27	ensure	ensure	VERB
ajtas-2398	14	28	the	the	DET
ajtas-2398	14	29	successful	successful	ADJ
ajtas-2398	14	30	adoption	adoption	NOUN
ajtas-2398	14	31	of	of	ADP
ajtas-2398	14	32	ai	ai	VERB
ajtas-2398	14	33	in	in	ADP
ajtas-2398	14	34	clinical	clinical	ADJ
ajtas-2398	14	35	settings	setting	NOUN
ajtas-2398	14	36	[	[	X
ajtas-2398	14	37	3	3	NUM
ajtas-2398	14	38	]	]	PUNCT
ajtas-2398	14	39	.	.	PUNCT
ajtas-2398	15	1	this	this	DET
ajtas-2398	15	2	article	article	NOUN
ajtas-2398	15	3	explores	explore	VERB
ajtas-2398	15	4	both	both	CCONJ
ajtas-2398	15	5	the	the	DET
ajtas-2398	15	6	innovations	innovation	NOUN
ajtas-2398	15	7	that	that	PRON
ajtas-2398	15	8	ai	ai	VERB
ajtas-2398	15	9	brings	bring	VERB
ajtas-2398	15	10	to	to	ADP
ajtas-2398	15	11	early	early	ADJ
ajtas-2398	15	12	disease	disease	NOUN
ajtas-2398	15	13	detection	detection	NOUN
ajtas-2398	15	14	and	and	CCONJ
ajtas-2398	15	15	the	the	DET
ajtas-2398	15	16	challenges	challenge	NOUN
ajtas-2398	15	17	that	that	PRON
ajtas-2398	15	18	must	must	AUX
ajtas-2398	15	19	be	be	AUX
ajtas-2398	15	20	overcome	overcome	VERB
ajtas-2398	15	21	to	to	PART
ajtas-2398	15	22	maximize	maximize	VERB
ajtas-2398	15	23	its	its	PRON
ajtas-2398	15	24	potential	potential	NOUN
ajtas-2398	15	25	.	.	PUNCT
ajtas-2398	16	1	main	main	ADJ
ajtas-2398	16	2	part	part	NOUN
ajtas-2398	16	3	innovations	innovation	NOUN
ajtas-2398	16	4	in	in	ADP
ajtas-2398	16	5	ai	ai	NOUN
ajtas-2398	16	6	for	for	ADP
ajtas-2398	16	7	early	early	ADJ
ajtas-2398	16	8	disease	disease	NOUN
ajtas-2398	16	9	detection	detection	NOUN
ajtas-2398	16	10	machine	machine	NOUN
ajtas-2398	16	11	learning	learning	NOUN
ajtas-2398	16	12	and	and	CCONJ
ajtas-2398	16	13	diagnostic	diagnostic	ADJ
ajtas-2398	16	14	algorithms	algorithms	NOUN
ajtas-2398	16	15	machine	machine	NOUN
ajtas-2398	16	16	learning	learning	NOUN
ajtas-2398	16	17	(	(	PUNCT
ajtas-2398	16	18	ml	ml	NOUN
ajtas-2398	16	19	)	)	PUNCT
ajtas-2398	16	20	,	,	PUNCT
ajtas-2398	16	21	a	a	DET
ajtas-2398	16	22	subset	subset	NOUN
ajtas-2398	16	23	of	of	ADP
ajtas-2398	16	24	ai	ai	PROPN
ajtas-2398	16	25	,	,	PUNCT
ajtas-2398	16	26	plays	play	VERB
ajtas-2398	16	27	a	a	DET
ajtas-2398	16	28	pivotal	pivotal	ADJ
ajtas-2398	16	29	role	role	NOUN
ajtas-2398	16	30	in	in	ADP
ajtas-2398	16	31	enhancing	enhance	VERB
ajtas-2398	16	32	the	the	DET
ajtas-2398	16	33	early	early	ADJ
ajtas-2398	16	34	detection	detection	NOUN
ajtas-2398	16	35	of	of	ADP
ajtas-2398	16	36	diseases	disease	NOUN
ajtas-2398	16	37	.	.	PUNCT
ajtas-2398	17	1	ml	ml	PROPN
ajtas-2398	17	2	algorithms	algorithm	NOUN
ajtas-2398	17	3	are	be	AUX
ajtas-2398	17	4	designed	design	VERB
ajtas-2398	17	5	to	to	PART
ajtas-2398	17	6	learn	learn	VERB
ajtas-2398	17	7	from	from	ADP
ajtas-2398	17	8	large	large	ADJ
ajtas-2398	17	9	datasets	dataset	NOUN
ajtas-2398	17	10	,	,	PUNCT
ajtas-2398	17	11	improving	improve	VERB
ajtas-2398	17	12	their	their	PRON
ajtas-2398	17	13	accuracy	accuracy	NOUN
ajtas-2398	17	14	over	over	ADP
ajtas-2398	17	15	time	time	NOUN
ajtas-2398	17	16	as	as	SCONJ
ajtas-2398	17	17	they	they	PRON
ajtas-2398	17	18	process	process	VERB
ajtas-2398	17	19	more	more	ADJ
ajtas-2398	17	20	information	information	NOUN
ajtas-2398	17	21	.	.	PUNCT
ajtas-2398	18	1	these	these	DET
ajtas-2398	18	2	algorithms	algorithm	NOUN
ajtas-2398	18	3	can	can	AUX
ajtas-2398	18	4	identify	identify	VERB
ajtas-2398	18	5	patterns	pattern	NOUN
ajtas-2398	18	6	and	and	CCONJ
ajtas-2398	18	7	anomalies	anomaly	NOUN
ajtas-2398	18	8	that	that	PRON
ajtas-2398	18	9	may	may	AUX
ajtas-2398	18	10	indicate	indicate	VERB
ajtas-2398	18	11	the	the	DET
ajtas-2398	18	12	presence	presence	NOUN
ajtas-2398	18	13	of	of	ADP
ajtas-2398	18	14	diseases	disease	NOUN
ajtas-2398	18	15	at	at	ADP
ajtas-2398	18	16	an	an	DET
ajtas-2398	18	17	early	early	ADJ
ajtas-2398	18	18	stage	stage	NOUN
ajtas-2398	18	19	.	.	PUNCT
ajtas-2398	19	1	for	for	ADP
ajtas-2398	19	2	example	example	NOUN
ajtas-2398	19	3	,	,	PUNCT
ajtas-2398	19	4	google	google	PROPN
ajtas-2398	19	5	’s	’s	PART
ajtas-2398	19	6	deepmind	deepmind	NOUN
ajtas-2398	19	7	has	have	AUX
ajtas-2398	19	8	developed	develop	VERB
ajtas-2398	19	9	an	an	DET
ajtas-2398	19	10	ai	ai	NOUN
ajtas-2398	19	11	system	system	NOUN
ajtas-2398	19	12	that	that	PRON
ajtas-2398	19	13	can	can	AUX
ajtas-2398	19	14	diagnose	diagnose	VERB
ajtas-2398	19	15	over	over	ADP
ajtas-2398	19	16	50	50	NUM
ajtas-2398	19	17	eye	eye	NOUN
ajtas-2398	19	18	diseases	disease	NOUN
ajtas-2398	19	19	with	with	ADP
ajtas-2398	19	20	greater	great	ADJ
ajtas-2398	19	21	accuracy	accuracy	NOUN
ajtas-2398	19	22	than	than	ADP
ajtas-2398	19	23	most	most	ADJ
ajtas-2398	19	24	human	human	ADJ
ajtas-2398	19	25	doctors[4	doctors[4	NOUN
ajtas-2398	19	26	]	]	PUNCT
ajtas-2398	19	27	.	.	PUNCT
ajtas-2398	20	1	similarly	similarly	ADV
ajtas-2398	20	2	,	,	PUNCT
ajtas-2398	20	3	ai	ai	VERB
ajtas-2398	20	4	has	have	AUX
ajtas-2398	20	5	been	be	AUX
ajtas-2398	20	6	instrumental	instrumental	ADJ
ajtas-2398	20	7	in	in	ADP
ajtas-2398	20	8	early	early	ADJ
ajtas-2398	20	9	cancer	cancer	NOUN
ajtas-2398	20	10	detection	detection	NOUN
ajtas-2398	20	11	,	,	PUNCT
ajtas-2398	20	12	particularly	particularly	ADV
ajtas-2398	20	13	in	in	ADP
ajtas-2398	20	14	breast	breast	NOUN
ajtas-2398	20	15	cancer	cancer	NOUN
ajtas-2398	20	16	screening	screening	NOUN
ajtas-2398	20	17	.	.	PUNCT
ajtas-2398	21	1	deep	deep	ADJ
ajtas-2398	21	2	learning	learning	NOUN
ajtas-2398	21	3	models	model	NOUN
ajtas-2398	21	4	trained	train	VERB
ajtas-2398	21	5	on	on	ADP
ajtas-2398	21	6	mammograms	mammogram	NOUN
ajtas-2398	21	7	can	can	AUX
ajtas-2398	21	8	identify	identify	VERB
ajtas-2398	21	9	early	early	ADJ
ajtas-2398	21	10	signs	sign	NOUN
ajtas-2398	21	11	of	of	ADP
ajtas-2398	21	12	breast	breast	NOUN
ajtas-2398	21	13	cancer	cancer	NOUN
ajtas-2398	21	14	with	with	ADP
ajtas-2398	21	15	high	high	ADJ
ajtas-2398	21	16	accuracy	accuracy	NOUN
ajtas-2398	21	17	,	,	PUNCT
ajtas-2398	21	18	sometimes	sometimes	ADV
ajtas-2398	21	19	even	even	ADV
ajtas-2398	21	20	outperforming	outperform	VERB
ajtas-2398	21	21	human	human	ADJ
ajtas-2398	21	22	radiologists[5	radiologists[5	PROPN
ajtas-2398	21	23	]	]	PUNCT
ajtas-2398	21	24	.	.	PUNCT
ajtas-2398	22	1	ai	ai	VERB
ajtas-2398	22	2	’s	’s	PART
ajtas-2398	22	3	ability	ability	NOUN
ajtas-2398	22	4	to	to	PART
ajtas-2398	22	5	analyze	analyze	VERB
ajtas-2398	22	6	medical	medical	ADJ
ajtas-2398	22	7	records	record	NOUN
ajtas-2398	22	8	,	,	PUNCT
ajtas-2398	22	9	lab	lab	NOUN
ajtas-2398	22	10	results	result	NOUN
ajtas-2398	22	11	,	,	PUNCT
ajtas-2398	22	12	and	and	CCONJ
ajtas-2398	22	13	genetic	genetic	ADJ
ajtas-2398	22	14	information	information	NOUN
ajtas-2398	22	15	also	also	ADV
ajtas-2398	22	16	contributes	contribute	VERB
ajtas-2398	22	17	to	to	ADP
ajtas-2398	22	18	early	early	ADJ
ajtas-2398	22	19	diagnosis	diagnosis	NOUN
ajtas-2398	22	20	.	.	PUNCT
ajtas-2398	23	1	predictive	predictive	ADJ
ajtas-2398	23	2	algorithms	algorithm	NOUN
ajtas-2398	23	3	can	can	AUX
ajtas-2398	23	4	flag	flag	VERB
ajtas-2398	23	5	patients	patient	NOUN
ajtas-2398	23	6	who	who	PRON
ajtas-2398	23	7	are	be	AUX
ajtas-2398	23	8	at	at	ADP
ajtas-2398	23	9	higher	high	ADJ
ajtas-2398	23	10	risk	risk	NOUN
ajtas-2398	23	11	for	for	ADP
ajtas-2398	23	12	developing	develop	VERB
ajtas-2398	23	13	certain	certain	ADJ
ajtas-2398	23	14	diseases	disease	NOUN
ajtas-2398	23	15	,	,	PUNCT
ajtas-2398	23	16	prompting	prompt	VERB
ajtas-2398	23	17	earlier	early	ADJ
ajtas-2398	23	18	interventions	intervention	NOUN
ajtas-2398	23	19	.	.	PUNCT
ajtas-2398	24	1	for	for	ADP
ajtas-2398	24	2	instance	instance	NOUN
ajtas-2398	24	3	,	,	PUNCT
ajtas-2398	24	4	ibm	ibm	PROPN
ajtas-2398	24	5	’s	’s	PART
ajtas-2398	24	6	watson	watson	PROPN
ajtas-2398	24	7	has	have	AUX
ajtas-2398	24	8	been	be	AUX
ajtas-2398	24	9	used	use	VERB
ajtas-2398	24	10	to	to	PART
ajtas-2398	24	11	assist	assist	VERB
ajtas-2398	24	12	in	in	ADP
ajtas-2398	24	13	oncology	oncology	NOUN
ajtas-2398	24	14	by	by	ADP
ajtas-2398	24	15	analyzing	analyze	VERB
ajtas-2398	24	16	patient	patient	ADJ
ajtas-2398	24	17	data	datum	NOUN
ajtas-2398	24	18	to	to	PART
ajtas-2398	24	19	suggest	suggest	VERB
ajtas-2398	24	20	personalized	personalized	ADJ
ajtas-2398	24	21	treatment	treatment	NOUN
ajtas-2398	24	22	plans	plan	NOUN
ajtas-2398	24	23	based	base	VERB
ajtas-2398	24	24	on	on	ADP
ajtas-2398	24	25	a	a	DET
ajtas-2398	24	26	patient	patient	NOUN
ajtas-2398	24	27	’s	’s	PART
ajtas-2398	24	28	unique	unique	ADJ
ajtas-2398	24	29	genetic	genetic	ADJ
ajtas-2398	24	30	makeup[6	makeup[6	NOUN
ajtas-2398	24	31	]	]	PUNCT
ajtas-2398	24	32	.	.	PUNCT
ajtas-2398	25	1	ai	ai	VERB
ajtas-2398	25	2	in	in	ADP
ajtas-2398	25	3	medical	medical	ADJ
ajtas-2398	25	4	imaging	imaging	NOUN
ajtas-2398	25	5	medical	medical	ADJ
ajtas-2398	25	6	imaging	imaging	NOUN
ajtas-2398	25	7	is	be	AUX
ajtas-2398	25	8	one	one	NUM
ajtas-2398	25	9	of	of	ADP
ajtas-2398	25	10	the	the	DET
ajtas-2398	25	11	most	most	ADV
ajtas-2398	25	12	data	data	NOUN
ajtas-2398	25	13	-	-	PUNCT
ajtas-2398	25	14	intensive	intensive	ADJ
ajtas-2398	25	15	fields	field	NOUN
ajtas-2398	25	16	in	in	ADP
ajtas-2398	25	17	healthcare	healthcare	NOUN
ajtas-2398	25	18	,	,	PUNCT
ajtas-2398	25	19	and	and	CCONJ
ajtas-2398	25	20	ai	ai	PROPN
ajtas-2398	25	21	has	have	AUX
ajtas-2398	25	22	proven	prove	VERB
ajtas-2398	25	23	to	to	PART
ajtas-2398	25	24	be	be	AUX
ajtas-2398	25	25	a	a	DET
ajtas-2398	25	26	gamechanger	gamechanger	NOUN
ajtas-2398	25	27	in	in	ADP
ajtas-2398	25	28	this	this	DET
ajtas-2398	25	29	domain	domain	NOUN
ajtas-2398	25	30	.	.	PUNCT
ajtas-2398	26	1	by	by	ADP
ajtas-2398	26	2	analyzing	analyze	VERB
ajtas-2398	26	3	thousands	thousand	NOUN
ajtas-2398	26	4	of	of	ADP
ajtas-2398	26	5	medical	medical	ADJ
ajtas-2398	26	6	images	image	NOUN
ajtas-2398	26	7	,	,	PUNCT
ajtas-2398	26	8	ai	ai	AUX
ajtas-2398	26	9	can	can	AUX
ajtas-2398	26	10	detect	detect	VERB
ajtas-2398	26	11	abnormalities	abnormality	NOUN
ajtas-2398	26	12	at	at	ADP
ajtas-2398	26	13	earlier	early	ADJ
ajtas-2398	26	14	stages	stage	NOUN
ajtas-2398	26	15	than	than	ADP
ajtas-2398	26	16	human	human	ADJ
ajtas-2398	26	17	clinicians	clinician	NOUN
ajtas-2398	26	18	might	might	AUX
ajtas-2398	26	19	.	.	PUNCT
ajtas-2398	27	1	in	in	ADP
ajtas-2398	27	2	the	the	DET
ajtas-2398	27	3	detection	detection	NOUN
ajtas-2398	27	4	of	of	ADP
ajtas-2398	27	5	lung	lung	NOUN
ajtas-2398	27	6	cancer	cancer	NOUN
ajtas-2398	27	7	,	,	PUNCT
ajtas-2398	27	8	for	for	ADP
ajtas-2398	27	9	example	example	NOUN
ajtas-2398	27	10	,	,	PUNCT
ajtas-2398	27	11	ai	ai	VERB
ajtas-2398	27	12	algorithms	algorithm	NOUN
ajtas-2398	27	13	have	have	AUX
ajtas-2398	27	14	been	be	AUX
ajtas-2398	27	15	used	use	VERB
ajtas-2398	27	16	to	to	PART
ajtas-2398	27	17	analyze	analyze	VERB
ajtas-2398	27	18	ct	ct	NUM
ajtas-2398	27	19	scans	scan	NOUN
ajtas-2398	27	20	and	and	CCONJ
ajtas-2398	27	21	identify	identify	VERB
ajtas-2398	27	22	small	small	ADJ
ajtas-2398	27	23	nodules	nodule	NOUN
ajtas-2398	27	24	that	that	PRON
ajtas-2398	27	25	could	could	AUX
ajtas-2398	27	26	be	be	AUX
ajtas-2398	27	27	indicative	indicative	ADJ
ajtas-2398	27	28	of	of	ADP
ajtas-2398	27	29	cancerous	cancerous	ADJ
ajtas-2398	27	30	growths[7	growths[7	NOUN
ajtas-2398	27	31	]	]	PUNCT
ajtas-2398	27	32	.	.	PUNCT
ajtas-2398	28	1	research	research	NOUN
ajtas-2398	28	2	conducted	conduct	VERB
ajtas-2398	28	3	by	by	ADP
ajtas-2398	28	4	stanford	stanford	PROPN
ajtas-2398	28	5	university	university	PROPN
ajtas-2398	28	6	found	find	VERB
ajtas-2398	28	7	that	that	SCONJ
ajtas-2398	28	8	ai	ai	VERB
ajtas-2398	28	9	systems	system	NOUN
ajtas-2398	28	10	could	could	AUX
ajtas-2398	28	11	detect	detect	VERB
ajtas-2398	28	12	pneumonia	pneumonia	NOUN
ajtas-2398	28	13	from	from	ADP
ajtas-2398	28	14	chest	chest	NOUN
ajtas-2398	28	15	x	x	NOUN
ajtas-2398	28	16	-	-	NOUN
ajtas-2398	28	17	rays	ray	NOUN
ajtas-2398	28	18	with	with	ADP
ajtas-2398	28	19	greater	great	ADJ
ajtas-2398	28	20	accuracy	accuracy	NOUN
ajtas-2398	28	21	than	than	ADP
ajtas-2398	28	22	radiologists[8	radiologists[8	PROPN
ajtas-2398	28	23	]	]	PUNCT
ajtas-2398	28	24	.	.	PUNCT
ajtas-2398	29	1	in	in	ADP
ajtas-2398	29	2	addition	addition	NOUN
ajtas-2398	29	3	to	to	ADP
ajtas-2398	29	4	diagnosing	diagnose	VERB
ajtas-2398	29	5	diseases	disease	NOUN
ajtas-2398	29	6	,	,	PUNCT
ajtas-2398	29	7	ai	ai	VERB
ajtas-2398	29	8	can	can	AUX
ajtas-2398	29	9	be	be	AUX
ajtas-2398	29	10	used	use	VERB
ajtas-2398	29	11	to	to	PART
ajtas-2398	29	12	predict	predict	VERB
ajtas-2398	29	13	disease	disease	NOUN
ajtas-2398	29	14	progression	progression	NOUN
ajtas-2398	29	15	by	by	ADP
ajtas-2398	29	16	comparing	compare	VERB
ajtas-2398	29	17	current	current	ADJ
ajtas-2398	29	18	imaging	imaging	NOUN
ajtas-2398	29	19	data	datum	NOUN
ajtas-2398	29	20	with	with	ADP
ajtas-2398	29	21	historical	historical	ADJ
ajtas-2398	29	22	data	datum	NOUN
ajtas-2398	29	23	.	.	PUNCT
ajtas-2398	30	1	for	for	ADP
ajtas-2398	30	2	instance	instance	NOUN
ajtas-2398	30	3	,	,	PUNCT
ajtas-2398	30	4	ai	ai	ADJ
ajtas-2398	30	5	-	-	PUNCT
ajtas-2398	30	6	powered	power	VERB
ajtas-2398	30	7	tools	tool	NOUN
ajtas-2398	30	8	are	be	AUX
ajtas-2398	30	9	being	be	AUX
ajtas-2398	30	10	used	use	VERB
ajtas-2398	30	11	to	to	PART
ajtas-2398	30	12	predict	predict	VERB
ajtas-2398	30	13	the	the	DET
ajtas-2398	30	14	likelihood	likelihood	NOUN
ajtas-2398	30	15	of	of	ADP
ajtas-2398	30	16	a	a	DET
ajtas-2398	30	17	tumor	tumor	NOUN
ajtas-2398	30	18	's	's	PART
ajtas-2398	30	19	growth	growth	NOUN
ajtas-2398	30	20	or	or	CCONJ
ajtas-2398	30	21	a	a	DET
ajtas-2398	30	22	brain	brain	NOUN
ajtas-2398	30	23	hemorrhage	hemorrhage	NOUN
ajtas-2398	30	24	’s	’s	PART
ajtas-2398	30	25	expansion	expansion	NOUN
ajtas-2398	30	26	over	over	ADP
ajtas-2398	30	27	time[9	time[9	NUM
ajtas-2398	30	28	]	]	PUNCT
ajtas-2398	30	29	.	.	PUNCT
ajtas-2398	31	1	wearable	wearable	ADJ
ajtas-2398	31	2	health	health	NOUN
ajtas-2398	31	3	technology	technology	NOUN
ajtas-2398	31	4	wearable	wearable	ADJ
ajtas-2398	31	5	devices	device	NOUN
ajtas-2398	31	6	such	such	ADJ
ajtas-2398	31	7	as	as	ADP
ajtas-2398	31	8	smartwatches	smartwatche	NOUN
ajtas-2398	31	9	,	,	PUNCT
ajtas-2398	31	10	fitness	fitness	NOUN
ajtas-2398	31	11	trackers	tracker	NOUN
ajtas-2398	31	12	,	,	PUNCT
ajtas-2398	31	13	and	and	CCONJ
ajtas-2398	31	14	biosensors	biosensor	NOUN
ajtas-2398	31	15	have	have	AUX
ajtas-2398	31	16	also	also	ADV
ajtas-2398	31	17	become	become	VERB
ajtas-2398	31	18	important	important	ADJ
ajtas-2398	31	19	tools	tool	NOUN
ajtas-2398	31	20	for	for	ADP
ajtas-2398	31	21	early	early	ADJ
ajtas-2398	31	22	disease	disease	NOUN
ajtas-2398	31	23	detection	detection	NOUN
ajtas-2398	31	24	.	.	PUNCT
ajtas-2398	32	1	these	these	DET
ajtas-2398	32	2	devices	device	NOUN
ajtas-2398	32	3	collect	collect	VERB
ajtas-2398	32	4	continuous	continuous	ADJ
ajtas-2398	32	5	data	datum	NOUN
ajtas-2398	32	6	on	on	ADP
ajtas-2398	32	7	heart	heart	NOUN
ajtas-2398	32	8	rate	rate	NOUN
ajtas-2398	32	9	,	,	PUNCT
ajtas-2398	32	10	blood	blood	NOUN
ajtas-2398	32	11	pressure	pressure	NOUN
ajtas-2398	32	12	,	,	PUNCT
ajtas-2398	32	13	glucose	glucose	NOUN
ajtas-2398	32	14	levels	level	NOUN
ajtas-2398	32	15	,	,	PUNCT
ajtas-2398	32	16	and	and	CCONJ
ajtas-2398	32	17	other	other	ADJ
ajtas-2398	32	18	critical	critical	ADJ
ajtas-2398	32	19	health	health	NOUN
ajtas-2398	32	20	metrics	metric	NOUN
ajtas-2398	32	21	,	,	PUNCT
ajtas-2398	32	22	allowing	allow	VERB
ajtas-2398	32	23	ai	ai	VERB
ajtas-2398	32	24	to	to	PART
ajtas-2398	32	25	monitor	monitor	VERB
ajtas-2398	32	26	for	for	ADP
ajtas-2398	32	27	signs	sign	NOUN
ajtas-2398	32	28	of	of	ADP
ajtas-2398	32	29	emerging	emerge	VERB
ajtas-2398	32	30	health	health	NOUN
ajtas-2398	32	31	issues	issue	NOUN
ajtas-2398	32	32	in	in	ADP
ajtas-2398	32	33	real	real	NOUN
ajtas-2398	32	34	-	-	PUNCT
ajtas-2398	32	35	time[10	time[10	NOUN
ajtas-2398	32	36	]	]	PUNCT
ajtas-2398	32	37	.	.	PUNCT
ajtas-2398	33	1	apple	apple	PROPN
ajtas-2398	33	2	’s	’s	PART
ajtas-2398	33	3	healthkit	healthkit	NOUN
ajtas-2398	33	4	and	and	CCONJ
ajtas-2398	33	5	similar	similar	ADJ
ajtas-2398	33	6	platforms	platform	NOUN
ajtas-2398	33	7	have	have	AUX
ajtas-2398	33	8	integrated	integrate	VERB
ajtas-2398	33	9	ai	ai	VERB
ajtas-2398	33	10	to	to	PART
ajtas-2398	33	11	analyze	analyze	VERB
ajtas-2398	33	12	the	the	DET
ajtas-2398	33	13	data	datum	NOUN
ajtas-2398	33	14	american	american	PROPN
ajtas-2398	33	15	journal	journal	PROPN
ajtas-2398	33	16	of	of	ADP
ajtas-2398	33	17	technology	technology	NOUN
ajtas-2398	33	18	and	and	CCONJ
ajtas-2398	33	19	applied	apply	VERB
ajtas-2398	33	20	sciences	science	NOUN
ajtas-2398	33	21	volume	volume	NOUN
ajtas-2398	33	22	29	29	NUM
ajtas-2398	33	23	,	,	PUNCT
ajtas-2398	33	24	october	october	PROPN
ajtas-2398	33	25	2024	2024	NUM
ajtas-2398	33	26	p	p	NOUN
ajtas-2398	33	27	a	a	PRON
ajtas-2398	33	28	g	g	NOUN
ajtas-2398	33	29	e	e	NOUN
ajtas-2398	33	30	|	|	ADV
ajtas-2398	33	31	13	13	NUM
ajtas-2398	33	32	www.americanjournal.org	www.americanjournal.org	NOUN
ajtas-2398	33	33	collected	collect	VERB
ajtas-2398	33	34	from	from	ADP
ajtas-2398	33	35	wearable	wearable	ADJ
ajtas-2398	33	36	devices	device	NOUN
ajtas-2398	33	37	,	,	PUNCT
ajtas-2398	33	38	providing	provide	VERB
ajtas-2398	33	39	personalized	personalized	ADJ
ajtas-2398	33	40	health	health	NOUN
ajtas-2398	33	41	insights	insight	NOUN
ajtas-2398	33	42	that	that	PRON
ajtas-2398	33	43	can	can	AUX
ajtas-2398	33	44	alert	alert	VERB
ajtas-2398	33	45	individuals	individual	NOUN
ajtas-2398	33	46	to	to	ADP
ajtas-2398	33	47	potential	potential	ADJ
ajtas-2398	33	48	health	health	NOUN
ajtas-2398	33	49	risks	risk	NOUN
ajtas-2398	33	50	before	before	SCONJ
ajtas-2398	33	51	they	they	PRON
ajtas-2398	33	52	manifest	manifest	VERB
ajtas-2398	33	53	into	into	ADP
ajtas-2398	33	54	serious	serious	ADJ
ajtas-2398	33	55	conditions[11	conditions[11	PROPN
ajtas-2398	33	56	]	]	PUNCT
ajtas-2398	33	57	.	.	PUNCT
ajtas-2398	34	1	in	in	ADP
ajtas-2398	34	2	the	the	DET
ajtas-2398	34	3	context	context	NOUN
ajtas-2398	34	4	of	of	ADP
ajtas-2398	34	5	chronic	chronic	ADJ
ajtas-2398	34	6	disease	disease	NOUN
ajtas-2398	34	7	management	management	NOUN
ajtas-2398	34	8	,	,	PUNCT
ajtas-2398	34	9	ai	ai	NOUN
ajtas-2398	34	10	-	-	PUNCT
ajtas-2398	34	11	powered	power	VERB
ajtas-2398	34	12	wearables	wearable	NOUN
ajtas-2398	34	13	have	have	AUX
ajtas-2398	34	14	proven	prove	VERB
ajtas-2398	34	15	effective	effective	ADJ
ajtas-2398	34	16	in	in	ADP
ajtas-2398	34	17	detecting	detect	VERB
ajtas-2398	34	18	early	early	ADJ
ajtas-2398	34	19	signs	sign	NOUN
ajtas-2398	34	20	of	of	ADP
ajtas-2398	34	21	conditions	condition	NOUN
ajtas-2398	34	22	such	such	ADJ
ajtas-2398	34	23	as	as	ADP
ajtas-2398	34	24	diabetes	diabetes	NOUN
ajtas-2398	34	25	and	and	CCONJ
ajtas-2398	34	26	hypertension	hypertension	NOUN
ajtas-2398	34	27	.	.	PUNCT
ajtas-2398	35	1	continuous	continuous	ADJ
ajtas-2398	35	2	glucose	glucose	NOUN
ajtas-2398	35	3	monitors	monitor	NOUN
ajtas-2398	35	4	(	(	PUNCT
ajtas-2398	35	5	cgms	cgms	PROPN
ajtas-2398	35	6	)	)	PUNCT
ajtas-2398	35	7	,	,	PUNCT
ajtas-2398	35	8	for	for	ADP
ajtas-2398	35	9	instance	instance	NOUN
ajtas-2398	35	10	,	,	PUNCT
ajtas-2398	35	11	use	use	VERB
ajtas-2398	35	12	ai	ai	VERB
ajtas-2398	35	13	algorithms	algorithm	NOUN
ajtas-2398	35	14	to	to	PART
ajtas-2398	35	15	predict	predict	VERB
ajtas-2398	35	16	potential	potential	ADJ
ajtas-2398	35	17	spikes	spike	NOUN
ajtas-2398	35	18	or	or	CCONJ
ajtas-2398	35	19	drops	drop	NOUN
ajtas-2398	35	20	in	in	ADP
ajtas-2398	35	21	blood	blood	NOUN
ajtas-2398	35	22	sugar	sugar	NOUN
ajtas-2398	35	23	levels	level	NOUN
ajtas-2398	35	24	,	,	PUNCT
ajtas-2398	35	25	allowing	allow	VERB
ajtas-2398	35	26	for	for	ADP
ajtas-2398	35	27	early	early	ADJ
ajtas-2398	35	28	intervention	intervention	NOUN
ajtas-2398	35	29	before	before	ADP
ajtas-2398	35	30	a	a	DET
ajtas-2398	35	31	critical	critical	ADJ
ajtas-2398	35	32	episode	episode	NOUN
ajtas-2398	35	33	occurs[12	occurs[12	NOUN
ajtas-2398	35	34	]	]	PUNCT
ajtas-2398	35	35	.	.	PUNCT
ajtas-2398	36	1	challenges	challenge	NOUN
ajtas-2398	36	2	of	of	ADP
ajtas-2398	36	3	integrating	integrate	VERB
ajtas-2398	36	4	ai	ai	VERB
ajtas-2398	36	5	into	into	ADP
ajtas-2398	36	6	healthcare	healthcare	PROPN
ajtas-2398	36	7	data	data	PROPN
ajtas-2398	36	8	privacy	privacy	NOUN
ajtas-2398	36	9	and	and	CCONJ
ajtas-2398	36	10	security	security	NOUN
ajtas-2398	36	11	concerns	concern	NOUN
ajtas-2398	36	12	one	one	NUM
ajtas-2398	36	13	of	of	ADP
ajtas-2398	36	14	the	the	DET
ajtas-2398	36	15	primary	primary	ADJ
ajtas-2398	36	16	challenges	challenge	NOUN
ajtas-2398	36	17	associated	associate	VERB
ajtas-2398	36	18	with	with	ADP
ajtas-2398	36	19	the	the	DET
ajtas-2398	36	20	use	use	NOUN
ajtas-2398	36	21	of	of	ADP
ajtas-2398	36	22	ai	ai	NOUN
ajtas-2398	36	23	in	in	ADP
ajtas-2398	36	24	healthcare	healthcare	NOUN
ajtas-2398	36	25	is	be	AUX
ajtas-2398	36	26	ensuring	ensure	VERB
ajtas-2398	36	27	the	the	DET
ajtas-2398	36	28	privacy	privacy	NOUN
ajtas-2398	36	29	and	and	CCONJ
ajtas-2398	36	30	security	security	NOUN
ajtas-2398	36	31	of	of	ADP
ajtas-2398	36	32	patient	patient	ADJ
ajtas-2398	36	33	data	datum	NOUN
ajtas-2398	36	34	.	.	PUNCT
ajtas-2398	37	1	ai	ai	VERB
ajtas-2398	37	2	algorithms	algorithm	NOUN
ajtas-2398	37	3	require	require	VERB
ajtas-2398	37	4	access	access	NOUN
ajtas-2398	37	5	to	to	ADP
ajtas-2398	37	6	vast	vast	ADJ
ajtas-2398	37	7	amounts	amount	NOUN
ajtas-2398	37	8	of	of	ADP
ajtas-2398	37	9	personal	personal	ADJ
ajtas-2398	37	10	health	health	NOUN
ajtas-2398	37	11	information	information	NOUN
ajtas-2398	37	12	,	,	PUNCT
ajtas-2398	37	13	including	include	VERB
ajtas-2398	37	14	medical	medical	ADJ
ajtas-2398	37	15	records	record	NOUN
ajtas-2398	37	16	,	,	PUNCT
ajtas-2398	37	17	genetic	genetic	ADJ
ajtas-2398	37	18	data	datum	NOUN
ajtas-2398	37	19	,	,	PUNCT
ajtas-2398	37	20	and	and	CCONJ
ajtas-2398	37	21	imaging	imaging	NOUN
ajtas-2398	37	22	results	result	NOUN
ajtas-2398	37	23	.	.	PUNCT
ajtas-2398	38	1	while	while	SCONJ
ajtas-2398	38	2	ai	ai	VERB
ajtas-2398	38	3	systems	system	NOUN
ajtas-2398	38	4	can	can	AUX
ajtas-2398	38	5	offer	offer	VERB
ajtas-2398	38	6	highly	highly	ADV
ajtas-2398	38	7	accurate	accurate	ADJ
ajtas-2398	38	8	diagnostics	diagnostic	NOUN
ajtas-2398	38	9	,	,	PUNCT
ajtas-2398	38	10	the	the	DET
ajtas-2398	38	11	aggregation	aggregation	NOUN
ajtas-2398	38	12	of	of	ADP
ajtas-2398	38	13	such	such	ADJ
ajtas-2398	38	14	sensitive	sensitive	ADJ
ajtas-2398	38	15	data	datum	NOUN
ajtas-2398	38	16	raises	raise	VERB
ajtas-2398	38	17	significant	significant	ADJ
ajtas-2398	38	18	concerns	concern	NOUN
ajtas-2398	38	19	about	about	ADP
ajtas-2398	38	20	data	datum	NOUN
ajtas-2398	38	21	breaches	breach	NOUN
ajtas-2398	38	22	and	and	CCONJ
ajtas-2398	38	23	unauthorized	unauthorized	ADJ
ajtas-2398	38	24	access	access	NOUN
ajtas-2398	38	25	[	[	X
ajtas-2398	38	26	13	13	NUM
ajtas-2398	38	27	]	]	PUNCT
ajtas-2398	38	28	.	.	PUNCT
ajtas-2398	39	1	in	in	ADP
ajtas-2398	39	2	many	many	ADJ
ajtas-2398	39	3	cases	case	NOUN
ajtas-2398	39	4	,	,	PUNCT
ajtas-2398	39	5	healthcare	healthcare	NOUN
ajtas-2398	39	6	providers	provider	NOUN
ajtas-2398	39	7	must	must	AUX
ajtas-2398	39	8	navigate	navigate	VERB
ajtas-2398	39	9	complex	complex	ADJ
ajtas-2398	39	10	regulations	regulation	NOUN
ajtas-2398	39	11	such	such	ADJ
ajtas-2398	39	12	as	as	ADP
ajtas-2398	39	13	the	the	DET
ajtas-2398	39	14	health	health	NOUN
ajtas-2398	39	15	insurance	insurance	NOUN
ajtas-2398	39	16	portability	portability	NOUN
ajtas-2398	39	17	and	and	CCONJ
ajtas-2398	39	18	accountability	accountability	NOUN
ajtas-2398	39	19	act	act	NOUN
ajtas-2398	39	20	(	(	PUNCT
ajtas-2398	39	21	hipaa	hipaa	PROPN
ajtas-2398	39	22	)	)	PUNCT
ajtas-2398	39	23	in	in	ADP
ajtas-2398	39	24	the	the	DET
ajtas-2398	39	25	united	united	PROPN
ajtas-2398	39	26	states	states	PROPN
ajtas-2398	39	27	or	or	CCONJ
ajtas-2398	39	28	the	the	DET
ajtas-2398	39	29	general	general	ADJ
ajtas-2398	39	30	data	data	PROPN
ajtas-2398	39	31	protection	protection	NOUN
ajtas-2398	39	32	regulation	regulation	NOUN
ajtas-2398	39	33	(	(	PUNCT
ajtas-2398	39	34	gdpr	gdpr	NOUN
ajtas-2398	39	35	)	)	PUNCT
ajtas-2398	39	36	in	in	ADP
ajtas-2398	39	37	the	the	DET
ajtas-2398	39	38	european	european	PROPN
ajtas-2398	39	39	union	union	PROPN
ajtas-2398	39	40	to	to	PART
ajtas-2398	39	41	ensure	ensure	VERB
ajtas-2398	39	42	patient	patient	ADJ
ajtas-2398	39	43	privacy	privacy	NOUN
ajtas-2398	39	44	[	[	X
ajtas-2398	39	45	14	14	NUM
ajtas-2398	39	46	]	]	PUNCT
ajtas-2398	39	47	.	.	PUNCT
ajtas-2398	40	1	encryption	encryption	NOUN
ajtas-2398	40	2	,	,	PUNCT
ajtas-2398	40	3	anonymization	anonymization	NOUN
ajtas-2398	40	4	,	,	PUNCT
ajtas-2398	40	5	and	and	CCONJ
ajtas-2398	40	6	secure	secure	VERB
ajtas-2398	40	7	data	data	NOUN
ajtas-2398	40	8	-	-	PUNCT
ajtas-2398	40	9	sharing	share	VERB
ajtas-2398	40	10	protocols	protocol	NOUN
ajtas-2398	40	11	must	must	AUX
ajtas-2398	40	12	be	be	AUX
ajtas-2398	40	13	implemented	implement	VERB
ajtas-2398	40	14	to	to	PART
ajtas-2398	40	15	mitigate	mitigate	VERB
ajtas-2398	40	16	these	these	DET
ajtas-2398	40	17	risks	risk	NOUN
ajtas-2398	40	18	.	.	PUNCT
ajtas-2398	41	1	in	in	ADP
ajtas-2398	41	2	addition	addition	NOUN
ajtas-2398	41	3	,	,	PUNCT
ajtas-2398	41	4	healthcare	healthcare	NOUN
ajtas-2398	41	5	organizations	organization	NOUN
ajtas-2398	41	6	must	must	AUX
ajtas-2398	41	7	work	work	VERB
ajtas-2398	41	8	closely	closely	ADV
ajtas-2398	41	9	with	with	SCONJ
ajtas-2398	41	10	policymakers	policymaker	NOUN
ajtas-2398	41	11	to	to	PART
ajtas-2398	41	12	develop	develop	VERB
ajtas-2398	41	13	comprehensive	comprehensive	ADJ
ajtas-2398	41	14	frameworks	framework	NOUN
ajtas-2398	41	15	that	that	PRON
ajtas-2398	41	16	balance	balance	VERB
ajtas-2398	41	17	the	the	DET
ajtas-2398	41	18	benefits	benefit	NOUN
ajtas-2398	41	19	of	of	ADP
ajtas-2398	41	20	ai	ai	VERB
ajtas-2398	41	21	with	with	ADP
ajtas-2398	41	22	the	the	DET
ajtas-2398	41	23	need	need	NOUN
ajtas-2398	41	24	for	for	ADP
ajtas-2398	41	25	stringent	stringent	ADJ
ajtas-2398	41	26	data	datum	NOUN
ajtas-2398	41	27	protection[15	protection[15	NOUN
ajtas-2398	41	28	]	]	PUNCT
ajtas-2398	41	29	.	.	PUNCT
ajtas-2398	42	1	regulatory	regulatory	ADJ
ajtas-2398	42	2	and	and	CCONJ
ajtas-2398	42	3	ethical	ethical	ADJ
ajtas-2398	42	4	challenges	challenge	NOUN
ajtas-2398	42	5	the	the	DET
ajtas-2398	42	6	rapid	rapid	ADJ
ajtas-2398	42	7	pace	pace	NOUN
ajtas-2398	42	8	of	of	ADP
ajtas-2398	42	9	ai	ai	VERB
ajtas-2398	42	10	development	development	NOUN
ajtas-2398	42	11	has	have	AUX
ajtas-2398	42	12	outstripped	outstrip	VERB
ajtas-2398	42	13	the	the	DET
ajtas-2398	42	14	ability	ability	NOUN
ajtas-2398	42	15	of	of	ADP
ajtas-2398	42	16	regulatory	regulatory	ADJ
ajtas-2398	42	17	bodies	body	NOUN
ajtas-2398	42	18	to	to	PART
ajtas-2398	42	19	keep	keep	VERB
ajtas-2398	42	20	up	up	ADP
ajtas-2398	42	21	,	,	PUNCT
ajtas-2398	42	22	creating	create	VERB
ajtas-2398	42	23	uncertainty	uncertainty	NOUN
ajtas-2398	42	24	around	around	ADP
ajtas-2398	42	25	the	the	DET
ajtas-2398	42	26	approval	approval	NOUN
ajtas-2398	42	27	and	and	CCONJ
ajtas-2398	42	28	implementation	implementation	NOUN
ajtas-2398	42	29	of	of	ADP
ajtas-2398	42	30	ai	ai	ADJ
ajtas-2398	42	31	tools	tool	NOUN
ajtas-2398	42	32	in	in	ADP
ajtas-2398	42	33	clinical	clinical	ADJ
ajtas-2398	42	34	practice	practice	NOUN
ajtas-2398	42	35	.	.	PUNCT
ajtas-2398	43	1	ensuring	ensure	VERB
ajtas-2398	43	2	that	that	SCONJ
ajtas-2398	43	3	ai	ai	VERB
ajtas-2398	43	4	systems	system	NOUN
ajtas-2398	43	5	meet	meet	VERB
ajtas-2398	43	6	safety	safety	NOUN
ajtas-2398	43	7	,	,	PUNCT
ajtas-2398	43	8	efficacy	efficacy	NOUN
ajtas-2398	43	9	,	,	PUNCT
ajtas-2398	43	10	and	and	CCONJ
ajtas-2398	43	11	ethical	ethical	ADJ
ajtas-2398	43	12	standards	standard	NOUN
ajtas-2398	43	13	is	be	AUX
ajtas-2398	43	14	critical	critical	ADJ
ajtas-2398	43	15	before	before	SCONJ
ajtas-2398	43	16	they	they	PRON
ajtas-2398	43	17	can	can	AUX
ajtas-2398	43	18	be	be	AUX
ajtas-2398	43	19	widely	widely	ADV
ajtas-2398	43	20	adopted	adopt	VERB
ajtas-2398	43	21	in	in	ADP
ajtas-2398	43	22	healthcare	healthcare	NOUN
ajtas-2398	43	23	[	[	X
ajtas-2398	43	24	16	16	NUM
ajtas-2398	43	25	]	]	PUNCT
ajtas-2398	43	26	.	.	PUNCT
ajtas-2398	44	1	furthermore	furthermore	ADV
ajtas-2398	44	2	,	,	PUNCT
ajtas-2398	44	3	ethical	ethical	ADJ
ajtas-2398	44	4	concerns	concern	NOUN
ajtas-2398	44	5	about	about	ADP
ajtas-2398	44	6	ai	ai	VERB
ajtas-2398	44	7	’s	’s	PART
ajtas-2398	44	8	role	role	NOUN
ajtas-2398	44	9	in	in	ADP
ajtas-2398	44	10	healthcare	healthcare	NOUN
ajtas-2398	44	11	decisions	decision	NOUN
ajtas-2398	44	12	,	,	PUNCT
ajtas-2398	44	13	particularly	particularly	ADV
ajtas-2398	44	14	regarding	regard	VERB
ajtas-2398	44	15	the	the	DET
ajtas-2398	44	16	potential	potential	NOUN
ajtas-2398	44	17	for	for	ADP
ajtas-2398	44	18	bias	bias	NOUN
ajtas-2398	44	19	in	in	ADP
ajtas-2398	44	20	algorithms	algorithm	NOUN
ajtas-2398	44	21	,	,	PUNCT
ajtas-2398	44	22	must	must	AUX
ajtas-2398	44	23	be	be	AUX
ajtas-2398	44	24	addressed	address	VERB
ajtas-2398	44	25	to	to	PART
ajtas-2398	44	26	maintain	maintain	VERB
ajtas-2398	44	27	trust	trust	NOUN
ajtas-2398	44	28	in	in	ADP
ajtas-2398	44	29	these	these	PRON
ajtas-2398	44	30	systems[17	systems[17	NOUN
ajtas-2398	44	31	]	]	X
ajtas-2398	44	32	.	.	PUNCT
ajtas-2398	45	1	for	for	ADP
ajtas-2398	45	2	example	example	NOUN
ajtas-2398	45	3	,	,	PUNCT
ajtas-2398	45	4	there	there	PRON
ajtas-2398	45	5	is	be	VERB
ajtas-2398	45	6	growing	grow	VERB
ajtas-2398	45	7	evidence	evidence	NOUN
ajtas-2398	45	8	that	that	PRON
ajtas-2398	45	9	ai	ai	VERB
ajtas-2398	45	10	algorithms	algorithm	NOUN
ajtas-2398	45	11	trained	train	VERB
ajtas-2398	45	12	on	on	ADP
ajtas-2398	45	13	biased	biased	ADJ
ajtas-2398	45	14	datasets	dataset	NOUN
ajtas-2398	45	15	may	may	AUX
ajtas-2398	45	16	inadvertently	inadvertently	ADV
ajtas-2398	45	17	reinforce	reinforce	VERB
ajtas-2398	45	18	health	health	NOUN
ajtas-2398	45	19	disparities	disparity	NOUN
ajtas-2398	45	20	,	,	PUNCT
ajtas-2398	45	21	particularly	particularly	ADV
ajtas-2398	45	22	among	among	ADP
ajtas-2398	45	23	underrepresented	underrepresented	ADJ
ajtas-2398	45	24	populations	population	NOUN
ajtas-2398	45	25	.	.	PUNCT
ajtas-2398	46	1	ensuring	ensure	VERB
ajtas-2398	46	2	that	that	SCONJ
ajtas-2398	46	3	ai	ai	PROPN
ajtas-2398	46	4	systems	system	NOUN
ajtas-2398	46	5	are	be	AUX
ajtas-2398	46	6	trained	train	VERB
ajtas-2398	46	7	on	on	ADP
ajtas-2398	46	8	diverse	diverse	ADJ
ajtas-2398	46	9	and	and	CCONJ
ajtas-2398	46	10	representative	representative	ADJ
ajtas-2398	46	11	datasets	dataset	NOUN
ajtas-2398	46	12	is	be	AUX
ajtas-2398	46	13	essential	essential	ADJ
ajtas-2398	46	14	for	for	ADP
ajtas-2398	46	15	addressing	address	VERB
ajtas-2398	46	16	these	these	DET
ajtas-2398	46	17	concerns	concern	NOUN
ajtas-2398	46	18	.	.	PUNCT
ajtas-2398	47	1	conclusion	conclusion	NOUN
ajtas-2398	47	2	ai	ai	VERB
ajtas-2398	47	3	has	have	VERB
ajtas-2398	47	4	the	the	DET
ajtas-2398	47	5	potential	potential	NOUN
ajtas-2398	47	6	to	to	PART
ajtas-2398	47	7	revolutionize	revolutionize	VERB
ajtas-2398	47	8	early	early	ADJ
ajtas-2398	47	9	disease	disease	NOUN
ajtas-2398	47	10	detection	detection	NOUN
ajtas-2398	47	11	,	,	PUNCT
ajtas-2398	47	12	offering	offer	VERB
ajtas-2398	47	13	unprecedented	unprecedented	ADJ
ajtas-2398	47	14	accuracy	accuracy	NOUN
ajtas-2398	47	15	,	,	PUNCT
ajtas-2398	47	16	speed	speed	NOUN
ajtas-2398	47	17	,	,	PUNCT
ajtas-2398	47	18	and	and	CCONJ
ajtas-2398	47	19	predictive	predictive	ADJ
ajtas-2398	47	20	capabilities	capability	NOUN
ajtas-2398	47	21	.	.	PUNCT
ajtas-2398	48	1	innovations	innovation	NOUN
ajtas-2398	48	2	in	in	ADP
ajtas-2398	48	3	machine	machine	NOUN
ajtas-2398	48	4	learning	learning	NOUN
ajtas-2398	48	5	,	,	PUNCT
ajtas-2398	48	6	medical	medical	ADJ
ajtas-2398	48	7	imaging	imaging	NOUN
ajtas-2398	48	8	,	,	PUNCT
ajtas-2398	48	9	and	and	CCONJ
ajtas-2398	48	10	wearable	wearable	ADJ
ajtas-2398	48	11	health	health	NOUN
ajtas-2398	48	12	technologies	technology	NOUN
ajtas-2398	48	13	are	be	AUX
ajtas-2398	48	14	already	already	ADV
ajtas-2398	48	15	making	make	VERB
ajtas-2398	48	16	significant	significant	ADJ
ajtas-2398	48	17	strides	stride	NOUN
ajtas-2398	48	18	in	in	ADP
ajtas-2398	48	19	transforming	transform	VERB
ajtas-2398	48	20	healthcare	healthcare	NOUN
ajtas-2398	48	21	practices	practice	NOUN
ajtas-2398	48	22	.	.	PUNCT
ajtas-2398	49	1	however	however	ADV
ajtas-2398	49	2	,	,	PUNCT
ajtas-2398	49	3	several	several	ADJ
ajtas-2398	49	4	challenges	challenge	NOUN
ajtas-2398	49	5	remain	remain	VERB
ajtas-2398	49	6	,	,	PUNCT
ajtas-2398	49	7	including	include	VERB
ajtas-2398	49	8	data	data	NOUN
ajtas-2398	49	9	privacy	privacy	NOUN
ajtas-2398	49	10	,	,	PUNCT
ajtas-2398	49	11	regulatory	regulatory	ADJ
ajtas-2398	49	12	approval	approval	NOUN
ajtas-2398	49	13	,	,	PUNCT
ajtas-2398	49	14	and	and	CCONJ
ajtas-2398	49	15	ethical	ethical	ADJ
ajtas-2398	49	16	concerns	concern	NOUN
ajtas-2398	49	17	about	about	ADP
ajtas-2398	49	18	the	the	DET
ajtas-2398	49	19	use	use	NOUN
ajtas-2398	49	20	of	of	ADP
ajtas-2398	49	21	ai	ai	VERB
ajtas-2398	49	22	in	in	ADP
ajtas-2398	49	23	sensitive	sensitive	ADJ
ajtas-2398	49	24	healthcare	healthcare	NOUN
ajtas-2398	49	25	decisions	decision	NOUN
ajtas-2398	49	26	.	.	PUNCT
ajtas-2398	50	1	by	by	ADP
ajtas-2398	50	2	addressing	address	VERB
ajtas-2398	50	3	these	these	DET
ajtas-2398	50	4	issues	issue	NOUN
ajtas-2398	50	5	through	through	ADP
ajtas-2398	50	6	collaboration	collaboration	NOUN
ajtas-2398	50	7	between	between	ADP
ajtas-2398	50	8	healthcare	healthcare	NOUN
ajtas-2398	50	9	providers	provider	NOUN
ajtas-2398	50	10	,	,	PUNCT
ajtas-2398	50	11	technologists	technologist	NOUN
ajtas-2398	50	12	,	,	PUNCT
ajtas-2398	50	13	and	and	CCONJ
ajtas-2398	50	14	policymakers	policymaker	NOUN
ajtas-2398	50	15	,	,	PUNCT
ajtas-2398	50	16	ai	ai	VERB
ajtas-2398	50	17	can	can	AUX
ajtas-2398	50	18	be	be	AUX
ajtas-2398	50	19	effectively	effectively	ADV
ajtas-2398	50	20	integrated	integrate	VERB
ajtas-2398	50	21	into	into	ADP
ajtas-2398	50	22	healthcare	healthcare	NOUN
ajtas-2398	50	23	systems	system	NOUN
ajtas-2398	50	24	,	,	PUNCT
ajtas-2398	50	25	leading	lead	VERB
ajtas-2398	50	26	to	to	ADP
ajtas-2398	50	27	earlier	early	ADJ
ajtas-2398	50	28	diagnoses	diagnosis	NOUN
ajtas-2398	50	29	,	,	PUNCT
ajtas-2398	50	30	improved	improve	VERB
ajtas-2398	50	31	patient	patient	ADJ
ajtas-2398	50	32	outcomes	outcome	NOUN
ajtas-2398	50	33	,	,	PUNCT
ajtas-2398	50	34	and	and	CCONJ
ajtas-2398	50	35	more	more	ADV
ajtas-2398	50	36	efficient	efficient	ADJ
ajtas-2398	50	37	healthcare	healthcare	NOUN
ajtas-2398	50	38	delivery	delivery	NOUN
ajtas-2398	50	39	.	.	PUNCT
ajtas-2398	51	1	american	american	ADJ
ajtas-2398	51	2	journal	journal	PROPN
ajtas-2398	51	3	of	of	ADP
ajtas-2398	51	4	technology	technology	NOUN
ajtas-2398	51	5	and	and	CCONJ
ajtas-2398	51	6	applied	apply	VERB
ajtas-2398	51	7	sciences	science	NOUN
ajtas-2398	51	8	volume	volume	NOUN
ajtas-2398	51	9	29	29	NUM
ajtas-2398	51	10	,	,	PUNCT
ajtas-2398	51	11	october	october	PROPN
ajtas-2398	51	12	2024	2024	NUM
ajtas-2398	51	13	p	p	NOUN
ajtas-2398	51	14	a	a	PRON
ajtas-2398	51	15	g	g	NOUN
ajtas-2398	51	16	e	e	PROPN
ajtas-2398	51	17	|	|	ADV
ajtas-2398	51	18	14	14	NUM
ajtas-2398	51	19	www.americanjournal.org	www.americanjournal.org	PROPN
ajtas-2398	51	20	references	reference	NOUN
ajtas-2398	51	21	1	1	NUM
ajtas-2398	51	22	.	.	PUNCT
ajtas-2398	51	23	topol	topol	PROPN
ajtas-2398	51	24	,	,	PUNCT
ajtas-2398	51	25	e.	e.	PROPN
ajtas-2398	52	1	"	"	PUNCT
ajtas-2398	52	2	deep	deep	ADJ
ajtas-2398	52	3	medicine	medicine	NOUN
ajtas-2398	52	4	:	:	PUNCT
ajtas-2398	52	5	how	how	SCONJ
ajtas-2398	52	6	artificial	artificial	ADJ
ajtas-2398	52	7	intelligence	intelligence	NOUN
ajtas-2398	52	8	can	can	AUX
ajtas-2398	52	9	make	make	VERB
ajtas-2398	52	10	healthcare	healthcare	NOUN
ajtas-2398	52	11	human	human	NOUN
ajtas-2398	52	12	again	again	ADV
ajtas-2398	52	13	.	.	PUNCT
ajtas-2398	52	14	"	"	PUNCT
ajtas-2398	53	1	basic	basic	ADJ
ajtas-2398	53	2	books	book	NOUN
ajtas-2398	53	3	,	,	PUNCT
ajtas-2398	53	4	2019	2019	NUM
ajtas-2398	53	5	.	.	PUNCT
ajtas-2398	54	1	2	2	X
ajtas-2398	54	2	.	.	X
ajtas-2398	54	3	mckinsey	mckinsey	NOUN
ajtas-2398	54	4	&	&	CCONJ
ajtas-2398	54	5	company	company	NOUN
ajtas-2398	54	6	.	.	PUNCT
ajtas-2398	55	1	"	"	PUNCT
ajtas-2398	55	2	the	the	DET
ajtas-2398	55	3	role	role	NOUN
ajtas-2398	55	4	of	of	ADP
ajtas-2398	55	5	ai	ai	VERB
ajtas-2398	55	6	in	in	ADP
ajtas-2398	55	7	early	early	ADJ
ajtas-2398	55	8	disease	disease	NOUN
ajtas-2398	55	9	detection	detection	NOUN
ajtas-2398	55	10	.	.	PUNCT
ajtas-2398	55	11	"	"	PUNCT
ajtas-2398	56	1	mckinsey	mckinsey	PROPN
ajtas-2398	56	2	global	global	PROPN
ajtas-2398	56	3	institute	institute	PROPN
ajtas-2398	56	4	,	,	PUNCT
ajtas-2398	56	5	2020	2020	NUM
ajtas-2398	56	6	.	.	PUNCT
ajtas-2398	57	1	3	3	X
ajtas-2398	57	2	.	.	X
ajtas-2398	57	3	obermeyer	obermeyer	PROPN
ajtas-2398	57	4	,	,	PUNCT
ajtas-2398	57	5	z.	z.	PROPN
ajtas-2398	57	6	,	,	PUNCT
ajtas-2398	57	7	&	&	CCONJ
ajtas-2398	57	8	emanuel	emanuel	PROPN
ajtas-2398	57	9	,	,	PUNCT
ajtas-2398	57	10	e.	e.	PROPN
ajtas-2398	57	11	j.	j.	PROPN
ajtas-2398	58	1	"	"	PUNCT
ajtas-2398	58	2	predicting	predict	VERB
ajtas-2398	58	3	the	the	DET
ajtas-2398	58	4	future	future	NOUN
ajtas-2398	58	5	—	—	PUNCT
ajtas-2398	58	6	big	big	ADJ
ajtas-2398	58	7	data	datum	NOUN
ajtas-2398	58	8	,	,	PUNCT
ajtas-2398	58	9	machine	machine	NOUN
ajtas-2398	58	10	learning	learning	NOUN
ajtas-2398	58	11	,	,	PUNCT
ajtas-2398	58	12	and	and	CCONJ
ajtas-2398	58	13	clinical	clinical	ADJ
ajtas-2398	58	14	medicine	medicine	NOUN
ajtas-2398	58	15	.	.	PUNCT
ajtas-2398	58	16	"	"	PUNCT
ajtas-2398	59	1	the	the	DET
ajtas-2398	59	2	new	new	PROPN
ajtas-2398	59	3	england	england	PROPN
ajtas-2398	59	4	journal	journal	PROPN
ajtas-2398	59	5	of	of	ADP
ajtas-2398	59	6	medicine	medicine	NOUN
ajtas-2398	59	7	,	,	PUNCT
ajtas-2398	59	8	2016	2016	NUM
ajtas-2398	59	9	.	.	PUNCT
ajtas-2398	60	1	4	4	X
ajtas-2398	60	2	.	.	X
ajtas-2398	60	3	pearce	pearce	PROPN
ajtas-2398	60	4	,	,	PUNCT
ajtas-2398	60	5	j.	j.	PROPN
ajtas-2398	60	6	"	"	PUNCT
ajtas-2398	60	7	google	google	PROPN
ajtas-2398	60	8	deepmind	deepmind	NOUN
ajtas-2398	60	9	and	and	CCONJ
ajtas-2398	60	10	ai	ai	VERB
ajtas-2398	60	11	in	in	ADP
ajtas-2398	60	12	early	early	ADJ
ajtas-2398	60	13	disease	disease	NOUN
ajtas-2398	60	14	detection	detection	NOUN
ajtas-2398	60	15	.	.	PUNCT
ajtas-2398	60	16	"	"	PUNCT
ajtas-2398	61	1	nature	nature	NOUN
ajtas-2398	61	2	,	,	PUNCT
ajtas-2398	61	3	2019	2019	NUM
ajtas-2398	61	4	.	.	PUNCT
ajtas-2398	62	1	5	5	X
ajtas-2398	62	2	.	.	X
ajtas-2398	62	3	wiggers	wigger	NOUN
ajtas-2398	62	4	,	,	PUNCT
ajtas-2398	62	5	k.	k.	PROPN
ajtas-2398	63	1	"	"	PUNCT
ajtas-2398	63	2	ai	ai	VERB
ajtas-2398	63	3	for	for	SCONJ
ajtas-2398	63	4	breast	breast	NOUN
ajtas-2398	63	5	cancer	cancer	NOUN
ajtas-2398	63	6	detection	detection	NOUN
ajtas-2398	63	7	outperforms	outperform	VERB
ajtas-2398	63	8	radiologists	radiologist	NOUN
ajtas-2398	63	9	in	in	ADP
ajtas-2398	63	10	major	major	ADJ
ajtas-2398	63	11	study	study	NOUN
ajtas-2398	63	12	.	.	PUNCT
ajtas-2398	63	13	"	"	PUNCT
ajtas-2398	64	1	venturebeat	venturebeat	NOUN
ajtas-2398	64	2	,	,	PUNCT
ajtas-2398	64	3	2020	2020	NUM
ajtas-2398	64	4	.	.	PUNCT
ajtas-2398	65	1	6	6	NUM
ajtas-2398	65	2	.	.	X
ajtas-2398	65	3	ibm	ibm	PROPN
ajtas-2398	65	4	watson	watson	PROPN
ajtas-2398	65	5	health	health	PROPN
ajtas-2398	65	6	.	.	PUNCT
ajtas-2398	66	1	"	"	PUNCT
ajtas-2398	66	2	ai	ai	VERB
ajtas-2398	66	3	and	and	CCONJ
ajtas-2398	66	4	precision	precision	NOUN
ajtas-2398	66	5	medicine	medicine	NOUN
ajtas-2398	66	6	.	.	PUNCT
ajtas-2398	66	7	"	"	PUNCT
ajtas-2398	67	1	ibm	ibm	PROPN
ajtas-2398	67	2	,	,	PUNCT
ajtas-2398	67	3	2021	2021	NUM
ajtas-2398	67	4	.	.	PUNCT
ajtas-2398	68	1	7	7	X
ajtas-2398	68	2	.	.	X
ajtas-2398	68	3	esteva	esteva	PROPN
ajtas-2398	68	4	,	,	PUNCT
ajtas-2398	68	5	a.	a.	PROPN
ajtas-2398	68	6	,	,	PUNCT
ajtas-2398	68	7	et	et	PROPN
ajtas-2398	68	8	al	al	PROPN
ajtas-2398	68	9	.	.	PUNCT
ajtas-2398	69	1	"	"	PUNCT
ajtas-2398	69	2	dermatologist	dermatologist	NOUN
ajtas-2398	69	3	-	-	PUNCT
ajtas-2398	69	4	level	level	NOUN
ajtas-2398	69	5	classification	classification	NOUN
ajtas-2398	69	6	of	of	ADP
ajtas-2398	69	7	skin	skin	NOUN
ajtas-2398	69	8	cancer	cancer	NOUN
ajtas-2398	69	9	with	with	ADP
ajtas-2398	69	10	deep	deep	ADJ
ajtas-2398	69	11	neural	neural	ADJ
ajtas-2398	69	12	networks	network	NOUN
ajtas-2398	69	13	.	.	PUNCT
ajtas-2398	69	14	"	"	PUNCT
ajtas-2398	70	1	nature	nature	NOUN
ajtas-2398	70	2	,	,	PUNCT
ajtas-2398	70	3	2017	2017	NUM
ajtas-2398	70	4	.	.	PUNCT
ajtas-2398	71	1	8	8	NUM
ajtas-2398	71	2	.	.	X
ajtas-2398	71	3	abdullaev	abdullaev	PROPN
ajtas-2398	71	4	,	,	PUNCT
ajtas-2398	71	5	a.	a.	NOUN
ajtas-2398	71	6	(	(	PUNCT
ajtas-2398	71	7	2017	2017	NUM
ajtas-2398	71	8	)	)	PUNCT
ajtas-2398	71	9	.	.	PUNCT
ajtas-2398	72	1	transport	transport	NOUN
ajtas-2398	72	2	aspect	aspect	NOUN
ajtas-2398	72	3	of	of	ADP
ajtas-2398	72	4	cooperation	cooperation	NOUN
ajtas-2398	72	5	within	within	ADP
ajtas-2398	72	6	sco	sco	PROPN
ajtas-2398	72	7	.	.	PUNCT
ajtas-2398	73	1	international	international	ADJ
ajtas-2398	73	2	relations	relation	NOUN
ajtas-2398	73	3	:	:	PUNCT
ajtas-2398	73	4	politics	politic	NOUN
ajtas-2398	73	5	,	,	PUNCT
ajtas-2398	73	6	economics	economic	NOUN
ajtas-2398	73	7	,	,	PUNCT
ajtas-2398	73	8	law	law	NOUN
ajtas-2398	73	9	,	,	PUNCT
ajtas-2398	73	10	2017(2	2017(2	PROPN
ajtas-2398	73	11	)	)	PUNCT
ajtas-2398	73	12	,	,	PUNCT
ajtas-2398	73	13	11	11	NUM
ajtas-2398	73	14	.	.	NOUN
ajtas-2398	73	15	9	9	NUM
ajtas-2398	73	16	.	.	X
ajtas-2398	73	17	abdullaev	abdullaev	PROPN
ajtas-2398	73	18	,	,	PUNCT
ajtas-2398	73	19	a.	a.	NOUN
ajtas-2398	73	20	(	(	PUNCT
ajtas-2398	73	21	2021	2021	NUM
ajtas-2398	73	22	)	)	PUNCT
ajtas-2398	73	23	.	.	PUNCT
ajtas-2398	74	1	some	some	DET
ajtas-2398	74	2	aspects	aspect	NOUN
ajtas-2398	74	3	of	of	ADP
ajtas-2398	74	4	the	the	DET
ajtas-2398	74	5	development	development	NOUN
ajtas-2398	74	6	of	of	ADP
ajtas-2398	74	7	the	the	DET
ajtas-2398	74	8	transport	transport	NOUN
ajtas-2398	74	9	sector	sector	NOUN
ajtas-2398	74	10	in	in	ADP
ajtas-2398	74	11	the	the	DET
ajtas-2398	74	12	central	central	ADJ
ajtas-2398	74	13	asian	asian	ADJ
ajtas-2398	74	14	region	region	NOUN
ajtas-2398	74	15	.	.	PUNCT
ajtas-2398	75	1	in	in	ADP
ajtas-2398	75	2	инновационные	инновационные	NOUN
ajtas-2398	75	3	технологии	технологии	PROPN
ajtas-2398	75	4	в	в	PROPN
ajtas-2398	75	5	менеджменте	менеджменте	PROPN
ajtas-2398	75	6	:	:	PUNCT
ajtas-2398	75	7	управленческий	управленческий	PROPN
ajtas-2398	75	8	и	и	PROPN
ajtas-2398	75	9	социальный	социальный	NOUN
ajtas-2398	75	10	аспекты	аспекты	NOUN
ajtas-2398	75	11	(	(	PUNCT
ajtas-2398	75	12	pp	pp	ADJ
ajtas-2398	75	13	.	.	PUNCT
ajtas-2398	76	1	296	296	NUM
ajtas-2398	76	2	-	-	SYM
ajtas-2398	76	3	299	299	NUM
ajtas-2398	76	4	)	)	PUNCT
ajtas-2398	76	5	.	.	PUNCT
ajtas-2398	77	1	10	10	X
ajtas-2398	77	2	.	.	X
ajtas-2398	78	1	rajpurkar	rajpurkar	PROPN
ajtas-2398	78	2	,	,	PUNCT
ajtas-2398	78	3	p.	p.	PROPN
ajtas-2398	78	4	,	,	PUNCT
ajtas-2398	78	5	et	et	PROPN
ajtas-2398	78	6	al	al	PROPN
ajtas-2398	78	7	.	.	PUNCT
ajtas-2398	79	1	"	"	PUNCT
ajtas-2398	79	2	chexnet	chexnet	NOUN
ajtas-2398	79	3	:	:	PUNCT
ajtas-2398	79	4	radiologist	radiologist	NOUN
ajtas-2398	79	5	-	-	PUNCT
ajtas-2398	79	6	level	level	NOUN
ajtas-2398	79	7	pneumonia	pneumonia	NOUN
ajtas-2398	79	8	detection	detection	NOUN
ajtas-2398	79	9	on	on	ADP
ajtas-2398	79	10	chest	chest	NOUN
ajtas-2398	79	11	x	x	NOUN
ajtas-2398	79	12	-	-	NOUN
ajtas-2398	79	13	rays	ray	NOUN
ajtas-2398	79	14	with	with	ADP
ajtas-2398	79	15	deep	deep	ADJ
ajtas-2398	79	16	learning	learning	NOUN
ajtas-2398	79	17	.	.	PUNCT
ajtas-2398	79	18	"	"	PUNCT
ajtas-2398	80	1	stanford	stanford	PROPN
ajtas-2398	80	2	university	university	PROPN
ajtas-2398	80	3	,	,	PUNCT
ajtas-2398	80	4	2017	2017	NUM
ajtas-2398	80	5	.	.	PUNCT
ajtas-2398	81	1	11	11	NUM
ajtas-2398	81	2	.	.	X
ajtas-2398	82	1	varadarajan	varadarajan	ADJ
ajtas-2398	82	2	,	,	PUNCT
ajtas-2398	82	3	a.	a.	NOUN
ajtas-2398	82	4	v.	v.	PROPN
ajtas-2398	82	5	,	,	PUNCT
ajtas-2398	82	6	et	et	PROPN
ajtas-2398	82	7	al	al	PROPN
ajtas-2398	82	8	.	.	PUNCT
ajtas-2398	83	1	"	"	PUNCT
ajtas-2398	83	2	predicting	predict	VERB
ajtas-2398	83	3	brain	brain	NOUN
ajtas-2398	83	4	hemorrhage	hemorrhage	NOUN
ajtas-2398	83	5	expansion	expansion	NOUN
ajtas-2398	83	6	using	use	VERB
ajtas-2398	83	7	ai	ai	NOUN
ajtas-2398	83	8	tools	tool	NOUN
ajtas-2398	83	9	.	.	PUNCT
ajtas-2398	83	10	"	"	PUNCT
ajtas-2398	84	1	jama	jama	PROPN
ajtas-2398	84	2	network	network	NOUN
ajtas-2398	84	3	,	,	PUNCT
ajtas-2398	84	4	2019	2019	NUM
ajtas-2398	84	5	.	.	PUNCT
ajtas-2398	85	1	12	12	NUM
ajtas-2398	85	2	.	.	PUNCT
ajtas-2398	85	3	silva	silva	PROPN
ajtas-2398	85	4	,	,	PUNCT
ajtas-2398	85	5	j.	j.	PROPN
ajtas-2398	86	1	"	"	PUNCT
ajtas-2398	86	2	wearable	wearable	ADJ
ajtas-2398	86	3	health	health	NOUN
ajtas-2398	86	4	technologies	technology	NOUN
ajtas-2398	86	5	and	and	CCONJ
ajtas-2398	86	6	ai	ai	VERB
ajtas-2398	86	7	in	in	ADP
ajtas-2398	86	8	early	early	ADJ
ajtas-2398	86	9	disease	disease	NOUN
ajtas-2398	86	10	detection	detection	NOUN
ajtas-2398	86	11	.	.	PUNCT
ajtas-2398	86	12	"	"	PUNCT
ajtas-2398	87	1	journal	journal	PROPN
ajtas-2398	87	2	of	of	ADP
ajtas-2398	87	3	health	health	NOUN
ajtas-2398	87	4	tech	tech	NOUN
ajtas-2398	87	5	,	,	PUNCT
ajtas-2398	87	6	2020	2020	NUM
ajtas-2398	87	7	.	.	PUNCT
ajtas-2398	88	1	13	13	NUM
ajtas-2398	88	2	.	.	PUNCT
ajtas-2398	88	3	apple	apple	PROPN
ajtas-2398	88	4	inc	inc	PROPN
ajtas-2398	88	5	.	.	PUNCT
ajtas-2398	89	1	"	"	PUNCT
ajtas-2398	89	2	healthkit	healthkit	NOUN
ajtas-2398	89	3	and	and	CCONJ
ajtas-2398	89	4	ai	ai	VERB
ajtas-2398	89	5	in	in	ADP
ajtas-2398	89	6	personal	personal	ADJ
ajtas-2398	89	7	healthcare	healthcare	NOUN
ajtas-2398	89	8	.	.	PUNCT
ajtas-2398	89	9	"	"	PUNCT
ajtas-2398	90	1	apple	apple	NOUN
ajtas-2398	90	2	reports	report	NOUN
ajtas-2398	90	3	,	,	PUNCT
ajtas-2398	90	4	2020	2020	NUM
ajtas-2398	90	5	.	.	PUNCT
ajtas-2398	91	1	14	14	NUM
ajtas-2398	91	2	.	.	PUNCT
ajtas-2398	91	3	wing	wing	NOUN
ajtas-2398	91	4	,	,	PUNCT
ajtas-2398	91	5	r.	r.	PROPN
ajtas-2398	91	6	"	"	PUNCT
ajtas-2398	91	7	ai	ai	VERB
ajtas-2398	91	8	and	and	CCONJ
ajtas-2398	91	9	wearables	wearable	NOUN
ajtas-2398	91	10	in	in	ADP
ajtas-2398	91	11	chronic	chronic	ADJ
ajtas-2398	91	12	disease	disease	NOUN
ajtas-2398	91	13	management	management	NOUN
ajtas-2398	91	14	.	.	PUNCT
ajtas-2398	91	15	"	"	PUNCT
ajtas-2398	92	1	diabetes	diabetes	NOUN
ajtas-2398	92	2	care	care	NOUN
ajtas-2398	92	3	,	,	PUNCT
ajtas-2398	92	4	2019	2019	NUM
ajtas-2398	92	5	.	.	PUNCT
ajtas-2398	93	1	15	15	NUM
ajtas-2398	93	2	.	.	X
ajtas-2398	93	3	buchanan	buchanan	PROPN
ajtas-2398	93	4	,	,	PUNCT
ajtas-2398	93	5	b.	b.	PROPN
ajtas-2398	93	6	,	,	PUNCT
ajtas-2398	93	7	&	&	CCONJ
ajtas-2398	93	8	tandar	tandar	NOUN
ajtas-2398	93	9	,	,	PUNCT
ajtas-2398	93	10	s.	s.	PROPN
ajtas-2398	93	11	"	"	PUNCT
ajtas-2398	93	12	ai	ai	VERB
ajtas-2398	93	13	in	in	ADP
ajtas-2398	93	14	healthcare	healthcare	PROPN
ajtas-2398	93	15	:	:	PUNCT
ajtas-2398	93	16	data	datum	NOUN
ajtas-2398	93	17	security	security	NOUN
ajtas-2398	93	18	and	and	CCONJ
ajtas-2398	93	19	privacy	privacy	NOUN
ajtas-2398	93	20	issues	issue	NOUN
ajtas-2398	93	21	.	.	PUNCT
ajtas-2398	93	22	"	"	PUNCT
ajtas-2398	94	1	health	health	NOUN
ajtas-2398	94	2	policy	policy	NOUN
ajtas-2398	94	3	journal	journal	NOUN
ajtas-2398	94	4	,	,	PUNCT
ajtas-2398	94	5	2021	2021	NUM
ajtas-2398	94	6	.	.	PUNCT
ajtas-2398	95	1	16	16	NUM
ajtas-2398	95	2	.	.	PUNCT
ajtas-2398	96	1	u.s	u.s	PROPN
ajtas-2398	96	2	.	.	PROPN
ajtas-2398	96	3	department	department	PROPN
ajtas-2398	96	4	of	of	ADP
ajtas-2398	96	5	health	health	PROPN
ajtas-2398	96	6	&	&	CCONJ
ajtas-2398	96	7	human	human	PROPN
ajtas-2398	96	8	services	service	NOUN
ajtas-2398	96	9	.	.	PUNCT
ajtas-2398	97	1	"	"	PUNCT
ajtas-2398	97	2	understanding	understand	VERB
ajtas-2398	97	3	hipaa	hipaa	NOUN
ajtas-2398	97	4	compliance	compliance	NOUN
ajtas-2398	97	5	in	in	ADP
ajtas-2398	97	6	the	the	DET
ajtas-2398	97	7	age	age	NOUN
ajtas-2398	97	8	of	of	ADP
ajtas-2398	97	9	ai	ai	PROPN
ajtas-2398	97	10	.	.	PUNCT
ajtas-2398	97	11	"	"	PUNCT
ajtas-2398	97	12	hhs	hhs	PROPN
ajtas-2398	97	13	,	,	PUNCT
ajtas-2398	97	14	2021	2021	NUM
ajtas-2398	97	15	.	.	PUNCT
ajtas-2398	98	1	17	17	NUM
ajtas-2398	98	2	.	.	PUNCT
ajtas-2398	98	3	european	european	PROPN
ajtas-2398	98	4	commission	commission	PROPN
ajtas-2398	98	5	.	.	PUNCT
ajtas-2398	99	1	"	"	PUNCT
ajtas-2398	99	2	guidelines	guideline	NOUN
ajtas-2398	99	3	on	on	ADP
ajtas-2398	99	4	ai	ai	NOUN
ajtas-2398	99	5	and	and	CCONJ
ajtas-2398	99	6	data	datum	NOUN
ajtas-2398	99	7	privacy	privacy	NOUN
ajtas-2398	99	8	in	in	ADP
ajtas-2398	99	9	healthcare	healthcare	PROPN
ajtas-2398	99	10	.	.	PUNCT
ajtas-2398	99	11	"	"	PUNCT
ajtas-2398	100	1	european	european	PROPN
ajtas-2398	100	2	data	data	PROPN
ajtas-2398	100	3	protection	protection	PROPN
ajtas-2398	100	4	board	board	PROPN
ajtas-2398	100	5	,	,	PUNCT
ajtas-2398	100	6	2020	2020	NUM
ajtas-2398	100	7	.	.	PUNCT
ajtas-2398	101	1	18	18	NUM
ajtas-2398	101	2	.	.	PUNCT
ajtas-2398	102	1	u.s	u.s	PROPN
ajtas-2398	102	2	.	.	PROPN
ajtas-2398	102	3	food	food	PROPN
ajtas-2398	102	4	and	and	CCONJ
ajtas-2398	102	5	drug	drug	PROPN
ajtas-2398	102	6	administration	administration	PROPN
ajtas-2398	102	7	(	(	PUNCT
ajtas-2398	102	8	fda	fda	PROPN
ajtas-2398	102	9	)	)	PUNCT
ajtas-2398	102	10	.	.	PUNCT
ajtas-2398	103	1	"	"	PUNCT
ajtas-2398	103	2	ai	ai	AUX
ajtas-2398	103	3	and	and	CCONJ
ajtas-2398	103	4	machine	machine	NOUN
ajtas-2398	103	5	learning	learn	VERB
ajtas-2398	103	6	in	in	ADP
ajtas-2398	103	7	software	software	NOUN
ajtas-2398	103	8	as	as	ADP
ajtas-2398	103	9	a	a	DET
ajtas-2398	103	10	medical	medical	ADJ
ajtas-2398	103	11	device	device	NOUN
ajtas-2398	103	12	(	(	PUNCT
ajtas-2398	103	13	samd	samd	NOUN
ajtas-2398	103	14	)	)	PUNCT
ajtas-2398	103	15	.	.	PUNCT
ajtas-2398	103	16	"	"	PUNCT
ajtas-2398	104	1	fda	fda	PROPN
ajtas-2398	104	2	,	,	PUNCT
ajtas-2398	104	3	2020	2020	NUM
ajtas-2398	104	4	.	.	PUNCT
ajtas-2398	105	1	19	19	NUM
ajtas-2398	105	2	.	.	NUM
ajtas-2398	105	3	eubanks	eubanks	PROPN
ajtas-2398	105	4	,	,	PUNCT
ajtas-2398	105	5	v.	v.	ADP
ajtas-2398	105	6	"	"	PUNCT
ajtas-2398	105	7	automating	automate	VERB
ajtas-2398	105	8	inequality	inequality	NOUN
ajtas-2398	105	9	:	:	PUNCT
ajtas-2398	105	10	how	how	SCONJ
ajtas-2398	105	11	high	high	ADJ
ajtas-2398	105	12	-	-	PUNCT
ajtas-2398	105	13	tech	tech	NOUN
ajtas-2398	105	14	tools	tool	NOUN
ajtas-2398	105	15	profile	profile	NOUN
ajtas-2398	105	16	,	,	PUNCT
ajtas-2398	105	17	police	police	NOUN
ajtas-2398	105	18	,	,	PUNCT
ajtas-2398	105	19	and	and	CCONJ
ajtas-2398	105	20	punish	punish	VERB
ajtas-2398	105	21	the	the	DET
ajtas-2398	105	22	poor	poor	ADJ
ajtas-2398	105	23	.	.	PUNCT
ajtas-2398	105	24	"	"	PUNCT
ajtas-2398	106	1	st	st	PROPN
ajtas-2398	106	2	.	.	PROPN
ajtas-2398	106	3	martin	martin	PROPN
ajtas-2398	106	4	's	's	PART
ajtas-2398	106	5	press	press	NOUN
ajtas-2398	106	6	,	,	PUNCT
ajtas-2398	106	7	2018	2018	NUM
ajtas-2398	106	8	.	.	PUNCT