id	sid	tid	token	lemma	pos
cana-5717	1	1	communications	communication	NOUN
cana-5717	1	2	on	on	ADP
cana-5717	1	3	applied	apply	VERB
cana-5717	1	4	nonlinear	nonlinear	ADJ
cana-5717	1	5	analysis	analysis	NOUN
cana-5717	1	6	issn	issn	NOUN
cana-5717	1	7	:	:	PUNCT
cana-5717	1	8	1074	1074	NUM
cana-5717	1	9	-	-	PUNCT
cana-5717	1	10	133x	133x	NUM
cana-5717	1	11	vol	vol	VERB
cana-5717	1	12	32	32	NUM
cana-5717	1	13	no	no	NOUN
cana-5717	1	14	.	.	PUNCT
cana-5717	2	1	10s	10	NOUN
cana-5717	2	2	(	(	PUNCT
cana-5717	2	3	2025	2025	NUM
cana-5717	2	4	)	)	PUNCT
cana-5717	2	5	2765	2765	NUM
cana-5717	3	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-5717	3	2	multi	multi	ADJ
cana-5717	3	3	disease	disease	NOUN
cana-5717	3	4	diagnostic	diagnostic	ADJ
cana-5717	3	5	analysis	analysis	NOUN
cana-5717	3	6	for	for	ADP
cana-5717	3	7	chest	chest	NOUN
cana-5717	3	8	x	x	NOUN
cana-5717	3	9	-	-	NOUN
cana-5717	3	10	ray	ray	NOUN
cana-5717	3	11	images	image	NOUN
cana-5717	3	12	with	with	ADP
cana-5717	3	13	explainable	explainable	ADJ
cana-5717	3	14	ai	ai	NOUN
cana-5717	3	15	priyadharsini	priyadharsini	PROPN
cana-5717	3	16	r1	r1	PROPN
cana-5717	3	17	,	,	PUNCT
cana-5717	3	18	beulah	beulah	PROPN
cana-5717	3	19	a1	a1	PROPN
cana-5717	3	20	,	,	PUNCT
cana-5717	3	21	prithika	prithika	NOUN
cana-5717	3	22	priyadharshini	priyadharshini	NOUN
cana-5717	3	23	h	h	NOUN
cana-5717	3	24	p2	p2	NOUN
cana-5717	3	25	,	,	PUNCT
cana-5717	3	26	rudrashree	rudrashree	ADJ
cana-5717	3	27	sb2	sb2	PROPN
cana-5717	3	28	1department	1department	NUM
cana-5717	3	29	of	of	ADP
cana-5717	3	30	artificial	artificial	ADJ
cana-5717	3	31	intelligence	intelligence	NOUN
cana-5717	3	32	and	and	CCONJ
cana-5717	3	33	data	datum	NOUN
cana-5717	3	34	science	science	NOUN
cana-5717	3	35	,	,	PUNCT
cana-5717	3	36	rajalakshmi	rajalakshmi	VERB
cana-5717	3	37	engineering	engineering	NOUN
cana-5717	3	38	college	college	PROPN
cana-5717	3	39	2department	2department	PROPN
cana-5717	3	40	of	of	ADP
cana-5717	3	41	computer	computer	NOUN
cana-5717	3	42	science	science	NOUN
cana-5717	3	43	and	and	CCONJ
cana-5717	3	44	engineering	engineering	NOUN
cana-5717	3	45	,	,	PUNCT
cana-5717	3	46	sri	sri	PROPN
cana-5717	3	47	sivasubramaniya	sivasubramaniya	PROPN
cana-5717	3	48	nadar	nadar	PROPN
cana-5717	3	49	college	college	PROPN
cana-5717	3	50	of	of	ADP
cana-5717	3	51	engineering	engineering	PROPN
cana-5717	3	52	,	,	PUNCT
cana-5717	3	53	chennai	chennai	NOUN
cana-5717	3	54	article	article	NOUN
cana-5717	3	55	history	history	NOUN
cana-5717	3	56	:	:	PUNCT
cana-5717	3	57	received	receive	VERB
cana-5717	3	58	:	:	PUNCT
cana-5717	3	59	12	12	NUM
cana-5717	3	60	-	-	SYM
cana-5717	3	61	01	01	NUM
cana-5717	3	62	-	-	PUNCT
cana-5717	3	63	2025	2025	NUM
cana-5717	3	64	revised	revise	VERB
cana-5717	3	65	:	:	PUNCT
cana-5717	3	66	15	15	NUM
cana-5717	3	67	-	-	NUM
cana-5717	3	68	02	02	NUM
cana-5717	3	69	-	-	PUNCT
cana-5717	3	70	2025	2025	NUM
cana-5717	3	71	accepted	accept	VERB
cana-5717	3	72	:	:	PUNCT
cana-5717	3	73	01	01	NUM
cana-5717	3	74	-	-	SYM
cana-5717	3	75	03	03	NUM
cana-5717	3	76	-	-	PUNCT
cana-5717	3	77	2025	2025	NUM
cana-5717	3	78	abstract	abstract	NOUN
cana-5717	3	79	:	:	PUNCT
cana-5717	3	80	integrating	integrate	VERB
cana-5717	3	81	explainable	explainable	ADJ
cana-5717	3	82	artificial	artificial	ADJ
cana-5717	3	83	intelligence	intelligence	NOUN
cana-5717	3	84	(	(	PUNCT
cana-5717	3	85	xai	xai	PROPN
cana-5717	3	86	)	)	PUNCT
cana-5717	3	87	in	in	ADP
cana-5717	3	88	the	the	DET
cana-5717	3	89	multi	multi	ADJ
cana-5717	3	90	disease	disease	NOUN
cana-5717	3	91	diagnostic	diagnostic	ADJ
cana-5717	3	92	model	model	NOUN
cana-5717	3	93	for	for	ADP
cana-5717	3	94	chest	chest	NOUN
cana-5717	3	95	x	x	NOUN
cana-5717	3	96	-	-	NOUN
cana-5717	3	97	ray	ray	NOUN
cana-5717	3	98	images	image	NOUN
cana-5717	3	99	enables	enable	VERB
cana-5717	3	100	clearer	clear	ADJ
cana-5717	3	101	,	,	PUNCT
cana-5717	3	102	more	more	ADV
cana-5717	3	103	interpretable	interpretable	ADJ
cana-5717	3	104	diagnoses	diagnosis	NOUN
cana-5717	3	105	for	for	ADP
cana-5717	3	106	stakeholders	stakeholder	NOUN
cana-5717	3	107	.	.	PUNCT
cana-5717	4	1	by	by	ADP
cana-5717	4	2	providing	provide	VERB
cana-5717	4	3	insights	insight	NOUN
cana-5717	4	4	into	into	ADP
cana-5717	4	5	model	model	NOUN
cana-5717	4	6	reasoning	reasoning	NOUN
cana-5717	4	7	,	,	PUNCT
cana-5717	4	8	xai	xai	PROPN
cana-5717	4	9	enhances	enhance	VERB
cana-5717	4	10	trust	trust	NOUN
cana-5717	4	11	and	and	CCONJ
cana-5717	4	12	accountability	accountability	NOUN
cana-5717	4	13	,	,	PUNCT
cana-5717	4	14	improving	improve	VERB
cana-5717	4	15	diagnostic	diagnostic	ADJ
cana-5717	4	16	transparency	transparency	NOUN
cana-5717	4	17	and	and	CCONJ
cana-5717	4	18	accuracy	accuracy	NOUN
cana-5717	4	19	,	,	PUNCT
cana-5717	4	20	which	which	PRON
cana-5717	4	21	is	be	AUX
cana-5717	4	22	critical	critical	ADJ
cana-5717	4	23	for	for	ADP
cana-5717	4	24	healthcare	healthcare	NOUN
cana-5717	4	25	providers	provider	NOUN
cana-5717	4	26	and	and	CCONJ
cana-5717	4	27	patients	patient	NOUN
cana-5717	4	28	alike	alike	ADV
cana-5717	4	29	.	.	PUNCT
cana-5717	5	1	in	in	ADP
cana-5717	5	2	this	this	DET
cana-5717	5	3	project	project	NOUN
cana-5717	5	4	,	,	PUNCT
cana-5717	5	5	various	various	ADJ
cana-5717	5	6	xai	xai	PROPN
cana-5717	5	7	tools	tool	NOUN
cana-5717	5	8	such	such	ADJ
cana-5717	5	9	as	as	ADP
cana-5717	5	10	lime	lime	NOUN
cana-5717	5	11	,	,	PUNCT
cana-5717	5	12	grad	grad	NOUN
cana-5717	5	13	-	-	PUNCT
cana-5717	5	14	cam	cam	PROPN
cana-5717	5	15	were	be	AUX
cana-5717	5	16	applied	apply	VERB
cana-5717	5	17	to	to	PART
cana-5717	5	18	improve	improve	VERB
cana-5717	5	19	reliability	reliability	NOUN
cana-5717	5	20	and	and	CCONJ
cana-5717	5	21	interpretability	interpretability	NOUN
cana-5717	5	22	in	in	ADP
cana-5717	5	23	multi	multi	ADJ
cana-5717	5	24	-	-	ADJ
cana-5717	5	25	disease	disease	ADJ
cana-5717	5	26	diagnosis	diagnosis	NOUN
cana-5717	5	27	using	use	VERB
cana-5717	5	28	chest	chest	NOUN
cana-5717	5	29	x	x	NOUN
cana-5717	5	30	-	-	NOUN
cana-5717	5	31	ray	ray	NOUN
cana-5717	5	32	images	image	NOUN
cana-5717	5	33	.	.	PUNCT
cana-5717	6	1	an	an	DET
cana-5717	6	2	open	open	ADJ
cana-5717	6	3	-	-	PUNCT
cana-5717	6	4	source	source	NOUN
cana-5717	6	5	dataset	dataset	NOUN
cana-5717	6	6	comprising	comprising	NOUN
cana-5717	6	7	chest	chest	NOUN
cana-5717	6	8	x	x	NOUN
cana-5717	6	9	-	-	NOUN
cana-5717	6	10	ray	ray	NOUN
cana-5717	6	11	images	image	NOUN
cana-5717	6	12	and	and	CCONJ
cana-5717	6	13	associated	associated	ADJ
cana-5717	6	14	metadata	metadata	NOUN
cana-5717	6	15	was	be	AUX
cana-5717	6	16	used	use	VERB
cana-5717	6	17	,	,	PUNCT
cana-5717	6	18	and	and	CCONJ
cana-5717	6	19	preprocessing	preprocesse	VERB
cana-5717	6	20	techniques	technique	NOUN
cana-5717	6	21	such	such	ADJ
cana-5717	6	22	as	as	ADP
cana-5717	6	23	resizing	resizing	NOUN
cana-5717	6	24	,	,	PUNCT
cana-5717	6	25	normalization	normalization	NOUN
cana-5717	6	26	,	,	PUNCT
cana-5717	6	27	and	and	CCONJ
cana-5717	6	28	data	datum	NOUN
cana-5717	6	29	augmentation	augmentation	NOUN
cana-5717	6	30	were	be	AUX
cana-5717	6	31	applied	apply	VERB
cana-5717	6	32	to	to	PART
cana-5717	6	33	ensure	ensure	VERB
cana-5717	6	34	data	datum	NOUN
cana-5717	6	35	quality	quality	NOUN
cana-5717	6	36	and	and	CCONJ
cana-5717	6	37	relevance	relevance	NOUN
cana-5717	6	38	.	.	PUNCT
cana-5717	7	1	deep	deep	ADJ
cana-5717	7	2	learning	learning	NOUN
cana-5717	7	3	models	model	NOUN
cana-5717	7	4	were	be	AUX
cana-5717	7	5	implemented	implement	VERB
cana-5717	7	6	,	,	PUNCT
cana-5717	7	7	leveraging	leverage	VERB
cana-5717	7	8	each	each	DET
cana-5717	7	9	model	model	NOUN
cana-5717	7	10	’s	’s	PART
cana-5717	7	11	strengths	strength	NOUN
cana-5717	7	12	to	to	PART
cana-5717	7	13	improve	improve	VERB
cana-5717	7	14	diagnostic	diagnostic	ADJ
cana-5717	7	15	accuracy	accuracy	NOUN
cana-5717	7	16	.	.	PUNCT
cana-5717	8	1	the	the	DET
cana-5717	8	2	xai	xai	PROPN
cana-5717	8	3	methods	method	NOUN
cana-5717	8	4	lime	lime	NOUN
cana-5717	8	5	and	and	CCONJ
cana-5717	8	6	grad	grad	NOUN
cana-5717	8	7	-	-	PUNCT
cana-5717	8	8	cam	cam	PROPN
cana-5717	8	9	were	be	AUX
cana-5717	8	10	combined	combine	VERB
cana-5717	8	11	to	to	PART
cana-5717	8	12	improve	improve	VERB
cana-5717	8	13	model	model	NOUN
cana-5717	8	14	transparency	transparency	NOUN
cana-5717	8	15	and	and	CCONJ
cana-5717	8	16	offer	offer	VERB
cana-5717	8	17	comprehensible	comprehensible	ADJ
cana-5717	8	18	findings	finding	NOUN
cana-5717	8	19	about	about	ADP
cana-5717	8	20	how	how	SCONJ
cana-5717	8	21	decisions	decision	NOUN
cana-5717	8	22	are	be	AUX
cana-5717	8	23	made	make	VERB
cana-5717	8	24	of	of	ADP
cana-5717	8	25	the	the	DET
cana-5717	8	26	model	model	NOUN
cana-5717	8	27	.	.	PUNCT
cana-5717	9	1	the	the	DET
cana-5717	9	2	interpretability	interpretability	NOUN
cana-5717	9	3	aids	aid	VERB
cana-5717	9	4	various	various	ADJ
cana-5717	9	5	stakeholders	stakeholder	NOUN
cana-5717	9	6	,	,	PUNCT
cana-5717	9	7	such	such	ADJ
cana-5717	9	8	as	as	ADP
cana-5717	9	9	healthcare	healthcare	NOUN
cana-5717	9	10	professionals	professional	NOUN
cana-5717	9	11	,	,	PUNCT
cana-5717	9	12	patients	patient	NOUN
cana-5717	9	13	and	and	CCONJ
cana-5717	9	14	data	datum	NOUN
cana-5717	9	15	analysts	analyst	NOUN
cana-5717	9	16	,	,	PUNCT
cana-5717	9	17	in	in	ADP
cana-5717	9	18	understanding	understand	VERB
cana-5717	9	19	the	the	DET
cana-5717	9	20	reasoning	reasoning	NOUN
cana-5717	9	21	behind	behind	ADP
cana-5717	9	22	model	model	NOUN
cana-5717	9	23	predictions	prediction	NOUN
cana-5717	9	24	,	,	PUNCT
cana-5717	9	25	fostering	foster	VERB
cana-5717	9	26	trust	trust	NOUN
cana-5717	9	27	and	and	CCONJ
cana-5717	9	28	enabling	enable	VERB
cana-5717	9	29	more	more	ADV
cana-5717	9	30	precise	precise	ADJ
cana-5717	9	31	,	,	PUNCT
cana-5717	9	32	data	datum	NOUN
cana-5717	9	33	driven	drive	VERB
cana-5717	9	34	decisions	decision	NOUN
cana-5717	9	35	in	in	ADP
cana-5717	9	36	multidisease	multidisease	VERB
cana-5717	9	37	diagnostic	diagnostic	ADJ
cana-5717	9	38	scenarios	scenario	NOUN
cana-5717	9	39	.	.	PUNCT
cana-5717	10	1	keywords	keyword	NOUN
cana-5717	10	2	:	:	PUNCT
cana-5717	10	3	chest	chest	NOUN
cana-5717	10	4	x	x	NOUN
cana-5717	10	5	-	-	NOUN
cana-5717	10	6	ray	ray	NOUN
cana-5717	10	7	images	image	NOUN
cana-5717	10	8	,	,	PUNCT
cana-5717	10	9	interpretable	interpretable	ADJ
cana-5717	10	10	model	model	NOUN
cana-5717	10	11	,	,	PUNCT
cana-5717	10	12	deep	deep	ADJ
cana-5717	10	13	learning	learning	NOUN
cana-5717	10	14	model	model	NOUN
cana-5717	10	15	,	,	PUNCT
cana-5717	10	16	explainable	explainable	ADJ
cana-5717	10	17	ai	ai	NOUN
cana-5717	10	18	.	.	PROPN
cana-5717	11	1	1	1	X
cana-5717	11	2	.	.	X
cana-5717	11	3	introduction	introduction	NOUN
cana-5717	11	4	artificial	artificial	ADJ
cana-5717	11	5	intelligence	intelligence	NOUN
cana-5717	11	6	has	have	AUX
cana-5717	11	7	become	become	VERB
cana-5717	11	8	a	a	DET
cana-5717	11	9	disruptive	disruptive	ADJ
cana-5717	11	10	force	force	NOUN
cana-5717	11	11	in	in	ADP
cana-5717	11	12	healthcare	healthcare	PROPN
cana-5717	11	13	,	,	PUNCT
cana-5717	11	14	particularly	particularly	ADV
cana-5717	11	15	in	in	ADP
cana-5717	11	16	medical	medical	ADJ
cana-5717	11	17	imaging	imaging	NOUN
cana-5717	11	18	.	.	PUNCT
cana-5717	12	1	chest	chest	NOUN
cana-5717	12	2	x	x	NOUN
cana-5717	12	3	-	-	NOUN
cana-5717	12	4	rays	ray	NOUN
cana-5717	12	5	are	be	AUX
cana-5717	12	6	crucial	crucial	ADJ
cana-5717	12	7	for	for	ADP
cana-5717	12	8	diagnosing	diagnose	VERB
cana-5717	12	9	various	various	ADJ
cana-5717	12	10	pulmonary	pulmonary	ADJ
cana-5717	12	11	and	and	CCONJ
cana-5717	12	12	cardiovascular	cardiovascular	ADJ
cana-5717	12	13	disorders	disorder	NOUN
cana-5717	12	14	,	,	PUNCT
cana-5717	12	15	but	but	CCONJ
cana-5717	12	16	interpreting	interpret	VERB
cana-5717	12	17	these	these	DET
cana-5717	12	18	images	image	NOUN
cana-5717	12	19	requires	require	VERB
cana-5717	12	20	significant	significant	ADJ
cana-5717	12	21	expertise	expertise	NOUN
cana-5717	12	22	.	.	PUNCT
cana-5717	13	1	this	this	DET
cana-5717	13	2	study	study	NOUN
cana-5717	13	3	aims	aim	VERB
cana-5717	13	4	to	to	PART
cana-5717	13	5	develop	develop	VERB
cana-5717	13	6	a	a	DET
cana-5717	13	7	robust	robust	ADJ
cana-5717	13	8	explainable	explainable	ADJ
cana-5717	13	9	ai	ai	NOUN
cana-5717	13	10	model	model	NOUN
cana-5717	13	11	[	[	X
cana-5717	13	12	2,3	2,3	NUM
cana-5717	13	13	]	]	PUNCT
cana-5717	13	14	that	that	PRON
cana-5717	13	15	enhances	enhance	VERB
cana-5717	13	16	interpretability	interpretability	NOUN
cana-5717	13	17	,	,	PUNCT
cana-5717	13	18	making	make	VERB
cana-5717	13	19	ai	ai	AUX
cana-5717	13	20	-	-	PUNCT
cana-5717	13	21	generated	generate	VERB
cana-5717	13	22	diagnoses	diagnosis	NOUN
cana-5717	13	23	more	more	ADV
cana-5717	13	24	understandable	understandable	ADJ
cana-5717	13	25	and	and	CCONJ
cana-5717	13	26	reliable	reliable	ADJ
cana-5717	13	27	for	for	ADP
cana-5717	13	28	patients	patient	NOUN
cana-5717	13	29	,	,	PUNCT
cana-5717	13	30	physicians	physician	NOUN
cana-5717	13	31	,	,	PUNCT
cana-5717	13	32	and	and	CCONJ
cana-5717	13	33	data	datum	NOUN
cana-5717	13	34	analysts	analyst	NOUN
cana-5717	13	35	.	.	PUNCT
cana-5717	14	1	by	by	ADP
cana-5717	14	2	integrating	integrate	VERB
cana-5717	14	3	advanced	advanced	ADJ
cana-5717	14	4	deep	deep	ADJ
cana-5717	14	5	learning	learning	NOUN
cana-5717	14	6	with	with	ADP
cana-5717	14	7	explainability	explainability	NOUN
cana-5717	14	8	tools	tool	NOUN
cana-5717	14	9	,	,	PUNCT
cana-5717	14	10	the	the	DET
cana-5717	14	11	model	model	NOUN
cana-5717	14	12	supports	support	VERB
cana-5717	14	13	informed	inform	VERB
cana-5717	14	14	,	,	PUNCT
cana-5717	14	15	accurate	accurate	ADJ
cana-5717	14	16	medical	medical	ADJ
cana-5717	14	17	decisions	decision	NOUN
cana-5717	14	18	and	and	CCONJ
cana-5717	14	19	fosters	foster	VERB
cana-5717	14	20	trust	trust	NOUN
cana-5717	14	21	in	in	ADP
cana-5717	14	22	ai	ai	ADJ
cana-5717	14	23	-	-	PUNCT
cana-5717	14	24	driven	drive	VERB
cana-5717	14	25	healthcare	healthcare	NOUN
cana-5717	14	26	solutions	solution	NOUN
cana-5717	15	1	[	[	X
cana-5717	15	2	5,6	5,6	NUM
cana-5717	15	3	]	]	PUNCT
cana-5717	15	4	.	.	PUNCT
cana-5717	16	1	healthcare	healthcare	NOUN
cana-5717	16	2	requires	require	VERB
cana-5717	16	3	not	not	PART
cana-5717	16	4	only	only	ADV
cana-5717	16	5	precise	precise	ADJ
cana-5717	16	6	ai	ai	VERB
cana-5717	16	7	predictions	prediction	NOUN
cana-5717	16	8	but	but	CCONJ
cana-5717	16	9	also	also	ADV
cana-5717	16	10	clear	clear	ADJ
cana-5717	16	11	explanations	explanation	NOUN
cana-5717	16	12	behind	behind	ADP
cana-5717	16	13	those	those	DET
cana-5717	16	14	predictions	prediction	NOUN
cana-5717	16	15	.	.	PUNCT
cana-5717	17	1	explainable	explainable	ADJ
cana-5717	17	2	ai	ai	ADJ
cana-5717	17	3	addresses	address	NOUN
cana-5717	17	4	the	the	DET
cana-5717	17	5	“	"	PUNCT
cana-5717	17	6	black	black	ADJ
cana-5717	17	7	box	box	NOUN
cana-5717	17	8	”	"	PUNCT
cana-5717	17	9	issue	issue	NOUN
cana-5717	17	10	associated	associate	VERB
cana-5717	17	11	with	with	ADP
cana-5717	17	12	complex	complex	ADJ
cana-5717	17	13	ai	ai	NOUN
cana-5717	17	14	models	model	NOUN
cana-5717	17	15	,	,	PUNCT
cana-5717	17	16	enhancing	enhance	VERB
cana-5717	17	17	transparency	transparency	NOUN
cana-5717	17	18	and	and	CCONJ
cana-5717	17	19	trust	trust	NOUN
cana-5717	17	20	.	.	PUNCT
cana-5717	18	1	understanding	understand	VERB
cana-5717	18	2	ai	ai	VERB
cana-5717	18	3	decisions	decision	NOUN
cana-5717	18	4	is	be	AUX
cana-5717	18	5	crucial	crucial	ADJ
cana-5717	18	6	for	for	ADP
cana-5717	18	7	accountability	accountability	NOUN
cana-5717	18	8	,	,	PUNCT
cana-5717	18	9	high	high	ADJ
cana-5717	18	10	care	care	NOUN
cana-5717	18	11	standards	standard	NOUN
cana-5717	18	12	,	,	PUNCT
cana-5717	18	13	and	and	CCONJ
cana-5717	18	14	minimizing	minimize	VERB
cana-5717	18	15	risks	risk	NOUN
cana-5717	18	16	,	,	PUNCT
cana-5717	18	17	encouraging	encourage	VERB
cana-5717	18	18	clinicians	clinician	NOUN
cana-5717	18	19	to	to	PART
cana-5717	18	20	integrate	integrate	VERB
cana-5717	18	21	ai	ai	VERB
cana-5717	18	22	into	into	ADP
cana-5717	18	23	their	their	PRON
cana-5717	18	24	workflows	workflow	NOUN
cana-5717	18	25	and	and	CCONJ
cana-5717	18	26	empowering	empower	VERB
cana-5717	18	27	patients	patient	NOUN
cana-5717	18	28	to	to	PART
cana-5717	18	29	understand	understand	VERB
cana-5717	18	30	diagnoses	diagnosis	NOUN
cana-5717	18	31	and	and	CCONJ
cana-5717	18	32	treatment	treatment	NOUN
cana-5717	18	33	recommendations	recommendation	NOUN
cana-5717	18	34	[	[	X
cana-5717	18	35	30	30	NUM
cana-5717	18	36	]	]	PUNCT
cana-5717	18	37	.	.	PUNCT
cana-5717	19	1	the	the	DET
cana-5717	19	2	primary	primary	ADJ
cana-5717	19	3	objective	objective	NOUN
cana-5717	19	4	of	of	ADP
cana-5717	19	5	this	this	DET
cana-5717	19	6	project	project	NOUN
cana-5717	19	7	is	be	AUX
cana-5717	19	8	to	to	PART
cana-5717	19	9	integrate	integrate	VERB
cana-5717	19	10	xai	xai	PROPN
cana-5717	19	11	into	into	ADP
cana-5717	19	12	a	a	DET
cana-5717	19	13	multi	multi	ADJ
cana-5717	19	14	-	-	ADJ
cana-5717	19	15	disease	disease	ADJ
cana-5717	19	16	diagnostic	diagnostic	ADJ
cana-5717	19	17	model	model	NOUN
cana-5717	19	18	[	[	X
cana-5717	19	19	25	25	NUM
cana-5717	19	20	]	]	PUNCT
cana-5717	19	21	for	for	ADP
cana-5717	19	22	chest	chest	NOUN
cana-5717	19	23	xcommunications	xcommunication	NOUN
cana-5717	19	24	on	on	ADP
cana-5717	19	25	applied	apply	VERB
cana-5717	19	26	nonlinear	nonlinear	ADJ
cana-5717	19	27	analysis	analysis	NOUN
cana-5717	19	28	issn	issn	NOUN
cana-5717	19	29	:	:	PUNCT
cana-5717	19	30	1074	1074	NUM
cana-5717	19	31	-	-	PUNCT
cana-5717	19	32	133x	133x	NUM
cana-5717	19	33	vol	vol	VERB
cana-5717	19	34	32	32	NUM
cana-5717	19	35	no	no	NOUN
cana-5717	19	36	.	.	PUNCT
cana-5717	20	1	10s	10	NOUN
cana-5717	20	2	(	(	PUNCT
cana-5717	20	3	2025	2025	NUM
cana-5717	20	4	)	)	PUNCT
cana-5717	20	5	2766	2766	NUM
cana-5717	20	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5717	20	7	ray	ray	NOUN
cana-5717	20	8	images	image	NOUN
cana-5717	20	9	,	,	PUNCT
cana-5717	20	10	improving	improve	VERB
cana-5717	20	11	the	the	DET
cana-5717	20	12	clarity	clarity	NOUN
cana-5717	20	13	,	,	PUNCT
cana-5717	20	14	interpretability	interpretability	NOUN
cana-5717	20	15	,	,	PUNCT
cana-5717	20	16	[	[	X
cana-5717	20	17	8	8	NUM
cana-5717	20	18	]	]	PUNCT
cana-5717	20	19	and	and	CCONJ
cana-5717	20	20	trustworthiness	trustworthiness	NOUN
cana-5717	20	21	of	of	ADP
cana-5717	20	22	ai	ai	VERB
cana-5717	20	23	-	-	PUNCT
cana-5717	20	24	generated	generate	VERB
cana-5717	20	25	diagnoses	diagnosis	NOUN
cana-5717	20	26	[	[	X
cana-5717	20	27	10	10	NUM
cana-5717	20	28	]	]	PUNCT
cana-5717	20	29	.	.	PUNCT
cana-5717	21	1	using	use	VERB
cana-5717	21	2	xai	xai	PROPN
cana-5717	21	3	tools	tool	NOUN
cana-5717	21	4	like	like	ADP
cana-5717	21	5	lime	lime	NOUN
cana-5717	21	6	,	,	PUNCT
cana-5717	21	7	grad	grad	NOUN
cana-5717	21	8	-	-	PUNCT
cana-5717	21	9	cam	cam	NOUN
cana-5717	21	10	,	,	PUNCT
cana-5717	21	11	and	and	CCONJ
cana-5717	21	12	shap	shap	PROPN
cana-5717	21	13	[	[	X
cana-5717	21	14	19	19	NUM
cana-5717	21	15	]	]	X
cana-5717	21	16	the	the	DET
cana-5717	21	17	project	project	NOUN
cana-5717	21	18	aims	aim	VERB
cana-5717	21	19	to	to	PART
cana-5717	21	20	validate	validate	VERB
cana-5717	21	21	explanations	explanation	NOUN
cana-5717	21	22	with	with	ADP
cana-5717	21	23	interpretable	interpretable	ADJ
cana-5717	21	24	models	model	NOUN
cana-5717	21	25	,	,	PUNCT
cana-5717	21	26	assessing	assess	VERB
cana-5717	21	27	xai	xai	PROPN
cana-5717	21	28	techniques	technique	NOUN
cana-5717	21	29	’	'	PUNCT
cana-5717	21	30	effectiveness	effectiveness	NOUN
cana-5717	21	31	and	and	CCONJ
cana-5717	21	32	accuracy	accuracy	NOUN
cana-5717	21	33	.	.	PUNCT
cana-5717	22	1	this	this	DET
cana-5717	22	2	project	project	NOUN
cana-5717	22	3	employs	employ	VERB
cana-5717	22	4	xai	xai	PROPN
cana-5717	22	5	outputs	output	NOUN
cana-5717	22	6	to	to	PART
cana-5717	22	7	guide	guide	VERB
cana-5717	22	8	attention	attention	NOUN
cana-5717	22	9	-	-	PUNCT
cana-5717	22	10	weighted	weight	VERB
cana-5717	22	11	segment	segment	NOUN
cana-5717	22	12	selection	selection	NOUN
cana-5717	22	13	,	,	PUNCT
cana-5717	22	14	ensuring	ensure	VERB
cana-5717	22	15	the	the	DET
cana-5717	22	16	model	model	NOUN
cana-5717	22	17	focuses	focus	VERB
cana-5717	22	18	on	on	ADP
cana-5717	22	19	clinically	clinically	ADV
cana-5717	22	20	significant	significant	ADJ
cana-5717	22	21	areas	area	NOUN
cana-5717	22	22	[	[	X
cana-5717	22	23	29	29	NUM
cana-5717	22	24	]	]	PUNCT
cana-5717	22	25	.	.	PUNCT
cana-5717	23	1	this	this	DET
cana-5717	23	2	comprehensive	comprehensive	ADJ
cana-5717	23	3	approach	approach	NOUN
cana-5717	23	4	ensures	ensure	VERB
cana-5717	23	5	ai	ai	ADJ
cana-5717	23	6	-	-	PUNCT
cana-5717	23	7	driven	drive	VERB
cana-5717	23	8	diagnostics	diagnostic	NOUN
cana-5717	23	9	are	be	AUX
cana-5717	23	10	reliable	reliable	ADJ
cana-5717	23	11	and	and	CCONJ
cana-5717	23	12	transparent	transparent	ADJ
cana-5717	23	13	,	,	PUNCT
cana-5717	23	14	empowering	empower	VERB
cana-5717	23	15	healthcare	healthcare	NOUN
cana-5717	23	16	professionals	professional	NOUN
cana-5717	23	17	with	with	ADP
cana-5717	23	18	data	data	NOUN
cana-5717	23	19	-	-	PUNCT
cana-5717	23	20	driven	drive	VERB
cana-5717	23	21	insights	insight	NOUN
cana-5717	23	22	and	and	CCONJ
cana-5717	23	23	fostering	foster	VERB
cana-5717	23	24	trust	trust	NOUN
cana-5717	23	25	in	in	ADP
cana-5717	23	26	medical	medical	ADJ
cana-5717	23	27	decision	decision	NOUN
cana-5717	23	28	-	-	PUNCT
cana-5717	23	29	making	making	NOUN
cana-5717	23	30	.	.	PUNCT
cana-5717	24	1	2	2	X
cana-5717	24	2	.	.	X
cana-5717	24	3	interpretable	interpretable	ADJ
cana-5717	24	4	model	model	NOUN
cana-5717	24	5	interpretable	interpretable	ADJ
cana-5717	24	6	models	model	NOUN
cana-5717	24	7	like	like	ADP
cana-5717	24	8	decision	decision	NOUN
cana-5717	24	9	trees	tree	NOUN
cana-5717	24	10	and	and	CCONJ
cana-5717	24	11	random	random	ADJ
cana-5717	24	12	forests	forest	NOUN
cana-5717	24	13	are	be	AUX
cana-5717	24	14	crucial	crucial	ADJ
cana-5717	24	15	for	for	ADP
cana-5717	24	16	providing	provide	VERB
cana-5717	24	17	transparency	transparency	NOUN
cana-5717	24	18	and	and	CCONJ
cana-5717	24	19	clarity	clarity	NOUN
cana-5717	24	20	in	in	ADP
cana-5717	24	21	machine	machine	NOUN
cana-5717	24	22	learning	learning	NOUN
cana-5717	24	23	,	,	PUNCT
cana-5717	24	24	especially	especially	ADV
cana-5717	24	25	in	in	ADP
cana-5717	24	26	healthcare.[14][15	healthcare.[14][15	NOUN
cana-5717	24	27	]	]	PUNCT
cana-5717	24	28	these	these	DET
cana-5717	24	29	models	model	NOUN
cana-5717	24	30	help	help	VERB
cana-5717	24	31	demystify	demystify	VERB
cana-5717	24	32	complex	complex	ADJ
cana-5717	24	33	decision	decision	NOUN
cana-5717	24	34	-	-	PUNCT
cana-5717	24	35	making	make	VERB
cana-5717	24	36	processes	process	NOUN
cana-5717	24	37	,	,	PUNCT
cana-5717	24	38	making	make	VERB
cana-5717	24	39	ai	ai	VERB
cana-5717	24	40	results	result	NOUN
cana-5717	24	41	more	more	ADV
cana-5717	24	42	understandable	understandable	ADJ
cana-5717	24	43	for	for	ADP
cana-5717	24	44	medical	medical	ADJ
cana-5717	24	45	professionals	professional	NOUN
cana-5717	24	46	and	and	CCONJ
cana-5717	24	47	patients	patient	NOUN
cana-5717	24	48	.	.	PUNCT
cana-5717	25	1	decision	decision	NOUN
cana-5717	25	2	trees	tree	NOUN
cana-5717	25	3	offer	offer	VERB
cana-5717	25	4	clear	clear	ADJ
cana-5717	25	5	visualizations	visualization	NOUN
cana-5717	25	6	of	of	ADP
cana-5717	25	7	decision	decision	NOUN
cana-5717	25	8	paths	path	NOUN
cana-5717	25	9	,	,	PUNCT
cana-5717	25	10	allowing	allow	VERB
cana-5717	25	11	clinicians	clinician	NOUN
cana-5717	25	12	to	to	PART
cana-5717	25	13	see	see	VERB
cana-5717	25	14	which	which	DET
cana-5717	25	15	factors	factor	NOUN
cana-5717	25	16	lead	lead	VERB
cana-5717	25	17	to	to	ADP
cana-5717	25	18	diagnoses	diagnosis	NOUN
cana-5717	25	19	or	or	CCONJ
cana-5717	25	20	predictions	prediction	NOUN
cana-5717	25	21	[	[	X
cana-5717	25	22	22	22	NUM
cana-5717	25	23	]	]	PUNCT
cana-5717	25	24	.	.	PUNCT
cana-5717	26	1	this	this	DET
cana-5717	26	2	transparency	transparency	NOUN
cana-5717	26	3	builds	build	VERB
cana-5717	26	4	trust	trust	NOUN
cana-5717	26	5	and	and	CCONJ
cana-5717	26	6	helps	help	VERB
cana-5717	26	7	in	in	ADP
cana-5717	26	8	verifying	verify	VERB
cana-5717	26	9	ai	ai	VERB
cana-5717	26	10	decisions	decision	NOUN
cana-5717	26	11	.	.	PUNCT
cana-5717	27	1	random	random	ADJ
cana-5717	27	2	forests	forest	NOUN
cana-5717	27	3	enhance	enhance	VERB
cana-5717	27	4	this	this	PRON
cana-5717	27	5	further	far	ADV
cana-5717	27	6	by	by	ADP
cana-5717	27	7	using	use	VERB
cana-5717	27	8	an	an	DET
cana-5717	27	9	ensemble	ensemble	NOUN
cana-5717	27	10	of	of	ADP
cana-5717	27	11	decision	decision	NOUN
cana-5717	27	12	trees	tree	NOUN
cana-5717	27	13	,	,	PUNCT
cana-5717	27	14	improving	improve	VERB
cana-5717	27	15	prediction	prediction	NOUN
cana-5717	27	16	accuracy	accuracy	NOUN
cana-5717	27	17	and	and	CCONJ
cana-5717	27	18	reducing	reduce	VERB
cana-5717	27	19	overfitting	overfitte	VERB
cana-5717	27	20	[	[	X
cana-5717	27	21	20	20	NUM
cana-5717	27	22	]	]	PUNCT
cana-5717	27	23	.	.	PUNCT
cana-5717	28	1	they	they	PRON
cana-5717	28	2	provide	provide	VERB
cana-5717	28	3	a	a	DET
cana-5717	28	4	ranked	rank	VERB
cana-5717	28	5	list	list	NOUN
cana-5717	28	6	of	of	ADP
cana-5717	28	7	feature	feature	NOUN
cana-5717	28	8	importance	importance	NOUN
cana-5717	28	9	,	,	PUNCT
cana-5717	28	10	helping	help	VERB
cana-5717	28	11	clinicians	clinician	NOUN
cana-5717	28	12	understand	understand	VERB
cana-5717	28	13	significant	significant	ADJ
cana-5717	28	14	factors	factor	NOUN
cana-5717	28	15	across	across	ADP
cana-5717	28	16	scenarios	scenario	NOUN
cana-5717	28	17	[	[	X
cana-5717	28	18	18	18	NUM
cana-5717	28	19	]	]	PUNCT
cana-5717	28	20	.	.	PUNCT
cana-5717	29	1	however	however	ADV
cana-5717	29	2	,	,	PUNCT
cana-5717	29	3	analyses	analysis	NOUN
cana-5717	29	4	have	have	AUX
cana-5717	29	5	shown	show	VERB
cana-5717	29	6	that	that	SCONJ
cana-5717	29	7	while	while	SCONJ
cana-5717	29	8	these	these	DET
cana-5717	29	9	interpretable	interpretable	ADJ
cana-5717	29	10	models	model	NOUN
cana-5717	29	11	offer	offer	VERB
cana-5717	29	12	better	well	ADJ
cana-5717	29	13	transparency	transparency	NOUN
cana-5717	29	14	and	and	CCONJ
cana-5717	29	15	facilitate	facilitate	NOUN
cana-5717	29	16	understanding	understanding	NOUN
cana-5717	29	17	,	,	PUNCT
cana-5717	29	18	they	they	PRON
cana-5717	29	19	often	often	ADV
cana-5717	29	20	have	have	VERB
cana-5717	29	21	slightly	slightly	ADV
cana-5717	29	22	lower	low	ADJ
cana-5717	29	23	predictive	predictive	ADJ
cana-5717	29	24	accuracy	accuracy	NOUN
cana-5717	29	25	compared	compare	VERB
cana-5717	29	26	to	to	ADP
cana-5717	29	27	more	more	ADJ
cana-5717	29	28	complex	complex	ADJ
cana-5717	29	29	models	model	NOUN
cana-5717	29	30	.	.	PUNCT
cana-5717	30	1	deep	deep	ADJ
cana-5717	30	2	learning	learning	NOUN
cana-5717	30	3	models	model	NOUN
cana-5717	30	4	,	,	PUNCT
cana-5717	30	5	leveraging	leverage	VERB
cana-5717	30	6	advanced	advanced	ADJ
cana-5717	30	7	neural	neural	ADJ
cana-5717	30	8	network	network	NOUN
cana-5717	30	9	architectures	architecture	NOUN
cana-5717	30	10	,	,	PUNCT
cana-5717	30	11	have	have	AUX
cana-5717	30	12	shown	show	VERB
cana-5717	30	13	superior	superior	ADJ
cana-5717	30	14	performance	performance	NOUN
cana-5717	30	15	in	in	ADP
cana-5717	30	16	predictive	predictive	ADJ
cana-5717	30	17	tasks	task	NOUN
cana-5717	30	18	.	.	PUNCT
cana-5717	31	1	to	to	PART
cana-5717	31	2	address	address	VERB
cana-5717	31	3	the	the	DET
cana-5717	31	4	predictive	predictive	ADJ
cana-5717	31	5	accuracy	accuracy	NOUN
cana-5717	31	6	gap	gap	NOUN
cana-5717	31	7	while	while	SCONJ
cana-5717	31	8	maintaining	maintain	VERB
cana-5717	31	9	transparency	transparency	NOUN
cana-5717	31	10	,	,	PUNCT
cana-5717	31	11	we	we	PRON
cana-5717	31	12	integrated	integrate	VERB
cana-5717	31	13	deep	deep	ADJ
cana-5717	31	14	learning	learning	NOUN
cana-5717	31	15	models	model	NOUN
cana-5717	31	16	with	with	ADP
cana-5717	31	17	explainable	explainable	ADJ
cana-5717	31	18	ai	ai	NOUN
cana-5717	31	19	(	(	PUNCT
cana-5717	31	20	xai	xai	PROPN
cana-5717	31	21	)	)	PUNCT
cana-5717	31	22	techniques	technique	NOUN
cana-5717	31	23	such	such	ADJ
cana-5717	31	24	as	as	ADP
cana-5717	31	25	lime	lime	NOUN
cana-5717	31	26	(	(	PUNCT
cana-5717	31	27	local	local	ADJ
cana-5717	31	28	interpretable	interpretable	ADJ
cana-5717	31	29	model	model	NOUN
cana-5717	31	30	agnostic	agnostic	ADJ
cana-5717	31	31	explanations	explanation	NOUN
cana-5717	31	32	)	)	PUNCT
cana-5717	31	33	,	,	PUNCT
cana-5717	31	34	grad	grad	NOUN
cana-5717	31	35	-	-	PUNCT
cana-5717	31	36	cam	cam	NOUN
cana-5717	31	37	(	(	PUNCT
cana-5717	31	38	gradient	gradient	NOUN
cana-5717	31	39	-	-	PUNCT
cana-5717	31	40	weighted	weight	VERB
cana-5717	31	41	class	class	NOUN
cana-5717	31	42	activation	activation	NOUN
cana-5717	31	43	mapping	mapping	NOUN
cana-5717	31	44	)	)	PUNCT
cana-5717	31	45	.	.	PUNCT
cana-5717	32	1	combining	combine	VERB
cana-5717	32	2	these	these	DET
cana-5717	32	3	xai	xai	PROPN
cana-5717	32	4	techniques	technique	NOUN
cana-5717	32	5	with	with	ADP
cana-5717	32	6	deep	deep	ADJ
cana-5717	32	7	learning	learning	NOUN
cana-5717	32	8	models	model	NOUN
cana-5717	32	9	allows	allow	VERB
cana-5717	32	10	us	we	PRON
cana-5717	32	11	to	to	PART
cana-5717	32	12	maintain	maintain	VERB
cana-5717	32	13	high	high	ADJ
cana-5717	32	14	predictive	predictive	ADJ
cana-5717	32	15	performance	performance	NOUN
cana-5717	32	16	while	while	SCONJ
cana-5717	32	17	providing	provide	VERB
cana-5717	32	18	transparent	transparent	ADJ
cana-5717	32	19	insights	insight	NOUN
cana-5717	32	20	.	.	PUNCT
cana-5717	33	1	lime	lime	NOUN
cana-5717	33	2	helps	help	VERB
cana-5717	33	3	explain	explain	VERB
cana-5717	33	4	individual	individual	ADJ
cana-5717	33	5	predictions	prediction	NOUN
cana-5717	33	6	by	by	ADP
cana-5717	33	7	approximating	approximate	VERB
cana-5717	33	8	the	the	DET
cana-5717	33	9	model	model	NOUN
cana-5717	33	10	behavior	behavior	NOUN
cana-5717	33	11	with	with	ADP
cana-5717	33	12	an	an	DET
cana-5717	33	13	interpretable	interpretable	ADJ
cana-5717	33	14	local	local	ADJ
cana-5717	33	15	surrogate	surrogate	ADJ
cana-5717	33	16	model	model	NOUN
cana-5717	33	17	around	around	ADP
cana-5717	33	18	each	each	DET
cana-5717	33	19	prediction	prediction	NOUN
cana-5717	33	20	.	.	PUNCT
cana-5717	34	1	grad	grad	NOUN
cana-5717	34	2	-	-	PUNCT
cana-5717	34	3	cam	cam	NOUN
cana-5717	34	4	provides	provide	VERB
cana-5717	34	5	visual	visual	ADJ
cana-5717	34	6	explanations	explanation	NOUN
cana-5717	34	7	,	,	PUNCT
cana-5717	34	8	highlighting	highlight	VERB
cana-5717	34	9	the	the	DET
cana-5717	34	10	regions	region	NOUN
cana-5717	34	11	in	in	ADP
cana-5717	34	12	the	the	DET
cana-5717	34	13	input	input	NOUN
cana-5717	34	14	image	image	NOUN
cana-5717	34	15	that	that	PRON
cana-5717	34	16	are	be	AUX
cana-5717	34	17	most	most	ADV
cana-5717	34	18	influential	influential	ADJ
cana-5717	34	19	in	in	ADP
cana-5717	34	20	making	make	VERB
cana-5717	34	21	a	a	DET
cana-5717	34	22	prediction	prediction	NOUN
cana-5717	34	23	[	[	X
cana-5717	34	24	21	21	NUM
cana-5717	34	25	]	]	PUNCT
cana-5717	34	26	.	.	PUNCT
cana-5717	35	1	shap	shap	PROPN
cana-5717	35	2	values	value	NOUN
cana-5717	35	3	explain	explain	VERB
cana-5717	35	4	the	the	DET
cana-5717	35	5	contribution	contribution	NOUN
cana-5717	35	6	of	of	ADP
cana-5717	35	7	each	each	DET
cana-5717	35	8	feature	feature	NOUN
cana-5717	35	9	to	to	ADP
cana-5717	35	10	the	the	DET
cana-5717	35	11	final	final	ADJ
cana-5717	35	12	prediction	prediction	NOUN
cana-5717	35	13	,	,	PUNCT
cana-5717	35	14	offering	offer	VERB
cana-5717	35	15	a	a	DET
cana-5717	35	16	comprehensive	comprehensive	ADJ
cana-5717	35	17	view	view	NOUN
cana-5717	35	18	of	of	ADP
cana-5717	35	19	feature	feature	NOUN
cana-5717	35	20	importance	importance	NOUN
cana-5717	35	21	[	[	X
cana-5717	35	22	19	19	NUM
cana-5717	35	23	]	]	PUNCT
cana-5717	35	24	.	.	PUNCT
cana-5717	36	1	3	3	X
cana-5717	36	2	.	.	X
cana-5717	36	3	deep	deep	ADJ
cana-5717	36	4	learning	learning	NOUN
cana-5717	36	5	model	model	NOUN
cana-5717	36	6	deep	deep	ADJ
cana-5717	36	7	learning	learning	NOUN
cana-5717	36	8	models	model	NOUN
cana-5717	36	9	[	[	X
cana-5717	36	10	1,4	1,4	NUM
cana-5717	36	11	]	]	PUNCT
cana-5717	36	12	are	be	AUX
cana-5717	36	13	powerful	powerful	ADJ
cana-5717	36	14	tools	tool	NOUN
cana-5717	36	15	that	that	PRON
cana-5717	36	16	leverage	leverage	VERB
cana-5717	36	17	artificial	artificial	ADJ
cana-5717	36	18	neural	neural	ADJ
cana-5717	36	19	networks	network	NOUN
cana-5717	36	20	with	with	ADP
cana-5717	36	21	multiple	multiple	ADJ
cana-5717	36	22	layers	layer	NOUN
cana-5717	36	23	to	to	PART
cana-5717	36	24	process	process	VERB
cana-5717	36	25	and	and	CCONJ
cana-5717	36	26	analyze	analyze	VERB
cana-5717	36	27	data	datum	NOUN
cana-5717	36	28	effectively	effectively	ADV
cana-5717	36	29	.	.	PUNCT
cana-5717	37	1	these	these	DET
cana-5717	37	2	models	model	NOUN
cana-5717	37	3	have	have	AUX
cana-5717	37	4	revolutionized	revolutionize	VERB
cana-5717	37	5	various	various	ADJ
cana-5717	37	6	fields	field	NOUN
cana-5717	37	7	,	,	PUNCT
cana-5717	37	8	including	include	VERB
cana-5717	37	9	healthcare	healthcare	NOUN
cana-5717	37	10	,	,	PUNCT
cana-5717	37	11	by	by	ADP
cana-5717	37	12	improving	improve	VERB
cana-5717	37	13	the	the	DET
cana-5717	37	14	accuracy	accuracy	NOUN
cana-5717	37	15	and	and	CCONJ
cana-5717	37	16	efficiency	efficiency	NOUN
cana-5717	37	17	of	of	ADP
cana-5717	37	18	tasks	task	NOUN
cana-5717	37	19	such	such	ADJ
cana-5717	37	20	as	as	ADP
cana-5717	37	21	medical	medical	ADJ
cana-5717	37	22	image	image	NOUN
cana-5717	37	23	analysis	analysis	NOUN
cana-5717	37	24	.	.	PUNCT
cana-5717	38	1	in	in	ADP
cana-5717	38	2	particular	particular	ADJ
cana-5717	38	3	,	,	PUNCT
cana-5717	38	4	deep	deep	ADJ
cana-5717	38	5	learning	learning	NOUN
cana-5717	38	6	architectures	architecture	NOUN
cana-5717	38	7	like	like	ADP
cana-5717	38	8	resnet50	resnet50	NOUN
cana-5717	38	9	and	and	CCONJ
cana-5717	38	10	densenet121	densenet121	PROPN
cana-5717	38	11	[	[	X
cana-5717	38	12	16,17	16,17	NUM
cana-5717	38	13	]	]	PUNCT
cana-5717	38	14	are	be	AUX
cana-5717	38	15	widely	widely	ADV
cana-5717	38	16	used	use	VERB
cana-5717	38	17	for	for	ADP
cana-5717	38	18	analyzing	analyze	VERB
cana-5717	38	19	chest	chest	NOUN
cana-5717	38	20	x	x	NOUN
cana-5717	38	21	-	-	NOUN
cana-5717	38	22	rays	ray	NOUN
cana-5717	38	23	to	to	PART
cana-5717	38	24	diagnose	diagnose	VERB
cana-5717	38	25	multiple	multiple	ADJ
cana-5717	38	26	diseases	disease	NOUN
cana-5717	38	27	.	.	PUNCT
cana-5717	39	1	resnet50	resnet50	NOUN
cana-5717	39	2	addresses	address	NOUN
cana-5717	39	3	this	this	DET
cana-5717	39	4	problem	problem	NOUN
cana-5717	39	5	by	by	ADP
cana-5717	39	6	incorporating	incorporate	VERB
cana-5717	39	7	residual	residual	ADJ
cana-5717	39	8	connections	connection	NOUN
cana-5717	39	9	,	,	PUNCT
cana-5717	39	10	which	which	PRON
cana-5717	39	11	allow	allow	VERB
cana-5717	39	12	gradients	gradient	NOUN
cana-5717	39	13	to	to	PART
cana-5717	39	14	flow	flow	VERB
cana-5717	39	15	more	more	ADV
cana-5717	39	16	easily	easily	ADV
cana-5717	39	17	through	through	ADP
cana-5717	39	18	the	the	DET
cana-5717	39	19	network	network	NOUN
cana-5717	39	20	[	[	X
cana-5717	39	21	26	26	NUM
cana-5717	39	22	]	]	PUNCT
cana-5717	39	23	.	.	PUNCT
cana-5717	40	1	these	these	DET
cana-5717	40	2	connections	connection	NOUN
cana-5717	40	3	help	help	VERB
cana-5717	40	4	maintain	maintain	VERB
cana-5717	40	5	gradient	gradient	ADJ
cana-5717	40	6	strength	strength	NOUN
cana-5717	40	7	,	,	PUNCT
cana-5717	40	8	facilitating	facilitate	VERB
cana-5717	40	9	more	more	ADV
cana-5717	40	10	efficient	efficient	ADJ
cana-5717	40	11	learning	learning	NOUN
cana-5717	40	12	and	and	CCONJ
cana-5717	40	13	enabling	enable	VERB
cana-5717	40	14	the	the	DET
cana-5717	40	15	network	network	NOUN
cana-5717	40	16	to	to	PART
cana-5717	40	17	train	train	VERB
cana-5717	40	18	deeper	deep	ADJ
cana-5717	40	19	layers	layer	NOUN
cana-5717	40	20	effectively	effectively	ADV
cana-5717	40	21	.	.	PUNCT
cana-5717	41	1	as	as	ADP
cana-5717	41	2	a	a	DET
cana-5717	41	3	result	result	NOUN
cana-5717	41	4	,	,	PUNCT
cana-5717	41	5	resnet50	resnet50	NOUN
cana-5717	41	6	achieves	achieve	VERB
cana-5717	41	7	high	high	ADJ
cana-5717	41	8	performance	performance	NOUN
cana-5717	41	9	in	in	ADP
cana-5717	41	10	image	image	NOUN
cana-5717	41	11	classification	classification	NOUN
cana-5717	41	12	tasks	task	NOUN
cana-5717	41	13	by	by	ADP
cana-5717	41	14	learning	learn	VERB
cana-5717	41	15	complex	complex	ADJ
cana-5717	41	16	features	feature	NOUN
cana-5717	41	17	from	from	ADP
cana-5717	41	18	large	large	ADJ
cana-5717	41	19	datasets	dataset	NOUN
cana-5717	41	20	.	.	PUNCT
cana-5717	42	1	in	in	ADP
cana-5717	42	2	densenet121	densenet121	PROPN
cana-5717	42	3	,	,	PUNCT
cana-5717	42	4	each	each	DET
cana-5717	42	5	layer	layer	NOUN
cana-5717	42	6	receives	receive	VERB
cana-5717	42	7	inputs	input	NOUN
cana-5717	42	8	from	from	ADP
cana-5717	42	9	all	all	DET
cana-5717	42	10	previous	previous	ADJ
cana-5717	42	11	layers	layer	NOUN
cana-5717	42	12	,	,	PUNCT
cana-5717	42	13	allowing	allow	VERB
cana-5717	42	14	the	the	DET
cana-5717	42	15	network	network	NOUN
cana-5717	42	16	to	to	PART
cana-5717	42	17	leverage	leverage	VERB
cana-5717	42	18	communications	communication	NOUN
cana-5717	42	19	on	on	ADP
cana-5717	42	20	applied	apply	VERB
cana-5717	42	21	nonlinear	nonlinear	ADJ
cana-5717	42	22	analysis	analysis	NOUN
cana-5717	42	23	issn	issn	NOUN
cana-5717	42	24	:	:	PUNCT
cana-5717	42	25	1074	1074	NUM
cana-5717	42	26	-	-	PUNCT
cana-5717	42	27	133x	133x	NUM
cana-5717	42	28	vol	vol	VERB
cana-5717	42	29	32	32	NUM
cana-5717	42	30	no	no	NOUN
cana-5717	42	31	.	.	PUNCT
cana-5717	43	1	10s	10	NOUN
cana-5717	43	2	(	(	PUNCT
cana-5717	43	3	2025	2025	NUM
cana-5717	43	4	)	)	PUNCT
cana-5717	43	5	2767	2767	NUM
cana-5717	43	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5717	43	7	previously	previously	ADV
cana-5717	43	8	learned	learn	VERB
cana-5717	43	9	features	feature	NOUN
cana-5717	43	10	continuously	continuously	ADV
cana-5717	43	11	.	.	PUNCT
cana-5717	44	1	this	this	DET
cana-5717	44	2	dense	dense	ADJ
cana-5717	44	3	connectivity	connectivity	NOUN
cana-5717	44	4	reduces	reduce	VERB
cana-5717	44	5	redundancy	redundancy	NOUN
cana-5717	44	6	and	and	CCONJ
cana-5717	44	7	promotes	promote	VERB
cana-5717	44	8	the	the	DET
cana-5717	44	9	reuse	reuse	NOUN
cana-5717	44	10	of	of	ADP
cana-5717	44	11	features	feature	NOUN
cana-5717	44	12	,	,	PUNCT
cana-5717	44	13	making	make	VERB
cana-5717	44	14	the	the	DET
cana-5717	44	15	network	network	NOUN
cana-5717	44	16	more	more	ADV
cana-5717	44	17	computationally	computationally	ADV
cana-5717	44	18	efficient	efficient	ADJ
cana-5717	44	19	.	.	PUNCT
cana-5717	45	1	by	by	ADP
cana-5717	45	2	minimizing	minimize	VERB
cana-5717	45	3	the	the	DET
cana-5717	45	4	need	need	NOUN
cana-5717	45	5	for	for	ADP
cana-5717	45	6	new	new	ADJ
cana-5717	45	7	feature	feature	NOUN
cana-5717	45	8	extraction	extraction	NOUN
cana-5717	45	9	at	at	ADP
cana-5717	45	10	each	each	DET
cana-5717	45	11	layer	layer	NOUN
cana-5717	45	12	[	[	X
cana-5717	45	13	12	12	NUM
cana-5717	45	14	]	]	PUNCT
cana-5717	45	15	,	,	PUNCT
cana-5717	45	16	densenet121	densenet121	VERB
cana-5717	45	17	effectively	effectively	ADV
cana-5717	45	18	reduces	reduce	VERB
cana-5717	45	19	the	the	DET
cana-5717	45	20	number	number	NOUN
cana-5717	45	21	of	of	ADP
cana-5717	45	22	parameters	parameter	NOUN
cana-5717	45	23	and	and	CCONJ
cana-5717	45	24	computational	computational	ADJ
cana-5717	45	25	cost	cost	NOUN
cana-5717	45	26	while	while	SCONJ
cana-5717	45	27	maintaining	maintain	VERB
cana-5717	45	28	high	high	ADJ
cana-5717	45	29	accuracy	accuracy	NOUN
cana-5717	45	30	in	in	ADP
cana-5717	45	31	classification	classification	NOUN
cana-5717	45	32	tasks	task	NOUN
cana-5717	45	33	.	.	PUNCT
cana-5717	46	1	these	these	DET
cana-5717	46	2	optimizers	optimizer	NOUN
cana-5717	46	3	are	be	AUX
cana-5717	46	4	particularly	particularly	ADV
cana-5717	46	5	effective	effective	ADJ
cana-5717	46	6	in	in	ADP
cana-5717	46	7	fine	fine	ADV
cana-5717	46	8	-	-	PUNCT
cana-5717	46	9	tuning	tune	VERB
cana-5717	46	10	deep	deep	ADJ
cana-5717	46	11	learning	learning	NOUN
cana-5717	46	12	models	model	NOUN
cana-5717	46	13	,	,	PUNCT
cana-5717	46	14	leading	lead	VERB
cana-5717	46	15	to	to	ADP
cana-5717	46	16	quicker	quick	ADV
cana-5717	46	17	and	and	CCONJ
cana-5717	46	18	more	more	ADV
cana-5717	46	19	stable	stable	ADJ
cana-5717	46	20	convergence	convergence	NOUN
cana-5717	46	21	.	.	PUNCT
cana-5717	47	1	loss	loss	NOUN
cana-5717	47	2	functions	function	NOUN
cana-5717	47	3	such	such	ADJ
cana-5717	47	4	as	as	ADP
cana-5717	47	5	categorical	categorical	ADJ
cana-5717	47	6	cross	cross	NOUN
cana-5717	47	7	-	-	NOUN
cana-5717	47	8	entropy	entropy	ADJ
cana-5717	47	9	and	and	CCONJ
cana-5717	47	10	binary	binary	PROPN
cana-5717	47	11	cross	cross	NOUN
cana-5717	47	12	-	-	NOUN
cana-5717	47	13	entropy	entropy	NOUN
cana-5717	47	14	are	be	AUX
cana-5717	47	15	essential	essential	ADJ
cana-5717	47	16	for	for	ADP
cana-5717	47	17	guiding	guide	VERB
cana-5717	47	18	model	model	NOUN
cana-5717	47	19	training	training	NOUN
cana-5717	47	20	.	.	PUNCT
cana-5717	48	1	these	these	DET
cana-5717	48	2	functions	function	NOUN
cana-5717	48	3	measure	measure	VERB
cana-5717	48	4	the	the	DET
cana-5717	48	5	difference	difference	NOUN
cana-5717	48	6	between	between	ADP
cana-5717	48	7	the	the	DET
cana-5717	48	8	predicted	predict	VERB
cana-5717	48	9	outputs	output	NOUN
cana-5717	48	10	and	and	CCONJ
cana-5717	48	11	the	the	DET
cana-5717	48	12	actual	actual	ADJ
cana-5717	48	13	labels	label	NOUN
cana-5717	48	14	,	,	PUNCT
cana-5717	48	15	providing	provide	VERB
cana-5717	48	16	a	a	DET
cana-5717	48	17	quantitative	quantitative	ADJ
cana-5717	48	18	assessment	assessment	NOUN
cana-5717	48	19	of	of	ADP
cana-5717	48	20	prediction	prediction	NOUN
cana-5717	48	21	accuracy	accuracy	NOUN
cana-5717	48	22	[	[	X
cana-5717	48	23	23	23	NUM
cana-5717	48	24	]	]	PUNCT
cana-5717	48	25	.	.	PUNCT
cana-5717	49	1	categorical	categorical	ADJ
cana-5717	49	2	cross	cross	NOUN
cana-5717	49	3	-	-	NOUN
cana-5717	49	4	entropy	entropy	NOUN
cana-5717	49	5	is	be	AUX
cana-5717	49	6	used	use	VERB
cana-5717	49	7	for	for	ADP
cana-5717	49	8	multi	multi	ADJ
cana-5717	49	9	-	-	ADJ
cana-5717	49	10	class	class	ADJ
cana-5717	49	11	classification	classification	NOUN
cana-5717	49	12	problems	problem	NOUN
cana-5717	49	13	,	,	PUNCT
cana-5717	49	14	where	where	SCONJ
cana-5717	49	15	each	each	DET
cana-5717	49	16	sample	sample	NOUN
cana-5717	49	17	belongs	belong	VERB
cana-5717	49	18	to	to	ADP
cana-5717	49	19	one	one	NUM
cana-5717	49	20	of	of	ADP
cana-5717	49	21	several	several	ADJ
cana-5717	49	22	categories	category	NOUN
cana-5717	49	23	.	.	PUNCT
cana-5717	50	1	binary	binary	PROPN
cana-5717	50	2	cross	cross	PROPN
cana-5717	50	3	-	-	NOUN
cana-5717	50	4	entropy	entropy	NOUN
cana-5717	50	5	is	be	AUX
cana-5717	50	6	used	use	VERB
cana-5717	50	7	for	for	ADP
cana-5717	50	8	binary	binary	ADJ
cana-5717	50	9	classification	classification	NOUN
cana-5717	50	10	problems	problem	NOUN
cana-5717	50	11	,	,	PUNCT
cana-5717	50	12	where	where	SCONJ
cana-5717	50	13	each	each	DET
cana-5717	50	14	sample	sample	NOUN
cana-5717	50	15	belongs	belong	VERB
cana-5717	50	16	to	to	ADP
cana-5717	50	17	one	one	NUM
cana-5717	50	18	of	of	ADP
cana-5717	50	19	two	two	NUM
cana-5717	50	20	categories	category	NOUN
cana-5717	50	21	.	.	PUNCT
cana-5717	51	1	by	by	ADP
cana-5717	51	2	minimizing	minimize	VERB
cana-5717	51	3	these	these	DET
cana-5717	51	4	loss	loss	NOUN
cana-5717	51	5	functions	function	NOUN
cana-5717	51	6	during	during	ADP
cana-5717	51	7	training	training	NOUN
cana-5717	51	8	,	,	PUNCT
cana-5717	51	9	the	the	DET
cana-5717	51	10	model	model	NOUN
cana-5717	51	11	learns	learn	VERB
cana-5717	51	12	to	to	PART
cana-5717	51	13	make	make	VERB
cana-5717	51	14	more	more	ADV
cana-5717	51	15	accurate	accurate	ADJ
cana-5717	51	16	predictions	prediction	NOUN
cana-5717	51	17	,	,	PUNCT
cana-5717	51	18	ultimately	ultimately	ADV
cana-5717	51	19	improving	improve	VERB
cana-5717	51	20	classification	classification	NOUN
cana-5717	51	21	performance	performance	NOUN
cana-5717	51	22	.	.	PUNCT
cana-5717	52	1	these	these	DET
cana-5717	52	2	advanced	advanced	ADJ
cana-5717	52	3	architectures	architecture	NOUN
cana-5717	52	4	and	and	CCONJ
cana-5717	52	5	techniques	technique	NOUN
cana-5717	52	6	significantly	significantly	ADV
cana-5717	52	7	enhance	enhance	VERB
cana-5717	52	8	the	the	DET
cana-5717	52	9	effectiveness	effectiveness	NOUN
cana-5717	52	10	of	of	ADP
cana-5717	52	11	deep	deep	ADJ
cana-5717	52	12	learning	learning	NOUN
cana-5717	52	13	models	model	NOUN
cana-5717	52	14	in	in	ADP
cana-5717	52	15	medical	medical	ADJ
cana-5717	52	16	image	image	NOUN
cana-5717	52	17	analysis	analysis	NOUN
cana-5717	52	18	.	.	PUNCT
cana-5717	53	1	by	by	ADP
cana-5717	53	2	leveraging	leverage	VERB
cana-5717	53	3	resnet50	resnet50	NOUN
cana-5717	53	4	and	and	CCONJ
cana-5717	53	5	densenet121	densenet121	PROPN
cana-5717	53	6	[	[	X
cana-5717	53	7	7	7	NUM
cana-5717	53	8	]	]	X
cana-5717	53	9	,	,	PUNCT
cana-5717	53	10	along	along	ADP
cana-5717	53	11	with	with	ADP
cana-5717	53	12	adaptive	adaptive	ADJ
cana-5717	53	13	optimizers	optimizer	NOUN
cana-5717	53	14	and	and	CCONJ
cana-5717	53	15	appropriate	appropriate	ADJ
cana-5717	53	16	loss	loss	NOUN
cana-5717	53	17	functions	function	NOUN
cana-5717	53	18	,	,	PUNCT
cana-5717	53	19	deep	deep	ADJ
cana-5717	53	20	learning	learning	NOUN
cana-5717	53	21	models	model	NOUN
cana-5717	53	22	[	[	X
cana-5717	53	23	9	9	NUM
cana-5717	53	24	]	]	PUNCT
cana-5717	53	25	can	can	AUX
cana-5717	53	26	accurately	accurately	ADV
cana-5717	53	27	classify	classify	VERB
cana-5717	53	28	chest	chest	NOUN
cana-5717	53	29	xrays	xray	NOUN
cana-5717	53	30	and	and	CCONJ
cana-5717	53	31	diagnose	diagnose	VERB
cana-5717	53	32	multiple	multiple	ADJ
cana-5717	53	33	diseases	disease	NOUN
cana-5717	53	34	.	.	PUNCT
cana-5717	54	1	this	this	DET
cana-5717	54	2	capability	capability	NOUN
cana-5717	54	3	is	be	AUX
cana-5717	54	4	vital	vital	ADJ
cana-5717	54	5	in	in	ADP
cana-5717	54	6	healthcare	healthcare	PROPN
cana-5717	54	7	,	,	PUNCT
cana-5717	54	8	where	where	SCONJ
cana-5717	54	9	precise	precise	ADJ
cana-5717	54	10	and	and	CCONJ
cana-5717	54	11	efficient	efficient	ADJ
cana-5717	54	12	diagnostics	diagnostic	NOUN
cana-5717	54	13	can	can	AUX
cana-5717	54	14	improve	improve	VERB
cana-5717	54	15	patient	patient	ADJ
cana-5717	54	16	outcomes	outcome	NOUN
cana-5717	54	17	and	and	CCONJ
cana-5717	54	18	streamline	streamline	VERB
cana-5717	54	19	clinical	clinical	ADJ
cana-5717	54	20	workflows	workflow	NOUN
cana-5717	54	21	[	[	X
cana-5717	54	22	13	13	NUM
cana-5717	54	23	]	]	PUNCT
cana-5717	54	24	.	.	PUNCT
cana-5717	55	1	overall	overall	ADV
cana-5717	55	2	,	,	PUNCT
cana-5717	55	3	the	the	DET
cana-5717	55	4	integration	integration	NOUN
cana-5717	55	5	of	of	ADP
cana-5717	55	6	these	these	DET
cana-5717	55	7	elements	element	NOUN
cana-5717	55	8	makes	make	VERB
cana-5717	55	9	deep	deep	ADJ
cana-5717	55	10	learning	learning	NOUN
cana-5717	55	11	models	model	NOUN
cana-5717	55	12	highly	highly	ADV
cana-5717	55	13	effective	effective	ADJ
cana-5717	55	14	tools	tool	NOUN
cana-5717	55	15	for	for	ADP
cana-5717	55	16	multi	multi	ADJ
cana-5717	55	17	-	-	ADJ
cana-5717	55	18	disease	disease	ADJ
cana-5717	55	19	diagnostics	diagnostic	NOUN
cana-5717	55	20	using	use	VERB
cana-5717	55	21	chest	chest	NOUN
cana-5717	55	22	x	x	NOUN
cana-5717	55	23	-	-	NOUN
cana-5717	55	24	rays	ray	NOUN
cana-5717	55	25	.	.	PUNCT
cana-5717	56	1	4	4	X
cana-5717	56	2	.	.	X
cana-5717	56	3	explainable	explainable	ADJ
cana-5717	56	4	ai	ai	VERB
cana-5717	56	5	explainable	explainable	ADJ
cana-5717	56	6	artificial	artificial	ADJ
cana-5717	56	7	intelligence	intelligence	NOUN
cana-5717	56	8	[	[	X
cana-5717	56	9	xai	xai	X
cana-5717	56	10	]	]	X
cana-5717	56	11	enhances	enhance	VERB
cana-5717	56	12	the	the	DET
cana-5717	56	13	transparency	transparency	NOUN
cana-5717	56	14	and	and	CCONJ
cana-5717	56	15	interpretability	interpretability	NOUN
cana-5717	56	16	of	of	ADP
cana-5717	56	17	ai	ai	NOUN
cana-5717	56	18	models	model	NOUN
cana-5717	56	19	[	[	X
cana-5717	56	20	27	27	NUM
cana-5717	56	21	]	]	PUNCT
cana-5717	56	22	,	,	PUNCT
cana-5717	56	23	particularly	particularly	ADV
cana-5717	56	24	in	in	ADP
cana-5717	56	25	healthcare	healthcare	PROPN
cana-5717	56	26	,	,	PUNCT
cana-5717	56	27	where	where	SCONJ
cana-5717	56	28	trust	trust	NOUN
cana-5717	56	29	and	and	CCONJ
cana-5717	56	30	reliability	reliability	NOUN
cana-5717	56	31	are	be	AUX
cana-5717	56	32	essential	essential	ADJ
cana-5717	56	33	.	.	PUNCT
cana-5717	57	1	by	by	ADP
cana-5717	57	2	providing	provide	VERB
cana-5717	57	3	insights	insight	NOUN
cana-5717	57	4	into	into	ADP
cana-5717	57	5	aidriven	aidriven	ADJ
cana-5717	57	6	diagnostics	diagnostic	NOUN
cana-5717	57	7	,	,	PUNCT
cana-5717	57	8	xai	xai	PROPN
cana-5717	57	9	enables	enable	VERB
cana-5717	57	10	clinicians	clinician	NOUN
cana-5717	57	11	to	to	PART
cana-5717	57	12	validate	validate	VERB
cana-5717	57	13	predictions	prediction	NOUN
cana-5717	57	14	,	,	PUNCT
cana-5717	57	15	ensuring	ensure	VERB
cana-5717	57	16	their	their	PRON
cana-5717	57	17	accuracy	accuracy	NOUN
cana-5717	57	18	and	and	CCONJ
cana-5717	57	19	fostering	foster	VERB
cana-5717	57	20	integration	integration	NOUN
cana-5717	57	21	into	into	ADP
cana-5717	57	22	clinical	clinical	ADJ
cana-5717	57	23	workflows	workflow	NOUN
cana-5717	57	24	to	to	PART
cana-5717	57	25	improve	improve	VERB
cana-5717	57	26	patient	patient	ADJ
cana-5717	57	27	outcomes	outcome	NOUN
cana-5717	57	28	[	[	X
cana-5717	57	29	11	11	NUM
cana-5717	57	30	]	]	PUNCT
cana-5717	57	31	.	.	PUNCT
cana-5717	58	1	its	its	PRON
cana-5717	58	2	significance	significance	NOUN
cana-5717	58	3	is	be	AUX
cana-5717	58	4	amplified	amplify	VERB
cana-5717	58	5	in	in	ADP
cana-5717	58	6	high	high	ADJ
cana-5717	58	7	-	-	PUNCT
cana-5717	58	8	stakes	stake	NOUN
cana-5717	58	9	environments	environment	NOUN
cana-5717	58	10	,	,	PUNCT
cana-5717	58	11	addressing	address	VERB
cana-5717	58	12	ethical	ethical	ADJ
cana-5717	58	13	concerns	concern	NOUN
cana-5717	58	14	,	,	PUNCT
cana-5717	58	15	regulatory	regulatory	ADJ
cana-5717	58	16	compliance	compliance	NOUN
cana-5717	58	17	,	,	PUNCT
cana-5717	58	18	and	and	CCONJ
cana-5717	58	19	continuous	continuous	ADJ
cana-5717	58	20	model	model	NOUN
cana-5717	58	21	refinement	refinement	NOUN
cana-5717	58	22	.	.	PUNCT
cana-5717	59	1	various	various	ADJ
cana-5717	59	2	xai	xai	PROPN
cana-5717	59	3	techniques	technique	NOUN
cana-5717	59	4	,	,	PUNCT
cana-5717	59	5	such	such	ADJ
cana-5717	59	6	as	as	ADP
cana-5717	59	7	lime	lime	NOUN
cana-5717	59	8	,	,	PUNCT
cana-5717	59	9	shap	shap	NOUN
cana-5717	59	10	,	,	PUNCT
cana-5717	59	11	and	and	CCONJ
cana-5717	59	12	grad	grad	NOUN
cana-5717	59	13	-	-	PUNCT
cana-5717	59	14	cam	cam	PROPN
cana-5717	59	15	,	,	PUNCT
cana-5717	59	16	offer	offer	VERB
cana-5717	59	17	different	different	ADJ
cana-5717	59	18	perspectives	perspective	NOUN
cana-5717	59	19	on	on	ADP
cana-5717	59	20	model	model	NOUN
cana-5717	59	21	interpretability	interpretability	NOUN
cana-5717	60	1	[	[	X
cana-5717	60	2	28	28	NUM
cana-5717	60	3	]	]	PUNCT
cana-5717	60	4	.	.	PUNCT
cana-5717	61	1	lime	lime	NOUN
cana-5717	62	1	[	[	X
cana-5717	62	2	local	local	ADJ
cana-5717	62	3	interpretable	interpretable	ADJ
cana-5717	62	4	model	model	ADJ
cana-5717	62	5	-	-	ADJ
cana-5717	62	6	agnostic	agnostic	ADJ
cana-5717	62	7	explanations	explanation	NOUN
cana-5717	62	8	]	]	PUNCT
cana-5717	62	9	approximates	approximate	VERB
cana-5717	62	10	complex	complex	ADJ
cana-5717	62	11	models	model	NOUN
cana-5717	62	12	locally	locally	ADV
cana-5717	62	13	by	by	ADP
cana-5717	62	14	perturbing	perturb	VERB
cana-5717	62	15	input	input	NOUN
cana-5717	62	16	data	datum	NOUN
cana-5717	62	17	and	and	CCONJ
cana-5717	62	18	analyzing	analyze	VERB
cana-5717	62	19	output	output	NOUN
cana-5717	62	20	variations	variation	NOUN
cana-5717	62	21	.	.	PUNCT
cana-5717	63	1	when	when	SCONJ
cana-5717	63	2	applied	apply	VERB
cana-5717	63	3	to	to	ADP
cana-5717	63	4	chest	chest	NOUN
cana-5717	63	5	x	x	NOUN
cana-5717	63	6	-	-	NOUN
cana-5717	63	7	rays	ray	NOUN
cana-5717	63	8	,	,	PUNCT
cana-5717	63	9	it	it	PRON
cana-5717	63	10	highlights	highlight	VERB
cana-5717	63	11	critical	critical	ADJ
cana-5717	63	12	regions	region	NOUN
cana-5717	63	13	influencing	influence	VERB
cana-5717	63	14	the	the	DET
cana-5717	63	15	diagnosis	diagnosis	NOUN
cana-5717	63	16	,	,	PUNCT
cana-5717	63	17	aiding	aid	VERB
cana-5717	63	18	physicians	physician	NOUN
cana-5717	63	19	in	in	ADP
cana-5717	63	20	understanding	understand	VERB
cana-5717	63	21	ai	ai	VERB
cana-5717	63	22	decisions	decision	NOUN
cana-5717	63	23	.	.	PUNCT
cana-5717	64	1	lime	lime	NOUN
cana-5717	64	2	’s	’s	PART
cana-5717	64	3	flexibility	flexibility	NOUN
cana-5717	64	4	and	and	CCONJ
cana-5717	64	5	model	model	ADJ
cana-5717	64	6	-	-	ADJ
cana-5717	64	7	agnostic	agnostic	ADJ
cana-5717	64	8	nature	nature	NOUN
cana-5717	64	9	allow	allow	VERB
cana-5717	64	10	for	for	ADP
cana-5717	64	11	granular	granular	ADJ
cana-5717	64	12	insights	insight	NOUN
cana-5717	64	13	into	into	ADP
cana-5717	64	14	individual	individual	ADJ
cana-5717	64	15	predictions	prediction	NOUN
cana-5717	64	16	,	,	PUNCT
cana-5717	64	17	helping	help	VERB
cana-5717	64	18	detect	detect	VERB
cana-5717	64	19	biases	bias	NOUN
cana-5717	64	20	and	and	CCONJ
cana-5717	64	21	errors	error	NOUN
cana-5717	64	22	while	while	SCONJ
cana-5717	64	23	guiding	guide	VERB
cana-5717	64	24	future	future	ADJ
cana-5717	64	25	improvements	improvement	NOUN
cana-5717	64	26	in	in	ADP
cana-5717	64	27	ensemble	ensemble	ADJ
cana-5717	64	28	models	model	NOUN
cana-5717	64	29	.	.	PUNCT
cana-5717	65	1	its	its	PRON
cana-5717	65	2	consistency	consistency	NOUN
cana-5717	65	3	ensures	ensure	VERB
cana-5717	65	4	fair	fair	ADJ
cana-5717	65	5	representation	representation	NOUN
cana-5717	65	6	of	of	ADP
cana-5717	65	7	feature	feature	NOUN
cana-5717	65	8	contributions	contribution	NOUN
cana-5717	65	9	,	,	PUNCT
cana-5717	65	10	aiding	aid	VERB
cana-5717	65	11	clinicians	clinician	NOUN
cana-5717	65	12	in	in	ADP
cana-5717	65	13	making	make	VERB
cana-5717	65	14	informed	inform	VERB
cana-5717	65	15	,	,	PUNCT
cana-5717	65	16	evidencebased	evidencebased	ADJ
cana-5717	65	17	decisions	decision	NOUN
cana-5717	65	18	.	.	PUNCT
cana-5717	66	1	grad	grad	NOUN
cana-5717	66	2	-	-	PUNCT
cana-5717	66	3	cam	cam	NOUN
cana-5717	67	1	[	[	X
cana-5717	67	2	gradient	gradient	NOUN
cana-5717	67	3	-	-	PUNCT
cana-5717	67	4	weighted	weight	VERB
cana-5717	67	5	class	class	NOUN
cana-5717	67	6	activation	activation	NOUN
cana-5717	67	7	mapping	mapping	NOUN
cana-5717	67	8	]	]	PUNCT
cana-5717	67	9	visually	visually	ADV
cana-5717	67	10	explains	explain	VERB
cana-5717	67	11	ai	ai	VERB
cana-5717	67	12	decisions	decision	NOUN
cana-5717	67	13	by	by	ADP
cana-5717	67	14	generating	generate	VERB
cana-5717	67	15	heatmaps	heatmap	NOUN
cana-5717	67	16	that	that	PRON
cana-5717	67	17	highlight	highlight	VERB
cana-5717	67	18	image	image	NOUN
cana-5717	67	19	regions	region	NOUN
cana-5717	67	20	most	most	ADV
cana-5717	67	21	influential	influential	ADJ
cana-5717	67	22	in	in	ADP
cana-5717	67	23	predictions	prediction	NOUN
cana-5717	67	24	.	.	PUNCT
cana-5717	68	1	applied	apply	VERB
cana-5717	68	2	to	to	ADP
cana-5717	68	3	chest	chest	NOUN
cana-5717	68	4	xrays	xray	NOUN
cana-5717	68	5	,	,	PUNCT
cana-5717	68	6	it	it	PRON
cana-5717	68	7	helps	help	VERB
cana-5717	68	8	clinicians	clinician	NOUN
cana-5717	68	9	verify	verify	VERB
cana-5717	68	10	diagnoses	diagnosis	NOUN
cana-5717	68	11	by	by	ADP
cana-5717	68	12	showing	show	VERB
cana-5717	68	13	which	which	PRON
cana-5717	68	14	areas	area	NOUN
cana-5717	68	15	contribute	contribute	VERB
cana-5717	68	16	most	most	ADJ
cana-5717	68	17	to	to	ADP
cana-5717	68	18	the	the	DET
cana-5717	68	19	model	model	NOUN
cana-5717	68	20	’s	’s	PART
cana-5717	68	21	output	output	NOUN
cana-5717	68	22	.	.	PUNCT
cana-5717	69	1	grad	grad	NOUN
cana-5717	69	2	-	-	PUNCT
cana-5717	69	3	cam	cam	PROPN
cana-5717	69	4	also	also	ADV
cana-5717	69	5	detects	detect	VERB
cana-5717	69	6	model	model	NOUN
cana-5717	69	7	biases	bias	NOUN
cana-5717	69	8	,	,	PUNCT
cana-5717	69	9	ensuring	ensure	VERB
cana-5717	69	10	the	the	DET
cana-5717	69	11	ai	ai	NOUN
cana-5717	69	12	focuses	focus	NOUN
cana-5717	69	13	on	on	ADP
cana-5717	69	14	medically	medically	ADV
cana-5717	69	15	relevant	relevant	ADJ
cana-5717	69	16	regions	region	NOUN
cana-5717	69	17	.	.	PUNCT
cana-5717	70	1	by	by	ADP
cana-5717	70	2	integrating	integrate	VERB
cana-5717	70	3	lime	lime	NOUN
cana-5717	70	4	,	,	PUNCT
cana-5717	70	5	shap	shap	NOUN
cana-5717	70	6	,	,	PUNCT
cana-5717	70	7	and	and	CCONJ
cana-5717	70	8	grad	grad	NOUN
cana-5717	70	9	-	-	PUNCT
cana-5717	70	10	cam	cam	NOUN
cana-5717	70	11	,	,	PUNCT
cana-5717	70	12	this	this	DET
cana-5717	70	13	project	project	NOUN
cana-5717	70	14	enhances	enhance	VERB
cana-5717	70	15	ai	ai	VERB
cana-5717	70	16	interpretability	interpretability	NOUN
cana-5717	70	17	in	in	ADP
cana-5717	70	18	chest	chest	NOUN
cana-5717	70	19	x	x	NOUN
cana-5717	70	20	-	-	NOUN
cana-5717	70	21	ray	ray	NOUN
cana-5717	70	22	communications	communication	NOUN
cana-5717	70	23	on	on	ADP
cana-5717	70	24	applied	apply	VERB
cana-5717	70	25	nonlinear	nonlinear	ADJ
cana-5717	70	26	analysis	analysis	NOUN
cana-5717	70	27	issn	issn	NOUN
cana-5717	70	28	:	:	PUNCT
cana-5717	70	29	1074	1074	NUM
cana-5717	70	30	-	-	PUNCT
cana-5717	70	31	133x	133x	NUM
cana-5717	70	32	vol	vol	VERB
cana-5717	70	33	32	32	NUM
cana-5717	70	34	no	no	NOUN
cana-5717	70	35	.	.	PUNCT
cana-5717	71	1	10s	10	NOUN
cana-5717	71	2	(	(	PUNCT
cana-5717	71	3	2025	2025	NUM
cana-5717	71	4	)	)	PUNCT
cana-5717	71	5	2768	2768	NUM
cana-5717	71	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5717	71	7	diagnostics	diagnostic	NOUN
cana-5717	71	8	,	,	PUNCT
cana-5717	71	9	providing	provide	VERB
cana-5717	71	10	complementary	complementary	ADJ
cana-5717	71	11	insights	insight	NOUN
cana-5717	71	12	that	that	PRON
cana-5717	71	13	enable	enable	VERB
cana-5717	71	14	medical	medical	ADJ
cana-5717	71	15	professionals	professional	NOUN
cana-5717	71	16	to	to	PART
cana-5717	71	17	validate	validate	VERB
cana-5717	71	18	and	and	CCONJ
cana-5717	71	19	trust	trust	VERB
cana-5717	71	20	ai	ai	ADJ
cana-5717	71	21	-	-	PUNCT
cana-5717	71	22	driven	drive	VERB
cana-5717	71	23	decisions	decision	NOUN
cana-5717	71	24	,	,	PUNCT
cana-5717	71	25	ultimately	ultimately	ADV
cana-5717	71	26	improving	improve	VERB
cana-5717	71	27	healthcare	healthcare	NOUN
cana-5717	71	28	outcomes	outcome	NOUN
cana-5717	71	29	[	[	X
cana-5717	71	30	24	24	NUM
cana-5717	71	31	]	]	PUNCT
cana-5717	71	32	.	.	PUNCT
cana-5717	72	1	5	5	X
cana-5717	72	2	.	.	X
cana-5717	72	3	experiments	experiment	NOUN
cana-5717	72	4	and	and	CCONJ
cana-5717	72	5	discussions	discussion	NOUN
cana-5717	72	6	the	the	DET
cana-5717	72	7	experiments	experiment	NOUN
cana-5717	72	8	aimed	aim	VERB
cana-5717	72	9	to	to	PART
cana-5717	72	10	evaluate	evaluate	VERB
cana-5717	72	11	various	various	ADJ
cana-5717	72	12	machine	machine	NOUN
cana-5717	72	13	learning	learning	NOUN
cana-5717	72	14	models	model	NOUN
cana-5717	72	15	in	in	ADP
cana-5717	72	16	the	the	DET
cana-5717	72	17	context	context	NOUN
cana-5717	72	18	of	of	ADP
cana-5717	72	19	medical	medical	ADJ
cana-5717	72	20	imaging	imaging	NOUN
cana-5717	72	21	,	,	PUNCT
cana-5717	72	22	particularly	particularly	ADV
cana-5717	72	23	chest	chest	NOUN
cana-5717	72	24	x	x	ADJ
cana-5717	72	25	-	-	NOUN
cana-5717	72	26	ray	ray	NOUN
cana-5717	72	27	interpretation	interpretation	NOUN
cana-5717	72	28	.	.	PUNCT
cana-5717	73	1	models	model	NOUN
cana-5717	73	2	tested	test	VERB
cana-5717	73	3	included	include	VERB
cana-5717	73	4	traditional	traditional	ADJ
cana-5717	73	5	techniques	technique	NOUN
cana-5717	73	6	like	like	ADP
cana-5717	73	7	logistic	logistic	ADJ
cana-5717	73	8	regression	regression	NOUN
cana-5717	73	9	,	,	PUNCT
cana-5717	73	10	random	random	ADJ
cana-5717	73	11	forest	forest	NOUN
cana-5717	73	12	,	,	PUNCT
cana-5717	73	13	and	and	CCONJ
cana-5717	73	14	decision	decision	NOUN
cana-5717	73	15	trees	tree	NOUN
cana-5717	73	16	,	,	PUNCT
cana-5717	73	17	alongside	alongside	ADP
cana-5717	73	18	a	a	DET
cana-5717	73	19	complex	complex	ADJ
cana-5717	73	20	architecture	architecture	NOUN
cana-5717	73	21	like	like	ADP
cana-5717	73	22	multi	multi	ADJ
cana-5717	73	23	-	-	ADJ
cana-5717	73	24	layer	layer	ADJ
cana-5717	73	25	perceptron	perceptron	NOUN
cana-5717	73	26	.	.	PUNCT
cana-5717	74	1	additionally	additionally	ADV
cana-5717	74	2	,	,	PUNCT
cana-5717	74	3	deep	deep	ADJ
cana-5717	74	4	learning	learning	NOUN
cana-5717	74	5	models	model	NOUN
cana-5717	74	6	such	such	ADJ
cana-5717	74	7	as	as	ADP
cana-5717	74	8	resnet50	resnet50	NOUN
cana-5717	74	9	and	and	CCONJ
cana-5717	74	10	densenet121	densenet121	PROPN
cana-5717	74	11	were	be	AUX
cana-5717	74	12	incorporated	incorporate	VERB
cana-5717	74	13	for	for	ADP
cana-5717	74	14	their	their	PRON
cana-5717	74	15	advanced	advanced	ADJ
cana-5717	74	16	feature	feature	NOUN
cana-5717	74	17	extraction	extraction	NOUN
cana-5717	74	18	capabilities	capability	NOUN
cana-5717	74	19	.	.	PUNCT
cana-5717	75	1	interpretability	interpretability	NOUN
cana-5717	75	2	was	be	AUX
cana-5717	75	3	assessed	assess	VERB
cana-5717	75	4	using	use	VERB
cana-5717	75	5	xai	xai	PROPN
cana-5717	75	6	techniques	technique	NOUN
cana-5717	75	7	:	:	PUNCT
cana-5717	75	8	lime	lime	NOUN
cana-5717	75	9	was	be	AUX
cana-5717	75	10	applied	apply	VERB
cana-5717	75	11	to	to	ADP
cana-5717	75	12	traditional	traditional	ADJ
cana-5717	75	13	and	and	CCONJ
cana-5717	75	14	simpler	simple	ADJ
cana-5717	75	15	neural	neural	ADJ
cana-5717	75	16	network	network	NOUN
cana-5717	75	17	models	model	NOUN
cana-5717	75	18	,	,	PUNCT
cana-5717	75	19	while	while	SCONJ
cana-5717	75	20	grad	grad	NOUN
cana-5717	75	21	-	-	PUNCT
cana-5717	75	22	cam	cam	PROPN
cana-5717	75	23	was	be	AUX
cana-5717	75	24	used	use	VERB
cana-5717	75	25	with	with	ADP
cana-5717	75	26	deep	deep	ADJ
cana-5717	75	27	learning	learning	NOUN
cana-5717	75	28	models	model	NOUN
cana-5717	75	29	.	.	PUNCT
cana-5717	76	1	these	these	DET
cana-5717	76	2	techniques	technique	NOUN
cana-5717	76	3	made	make	VERB
cana-5717	76	4	model	model	NOUN
cana-5717	76	5	predictions	prediction	NOUN
cana-5717	76	6	more	more	ADV
cana-5717	76	7	transparent	transparent	ADJ
cana-5717	76	8	and	and	CCONJ
cana-5717	76	9	understandable	understandable	ADJ
cana-5717	76	10	,	,	PUNCT
cana-5717	76	11	crucial	crucial	ADJ
cana-5717	76	12	for	for	ADP
cana-5717	76	13	medical	medical	ADJ
cana-5717	76	14	applications	application	NOUN
cana-5717	76	15	where	where	SCONJ
cana-5717	76	16	trust	trust	NOUN
cana-5717	76	17	and	and	CCONJ
cana-5717	76	18	accuracy	accuracy	NOUN
cana-5717	76	19	are	be	AUX
cana-5717	76	20	paramount	paramount	ADJ
cana-5717	76	21	.	.	PUNCT
cana-5717	77	1	lime	lime	NOUN
cana-5717	77	2	was	be	AUX
cana-5717	77	3	used	use	VERB
cana-5717	77	4	to	to	PART
cana-5717	77	5	provide	provide	VERB
cana-5717	77	6	explanations	explanation	NOUN
cana-5717	77	7	for	for	ADP
cana-5717	77	8	models	model	NOUN
cana-5717	77	9	like	like	ADP
cana-5717	77	10	decision	decision	NOUN
cana-5717	77	11	trees	tree	NOUN
cana-5717	77	12	and	and	CCONJ
cana-5717	77	13	random	random	ADJ
cana-5717	77	14	forests	forest	NOUN
cana-5717	77	15	.	.	PUNCT
cana-5717	78	1	lime	lime	NOUN
cana-5717	78	2	achieves	achieve	VERB
cana-5717	78	3	this	this	PRON
cana-5717	78	4	by	by	ADP
cana-5717	78	5	perturbing	perturb	VERB
cana-5717	78	6	different	different	ADJ
cana-5717	78	7	image	image	NOUN
cana-5717	78	8	sections	section	NOUN
cana-5717	78	9	and	and	CCONJ
cana-5717	78	10	observing	observe	VERB
cana-5717	78	11	changes	change	NOUN
cana-5717	78	12	in	in	ADP
cana-5717	78	13	model	model	NOUN
cana-5717	78	14	predictions	prediction	NOUN
cana-5717	78	15	,	,	PUNCT
cana-5717	78	16	thereby	thereby	ADV
cana-5717	78	17	identifying	identify	VERB
cana-5717	78	18	regions	region	NOUN
cana-5717	78	19	influential	influential	ADJ
cana-5717	78	20	to	to	ADP
cana-5717	78	21	the	the	DET
cana-5717	78	22	outcome	outcome	NOUN
cana-5717	78	23	.	.	PUNCT
cana-5717	79	1	for	for	ADP
cana-5717	79	2	decision	decision	NOUN
cana-5717	79	3	trees	tree	NOUN
cana-5717	79	4	,	,	PUNCT
cana-5717	79	5	visualized	visualize	VERB
cana-5717	79	6	decision	decision	NOUN
cana-5717	79	7	paths	path	NOUN
cana-5717	79	8	allowed	allow	VERB
cana-5717	79	9	clinicians	clinician	NOUN
cana-5717	79	10	to	to	PART
cana-5717	79	11	understand	understand	VERB
cana-5717	79	12	the	the	DET
cana-5717	79	13	factors	factor	NOUN
cana-5717	79	14	leading	lead	VERB
cana-5717	79	15	to	to	ADP
cana-5717	79	16	predictions	prediction	NOUN
cana-5717	79	17	.	.	PUNCT
cana-5717	80	1	lime	lime	NOUN
cana-5717	80	2	visualizations	visualization	NOUN
cana-5717	80	3	for	for	ADP
cana-5717	80	4	decision	decision	NOUN
cana-5717	80	5	trees	tree	NOUN
cana-5717	80	6	outline	outline	VERB
cana-5717	80	7	key	key	ADJ
cana-5717	80	8	areas	area	NOUN
cana-5717	80	9	that	that	PRON
cana-5717	80	10	affect	affect	VERB
cana-5717	80	11	the	the	DET
cana-5717	80	12	model	model	NOUN
cana-5717	80	13	’s	’s	PART
cana-5717	80	14	decision	decision	NOUN
cana-5717	80	15	,	,	PUNCT
cana-5717	80	16	highlighting	highlight	VERB
cana-5717	80	17	important	important	ADJ
cana-5717	80	18	regions	region	NOUN
cana-5717	80	19	for	for	ADP
cana-5717	80	20	classification	classification	NOUN
cana-5717	80	21	.	.	PUNCT
cana-5717	81	1	grad	grad	NOUN
cana-5717	81	2	-	-	PUNCT
cana-5717	81	3	cam	cam	NOUN
cana-5717	81	4	heatmaps	heatmap	NOUN
cana-5717	82	1	and	and	CCONJ
cana-5717	82	2	overlays	overlay	VERB
cana-5717	82	3	further	far	ADV
cana-5717	82	4	illustrate	illustrate	VERB
cana-5717	82	5	where	where	SCONJ
cana-5717	82	6	the	the	DET
cana-5717	82	7	model	model	NOUN
cana-5717	82	8	focused	focus	VERB
cana-5717	82	9	its	its	PRON
cana-5717	82	10	attention	attention	NOUN
cana-5717	82	11	.	.	PUNCT
cana-5717	83	1	random	random	ADJ
cana-5717	83	2	forests	forest	NOUN
cana-5717	83	3	,	,	PUNCT
cana-5717	83	4	on	on	ADP
cana-5717	83	5	the	the	DET
cana-5717	83	6	other	other	ADJ
cana-5717	83	7	hand	hand	NOUN
cana-5717	83	8	,	,	PUNCT
cana-5717	83	9	enhance	enhance	VERB
cana-5717	83	10	interpretability	interpretability	NOUN
cana-5717	83	11	by	by	ADP
cana-5717	83	12	aggregating	aggregate	VERB
cana-5717	83	13	results	result	NOUN
cana-5717	83	14	from	from	ADP
cana-5717	83	15	multiple	multiple	ADJ
cana-5717	83	16	trees	tree	NOUN
cana-5717	83	17	,	,	PUNCT
cana-5717	83	18	thus	thus	ADV
cana-5717	83	19	improving	improve	VERB
cana-5717	83	20	prediction	prediction	NOUN
cana-5717	83	21	accuracy	accuracy	NOUN
cana-5717	83	22	and	and	CCONJ
cana-5717	83	23	reducing	reduce	VERB
cana-5717	83	24	overfitting	overfitting	NOUN
cana-5717	83	25	.	.	PUNCT
cana-5717	84	1	lime	lime	NOUN
cana-5717	84	2	visualizations	visualization	NOUN
cana-5717	84	3	for	for	ADP
cana-5717	84	4	random	random	ADJ
cana-5717	84	5	forests	forest	NOUN
cana-5717	84	6	identify	identify	VERB
cana-5717	84	7	specific	specific	ADJ
cana-5717	84	8	pixel	pixel	NOUN
cana-5717	84	9	ranges	range	VERB
cana-5717	84	10	significant	significant	ADJ
cana-5717	84	11	for	for	ADP
cana-5717	84	12	the	the	DET
cana-5717	84	13	model	model	NOUN
cana-5717	84	14	’s	’s	PART
cana-5717	84	15	decision	decision	NOUN
cana-5717	84	16	.	.	PUNCT
cana-5717	85	1	grad	grad	NOUN
cana-5717	85	2	-	-	PUNCT
cana-5717	85	3	cam	cam	NOUN
cana-5717	85	4	visualizations	visualization	NOUN
cana-5717	85	5	for	for	ADP
cana-5717	85	6	random	random	ADJ
cana-5717	85	7	forest	forest	NOUN
cana-5717	85	8	highlight	highlight	VERB
cana-5717	85	9	influential	influential	ADJ
cana-5717	85	10	regions	region	NOUN
cana-5717	85	11	in	in	ADP
cana-5717	85	12	the	the	DET
cana-5717	85	13	x	x	NOUN
cana-5717	85	14	-	-	NOUN
cana-5717	85	15	ray	ray	NOUN
cana-5717	85	16	images	image	NOUN
cana-5717	85	17	,	,	PUNCT
cana-5717	85	18	representing	represent	VERB
cana-5717	85	19	areas	area	NOUN
cana-5717	85	20	where	where	SCONJ
cana-5717	85	21	pixel	pixel	PROPN
cana-5717	85	22	intensities	intensity	NOUN
cana-5717	85	23	significantly	significantly	ADV
cana-5717	85	24	contributed	contribute	VERB
cana-5717	85	25	to	to	ADP
cana-5717	85	26	the	the	DET
cana-5717	85	27	model	model	NOUN
cana-5717	85	28	’s	’s	PART
cana-5717	85	29	classifications	classification	NOUN
cana-5717	85	30	.	.	PUNCT
cana-5717	86	1	these	these	DET
cana-5717	86	2	visualizations	visualization	NOUN
cana-5717	86	3	help	help	VERB
cana-5717	86	4	to	to	PART
cana-5717	86	5	understand	understand	VERB
cana-5717	86	6	how	how	SCONJ
cana-5717	86	7	the	the	DET
cana-5717	86	8	random	random	ADJ
cana-5717	86	9	forest	forest	NOUN
cana-5717	86	10	model	model	NOUN
cana-5717	86	11	identifies	identify	VERB
cana-5717	86	12	diagnostic	diagnostic	ADJ
cana-5717	86	13	features	feature	NOUN
cana-5717	86	14	.	.	PUNCT
cana-5717	87	1	class	class	NOUN
cana-5717	87	2	imbalance	imbalance	NOUN
cana-5717	87	3	in	in	ADP
cana-5717	87	4	the	the	DET
cana-5717	87	5	nih	nih	PROPN
cana-5717	87	6	chest	chest	PROPN
cana-5717	87	7	x	x	PROPN
cana-5717	87	8	-	-	NOUN
cana-5717	87	9	ray	ray	NOUN
cana-5717	87	10	dataset	dataset	NOUN
cana-5717	87	11	was	be	AUX
cana-5717	87	12	addressed	address	VERB
cana-5717	87	13	to	to	PART
cana-5717	87	14	improve	improve	VERB
cana-5717	87	15	model	model	NOUN
cana-5717	87	16	performance	performance	NOUN
cana-5717	87	17	.	.	PUNCT
cana-5717	88	1	ensuring	ensure	VERB
cana-5717	88	2	equal	equal	ADJ
cana-5717	88	3	representation	representation	NOUN
cana-5717	88	4	for	for	ADP
cana-5717	88	5	all	all	DET
cana-5717	88	6	classes	class	NOUN
cana-5717	88	7	reduced	reduce	VERB
cana-5717	88	8	bias	bias	NOUN
cana-5717	88	9	towards	towards	ADP
cana-5717	88	10	the	the	DET
cana-5717	88	11	dominant	dominant	ADJ
cana-5717	88	12	class	class	NOUN
cana-5717	88	13	and	and	CCONJ
cana-5717	88	14	enhanced	enhance	VERB
cana-5717	88	15	the	the	DET
cana-5717	88	16	model	model	NOUN
cana-5717	88	17	’s	’s	PART
cana-5717	88	18	ability	ability	NOUN
cana-5717	88	19	to	to	PART
cana-5717	88	20	accurately	accurately	ADV
cana-5717	88	21	detect	detect	VERB
cana-5717	88	22	examples	example	NOUN
cana-5717	88	23	from	from	ADP
cana-5717	88	24	minority	minority	NOUN
cana-5717	88	25	classes	class	NOUN
cana-5717	88	26	.	.	PUNCT
cana-5717	89	1	this	this	DET
cana-5717	89	2	adjustment	adjustment	NOUN
cana-5717	89	3	led	lead	VERB
cana-5717	89	4	to	to	ADP
cana-5717	89	5	more	more	ADV
cana-5717	89	6	balanced	balanced	ADJ
cana-5717	89	7	and	and	CCONJ
cana-5717	89	8	precise	precise	ADJ
cana-5717	89	9	predictions	prediction	NOUN
cana-5717	89	10	,	,	PUNCT
cana-5717	89	11	which	which	PRON
cana-5717	89	12	is	be	AUX
cana-5717	89	13	crucial	crucial	ADJ
cana-5717	89	14	for	for	ADP
cana-5717	89	15	detecting	detect	VERB
cana-5717	89	16	rare	rare	ADJ
cana-5717	89	17	diseases	disease	NOUN
cana-5717	89	18	in	in	ADP
cana-5717	89	19	medical	medical	ADJ
cana-5717	89	20	imaging	imaging	NOUN
cana-5717	89	21	.	.	PUNCT
cana-5717	90	1	for	for	ADP
cana-5717	90	2	deep	deep	ADJ
cana-5717	90	3	learning	learning	NOUN
cana-5717	90	4	models	model	NOUN
cana-5717	90	5	,	,	PUNCT
cana-5717	90	6	lime	lime	NOUN
cana-5717	90	7	was	be	AUX
cana-5717	90	8	employed	employ	VERB
cana-5717	90	9	to	to	PART
cana-5717	90	10	highlight	highlight	VERB
cana-5717	90	11	regions	region	NOUN
cana-5717	90	12	supporting	support	VERB
cana-5717	90	13	specific	specific	ADJ
cana-5717	90	14	diagnoses	diagnosis	NOUN
cana-5717	90	15	.	.	PUNCT
cana-5717	91	1	lime	lime	NOUN
cana-5717	91	2	visualizations	visualization	NOUN
cana-5717	91	3	identify	identify	VERB
cana-5717	91	4	areas	area	NOUN
cana-5717	91	5	positively	positively	ADV
cana-5717	91	6	supporting	support	VERB
cana-5717	91	7	diagnoses	diagnosis	NOUN
cana-5717	91	8	of	of	ADP
cana-5717	91	9	conditions	condition	NOUN
cana-5717	91	10	like	like	ADP
cana-5717	91	11	atelectasis	atelectasis	NOUN
cana-5717	91	12	and	and	CCONJ
cana-5717	91	13	emphysema	emphysema	ADJ
cana-5717	91	14	,	,	PUNCT
cana-5717	91	15	assigning	assign	VERB
cana-5717	91	16	weights	weight	NOUN
cana-5717	91	17	to	to	ADP
cana-5717	91	18	regions	region	NOUN
cana-5717	91	19	to	to	PART
cana-5717	91	20	signify	signify	VERB
cana-5717	91	21	their	their	PRON
cana-5717	91	22	importance	importance	NOUN
cana-5717	91	23	in	in	ADP
cana-5717	91	24	the	the	DET
cana-5717	91	25	model	model	NOUN
cana-5717	91	26	’s	’s	PART
cana-5717	91	27	decision	decision	NOUN
cana-5717	91	28	process	process	NOUN
cana-5717	91	29	.	.	PUNCT
cana-5717	92	1	these	these	DET
cana-5717	92	2	visual	visual	ADJ
cana-5717	92	3	explanations	explanation	NOUN
cana-5717	92	4	show	show	VERB
cana-5717	92	5	the	the	DET
cana-5717	92	6	features	feature	NOUN
cana-5717	92	7	consistent	consistent	ADJ
cana-5717	92	8	with	with	ADP
cana-5717	92	9	the	the	DET
cana-5717	92	10	conditions	condition	NOUN
cana-5717	92	11	,	,	PUNCT
cana-5717	92	12	making	make	VERB
cana-5717	92	13	the	the	DET
cana-5717	92	14	model	model	NOUN
cana-5717	92	15	’s	’s	PART
cana-5717	92	16	decisions	decision	NOUN
cana-5717	92	17	clearer	clear	ADJ
cana-5717	92	18	.	.	PUNCT
cana-5717	93	1	grad	grad	NOUN
cana-5717	93	2	-	-	PUNCT
cana-5717	93	3	cam	cam	NOUN
cana-5717	93	4	overlays	overlay	VERB
cana-5717	93	5	highlight	highlight	VERB
cana-5717	93	6	specific	specific	ADJ
cana-5717	93	7	areas	area	NOUN
cana-5717	93	8	of	of	ADP
cana-5717	93	9	the	the	DET
cana-5717	93	10	chest	chest	NOUN
cana-5717	93	11	x	x	NOUN
cana-5717	93	12	-	-	NOUN
cana-5717	93	13	rays	ray	NOUN
cana-5717	93	14	that	that	PRON
cana-5717	93	15	the	the	DET
cana-5717	93	16	model	model	NOUN
cana-5717	93	17	focused	focus	VERB
cana-5717	93	18	on	on	ADP
cana-5717	93	19	during	during	ADP
cana-5717	93	20	diagnosis	diagnosis	NOUN
cana-5717	93	21	,	,	PUNCT
cana-5717	93	22	enhancing	enhance	VERB
cana-5717	93	23	the	the	DET
cana-5717	93	24	interpretability	interpretability	NOUN
cana-5717	93	25	and	and	CCONJ
cana-5717	93	26	reliability	reliability	NOUN
cana-5717	93	27	of	of	ADP
cana-5717	93	28	the	the	DET
cana-5717	93	29	model	model	NOUN
cana-5717	93	30	’s	’s	PART
cana-5717	93	31	predictions	prediction	NOUN
cana-5717	93	32	.	.	PUNCT
cana-5717	94	1	by	by	ADP
cana-5717	94	2	integrating	integrate	VERB
cana-5717	94	3	these	these	DET
cana-5717	94	4	interpretable	interpretable	ADJ
cana-5717	94	5	models	model	NOUN
cana-5717	94	6	and	and	CCONJ
cana-5717	94	7	deep	deep	ADJ
cana-5717	94	8	learning	learning	NOUN
cana-5717	94	9	techniques	technique	NOUN
cana-5717	94	10	,	,	PUNCT
cana-5717	94	11	the	the	DET
cana-5717	94	12	study	study	NOUN
cana-5717	94	13	ensured	ensure	VERB
cana-5717	94	14	reliable	reliable	ADJ
cana-5717	94	15	aidriven	aidriven	ADJ
cana-5717	94	16	insights	insight	NOUN
cana-5717	94	17	without	without	ADP
cana-5717	94	18	the	the	DET
cana-5717	94	19	"	"	PUNCT
cana-5717	94	20	black	black	ADJ
cana-5717	94	21	box	box	NOUN
cana-5717	94	22	"	"	PUNCT
cana-5717	94	23	effect	effect	NOUN
cana-5717	94	24	.	.	PUNCT
cana-5717	95	1	this	this	DET
cana-5717	95	2	approach	approach	NOUN
cana-5717	95	3	fostered	foster	VERB
cana-5717	95	4	trust	trust	NOUN
cana-5717	95	5	and	and	CCONJ
cana-5717	95	6	accountability	accountability	NOUN
cana-5717	95	7	,	,	PUNCT
cana-5717	95	8	enabling	enable	VERB
cana-5717	95	9	healthcare	healthcare	NOUN
cana-5717	95	10	professionals	professional	NOUN
cana-5717	95	11	to	to	PART
cana-5717	95	12	make	make	VERB
cana-5717	95	13	better	well	ADJ
cana-5717	95	14	informed	informed	ADJ
cana-5717	95	15	decisions	decision	NOUN
cana-5717	95	16	and	and	CCONJ
cana-5717	95	17	improving	improve	VERB
cana-5717	95	18	patient	patient	ADJ
cana-5717	95	19	outcomes	outcome	NOUN
cana-5717	95	20	.	.	PUNCT
cana-5717	96	1	6	6	X
cana-5717	96	2	.	.	X
cana-5717	96	3	conclusion	conclusion	NOUN
cana-5717	96	4	data	datum	NOUN
cana-5717	96	5	augmentation	augmentation	NOUN
cana-5717	96	6	significantly	significantly	ADV
cana-5717	96	7	improved	improve	VERB
cana-5717	96	8	model	model	NOUN
cana-5717	96	9	performance	performance	NOUN
cana-5717	96	10	by	by	ADP
cana-5717	96	11	increasing	increase	VERB
cana-5717	96	12	the	the	DET
cana-5717	96	13	size	size	NOUN
cana-5717	96	14	and	and	CCONJ
cana-5717	96	15	diversity	diversity	NOUN
cana-5717	96	16	of	of	ADP
cana-5717	96	17	training	training	NOUN
cana-5717	96	18	data	datum	NOUN
cana-5717	96	19	,	,	PUNCT
cana-5717	96	20	enhancing	enhance	VERB
cana-5717	96	21	generalization	generalization	NOUN
cana-5717	96	22	and	and	CCONJ
cana-5717	96	23	robustness	robustness	NOUN
cana-5717	96	24	.	.	PUNCT
cana-5717	97	1	this	this	PRON
cana-5717	97	2	was	be	AUX
cana-5717	97	3	particularly	particularly	ADV
cana-5717	97	4	beneficial	beneficial	ADJ
cana-5717	97	5	for	for	SCONJ
cana-5717	97	6	communications	communication	NOUN
cana-5717	97	7	on	on	ADP
cana-5717	97	8	applied	apply	VERB
cana-5717	97	9	nonlinear	nonlinear	ADJ
cana-5717	97	10	analysis	analysis	NOUN
cana-5717	97	11	issn	issn	NOUN
cana-5717	97	12	:	:	PUNCT
cana-5717	97	13	1074	1074	NUM
cana-5717	97	14	-	-	PUNCT
cana-5717	97	15	133x	133x	NUM
cana-5717	97	16	vol	vol	VERB
cana-5717	97	17	32	32	NUM
cana-5717	97	18	no	no	NOUN
cana-5717	97	19	.	.	PUNCT
cana-5717	98	1	10s	10	NOUN
cana-5717	98	2	(	(	PUNCT
cana-5717	98	3	2025	2025	NUM
cana-5717	98	4	)	)	PUNCT
cana-5717	98	5	2769	2769	NUM
cana-5717	98	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5717	98	7	interpretable	interpretable	ADJ
cana-5717	98	8	models	model	NOUN
cana-5717	98	9	,	,	PUNCT
cana-5717	98	10	which	which	PRON
cana-5717	98	11	achieved	achieve	VERB
cana-5717	98	12	lower	low	ADJ
cana-5717	98	13	accuracy	accuracy	NOUN
cana-5717	98	14	.	.	PUNCT
cana-5717	99	1	despite	despite	SCONJ
cana-5717	99	2	their	their	PRON
cana-5717	99	3	simplicity	simplicity	NOUN
cana-5717	99	4	,	,	PUNCT
cana-5717	99	5	these	these	DET
cana-5717	99	6	models	model	NOUN
cana-5717	99	7	,	,	PUNCT
cana-5717	99	8	combined	combine	VERB
cana-5717	99	9	with	with	ADP
cana-5717	99	10	xai	xai	PROPN
cana-5717	99	11	techniques	technique	NOUN
cana-5717	99	12	like	like	ADP
cana-5717	99	13	lime	lime	NOUN
cana-5717	99	14	and	and	CCONJ
cana-5717	99	15	grad	grad	NOUN
cana-5717	99	16	-	-	PUNCT
cana-5717	99	17	cam	cam	NOUN
cana-5717	99	18	,	,	PUNCT
cana-5717	99	19	provided	provide	VERB
cana-5717	99	20	valuable	valuable	ADJ
cana-5717	99	21	insights	insight	NOUN
cana-5717	99	22	into	into	ADP
cana-5717	99	23	decision	decision	NOUN
cana-5717	99	24	-	-	PUNCT
cana-5717	99	25	making	making	NOUN
cana-5717	99	26	,	,	PUNCT
cana-5717	99	27	aiding	aid	VERB
cana-5717	99	28	in	in	ADP
cana-5717	99	29	visualization	visualization	NOUN
cana-5717	99	30	and	and	CCONJ
cana-5717	99	31	transparency	transparency	NOUN
cana-5717	99	32	.	.	PUNCT
cana-5717	100	1	class	class	NOUN
cana-5717	100	2	imbalance	imbalance	NOUN
cana-5717	100	3	,	,	PUNCT
cana-5717	100	4	a	a	DET
cana-5717	100	5	common	common	ADJ
cana-5717	100	6	issue	issue	NOUN
cana-5717	100	7	leading	lead	VERB
cana-5717	100	8	to	to	ADP
cana-5717	100	9	biased	biased	ADJ
cana-5717	100	10	predictions	prediction	NOUN
cana-5717	100	11	,	,	PUNCT
cana-5717	100	12	was	be	AUX
cana-5717	100	13	effectively	effectively	ADV
cana-5717	100	14	mitigated	mitigate	VERB
cana-5717	100	15	using	use	VERB
cana-5717	100	16	oversampling	oversample	VERB
cana-5717	100	17	,	,	PUNCT
cana-5717	100	18	undersampling	undersampling	ADJ
cana-5717	100	19	,	,	PUNCT
cana-5717	100	20	and	and	CCONJ
cana-5717	100	21	cost	cost	NOUN
cana-5717	100	22	-	-	PUNCT
cana-5717	100	23	sensitive	sensitive	ADJ
cana-5717	100	24	learning	learning	NOUN
cana-5717	100	25	.	.	PUNCT
cana-5717	101	1	these	these	DET
cana-5717	101	2	techniques	technique	NOUN
cana-5717	101	3	ensured	ensure	VERB
cana-5717	101	4	balanced	balanced	ADJ
cana-5717	101	5	attention	attention	NOUN
cana-5717	101	6	to	to	ADP
cana-5717	101	7	all	all	DET
cana-5717	101	8	classes	class	NOUN
cana-5717	101	9	,	,	PUNCT
cana-5717	101	10	resulting	result	VERB
cana-5717	101	11	in	in	ADP
cana-5717	101	12	more	more	ADV
cana-5717	101	13	accurate	accurate	ADJ
cana-5717	101	14	and	and	CCONJ
cana-5717	101	15	reliable	reliable	ADJ
cana-5717	101	16	predictions	prediction	NOUN
cana-5717	101	17	.	.	PUNCT
cana-5717	102	1	deep	deep	ADJ
cana-5717	102	2	learning	learning	NOUN
cana-5717	102	3	models	model	NOUN
cana-5717	102	4	further	far	ADV
cana-5717	102	5	boosted	boost	VERB
cana-5717	102	6	accuracy	accuracy	NOUN
cana-5717	102	7	higher	high	ADJ
cana-5717	102	8	and	and	CCONJ
cana-5717	102	9	beyond	beyond	ADP
cana-5717	102	10	by	by	ADP
cana-5717	102	11	capturing	capture	VERB
cana-5717	102	12	com	com	NOUN
cana-5717	102	13	plex	plex	NOUN
cana-5717	102	14	patterns	pattern	NOUN
cana-5717	102	15	in	in	ADP
cana-5717	102	16	the	the	DET
cana-5717	102	17	data	datum	NOUN
cana-5717	102	18	.	.	PUNCT
cana-5717	103	1	xai	xai	PROPN
cana-5717	103	2	methods	method	NOUN
cana-5717	103	3	,	,	PUNCT
cana-5717	103	4	including	include	VERB
cana-5717	103	5	lime	lime	NOUN
cana-5717	103	6	and	and	CCONJ
cana-5717	103	7	grad	grad	NOUN
cana-5717	103	8	-	-	PUNCT
cana-5717	103	9	cam	cam	NOUN
cana-5717	103	10	,	,	PUNCT
cana-5717	103	11	were	be	AUX
cana-5717	103	12	also	also	ADV
cana-5717	103	13	applied	apply	VERB
cana-5717	103	14	to	to	ADP
cana-5717	103	15	these	these	DET
cana-5717	103	16	models	model	NOUN
cana-5717	103	17	,	,	PUNCT
cana-5717	103	18	enhancing	enhance	VERB
cana-5717	103	19	interpretability	interpretability	NOUN
cana-5717	103	20	.	.	PUNCT
cana-5717	104	1	the	the	DET
cana-5717	104	2	use	use	NOUN
cana-5717	104	3	of	of	ADP
cana-5717	104	4	more	more	ADJ
cana-5717	104	5	expressive	expressive	ADJ
cana-5717	104	6	lime	lime	NOUN
cana-5717	104	7	explanations	explanation	NOUN
cana-5717	104	8	provided	provide	VERB
cana-5717	104	9	clearer	clear	ADJ
cana-5717	104	10	insights	insight	NOUN
cana-5717	104	11	into	into	ADP
cana-5717	104	12	model	model	NOUN
cana-5717	104	13	predictions	prediction	NOUN
cana-5717	104	14	,	,	PUNCT
cana-5717	104	15	making	make	VERB
cana-5717	104	16	even	even	ADV
cana-5717	104	17	complex	complex	ADJ
cana-5717	104	18	models	model	NOUN
cana-5717	104	19	more	more	ADV
cana-5717	104	20	transparent	transparent	ADJ
cana-5717	104	21	.	.	PUNCT
cana-5717	105	1	overall	overall	ADJ
cana-5717	105	2	,	,	PUNCT
cana-5717	105	3	integrating	integrate	VERB
cana-5717	105	4	data	datum	NOUN
cana-5717	105	5	augmentation	augmentation	NOUN
cana-5717	105	6	,	,	PUNCT
cana-5717	105	7	class	class	NOUN
cana-5717	105	8	balancing	balancing	NOUN
cana-5717	105	9	strategies	strategy	NOUN
cana-5717	105	10	,	,	PUNCT
cana-5717	105	11	and	and	CCONJ
cana-5717	105	12	explainable	explainable	ADJ
cana-5717	105	13	ai	ai	NOUN
cana-5717	105	14	techniques	technique	NOUN
cana-5717	105	15	contributed	contribute	VERB
cana-5717	105	16	to	to	ADP
cana-5717	105	17	improved	improved	ADJ
cana-5717	105	18	model	model	NOUN
cana-5717	105	19	performance	performance	NOUN
cana-5717	105	20	,	,	PUNCT
cana-5717	105	21	interpretability	interpretability	NOUN
cana-5717	105	22	,	,	PUNCT
cana-5717	105	23	and	and	CCONJ
cana-5717	105	24	accountability	accountability	NOUN
cana-5717	105	25	in	in	ADP
cana-5717	105	26	decision	decision	NOUN
cana-5717	105	27	making	making	NOUN
cana-5717	105	28	.	.	PUNCT
cana-5717	106	1	references	reference	NOUN
cana-5717	106	2	[	[	X
cana-5717	106	3	1	1	NUM
cana-5717	106	4	]	]	X
cana-5717	106	5	ahmed	ahmed	PROPN
cana-5717	106	6	r.	r.	PROPN
cana-5717	106	7	,	,	PUNCT
cana-5717	106	8	imran	imran	PROPN
cana-5717	106	9	a.s	a.s	PROPN
cana-5717	106	10	.	.	PROPN
cana-5717	106	11	knee	knee	NOUN
cana-5717	106	12	osteoarthritis	osteoarthritis	NOUN
cana-5717	106	13	analysis	analysis	NOUN
cana-5717	106	14	using	use	VERB
cana-5717	106	15	deep	deep	ADJ
cana-5717	106	16	learning	learning	NOUN
cana-5717	106	17	and	and	CCONJ
cana-5717	106	18	xai	xai	PROPN
cana-5717	106	19	on	on	ADP
cana-5717	106	20	x	x	NOUN
cana-5717	106	21	-	-	NOUN
cana-5717	106	22	rays	ray	NOUN
cana-5717	106	23	.	.	PUNCT
cana-5717	107	1	j.	j.	PROPN
cana-5717	107	2	med	med	PROPN
cana-5717	107	3	.	.	PUNCT
cana-5717	108	1	imaging	image	VERB
cana-5717	108	2	health	health	NOUN
cana-5717	108	3	inform	inform	NOUN
cana-5717	108	4	.	.	PUNCT
cana-5717	109	1	2023;13[4]:512–524	2023;13[4]:512–524	NUM
cana-5717	109	2	.	.	PUNCT
cana-5717	110	1	[	[	X
cana-5717	110	2	2	2	NUM
cana-5717	110	3	]	]	X
cana-5717	110	4	akter	akter	NOUN
cana-5717	110	5	s.b	s.b	PROPN
cana-5717	110	6	.	.	PROPN
cana-5717	110	7	stroke	stroke	NOUN
cana-5717	110	8	probability	probability	NOUN
cana-5717	110	9	prediction	prediction	NOUN
cana-5717	110	10	from	from	ADP
cana-5717	110	11	medical	medical	ADJ
cana-5717	110	12	survey	survey	NOUN
cana-5717	110	13	data	datum	NOUN
cana-5717	110	14	:	:	PUNCT
cana-5717	110	15	ai	ai	VERB
cana-5717	110	16	-	-	PUNCT
cana-5717	110	17	driven	drive	VERB
cana-5717	110	18	analysis	analysis	NOUN
cana-5717	110	19	with	with	ADP
cana-5717	110	20	insightful	insightful	ADJ
cana-5717	110	21	feature	feature	NOUN
cana-5717	110	22	importance	importance	NOUN
cana-5717	110	23	using	use	VERB
cana-5717	110	24	explainable	explainable	ADJ
cana-5717	110	25	ai	ai	NOUN
cana-5717	110	26	[	[	X
cana-5717	110	27	xai	xai	X
cana-5717	110	28	]	]	PUNCT
cana-5717	110	29	.	.	PUNCT
cana-5717	111	1	ieee	ieee	NOUN
cana-5717	111	2	access	access	NOUN
cana-5717	111	3	.	.	PUNCT
cana-5717	112	1	2023;11:12345–12356	2023;11:12345–12356	X
cana-5717	112	2	.	.	PUNCT
cana-5717	113	1	[	[	X
cana-5717	113	2	3	3	X
cana-5717	113	3	]	]	PUNCT
cana-5717	113	4	agughasi	agughasi	PROPN
cana-5717	113	5	v.i	v.i	PROPN
cana-5717	113	6	.	.	PROPN
cana-5717	113	7	xai	xai	PROPN
cana-5717	113	8	:	:	PUNCT
cana-5717	113	9	an	an	DET
cana-5717	113	10	explainable	explainable	ADJ
cana-5717	113	11	ai	ai	NOUN
cana-5717	113	12	model	model	NOUN
cana-5717	113	13	for	for	ADP
cana-5717	113	14	the	the	DET
cana-5717	113	15	diagnosis	diagnosis	NOUN
cana-5717	113	16	of	of	ADP
cana-5717	113	17	copd	copd	NOUN
cana-5717	113	18	from	from	ADP
cana-5717	113	19	cxr	cxr	NOUN
cana-5717	113	20	images	image	NOUN
cana-5717	113	21	.	.	PUNCT
cana-5717	114	1	expert	expert	NOUN
cana-5717	114	2	syst	syst	PROPN
cana-5717	114	3	.	.	PUNCT
cana-5717	115	1	appl	appl	PROPN
cana-5717	115	2	.	.	PUNCT
cana-5717	116	1	2023;198:113821	2023;198:113821	NUM
cana-5717	116	2	.	.	PUNCT
cana-5717	117	1	[	[	X
cana-5717	117	2	4	4	NUM
cana-5717	117	3	]	]	X
cana-5717	117	4	van	van	PROPN
cana-5717	117	5	der	der	PROPN
cana-5717	117	6	velden	velden	PROPN
cana-5717	117	7	h.m	h.m	PROPN
cana-5717	117	8	.	.	PROPN
cana-5717	117	9	,	,	PUNCT
cana-5717	117	10	kuijf	kuijf	PROPN
cana-5717	117	11	h.j	h.j	PROPN
cana-5717	117	12	.	.	PROPN
cana-5717	117	13	,	,	PUNCT
cana-5717	117	14	gilhuijs	gilhuijs	PROPN
cana-5717	117	15	k.g.a	k.g.a	PROPN
cana-5717	117	16	.	.	PUNCT
cana-5717	117	17	,	,	PUNCT
cana-5717	117	18	viergever	viergever	PROPN
cana-5717	117	19	m.a	m.a	PROPN
cana-5717	117	20	.	.	PROPN
cana-5717	117	21	explainable	explainable	ADJ
cana-5717	117	22	artificial	artificial	ADJ
cana-5717	117	23	intelligence	intelligence	NOUN
cana-5717	117	24	[	[	X
cana-5717	117	25	xai	xai	X
cana-5717	117	26	]	]	PUNCT
cana-5717	117	27	in	in	ADP
cana-5717	117	28	deep	deep	ADJ
cana-5717	117	29	learning	learning	NOUN
cana-5717	117	30	-	-	PUNCT
cana-5717	117	31	based	base	VERB
cana-5717	117	32	medical	medical	ADJ
cana-5717	117	33	image	image	NOUN
cana-5717	117	34	analysis	analysis	NOUN
cana-5717	117	35	.	.	PUNCT
cana-5717	118	1	med	me	VERB
cana-5717	118	2	.	.	PUNCT
cana-5717	118	3	image	image	PROPN
cana-5717	118	4	anal	anal	NOUN
cana-5717	118	5	.	.	PUNCT
cana-5717	119	1	2022;79:102470	2022;79:102470	NUM
cana-5717	119	2	.	.	PUNCT
cana-5717	120	1	[	[	X
cana-5717	120	2	5	5	X
cana-5717	120	3	]	]	PUNCT
cana-5717	120	4	chaddad	chaddad	PROPN
cana-5717	120	5	a.	a.	PROPN
cana-5717	120	6	,	,	PUNCT
cana-5717	120	7	peng	peng	PROPN
cana-5717	120	8	j.	j.	PROPN
cana-5717	120	9	,	,	PUNCT
cana-5717	120	10	xu	xu	PROPN
cana-5717	120	11	j.	j.	PROPN
cana-5717	120	12	,	,	PUNCT
cana-5717	120	13	bouridane	bouridane	PROPN
cana-5717	120	14	a.	a.	NOUN
cana-5717	120	15	survey	survey	NOUN
cana-5717	120	16	of	of	ADP
cana-5717	120	17	explainable	explainable	ADJ
cana-5717	120	18	ai	ai	NOUN
cana-5717	120	19	techniques	technique	NOUN
cana-5717	120	20	in	in	ADP
cana-5717	120	21	healthcare	healthcare	PROPN
cana-5717	120	22	.	.	PUNCT
cana-5717	121	1	ieee	ieee	PROPN
cana-5717	121	2	trans	trans	PROPN
cana-5717	121	3	.	.	PUNCT
cana-5717	122	1	neural	neural	ADJ
cana-5717	122	2	netw	netw	NOUN
cana-5717	122	3	.	.	PUNCT
cana-5717	123	1	learn	learn	VERB
cana-5717	123	2	.	.	PUNCT
cana-5717	124	1	syst	syst	NOUN
cana-5717	124	2	.	.	PUNCT
cana-5717	125	1	2023;34[9]:4025–4040	2023;34[9]:4025–4040	NUM
cana-5717	125	2	.	.	PUNCT
cana-5717	126	1	[	[	X
cana-5717	126	2	6	6	NUM
cana-5717	126	3	]	]	X
cana-5717	126	4	dave	dave	PROPN
cana-5717	126	5	d.	d.	PROPN
cana-5717	126	6	,	,	PUNCT
cana-5717	126	7	naik	naik	PROPN
cana-5717	126	8	h.	h.	PROPN
cana-5717	126	9	,	,	PUNCT
cana-5717	126	10	singhal	singhal	PROPN
cana-5717	126	11	s.	s.	PROPN
cana-5717	126	12	,	,	PUNCT
cana-5717	126	13	patel	patel	PROPN
cana-5717	126	14	p.	p.	PROPN
cana-5717	126	15	explainable	explainable	ADJ
cana-5717	126	16	ai	ai	VERB
cana-5717	126	17	meets	meet	NOUN
cana-5717	126	18	healthcare	healthcare	NOUN
cana-5717	126	19	:	:	PUNCT
cana-5717	126	20	a	a	DET
cana-5717	126	21	study	study	NOUN
cana-5717	126	22	on	on	ADP
cana-5717	126	23	heart	heart	NOUN
cana-5717	126	24	disease	disease	NOUN
cana-5717	126	25	dataset	dataset	VERB
cana-5717	126	26	.	.	PUNCT
cana-5717	127	1	procedia	procedia	PROPN
cana-5717	127	2	comput	comput	PROPN
cana-5717	127	3	.	.	PUNCT
cana-5717	128	1	sci	sci	PROPN
cana-5717	128	2	.	.	PUNCT
cana-5717	128	3	2021;184:730–739	2021;184:730–739	NUM
cana-5717	128	4	.	.	PUNCT
cana-5717	129	1	[	[	X
cana-5717	129	2	7	7	X
cana-5717	129	3	]	]	X
cana-5717	129	4	güngör	güngör	PROPN
cana-5717	129	5	s.	s.	PROPN
cana-5717	129	6	,	,	PUNCT
cana-5717	129	7	kaya	kaya	PROPN
cana-5717	129	8	m.	m.	PROPN
cana-5717	129	9	automatic	automatic	ADJ
cana-5717	129	10	detection	detection	NOUN
cana-5717	129	11	of	of	ADP
cana-5717	129	12	covid-19	covid-19	PROPN
cana-5717	129	13	from	from	ADP
cana-5717	129	14	colorized	colorize	VERB
cana-5717	129	15	ct	ct	NUM
cana-5717	129	16	images	image	NOUN
cana-5717	129	17	using	use	VERB
cana-5717	129	18	deep	deep	ADJ
cana-5717	129	19	learning	learning	NOUN
cana-5717	129	20	.	.	PUNCT
cana-5717	130	1	comput	comput	NOUN
cana-5717	130	2	.	.	PUNCT
cana-5717	131	1	biol	biol	PROPN
cana-5717	131	2	.	.	PUNCT
cana-5717	132	1	med	med	PROPN
cana-5717	132	2	.	.	PUNCT
cana-5717	132	3	2021;137:104778	2021;137:104778	NUM
cana-5717	132	4	.	.	PUNCT
cana-5717	133	1	[	[	X
cana-5717	133	2	8	8	NUM
cana-5717	133	3	]	]	X
cana-5717	133	4	naeem	naeem	PROPN
cana-5717	133	5	h.	h.	PROPN
cana-5717	133	6	,	,	PUNCT
cana-5717	133	7	bin	bin	PROPN
cana-5717	133	8	-	-	NOUN
cana-5717	133	9	salem	salem	PROPN
cana-5717	133	10	a.a	a.a	PROPN
cana-5717	133	11	.	.	PROPN
cana-5717	133	12	a	a	DET
cana-5717	133	13	cnn	cnn	PROPN
cana-5717	133	14	-	-	PUNCT
cana-5717	133	15	lstm	lstm	ADJ
cana-5717	133	16	network	network	NOUN
cana-5717	133	17	with	with	ADP
cana-5717	133	18	multi	multi	ADJ
cana-5717	133	19	-	-	ADJ
cana-5717	133	20	level	level	ADJ
cana-5717	133	21	feature	feature	NOUN
cana-5717	133	22	extraction	extraction	NOUN
cana-5717	133	23	-	-	PUNCT
cana-5717	133	24	based	base	VERB
cana-5717	133	25	approach	approach	NOUN
cana-5717	133	26	for	for	ADP
cana-5717	133	27	automated	automate	VERB
cana-5717	133	28	detection	detection	NOUN
cana-5717	133	29	of	of	ADP
cana-5717	133	30	coronavirus	coronavirus	NOUN
cana-5717	133	31	from	from	ADP
cana-5717	133	32	ct	ct	NUM
cana-5717	133	33	scan	scan	NOUN
cana-5717	133	34	and	and	CCONJ
cana-5717	133	35	x	x	NOUN
cana-5717	133	36	-	-	NOUN
cana-5717	133	37	ray	ray	NOUN
cana-5717	133	38	images	image	NOUN
cana-5717	133	39	.	.	PUNCT
cana-5717	134	1	appl	appl	PROPN
cana-5717	134	2	.	.	PUNCT
cana-5717	134	3	soft	soft	ADJ
cana-5717	134	4	comput	comput	NOUN
cana-5717	134	5	.	.	PUNCT
cana-5717	135	1	2021;113:107918	2021;113:107918	NUM
cana-5717	135	2	.	.	PUNCT
cana-5717	136	1	[	[	X
cana-5717	136	2	9	9	NUM
cana-5717	136	3	]	]	X
cana-5717	136	4	jaiswal	jaiswal	PROPN
cana-5717	136	5	a.	a.	PROPN
cana-5717	136	6	,	,	PUNCT
cana-5717	136	7	singh	singh	PROPN
cana-5717	136	8	m.	m.	NOUN
cana-5717	136	9	,	,	PUNCT
cana-5717	136	10	sachdeva	sachdeva	PROPN
cana-5717	136	11	n.	n.	PROPN
cana-5717	136	12	empirical	empirical	ADJ
cana-5717	136	13	analysis	analysis	NOUN
cana-5717	136	14	of	of	ADP
cana-5717	136	15	heart	heart	NOUN
cana-5717	136	16	disease	disease	NOUN
cana-5717	136	17	prediction	prediction	NOUN
cana-5717	136	18	[	[	X
cana-5717	136	19	10	10	NUM
cana-5717	136	20	]	]	PUNCT
cana-5717	136	21	using	use	VERB
cana-5717	136	22	deep	deep	ADJ
cana-5717	136	23	learning	learning	NOUN
cana-5717	136	24	.	.	PUNCT
cana-5717	137	1	j.	j.	PROPN
cana-5717	137	2	big	big	PROPN
cana-5717	137	3	data	data	PROPN
cana-5717	137	4	.	.	PUNCT
cana-5717	138	1	2023;10[1]:1–22	2023;10[1]:1–22	X
cana-5717	138	2	.	.	PUNCT
cana-5717	139	1	[	[	X
cana-5717	139	2	11	11	NUM
cana-5717	139	3	]	]	X
cana-5717	139	4	karim	karim	PROPN
cana-5717	139	5	a.	a.	PROPN
cana-5717	139	6	,	,	PUNCT
cana-5717	139	7	islam	islam	PROPN
cana-5717	139	8	s.m.s	s.m.s	PROPN
cana-5717	139	9	.	.	PUNCT
cana-5717	140	1	fast	fast	ADJ
cana-5717	140	2	and	and	CCONJ
cana-5717	140	3	efficient	efficient	ADJ
cana-5717	140	4	lung	lung	NOUN
cana-5717	140	5	abnormality	abnormality	NOUN
cana-5717	140	6	identification	identification	NOUN
cana-5717	140	7	with	with	ADP
cana-5717	140	8	explainable	explainable	ADJ
cana-5717	140	9	ai	ai	NOUN
cana-5717	140	10	:	:	PUNCT
cana-5717	140	11	a	a	DET
cana-5717	140	12	comprehensive	comprehensive	ADJ
cana-5717	140	13	framework	framework	NOUN
cana-5717	140	14	for	for	ADP
cana-5717	140	15	chest	chest	NOUN
cana-5717	140	16	ct	ct	NUM
cana-5717	140	17	scan	scan	NOUN
cana-5717	140	18	and	and	CCONJ
cana-5717	140	19	x	x	NOUN
cana-5717	140	20	-	-	NOUN
cana-5717	140	21	ray	ray	NOUN
cana-5717	140	22	images	image	NOUN
cana-5717	140	23	.	.	PUNCT
cana-5717	141	1	ieee	ieee	PROPN
cana-5717	141	2	j.	j.	PROPN
cana-5717	141	3	biomed	biome	VERB
cana-5717	141	4	.	.	PUNCT
cana-5717	142	1	health	health	NOUN
cana-5717	142	2	inform	inform	NOUN
cana-5717	142	3	.	.	PUNCT
cana-5717	143	1	2024;28[3]:1011–1023	2024;28[3]:1011–1023	NUM
cana-5717	143	2	.	.	PUNCT
cana-5717	144	1	[	[	X
cana-5717	144	2	12	12	NUM
cana-5717	144	3	]	]	PUNCT
cana-5717	144	4	lanfer	lanfer	PROPN
cana-5717	144	5	e.	e.	PROPN
cana-5717	144	6	,	,	PUNCT
cana-5717	144	7	sylvester	sylvester	PROPN
cana-5717	144	8	s.	s.	PROPN
cana-5717	144	9	,	,	PUNCT
cana-5717	144	10	aschenbruck	aschenbruck	NOUN
cana-5717	144	11	n.	n.	PROPN
cana-5717	144	12	,	,	PUNCT
cana-5717	144	13	atzmueller	atzmueller	NOUN
cana-5717	144	14	m.	m.	NOUN
cana-5717	144	15	leveraging	leverage	VERB
cana-5717	144	16	explainable	explainable	ADJ
cana-5717	144	17	ai	ai	ADJ
cana-5717	144	18	methods	method	NOUN
cana-5717	144	19	towards	towards	ADP
cana-5717	144	20	identifying	identify	VERB
cana-5717	144	21	classification	classification	NOUN
cana-5717	144	22	issues	issue	NOUN
cana-5717	144	23	on	on	ADP
cana-5717	144	24	ids	id	NOUN
cana-5717	144	25	datasets	dataset	NOUN
cana-5717	144	26	.	.	PUNCT
cana-5717	145	1	j.	j.	PROPN
cana-5717	145	2	inf	inf	PROPN
cana-5717	145	3	.	.	PROPN
cana-5717	145	4	secur	secur	PROPN
cana-5717	145	5	.	.	PUNCT
cana-5717	146	1	appl	appl	PROPN
cana-5717	146	2	.	.	PUNCT
cana-5717	147	1	2023;68:103065	2023;68:103065	NUM
cana-5717	147	2	.	.	PUNCT
cana-5717	148	1	[	[	X
cana-5717	148	2	13	13	NUM
cana-5717	148	3	]	]	X
cana-5717	148	4	pathak	pathak	PROPN
cana-5717	148	5	m.	m.	PROPN
cana-5717	148	6	,	,	PUNCT
cana-5717	148	7	et	et	PROPN
cana-5717	148	8	al	al	PROPN
cana-5717	148	9	.	.	PUNCT
cana-5717	149	1	a	a	DET
cana-5717	149	2	robust	robust	ADJ
cana-5717	149	3	efficientnet	efficientnet	NOUN
cana-5717	149	4	architecture	architecture	NOUN
cana-5717	149	5	for	for	ADP
cana-5717	149	6	brain	brain	NOUN
cana-5717	149	7	tumor	tumor	NOUN
cana-5717	149	8	classification	classification	NOUN
cana-5717	149	9	and	and	CCONJ
cana-5717	149	10	identification	identification	NOUN
cana-5717	149	11	using	use	VERB
cana-5717	149	12	mri	mri	NOUN
cana-5717	149	13	image	image	NOUN
cana-5717	149	14	.	.	PUNCT
cana-5717	150	1	11th	11th	ADJ
cana-5717	150	2	int	int	NOUN
cana-5717	150	3	.	.	PUNCT
cana-5717	151	1	conf	conf	PROPN
cana-5717	151	2	.	.	PUNCT
cana-5717	152	1	intell	intell	PROPN
cana-5717	152	2	.	.	PUNCT
cana-5717	153	1	syst	syst	PROPN
cana-5717	153	2	.	.	PUNCT
cana-5717	153	3	embed	embed	PROPN
cana-5717	153	4	.	.	PUNCT
cana-5717	154	1	des	des	PROPN
cana-5717	154	2	.	.	PUNCT
cana-5717	155	1	[	[	X
cana-5717	155	2	ised	ise	VERB
cana-5717	155	3	]	]	PUNCT
cana-5717	155	4	.	.	PUNCT
cana-5717	156	1	2023;1–5	2023;1–5	NUM
cana-5717	156	2	.	.	PUNCT
cana-5717	157	1	[	[	X
cana-5717	157	2	14	14	NUM
cana-5717	157	3	]	]	X
cana-5717	157	4	maxwell	maxwell	PROPN
cana-5717	157	5	a.	a.	PROPN
cana-5717	157	6	,	,	PUNCT
cana-5717	157	7	li	li	PROPN
cana-5717	157	8	r.	r.	PROPN
cana-5717	157	9	,	,	PUNCT
cana-5717	157	10	yang	yang	PROPN
cana-5717	157	11	b.	b.	PROPN
cana-5717	157	12	,	,	PUNCT
cana-5717	157	13	et	et	PROPN
cana-5717	157	14	al	al	PROPN
cana-5717	157	15	.	.	PUNCT
cana-5717	158	1	deep	deep	ADJ
cana-5717	158	2	learning	learning	NOUN
cana-5717	158	3	architectures	architecture	NOUN
cana-5717	158	4	for	for	ADP
cana-5717	158	5	multi	multi	ADJ
cana-5717	158	6	-	-	ADJ
cana-5717	158	7	label	label	ADJ
cana-5717	158	8	classification	classification	NOUN
cana-5717	158	9	of	of	ADP
cana-5717	158	10	intelligent	intelligent	ADJ
cana-5717	158	11	health	health	NOUN
cana-5717	158	12	risk	risk	NOUN
cana-5717	158	13	prediction	prediction	NOUN
cana-5717	158	14	.	.	PUNCT
cana-5717	159	1	bmc	bmc	ADJ
cana-5717	159	2	bioinformatics	bioinformatics	PROPN
cana-5717	159	3	.	.	PUNCT
cana-5717	160	1	2022;18[suppl	2022;18[suppl	NUM
cana-5717	160	2	.	.	PUNCT
cana-5717	160	3	14]:523	14]:523	NUM
cana-5717	160	4	.	.	PUNCT
cana-5717	161	1	communications	communication	NOUN
cana-5717	161	2	on	on	ADP
cana-5717	161	3	applied	apply	VERB
cana-5717	161	4	nonlinear	nonlinear	ADJ
cana-5717	161	5	analysis	analysis	NOUN
cana-5717	161	6	issn	issn	NOUN
cana-5717	161	7	:	:	PUNCT
cana-5717	161	8	1074	1074	NUM
cana-5717	161	9	-	-	PUNCT
cana-5717	161	10	133x	133x	NUM
cana-5717	161	11	vol	vol	VERB
cana-5717	161	12	32	32	NUM
cana-5717	161	13	no	no	NOUN
cana-5717	161	14	.	.	PUNCT
cana-5717	162	1	10s	10	NOUN
cana-5717	162	2	(	(	PUNCT
cana-5717	162	3	2025	2025	NUM
cana-5717	162	4	)	)	PUNCT
cana-5717	162	5	2770	2770	NUM
cana-5717	162	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5717	163	1	[	[	X
cana-5717	163	2	15	15	NUM
cana-5717	163	3	]	]	X
cana-5717	163	4	onari	onari	ADJ
cana-5717	163	5	m.a	m.a	PROPN
cana-5717	163	6	.	.	PROPN
cana-5717	163	7	,	,	PUNCT
cana-5717	163	8	et	et	PROPN
cana-5717	163	9	al	al	PROPN
cana-5717	163	10	.	.	PROPN
cana-5717	163	11	comparing	compare	VERB
cana-5717	163	12	interpretable	interpretable	ADJ
cana-5717	163	13	ai	ai	NOUN
cana-5717	163	14	approaches	approach	NOUN
cana-5717	163	15	for	for	ADP
cana-5717	163	16	the	the	DET
cana-5717	163	17	clinical	clinical	ADJ
cana-5717	163	18	environment	environment	NOUN
cana-5717	163	19	:	:	PUNCT
cana-5717	163	20	an	an	DET
cana-5717	163	21	application	application	NOUN
cana-5717	163	22	to	to	ADP
cana-5717	163	23	covid-19	covid-19	PROPN
cana-5717	163	24	.	.	PUNCT
cana-5717	163	25	ieee	ieee	PROPN
cana-5717	163	26	conf	conf	NOUN
cana-5717	163	27	.	.	PUNCT
cana-5717	164	1	comput	comput	NOUN
cana-5717	164	2	.	.	PUNCT
cana-5717	165	1	intell	intell	PROPN
cana-5717	165	2	.	.	PUNCT
cana-5717	166	1	bioinf	bioinf	VERB
cana-5717	166	2	.	.	PUNCT
cana-5717	167	1	comput	comput	NOUN
cana-5717	167	2	.	.	PUNCT
cana-5717	168	1	biol	biol	PROPN
cana-5717	168	2	.	.	PUNCT
cana-5717	169	1	[	[	X
cana-5717	169	2	cibcb	cibcb	NOUN
cana-5717	169	3	]	]	X
cana-5717	169	4	.	.	PUNCT
cana-5717	170	1	2022;1–8	2022;1–8	NUM
cana-5717	170	2	.	.	PUNCT
cana-5717	171	1	[	[	X
cana-5717	171	2	16	16	NUM
cana-5717	171	3	]	]	PUNCT
cana-5717	171	4	rajjliwal	rajjliwal	NOUN
cana-5717	171	5	n.s	n.s	PROPN
cana-5717	171	6	.	.	PROPN
cana-5717	171	7	,	,	PUNCT
cana-5717	171	8	chetty	chetty	VERB
cana-5717	171	9	g.	g.	PROPN
cana-5717	171	10	cardiovascular	cardiovascular	ADJ
cana-5717	171	11	disease	disease	NOUN
cana-5717	171	12	detection	detection	NOUN
cana-5717	171	13	based	base	VERB
cana-5717	171	14	on	on	ADP
cana-5717	171	15	interpretable	interpretable	ADJ
cana-5717	171	16	and	and	CCONJ
cana-5717	171	17	explainable	explainable	ADJ
cana-5717	171	18	ai	ai	NOUN
cana-5717	171	19	.	.	PUNCT
cana-5717	171	20	ieee	ieee	PROPN
cana-5717	171	21	asia	asia	PROPN
cana-5717	171	22	-	-	PUNCT
cana-5717	171	23	pacific	pacific	PROPN
cana-5717	171	24	conf	conf	NOUN
cana-5717	171	25	.	.	PUNCT
cana-5717	172	1	comput	comput	NOUN
cana-5717	172	2	.	.	PUNCT
cana-5717	173	1	sci	sci	PROPN
cana-5717	173	2	.	.	PROPN
cana-5717	173	3	data	data	PROPN
cana-5717	173	4	eng	eng	PROPN
cana-5717	173	5	.	.	PUNCT
cana-5717	174	1	[	[	X
cana-5717	174	2	csde	csde	NOUN
cana-5717	174	3	]	]	PUNCT
cana-5717	174	4	.	.	PUNCT
cana-5717	175	1	2022;1–7	2022;1–7	NUM
cana-5717	175	2	.	.	PUNCT
cana-5717	176	1	[	[	X
cana-5717	176	2	17	17	NUM
cana-5717	176	3	]	]	X
cana-5717	176	4	pant	pant	PROPN
cana-5717	176	5	t.r	t.r	PROPN
cana-5717	176	6	.	.	PROPN
cana-5717	176	7	disease	disease	NOUN
cana-5717	176	8	classification	classification	NOUN
cana-5717	176	9	of	of	ADP
cana-5717	176	10	chest	chest	NOUN
cana-5717	176	11	x	x	NOUN
cana-5717	176	12	-	-	AUX
cana-5717	176	13	ray	ray	NOUN
cana-5717	176	14	using	use	VERB
cana-5717	176	15	cnn	cnn	PROPN
cana-5717	176	16	.	.	PUNCT
cana-5717	177	1	int	int	PROPN
cana-5717	177	2	.	.	PUNCT
cana-5717	178	1	j.	j.	PROPN
cana-5717	178	2	comput	comput	PROPN
cana-5717	178	3	.	.	PUNCT
cana-5717	179	1	appl	appl	PROPN
cana-5717	179	2	.	.	PUNCT
cana-5717	180	1	2021;175[14]:23–28	2021;175[14]:23–28	NUM
cana-5717	180	2	.	.	PUNCT
cana-5717	181	1	[	[	X
cana-5717	181	2	18	18	NUM
cana-5717	181	3	]	]	X
cana-5717	181	4	puente	puente	PROPN
cana-5717	181	5	f.	f.	PROPN
cana-5717	181	6	,	,	PUNCT
cana-5717	181	7	et	et	PROPN
cana-5717	181	8	al	al	PROPN
cana-5717	181	9	.	.	PROPN
cana-5717	181	10	predicting	predict	VERB
cana-5717	181	11	covid-19	covid-19	PROPN
cana-5717	181	12	cases	case	NOUN
cana-5717	181	13	using	use	VERB
cana-5717	181	14	deep	deep	ADJ
cana-5717	181	15	lstm	lstm	NOUN
cana-5717	181	16	and	and	CCONJ
cana-5717	181	17	cnn	cnn	PROPN
cana-5717	181	18	models	model	NOUN
cana-5717	181	19	.	.	PUNCT
cana-5717	182	1	ieee	ieee	NOUN
cana-5717	182	2	colombian	colombian	ADJ
cana-5717	182	3	conf	conf	NOUN
cana-5717	182	4	.	.	PUNCT
cana-5717	183	1	appl	appl	PROPN
cana-5717	183	2	.	.	PUNCT
cana-5717	184	1	comput	comput	PROPN
cana-5717	184	2	.	.	PUNCT
cana-5717	185	1	intell	intell	PROPN
cana-5717	185	2	.	.	PUNCT
cana-5717	186	1	[	[	X
cana-5717	186	2	colcaci	colcaci	NOUN
cana-5717	186	3	]	]	PUNCT
cana-5717	186	4	.	.	PUNCT
cana-5717	187	1	2023;1–6	2023;1–6	NUM
cana-5717	187	2	.	.	PUNCT
cana-5717	188	1	[	[	X
cana-5717	188	2	19	19	NUM
cana-5717	188	3	]	]	PUNCT
cana-5717	188	4	romalt	romalt	NOUN
cana-5717	188	5	a.a	a.a	PROPN
cana-5717	188	6	.	.	PROPN
cana-5717	188	7	,	,	PUNCT
cana-5717	188	8	kumar	kumar	PROPN
cana-5717	188	9	r.m.s	r.m.s	PROPN
cana-5717	188	10	.	.	PUNCT
cana-5717	189	1	prediction	prediction	NOUN
cana-5717	189	2	of	of	ADP
cana-5717	189	3	cardiovascular	cardiovascular	ADJ
cana-5717	189	4	disease	disease	NOUN
cana-5717	189	5	by	by	ADP
cana-5717	189	6	deep	deep	ADJ
cana-5717	189	7	learning	learning	NOUN
cana-5717	189	8	and	and	CCONJ
cana-5717	189	9	machine	machine	NOUN
cana-5717	189	10	learning	learn	VERB
cana-5717	189	11	a	a	DET
cana-5717	189	12	combined	combine	VERB
cana-5717	189	13	data	data	NOUN
cana-5717	189	14	science	science	NOUN
cana-5717	189	15	approach	approach	NOUN
cana-5717	189	16	.	.	PUNCT
cana-5717	190	1	procedia	procedia	PROPN
cana-5717	190	2	comput	comput	PROPN
cana-5717	190	3	.	.	PUNCT
cana-5717	191	1	sci	sci	PROPN
cana-5717	191	2	.	.	PUNCT
cana-5717	191	3	2022;200:1123–1130	2022;200:1123–1130	NUM
cana-5717	191	4	.	.	PUNCT
cana-5717	192	1	[	[	X
cana-5717	192	2	20	20	NUM
cana-5717	192	3	]	]	PUNCT
cana-5717	192	4	brdnik	brdnik	PROPN
cana-5717	192	5	s.	s.	PROPN
cana-5717	192	6	,	,	PUNCT
cana-5717	192	7	šumak	šumak	PROPN
cana-5717	192	8	b.	b.	PROPN
cana-5717	192	9	current	current	ADJ
cana-5717	192	10	trends	trend	NOUN
cana-5717	192	11	,	,	PUNCT
cana-5717	192	12	challenges	challenge	NOUN
cana-5717	192	13	and	and	CCONJ
cana-5717	192	14	techniques	technique	NOUN
cana-5717	192	15	in	in	ADP
cana-5717	192	16	xai	xai	PROPN
cana-5717	192	17	field	field	PROPN
cana-5717	192	18	:	:	PUNCT
cana-5717	192	19	a	a	DET
cana-5717	192	20	tertiary	tertiary	ADJ
cana-5717	192	21	study	study	NOUN
cana-5717	192	22	of	of	ADP
cana-5717	192	23	xai	xai	PROPN
cana-5717	192	24	research	research	PROPN
cana-5717	192	25	.	.	PUNCT
cana-5717	193	1	47th	47th	ADJ
cana-5717	193	2	mipro	mipro	ADJ
cana-5717	193	3	ict	ict	PROPN
cana-5717	193	4	electron	electron	NOUN
cana-5717	193	5	.	.	PUNCT
cana-5717	194	1	conv	conv	ADJ
cana-5717	194	2	.	.	PUNCT
cana-5717	195	1	[	[	X
cana-5717	195	2	mipro	mipro	X
cana-5717	195	3	]	]	X
cana-5717	195	4	.	.	PUNCT
cana-5717	196	1	2024;2032–2038	2024;2032–2038	X
cana-5717	196	2	.	.	PUNCT
cana-5717	197	1	[	[	X
cana-5717	197	2	21	21	NUM
cana-5717	197	3	]	]	X
cana-5717	197	4	cheng	cheng	PROPN
cana-5717	197	5	s.	s.	PROPN
cana-5717	197	6	,	,	PUNCT
cana-5717	197	7	et	et	PROPN
cana-5717	197	8	al	al	PROPN
cana-5717	197	9	.	.	PUNCT
cana-5717	198	1	the	the	DET
cana-5717	198	2	application	application	NOUN
cana-5717	198	3	of	of	ADP
cana-5717	198	4	interpretable	interpretable	ADJ
cana-5717	198	5	machine	machine	NOUN
cana-5717	198	6	learning	learning	NOUN
cana-5717	198	7	model	model	NOUN
cana-5717	198	8	based	base	VERB
cana-5717	198	9	on	on	ADP
cana-5717	198	10	comparative	comparative	ADJ
cana-5717	198	11	learning	learning	NOUN
cana-5717	198	12	and	and	CCONJ
cana-5717	198	13	narmax	narmax	NOUN
cana-5717	198	14	in	in	ADP
cana-5717	198	15	epidemic	epidemic	NOUN
cana-5717	198	16	research	research	NOUN
cana-5717	198	17	.	.	PUNCT
cana-5717	199	1	ieee	ieee	PROPN
cana-5717	199	2	int	int	PROPN
cana-5717	199	3	.	.	PUNCT
cana-5717	200	1	conf	conf	PROPN
cana-5717	200	2	.	.	PUNCT
cana-5717	201	1	artif	artif	PROPN
cana-5717	201	2	.	.	PUNCT
cana-5717	202	1	intell	intell	PROPN
cana-5717	202	2	.	.	PUNCT
cana-5717	203	1	comput	comput	PROPN
cana-5717	203	2	.	.	PUNCT
cana-5717	204	1	appl	appl	PROPN
cana-5717	204	2	.	.	PUNCT
cana-5717	205	1	[	[	X
cana-5717	205	2	icaica	icaica	X
cana-5717	205	3	]	]	X
cana-5717	205	4	.	.	PUNCT
cana-5717	206	1	2022;1071–1076	2022;1071–1076	NUM
cana-5717	206	2	.	.	PUNCT
cana-5717	207	1	[	[	X
cana-5717	207	2	22	22	NUM
cana-5717	207	3	]	]	PUNCT
cana-5717	207	4	abeyagunasekera	abeyagunasekera	NOUN
cana-5717	207	5	s.h.p	s.h.p	NOUN
cana-5717	207	6	.	.	PUNCT
cana-5717	207	7	,	,	PUNCT
cana-5717	207	8	et	et	PROPN
cana-5717	207	9	al	al	PROPN
cana-5717	207	10	.	.	PUNCT
cana-5717	208	1	lisa	lisa	PROPN
cana-5717	208	2	:	:	PUNCT
cana-5717	208	3	enhance	enhance	VERB
cana-5717	208	4	the	the	DET
cana-5717	208	5	explainability	explainability	NOUN
cana-5717	208	6	of	of	ADP
cana-5717	208	7	medical	medical	ADJ
cana-5717	208	8	images	image	NOUN
cana-5717	208	9	unifying	unify	VERB
cana-5717	208	10	current	current	ADJ
cana-5717	208	11	xai	xai	PROPN
cana-5717	208	12	techniques	technique	NOUN
cana-5717	208	13	.	.	PUNCT
cana-5717	209	1	ieee	ieee	PROPN
cana-5717	209	2	7th	7th	ADJ
cana-5717	209	3	int	int	PROPN
cana-5717	209	4	.	.	PUNCT
cana-5717	210	1	conf	conf	PROPN
cana-5717	210	2	.	.	PUNCT
cana-5717	211	1	converg	converg	PROPN
cana-5717	211	2	.	.	PUNCT
cana-5717	212	1	technol	technol	ADJ
cana-5717	212	2	.	.	PUNCT
cana-5717	213	1	[	[	X
cana-5717	213	2	i2ct	i2ct	X
cana-5717	213	3	]	]	PUNCT
cana-5717	213	4	.	.	PUNCT
cana-5717	214	1	2022;1–9	2022;1–9	NUM
cana-5717	214	2	.	.	PUNCT
cana-5717	215	1	[	[	X
cana-5717	215	2	23	23	NUM
cana-5717	215	3	]	]	X
cana-5717	215	4	talapaneni	talapaneni	PROPN
cana-5717	215	5	s.	s.	PROPN
cana-5717	215	6	,	,	PUNCT
cana-5717	215	7	et	et	PROPN
cana-5717	215	8	al	al	PROPN
cana-5717	215	9	.	.	PROPN
cana-5717	215	10	enhancing	enhance	VERB
cana-5717	215	11	heart	heart	NOUN
cana-5717	215	12	disease	disease	NOUN
cana-5717	215	13	prediction	prediction	NOUN
cana-5717	215	14	and	and	CCONJ
cana-5717	215	15	analysis	analysis	NOUN
cana-5717	215	16	:	:	PUNCT
cana-5717	215	17	an	an	DET
cana-5717	215	18	efficient	efficient	ADJ
cana-5717	215	19	voting	voting	NOUN
cana-5717	215	20	ensemble	ensemble	ADJ
cana-5717	215	21	model	model	NOUN
cana-5717	215	22	.	.	PUNCT
cana-5717	216	1	int	int	NOUN
cana-5717	216	2	.	.	PUNCT
cana-5717	216	3	conf	conf	PROPN
cana-5717	216	4	.	.	PUNCT
cana-5717	217	1	commun	commun	PROPN
cana-5717	217	2	.	.	PUNCT
cana-5717	218	1	comput	comput	PROPN
cana-5717	218	2	.	.	PUNCT
cana-5717	219	1	sci	sci	PROPN
cana-5717	219	2	.	.	PUNCT
cana-5717	220	1	eng	eng	PROPN
cana-5717	220	2	.	.	PUNCT
cana-5717	221	1	[	[	X
cana-5717	221	2	ic3se	ic3se	X
cana-5717	221	3	]	]	SYM
cana-5717	221	4	.	.	PUNCT
cana-5717	222	1	2024;156–160	2024;156–160	NUM
cana-5717	222	2	.	.	PUNCT
cana-5717	223	1	[	[	X
cana-5717	223	2	24	24	NUM
cana-5717	223	3	]	]	PUNCT
cana-5717	223	4	saednia	saednia	PROPN
cana-5717	223	5	k.	k.	PROPN
cana-5717	223	6	,	,	PUNCT
cana-5717	223	7	jalalifar	jalalifar	PROPN
cana-5717	223	8	a.	a.	PROPN
cana-5717	223	9	,	,	PUNCT
cana-5717	223	10	ebrahimi	ebrahimi	PROPN
cana-5717	223	11	s.	s.	PROPN
cana-5717	223	12	deep	deep	PROPN
cana-5717	223	13	neural	neural	ADJ
cana-5717	223	14	network	network	NOUN
cana-5717	223	15	for	for	ADP
cana-5717	223	16	annotating	annotate	VERB
cana-5717	223	17	abnormalities	abnormality	NOUN
cana-5717	223	18	in	in	ADP
cana-5717	223	19	chest	chest	NOUN
cana-5717	223	20	x	x	NOUN
cana-5717	223	21	-	-	NOUN
cana-5717	223	22	ray	ray	NOUN
cana-5717	223	23	images	image	NOUN
cana-5717	223	24	.	.	PUNCT
cana-5717	224	1	ieee	ieee	NOUN
cana-5717	224	2	access	access	NOUN
cana-5717	224	3	.	.	PUNCT
cana-5717	225	1	2022;10:87599–87608	2022;10:87599–87608	NOUN
cana-5717	225	2	.	.	PUNCT
cana-5717	226	1	[	[	X
cana-5717	226	2	25	25	NUM
cana-5717	226	3	]	]	PUNCT
cana-5717	226	4	saraswat	saraswat	PROPN
cana-5717	226	5	d.	d.	PROPN
cana-5717	226	6	,	,	PUNCT
cana-5717	226	7	et	et	PROPN
cana-5717	226	8	al	al	PROPN
cana-5717	226	9	.	.	PUNCT
cana-5717	227	1	explainable	explainable	ADJ
cana-5717	227	2	ai	ai	VERB
cana-5717	227	3	for	for	ADP
cana-5717	227	4	healthcare	healthcare	NOUN
cana-5717	227	5	5.0	5.0	NUM
cana-5717	227	6	:	:	PUNCT
cana-5717	227	7	opportunities	opportunity	NOUN
cana-5717	227	8	and	and	CCONJ
cana-5717	227	9	challenges	challenge	NOUN
cana-5717	227	10	.	.	PUNCT
cana-5717	228	1	ieee	ieee	NOUN
cana-5717	228	2	access	access	NOUN
cana-5717	228	3	.	.	PUNCT
cana-5717	229	1	2022;10:68456–68474	2022;10:68456–68474	ADJ
cana-5717	229	2	.	.	PUNCT
cana-5717	230	1	[	[	X
cana-5717	230	2	26	26	NUM
cana-5717	230	3	]	]	X
cana-5717	230	4	tsoumakas	tsoumakas	PROPN
cana-5717	230	5	g.	g.	PROPN
cana-5717	230	6	,	,	PUNCT
cana-5717	230	7	vlahavas	vlahavas	PROPN
cana-5717	230	8	i.	i.	PROPN
cana-5717	230	9	a	a	DET
cana-5717	230	10	review	review	NOUN
cana-5717	230	11	of	of	ADP
cana-5717	230	12	multi	multi	ADJ
cana-5717	230	13	-	-	ADJ
cana-5717	230	14	label	label	ADJ
cana-5717	230	15	classification	classification	NOUN
cana-5717	230	16	methods	method	NOUN
cana-5717	230	17	.	.	PUNCT
cana-5717	231	1	2022;12[4]:51–64	2022;12[4]:51–64	X
cana-5717	231	2	.	.	PUNCT
cana-5717	232	1	[	[	X
cana-5717	232	2	27	27	NUM
cana-5717	232	3	]	]	X
cana-5717	232	4	tyagi	tyagi	PROPN
cana-5717	232	5	s.	s.	PROPN
cana-5717	232	6	detecting	detect	VERB
cana-5717	232	7	diabetic	diabetic	ADJ
cana-5717	232	8	retinopathy	retinopathy	ADJ
cana-5717	232	9	using	use	VERB
cana-5717	232	10	resnet50	resnet50	NOUN
cana-5717	232	11	and	and	CCONJ
cana-5717	232	12	explainable	explainable	ADJ
cana-5717	232	13	ai	ai	NOUN
cana-5717	232	14	.	.	PUNCT
cana-5717	233	1	j.	j.	PROPN
cana-5717	233	2	med	med	PROPN
cana-5717	233	3	.	.	PUNCT
cana-5717	234	1	syst	syst	PROPN
cana-5717	234	2	.	.	PUNCT
cana-5717	235	1	2023;47[2]:1–10	2023;47[2]:1–10	NUM
cana-5717	235	2	.	.	PUNCT
cana-5717	236	1	[	[	X
cana-5717	236	2	28	28	NUM
cana-5717	236	3	]	]	X
cana-5717	236	4	wu	wu	PROPN
cana-5717	236	5	x.	x.	PROPN
cana-5717	236	6	,	,	PUNCT
cana-5717	236	7	bell	bell	PROPN
cana-5717	236	8	p.	p.	PROPN
cana-5717	236	9	,	,	PUNCT
cana-5717	236	10	rajan	rajan	PROPN
cana-5717	236	11	a.	a.	PROPN
cana-5717	236	12	can	can	AUX
cana-5717	236	13	we	we	PRON
cana-5717	236	14	trust	trust	VERB
cana-5717	236	15	explainable	explainable	ADJ
cana-5717	236	16	ai	ai	NOUN
cana-5717	236	17	methods	method	NOUN
cana-5717	236	18	on	on	ADP
cana-5717	236	19	asr	asr	PROPN
cana-5717	236	20	?	?	PUNCT
cana-5717	237	1	an	an	DET
cana-5717	237	2	evaluation	evaluation	NOUN
cana-5717	237	3	on	on	ADP
cana-5717	237	4	phoneme	phoneme	NOUN
cana-5717	237	5	recognition	recognition	NOUN
cana-5717	237	6	.	.	PUNCT
cana-5717	238	1	ieee	ieee	PROPN
cana-5717	238	2	/	/	SYM
cana-5717	238	3	acm	acm	PROPN
cana-5717	238	4	trans	trans	PROPN
cana-5717	238	5	.	.	PUNCT
cana-5717	238	6	audio	audio	PROPN
cana-5717	238	7	speech	speech	NOUN
cana-5717	238	8	lang	lang	PROPN
cana-5717	238	9	.	.	PUNCT
cana-5717	238	10	process	process	NOUN
cana-5717	238	11	.	.	PUNCT
cana-5717	239	1	2024;32:1–13	2024;32:1–13	NUM
cana-5717	239	2	.	.	PUNCT
cana-5717	240	1	[	[	X
cana-5717	240	2	29	29	NUM
cana-5717	240	3	]	]	X
cana-5717	240	4	yang	yang	PROPN
cana-5717	240	5	c.c	c.c	PROPN
cana-5717	240	6	.	.	PROPN
cana-5717	240	7	explainable	explainable	ADJ
cana-5717	240	8	artificial	artificial	ADJ
cana-5717	240	9	intelligence	intelligence	NOUN
cana-5717	240	10	for	for	ADP
cana-5717	240	11	predictive	predictive	ADJ
cana-5717	240	12	modeling	modeling	NOUN
cana-5717	240	13	in	in	ADP
cana-5717	240	14	healthcare	healthcare	PROPN
cana-5717	240	15	.	.	PUNCT
cana-5717	241	1	j.	j.	PROPN
cana-5717	241	2	healthc	healthc	PROPN
cana-5717	241	3	.	.	PUNCT
cana-5717	242	1	inform	inform	NOUN
cana-5717	242	2	.	.	PUNCT
cana-5717	243	1	res	re	NOUN
cana-5717	243	2	.	.	PUNCT
cana-5717	244	1	2022;6:228–239	2022;6:228–239	NUM
cana-5717	244	2	.	.	PUNCT
cana-5717	245	1	[	[	X
cana-5717	245	2	30	30	NUM
cana-5717	245	3	]	]	X
cana-5717	245	4	coppola	coppola	PROPN
cana-5717	245	5	f.	f.	PROPN
cana-5717	245	6	,	,	PUNCT
cana-5717	245	7	faggioni	faggioni	PROPN
cana-5717	245	8	l.	l.	PROPN
cana-5717	245	9	,	,	PUNCT
cana-5717	245	10	regge	regge	PROPN
cana-5717	245	11	d.	d.	PROPN
cana-5717	245	12	,	,	PUNCT
cana-5717	245	13	giovagnoni	giovagnoni	PROPN
cana-5717	245	14	a.	a.	PROPN
cana-5717	245	15	,	,	PUNCT
cana-5717	245	16	golfieri	golfieri	PROPN
cana-5717	245	17	r.	r.	PROPN
cana-5717	245	18	,	,	PUNCT
cana-5717	245	19	bibbolino	bibbolino	PROPN
cana-5717	245	20	c.	c.	PROPN
cana-5717	245	21	,	,	PUNCT
cana-5717	245	22	miele	miele	PROPN
cana-5717	245	23	v.	v.	PROPN
cana-5717	245	24	,	,	PUNCT
cana-5717	245	25	neri	neri	PROPN
cana-5717	245	26	e.	e.	PROPN
cana-5717	245	27	,	,	PUNCT
cana-5717	245	28	grassi	grassi	PROPN
cana-5717	245	29	r.	r.	PROPN
cana-5717	245	30	artificial	artificial	PROPN
cana-5717	245	31	intelligence	intelligence	NOUN
cana-5717	245	32	:	:	PUNCT
cana-5717	245	33	radiologists	radiologist	VERB
cana-5717	245	34	’	'	PUNCT
cana-5717	245	35	expectations	expectation	NOUN
cana-5717	245	36	and	and	CCONJ
cana-5717	245	37	opinions	opinion	NOUN
cana-5717	245	38	gleaned	glean	VERB
cana-5717	245	39	from	from	ADP
cana-5717	245	40	a	a	DET
cana-5717	245	41	nationwide	nationwide	ADJ
cana-5717	245	42	online	online	ADJ
cana-5717	245	43	survey	survey	NOUN
cana-5717	245	44	.	.	PUNCT
cana-5717	246	1	radiol	radiol	NOUN
cana-5717	246	2	.	.	PUNCT
cana-5717	247	1	med	med	ADJ
cana-5717	247	2	.	.	PUNCT
cana-5717	248	1	2021;126[1]:63	2021;126[1]:63	NUM
cana-5717	248	2	-	-	SYM
cana-5717	248	3	71	71	NUM
cana-5717	248	4	.	.	PUNCT
cana-5717	249	1	doi	doi	NOUN
cana-5717	249	2	:	:	PUNCT
cana-5717	249	3	10.1007	10.1007	NUM
cana-5717	249	4	/	/	SYM
cana-5717	249	5	s11547	s11547	ADJ
cana-5717	249	6	-	-	PUNCT
cana-5717	249	7	020	020	NUM
cana-5717	249	8	-	-	PUNCT
cana-5717	249	9	01205	01205	NUM
cana-5717	249	10	-	-	PUNCT
cana-5717	249	11	y.	y.	NOUN
cana-5717	250	1	[	[	X
cana-5717	250	2	31	31	NUM
cana-5717	250	3	]	]	X
cana-5717	250	4	tang	tang	PROPN
cana-5717	250	5	a.	a.	PROPN
cana-5717	250	6	,	,	PUNCT
cana-5717	250	7	tam	tam	PROPN
cana-5717	250	8	r.	r.	PROPN
cana-5717	250	9	,	,	PUNCT
cana-5717	250	10	cadrin	cadrin	ADJ
cana-5717	250	11	-	-	PUNCT
cana-5717	250	12	chênevert	chênevert	NOUN
cana-5717	250	13	a.	a.	NOUN
cana-5717	250	14	,	,	PUNCT
cana-5717	250	15	guest	guest	PROPN
cana-5717	250	16	w.	w.	PROPN
cana-5717	250	17	,	,	PUNCT
cana-5717	250	18	chong	chong	PROPN
cana-5717	250	19	j.	j.	PROPN
cana-5717	250	20	,	,	PUNCT
cana-5717	250	21	barfett	barfett	PROPN
cana-5717	250	22	j.	j.	PROPN
cana-5717	250	23	,	,	PUNCT
cana-5717	250	24	chepelev	chepelev	PROPN
cana-5717	250	25	l.	l.	PROPN
cana-5717	250	26	,	,	PUNCT
cana-5717	250	27	cairns	cairns	PROPN
cana-5717	250	28	r.	r.	PROPN
cana-5717	250	29	,	,	PUNCT
cana-5717	250	30	mitchell	mitchell	PROPN
cana-5717	250	31	j.r	j.r	PROPN
cana-5717	250	32	.	.	PROPN
cana-5717	250	33	,	,	PUNCT
cana-5717	250	34	cicero	cicero	PROPN
cana-5717	250	35	m.d	m.d	PROPN
cana-5717	250	36	.	.	PROPN
cana-5717	250	37	,	,	PUNCT
cana-5717	250	38	poudrette	poudrette	PROPN
cana-5717	250	39	m.g	m.g	PROPN
cana-5717	250	40	.	.	PROPN
cana-5717	250	41	,	,	PUNCT
cana-5717	250	42	jaremko	jaremko	PROPN
cana-5717	250	43	j.l	j.l	PROPN
cana-5717	250	44	.	.	PROPN
cana-5717	250	45	,	,	PUNCT
cana-5717	250	46	reinhold	reinhold	PROPN
cana-5717	250	47	c.	c.	PROPN
cana-5717	250	48	,	,	PUNCT
cana-5717	250	49	gallix	gallix	PROPN
cana-5717	250	50	b.	b.	PROPN
cana-5717	250	51	,	,	PUNCT
cana-5717	250	52	gray	gray	PROPN
cana-5717	250	53	b.	b.	PROPN
cana-5717	250	54	,	,	PUNCT
cana-5717	250	55	geis	geis	PROPN
cana-5717	250	56	r.	r.	PROPN
cana-5717	250	57	canadian	canadian	PROPN
cana-5717	250	58	association	association	PROPN
cana-5717	250	59	of	of	ADP
cana-5717	250	60	radiologists	radiologists	PROPN
cana-5717	250	61	white	white	PROPN
cana-5717	250	62	paper	paper	NOUN
cana-5717	250	63	on	on	ADP
cana-5717	250	64	artificial	artificial	ADJ
cana-5717	250	65	intelligence	intelligence	NOUN
cana-5717	250	66	in	in	ADP
cana-5717	250	67	radiology	radiology	NOUN
cana-5717	250	68	.	.	PUNCT
cana-5717	251	1	can	can	AUX
cana-5717	251	2	.	.	PUNCT
cana-5717	252	1	assoc	assoc	PROPN
cana-5717	252	2	.	.	PUNCT
cana-5717	253	1	radiol	radiol	PROPN
cana-5717	253	2	.	.	PUNCT
cana-5717	254	1	j.	j.	PROPN
cana-5717	254	2	2018;69[2]:120	2018;69[2]:120	PROPN
cana-5717	254	3	-	-	PUNCT
cana-5717	254	4	135	135	NUM
cana-5717	254	5	.	.	PUNCT
cana-5717	255	1	doi	doi	NOUN
cana-5717	255	2	:	:	PUNCT
cana-5717	255	3	10.1016	10.1016	NUM
cana-5717	255	4	/	/	SYM
cana-5717	255	5	j.carj.2018.02.002	j.carj.2018.02.002	NOUN
cana-5717	255	6	.	.	PUNCT