id	sid	tid	token	lemma	pos
cana-5762	1	1	communications	communication	NOUN
cana-5762	1	2	on	on	ADP
cana-5762	1	3	applied	apply	VERB
cana-5762	1	4	nonlinear	nonlinear	ADJ
cana-5762	1	5	analysis	analysis	NOUN
cana-5762	1	6	issn	issn	NOUN
cana-5762	1	7	:	:	PUNCT
cana-5762	1	8	1074	1074	NUM
cana-5762	1	9	-	-	PUNCT
cana-5762	1	10	133x	133x	NUM
cana-5762	1	11	vol	vol	NOUN
cana-5762	1	12	32	32	NUM
cana-5762	1	13	no	no	NOUN
cana-5762	1	14	.	.	PUNCT
cana-5762	2	1	3s	3s	NUM
cana-5762	2	2	(	(	PUNCT
cana-5762	2	3	2025	2025	NUM
cana-5762	2	4	)	)	PUNCT
cana-5762	2	5	850	850	NUM
cana-5762	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5762	2	7	health	health	NOUN
cana-5762	2	8	ai	ai	PROPN
cana-5762	2	9	connect	connect	NOUN
cana-5762	2	10	:	:	PUNCT
cana-5762	2	11	empower	empower	NOUN
cana-5762	2	12	in	in	ADP
cana-5762	2	13	smart	smart	ADJ
cana-5762	2	14	healthcare	healthcare	NOUN
cana-5762	2	15	system	system	NOUN
cana-5762	2	16	through	through	ADP
cana-5762	2	17	innovative	innovative	ADJ
cana-5762	2	18	ai	ai	PROPN
cana-5762	2	19	solutions	solution	NOUN
cana-5762	2	20	mujtaba	mujtaba	NOUN
cana-5762	2	21	muddasir1	muddasir1	NOUN
cana-5762	3	1	mr	mr	PROPN
cana-5762	3	2	.	.	PROPN
cana-5762	3	3	rizwan	rizwan	PROPN
cana-5762	3	4	uz	uz	PROPN
cana-5762	3	5	zaman2	zaman2	PROPN
cana-5762	3	6	dr	dr	PROPN
cana-5762	3	7	.	.	PROPN
cana-5762	3	8	t.k	t.k	PROPN
cana-5762	3	9	.	.	PROPN
cana-5762	3	10	shaik	shaik	PROPN
cana-5762	3	11	shavali3	shavali3	PROPN
cana-5762	4	1	1research	1research	NUM
cana-5762	4	2	scholar	scholar	NOUN
cana-5762	4	3	,	,	PUNCT
cana-5762	4	4	dept	dept	NOUN
cana-5762	4	5	.	.	PROPN
cana-5762	4	6	of	of	ADP
cana-5762	4	7	computer	computer	NOUN
cana-5762	4	8	science	science	NOUN
cana-5762	4	9	and	and	CCONJ
cana-5762	4	10	engineering	engineering	NOUN
cana-5762	4	11	,	,	PUNCT
cana-5762	4	12	lords	lords	PROPN
cana-5762	4	13	institute	institute	PROPN
cana-5762	4	14	of	of	ADP
cana-5762	4	15	engineering	engineering	NOUN
cana-5762	4	16	and	and	CCONJ
cana-5762	4	17	technology	technology	NOUN
cana-5762	4	18	,	,	PUNCT
cana-5762	4	19	hyderabad	hyderabad	PROPN
cana-5762	4	20	,	,	PUNCT
cana-5762	4	21	telangana	telangana	PROPN
cana-5762	4	22	2assistant	2assistant	PROPN
cana-5762	4	23	professor	professor	PROPN
cana-5762	4	24	,	,	PUNCT
cana-5762	4	25	dept	dept	NOUN
cana-5762	4	26	.	.	PROPN
cana-5762	4	27	of	of	ADP
cana-5762	4	28	computer	computer	NOUN
cana-5762	4	29	science	science	NOUN
cana-5762	4	30	and	and	CCONJ
cana-5762	4	31	engineering	engineering	NOUN
cana-5762	4	32	,	,	PUNCT
cana-5762	4	33	lords	lords	PROPN
cana-5762	4	34	institute	institute	PROPN
cana-5762	4	35	of	of	ADP
cana-5762	4	36	engineering	engineering	NOUN
cana-5762	4	37	and	and	CCONJ
cana-5762	4	38	technology	technology	NOUN
cana-5762	4	39	,	,	PUNCT
cana-5762	4	40	hyderabad	hyderabad	PROPN
cana-5762	4	41	,	,	PUNCT
cana-5762	4	42	telangana	telangana	PROPN
cana-5762	4	43	3professor	3professor	NUM
cana-5762	4	44	,	,	PUNCT
cana-5762	4	45	dept	dept	NOUN
cana-5762	4	46	.	.	PROPN
cana-5762	4	47	of	of	ADP
cana-5762	4	48	computer	computer	NOUN
cana-5762	4	49	science	science	NOUN
cana-5762	4	50	and	and	CCONJ
cana-5762	4	51	engineering	engineering	NOUN
cana-5762	4	52	,	,	PUNCT
cana-5762	4	53	lords	lords	PROPN
cana-5762	4	54	institute	institute	PROPN
cana-5762	4	55	of	of	ADP
cana-5762	4	56	engineering	engineering	NOUN
cana-5762	4	57	and	and	CCONJ
cana-5762	4	58	technology	technology	NOUN
cana-5762	4	59	,	,	PUNCT
cana-5762	4	60	hyderabad	hyderabad	PROPN
cana-5762	4	61	,	,	PUNCT
cana-5762	4	62	telangana	telangana	PROPN
cana-5762	4	63	article	article	PROPN
cana-5762	4	64	history	history	NOUN
cana-5762	4	65	:	:	PUNCT
cana-5762	4	66	received	receive	VERB
cana-5762	4	67	:	:	PUNCT
cana-5762	4	68	12	12	NUM
cana-5762	4	69	-	-	SYM
cana-5762	4	70	01	01	NUM
cana-5762	4	71	-	-	PUNCT
cana-5762	4	72	2025	2025	NUM
cana-5762	4	73	revised	revise	VERB
cana-5762	4	74	:	:	PUNCT
cana-5762	4	75	15	15	NUM
cana-5762	4	76	-	-	NUM
cana-5762	4	77	02	02	NUM
cana-5762	4	78	-	-	PUNCT
cana-5762	4	79	2025	2025	NUM
cana-5762	4	80	accepted	accept	VERB
cana-5762	4	81	:	:	PUNCT
cana-5762	4	82	01	01	NUM
cana-5762	4	83	-	-	SYM
cana-5762	4	84	03	03	NUM
cana-5762	4	85	-	-	PUNCT
cana-5762	4	86	2025	2025	NUM
cana-5762	4	87	abstract	abstract	ADJ
cana-5762	4	88	healthai	healthai	NOUN
cana-5762	4	89	connect	connect	NOUN
cana-5762	4	90	represents	represent	VERB
cana-5762	4	91	a	a	DET
cana-5762	4	92	significant	significant	ADJ
cana-5762	4	93	advancement	advancement	NOUN
cana-5762	4	94	in	in	ADP
cana-5762	4	95	the	the	DET
cana-5762	4	96	convergence	convergence	NOUN
cana-5762	4	97	of	of	ADP
cana-5762	4	98	artificial	artificial	ADJ
cana-5762	4	99	intelligence	intelligence	NOUN
cana-5762	4	100	(	(	PUNCT
cana-5762	4	101	ai	ai	NOUN
cana-5762	4	102	)	)	PUNCT
cana-5762	4	103	and	and	CCONJ
cana-5762	4	104	modern	modern	ADJ
cana-5762	4	105	healthcare	healthcare	NOUN
cana-5762	4	106	,	,	PUNCT
cana-5762	4	107	offering	offer	VERB
cana-5762	4	108	intelligent	intelligent	ADJ
cana-5762	4	109	,	,	PUNCT
cana-5762	4	110	user	user	NOUN
cana-5762	4	111	-	-	PUNCT
cana-5762	4	112	centric	centric	ADJ
cana-5762	4	113	solutions	solution	NOUN
cana-5762	4	114	.	.	PUNCT
cana-5762	5	1	by	by	ADP
cana-5762	5	2	analyzing	analyze	VERB
cana-5762	5	3	user	user	NOUN
cana-5762	5	4	-	-	PUNCT
cana-5762	5	5	provided	provide	VERB
cana-5762	5	6	symptoms	symptom	NOUN
cana-5762	5	7	and	and	CCONJ
cana-5762	5	8	medical	medical	ADJ
cana-5762	5	9	condition	condition	NOUN
cana-5762	5	10	descriptions	description	NOUN
cana-5762	5	11	,	,	PUNCT
cana-5762	5	12	the	the	DET
cana-5762	5	13	platform	platform	NOUN
cana-5762	5	14	generates	generate	VERB
cana-5762	5	15	personalized	personalized	ADJ
cana-5762	5	16	health	health	NOUN
cana-5762	5	17	insights	insight	NOUN
cana-5762	5	18	and	and	CCONJ
cana-5762	5	19	predictive	predictive	ADJ
cana-5762	5	20	diagnostics	diagnostic	NOUN
cana-5762	5	21	tailored	tailor	VERB
cana-5762	5	22	to	to	ADP
cana-5762	5	23	individual	individual	ADJ
cana-5762	5	24	needs	need	NOUN
cana-5762	5	25	.	.	PUNCT
cana-5762	6	1	drawing	draw	VERB
cana-5762	6	2	from	from	ADP
cana-5762	6	3	an	an	DET
cana-5762	6	4	extensive	extensive	ADJ
cana-5762	6	5	repository	repository	NOUN
cana-5762	6	6	of	of	ADP
cana-5762	6	7	medical	medical	ADJ
cana-5762	6	8	knowledge	knowledge	NOUN
cana-5762	6	9	,	,	PUNCT
cana-5762	6	10	it	it	PRON
cana-5762	6	11	delivers	deliver	VERB
cana-5762	6	12	accurate	accurate	ADJ
cana-5762	6	13	and	and	CCONJ
cana-5762	6	14	informative	informative	ADJ
cana-5762	6	15	responses	response	NOUN
cana-5762	6	16	related	relate	VERB
cana-5762	6	17	to	to	ADP
cana-5762	6	18	diseases	disease	NOUN
cana-5762	6	19	,	,	PUNCT
cana-5762	6	20	medications	medication	NOUN
cana-5762	6	21	,	,	PUNCT
cana-5762	6	22	and	and	CCONJ
cana-5762	6	23	safety	safety	NOUN
cana-5762	6	24	guidelines	guideline	NOUN
cana-5762	6	25	—	—	PUNCT
cana-5762	6	26	enhancing	enhance	VERB
cana-5762	6	27	overall	overall	ADJ
cana-5762	6	28	patient	patient	ADJ
cana-5762	6	29	care	care	NOUN
cana-5762	6	30	.	.	PUNCT
cana-5762	7	1	central	central	ADJ
cana-5762	7	2	to	to	ADP
cana-5762	7	3	the	the	DET
cana-5762	7	4	platform	platform	NOUN
cana-5762	7	5	is	be	AUX
cana-5762	7	6	an	an	DET
cana-5762	7	7	ai	ai	ADJ
cana-5762	7	8	-	-	PUNCT
cana-5762	7	9	driven	drive	VERB
cana-5762	7	10	medical	medical	ADJ
cana-5762	7	11	chatbot	chatbot	NOUN
cana-5762	7	12	capable	capable	ADJ
cana-5762	7	13	of	of	ADP
cana-5762	7	14	simulating	simulate	VERB
cana-5762	7	15	human	human	ADJ
cana-5762	7	16	-	-	PUNCT
cana-5762	7	17	like	like	ADJ
cana-5762	7	18	conversations	conversation	NOUN
cana-5762	7	19	.	.	PUNCT
cana-5762	8	1	trained	train	VERB
cana-5762	8	2	in	in	ADP
cana-5762	8	3	medical	medical	ADJ
cana-5762	8	4	terminology	terminology	NOUN
cana-5762	8	5	,	,	PUNCT
cana-5762	8	6	it	it	PRON
cana-5762	8	7	provides	provide	VERB
cana-5762	8	8	clear	clear	ADJ
cana-5762	8	9	,	,	PUNCT
cana-5762	8	10	real	real	ADJ
cana-5762	8	11	-	-	PUNCT
cana-5762	8	12	time	time	NOUN
cana-5762	8	13	responses	response	NOUN
cana-5762	8	14	to	to	ADP
cana-5762	8	15	health	health	NOUN
cana-5762	8	16	queries	query	NOUN
cana-5762	8	17	,	,	PUNCT
cana-5762	8	18	empowering	empower	VERB
cana-5762	8	19	users	user	NOUN
cana-5762	8	20	to	to	PART
cana-5762	8	21	make	make	VERB
cana-5762	8	22	wellinformed	wellinforme	VERB
cana-5762	8	23	decisions	decision	NOUN
cana-5762	8	24	about	about	ADP
cana-5762	8	25	their	their	PRON
cana-5762	8	26	well	well	ADV
cana-5762	8	27	-	-	PUNCT
cana-5762	8	28	being	being	NOUN
cana-5762	8	29	with	with	ADP
cana-5762	8	30	confidence.in	confidence.in	NOUN
cana-5762	8	31	addition	addition	NOUN
cana-5762	8	32	to	to	ADP
cana-5762	8	33	chatbot	chatbot	NOUN
cana-5762	8	34	support	support	NOUN
cana-5762	8	35	,	,	PUNCT
cana-5762	8	36	healthai	healthai	PROPN
cana-5762	8	37	connect	connect	NOUN
cana-5762	8	38	features	feature	VERB
cana-5762	8	39	integrated	integrate	VERB
cana-5762	8	40	tools	tool	NOUN
cana-5762	8	41	for	for	ADP
cana-5762	8	42	online	online	ADJ
cana-5762	8	43	appointment	appointment	NOUN
cana-5762	8	44	scheduling	scheduling	NOUN
cana-5762	8	45	and	and	CCONJ
cana-5762	8	46	realtime	realtime	ADJ
cana-5762	8	47	doctor	doctor	NOUN
cana-5762	8	48	consultations	consultation	NOUN
cana-5762	8	49	via	via	ADP
cana-5762	8	50	web	web	NOUN
cana-5762	8	51	chat	chat	PROPN
cana-5762	8	52	.	.	PUNCT
cana-5762	9	1	the	the	DET
cana-5762	9	2	platform	platform	NOUN
cana-5762	9	3	also	also	ADV
cana-5762	9	4	utilizes	utilize	VERB
cana-5762	9	5	advanced	advanced	ADJ
cana-5762	9	6	technologies	technology	NOUN
cana-5762	9	7	such	such	ADJ
cana-5762	9	8	as	as	ADP
cana-5762	9	9	convolutional	convolutional	ADJ
cana-5762	9	10	neural	neural	ADJ
cana-5762	9	11	networks	network	NOUN
cana-5762	9	12	(	(	PUNCT
cana-5762	9	13	cnns	cnns	PROPN
cana-5762	9	14	)	)	PUNCT
cana-5762	9	15	to	to	PART
cana-5762	9	16	detect	detect	VERB
cana-5762	9	17	critical	critical	ADJ
cana-5762	9	18	conditions	condition	NOUN
cana-5762	9	19	like	like	ADP
cana-5762	9	20	brain	brain	NOUN
cana-5762	9	21	tumors	tumor	NOUN
cana-5762	9	22	and	and	CCONJ
cana-5762	9	23	pneumonia	pneumonia	NOUN
cana-5762	9	24	at	at	ADP
cana-5762	9	25	an	an	DET
cana-5762	9	26	early	early	ADJ
cana-5762	9	27	stage	stage	NOUN
cana-5762	9	28	—	—	PUNCT
cana-5762	9	29	emphasizing	emphasize	VERB
cana-5762	9	30	the	the	DET
cana-5762	9	31	value	value	NOUN
cana-5762	9	32	of	of	ADP
cana-5762	9	33	early	early	ADJ
cana-5762	9	34	diagnosis	diagnosis	NOUN
cana-5762	9	35	for	for	ADP
cana-5762	9	36	effective	effective	ADJ
cana-5762	9	37	treatment	treatment	NOUN
cana-5762	9	38	outcomes	outcome	NOUN
cana-5762	9	39	.	.	PUNCT
cana-5762	10	1	overall	overall	ADJ
cana-5762	10	2	,	,	PUNCT
cana-5762	10	3	healthai	healthai	ADJ
cana-5762	10	4	connect	connect	NOUN
cana-5762	10	5	leverages	leverage	NOUN
cana-5762	10	6	the	the	DET
cana-5762	10	7	power	power	NOUN
cana-5762	10	8	of	of	ADP
cana-5762	10	9	ai	ai	VERB
cana-5762	10	10	to	to	PART
cana-5762	10	11	make	make	VERB
cana-5762	10	12	healthcare	healthcare	NOUN
cana-5762	10	13	more	more	ADV
cana-5762	10	14	accessible	accessible	ADJ
cana-5762	10	15	,	,	PUNCT
cana-5762	10	16	interactive	interactive	ADJ
cana-5762	10	17	,	,	PUNCT
cana-5762	10	18	and	and	CCONJ
cana-5762	10	19	intelligent	intelligent	ADJ
cana-5762	10	20	.	.	PUNCT
cana-5762	11	1	through	through	ADP
cana-5762	11	2	improved	improve	VERB
cana-5762	11	3	diagnostic	diagnostic	ADJ
cana-5762	11	4	accuracy	accuracy	NOUN
cana-5762	11	5	and	and	CCONJ
cana-5762	11	6	enhanced	enhance	VERB
cana-5762	11	7	patient	patient	ADJ
cana-5762	11	8	engagement	engagement	NOUN
cana-5762	11	9	,	,	PUNCT
cana-5762	11	10	the	the	DET
cana-5762	11	11	platform	platform	NOUN
cana-5762	11	12	contributes	contribute	VERB
cana-5762	11	13	to	to	ADP
cana-5762	11	14	building	build	VERB
cana-5762	11	15	a	a	DET
cana-5762	11	16	proactive	proactive	ADJ
cana-5762	11	17	and	and	CCONJ
cana-5762	11	18	responsive	responsive	ADJ
cana-5762	11	19	digital	digital	ADJ
cana-5762	11	20	healthcare	healthcare	PROPN
cana-5762	11	21	ecosystem	ecosystem	NOUN
cana-5762	11	22	.	.	PUNCT
cana-5762	12	1	keywords	keyword	NOUN
cana-5762	12	2	:	:	PUNCT
cana-5762	12	3	artificial	artificial	ADJ
cana-5762	12	4	intelligence	intelligence	NOUN
cana-5762	12	5	,	,	PUNCT
cana-5762	12	6	natural	natural	ADJ
cana-5762	12	7	language	language	NOUN
cana-5762	12	8	processing	processing	NOUN
cana-5762	12	9	,	,	PUNCT
cana-5762	12	10	convolutional	convolutional	ADJ
cana-5762	12	11	neural	neural	ADJ
cana-5762	12	12	networks	network	NOUN
cana-5762	12	13	,	,	PUNCT
cana-5762	12	14	machine	machine	NOUN
cana-5762	12	15	learning	learning	NOUN
cana-5762	12	16	,	,	PUNCT
cana-5762	12	17	embeddings	embedding	NOUN
cana-5762	12	18	,	,	PUNCT
cana-5762	12	19	graphical	graphical	ADJ
cana-5762	12	20	user	user	NOUN
cana-5762	12	21	interface	interface	NOUN
cana-5762	12	22	(	(	PUNCT
cana-5762	12	23	gui	gui	NOUN
cana-5762	12	24	)	)	PUNCT
cana-5762	12	25	1	1	NUM
cana-5762	12	26	.	.	X
cana-5762	12	27	introduction	introduction	NOUN
cana-5762	12	28	the	the	DET
cana-5762	12	29	integration	integration	NOUN
cana-5762	12	30	of	of	ADP
cana-5762	12	31	artificial	artificial	ADJ
cana-5762	12	32	intelligence	intelligence	NOUN
cana-5762	12	33	(	(	PUNCT
cana-5762	12	34	ai	ai	NOUN
cana-5762	12	35	)	)	PUNCT
cana-5762	12	36	into	into	ADP
cana-5762	12	37	the	the	DET
cana-5762	12	38	healthcare	healthcare	NOUN
cana-5762	12	39	sector	sector	NOUN
cana-5762	12	40	is	be	AUX
cana-5762	12	41	reshaping	reshape	VERB
cana-5762	12	42	how	how	SCONJ
cana-5762	12	43	medical	medical	ADJ
cana-5762	12	44	services	service	NOUN
cana-5762	12	45	are	be	AUX
cana-5762	12	46	delivered	deliver	VERB
cana-5762	12	47	,	,	PUNCT
cana-5762	12	48	significantly	significantly	ADV
cana-5762	12	49	enhancing	enhance	VERB
cana-5762	12	50	patient	patient	ADJ
cana-5762	12	51	experiences	experience	NOUN
cana-5762	12	52	and	and	CCONJ
cana-5762	12	53	improving	improve	VERB
cana-5762	12	54	access	access	NOUN
cana-5762	12	55	to	to	ADP
cana-5762	12	56	timely	timely	ADJ
cana-5762	12	57	,	,	PUNCT
cana-5762	12	58	high	high	ADJ
cana-5762	12	59	-	-	PUNCT
cana-5762	12	60	quality	quality	NOUN
cana-5762	12	61	care	care	NOUN
cana-5762	12	62	.	.	PUNCT
cana-5762	13	1	in	in	ADP
cana-5762	13	2	response	response	NOUN
cana-5762	13	3	to	to	ADP
cana-5762	13	4	the	the	DET
cana-5762	13	5	growing	grow	VERB
cana-5762	13	6	demand	demand	NOUN
cana-5762	13	7	for	for	ADP
cana-5762	13	8	intelligent	intelligent	ADJ
cana-5762	13	9	,	,	PUNCT
cana-5762	13	10	patientfocused	patientfocuse	VERB
cana-5762	13	11	solutions	solution	NOUN
cana-5762	13	12	,	,	PUNCT
cana-5762	13	13	healthai	healthai	PROPN
cana-5762	13	14	connect	connect	NOUN
cana-5762	13	15	has	have	AUX
cana-5762	13	16	been	be	AUX
cana-5762	13	17	developed	develop	VERB
cana-5762	13	18	as	as	ADP
cana-5762	13	19	a	a	DET
cana-5762	13	20	comprehensive	comprehensive	ADJ
cana-5762	13	21	ai	ai	ADJ
cana-5762	13	22	-	-	PUNCT
cana-5762	13	23	powered	power	VERB
cana-5762	13	24	platform	platform	NOUN
cana-5762	13	25	that	that	PRON
cana-5762	13	26	provides	provide	VERB
cana-5762	13	27	personalized	personalized	ADJ
cana-5762	13	28	healthcare	healthcare	NOUN
cana-5762	13	29	assistance	assistance	NOUN
cana-5762	13	30	.	.	PUNCT
cana-5762	14	1	by	by	ADP
cana-5762	14	2	analyzing	analyze	VERB
cana-5762	14	3	user	user	NOUN
cana-5762	14	4	-	-	PUNCT
cana-5762	14	5	submitted	submit	VERB
cana-5762	14	6	symptoms	symptom	NOUN
cana-5762	14	7	and	and	CCONJ
cana-5762	14	8	descriptive	descriptive	ADJ
cana-5762	14	9	health	health	NOUN
cana-5762	14	10	information	information	NOUN
cana-5762	14	11	,	,	PUNCT
cana-5762	14	12	the	the	DET
cana-5762	14	13	system	system	NOUN
cana-5762	14	14	generates	generate	VERB
cana-5762	14	15	accurate	accurate	ADJ
cana-5762	14	16	predictions	prediction	NOUN
cana-5762	14	17	and	and	CCONJ
cana-5762	14	18	communications	communication	NOUN
cana-5762	14	19	on	on	ADP
cana-5762	14	20	applied	apply	VERB
cana-5762	14	21	nonlinear	nonlinear	ADJ
cana-5762	14	22	analysis	analysis	NOUN
cana-5762	14	23	issn	issn	NOUN
cana-5762	14	24	:	:	PUNCT
cana-5762	14	25	1074	1074	NUM
cana-5762	14	26	-	-	PUNCT
cana-5762	14	27	133x	133x	NUM
cana-5762	14	28	vol	vol	NOUN
cana-5762	14	29	32	32	NUM
cana-5762	14	30	no	no	NOUN
cana-5762	14	31	.	.	PUNCT
cana-5762	15	1	3s	3s	NUM
cana-5762	15	2	(	(	PUNCT
cana-5762	15	3	2025	2025	NUM
cana-5762	15	4	)	)	PUNCT
cana-5762	15	5	851	851	NUM
cana-5762	16	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-5762	16	2	tailored	tailor	VERB
cana-5762	16	3	medical	medical	ADJ
cana-5762	16	4	guidance	guidance	NOUN
cana-5762	16	5	—	—	PUNCT
cana-5762	16	6	offering	offer	VERB
cana-5762	16	7	a	a	DET
cana-5762	16	8	meaningful	meaningful	ADJ
cana-5762	16	9	advancement	advancement	NOUN
cana-5762	16	10	beyond	beyond	ADP
cana-5762	16	11	conventional	conventional	ADJ
cana-5762	16	12	diagnostic	diagnostic	ADJ
cana-5762	16	13	methods.a	methods.a	ADJ
cana-5762	16	14	central	central	ADJ
cana-5762	16	15	component	component	NOUN
cana-5762	16	16	of	of	ADP
cana-5762	16	17	the	the	DET
cana-5762	16	18	platform	platform	NOUN
cana-5762	16	19	is	be	AUX
cana-5762	16	20	its	its	PRON
cana-5762	16	21	natural	natural	ADJ
cana-5762	16	22	language	language	NOUN
cana-5762	16	23	processing	processing	NOUN
cana-5762	16	24	(	(	PUNCT
cana-5762	16	25	nlp)-driven	nlp)-driven	ADJ
cana-5762	16	26	medical	medical	ADJ
cana-5762	16	27	chatbot	chatbot	NOUN
cana-5762	16	28	,	,	PUNCT
cana-5762	16	29	which	which	PRON
cana-5762	16	30	is	be	AUX
cana-5762	16	31	extensively	extensively	ADV
cana-5762	16	32	trained	train	VERB
cana-5762	16	33	on	on	ADP
cana-5762	16	34	diverse	diverse	ADJ
cana-5762	16	35	medical	medical	ADJ
cana-5762	16	36	terminologies	terminology	NOUN
cana-5762	16	37	and	and	CCONJ
cana-5762	16	38	clinical	clinical	ADJ
cana-5762	16	39	knowledge	knowledge	NOUN
cana-5762	16	40	.	.	PUNCT
cana-5762	17	1	acting	act	VERB
cana-5762	17	2	as	as	ADP
cana-5762	17	3	a	a	DET
cana-5762	17	4	virtual	virtual	ADJ
cana-5762	17	5	health	health	NOUN
cana-5762	17	6	assistant	assistant	NOUN
cana-5762	17	7	,	,	PUNCT
cana-5762	17	8	the	the	DET
cana-5762	17	9	chatbot	chatbot	NOUN
cana-5762	17	10	delivers	deliver	VERB
cana-5762	17	11	context	context	NOUN
cana-5762	17	12	-	-	PUNCT
cana-5762	17	13	aware	aware	ADJ
cana-5762	17	14	responses	response	NOUN
cana-5762	17	15	related	relate	VERB
cana-5762	17	16	to	to	ADP
cana-5762	17	17	diseases	disease	NOUN
cana-5762	17	18	,	,	PUNCT
cana-5762	17	19	medications	medication	NOUN
cana-5762	17	20	,	,	PUNCT
cana-5762	17	21	preventive	preventive	ADJ
cana-5762	17	22	care	care	NOUN
cana-5762	17	23	,	,	PUNCT
cana-5762	17	24	and	and	CCONJ
cana-5762	17	25	treatment	treatment	NOUN
cana-5762	17	26	options	option	NOUN
cana-5762	17	27	.	.	PUNCT
cana-5762	18	1	it	it	PRON
cana-5762	18	2	facilitates	facilitate	VERB
cana-5762	18	3	informed	informed	ADJ
cana-5762	18	4	decision	decision	NOUN
cana-5762	18	5	-	-	PUNCT
cana-5762	18	6	making	making	NOUN
cana-5762	18	7	and	and	CCONJ
cana-5762	18	8	offers	offer	VERB
cana-5762	18	9	an	an	DET
cana-5762	18	10	empathetic	empathetic	ADJ
cana-5762	18	11	,	,	PUNCT
cana-5762	18	12	user	user	NOUN
cana-5762	18	13	-	-	PUNCT
cana-5762	18	14	friendly	friendly	ADJ
cana-5762	18	15	interface	interface	NOUN
cana-5762	18	16	,	,	PUNCT
cana-5762	18	17	enabling	enable	VERB
cana-5762	18	18	users	user	NOUN
cana-5762	18	19	to	to	PART
cana-5762	18	20	comfortably	comfortably	ADV
cana-5762	18	21	engage	engage	VERB
cana-5762	18	22	in	in	ADP
cana-5762	18	23	their	their	PRON
cana-5762	18	24	health	health	NOUN
cana-5762	18	25	journey.beyond	journey.beyond	NOUN
cana-5762	18	26	chatbot	chatbot	NOUN
cana-5762	18	27	functionality	functionality	NOUN
cana-5762	18	28	,	,	PUNCT
cana-5762	18	29	healthai	healthai	ADJ
cana-5762	18	30	connect	connect	NOUN
cana-5762	18	31	includes	include	VERB
cana-5762	18	32	advanced	advanced	ADJ
cana-5762	18	33	features	feature	NOUN
cana-5762	18	34	such	such	ADJ
cana-5762	18	35	as	as	ADP
cana-5762	18	36	online	online	ADJ
cana-5762	18	37	doctor	doctor	NOUN
cana-5762	18	38	consultations	consultation	NOUN
cana-5762	18	39	and	and	CCONJ
cana-5762	18	40	a	a	DET
cana-5762	18	41	streamlined	streamlined	ADJ
cana-5762	18	42	appointment	appointment	NOUN
cana-5762	18	43	booking	booking	NOUN
cana-5762	18	44	system	system	NOUN
cana-5762	18	45	.	.	PUNCT
cana-5762	19	1	these	these	DET
cana-5762	19	2	tools	tool	NOUN
cana-5762	19	3	modernize	modernize	VERB
cana-5762	19	4	traditional	traditional	ADJ
cana-5762	19	5	healthcare	healthcare	NOUN
cana-5762	19	6	interactions	interaction	NOUN
cana-5762	19	7	by	by	ADP
cana-5762	19	8	enabling	enable	VERB
cana-5762	19	9	realtime	realtime	NOUN
cana-5762	19	10	communication	communication	NOUN
cana-5762	19	11	with	with	ADP
cana-5762	19	12	medical	medical	ADJ
cana-5762	19	13	professionals	professional	NOUN
cana-5762	19	14	and	and	CCONJ
cana-5762	19	15	reducing	reduce	VERB
cana-5762	19	16	administrative	administrative	ADJ
cana-5762	19	17	burdens	burden	NOUN
cana-5762	19	18	.	.	PUNCT
cana-5762	20	1	the	the	DET
cana-5762	20	2	platform	platform	NOUN
cana-5762	20	3	enhances	enhance	VERB
cana-5762	20	4	patient	patient	ADJ
cana-5762	20	5	engagement	engagement	NOUN
cana-5762	20	6	by	by	ADP
cana-5762	20	7	simplifying	simplify	VERB
cana-5762	20	8	access	access	NOUN
cana-5762	20	9	to	to	ADP
cana-5762	20	10	medical	medical	ADJ
cana-5762	20	11	services	service	NOUN
cana-5762	20	12	through	through	ADP
cana-5762	20	13	an	an	DET
cana-5762	20	14	intuitive	intuitive	ADJ
cana-5762	20	15	digital	digital	PROPN
cana-5762	20	16	environment.moreover	environment.moreover	NOUN
cana-5762	20	17	,	,	PUNCT
cana-5762	20	18	healthai	healthai	ADJ
cana-5762	20	19	connect	connect	NOUN
cana-5762	20	20	integrates	integrate	NOUN
cana-5762	20	21	ai	ai	AUX
cana-5762	20	22	-	-	PUNCT
cana-5762	20	23	powered	power	VERB
cana-5762	20	24	diagnostic	diagnostic	ADJ
cana-5762	20	25	modules	module	NOUN
cana-5762	20	26	capable	capable	ADJ
cana-5762	20	27	of	of	ADP
cana-5762	20	28	detecting	detect	VERB
cana-5762	20	29	critical	critical	ADJ
cana-5762	20	30	health	health	NOUN
cana-5762	20	31	conditions	condition	NOUN
cana-5762	20	32	such	such	ADJ
cana-5762	20	33	as	as	ADP
cana-5762	20	34	brain	brain	NOUN
cana-5762	20	35	tumors	tumor	NOUN
cana-5762	20	36	and	and	CCONJ
cana-5762	20	37	pneumonia	pneumonia	NOUN
cana-5762	20	38	using	use	VERB
cana-5762	20	39	medical	medical	ADJ
cana-5762	20	40	imaging	imaging	NOUN
cana-5762	20	41	and	and	CCONJ
cana-5762	20	42	machine	machine	NOUN
cana-5762	20	43	learning	learn	VERB
cana-5762	20	44	algorithms	algorithm	NOUN
cana-5762	20	45	.	.	PUNCT
cana-5762	21	1	these	these	DET
cana-5762	21	2	early	early	ADJ
cana-5762	21	3	detection	detection	NOUN
cana-5762	21	4	tools	tool	NOUN
cana-5762	21	5	underscore	underscore	VERB
cana-5762	21	6	the	the	DET
cana-5762	21	7	platform	platform	NOUN
cana-5762	21	8	’s	’s	PART
cana-5762	21	9	commitment	commitment	NOUN
cana-5762	21	10	to	to	ADP
cana-5762	21	11	proactive	proactive	ADJ
cana-5762	21	12	healthcare	healthcare	NOUN
cana-5762	21	13	,	,	PUNCT
cana-5762	21	14	where	where	SCONJ
cana-5762	21	15	early	early	ADJ
cana-5762	21	16	intervention	intervention	NOUN
cana-5762	21	17	can	can	AUX
cana-5762	21	18	lead	lead	VERB
cana-5762	21	19	to	to	ADP
cana-5762	21	20	significantly	significantly	ADV
cana-5762	21	21	improved	improve	VERB
cana-5762	21	22	treatment	treatment	NOUN
cana-5762	21	23	outcomes	outcome	NOUN
cana-5762	21	24	and	and	CCONJ
cana-5762	21	25	patient	patient	NOUN
cana-5762	21	26	safety.in	safety.in	SYM
cana-5762	21	27	essence	essence	NOUN
cana-5762	21	28	,	,	PUNCT
cana-5762	21	29	healthai	healthai	NOUN
cana-5762	21	30	connect	connect	NOUN
cana-5762	21	31	represents	represent	VERB
cana-5762	21	32	a	a	DET
cana-5762	21	33	convergence	convergence	NOUN
cana-5762	21	34	of	of	ADP
cana-5762	21	35	ai	ai	NOUN
cana-5762	21	36	,	,	PUNCT
cana-5762	21	37	data	data	NOUN
cana-5762	21	38	science	science	NOUN
cana-5762	21	39	,	,	PUNCT
cana-5762	21	40	and	and	CCONJ
cana-5762	21	41	healthcare	healthcare	PROPN
cana-5762	21	42	,	,	PUNCT
cana-5762	21	43	designed	design	VERB
cana-5762	21	44	to	to	PART
cana-5762	21	45	empower	empower	VERB
cana-5762	21	46	individuals	individual	NOUN
cana-5762	21	47	with	with	ADP
cana-5762	21	48	intelligent	intelligent	ADJ
cana-5762	21	49	,	,	PUNCT
cana-5762	21	50	accessible	accessible	ADJ
cana-5762	21	51	,	,	PUNCT
cana-5762	21	52	and	and	CCONJ
cana-5762	21	53	responsive	responsive	ADJ
cana-5762	21	54	medical	medical	ADJ
cana-5762	21	55	support	support	NOUN
cana-5762	21	56	.	.	PUNCT
cana-5762	22	1	by	by	ADP
cana-5762	22	2	facilitating	facilitate	VERB
cana-5762	22	3	early	early	ADJ
cana-5762	22	4	diagnosis	diagnosis	NOUN
cana-5762	22	5	,	,	PUNCT
cana-5762	22	6	enhancing	enhance	VERB
cana-5762	22	7	communication	communication	NOUN
cana-5762	22	8	,	,	PUNCT
cana-5762	22	9	and	and	CCONJ
cana-5762	22	10	promoting	promote	VERB
cana-5762	22	11	health	health	NOUN
cana-5762	22	12	literacy	literacy	NOUN
cana-5762	22	13	,	,	PUNCT
cana-5762	22	14	the	the	DET
cana-5762	22	15	platform	platform	NOUN
cana-5762	22	16	advances	advance	VERB
cana-5762	22	17	the	the	DET
cana-5762	22	18	digital	digital	ADJ
cana-5762	22	19	transformation	transformation	NOUN
cana-5762	22	20	of	of	ADP
cana-5762	22	21	healthcare	healthcare	NOUN
cana-5762	22	22	—	—	PUNCT
cana-5762	22	23	placing	place	VERB
cana-5762	22	24	users	user	NOUN
cana-5762	22	25	at	at	ADP
cana-5762	22	26	the	the	DET
cana-5762	22	27	center	center	NOUN
cana-5762	22	28	of	of	ADP
cana-5762	22	29	care	care	NOUN
cana-5762	22	30	delivery	delivery	NOUN
cana-5762	22	31	.	.	PUNCT
cana-5762	23	1	2	2	X
cana-5762	23	2	.	.	X
cana-5762	23	3	literature	literature	NOUN
cana-5762	23	4	review	review	VERB
cana-5762	23	5	the	the	DET
cana-5762	23	6	use	use	NOUN
cana-5762	23	7	of	of	ADP
cana-5762	23	8	artificial	artificial	ADJ
cana-5762	23	9	intelligence	intelligence	NOUN
cana-5762	23	10	(	(	PUNCT
cana-5762	23	11	ai	ai	NOUN
cana-5762	23	12	)	)	PUNCT
cana-5762	23	13	and	and	CCONJ
cana-5762	23	14	machine	machine	NOUN
cana-5762	23	15	learning	learning	NOUN
cana-5762	23	16	(	(	PUNCT
cana-5762	23	17	ml	ml	NOUN
cana-5762	23	18	)	)	PUNCT
cana-5762	23	19	in	in	ADP
cana-5762	23	20	healthcare	healthcare	NOUN
cana-5762	23	21	is	be	AUX
cana-5762	23	22	advancing	advance	VERB
cana-5762	23	23	rapidly	rapidly	ADV
cana-5762	23	24	,	,	PUNCT
cana-5762	23	25	offering	offer	VERB
cana-5762	23	26	innovative	innovative	ADJ
cana-5762	23	27	solutions	solution	NOUN
cana-5762	23	28	to	to	ADP
cana-5762	23	29	modern	modern	ADJ
cana-5762	23	30	medical	medical	ADJ
cana-5762	23	31	challenges	challenge	NOUN
cana-5762	23	32	.	.	PUNCT
cana-5762	24	1	one	one	NUM
cana-5762	24	2	such	such	ADJ
cana-5762	24	3	advancement	advancement	NOUN
cana-5762	24	4	is	be	AUX
cana-5762	24	5	presented	present	VERB
cana-5762	24	6	by	by	ADP
cana-5762	24	7	khadija	khadija	PROPN
cana-5762	24	8	et	et	PROPN
cana-5762	24	9	al	al	PROPN
cana-5762	24	10	.	.	PUNCT
cana-5762	25	1	[	[	X
cana-5762	25	2	1	1	NUM
cana-5762	25	3	]	]	PUNCT
cana-5762	25	4	,	,	PUNCT
cana-5762	25	5	who	who	PRON
cana-5762	25	6	developed	develop	VERB
cana-5762	25	7	a	a	DET
cana-5762	25	8	generative	generative	ADJ
cana-5762	25	9	ai	ai	ADJ
cana-5762	25	10	-	-	PUNCT
cana-5762	25	11	powered	power	VERB
cana-5762	25	12	chatbot	chatbot	NOUN
cana-5762	25	13	capable	capable	ADJ
cana-5762	25	14	of	of	ADP
cana-5762	25	15	retrieving	retrieve	VERB
cana-5762	25	16	information	information	NOUN
cana-5762	25	17	from	from	ADP
cana-5762	25	18	pdf	pdf	NOUN
cana-5762	25	19	-	-	PUNCT
cana-5762	25	20	based	base	VERB
cana-5762	25	21	faculty	faculty	NOUN
cana-5762	25	22	guidelines	guideline	NOUN
cana-5762	25	23	.	.	PUNCT
cana-5762	26	1	by	by	ADP
cana-5762	26	2	utilizing	utilize	VERB
cana-5762	26	3	advanced	advanced	ADJ
cana-5762	26	4	frameworks	framework	NOUN
cana-5762	26	5	such	such	ADJ
cana-5762	26	6	as	as	ADP
cana-5762	26	7	langchain	langchain	NOUN
cana-5762	26	8	,	,	PUNCT
cana-5762	26	9	pinecone	pinecone	NOUN
cana-5762	26	10	,	,	PUNCT
cana-5762	26	11	and	and	CCONJ
cana-5762	26	12	openai	openai	PROPN
cana-5762	26	13	's	's	PART
cana-5762	26	14	large	large	ADJ
cana-5762	26	15	language	language	NOUN
cana-5762	26	16	models	model	NOUN
cana-5762	26	17	(	(	PUNCT
cana-5762	26	18	llms	llm	NOUN
cana-5762	26	19	)	)	PUNCT
cana-5762	26	20	,	,	PUNCT
cana-5762	26	21	the	the	DET
cana-5762	26	22	system	system	NOUN
cana-5762	26	23	performs	perform	VERB
cana-5762	26	24	semantic	semantic	ADJ
cana-5762	26	25	search	search	NOUN
cana-5762	26	26	to	to	PART
cana-5762	26	27	deliver	deliver	VERB
cana-5762	26	28	accurate	accurate	ADJ
cana-5762	26	29	and	and	CCONJ
cana-5762	26	30	context	context	NOUN
cana-5762	26	31	-	-	PUNCT
cana-5762	26	32	aware	aware	ADJ
cana-5762	26	33	responses	response	NOUN
cana-5762	26	34	to	to	ADP
cana-5762	26	35	user	user	NOUN
cana-5762	26	36	queries.in	queries.in	PROPN
cana-5762	26	37	the	the	DET
cana-5762	26	38	realm	realm	NOUN
cana-5762	26	39	of	of	ADP
cana-5762	26	40	remote	remote	ADJ
cana-5762	26	41	healthcare	healthcare	NOUN
cana-5762	26	42	,	,	PUNCT
cana-5762	26	43	a.	a.	PROPN
cana-5762	26	44	s.	s.	PROPN
cana-5762	26	45	et	et	PROPN
cana-5762	26	46	al	al	PROPN
cana-5762	26	47	.	.	PUNCT
cana-5762	27	1	[	[	X
cana-5762	27	2	2	2	X
cana-5762	27	3	]	]	PUNCT
cana-5762	27	4	designed	design	VERB
cana-5762	27	5	a	a	DET
cana-5762	27	6	multilingual	multilingual	ADJ
cana-5762	27	7	chatbot	chatbot	NOUN
cana-5762	27	8	tailored	tailor	VERB
cana-5762	27	9	for	for	ADP
cana-5762	27	10	rural	rural	ADJ
cana-5762	27	11	healthcare	healthcare	NOUN
cana-5762	27	12	consultation	consultation	NOUN
cana-5762	27	13	.	.	PUNCT
cana-5762	28	1	leveraging	leverage	VERB
cana-5762	28	2	natural	natural	ADJ
cana-5762	28	3	language	language	NOUN
cana-5762	28	4	processing	processing	NOUN
cana-5762	28	5	(	(	PUNCT
cana-5762	28	6	nlp	nlp	NOUN
cana-5762	28	7	)	)	PUNCT
cana-5762	28	8	and	and	CCONJ
cana-5762	28	9	platforms	platform	NOUN
cana-5762	28	10	like	like	ADP
cana-5762	28	11	google	google	PROPN
cana-5762	28	12	dialogflow	dialogflow	NOUN
cana-5762	28	13	,	,	PUNCT
cana-5762	28	14	the	the	DET
cana-5762	28	15	chatbot	chatbot	NOUN
cana-5762	28	16	enables	enable	VERB
cana-5762	28	17	both	both	DET
cana-5762	28	18	voice	voice	NOUN
cana-5762	28	19	and	and	CCONJ
cana-5762	28	20	text	text	NOUN
cana-5762	28	21	-	-	PUNCT
cana-5762	28	22	based	base	VERB
cana-5762	28	23	interaction	interaction	NOUN
cana-5762	28	24	,	,	PUNCT
cana-5762	28	25	offering	offer	VERB
cana-5762	28	26	accessible	accessible	ADJ
cana-5762	28	27	healthcare	healthcare	NOUN
cana-5762	28	28	guidance	guidance	NOUN
cana-5762	28	29	even	even	ADV
cana-5762	28	30	to	to	ADP
cana-5762	28	31	illiterate	illiterate	ADJ
cana-5762	28	32	users	user	NOUN
cana-5762	28	33	.	.	PUNCT
cana-5762	29	1	similarly	similarly	ADV
cana-5762	29	2	,	,	PUNCT
cana-5762	29	3	chakraborty	chakraborty	PROPN
cana-5762	29	4	et	et	PROPN
cana-5762	29	5	al	al	PROPN
cana-5762	29	6	.	.	PUNCT
cana-5762	30	1	[	[	X
cana-5762	30	2	3	3	X
cana-5762	30	3	]	]	PUNCT
cana-5762	30	4	introduced	introduce	VERB
cana-5762	30	5	a	a	DET
cana-5762	30	6	deep	deep	ADJ
cana-5762	30	7	learning	learning	NOUN
cana-5762	30	8	-	-	PUNCT
cana-5762	30	9	enabled	enable	VERB
cana-5762	30	10	medical	medical	ADJ
cana-5762	30	11	chatbot	chatbot	NOUN
cana-5762	30	12	for	for	ADP
cana-5762	30	13	predicting	predict	VERB
cana-5762	30	14	and	and	CCONJ
cana-5762	30	15	preventing	prevent	VERB
cana-5762	30	16	infectious	infectious	ADJ
cana-5762	30	17	diseases	disease	NOUN
cana-5762	30	18	.	.	PUNCT
cana-5762	31	1	their	their	PRON
cana-5762	31	2	approach	approach	NOUN
cana-5762	31	3	integrates	integrate	VERB
cana-5762	31	4	nlp	nlp	NOUN
cana-5762	31	5	with	with	ADP
cana-5762	31	6	lstm	lstm	NOUN
cana-5762	31	7	and	and	CCONJ
cana-5762	31	8	decision	decision	NOUN
cana-5762	31	9	tree	tree	NOUN
cana-5762	31	10	algorithms	algorithm	NOUN
cana-5762	31	11	,	,	PUNCT
cana-5762	31	12	trained	train	VERB
cana-5762	31	13	on	on	ADP
cana-5762	31	14	datasets	dataset	NOUN
cana-5762	31	15	containing	contain	VERB
cana-5762	31	16	disease	disease	NOUN
cana-5762	31	17	-	-	PUNCT
cana-5762	31	18	related	relate	VERB
cana-5762	31	19	symptoms	symptom	NOUN
cana-5762	31	20	and	and	CCONJ
cana-5762	31	21	treatments	treatment	NOUN
cana-5762	31	22	,	,	PUNCT
cana-5762	31	23	and	and	CCONJ
cana-5762	31	24	can	can	AUX
cana-5762	31	25	process	process	VERB
cana-5762	31	26	both	both	PRON
cana-5762	31	27	spoken	speak	VERB
cana-5762	31	28	and	and	CCONJ
cana-5762	31	29	written	write	VERB
cana-5762	31	30	queries	query	NOUN
cana-5762	31	31	.	.	PUNCT
cana-5762	32	1	further	far	ADV
cana-5762	32	2	emphasizing	emphasize	VERB
cana-5762	32	3	the	the	DET
cana-5762	32	4	importance	importance	NOUN
cana-5762	32	5	of	of	ADP
cana-5762	32	6	unstructured	unstructured	ADJ
cana-5762	32	7	data	datum	NOUN
cana-5762	32	8	in	in	ADP
cana-5762	32	9	healthcare	healthcare	PROPN
cana-5762	32	10	analytics	analytic	NOUN
cana-5762	32	11	,	,	PUNCT
cana-5762	32	12	ehghaghi	ehghaghi	PROPN
cana-5762	32	13	et	et	PROPN
cana-5762	32	14	al	al	PROPN
cana-5762	32	15	.	.	PUNCT
cana-5762	33	1	[	[	X
cana-5762	33	2	4	4	NUM
cana-5762	33	3	]	]	PUNCT
cana-5762	33	4	explored	explore	VERB
cana-5762	33	5	disease	disease	NOUN
cana-5762	33	6	prediction	prediction	NOUN
cana-5762	33	7	by	by	ADP
cana-5762	33	8	extracting	extract	VERB
cana-5762	33	9	meaningful	meaningful	ADJ
cana-5762	33	10	insights	insight	NOUN
cana-5762	33	11	from	from	ADP
cana-5762	33	12	clinical	clinical	ADJ
cana-5762	33	13	notes	note	NOUN
cana-5762	33	14	in	in	ADP
cana-5762	33	15	electronic	electronic	ADJ
cana-5762	33	16	health	health	NOUN
cana-5762	33	17	records	record	NOUN
cana-5762	33	18	(	(	PUNCT
cana-5762	33	19	ehrs	ehrs	PROPN
cana-5762	33	20	)	)	PUNCT
cana-5762	33	21	.	.	PUNCT
cana-5762	34	1	their	their	PRON
cana-5762	34	2	method	method	NOUN
cana-5762	34	3	,	,	PUNCT
cana-5762	34	4	applied	apply	VERB
cana-5762	34	5	to	to	ADP
cana-5762	34	6	the	the	DET
cana-5762	34	7	mimiciii	mimiciii	NOUN
cana-5762	34	8	dataset	dataset	NOUN
cana-5762	34	9	,	,	PUNCT
cana-5762	34	10	combines	combine	VERB
cana-5762	34	11	textual	textual	ADJ
cana-5762	34	12	features	feature	NOUN
cana-5762	34	13	with	with	ADP
cana-5762	34	14	structured	structured	ADJ
cana-5762	34	15	data	datum	NOUN
cana-5762	34	16	to	to	PART
cana-5762	34	17	enhance	enhance	VERB
cana-5762	34	18	both	both	PRON
cana-5762	34	19	interpretability	interpretability	NOUN
cana-5762	34	20	and	and	CCONJ
cana-5762	34	21	prediction	prediction	NOUN
cana-5762	34	22	accuracy	accuracy	NOUN
cana-5762	34	23	.	.	PUNCT
cana-5762	35	1	luo	luo	PROPN
cana-5762	35	2	et	et	PROPN
cana-5762	35	3	al	al	PROPN
cana-5762	35	4	.	.	PUNCT
cana-5762	36	1	[	[	X
cana-5762	36	2	5	5	NUM
cana-5762	36	3	]	]	PUNCT
cana-5762	36	4	built	build	VERB
cana-5762	36	5	on	on	ADP
cana-5762	36	6	this	this	DET
cana-5762	36	7	concept	concept	NOUN
cana-5762	36	8	by	by	ADP
cana-5762	36	9	developing	develop	VERB
cana-5762	36	10	a	a	DET
cana-5762	36	11	deep	deep	ADJ
cana-5762	36	12	language	language	NOUN
cana-5762	36	13	model	model	NOUN
cana-5762	36	14	capable	capable	ADJ
cana-5762	36	15	of	of	ADP
cana-5762	36	16	extracting	extract	VERB
cana-5762	36	17	patient	patient	NOUN
cana-5762	36	18	-	-	PUNCT
cana-5762	36	19	reported	report	VERB
cana-5762	36	20	symptoms	symptom	NOUN
cana-5762	36	21	from	from	ADP
cana-5762	36	22	ehrs	ehrs	PROPN
cana-5762	36	23	and	and	CCONJ
cana-5762	36	24	social	social	ADJ
cana-5762	36	25	media	medium	NOUN
cana-5762	36	26	platforms	platform	NOUN
cana-5762	36	27	.	.	PUNCT
cana-5762	37	1	their	their	PRON
cana-5762	37	2	communications	communication	NOUN
cana-5762	37	3	on	on	ADP
cana-5762	37	4	applied	apply	VERB
cana-5762	37	5	nonlinear	nonlinear	ADJ
cana-5762	37	6	analysis	analysis	NOUN
cana-5762	37	7	issn	issn	NOUN
cana-5762	37	8	:	:	PUNCT
cana-5762	37	9	1074	1074	NUM
cana-5762	37	10	-	-	PUNCT
cana-5762	37	11	133x	133x	NUM
cana-5762	37	12	vol	vol	NOUN
cana-5762	37	13	32	32	NUM
cana-5762	37	14	no	no	NOUN
cana-5762	37	15	.	.	PUNCT
cana-5762	38	1	3s	3s	NUM
cana-5762	38	2	(	(	PUNCT
cana-5762	38	3	2025	2025	NUM
cana-5762	38	4	)	)	PUNCT
cana-5762	38	5	852	852	NUM
cana-5762	38	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5762	38	7	model	model	NOUN
cana-5762	38	8	demonstrated	demonstrate	VERB
cana-5762	38	9	high	high	ADJ
cana-5762	38	10	effectiveness	effectiveness	NOUN
cana-5762	38	11	in	in	ADP
cana-5762	38	12	identifying	identify	VERB
cana-5762	38	13	complex	complex	ADJ
cana-5762	38	14	linguistic	linguistic	ADJ
cana-5762	38	15	patterns	pattern	NOUN
cana-5762	38	16	such	such	ADJ
cana-5762	38	17	as	as	ADP
cana-5762	38	18	negations	negation	NOUN
cana-5762	38	19	and	and	CCONJ
cana-5762	38	20	conditional	conditional	ADJ
cana-5762	38	21	expressions	expression	NOUN
cana-5762	38	22	and	and	CCONJ
cana-5762	38	23	was	be	AUX
cana-5762	38	24	especially	especially	ADV
cana-5762	38	25	successful	successful	ADJ
cana-5762	38	26	in	in	ADP
cana-5762	38	27	early	early	ADJ
cana-5762	38	28	detection	detection	NOUN
cana-5762	38	29	of	of	ADP
cana-5762	38	30	covid-19	covid-19	PROPN
cana-5762	38	31	symptoms	symptom	NOUN
cana-5762	38	32	based	base	VERB
cana-5762	38	33	on	on	ADP
cana-5762	38	34	cdc	cdc	PROPN
cana-5762	38	35	guidelines	guideline	NOUN
cana-5762	38	36	.	.	PUNCT
cana-5762	39	1	addressing	address	VERB
cana-5762	39	2	patient	patient	ADJ
cana-5762	39	3	-	-	PUNCT
cana-5762	39	4	doctor	doctor	NOUN
cana-5762	39	5	interactions	interaction	NOUN
cana-5762	39	6	,	,	PUNCT
cana-5762	39	7	usharani	usharani	NOUN
cana-5762	39	8	et	et	NOUN
cana-5762	39	9	al	al	PROPN
cana-5762	39	10	.	.	PUNCT
cana-5762	40	1	[	[	X
cana-5762	40	2	6	6	NUM
cana-5762	40	3	]	]	PUNCT
cana-5762	40	4	proposed	propose	VERB
cana-5762	40	5	a	a	DET
cana-5762	40	6	mobile	mobile	NOUN
cana-5762	40	7	-	-	PUNCT
cana-5762	40	8	based	base	VERB
cana-5762	40	9	appointment	appointment	NOUN
cana-5762	40	10	scheduling	scheduling	NOUN
cana-5762	40	11	application	application	NOUN
cana-5762	40	12	using	use	VERB
cana-5762	40	13	objectoriented	objectoriente	VERB
cana-5762	40	14	analysis	analysis	NOUN
cana-5762	40	15	and	and	CCONJ
cana-5762	40	16	design	design	NOUN
cana-5762	40	17	(	(	PUNCT
cana-5762	40	18	ooad	ooad	NOUN
cana-5762	40	19	)	)	PUNCT
cana-5762	40	20	.	.	PUNCT
cana-5762	41	1	the	the	DET
cana-5762	41	2	system	system	NOUN
cana-5762	41	3	allows	allow	VERB
cana-5762	41	4	patients	patient	NOUN
cana-5762	41	5	to	to	PART
cana-5762	41	6	select	select	VERB
cana-5762	41	7	preferred	preferred	ADJ
cana-5762	41	8	dates	date	NOUN
cana-5762	41	9	and	and	CCONJ
cana-5762	41	10	times	time	NOUN
cana-5762	41	11	and	and	CCONJ
cana-5762	41	12	supports	support	VERB
cana-5762	41	13	live	live	ADJ
cana-5762	41	14	video	video	NOUN
cana-5762	41	15	consultations	consultation	NOUN
cana-5762	41	16	,	,	PUNCT
cana-5762	41	17	offering	offer	VERB
cana-5762	41	18	a	a	DET
cana-5762	41	19	cloud	cloud	NOUN
cana-5762	41	20	-	-	PUNCT
cana-5762	41	21	backed	back	VERB
cana-5762	41	22	,	,	PUNCT
cana-5762	41	23	user	user	NOUN
cana-5762	41	24	-	-	PUNCT
cana-5762	41	25	friendly	friendly	ADJ
cana-5762	41	26	platform	platform	NOUN
cana-5762	41	27	to	to	PART
cana-5762	41	28	streamline	streamline	VERB
cana-5762	41	29	healthcare	healthcare	NOUN
cana-5762	41	30	accessibility	accessibility	NOUN
cana-5762	41	31	.	.	PUNCT
cana-5762	42	1	disease	disease	NOUN
cana-5762	42	2	prediction	prediction	NOUN
cana-5762	42	3	systems	system	NOUN
cana-5762	42	4	have	have	AUX
cana-5762	42	5	also	also	ADV
cana-5762	42	6	evolved	evolve	VERB
cana-5762	42	7	significantly	significantly	ADV
cana-5762	42	8	with	with	ADP
cana-5762	42	9	ai	ai	PROPN
cana-5762	42	10	.	.	PUNCT
cana-5762	43	1	kommineni	kommineni	PROPN
cana-5762	43	2	et	et	PROPN
cana-5762	43	3	al	al	PROPN
cana-5762	43	4	.	.	PUNCT
cana-5762	44	1	[	[	X
cana-5762	44	2	7	7	X
cana-5762	44	3	]	]	PUNCT
cana-5762	44	4	introduced	introduce	VERB
cana-5762	44	5	a	a	DET
cana-5762	44	6	symptom	symptom	NOUN
cana-5762	44	7	-	-	PUNCT
cana-5762	44	8	based	base	VERB
cana-5762	44	9	disease	disease	NOUN
cana-5762	44	10	predictor	predictor	NOUN
cana-5762	44	11	using	use	VERB
cana-5762	44	12	random	random	ADJ
cana-5762	44	13	forest	forest	NOUN
cana-5762	44	14	and	and	CCONJ
cana-5762	44	15	naive	naive	ADJ
cana-5762	44	16	bayes	bayes	NOUN
cana-5762	44	17	algorithms	algorithm	NOUN
cana-5762	44	18	within	within	ADP
cana-5762	44	19	a	a	DET
cana-5762	44	20	gui	gui	NOUN
cana-5762	44	21	environment	environment	NOUN
cana-5762	44	22	built	build	VERB
cana-5762	44	23	with	with	ADP
cana-5762	44	24	tkinter	tkinter	NOUN
cana-5762	44	25	.	.	PUNCT
cana-5762	45	1	the	the	DET
cana-5762	45	2	system	system	NOUN
cana-5762	45	3	is	be	AUX
cana-5762	45	4	designed	design	VERB
cana-5762	45	5	for	for	ADP
cana-5762	45	6	everyday	everyday	ADJ
cana-5762	45	7	users	user	NOUN
cana-5762	45	8	to	to	PART
cana-5762	45	9	gain	gain	VERB
cana-5762	45	10	quick	quick	ADJ
cana-5762	45	11	insights	insight	NOUN
cana-5762	45	12	into	into	ADP
cana-5762	45	13	potential	potential	ADJ
cana-5762	45	14	health	health	NOUN
cana-5762	45	15	conditions	condition	NOUN
cana-5762	45	16	.	.	PUNCT
cana-5762	46	1	hema	hema	PROPN
cana-5762	46	2	et	et	PROPN
cana-5762	46	3	al	al	PROPN
cana-5762	46	4	.	.	PUNCT
cana-5762	47	1	[	[	X
cana-5762	47	2	8	8	NUM
cana-5762	47	3	]	]	PUNCT
cana-5762	47	4	evaluated	evaluate	VERB
cana-5762	47	5	11	11	NUM
cana-5762	47	6	machine	machine	NOUN
cana-5762	47	7	learning	learn	VERB
cana-5762	47	8	algorithms	algorithm	NOUN
cana-5762	47	9	on	on	ADP
cana-5762	47	10	a	a	DET
cana-5762	47	11	dataset	dataset	NOUN
cana-5762	47	12	comprising	comprising	NOUN
cana-5762	47	13	over	over	ADP
cana-5762	47	14	230	230	NUM
cana-5762	47	15	diseases	disease	NOUN
cana-5762	47	16	and	and	CCONJ
cana-5762	47	17	concluded	conclude	VERB
cana-5762	47	18	that	that	SCONJ
cana-5762	47	19	the	the	DET
cana-5762	47	20	weighted	weighted	ADJ
cana-5762	47	21	k	k	NOUN
cana-5762	47	22	-	-	PUNCT
cana-5762	47	23	nearest	near	ADJ
cana-5762	47	24	neighbor	neighbor	NOUN
cana-5762	47	25	(	(	PUNCT
cana-5762	47	26	knn	knn	PROPN
cana-5762	47	27	)	)	PUNCT
cana-5762	47	28	algorithm	algorithm	PROPN
cana-5762	47	29	achieved	achieve	VERB
cana-5762	47	30	the	the	DET
cana-5762	47	31	highest	high	ADJ
cana-5762	47	32	accuracy	accuracy	NOUN
cana-5762	47	33	of	of	ADP
cana-5762	47	34	93	93	NUM
cana-5762	47	35	%	%	NOUN
cana-5762	47	36	,	,	PUNCT
cana-5762	47	37	reinforcing	reinforce	VERB
cana-5762	47	38	the	the	DET
cana-5762	47	39	importance	importance	NOUN
cana-5762	47	40	of	of	ADP
cana-5762	47	41	rapid	rapid	ADJ
cana-5762	47	42	and	and	CCONJ
cana-5762	47	43	accurate	accurate	ADJ
cana-5762	47	44	diagnosis	diagnosis	NOUN
cana-5762	47	45	in	in	ADP
cana-5762	47	46	critical	critical	ADJ
cana-5762	47	47	situations	situation	NOUN
cana-5762	47	48	.	.	PUNCT
cana-5762	48	1	similarly	similarly	ADV
cana-5762	48	2	,	,	PUNCT
cana-5762	48	3	kumar	kumar	PROPN
cana-5762	48	4	et	et	PROPN
cana-5762	48	5	al	al	PROPN
cana-5762	48	6	.	.	PUNCT
cana-5762	49	1	[	[	X
cana-5762	49	2	9	9	NUM
cana-5762	49	3	]	]	PUNCT
cana-5762	49	4	proposed	propose	VERB
cana-5762	49	5	a	a	DET
cana-5762	49	6	random	random	ADJ
cana-5762	49	7	forest	forest	NOUN
cana-5762	49	8	-	-	PUNCT
cana-5762	49	9	based	base	VERB
cana-5762	49	10	disease	disease	NOUN
cana-5762	49	11	prediction	prediction	NOUN
cana-5762	49	12	model	model	NOUN
cana-5762	49	13	with	with	ADP
cana-5762	49	14	a	a	DET
cana-5762	49	15	user	user	NOUN
cana-5762	49	16	-	-	PUNCT
cana-5762	49	17	friendly	friendly	ADJ
cana-5762	49	18	python	python	NOUN
cana-5762	49	19	gui	gui	NOUN
cana-5762	49	20	,	,	PUNCT
cana-5762	49	21	highlighting	highlight	VERB
cana-5762	49	22	simplicity	simplicity	NOUN
cana-5762	49	23	and	and	CCONJ
cana-5762	49	24	accessibility	accessibility	NOUN
cana-5762	49	25	for	for	ADP
cana-5762	49	26	non	non	ADJ
cana-5762	49	27	-	-	ADJ
cana-5762	49	28	technical	technical	ADJ
cana-5762	49	29	users	user	NOUN
cana-5762	49	30	.	.	PUNCT
cana-5762	50	1	ai	ai	VERB
cana-5762	50	2	applications	application	NOUN
cana-5762	50	3	in	in	ADP
cana-5762	50	4	medical	medical	ADJ
cana-5762	50	5	imaging	imaging	NOUN
cana-5762	50	6	have	have	AUX
cana-5762	50	7	proven	prove	VERB
cana-5762	50	8	particularly	particularly	ADV
cana-5762	50	9	impactful	impactful	ADJ
cana-5762	50	10	.	.	PUNCT
cana-5762	51	1	nag	nag	VERB
cana-5762	51	2	et	et	PROPN
cana-5762	51	3	al	al	PROPN
cana-5762	51	4	.	.	PUNCT
cana-5762	52	1	[	[	X
cana-5762	52	2	10	10	NUM
cana-5762	52	3	]	]	PUNCT
cana-5762	52	4	focused	focus	VERB
cana-5762	52	5	on	on	ADP
cana-5762	52	6	detecting	detect	VERB
cana-5762	52	7	pneumonia	pneumonia	NOUN
cana-5762	52	8	using	use	VERB
cana-5762	52	9	chest	chest	NOUN
cana-5762	52	10	x	x	NOUN
cana-5762	52	11	-	-	NOUN
cana-5762	52	12	ray	ray	NOUN
cana-5762	52	13	images	image	NOUN
cana-5762	52	14	analyzed	analyze	VERB
cana-5762	52	15	through	through	ADP
cana-5762	52	16	a	a	DET
cana-5762	52	17	convolutional	convolutional	ADJ
cana-5762	52	18	neural	neural	ADJ
cana-5762	52	19	network	network	NOUN
cana-5762	52	20	(	(	PUNCT
cana-5762	52	21	cnn	cnn	PROPN
cana-5762	52	22	)	)	PUNCT
cana-5762	52	23	.	.	PUNCT
cana-5762	53	1	their	their	PRON
cana-5762	53	2	study	study	NOUN
cana-5762	53	3	emphasized	emphasize	VERB
cana-5762	53	4	the	the	DET
cana-5762	53	5	value	value	NOUN
cana-5762	53	6	of	of	ADP
cana-5762	53	7	early	early	ADJ
cana-5762	53	8	detection	detection	NOUN
cana-5762	53	9	for	for	ADP
cana-5762	53	10	high	high	ADJ
cana-5762	53	11	-	-	PUNCT
cana-5762	53	12	risk	risk	NOUN
cana-5762	53	13	groups	group	NOUN
cana-5762	53	14	and	and	CCONJ
cana-5762	53	15	evaluated	evaluate	VERB
cana-5762	53	16	the	the	DET
cana-5762	53	17	model	model	NOUN
cana-5762	53	18	's	's	PART
cana-5762	53	19	performance	performance	NOUN
cana-5762	53	20	using	use	VERB
cana-5762	53	21	a	a	DET
cana-5762	53	22	confusion	confusion	NOUN
cana-5762	53	23	matrix	matrix	NOUN
cana-5762	53	24	.	.	PUNCT
cana-5762	54	1	in	in	ADP
cana-5762	54	2	the	the	DET
cana-5762	54	3	field	field	NOUN
cana-5762	54	4	of	of	ADP
cana-5762	54	5	neurology	neurology	NOUN
cana-5762	54	6	,	,	PUNCT
cana-5762	54	7	dipu	dipu	VERB
cana-5762	54	8	et	et	PROPN
cana-5762	54	9	al	al	PROPN
cana-5762	54	10	.	.	PUNCT
cana-5762	55	1	[	[	X
cana-5762	55	2	11	11	NUM
cana-5762	55	3	]	]	PUNCT
cana-5762	55	4	tackled	tackle	VERB
cana-5762	55	5	brain	brain	NOUN
cana-5762	55	6	tumor	tumor	NOUN
cana-5762	55	7	detection	detection	NOUN
cana-5762	55	8	using	use	VERB
cana-5762	55	9	mri	mri	NOUN
cana-5762	55	10	images	image	NOUN
cana-5762	55	11	.	.	PUNCT
cana-5762	56	1	their	their	PRON
cana-5762	56	2	work	work	NOUN
cana-5762	56	3	utilized	utilize	VERB
cana-5762	56	4	two	two	NUM
cana-5762	56	5	deep	deep	ADJ
cana-5762	56	6	learning	learning	NOUN
cana-5762	56	7	techniques	technique	NOUN
cana-5762	56	8	:	:	PUNCT
cana-5762	56	9	yolo	yolo	INTJ
cana-5762	56	10	(	(	PUNCT
cana-5762	56	11	you	you	PRON
cana-5762	56	12	only	only	ADV
cana-5762	56	13	look	look	VERB
cana-5762	56	14	once	once	ADV
cana-5762	56	15	)	)	PUNCT
cana-5762	56	16	for	for	ADP
cana-5762	56	17	object	object	NOUN
cana-5762	56	18	detection	detection	NOUN
cana-5762	56	19	,	,	PUNCT
cana-5762	56	20	achieving	achieve	VERB
cana-5762	56	21	85–95	85–95	NUM
cana-5762	56	22	%	%	NOUN
cana-5762	56	23	accuracy	accuracy	NOUN
cana-5762	56	24	,	,	PUNCT
cana-5762	56	25	and	and	CCONJ
cana-5762	56	26	fastai	fastai	NOUN
cana-5762	56	27	for	for	ADP
cana-5762	56	28	classification	classification	NOUN
cana-5762	56	29	,	,	PUNCT
cana-5762	56	30	with	with	ADP
cana-5762	56	31	accuracy	accuracy	NOUN
cana-5762	56	32	ranging	range	VERB
cana-5762	56	33	from	from	ADP
cana-5762	56	34	78–95	78–95	NUM
cana-5762	56	35	%	%	NOUN
cana-5762	56	36	.	.	PUNCT
cana-5762	57	1	these	these	DET
cana-5762	57	2	models	model	NOUN
cana-5762	57	3	,	,	PUNCT
cana-5762	57	4	trained	train	VERB
cana-5762	57	5	on	on	ADP
cana-5762	57	6	the	the	DET
cana-5762	57	7	brats	brat	NOUN
cana-5762	57	8	2018	2018	NUM
cana-5762	57	9	dataset	dataset	NOUN
cana-5762	57	10	,	,	PUNCT
cana-5762	57	11	demonstrated	demonstrate	VERB
cana-5762	57	12	potential	potential	NOUN
cana-5762	57	13	for	for	ADP
cana-5762	57	14	real	real	ADJ
cana-5762	57	15	-	-	PUNCT
cana-5762	57	16	time	time	NOUN
cana-5762	57	17	implementation	implementation	NOUN
cana-5762	57	18	in	in	ADP
cana-5762	57	19	clinical	clinical	ADJ
cana-5762	57	20	settings	setting	NOUN
cana-5762	57	21	to	to	PART
cana-5762	57	22	support	support	VERB
cana-5762	57	23	neurologists	neurologist	NOUN
cana-5762	57	24	and	and	CCONJ
cana-5762	57	25	radiologists	radiologist	NOUN
cana-5762	57	26	.	.	PUNCT
cana-5762	58	1	overall	overall	ADV
cana-5762	58	2	,	,	PUNCT
cana-5762	58	3	the	the	DET
cana-5762	58	4	reviewed	review	VERB
cana-5762	58	5	literature	literature	NOUN
cana-5762	58	6	highlights	highlight	VERB
cana-5762	58	7	the	the	DET
cana-5762	58	8	dynamic	dynamic	ADJ
cana-5762	58	9	intersection	intersection	NOUN
cana-5762	58	10	of	of	ADP
cana-5762	58	11	ai	ai	PROPN
cana-5762	58	12	and	and	CCONJ
cana-5762	58	13	healthcare	healthcare	PROPN
cana-5762	58	14	—	—	PUNCT
cana-5762	58	15	from	from	ADP
cana-5762	58	16	chatbots	chatbot	NOUN
cana-5762	58	17	and	and	CCONJ
cana-5762	58	18	remote	remote	ADJ
cana-5762	58	19	consultations	consultation	NOUN
cana-5762	58	20	to	to	PART
cana-5762	58	21	disease	disease	NOUN
cana-5762	58	22	prediction	prediction	NOUN
cana-5762	58	23	and	and	CCONJ
cana-5762	58	24	diagnostic	diagnostic	ADJ
cana-5762	58	25	imaging	imaging	NOUN
cana-5762	58	26	.	.	PUNCT
cana-5762	59	1	these	these	DET
cana-5762	59	2	advancements	advancement	NOUN
cana-5762	59	3	underscore	underscore	VERB
cana-5762	59	4	ai	ai	VERB
cana-5762	59	5	's	's	PART
cana-5762	59	6	growing	grow	VERB
cana-5762	59	7	role	role	NOUN
cana-5762	59	8	in	in	ADP
cana-5762	59	9	improving	improve	VERB
cana-5762	59	10	early	early	ADJ
cana-5762	59	11	diagnosis	diagnosis	NOUN
cana-5762	59	12	,	,	PUNCT
cana-5762	59	13	enhancing	enhance	VERB
cana-5762	59	14	accessibility	accessibility	NOUN
cana-5762	59	15	,	,	PUNCT
cana-5762	59	16	and	and	CCONJ
cana-5762	59	17	delivering	deliver	VERB
cana-5762	59	18	personalized	personalize	VERB
cana-5762	59	19	medical	medical	ADJ
cana-5762	59	20	care	care	NOUN
cana-5762	59	21	.	.	PUNCT
cana-5762	60	1	3	3	NUM
cana-5762	60	2	.proposed	.propose	VERB
cana-5762	60	3	system	system	NOUN
cana-5762	60	4	healthaiconnect	healthaiconnect	NOUN
cana-5762	60	5	is	be	AUX
cana-5762	60	6	a	a	DET
cana-5762	60	7	modular	modular	ADJ
cana-5762	60	8	,	,	PUNCT
cana-5762	60	9	microservices	microservice	NOUN
cana-5762	60	10	-	-	PUNCT
cana-5762	60	11	driven	drive	VERB
cana-5762	60	12	ai	ai	NOUN
cana-5762	60	13	platform	platform	NOUN
cana-5762	60	14	engineered	engineer	VERB
cana-5762	60	15	to	to	PART
cana-5762	60	16	redefine	redefine	VERB
cana-5762	60	17	modern	modern	ADJ
cana-5762	60	18	healthcare	healthcare	NOUN
cana-5762	60	19	delivery	delivery	NOUN
cana-5762	60	20	.	.	PUNCT
cana-5762	61	1	core	core	NOUN
cana-5762	61	2	services	service	NOUN
cana-5762	61	3	—	—	PUNCT
cana-5762	61	4	like	like	ADP
cana-5762	61	5	symptom	symptom	NOUN
cana-5762	61	6	triage	triage	NOUN
cana-5762	61	7	,	,	PUNCT
cana-5762	61	8	appointment	appointment	NOUN
cana-5762	61	9	scheduling	scheduling	NOUN
cana-5762	61	10	,	,	PUNCT
cana-5762	61	11	and	and	CCONJ
cana-5762	61	12	clinical	clinical	ADJ
cana-5762	61	13	decision	decision	NOUN
cana-5762	61	14	support	support	NOUN
cana-5762	61	15	—	—	PUNCT
cana-5762	61	16	run	run	VERB
cana-5762	61	17	in	in	ADP
cana-5762	61	18	containerized	containerized	ADJ
cana-5762	61	19	environments	environment	NOUN
cana-5762	61	20	(	(	PUNCT
cana-5762	61	21	e.g.	e.g.	ADV
cana-5762	61	22	,	,	PUNCT
cana-5762	61	23	docker	docker	PROPN
cana-5762	61	24	,	,	PUNCT
cana-5762	61	25	kubernetes	kubernete	NOUN
cana-5762	61	26	)	)	PUNCT
cana-5762	61	27	and	and	CCONJ
cana-5762	61	28	communicate	communicate	VERB
cana-5762	61	29	securely	securely	ADV
cana-5762	61	30	via	via	ADP
cana-5762	61	31	an	an	DET
cana-5762	61	32	api	api	NOUN
cana-5762	61	33	gateway	gateway	NOUN
cana-5762	61	34	enforcing	enforce	VERB
cana-5762	61	35	oauth2	oauth2	PROPN
cana-5762	61	36	/	/	SYM
cana-5762	61	37	jwt	jwt	PROPN
cana-5762	61	38	authentication	authentication	NOUN
cana-5762	61	39	,	,	PUNCT
cana-5762	61	40	while	while	SCONJ
cana-5762	61	41	adhering	adhere	VERB
cana-5762	61	42	to	to	ADP
cana-5762	61	43	interoperability	interoperability	NOUN
cana-5762	61	44	standards	standard	NOUN
cana-5762	61	45	such	such	ADJ
cana-5762	61	46	as	as	ADP
cana-5762	61	47	fhir	fhir	NOUN
cana-5762	61	48	and	and	CCONJ
cana-5762	61	49	hl7	hl7	NOUN
cana-5762	61	50	.	.	PUNCT
cana-5762	62	1	incoming	incoming	ADJ
cana-5762	62	2	data	datum	NOUN
cana-5762	62	3	from	from	ADP
cana-5762	62	4	wearables	wearable	NOUN
cana-5762	62	5	and	and	CCONJ
cana-5762	62	6	iot	iot	NOUN
cana-5762	62	7	devices	device	NOUN
cana-5762	62	8	is	be	AUX
cana-5762	62	9	first	first	ADV
cana-5762	62	10	preprocessed	preprocesse	VERB
cana-5762	62	11	at	at	ADP
cana-5762	62	12	the	the	DET
cana-5762	62	13	edge	edge	NOUN
cana-5762	62	14	—	—	PUNCT
cana-5762	62	15	filtered	filter	VERB
cana-5762	62	16	,	,	PUNCT
cana-5762	62	17	normalized	normalize	VERB
cana-5762	62	18	,	,	PUNCT
cana-5762	62	19	and	and	CCONJ
cana-5762	62	20	enriched	enrich	VERB
cana-5762	62	21	—	—	PUNCT
cana-5762	62	22	before	before	ADP
cana-5762	62	23	being	be	AUX
cana-5762	62	24	sent	send	VERB
cana-5762	62	25	to	to	ADP
cana-5762	62	26	powerful	powerful	ADJ
cana-5762	62	27	cloud	cloud	NOUN
cana-5762	62	28	-	-	PUNCT
cana-5762	62	29	based	base	VERB
cana-5762	62	30	ai	ai	NOUN
cana-5762	62	31	modules	module	NOUN
cana-5762	62	32	.	.	PUNCT
cana-5762	63	1	these	these	DET
cana-5762	63	2	modules	module	NOUN
cana-5762	63	3	utilize	utilize	VERB
cana-5762	63	4	nlp	nlp	ADJ
cana-5762	63	5	-	-	PUNCT
cana-5762	63	6	driven	drive	VERB
cana-5762	63	7	conversational	conversational	ADJ
cana-5762	63	8	agents	agent	NOUN
cana-5762	63	9	,	,	PUNCT
cana-5762	63	10	predictive	predictive	ADJ
cana-5762	63	11	ml	ml	NOUN
cana-5762	63	12	models	model	NOUN
cana-5762	63	13	for	for	ADP
cana-5762	63	14	risk	risk	NOUN
cana-5762	63	15	assessment	assessment	NOUN
cana-5762	63	16	,	,	PUNCT
cana-5762	63	17	and	and	CCONJ
cana-5762	63	18	explainability	explainability	NOUN
cana-5762	63	19	frameworks	framework	NOUN
cana-5762	63	20	such	such	ADJ
cana-5762	63	21	as	as	ADP
cana-5762	63	22	shap	shap	NOUN
cana-5762	63	23	and	and	CCONJ
cana-5762	63	24	lime	lime	NOUN
cana-5762	63	25	to	to	PART
cana-5762	63	26	foster	foster	VERB
cana-5762	63	27	transparency	transparency	NOUN
cana-5762	63	28	and	and	CCONJ
cana-5762	63	29	trust	trust	NOUN
cana-5762	63	30	among	among	ADP
cana-5762	63	31	clinicians	clinician	NOUN
cana-5762	63	32	.	.	PUNCT
cana-5762	64	1	the	the	DET
cana-5762	64	2	platform	platform	NOUN
cana-5762	64	3	enforces	enforce	VERB
cana-5762	64	4	stringent	stringent	ADJ
cana-5762	64	5	security	security	NOUN
cana-5762	64	6	and	and	CCONJ
cana-5762	64	7	privacy	privacy	NOUN
cana-5762	64	8	protocols	protocol	NOUN
cana-5762	64	9	—	—	PUNCT
cana-5762	64	10	including	include	VERB
cana-5762	64	11	tls	tls	PROPN
cana-5762	64	12	/	/	SYM
cana-5762	64	13	aes	aes	NOUN
cana-5762	64	14	encryption	encryption	NOUN
cana-5762	64	15	,	,	PUNCT
cana-5762	64	16	role	role	NOUN
cana-5762	64	17	-	-	PUNCT
cana-5762	64	18	based	base	VERB
cana-5762	64	19	access	access	NOUN
cana-5762	64	20	control	control	NOUN
cana-5762	64	21	,	,	PUNCT
cana-5762	64	22	federated	federated	ADJ
cana-5762	64	23	learning	learning	NOUN
cana-5762	64	24	,	,	PUNCT
cana-5762	64	25	and	and	CCONJ
cana-5762	64	26	blockchain	blockchain	NOUN
cana-5762	64	27	-	-	PUNCT
cana-5762	64	28	backed	back	VERB
cana-5762	64	29	audit	audit	NOUN
cana-5762	64	30	trails	trail	NOUN
cana-5762	64	31	—	—	PUNCT
cana-5762	64	32	to	to	PART
cana-5762	64	33	ensure	ensure	VERB
cana-5762	64	34	communications	communication	NOUN
cana-5762	64	35	on	on	ADP
cana-5762	64	36	applied	apply	VERB
cana-5762	64	37	nonlinear	nonlinear	ADJ
cana-5762	64	38	analysis	analysis	NOUN
cana-5762	64	39	issn	issn	NOUN
cana-5762	64	40	:	:	PUNCT
cana-5762	64	41	1074	1074	NUM
cana-5762	64	42	-	-	PUNCT
cana-5762	64	43	133x	133x	NUM
cana-5762	64	44	vol	vol	NOUN
cana-5762	64	45	32	32	NUM
cana-5762	64	46	no	no	NOUN
cana-5762	64	47	.	.	PUNCT
cana-5762	65	1	3s	3s	NUM
cana-5762	65	2	(	(	PUNCT
cana-5762	65	3	2025	2025	NUM
cana-5762	65	4	)	)	PUNCT
cana-5762	65	5	853	853	NUM
cana-5762	65	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5762	65	7	compliance	compliance	NOUN
cana-5762	65	8	with	with	ADP
cana-5762	65	9	hipaa	hipaa	PROPN
cana-5762	65	10	,	,	PUNCT
cana-5762	65	11	gdpr	gdpr	NOUN
cana-5762	65	12	,	,	PUNCT
cana-5762	65	13	and	and	CCONJ
cana-5762	65	14	other	other	ADJ
cana-5762	65	15	regional	regional	ADJ
cana-5762	65	16	regulations	regulation	NOUN
cana-5762	65	17	.	.	PUNCT
cana-5762	66	1	a	a	DET
cana-5762	66	2	robust	robust	ADJ
cana-5762	66	3	ci	ci	NOUN
cana-5762	66	4	/	/	SYM
cana-5762	66	5	cd	cd	NOUN
cana-5762	66	6	pipeline	pipeline	NOUN
cana-5762	66	7	,	,	PUNCT
cana-5762	66	8	comprising	comprise	VERB
cana-5762	66	9	container	container	NOUN
cana-5762	66	10	registry	registry	NOUN
cana-5762	66	11	management	management	NOUN
cana-5762	66	12	,	,	PUNCT
cana-5762	66	13	helm	helm	NOUN
cana-5762	66	14	-	-	PUNCT
cana-5762	66	15	based	base	VERB
cana-5762	66	16	kubernetes	kubernete	NOUN
cana-5762	66	17	deployments	deployment	NOUN
cana-5762	66	18	,	,	PUNCT
cana-5762	66	19	and	and	CCONJ
cana-5762	66	20	realtime	realtime	VERB
cana-5762	66	21	monitoring	monitoring	NOUN
cana-5762	66	22	through	through	ADP
cana-5762	66	23	prometheus	prometheus	PROPN
cana-5762	66	24	and	and	CCONJ
cana-5762	66	25	grafana	grafana	PROPN
cana-5762	66	26	,	,	PUNCT
cana-5762	66	27	guarantees	guarantee	VERB
cana-5762	66	28	seamless	seamless	ADJ
cana-5762	66	29	scalability	scalability	NOUN
cana-5762	66	30	,	,	PUNCT
cana-5762	66	31	reliability	reliability	NOUN
cana-5762	66	32	,	,	PUNCT
cana-5762	66	33	and	and	CCONJ
cana-5762	66	34	continuous	continuous	ADJ
cana-5762	66	35	improvement	improvement	NOUN
cana-5762	66	36	.	.	PUNCT
cana-5762	67	1	in	in	ADP
cana-5762	67	2	summary	summary	NOUN
cana-5762	67	3	,	,	PUNCT
cana-5762	67	4	healthaiconnect	healthaiconnect	ADJ
cana-5762	67	5	integrates	integrate	NOUN
cana-5762	67	6	microservices	microservice	NOUN
cana-5762	67	7	,	,	PUNCT
cana-5762	67	8	edgeto	edgeto	NOUN
cana-5762	67	9	-	-	PUNCT
cana-5762	67	10	cloud	cloud	NOUN
cana-5762	67	11	ai	ai	PROPN
cana-5762	67	12	workflows	workflow	NOUN
cana-5762	67	13	,	,	PUNCT
cana-5762	67	14	interoperability	interoperability	NOUN
cana-5762	67	15	standards	standard	NOUN
cana-5762	67	16	,	,	PUNCT
cana-5762	67	17	model	model	NOUN
cana-5762	67	18	explainability	explainability	NOUN
cana-5762	67	19	,	,	PUNCT
cana-5762	67	20	and	and	CCONJ
cana-5762	67	21	advanced	advanced	ADJ
cana-5762	67	22	security	security	NOUN
cana-5762	67	23	,	,	PUNCT
cana-5762	67	24	forming	form	VERB
cana-5762	67	25	a	a	DET
cana-5762	67	26	trusted	trust	VERB
cana-5762	67	27	,	,	PUNCT
cana-5762	67	28	scalable	scalable	ADJ
cana-5762	67	29	,	,	PUNCT
cana-5762	67	30	and	and	CCONJ
cana-5762	67	31	intelligent	intelligent	ADJ
cana-5762	67	32	healthcare	healthcare	NOUN
cana-5762	67	33	ecosystem	ecosystem	NOUN
cana-5762	67	34	.	.	PUNCT
cana-5762	68	1	4	4	X
cana-5762	68	2	.	.	X
cana-5762	68	3	architecture	architecture	NOUN
cana-5762	68	4	diagrams	diagram	NOUN
cana-5762	68	5	figure	figure	VERB
cana-5762	68	6	3.1	3.1	NUM
cana-5762	68	7	.	.	PUNCT
cana-5762	69	1	health	health	NOUN
cana-5762	69	2	condition	condition	NOUN
cana-5762	69	3	description	description	NOUN
cana-5762	69	4	based	base	VERB
cana-5762	69	5	disease	disease	NOUN
cana-5762	69	6	prediction	prediction	NOUN
cana-5762	69	7	.	.	PUNCT
cana-5762	70	1	this	this	DET
cana-5762	70	2	module	module	NOUN
cana-5762	70	3	uses	use	VERB
cana-5762	70	4	advanced	advanced	ADJ
cana-5762	70	5	natural	natural	ADJ
cana-5762	70	6	language	language	NOUN
cana-5762	70	7	processing	processing	NOUN
cana-5762	70	8	(	(	PUNCT
cana-5762	70	9	nlp	nlp	NOUN
cana-5762	70	10	)	)	PUNCT
cana-5762	70	11	techniques	technique	NOUN
cana-5762	70	12	—	—	PUNCT
cana-5762	70	13	specifically	specifically	ADV
cana-5762	70	14	count	count	VERB
cana-5762	70	15	vectorizer	vectorizer	NOUN
cana-5762	70	16	and	and	CCONJ
cana-5762	70	17	tf	tf	PROPN
cana-5762	70	18	-	-	PUNCT
cana-5762	70	19	idf	idf	NOUN
cana-5762	70	20	—	—	PUNCT
cana-5762	70	21	to	to	PART
cana-5762	70	22	transform	transform	VERB
cana-5762	70	23	health	health	NOUN
cana-5762	70	24	condition	condition	NOUN
cana-5762	70	25	descriptions	description	NOUN
cana-5762	70	26	into	into	ADP
cana-5762	70	27	numerical	numerical	ADJ
cana-5762	70	28	formats	format	NOUN
cana-5762	70	29	suitable	suitable	ADJ
cana-5762	70	30	for	for	ADP
cana-5762	70	31	machine	machine	NOUN
cana-5762	70	32	learning	learning	NOUN
cana-5762	70	33	.	.	PUNCT
cana-5762	71	1	fig	fig	NOUN
cana-5762	71	2	4.1	4.1	NUM
cana-5762	71	3	count	count	NOUN
cana-5762	71	4	vectorizer	vectorizer	NOUN
cana-5762	71	5	captures	capture	VERB
cana-5762	71	6	the	the	DET
cana-5762	71	7	frequency	frequency	NOUN
cana-5762	71	8	of	of	ADP
cana-5762	71	9	words	word	NOUN
cana-5762	71	10	,	,	PUNCT
cana-5762	71	11	while	while	SCONJ
cana-5762	71	12	tf	tf	PROPN
cana-5762	71	13	-	-	PUNCT
cana-5762	71	14	idf	idf	PROPN
cana-5762	71	15	emphasizes	emphasize	VERB
cana-5762	71	16	the	the	DET
cana-5762	71	17	importance	importance	NOUN
cana-5762	71	18	of	of	ADP
cana-5762	71	19	less	less	ADV
cana-5762	71	20	common	common	ADJ
cana-5762	71	21	,	,	PUNCT
cana-5762	71	22	yet	yet	ADV
cana-5762	71	23	informative	informative	ADJ
cana-5762	71	24	,	,	PUNCT
cana-5762	71	25	terms	term	NOUN
cana-5762	71	26	in	in	ADP
cana-5762	71	27	the	the	DET
cana-5762	71	28	descriptions	description	NOUN
cana-5762	71	29	.	.	PUNCT
cana-5762	72	1	these	these	DET
cana-5762	72	2	numeric	numeric	ADJ
cana-5762	72	3	representations	representation	NOUN
cana-5762	72	4	are	be	AUX
cana-5762	72	5	then	then	ADV
cana-5762	72	6	used	use	VERB
cana-5762	72	7	to	to	PART
cana-5762	72	8	train	train	VERB
cana-5762	72	9	two	two	NUM
cana-5762	72	10	classifiers	classifier	NOUN
cana-5762	72	11	:	:	PUNCT
cana-5762	72	12	naive	naive	ADJ
cana-5762	72	13	bayes	bayes	NOUN
cana-5762	72	14	and	and	CCONJ
cana-5762	72	15	passive	passive	ADJ
cana-5762	72	16	aggressive	aggressive	ADJ
cana-5762	72	17	classifier	classifier	NOUN
cana-5762	72	18	.	.	PUNCT
cana-5762	73	1	naive	naive	ADJ
cana-5762	73	2	bayes	bayes	NOUN
cana-5762	73	3	,	,	PUNCT
cana-5762	73	4	which	which	PRON
cana-5762	73	5	assumes	assume	VERB
cana-5762	73	6	feature	feature	NOUN
cana-5762	73	7	independence	independence	NOUN
cana-5762	73	8	,	,	PUNCT
cana-5762	73	9	achieved	achieve	VERB
cana-5762	73	10	89	89	NUM
cana-5762	73	11	%	%	NOUN
cana-5762	73	12	accuracy	accuracy	NOUN
cana-5762	73	13	with	with	ADP
cana-5762	73	14	count	count	NOUN
cana-5762	73	15	vectorizer	vectorizer	NOUN
cana-5762	73	16	and	and	CCONJ
cana-5762	73	17	77	77	NUM
cana-5762	73	18	%	%	NOUN
cana-5762	73	19	with	with	ADP
cana-5762	73	20	tf	tf	PROPN
cana-5762	73	21	-	-	PUNCT
cana-5762	73	22	idf	idf	PROPN
cana-5762	73	23	.	.	PUNCT
cana-5762	74	1	on	on	ADP
cana-5762	74	2	the	the	DET
cana-5762	74	3	other	other	ADJ
cana-5762	74	4	hand	hand	NOUN
cana-5762	74	5	,	,	PUNCT
cana-5762	74	6	the	the	DET
cana-5762	74	7	passive	passive	ADJ
cana-5762	74	8	aggressive	aggressive	ADJ
cana-5762	74	9	classifier	classifier	NOUN
cana-5762	74	10	demonstrated	demonstrate	VERB
cana-5762	74	11	higher	high	ADJ
cana-5762	74	12	performance	performance	NOUN
cana-5762	74	13	,	,	PUNCT
cana-5762	74	14	achieving	achieve	VERB
cana-5762	74	15	90	90	NUM
cana-5762	74	16	%	%	NOUN
cana-5762	74	17	accuracy	accuracy	NOUN
cana-5762	74	18	with	with	ADP
cana-5762	74	19	count	count	NOUN
cana-5762	74	20	vectorizer	vectorizer	NOUN
cana-5762	74	21	and	and	CCONJ
cana-5762	74	22	93	93	NUM
cana-5762	74	23	%	%	NOUN
cana-5762	74	24	with	with	ADP
cana-5762	74	25	tf	tf	PROPN
cana-5762	74	26	-	-	PUNCT
cana-5762	74	27	idf	idf	PROPN
cana-5762	74	28	.	.	PUNCT
cana-5762	75	1	thus	thus	ADV
cana-5762	75	2	,	,	PUNCT
cana-5762	75	3	tf	tf	PROPN
cana-5762	75	4	-	-	PUNCT
cana-5762	75	5	idf	idf	PROPN
cana-5762	75	6	combined	combine	VERB
cana-5762	75	7	with	with	ADP
cana-5762	75	8	the	the	DET
cana-5762	75	9	passive	passive	ADJ
cana-5762	75	10	aggressive	aggressive	ADJ
cana-5762	75	11	classifier	classifier	NOUN
cana-5762	75	12	proved	prove	VERB
cana-5762	75	13	to	to	PART
cana-5762	75	14	be	be	AUX
cana-5762	75	15	the	the	DET
cana-5762	75	16	most	most	ADV
cana-5762	75	17	effective	effective	ADJ
cana-5762	75	18	method	method	NOUN
cana-5762	75	19	,	,	PUNCT
cana-5762	75	20	enabling	enable	VERB
cana-5762	75	21	accurate	accurate	ADJ
cana-5762	75	22	predictions	prediction	NOUN
cana-5762	75	23	from	from	ADP
cana-5762	75	24	free	free	ADJ
cana-5762	75	25	-	-	PUNCT
cana-5762	75	26	text	text	NOUN
cana-5762	75	27	health	health	NOUN
cana-5762	75	28	condition	condition	NOUN
cana-5762	75	29	descriptions	description	NOUN
cana-5762	75	30	.	.	PUNCT
cana-5762	76	1	disease	disease	NOUN
cana-5762	76	2	prediction	prediction	NOUN
cana-5762	76	3	based	base	VERB
cana-5762	76	4	on	on	ADP
cana-5762	76	5	symptoms	symptom	NOUN
cana-5762	76	6	the	the	DET
cana-5762	76	7	symptoms	symptom	NOUN
cana-5762	76	8	-	-	PUNCT
cana-5762	76	9	based	base	VERB
cana-5762	76	10	disease	disease	NOUN
cana-5762	76	11	predictor	predictor	NOUN
cana-5762	76	12	component	component	NOUN
cana-5762	76	13	enables	enable	VERB
cana-5762	76	14	the	the	DET
cana-5762	76	15	identification	identification	NOUN
cana-5762	76	16	of	of	ADP
cana-5762	76	17	up	up	ADP
cana-5762	76	18	to	to	PART
cana-5762	76	19	41	41	NUM
cana-5762	76	20	diseases	disease	NOUN
cana-5762	76	21	using	use	VERB
cana-5762	76	22	a	a	DET
cana-5762	76	23	list	list	NOUN
cana-5762	76	24	of	of	ADP
cana-5762	76	25	132	132	NUM
cana-5762	76	26	symptoms	symptom	NOUN
cana-5762	76	27	.	.	PUNCT
cana-5762	77	1	this	this	DET
cana-5762	77	2	feature	feature	NOUN
cana-5762	77	3	utilizes	utilize	VERB
cana-5762	77	4	decision	decision	NOUN
cana-5762	77	5	tree	tree	NOUN
cana-5762	77	6	and	and	CCONJ
cana-5762	77	7	random	random	ADJ
cana-5762	77	8	forest	forest	NOUN
cana-5762	77	9	algorithms	algorithm	NOUN
cana-5762	77	10	for	for	ADP
cana-5762	77	11	classification	classification	NOUN
cana-5762	77	12	.	.	PUNCT
cana-5762	78	1	decision	decision	NOUN
cana-5762	78	2	trees	tree	NOUN
cana-5762	78	3	systematically	systematically	ADV
cana-5762	78	4	reduce	reduce	VERB
cana-5762	78	5	potential	potential	ADJ
cana-5762	78	6	diagnoses	diagnosis	NOUN
cana-5762	78	7	through	through	ADP
cana-5762	78	8	a	a	DET
cana-5762	78	9	series	series	NOUN
cana-5762	78	10	of	of	ADP
cana-5762	78	11	symptom	symptom	NOUN
cana-5762	78	12	-	-	PUNCT
cana-5762	78	13	based	base	VERB
cana-5762	78	14	questions	question	NOUN
cana-5762	78	15	,	,	PUNCT
cana-5762	78	16	while	while	SCONJ
cana-5762	78	17	random	random	ADJ
cana-5762	78	18	forest	forest	NOUN
cana-5762	78	19	,	,	PUNCT
cana-5762	78	20	functioning	function	VERB
cana-5762	78	21	as	as	ADP
cana-5762	78	22	an	an	DET
cana-5762	78	23	ensemble	ensemble	NOUN
cana-5762	78	24	of	of	ADP
cana-5762	78	25	multiple	multiple	ADJ
cana-5762	78	26	decision	decision	NOUN
cana-5762	78	27	trees	tree	NOUN
cana-5762	78	28	,	,	PUNCT
cana-5762	78	29	votes	vote	NOUN
cana-5762	78	30	on	on	ADP
cana-5762	78	31	the	the	DET
cana-5762	78	32	most	most	ADV
cana-5762	78	33	likely	likely	ADJ
cana-5762	78	34	diagnosis	diagnosis	NOUN
cana-5762	78	35	.	.	PUNCT
cana-5762	79	1	brain	brain	NOUN
cana-5762	79	2	tumor	tumor	NOUN
cana-5762	79	3	detection	detection	NOUN
cana-5762	79	4	:	:	PUNCT
cana-5762	79	5	this	this	DET
cana-5762	79	6	module	module	NOUN
cana-5762	79	7	allows	allow	VERB
cana-5762	79	8	users	user	NOUN
cana-5762	79	9	to	to	PART
cana-5762	79	10	upload	upload	VERB
cana-5762	79	11	brain	brain	NOUN
cana-5762	79	12	x	x	NOUN
cana-5762	79	13	-	-	NOUN
cana-5762	79	14	ray	ray	NOUN
cana-5762	79	15	images	image	NOUN
cana-5762	79	16	for	for	ADP
cana-5762	79	17	early	early	ADJ
cana-5762	79	18	tumor	tumor	NOUN
cana-5762	79	19	detection	detection	NOUN
cana-5762	79	20	.	.	PUNCT
cana-5762	80	1	a	a	DET
cana-5762	80	2	convolutional	convolutional	ADJ
cana-5762	80	3	neural	neural	ADJ
cana-5762	80	4	network	network	NOUN
cana-5762	80	5	(	(	PUNCT
cana-5762	80	6	cnn	cnn	PROPN
cana-5762	80	7	)	)	PUNCT
cana-5762	80	8	,	,	PUNCT
cana-5762	80	9	enhanced	enhance	VERB
cana-5762	80	10	through	through	ADP
cana-5762	80	11	transfer	transfer	NOUN
cana-5762	80	12	learning	learning	NOUN
cana-5762	80	13	,	,	PUNCT
cana-5762	80	14	is	be	AUX
cana-5762	80	15	employed	employ	VERB
cana-5762	80	16	to	to	ADP
cana-5762	80	17	communications	communication	NOUN
cana-5762	80	18	on	on	ADP
cana-5762	80	19	applied	apply	VERB
cana-5762	80	20	nonlinear	nonlinear	ADJ
cana-5762	80	21	analysis	analysis	NOUN
cana-5762	80	22	issn	issn	NOUN
cana-5762	80	23	:	:	PUNCT
cana-5762	80	24	1074	1074	NUM
cana-5762	80	25	-	-	PUNCT
cana-5762	80	26	133x	133x	NUM
cana-5762	80	27	vol	vol	NOUN
cana-5762	80	28	32	32	NUM
cana-5762	80	29	no	no	NOUN
cana-5762	80	30	.	.	PUNCT
cana-5762	81	1	3s	3s	NUM
cana-5762	81	2	(	(	PUNCT
cana-5762	81	3	2025	2025	NUM
cana-5762	81	4	)	)	PUNCT
cana-5762	81	5	854	854	NUM
cana-5762	81	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5762	81	7	identify	identify	VERB
cana-5762	81	8	malignant	malignant	ADJ
cana-5762	81	9	tumors	tumor	NOUN
cana-5762	81	10	with	with	ADP
cana-5762	81	11	98	98	NUM
cana-5762	81	12	%	%	NOUN
cana-5762	81	13	accuracy	accuracy	NOUN
cana-5762	81	14	.	.	PUNCT
cana-5762	82	1	the	the	DET
cana-5762	82	2	model	model	NOUN
cana-5762	82	3	leverages	leverage	NOUN
cana-5762	82	4	pretrained	pretraine	VERB
cana-5762	82	5	knowledge	knowledge	NOUN
cana-5762	82	6	from	from	ADP
cana-5762	82	7	existing	exist	VERB
cana-5762	82	8	cnns	cnn	NOUN
cana-5762	82	9	and	and	CCONJ
cana-5762	82	10	is	be	AUX
cana-5762	82	11	fine	fine	ADV
cana-5762	82	12	-	-	PUNCT
cana-5762	82	13	tuned	tune	VERB
cana-5762	82	14	using	use	VERB
cana-5762	82	15	a	a	DET
cana-5762	82	16	dataset	dataset	NOUN
cana-5762	82	17	of	of	ADP
cana-5762	82	18	labeled	label	VERB
cana-5762	82	19	images	image	NOUN
cana-5762	82	20	.	.	PUNCT
cana-5762	83	1	the	the	DET
cana-5762	83	2	architecture	architecture	NOUN
cana-5762	83	3	includes	include	VERB
cana-5762	83	4	convolutional	convolutional	ADJ
cana-5762	83	5	layers	layer	NOUN
cana-5762	83	6	for	for	ADP
cana-5762	83	7	feature	feature	NOUN
cana-5762	83	8	extraction	extraction	NOUN
cana-5762	83	9	,	,	PUNCT
cana-5762	83	10	max	max	PROPN
cana-5762	83	11	-	-	PUNCT
cana-5762	83	12	pooling	pooling	NOUN
cana-5762	83	13	for	for	ADP
cana-5762	83	14	dimensionality	dimensionality	NOUN
cana-5762	83	15	reduction	reduction	NOUN
cana-5762	83	16	,	,	PUNCT
cana-5762	83	17	and	and	CCONJ
cana-5762	83	18	fully	fully	ADV
cana-5762	83	19	connected	connect	VERB
cana-5762	83	20	layers	layer	NOUN
cana-5762	83	21	for	for	ADP
cana-5762	83	22	classification	classification	NOUN
cana-5762	83	23	.	.	PUNCT
cana-5762	84	1	the	the	DET
cana-5762	84	2	model	model	NOUN
cana-5762	84	3	is	be	AUX
cana-5762	84	4	optimized	optimize	VERB
cana-5762	84	5	using	use	VERB
cana-5762	84	6	the	the	DET
cana-5762	84	7	adam	adam	PROPN
cana-5762	84	8	algorithm	algorithm	NOUN
cana-5762	84	9	and	and	CCONJ
cana-5762	84	10	evaluated	evaluate	VERB
cana-5762	84	11	using	use	VERB
cana-5762	84	12	categorical	categorical	ADJ
cana-5762	84	13	cross	cross	ADJ
cana-5762	84	14	-	-	ADJ
cana-5762	84	15	entropy	entropy	ADJ
cana-5762	84	16	loss	loss	NOUN
cana-5762	84	17	.	.	PUNCT
cana-5762	85	1	this	this	DET
cana-5762	85	2	feature	feature	NOUN
cana-5762	85	3	empowers	empower	VERB
cana-5762	85	4	healthcare	healthcare	NOUN
cana-5762	85	5	professionals	professional	NOUN
cana-5762	85	6	by	by	ADP
cana-5762	85	7	providing	provide	VERB
cana-5762	85	8	fast	fast	ADJ
cana-5762	85	9	,	,	PUNCT
cana-5762	85	10	ai	ai	AUX
cana-5762	85	11	-	-	PUNCT
cana-5762	85	12	assisted	assist	VERB
cana-5762	85	13	analysis	analysis	NOUN
cana-5762	85	14	to	to	PART
cana-5762	85	15	support	support	VERB
cana-5762	85	16	early	early	ADJ
cana-5762	85	17	diagnosis	diagnosis	NOUN
cana-5762	85	18	and	and	CCONJ
cana-5762	85	19	personalized	personalized	ADJ
cana-5762	85	20	treatment	treatment	NOUN
cana-5762	85	21	planning	planning	NOUN
cana-5762	85	22	.	.	PUNCT
cana-5762	86	1	5	5	X
cana-5762	86	2	.	.	X
cana-5762	86	3	results	result	NOUN
cana-5762	86	4	and	and	CCONJ
cana-5762	86	5	discussion	discussion	NOUN
cana-5762	86	6	figure	figure	NOUN
cana-5762	86	7	1	1	NUM
cana-5762	86	8	.	.	PUNCT
cana-5762	87	1	a	a	DET
cana-5762	87	2	page	page	NOUN
cana-5762	87	3	that	that	PRON
cana-5762	87	4	predicts	predict	VERB
cana-5762	87	5	diseases	disease	NOUN
cana-5762	87	6	and	and	CCONJ
cana-5762	87	7	describes	describe	VERB
cana-5762	87	8	health	health	NOUN
cana-5762	87	9	the	the	DET
cana-5762	87	10	prediction	prediction	NOUN
cana-5762	87	11	model	model	NOUN
cana-5762	87	12	is	be	AUX
cana-5762	87	13	being	be	AUX
cana-5762	87	14	discussed	discuss	VERB
cana-5762	87	15	:	:	PUNCT
cana-5762	87	16	swiftly	swiftly	ADV
cana-5762	87	17	examined	examine	VERB
cana-5762	87	18	the	the	DET
cana-5762	87	19	information	information	NOUN
cana-5762	87	20	in	in	ADP
cana-5762	87	21	the	the	DET
cana-5762	87	22	picture	picture	NOUN
cana-5762	87	23	above	above	ADV
cana-5762	87	24	when	when	SCONJ
cana-5762	87	25	a	a	DET
cana-5762	87	26	thorough	thorough	ADJ
cana-5762	87	27	medical	medical	ADJ
cana-5762	87	28	description	description	NOUN
cana-5762	87	29	was	be	AUX
cana-5762	87	30	provided	provide	VERB
cana-5762	87	31	.	.	PUNCT
cana-5762	88	1	condition	condition	NOUN
cana-5762	88	2	was	be	AUX
cana-5762	88	3	entered	enter	VERB
cana-5762	88	4	and	and	CCONJ
cana-5762	88	5	the	the	DET
cana-5762	88	6	result	result	NOUN
cana-5762	88	7	showed	show	VERB
cana-5762	88	8	a	a	DET
cana-5762	88	9	remarkable	remarkable	ADJ
cana-5762	88	10	indication	indication	NOUN
cana-5762	88	11	of	of	ADP
cana-5762	88	12	diabetes	diabetes	NOUN
cana-5762	88	13	.	.	PUNCT
cana-5762	89	1	95	95	NUM
cana-5762	89	2	percent	percent	NOUN
cana-5762	89	3	certainty	certainty	NOUN
cana-5762	89	4	level	level	NOUN
cana-5762	89	5	along	along	ADP
cana-5762	89	6	with	with	ADP
cana-5762	89	7	demonstrating	demonstrate	VERB
cana-5762	89	8	the	the	DET
cana-5762	89	9	models	model	NOUN
cana-5762	89	10	effectiveness	effectiveness	NOUN
cana-5762	89	11	this	this	DET
cana-5762	89	12	discovery	discovery	NOUN
cana-5762	89	13	also	also	ADV
cana-5762	89	14	showed	show	VERB
cana-5762	89	15	how	how	SCONJ
cana-5762	89	16	well	well	ADV
cana-5762	89	17	it	it	PRON
cana-5762	89	18	could	could	AUX
cana-5762	89	19	detect	detect	VERB
cana-5762	89	20	intricate	intricate	ADJ
cana-5762	89	21	medical	medical	ADJ
cana-5762	89	22	conditions	condition	NOUN
cana-5762	89	23	along	along	ADP
cana-5762	89	24	side	side	NOUN
cana-5762	89	25	the	the	DET
cana-5762	89	26	diagnosis	diagnosis	NOUN
cana-5762	89	27	the	the	DET
cana-5762	89	28	communications	communication	NOUN
cana-5762	89	29	on	on	ADP
cana-5762	89	30	applied	apply	VERB
cana-5762	89	31	nonlinear	nonlinear	ADJ
cana-5762	89	32	analysis	analysis	NOUN
cana-5762	89	33	issn	issn	NOUN
cana-5762	89	34	:	:	PUNCT
cana-5762	89	35	1074	1074	NUM
cana-5762	89	36	-	-	PUNCT
cana-5762	89	37	133x	133x	NUM
cana-5762	89	38	vol	vol	NOUN
cana-5762	89	39	32	32	NUM
cana-5762	89	40	no	no	NOUN
cana-5762	89	41	.	.	PUNCT
cana-5762	90	1	3s	3s	NUM
cana-5762	90	2	(	(	PUNCT
cana-5762	90	3	2025	2025	NUM
cana-5762	90	4	)	)	PUNCT
cana-5762	90	5	855	855	NUM
cana-5762	90	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5762	90	7	system	system	NOUN
cana-5762	90	8	provided	provide	VERB
cana-5762	90	9	the	the	DET
cana-5762	90	10	top	top	ADJ
cana-5762	90	11	recommended	recommend	VERB
cana-5762	90	12	drugs	drug	NOUN
cana-5762	90	13	to	to	PART
cana-5762	90	14	be	be	AUX
cana-5762	90	15	administered	administer	VERB
cana-5762	90	16	for	for	ADP
cana-5762	90	17	the	the	DET
cana-5762	90	18	condition	condition	NOUN
cana-5762	90	19	it	it	PRON
cana-5762	90	20	provided	provide	VERB
cana-5762	90	21	comprehensive	comprehensive	ADJ
cana-5762	90	22	information	information	NOUN
cana-5762	90	23	about	about	ADP
cana-5762	90	24	the	the	DET
cana-5762	90	25	condition	condition	NOUN
cana-5762	90	26	enriching	enrich	VERB
cana-5762	90	27	our	our	PRON
cana-5762	90	28	understanding	understanding	NOUN
cana-5762	90	29	of	of	ADP
cana-5762	90	30	diabetes	diabetes	NOUN
cana-5762	90	31	and	and	CCONJ
cana-5762	90	32	its	its	PRON
cana-5762	90	33	associated	associated	ADJ
cana-5762	90	34	factors	factor	NOUN
cana-5762	90	35	.	.	PUNCT
cana-5762	91	1	fig	fig	NOUN
cana-5762	91	2	2	2	NUM
cana-5762	91	3	:	:	PUNCT
cana-5762	91	4	symptom	symptom	NOUN
cana-5762	91	5	based	base	VERB
cana-5762	91	6	disease	disease	NOUN
cana-5762	91	7	predictor	predictor	NOUN
cana-5762	91	8	page	page	NOUN
cana-5762	91	9	discussion	discussion	NOUN
cana-5762	91	10	:	:	PUNCT
cana-5762	91	11	in	in	ADP
cana-5762	91	12	fig	fig	NOUN
cana-5762	91	13	2	2	NUM
cana-5762	91	14	we	we	PRON
cana-5762	91	15	inputted	inputte	VERB
cana-5762	91	16	three	three	NUM
cana-5762	91	17	distinct	distinct	ADJ
cana-5762	91	18	symptoms	symptom	NOUN
cana-5762	91	19	:	:	PUNCT
cana-5762	91	20	itching	itch	VERB
cana-5762	91	21	skin	skin	NOUN
cana-5762	91	22	rash	rash	NOUN
cana-5762	91	23	and	and	CCONJ
cana-5762	91	24	nodal	nodal	ADJ
cana-5762	91	25	skin	skin	NOUN
cana-5762	91	26	eruption	eruption	NOUN
cana-5762	91	27	.	.	PUNCT
cana-5762	92	1	upon	upon	SCONJ
cana-5762	92	2	analysis	analysis	NOUN
cana-5762	92	3	the	the	DET
cana-5762	92	4	model	model	NOUN
cana-5762	92	5	confidently	confidently	ADV
cana-5762	92	6	identified	identify	VERB
cana-5762	92	7	the	the	DET
cana-5762	92	8	condition	condition	NOUN
cana-5762	92	9	as	as	ADP
cana-5762	92	10	a	a	DET
cana-5762	92	11	fungal	fungal	ADJ
cana-5762	92	12	infection	infection	NOUN
cana-5762	92	13	with	with	ADP
cana-5762	92	14	an	an	DET
cana-5762	92	15	exceptional	exceptional	ADJ
cana-5762	92	16	confidence	confidence	NOUN
cana-5762	92	17	level	level	NOUN
cana-5762	92	18	of	of	ADP
cana-5762	92	19	100	100	NUM
cana-5762	92	20	percent	percent	NOUN
cana-5762	92	21	.	.	PUNCT
cana-5762	93	1	this	this	DET
cana-5762	93	2	accurate	accurate	ADJ
cana-5762	93	3	diagnosis	diagnosis	NOUN
cana-5762	93	4	not	not	PART
cana-5762	93	5	only	only	ADV
cana-5762	93	6	shows	show	VERB
cana-5762	93	7	the	the	DET
cana-5762	93	8	robustness	robustness	NOUN
cana-5762	93	9	of	of	ADP
cana-5762	93	10	the	the	DET
cana-5762	93	11	model	model	NOUN
cana-5762	93	12	but	but	CCONJ
cana-5762	93	13	also	also	ADV
cana-5762	93	14	its	its	PRON
cana-5762	93	15	potential	potential	NOUN
cana-5762	93	16	to	to	PART
cana-5762	93	17	swiftly	swiftly	ADV
cana-5762	93	18	discern	discern	VERB
cana-5762	93	19	specific	specific	ADJ
cana-5762	93	20	ailments	ailment	NOUN
cana-5762	93	21	based	base	VERB
cana-5762	93	22	on	on	ADP
cana-5762	93	23	symptomatology	symptomatology	NOUN
cana-5762	93	24	.	.	PUNCT
cana-5762	94	1	more	more	ADV
cana-5762	94	2	over	over	ADV
cana-5762	94	3	alongside	alongside	ADP
cana-5762	94	4	the	the	DET
cana-5762	94	5	diagnosis	diagnosis	NOUN
cana-5762	94	6	the	the	DET
cana-5762	94	7	model	model	NOUN
cana-5762	94	8	provided	provide	VERB
cana-5762	94	9	detailed	detailed	ADJ
cana-5762	94	10	information	information	NOUN
cana-5762	94	11	and	and	CCONJ
cana-5762	94	12	recommended	recommend	VERB
cana-5762	94	13	appropriate	appropriate	ADJ
cana-5762	94	14	precautionary	precautionary	ADJ
cana-5762	94	15	measures	measure	NOUN
cana-5762	94	16	.	.	PUNCT
cana-5762	95	1	this	this	DET
cana-5762	95	2	comprehensive	comprehensive	ADJ
cana-5762	95	3	approach	approach	NOUN
cana-5762	95	4	not	not	PART
cana-5762	95	5	only	only	ADV
cana-5762	95	6	communications	communication	NOUN
cana-5762	95	7	on	on	ADP
cana-5762	95	8	applied	apply	VERB
cana-5762	95	9	nonlinear	nonlinear	ADJ
cana-5762	95	10	analysis	analysis	NOUN
cana-5762	95	11	issn	issn	NOUN
cana-5762	95	12	:	:	PUNCT
cana-5762	95	13	1074	1074	NUM
cana-5762	95	14	-	-	PUNCT
cana-5762	95	15	133x	133x	NUM
cana-5762	95	16	vol	vol	NOUN
cana-5762	95	17	32	32	NUM
cana-5762	95	18	no	no	NOUN
cana-5762	95	19	.	.	PUNCT
cana-5762	96	1	3s	3s	NUM
cana-5762	96	2	(	(	PUNCT
cana-5762	96	3	2025	2025	NUM
cana-5762	96	4	)	)	PUNCT
cana-5762	96	5	856	856	NUM
cana-5762	96	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5762	96	7	improves	improve	VERB
cana-5762	96	8	our	our	PRON
cana-5762	96	9	knowledge	knowledge	NOUN
cana-5762	96	10	of	of	ADP
cana-5762	96	11	the	the	DET
cana-5762	96	12	illness	illness	NOUN
cana-5762	96	13	but	but	CCONJ
cana-5762	96	14	also	also	ADV
cana-5762	96	15	gives	give	VERB
cana-5762	96	16	people	people	NOUN
cana-5762	96	17	practical	practical	ADJ
cana-5762	96	18	management	management	NOUN
cana-5762	96	19	and	and	CCONJ
cana-5762	96	20	prevention	prevention	NOUN
cana-5762	96	21	strategies	strategy	NOUN
cana-5762	96	22	.	.	PUNCT
cana-5762	97	1	a	a	DET
cana-5762	97	2	patient	patient	ADJ
cana-5762	97	3	dashboard	dashboard	NOUN
cana-5762	97	4	from	from	ADP
cana-5762	97	5	the	the	DET
cana-5762	97	6	appointment	appointment	NOUN
cana-5762	97	7	booking	booking	NOUN
cana-5762	97	8	system	system	NOUN
cana-5762	97	9	is	be	AUX
cana-5762	97	10	shown	show	VERB
cana-5762	97	11	in	in	ADP
cana-5762	97	12	figure	figure	NOUN
cana-5762	97	13	3	3	NUM
cana-5762	97	14	discussion	discussion	NOUN
cana-5762	97	15	:	:	PUNCT
cana-5762	97	16	the	the	DET
cana-5762	97	17	patient	patient	ADJ
cana-5762	97	18	dashboard	dashboard	NOUN
cana-5762	97	19	a	a	DET
cana-5762	97	20	crucial	crucial	ADJ
cana-5762	97	21	part	part	NOUN
cana-5762	97	22	of	of	ADP
cana-5762	97	23	our	our	PRON
cana-5762	97	24	system	system	NOUN
cana-5762	97	25	with	with	ADP
cana-5762	97	26	key	key	ADJ
cana-5762	97	27	features	feature	NOUN
cana-5762	97	28	for	for	ADP
cana-5762	97	29	smooth	smooth	ADJ
cana-5762	97	30	healthcare	healthcare	PROPN
cana-5762	97	31	administration	administration	NOUN
cana-5762	97	32	is	be	AUX
cana-5762	97	33	depicted	depict	VERB
cana-5762	97	34	in	in	ADP
cana-5762	97	35	fig	fig	NOUN
cana-5762	97	36	3	3	NUM
cana-5762	97	37	patients	patient	NOUN
cana-5762	97	38	can	can	AUX
cana-5762	97	39	easily	easily	ADV
cana-5762	97	40	make	make	VERB
cana-5762	97	41	appointments	appointment	NOUN
cana-5762	97	42	at	at	ADP
cana-5762	97	43	the	the	DET
cana-5762	97	44	times	time	NOUN
cana-5762	97	45	that	that	PRON
cana-5762	97	46	work	work	VERB
cana-5762	97	47	best	good	ADJ
cana-5762	97	48	for	for	ADP
cana-5762	97	49	them	they	PRON
cana-5762	97	50	thanks	thank	NOUN
cana-5762	97	51	to	to	ADP
cana-5762	97	52	the	the	DET
cana-5762	97	53	dashboards	dashboard	NOUN
cana-5762	97	54	user	user	NOUN
cana-5762	97	55	-	-	PUNCT
cana-5762	97	56	friendly	friendly	ADJ
cana-5762	97	57	book	book	NOUN
cana-5762	97	58	appointment	appointment	NOUN
cana-5762	97	59	form	form	NOUN
cana-5762	97	60	.	.	PUNCT
cana-5762	98	1	at	at	ADP
cana-5762	98	2	thorough	thorough	ADJ
cana-5762	98	3	summary	summary	NOUN
cana-5762	98	4	of	of	ADP
cana-5762	98	5	all	all	DET
cana-5762	98	6	confirmed	confirm	VERB
cana-5762	98	7	appointments	appointment	NOUN
cana-5762	98	8	with	with	ADP
cana-5762	98	9	the	the	DET
cana-5762	98	10	appropriate	appropriate	ADJ
cana-5762	98	11	doctors	doctor	NOUN
cana-5762	98	12	is	be	AUX
cana-5762	98	13	also	also	ADV
cana-5762	98	14	provided	provide	VERB
cana-5762	98	15	by	by	ADP
cana-5762	98	16	the	the	DET
cana-5762	98	17	dashboards	dashboard	NOUN
cana-5762	98	18	booked	book	VERB
cana-5762	98	19	appointments	appointment	NOUN
cana-5762	98	20	table	table	NOUN
cana-5762	98	21	.	.	PUNCT
cana-5762	99	1	notably	notably	ADV
cana-5762	99	2	every	every	DET
cana-5762	99	3	table	table	NOUN
cana-5762	99	4	entry	entry	NOUN
cana-5762	99	5	has	have	VERB
cana-5762	99	6	an	an	DET
cana-5762	99	7	open	open	ADJ
cana-5762	99	8	chat	chat	NOUN
cana-5762	99	9	button	button	NOUN
cana-5762	99	10	.	.	PUNCT
cana-5762	100	1	doctor	doctor	NOUN
cana-5762	100	2	dashboard	dashboard	NOUN
cana-5762	100	3	from	from	ADP
cana-5762	100	4	appointment	appointment	NOUN
cana-5762	100	5	scheduling	scheduling	NOUN
cana-5762	100	6	system	system	NOUN
cana-5762	100	7	(	(	PUNCT
cana-5762	100	8	fig	fig	NOUN
cana-5762	100	9	4	4	NUM
cana-5762	100	10	)	)	PUNCT
cana-5762	100	11	communications	communication	NOUN
cana-5762	100	12	on	on	ADP
cana-5762	100	13	applied	apply	VERB
cana-5762	100	14	nonlinear	nonlinear	ADJ
cana-5762	100	15	analysis	analysis	NOUN
cana-5762	100	16	issn	issn	NOUN
cana-5762	100	17	:	:	PUNCT
cana-5762	100	18	1074	1074	NUM
cana-5762	100	19	-	-	PUNCT
cana-5762	100	20	133x	133x	NUM
cana-5762	100	21	vol	vol	NOUN
cana-5762	100	22	32	32	NUM
cana-5762	100	23	no	no	NOUN
cana-5762	100	24	.	.	PUNCT
cana-5762	101	1	3s	3s	NUM
cana-5762	101	2	(	(	PUNCT
cana-5762	101	3	2025	2025	NUM
cana-5762	101	4	)	)	PUNCT
cana-5762	101	5	857	857	NUM
cana-5762	101	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5762	101	7	discussion	discussion	NOUN
cana-5762	101	8	:	:	PUNCT
cana-5762	101	9	fig	fig	NOUN
cana-5762	101	10	4	4	NUM
cana-5762	101	11	presents	present	VERB
cana-5762	101	12	the	the	DET
cana-5762	101	13	doctor	doctor	NOUN
cana-5762	101	14	dashboard	dashboard	NOUN
cana-5762	101	15	designed	design	VERB
cana-5762	101	16	to	to	PART
cana-5762	101	17	streamline	streamline	VERB
cana-5762	101	18	appointment	appointment	NOUN
cana-5762	101	19	management	management	NOUN
cana-5762	101	20	from	from	ADP
cana-5762	101	21	the	the	DET
cana-5762	101	22	healthcare	healthcare	NOUN
cana-5762	101	23	providers	provider	NOUN
cana-5762	101	24	perspective	perspective	NOUN
cana-5762	101	25	.	.	PUNCT
cana-5762	102	1	the	the	DET
cana-5762	102	2	dashboard	dashboard	NOUN
cana-5762	102	3	comprises	comprise	VERB
cana-5762	102	4	two	two	NUM
cana-5762	102	5	distinct	distinct	ADJ
cana-5762	102	6	tables	table	NOUN
cana-5762	102	7	for	for	ADP
cana-5762	102	8	efficient	efficient	ADJ
cana-5762	102	9	organization	organization	NOUN
cana-5762	102	10	.	.	PUNCT
cana-5762	103	1	the	the	DET
cana-5762	103	2	first	first	ADJ
cana-5762	103	3	table	table	NOUN
cana-5762	103	4	displays	display	VERB
cana-5762	103	5	all	all	DET
cana-5762	103	6	appointment	appointment	NOUN
cana-5762	103	7	requests	request	NOUN
cana-5762	103	8	received	receive	VERB
cana-5762	103	9	by	by	ADP
cana-5762	103	10	the	the	DET
cana-5762	103	11	doctor	doctor	NOUN
cana-5762	103	12	allowing	allow	VERB
cana-5762	103	13	them	they	PRON
cana-5762	103	14	to	to	PART
cana-5762	103	15	promptly	promptly	ADV
cana-5762	103	16	review	review	VERB
cana-5762	103	17	and	and	CCONJ
cana-5762	103	18	take	take	VERB
cana-5762	103	19	necessary	necessary	ADJ
cana-5762	103	20	actions	action	NOUN
cana-5762	103	21	such	such	ADJ
cana-5762	103	22	as	as	ADP
cana-5762	103	23	accepting	accept	VERB
cana-5762	103	24	or	or	CCONJ
cana-5762	103	25	denying	deny	VERB
cana-5762	103	26	requests	request	NOUN
cana-5762	103	27	based	base	VERB
cana-5762	103	28	on	on	ADP
cana-5762	103	29	availability	availability	NOUN
cana-5762	103	30	and	and	CCONJ
cana-5762	103	31	urgency	urgency	NOUN
cana-5762	103	32	.	.	PUNCT
cana-5762	104	1	the	the	DET
cana-5762	104	2	second	second	ADJ
cana-5762	104	3	table	table	NOUN
cana-5762	104	4	consolidates	consolidate	VERB
cana-5762	104	5	all	all	DET
cana-5762	104	6	accepted	accept	VERB
cana-5762	104	7	appointments	appointment	NOUN
cana-5762	104	8	facilitating	facilitate	VERB
cana-5762	104	9	easy	easy	ADJ
cana-5762	104	10	access	access	NOUN
cana-5762	104	11	to	to	ADP
cana-5762	104	12	relevant	relevant	ADJ
cana-5762	104	13	appointment	appointment	NOUN
cana-5762	104	14	details	detail	NOUN
cana-5762	104	15	.	.	PUNCT
cana-5762	105	1	fig	fig	NOUN
cana-5762	105	2	5	5	NUM
cana-5762	105	3	:	:	PUNCT
cana-5762	105	4	web	web	NOUN
cana-5762	105	5	chat	chat	NOUN
cana-5762	105	6	consultation	consultation	NOUN
cana-5762	105	7	discussion	discussion	NOUN
cana-5762	105	8	:	:	PUNCT
cana-5762	105	9	the	the	DET
cana-5762	105	10	web	web	NOUN
cana-5762	105	11	chat	chat	NOUN
cana-5762	105	12	page	page	NOUN
cana-5762	105	13	is	be	AUX
cana-5762	105	14	dynamic	dynamic	ADJ
cana-5762	105	15	as	as	SCONJ
cana-5762	105	16	shown	show	VERB
cana-5762	105	17	in	in	ADP
cana-5762	105	18	fig	fig	NOUN
cana-5762	105	19	5	5	NUM
cana-5762	105	20	platform	platform	NOUN
cana-5762	105	21	that	that	PRON
cana-5762	105	22	allows	allow	VERB
cana-5762	105	23	healthcare	healthcare	NOUN
cana-5762	105	24	professionals	professional	NOUN
cana-5762	105	25	and	and	CCONJ
cana-5762	105	26	patients	patient	NOUN
cana-5762	105	27	to	to	PART
cana-5762	105	28	communicate	communicate	VERB
cana-5762	105	29	in	in	ADP
cana-5762	105	30	real	real	ADJ
cana-5762	105	31	time	time	NOUN
cana-5762	105	32	supplier	supplier	NOUN
cana-5762	105	33	this	this	DET
cana-5762	105	34	interface	interface	NOUN
cana-5762	105	35	is	be	AUX
cana-5762	105	36	a	a	DET
cana-5762	105	37	crucial	crucial	ADJ
cana-5762	105	38	channel	channel	NOUN
cana-5762	105	39	for	for	ADP
cana-5762	105	40	information	information	NOUN
cana-5762	105	41	sharing	sharing	NOUN
cana-5762	105	42	.	.	PUNCT
cana-5762	106	1	talking	talk	VERB
cana-5762	106	2	about	about	ADP
cana-5762	106	3	treatment	treatment	NOUN
cana-5762	106	4	strategies	strategy	NOUN
cana-5762	106	5	and	and	CCONJ
cana-5762	106	6	quickly	quickly	ADV
cana-5762	106	7	resolving	resolve	VERB
cana-5762	106	8	issues	issue	NOUN
cana-5762	106	9	.	.	PUNCT
cana-5762	107	1	through	through	ADP
cana-5762	107	2	the	the	DET
cana-5762	107	3	online	online	ADJ
cana-5762	107	4	chat	chat	NOUN
cana-5762	107	5	feature	feature	NOUN
cana-5762	107	6	that	that	PRON
cana-5762	107	7	allows	allow	VERB
cana-5762	107	8	patients	patient	NOUN
cana-5762	107	9	to	to	PART
cana-5762	107	10	have	have	VERB
cana-5762	107	11	meaningful	meaningful	ADJ
cana-5762	107	12	conversations	conversation	NOUN
cana-5762	107	13	with	with	ADP
cana-5762	107	14	their	their	PRON
cana-5762	107	15	doctors	doctor	NOUN
cana-5762	107	16	guaranteeing	guarantee	VERB
cana-5762	107	17	a	a	DET
cana-5762	107	18	healthcare	healthcare	NOUN
cana-5762	107	19	experience	experience	NOUN
cana-5762	107	20	that	that	PRON
cana-5762	107	21	is	be	AUX
cana-5762	107	22	responsive	responsive	ADJ
cana-5762	107	23	and	and	CCONJ
cana-5762	107	24	individualized	individualized	ADJ
cana-5762	107	25	to	to	PART
cana-5762	107	26	meet	meet	VERB
cana-5762	107	27	their	their	PRON
cana-5762	107	28	needs	need	NOUN
cana-5762	107	29	.	.	PUNCT
cana-5762	108	1	communications	communication	NOUN
cana-5762	108	2	on	on	ADP
cana-5762	108	3	applied	apply	VERB
cana-5762	108	4	nonlinear	nonlinear	ADJ
cana-5762	108	5	analysis	analysis	NOUN
cana-5762	108	6	issn	issn	NOUN
cana-5762	108	7	:	:	PUNCT
cana-5762	108	8	1074	1074	NUM
cana-5762	108	9	-	-	PUNCT
cana-5762	108	10	133x	133x	NUM
cana-5762	108	11	vol	vol	NOUN
cana-5762	108	12	32	32	NUM
cana-5762	108	13	no	no	NOUN
cana-5762	108	14	.	.	PUNCT
cana-5762	109	1	3s	3s	NUM
cana-5762	109	2	(	(	PUNCT
cana-5762	109	3	2025	2025	NUM
cana-5762	109	4	)	)	PUNCT
cana-5762	109	5	858	858	NUM
cana-5762	109	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5762	109	7	fig	fig	NOUN
cana-5762	109	8	6	6	NUM
cana-5762	109	9	:	:	PUNCT
cana-5762	109	10	brain	brain	NOUN
cana-5762	109	11	tumor	tumor	NOUN
cana-5762	109	12	detection	detection	NOUN
cana-5762	109	13	page	page	NOUN
cana-5762	109	14	discussion	discussion	NOUN
cana-5762	109	15	:	:	PUNCT
cana-5762	109	16	the	the	DET
cana-5762	109	17	figure	figure	NOUN
cana-5762	109	18	shows	show	VERB
cana-5762	109	19	how	how	SCONJ
cana-5762	109	20	to	to	PART
cana-5762	109	21	detect	detect	VERB
cana-5762	109	22	brain	brain	NOUN
cana-5762	109	23	tumors	tumor	NOUN
cana-5762	109	24	.	.	PUNCT
cana-5762	110	1	feature	feature	VERB
cana-5762	110	2	that	that	DET
cana-5762	110	3	functions	function	NOUN
cana-5762	110	4	by	by	ADP
cana-5762	110	5	taking	take	VERB
cana-5762	110	6	an	an	DET
cana-5762	110	7	input	input	NOUN
cana-5762	110	8	image	image	NOUN
cana-5762	110	9	from	from	ADP
cana-5762	110	10	a	a	DET
cana-5762	110	11	brain	brain	NOUN
cana-5762	110	12	scan	scan	NOUN
cana-5762	110	13	.	.	PUNCT
cana-5762	111	1	next	next	ADJ
cana-5762	111	2	came	come	VERB
cana-5762	111	3	the	the	DET
cana-5762	111	4	system	system	NOUN
cana-5762	111	5	carefully	carefully	ADV
cana-5762	111	6	analyzes	analyze	VERB
cana-5762	111	7	the	the	DET
cana-5762	111	8	picture	picture	NOUN
cana-5762	111	9	to	to	PART
cana-5762	111	10	determine	determine	VERB
cana-5762	111	11	whether	whether	SCONJ
cana-5762	111	12	or	or	CCONJ
cana-5762	111	13	not	not	PART
cana-5762	111	14	there	there	PRON
cana-5762	111	15	is	be	VERB
cana-5762	111	16	a	a	DET
cana-5762	111	17	growth	growth	NOUN
cana-5762	111	18	for	for	ADP
cana-5762	111	19	medical	medical	ADJ
cana-5762	111	20	practitioners	practitioner	NOUN
cana-5762	111	21	this	this	DET
cana-5762	111	22	procedure	procedure	NOUN
cana-5762	111	23	offers	offer	VERB
cana-5762	111	24	crucial	crucial	ADJ
cana-5762	111	25	diagnostic	diagnostic	ADJ
cana-5762	111	26	insights	insight	NOUN
cana-5762	111	27	allowing	allow	VERB
cana-5762	111	28	them	they	PRON
cana-5762	111	29	to	to	PART
cana-5762	111	30	diagnose	diagnose	VERB
cana-5762	111	31	and	and	CCONJ
cana-5762	111	32	take	take	VERB
cana-5762	111	33	appropriate	appropriate	ADJ
cana-5762	111	34	action	action	NOUN
cana-5762	111	35	quickly	quickly	ADV
cana-5762	111	36	.	.	PUNCT
cana-5762	112	1	fig	fig	NOUN
cana-5762	112	2	7	7	NUM
cana-5762	112	3	:	:	PUNCT
cana-5762	112	4	pneumonia	pneumonia	NOUN
cana-5762	112	5	detection	detection	NOUN
cana-5762	112	6	page	page	NOUN
cana-5762	112	7	.	.	PUNCT
cana-5762	113	1	communications	communication	NOUN
cana-5762	113	2	on	on	ADP
cana-5762	113	3	applied	apply	VERB
cana-5762	113	4	nonlinear	nonlinear	ADJ
cana-5762	113	5	analysis	analysis	NOUN
cana-5762	113	6	issn	issn	NOUN
cana-5762	113	7	:	:	PUNCT
cana-5762	113	8	1074	1074	NUM
cana-5762	113	9	-	-	PUNCT
cana-5762	113	10	133x	133x	NUM
cana-5762	113	11	vol	vol	NOUN
cana-5762	113	12	32	32	NUM
cana-5762	113	13	no	no	NOUN
cana-5762	113	14	.	.	PUNCT
cana-5762	114	1	3s	3s	NUM
cana-5762	114	2	(	(	PUNCT
cana-5762	114	3	2025	2025	NUM
cana-5762	114	4	)	)	PUNCT
cana-5762	114	5	859	859	NUM
cana-5762	114	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5762	114	7	discussion	discussion	NOUN
cana-5762	114	8	:	:	PUNCT
cana-5762	114	9	the	the	DET
cana-5762	114	10	crucial	crucial	ADJ
cana-5762	114	11	procedure	procedure	NOUN
cana-5762	114	12	for	for	ADP
cana-5762	114	13	using	use	VERB
cana-5762	114	14	the	the	PRON
cana-5762	114	15	is	be	AUX
cana-5762	114	16	shown	show	VERB
cana-5762	114	17	in	in	ADP
cana-5762	114	18	fig	fig	NOUN
cana-5762	114	19	7	7	NUM
cana-5762	114	20	the	the	DET
cana-5762	114	21	purpose	purpose	NOUN
cana-5762	114	22	of	of	ADP
cana-5762	114	23	the	the	DET
cana-5762	114	24	pneumonia	pneumonia	NOUN
cana-5762	114	25	detection	detection	NOUN
cana-5762	114	26	feature	feature	NOUN
cana-5762	114	27	is	be	AUX
cana-5762	114	28	to	to	PART
cana-5762	114	29	help	help	VERB
cana-5762	114	30	detect	detect	VERB
cana-5762	114	31	pneumonia	pneumonia	NOUN
cana-5762	114	32	where	where	SCONJ
cana-5762	114	33	the	the	DET
cana-5762	114	34	detector	detector	NOUN
cana-5762	114	35	is	be	AUX
cana-5762	114	36	given	give	VERB
cana-5762	114	37	a	a	DET
cana-5762	114	38	lung	lung	NOUN
cana-5762	114	39	xray	xray	NOUN
cana-5762	114	40	image	image	NOUN
cana-5762	114	41	after	after	ADP
cana-5762	114	42	examining	examine	VERB
cana-5762	114	43	the	the	DET
cana-5762	114	44	detector	detector	NOUN
cana-5762	114	45	quickly	quickly	ADV
cana-5762	114	46	analyzes	analyze	VERB
cana-5762	114	47	the	the	DET
cana-5762	114	48	picture	picture	NOUN
cana-5762	114	49	information	information	NOUN
cana-5762	114	50	and	and	CCONJ
cana-5762	114	51	produces	produce	VERB
cana-5762	114	52	a	a	DET
cana-5762	114	53	result	result	NOUN
cana-5762	114	54	that	that	PRON
cana-5762	114	55	shows	show	VERB
cana-5762	114	56	the	the	DET
cana-5762	114	57	existence	existence	NOUN
cana-5762	114	58	of	of	ADP
cana-5762	114	59	coughing	cough	VERB
cana-5762	114	60	.	.	PUNCT
cana-5762	115	1	the	the	DET
cana-5762	115	2	healthcare	healthcare	NOUN
cana-5762	115	3	industry	industry	NOUN
cana-5762	115	4	benefits	benefit	VERB
cana-5762	115	5	greatly	greatly	ADV
cana-5762	115	6	from	from	ADP
cana-5762	115	7	this	this	DET
cana-5762	115	8	essential	essential	ADJ
cana-5762	115	9	function	function	NOUN
cana-5762	115	10	experts	expert	NOUN
cana-5762	115	11	in	in	ADP
cana-5762	115	12	using	use	VERB
cana-5762	115	13	radiography	radiography	NOUN
cana-5762	115	14	to	to	PART
cana-5762	115	15	detect	detect	VERB
cana-5762	115	16	possible	possible	ADJ
cana-5762	115	17	pneumonia	pneumonia	NOUN
cana-5762	115	18	case	case	NOUN
cana-5762	115	19	imaging	imaging	NOUN
cana-5762	115	20	that	that	PRON
cana-5762	115	21	enables	enable	VERB
cana-5762	115	22	prompt	prompt	ADJ
cana-5762	115	23	diagnosis	diagnosis	NOUN
cana-5762	115	24	and	and	CCONJ
cana-5762	115	25	suitable	suitable	ADJ
cana-5762	115	26	treatment	treatment	NOUN
cana-5762	115	27	.	.	PUNCT
cana-5762	116	1	6	6	X
cana-5762	116	2	.	.	X
cana-5762	116	3	conclusions	conclusion	NOUN
cana-5762	116	4	and	and	CCONJ
cana-5762	116	5	future	future	ADJ
cana-5762	116	6	work	work	NOUN
cana-5762	116	7	conclusion	conclusion	NOUN
cana-5762	116	8	:	:	PUNCT
cana-5762	116	9	this	this	DET
cana-5762	116	10	research	research	NOUN
cana-5762	116	11	has	have	AUX
cana-5762	116	12	presented	present	VERB
cana-5762	116	13	significant	significant	ADJ
cana-5762	116	14	progress	progress	NOUN
cana-5762	116	15	in	in	ADP
cana-5762	116	16	applying	apply	VERB
cana-5762	116	17	artificial	artificial	ADJ
cana-5762	116	18	intelligence	intelligence	NOUN
cana-5762	116	19	to	to	ADP
cana-5762	116	20	the	the	DET
cana-5762	116	21	healthcare	healthcare	NOUN
cana-5762	116	22	domain	domain	NOUN
cana-5762	116	23	through	through	ADP
cana-5762	116	24	the	the	DET
cana-5762	116	25	development	development	NOUN
cana-5762	116	26	of	of	ADP
cana-5762	116	27	healthai	healthai	PROPN
cana-5762	116	28	connect	connect	PROPN
cana-5762	116	29	.	.	PUNCT
cana-5762	117	1	the	the	DET
cana-5762	117	2	system	system	NOUN
cana-5762	117	3	integrates	integrate	VERB
cana-5762	117	4	modern	modern	ADJ
cana-5762	117	5	technologies	technology	NOUN
cana-5762	117	6	such	such	ADJ
cana-5762	117	7	as	as	ADP
cana-5762	117	8	symptom	symptom	NOUN
cana-5762	117	9	-	-	PUNCT
cana-5762	117	10	based	base	VERB
cana-5762	117	11	disease	disease	NOUN
cana-5762	117	12	prediction	prediction	NOUN
cana-5762	117	13	,	,	PUNCT
cana-5762	117	14	medical	medical	ADJ
cana-5762	117	15	condition	condition	NOUN
cana-5762	117	16	analysis	analysis	NOUN
cana-5762	117	17	,	,	PUNCT
cana-5762	117	18	and	and	CCONJ
cana-5762	117	19	an	an	DET
cana-5762	117	20	nlp	nlp	NOUN
cana-5762	117	21	-	-	PUNCT
cana-5762	117	22	powered	power	VERB
cana-5762	117	23	chatbot	chatbot	NOUN
cana-5762	117	24	to	to	PART
cana-5762	117	25	support	support	VERB
cana-5762	117	26	accurate	accurate	ADJ
cana-5762	117	27	and	and	CCONJ
cana-5762	117	28	timely	timely	ADJ
cana-5762	117	29	diagnostics	diagnostic	NOUN
cana-5762	117	30	.	.	PUNCT
cana-5762	118	1	the	the	DET
cana-5762	118	2	ability	ability	NOUN
cana-5762	118	3	of	of	ADP
cana-5762	118	4	ai	ai	VERB
cana-5762	118	5	to	to	PART
cana-5762	118	6	assist	assist	VERB
cana-5762	118	7	in	in	ADP
cana-5762	118	8	detecting	detect	VERB
cana-5762	118	9	severe	severe	ADJ
cana-5762	118	10	conditions	condition	NOUN
cana-5762	118	11	like	like	ADP
cana-5762	118	12	brain	brain	NOUN
cana-5762	118	13	tumors	tumor	NOUN
cana-5762	118	14	and	and	CCONJ
cana-5762	118	15	pneumonia	pneumonia	NOUN
cana-5762	118	16	demonstrates	demonstrate	VERB
cana-5762	118	17	its	its	PRON
cana-5762	118	18	growing	grow	VERB
cana-5762	118	19	role	role	NOUN
cana-5762	118	20	in	in	ADP
cana-5762	118	21	enhancing	enhance	VERB
cana-5762	118	22	clinical	clinical	ADJ
cana-5762	118	23	decision	decision	NOUN
cana-5762	118	24	-	-	PUNCT
cana-5762	118	25	making	making	NOUN
cana-5762	118	26	and	and	CCONJ
cana-5762	118	27	patient	patient	ADJ
cana-5762	118	28	care	care	NOUN
cana-5762	118	29	.	.	PUNCT
cana-5762	119	1	however	however	ADV
cana-5762	119	2	,	,	PUNCT
cana-5762	119	3	some	some	DET
cana-5762	119	4	limitations	limitation	NOUN
cana-5762	119	5	must	must	AUX
cana-5762	119	6	be	be	AUX
cana-5762	119	7	considered	consider	VERB
cana-5762	119	8	.	.	PUNCT
cana-5762	120	1	the	the	DET
cana-5762	120	2	use	use	NOUN
cana-5762	120	3	of	of	ADP
cana-5762	120	4	pre	pre	ADJ
cana-5762	120	5	-	-	VERB
cana-5762	120	6	selected	selected	ADJ
cana-5762	120	7	and	and	CCONJ
cana-5762	120	8	limited	limited	ADJ
cana-5762	120	9	datasets	dataset	NOUN
cana-5762	120	10	may	may	AUX
cana-5762	120	11	not	not	PART
cana-5762	120	12	fully	fully	ADV
cana-5762	120	13	reflect	reflect	VERB
cana-5762	120	14	the	the	DET
cana-5762	120	15	diversity	diversity	NOUN
cana-5762	120	16	and	and	CCONJ
cana-5762	120	17	complexity	complexity	NOUN
cana-5762	120	18	of	of	ADP
cana-5762	120	19	real	real	ADJ
cana-5762	120	20	-	-	PUNCT
cana-5762	120	21	world	world	NOUN
cana-5762	120	22	medical	medical	ADJ
cana-5762	120	23	scenarios	scenario	NOUN
cana-5762	120	24	.	.	PUNCT
cana-5762	121	1	additionally	additionally	ADV
cana-5762	121	2	,	,	PUNCT
cana-5762	121	3	the	the	DET
cana-5762	121	4	performance	performance	NOUN
cana-5762	121	5	of	of	ADP
cana-5762	121	6	ai	ai	PROPN
cana-5762	121	7	models	model	NOUN
cana-5762	121	8	can	can	AUX
cana-5762	121	9	vary	vary	VERB
cana-5762	121	10	across	across	ADP
cana-5762	121	11	different	different	ADJ
cana-5762	121	12	populations	population	NOUN
cana-5762	121	13	and	and	CCONJ
cana-5762	121	14	healthcare	healthcare	NOUN
cana-5762	121	15	environments	environment	NOUN
cana-5762	121	16	,	,	PUNCT
cana-5762	121	17	emphasizing	emphasize	VERB
cana-5762	121	18	the	the	DET
cana-5762	121	19	need	need	NOUN
cana-5762	121	20	for	for	ADP
cana-5762	121	21	broader	broad	ADJ
cana-5762	121	22	validation	validation	NOUN
cana-5762	121	23	and	and	CCONJ
cana-5762	121	24	model	model	NOUN
cana-5762	121	25	tuning	tuning	NOUN
cana-5762	121	26	.	.	PUNCT
cana-5762	122	1	future	future	ADJ
cana-5762	122	2	work	work	NOUN
cana-5762	122	3	:	:	PUNCT
cana-5762	122	4	to	to	PART
cana-5762	122	5	address	address	VERB
cana-5762	122	6	these	these	DET
cana-5762	122	7	challenges	challenge	NOUN
cana-5762	122	8	,	,	PUNCT
cana-5762	122	9	future	future	ADJ
cana-5762	122	10	research	research	NOUN
cana-5762	122	11	should	should	AUX
cana-5762	122	12	aim	aim	VERB
cana-5762	122	13	to	to	PART
cana-5762	122	14	incorporate	incorporate	VERB
cana-5762	122	15	larger	large	ADJ
cana-5762	122	16	,	,	PUNCT
cana-5762	122	17	more	more	ADV
cana-5762	122	18	diverse	diverse	ADJ
cana-5762	122	19	datasets	dataset	NOUN
cana-5762	122	20	and	and	CCONJ
cana-5762	122	21	explore	explore	VERB
cana-5762	122	22	advanced	advanced	ADJ
cana-5762	122	23	machine	machine	NOUN
cana-5762	122	24	learning	learn	VERB
cana-5762	122	25	methods	method	NOUN
cana-5762	122	26	to	to	PART
cana-5762	122	27	increase	increase	VERB
cana-5762	122	28	model	model	NOUN
cana-5762	122	29	generalization	generalization	NOUN
cana-5762	122	30	.	.	PUNCT
cana-5762	123	1	emerging	emerge	VERB
cana-5762	123	2	technologies	technology	NOUN
cana-5762	123	3	such	such	ADJ
cana-5762	123	4	as	as	ADP
cana-5762	123	5	reinforcement	reinforcement	NOUN
cana-5762	123	6	learning	learning	NOUN
cana-5762	123	7	and	and	CCONJ
cana-5762	123	8	multi	multi	ADJ
cana-5762	123	9	-	-	ADJ
cana-5762	123	10	modal	modal	ADJ
cana-5762	123	11	data	data	NOUN
cana-5762	123	12	integration	integration	NOUN
cana-5762	123	13	(	(	PUNCT
cana-5762	123	14	including	include	VERB
cana-5762	123	15	textual	textual	ADJ
cana-5762	123	16	,	,	PUNCT
cana-5762	123	17	visual	visual	ADJ
cana-5762	123	18	,	,	PUNCT
cana-5762	123	19	and	and	CCONJ
cana-5762	123	20	clinical	clinical	ADJ
cana-5762	123	21	data	datum	NOUN
cana-5762	123	22	)	)	PUNCT
cana-5762	123	23	can	can	AUX
cana-5762	123	24	further	far	ADV
cana-5762	123	25	enhance	enhance	VERB
cana-5762	123	26	the	the	DET
cana-5762	123	27	effectiveness	effectiveness	NOUN
cana-5762	123	28	of	of	ADP
cana-5762	123	29	ai	ai	NOUN
cana-5762	123	30	-	-	PUNCT
cana-5762	123	31	driven	drive	VERB
cana-5762	123	32	healthcare	healthcare	NOUN
cana-5762	123	33	solutions	solution	NOUN
cana-5762	123	34	.	.	PUNCT
cana-5762	124	1	references	reference	NOUN
cana-5762	124	2	[	[	X
cana-5762	124	3	1	1	X
cana-5762	124	4	]	]	PUNCT
cana-5762	124	5	introduced	introduce	VERB
cana-5762	124	6	a	a	DET
cana-5762	124	7	pdf	pdf	NOUN
cana-5762	124	8	-	-	PUNCT
cana-5762	124	9	driven	drive	VERB
cana-5762	124	10	chatbot	chatbot	NOUN
cana-5762	124	11	powered	power	VERB
cana-5762	124	12	by	by	ADP
cana-5762	124	13	openai	openai	PROPN
cana-5762	124	14	’s	’s	PART
cana-5762	124	15	chatgpt	chatgpt	NOUN
cana-5762	124	16	for	for	ADP
cana-5762	124	17	automating	automate	VERB
cana-5762	124	18	information	information	NOUN
cana-5762	124	19	retrieval	retrieval	NOUN
cana-5762	124	20	from	from	ADP
cana-5762	124	21	faculty	faculty	NOUN
cana-5762	124	22	guidelines	guideline	NOUN
cana-5762	124	23	,	,	PUNCT
cana-5762	124	24	demonstrating	demonstrate	VERB
cana-5762	124	25	the	the	DET
cana-5762	124	26	utility	utility	NOUN
cana-5762	124	27	of	of	ADP
cana-5762	124	28	large	large	ADJ
cana-5762	124	29	language	language	NOUN
cana-5762	124	30	models	model	NOUN
cana-5762	124	31	in	in	ADP
cana-5762	124	32	structured	structured	ADJ
cana-5762	124	33	document	document	NOUN
cana-5762	124	34	processing	processing	NOUN
cana-5762	124	35	.	.	PUNCT
cana-5762	125	1	similarly	similarly	ADV
cana-5762	125	2	,	,	PUNCT
cana-5762	125	3	s	s	VERB
cana-5762	125	4	et	et	NOUN
cana-5762	125	5	al	al	PROPN
cana-5762	125	6	.	.	PUNCT
cana-5762	126	1	[	[	X
cana-5762	126	2	2	2	NUM
cana-5762	126	3	]	]	PUNCT
cana-5762	126	4	developed	develop	VERB
cana-5762	126	5	a	a	DET
cana-5762	126	6	dynamic	dynamic	ADJ
cana-5762	126	7	natural	natural	ADJ
cana-5762	126	8	language	language	NOUN
cana-5762	126	9	processing	processing	NOUN
cana-5762	126	10	(	(	PUNCT
cana-5762	126	11	nlp)-enabled	nlp)-enable	VERB
cana-5762	126	12	chatbot	chatbot	NOUN
cana-5762	126	13	aimed	aim	VERB
cana-5762	126	14	at	at	ADP
cana-5762	126	15	improving	improve	VERB
cana-5762	126	16	healthcare	healthcare	NOUN
cana-5762	126	17	accessibility	accessibility	NOUN
cana-5762	126	18	in	in	ADP
cana-5762	126	19	rural	rural	ADJ
cana-5762	126	20	india	india	PROPN
cana-5762	126	21	,	,	PUNCT
cana-5762	126	22	showcasing	showcase	VERB
cana-5762	126	23	the	the	DET
cana-5762	126	24	real	real	ADJ
cana-5762	126	25	-	-	PUNCT
cana-5762	126	26	world	world	NOUN
cana-5762	126	27	impact	impact	NOUN
cana-5762	126	28	of	of	ADP
cana-5762	126	29	conversational	conversational	ADJ
cana-5762	126	30	ai	ai	NOUN
cana-5762	126	31	.	.	PUNCT
cana-5762	127	1	[	[	X
cana-5762	127	2	3	3	X
cana-5762	127	3	]	]	PUNCT
cana-5762	127	4	proposed	propose	VERB
cana-5762	127	5	an	an	DET
cana-5762	127	6	ai	ai	NOUN
cana-5762	127	7	-	-	PUNCT
cana-5762	127	8	based	base	VERB
cana-5762	127	9	chatbot	chatbot	NOUN
cana-5762	127	10	model	model	NOUN
cana-5762	127	11	designed	design	VERB
cana-5762	127	12	for	for	ADP
cana-5762	127	13	infectious	infectious	ADJ
cana-5762	127	14	disease	disease	NOUN
cana-5762	127	15	prediction	prediction	NOUN
cana-5762	127	16	,	,	PUNCT
cana-5762	127	17	leveraging	leverage	VERB
cana-5762	127	18	deep	deep	ADJ
cana-5762	127	19	learning	learning	NOUN
cana-5762	127	20	to	to	PART
cana-5762	127	21	interpret	interpret	VERB
cana-5762	127	22	and	and	CCONJ
cana-5762	127	23	respond	respond	VERB
cana-5762	127	24	to	to	ADP
cana-5762	127	25	medical	medical	ADJ
cana-5762	127	26	data	datum	NOUN
cana-5762	127	27	efficiently	efficiently	ADV
cana-5762	127	28	.	.	PUNCT
cana-5762	128	1	ehghaghi	ehghaghi	PROPN
cana-5762	128	2	et	et	PROPN
cana-5762	128	3	al	al	PROPN
cana-5762	128	4	.	.	PUNCT
cana-5762	129	1	[	[	X
cana-5762	129	2	4	4	X
cana-5762	129	3	]	]	PUNCT
cana-5762	129	4	contributed	contribute	VERB
cana-5762	129	5	an	an	DET
cana-5762	129	6	interpretable	interpretable	ADJ
cana-5762	129	7	disease	disease	NOUN
cana-5762	129	8	prediction	prediction	NOUN
cana-5762	129	9	model	model	NOUN
cana-5762	129	10	that	that	SCONJ
cana-5762	129	11	utilized	utilize	VERB
cana-5762	129	12	pattern	pattern	NOUN
cana-5762	129	13	disentanglement	disentanglement	NOUN
cana-5762	129	14	techniques	technique	NOUN
cana-5762	129	15	,	,	PUNCT
cana-5762	129	16	improving	improve	VERB
cana-5762	129	17	the	the	DET
cana-5762	129	18	explainability	explainability	NOUN
cana-5762	129	19	of	of	ADP
cana-5762	129	20	clinical	clinical	ADJ
cana-5762	129	21	decision	decision	NOUN
cana-5762	129	22	-	-	PUNCT
cana-5762	129	23	making	making	NOUN
cana-5762	129	24	.	.	PUNCT
cana-5762	130	1	luo	luo	PROPN
cana-5762	130	2	et	et	PROPN
cana-5762	130	3	al	al	PROPN
cana-5762	130	4	.	.	PUNCT
cana-5762	131	1	[	[	X
cana-5762	131	2	5	5	NUM
cana-5762	131	3	]	]	PUNCT
cana-5762	131	4	developed	develop	VERB
cana-5762	131	5	a	a	DET
cana-5762	131	6	deep	deep	ADJ
cana-5762	131	7	language	language	NOUN
cana-5762	131	8	model	model	NOUN
cana-5762	131	9	for	for	ADP
cana-5762	131	10	extracting	extract	VERB
cana-5762	131	11	symptoms	symptom	NOUN
cana-5762	131	12	from	from	ADP
cana-5762	131	13	clinical	clinical	ADJ
cana-5762	131	14	text	text	NOUN
cana-5762	131	15	and	and	CCONJ
cana-5762	131	16	applied	apply	VERB
cana-5762	131	17	it	it	PRON
cana-5762	131	18	to	to	ADP
cana-5762	131	19	social	social	ADJ
cana-5762	131	20	media	medium	NOUN
cana-5762	131	21	data	datum	NOUN
cana-5762	131	22	to	to	PART
cana-5762	131	23	monitor	monitor	VERB
cana-5762	131	24	covid-19	covid-19	PROPN
cana-5762	131	25	-	-	PUNCT
cana-5762	131	26	related	relate	VERB
cana-5762	131	27	symptoms	symptom	NOUN
cana-5762	131	28	,	,	PUNCT
cana-5762	131	29	underlining	underline	VERB
cana-5762	131	30	the	the	DET
cana-5762	131	31	crossplatform	crossplatform	NOUN
cana-5762	131	32	adaptability	adaptability	NOUN
cana-5762	131	33	of	of	ADP
cana-5762	131	34	such	such	ADJ
cana-5762	131	35	models	model	NOUN
cana-5762	131	36	.	.	PUNCT
cana-5762	132	1	communications	communication	NOUN
cana-5762	132	2	on	on	ADP
cana-5762	132	3	applied	apply	VERB
cana-5762	132	4	nonlinear	nonlinear	ADJ
cana-5762	132	5	analysis	analysis	NOUN
cana-5762	132	6	issn	issn	NOUN
cana-5762	132	7	:	:	PUNCT
cana-5762	132	8	1074	1074	NUM
cana-5762	132	9	-	-	PUNCT
cana-5762	132	10	133x	133x	NUM
cana-5762	132	11	vol	vol	NOUN
cana-5762	132	12	32	32	NUM
cana-5762	132	13	no	no	NOUN
cana-5762	132	14	.	.	PUNCT
cana-5762	133	1	3s	3s	NUM
cana-5762	133	2	(	(	PUNCT
cana-5762	133	3	2025	2025	NUM
cana-5762	133	4	)	)	PUNCT
cana-5762	133	5	860	860	NUM
cana-5762	133	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5762	134	1	[	[	X
cana-5762	134	2	6	6	NUM
cana-5762	134	3	]	]	PUNCT
cana-5762	134	4	designed	design	VERB
cana-5762	134	5	a	a	DET
cana-5762	134	6	mobile	mobile	ADJ
cana-5762	134	7	application	application	NOUN
cana-5762	134	8	for	for	ADP
cana-5762	134	9	scheduling	scheduling	NOUN
cana-5762	134	10	doctor	doctor	NOUN
cana-5762	134	11	appointments	appointment	NOUN
cana-5762	134	12	,	,	PUNCT
cana-5762	134	13	thereby	thereby	ADV
cana-5762	134	14	enhancing	enhance	VERB
cana-5762	134	15	user	user	NOUN
cana-5762	134	16	-	-	PUNCT
cana-5762	134	17	friendly	friendly	ADJ
cana-5762	134	18	access	access	NOUN
cana-5762	134	19	to	to	ADP
cana-5762	134	20	medical	medical	ADJ
cana-5762	134	21	services	service	NOUN
cana-5762	134	22	.	.	PUNCT
cana-5762	135	1	kumar	kumar	PROPN
cana-5762	135	2	et	et	PROPN
cana-5762	135	3	al	al	PROPN
cana-5762	135	4	.	.	PUNCT
cana-5762	136	1	[	[	X
cana-5762	136	2	7	7	X
cana-5762	136	3	]	]	PUNCT
cana-5762	136	4	explored	explore	VERB
cana-5762	136	5	disease	disease	NOUN
cana-5762	136	6	prediction	prediction	NOUN
cana-5762	136	7	through	through	ADP
cana-5762	136	8	symptom	symptom	NOUN
cana-5762	136	9	inputs	input	NOUN
cana-5762	136	10	using	use	VERB
cana-5762	136	11	databases	database	NOUN
cana-5762	136	12	and	and	CCONJ
cana-5762	136	13	graphical	graphical	ADJ
cana-5762	136	14	user	user	NOUN
cana-5762	136	15	interfaces	interface	NOUN
cana-5762	136	16	(	(	PUNCT
cana-5762	136	17	guis	guis	PROPN
cana-5762	136	18	)	)	PUNCT
cana-5762	136	19	,	,	PUNCT
cana-5762	136	20	while	while	SCONJ
cana-5762	136	21	pothana	pothana	NOUN
cana-5762	136	22	hema	hema	PROPN
cana-5762	136	23	et	et	PROPN
cana-5762	136	24	al	al	PROPN
cana-5762	136	25	.	.	PUNCT
cana-5762	137	1	[	[	X
cana-5762	137	2	8	8	NUM
cana-5762	137	3	]	]	PUNCT
cana-5762	137	4	proposed	propose	VERB
cana-5762	137	5	a	a	DET
cana-5762	137	6	similar	similar	ADJ
cana-5762	137	7	machine	machine	NOUN
cana-5762	137	8	learning	learning	NOUN
cana-5762	137	9	-	-	PUNCT
cana-5762	137	10	based	base	VERB
cana-5762	137	11	approach	approach	NOUN
cana-5762	137	12	for	for	ADP
cana-5762	137	13	symptom	symptom	NOUN
cana-5762	137	14	-	-	PUNCT
cana-5762	137	15	based	base	VERB
cana-5762	137	16	disease	disease	NOUN
cana-5762	137	17	identification	identification	NOUN
cana-5762	137	18	,	,	PUNCT
cana-5762	137	19	which	which	PRON
cana-5762	137	20	was	be	AUX
cana-5762	137	21	presented	present	VERB
cana-5762	137	22	at	at	ADP
cana-5762	137	23	the	the	DET
cana-5762	137	24	ieee	ieee	PROPN
cana-5762	137	25	bharat	bharat	PROPN
cana-5762	137	26	conference	conference	PROPN
cana-5762	137	27	.	.	PUNCT
cana-5762	138	1	reinforcing	reinforce	VERB
cana-5762	138	2	their	their	PRON
cana-5762	138	3	contribution	contribution	NOUN
cana-5762	138	4	,	,	PUNCT
cana-5762	138	5	kumar	kumar	PROPN
cana-5762	138	6	et	et	PROPN
cana-5762	138	7	al	al	PROPN
cana-5762	138	8	.	.	PUNCT
cana-5762	139	1	[	[	X
cana-5762	139	2	9	9	NUM
cana-5762	139	3	]	]	PUNCT
cana-5762	139	4	presented	present	VERB
cana-5762	139	5	their	their	PRON
cana-5762	139	6	findings	finding	NOUN
cana-5762	139	7	again	again	ADV
cana-5762	139	8	in	in	ADP
cana-5762	139	9	another	another	DET
cana-5762	139	10	venue	venue	NOUN
cana-5762	139	11	,	,	PUNCT
cana-5762	139	12	underscoring	underscore	VERB
cana-5762	139	13	the	the	DET
cana-5762	139	14	robustness	robustness	NOUN
cana-5762	139	15	of	of	ADP
cana-5762	139	16	their	their	PRON
cana-5762	139	17	predictive	predictive	ADJ
cana-5762	139	18	model	model	NOUN
cana-5762	139	19	.	.	PUNCT
cana-5762	140	1	[	[	X
cana-5762	140	2	10	10	NUM
cana-5762	140	3	]	]	PUNCT
cana-5762	140	4	developed	develop	VERB
cana-5762	140	5	a	a	DET
cana-5762	140	6	pneumonia	pneumonia	NOUN
cana-5762	140	7	detection	detection	NOUN
cana-5762	140	8	system	system	NOUN
cana-5762	140	9	based	base	VERB
cana-5762	140	10	on	on	ADP
cana-5762	140	11	chest	chest	NOUN
cana-5762	140	12	x	x	NOUN
cana-5762	140	13	-	-	NOUN
cana-5762	140	14	ray	ray	NOUN
cana-5762	140	15	image	image	NOUN
cana-5762	140	16	analysis	analysis	NOUN
cana-5762	140	17	using	use	VERB
cana-5762	140	18	convolutional	convolutional	ADJ
cana-5762	140	19	neural	neural	ADJ
cana-5762	140	20	networks	network	NOUN
cana-5762	140	21	(	(	PUNCT
cana-5762	140	22	cnns	cnns	PROPN
cana-5762	140	23	)	)	PUNCT
cana-5762	140	24	,	,	PUNCT
cana-5762	140	25	illustrating	illustrate	VERB
cana-5762	140	26	the	the	DET
cana-5762	140	27	effectiveness	effectiveness	NOUN
cana-5762	140	28	of	of	ADP
cana-5762	140	29	deep	deep	ADJ
cana-5762	140	30	learning	learning	NOUN
cana-5762	140	31	in	in	ADP
cana-5762	140	32	diagnostic	diagnostic	ADJ
cana-5762	140	33	imaging	imaging	NOUN
cana-5762	140	34	.	.	PUNCT
cana-5762	141	1	additionally	additionally	ADV
cana-5762	141	2	,	,	PUNCT
cana-5762	141	3	dipu	dipu	VERB
cana-5762	141	4	et	et	PROPN
cana-5762	141	5	al	al	PROPN
cana-5762	141	6	.	.	PUNCT
cana-5762	142	1	[	[	X
cana-5762	142	2	11	11	NUM
cana-5762	142	3	]	]	PUNCT
cana-5762	142	4	focused	focus	VERB
cana-5762	142	5	on	on	ADP
cana-5762	142	6	brain	brain	NOUN
cana-5762	142	7	tumor	tumor	NOUN
cana-5762	142	8	detection	detection	NOUN
cana-5762	142	9	and	and	CCONJ
cana-5762	142	10	classification	classification	NOUN
cana-5762	142	11	using	use	VERB
cana-5762	142	12	deep	deep	ADJ
cana-5762	142	13	learning	learning	NOUN
cana-5762	142	14	,	,	PUNCT
cana-5762	142	15	a	a	DET
cana-5762	142	16	vital	vital	ADJ
cana-5762	142	17	development	development	NOUN
cana-5762	142	18	in	in	ADP
cana-5762	142	19	neuro	neuro	NOUN
cana-5762	142	20	-	-	PUNCT
cana-5762	142	21	oncology	oncology	NOUN
cana-5762	142	22	.	.	PUNCT
cana-5762	143	1	complementing	complement	VERB
cana-5762	143	2	this	this	PRON
cana-5762	143	3	,	,	PUNCT
cana-5762	143	4	goswami	goswami	PROPN
cana-5762	143	5	and	and	CCONJ
cana-5762	143	6	dixit	dixit	PROPN
cana-5762	144	1	[	[	X
cana-5762	144	2	12	12	NUM
cana-5762	144	3	]	]	PUNCT
cana-5762	144	4	conducted	conduct	VERB
cana-5762	144	5	a	a	DET
cana-5762	144	6	comparative	comparative	ADJ
cana-5762	144	7	study	study	NOUN
cana-5762	144	8	on	on	ADP
cana-5762	144	9	image	image	NOUN
cana-5762	144	10	segmentation	segmentation	NOUN
cana-5762	144	11	techniques	technique	NOUN
cana-5762	144	12	for	for	ADP
cana-5762	144	13	mri	mri	NOUN
cana-5762	144	14	-	-	PUNCT
cana-5762	144	15	based	base	VERB
cana-5762	144	16	brain	brain	NOUN
cana-5762	144	17	tumor	tumor	NOUN
cana-5762	144	18	detection	detection	NOUN
cana-5762	144	19	,	,	PUNCT
cana-5762	144	20	highlighting	highlight	VERB
cana-5762	144	21	progress	progress	NOUN
cana-5762	144	22	in	in	ADP
cana-5762	144	23	the	the	DET
cana-5762	144	24	field	field	NOUN
cana-5762	144	25	of	of	ADP
cana-5762	144	26	computer	computer	NOUN
cana-5762	144	27	vision	vision	NOUN
cana-5762	144	28	applied	apply	VERB
cana-5762	144	29	to	to	ADP
cana-5762	144	30	medical	medical	ADJ
cana-5762	144	31	imaging	imaging	NOUN
cana-5762	144	32	.	.	PUNCT