id	sid	tid	token	lemma	pos
cana-2054	1	1	communications	communication	NOUN
cana-2054	1	2	on	on	ADP
cana-2054	1	3	applied	apply	VERB
cana-2054	1	4	nonlinear	nonlinear	ADJ
cana-2054	1	5	analysis	analysis	NOUN
cana-2054	1	6	issn	issn	NOUN
cana-2054	1	7	:	:	PUNCT
cana-2054	1	8	1074	1074	NUM
cana-2054	1	9	-	-	PUNCT
cana-2054	1	10	133x	133x	NUM
cana-2054	1	11	vol	vol	NOUN
cana-2054	1	12	32	32	NUM
cana-2054	1	13	no	no	NOUN
cana-2054	1	14	.	.	NOUN
cana-2054	1	15	3	3	NUM
cana-2054	1	16	(	(	PUNCT
cana-2054	1	17	2025	2025	NUM
cana-2054	1	18	)	)	PUNCT
cana-2054	1	19	565	565	NUM
cana-2054	1	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-2054	1	21	enhancing	enhance	VERB
cana-2054	1	22	the	the	DET
cana-2054	1	23	medical	medical	ADJ
cana-2054	1	24	diagnosis	diagnosis	NOUN
cana-2054	1	25	system	system	NOUN
cana-2054	1	26	and	and	CCONJ
cana-2054	1	27	treatment	treatment	NOUN
cana-2054	1	28	by	by	ADP
cana-2054	1	29	counterfactual	counterfactual	ADJ
cana-2054	1	30	diagnostic	diagnostic	ADJ
cana-2054	1	31	algorithm	algorithm	PROPN
cana-2054	1	32	dr	dr	PROPN
cana-2054	1	33	.	.	PROPN
cana-2054	1	34	k.	k.	PROPN
cana-2054	1	35	rama	rama	PROPN
cana-2054	2	1	krishna1	krishna1	PROPN
cana-2054	2	2	,	,	PUNCT
cana-2054	2	3	p	p	PROPN
cana-2054	2	4	prabakaran2	prabakaran2	PROPN
cana-2054	2	5	,	,	PUNCT
cana-2054	2	6	prof	prof	PROPN
cana-2054	2	7	.	.	PROPN
cana-2054	2	8	monali	monali	PROPN
cana-2054	2	9	shetty3	shetty3	PROPN
cana-2054	2	10	,	,	PUNCT
cana-2054	2	11	vikash	vikash	PROPN
cana-2054	2	12	sawan4	sawan4	PROPN
cana-2054	2	13	,	,	PUNCT
cana-2054	2	14	dr	dr	PROPN
cana-2054	2	15	.	.	PROPN
cana-2054	2	16	hari	hari	PROPN
cana-2054	2	17	jyothula	jyothula	PROPN
cana-2054	2	18	5	5	NUM
cana-2054	2	19	,	,	PUNCT
cana-2054	2	20	dr.s.suma	dr.s.suma	PROPN
cana-2054	2	21	christal	christal	PROPN
cana-2054	2	22	mary	mary	PROPN
cana-2054	2	23	sundararajan	sundararajan	PROPN
cana-2054	2	24	6	6	NUM
cana-2054	2	25	1department	1department	NUM
cana-2054	2	26	of	of	ADP
cana-2054	2	27	information	information	NOUN
cana-2054	2	28	technology	technology	NOUN
cana-2054	2	29	,	,	PUNCT
cana-2054	2	30	vasavi	vasavi	ADJ
cana-2054	2	31	college	college	NOUN
cana-2054	2	32	of	of	ADP
cana-2054	2	33	engineering	engineering	PROPN
cana-2054	2	34	,	,	PUNCT
cana-2054	2	35	hyderabad	hyderabad	PROPN
cana-2054	2	36	,	,	PUNCT
cana-2054	2	37	india	india	PROPN
cana-2054	2	38	.	.	PUNCT
cana-2054	3	1	k.ramakrishna@staff.vce.ac.in	k.ramakrishna@staff.vce.ac.in	PROPN
cana-2054	4	1	2department	2department	NUM
cana-2054	4	2	of	of	ADP
cana-2054	4	3	computer	computer	NOUN
cana-2054	4	4	science	science	NOUN
cana-2054	4	5	and	and	CCONJ
cana-2054	4	6	engineering	engineering	NOUN
cana-2054	4	7	,	,	PUNCT
cana-2054	4	8	koneru	koneru	PROPN
cana-2054	4	9	lakshmaiah	lakshmaiah	PROPN
cana-2054	4	10	education	education	PROPN
cana-2054	4	11	foundation	foundation	PROPN
cana-2054	4	12	,	,	PUNCT
cana-2054	4	13	vaddeswaram	vaddeswaram	PROPN
cana-2054	4	14	,	,	PUNCT
cana-2054	4	15	india	india	PROPN
cana-2054	4	16	.	.	PUNCT
cana-2054	5	1	pprabakaran@kluniversity.in	pprabakaran@kluniversity.in	PROPN
cana-2054	6	1	3department	3department	NUM
cana-2054	6	2	of	of	ADP
cana-2054	6	3	computer	computer	NOUN
cana-2054	6	4	engineering	engineering	NOUN
cana-2054	6	5	,	,	PUNCT
cana-2054	6	6	fr	fr	PROPN
cana-2054	6	7	.	.	PUNCT
cana-2054	6	8	conceição	conceição	PROPN
cana-2054	6	9	rodrigues	rodrigues	PROPN
cana-2054	6	10	college	college	PROPN
cana-2054	6	11	of	of	ADP
cana-2054	6	12	engineering	engineering	PROPN
cana-2054	6	13	,	,	PUNCT
cana-2054	6	14	mumbai	mumbai	PROPN
cana-2054	6	15	,	,	PUNCT
cana-2054	6	16	india	india	PROPN
cana-2054	6	17	.	.	PUNCT
cana-2054	7	1	shettymonalin@gmail.com	shettymonalin@gmail.com	X
cana-2054	7	2	4department	4department	NUM
cana-2054	7	3	of	of	ADP
cana-2054	7	4	computer	computer	NOUN
cana-2054	7	5	engineering	engineering	NOUN
cana-2054	7	6	&	&	CCONJ
cana-2054	7	7	applications	application	NOUN
cana-2054	7	8	,	,	PUNCT
cana-2054	7	9	gla	gla	PROPN
cana-2054	7	10	university	university	PROPN
cana-2054	7	11	,	,	PUNCT
cana-2054	7	12	mathura	mathura	NOUN
cana-2054	7	13	,	,	PUNCT
cana-2054	7	14	uttar	uttar	PROPN
cana-2054	7	15	pradesh	pradesh	PROPN
cana-2054	7	16	,	,	PUNCT
cana-2054	7	17	india	india	PROPN
cana-2054	7	18	.	.	PUNCT
cana-2054	8	1	vikash.sawan@gla.ac.in	vikash.sawan@gla.ac.in	PROPN
cana-2054	8	2	5	5	NUM
cana-2054	8	3	department	department	NOUN
cana-2054	8	4	of	of	ADP
cana-2054	8	5	computer	computer	NOUN
cana-2054	8	6	science	science	NOUN
cana-2054	8	7	and	and	CCONJ
cana-2054	8	8	engineering	engineering	NOUN
cana-2054	8	9	,	,	PUNCT
cana-2054	8	10	aditya	aditya	PROPN
cana-2054	8	11	university	university	PROPN
cana-2054	8	12	,	,	PUNCT
cana-2054	8	13	surampalem	surampalem	NOUN
cana-2054	8	14	,	,	PUNCT
cana-2054	8	15	india	india	PROPN
cana-2054	8	16	.	.	PUNCT
cana-2054	9	1	dr.jyothulahari@gmail.com	dr.jyothulahari@gmail.com	PROPN
cana-2054	9	2	6	6	NUM
cana-2054	9	3	department	department	NOUN
cana-2054	9	4	of	of	ADP
cana-2054	9	5	information	information	NOUN
cana-2054	9	6	technology	technology	NOUN
cana-2054	9	7	,	,	PUNCT
cana-2054	9	8	panimalar	panimalar	ADJ
cana-2054	9	9	engineering	engineering	NOUN
cana-2054	9	10	college	college	NOUN
cana-2054	9	11	,	,	PUNCT
cana-2054	9	12	chennai	chennai	PROPN
cana-2054	9	13	,	,	PUNCT
cana-2054	9	14	india	india	PROPN
cana-2054	9	15	.	.	PUNCT
cana-2054	10	1	sumasheyalin@gail.com	sumasheyalin@gail.com	X
cana-2054	11	1	article	article	NOUN
cana-2054	11	2	history	history	NOUN
cana-2054	11	3	:	:	PUNCT
cana-2054	11	4	received	receive	VERB
cana-2054	11	5	:	:	PUNCT
cana-2054	11	6	03	03	NUM
cana-2054	11	7	-	-	SYM
cana-2054	11	8	08	08	NUM
cana-2054	11	9	-	-	PUNCT
cana-2054	11	10	2024	2024	NUM
cana-2054	11	11	revised	revise	VERB
cana-2054	11	12	:	:	PUNCT
cana-2054	11	13	24	24	NUM
cana-2054	11	14	-	-	PUNCT
cana-2054	11	15	09	09	NUM
cana-2054	11	16	-	-	PUNCT
cana-2054	11	17	2024	2024	NUM
cana-2054	11	18	accepted	accept	VERB
cana-2054	11	19	:	:	PUNCT
cana-2054	11	20	07	07	NUM
cana-2054	11	21	-	-	SYM
cana-2054	11	22	10	10	NUM
cana-2054	11	23	-	-	PUNCT
cana-2054	11	24	2024	2024	NUM
cana-2054	11	25	abstract	abstract	NOUN
cana-2054	11	26	:	:	PUNCT
cana-2054	11	27	clinical	clinical	ADJ
cana-2054	11	28	diagnosis	diagnosis	NOUN
cana-2054	11	29	and	and	CCONJ
cana-2054	11	30	decision	decision	NOUN
cana-2054	11	31	-	-	PUNCT
cana-2054	11	32	making	making	NOUN
cana-2054	11	33	stand	stand	NOUN
cana-2054	11	34	to	to	PART
cana-2054	11	35	be	be	AUX
cana-2054	11	36	radically	radically	ADV
cana-2054	11	37	altered	alter	VERB
cana-2054	11	38	by	by	ADP
cana-2054	11	39	machine	machine	NOUN
cana-2054	11	40	learning	learning	NOUN
cana-2054	11	41	.	.	PUNCT
cana-2054	12	1	by	by	ADP
cana-2054	12	2	identifying	identify	VERB
cana-2054	12	3	the	the	DET
cana-2054	12	4	underlying	underlying	ADJ
cana-2054	12	5	medical	medical	ADJ
cana-2054	12	6	conditions	condition	NOUN
cana-2054	12	7	,	,	PUNCT
cana-2054	12	8	doctors	doctor	NOUN
cana-2054	12	9	may	may	AUX
cana-2054	12	10	better	well	ADV
cana-2054	12	11	explain	explain	VERB
cana-2054	12	12	their	their	PRON
cana-2054	12	13	patients	patient	NOUN
cana-2054	12	14	'	'	PART
cana-2054	12	15	symptoms	symptom	NOUN
cana-2054	12	16	via	via	ADP
cana-2054	12	17	medical	medical	ADJ
cana-2054	12	18	diagnosis	diagnosis	NOUN
cana-2054	12	19	.	.	PUNCT
cana-2054	13	1	there	there	PRON
cana-2054	13	2	is	be	VERB
cana-2054	13	3	a	a	DET
cana-2054	13	4	substantial	substantial	ADJ
cana-2054	13	5	correlation	correlation	NOUN
cana-2054	13	6	between	between	ADP
cana-2054	13	7	a	a	DET
cana-2054	13	8	patient	patient	NOUN
cana-2054	13	9	's	's	PART
cana-2054	13	10	symptoms	symptom	NOUN
cana-2054	13	11	and	and	CCONJ
cana-2054	13	12	medical	medical	ADJ
cana-2054	13	13	history	history	NOUN
cana-2054	13	14	,	,	PUNCT
cana-2054	13	15	yet	yet	CCONJ
cana-2054	13	16	current	current	ADJ
cana-2054	13	17	diagnostic	diagnostic	ADJ
cana-2054	13	18	algorithms	algorithm	NOUN
cana-2054	13	19	only	only	ADV
cana-2054	13	20	detect	detect	VERB
cana-2054	13	21	illnesses	illness	NOUN
cana-2054	13	22	that	that	PRON
cana-2054	13	23	are	be	AUX
cana-2054	13	24	associated	associate	VERB
cana-2054	13	25	with	with	ADP
cana-2054	13	26	each	each	DET
cana-2054	13	27	other	other	ADJ
cana-2054	13	28	.	.	PUNCT
cana-2054	14	1	suboptimal	suboptimal	ADJ
cana-2054	14	2	or	or	CCONJ
cana-2054	14	3	even	even	ADV
cana-2054	14	4	harmful	harmful	ADJ
cana-2054	14	5	diagnoses	diagnosis	NOUN
cana-2054	14	6	may	may	AUX
cana-2054	14	7	arise	arise	VERB
cana-2054	14	8	from	from	ADP
cana-2054	14	9	this	this	DET
cana-2054	14	10	failure	failure	NOUN
cana-2054	14	11	to	to	PART
cana-2054	14	12	differentiate	differentiate	VERB
cana-2054	14	13	correlation	correlation	NOUN
cana-2054	14	14	from	from	ADP
cana-2054	14	15	cause	cause	NOUN
cana-2054	14	16	,	,	PUNCT
cana-2054	14	17	as	as	SCONJ
cana-2054	14	18	this	this	DET
cana-2054	14	19	article	article	NOUN
cana-2054	14	20	demonstrates	demonstrate	VERB
cana-2054	14	21	.	.	PUNCT
cana-2054	15	1	to	to	PART
cana-2054	15	2	get	get	VERB
cana-2054	15	3	around	around	ADP
cana-2054	15	4	this	this	PRON
cana-2054	15	5	,	,	PUNCT
cana-2054	15	6	they	they	PRON
cana-2054	15	7	create	create	VERB
cana-2054	15	8	novel	novel	ADJ
cana-2054	15	9	algorithms	algorithm	NOUN
cana-2054	15	10	for	for	ADP
cana-2054	15	11	counterfactual	counterfactual	ADJ
cana-2054	15	12	diagnostics	diagnostic	NOUN
cana-2054	15	13	and	and	CCONJ
cana-2054	15	14	reframe	reframe	VERB
cana-2054	15	15	diagnosis	diagnosis	NOUN
cana-2054	15	16	as	as	ADP
cana-2054	15	17	a	a	DET
cana-2054	15	18	work	work	NOUN
cana-2054	15	19	of	of	ADP
cana-2054	15	20	counterfactual	counterfactual	ADJ
cana-2054	15	21	inference	inference	NOUN
cana-2054	15	22	.	.	PUNCT
cana-2054	16	1	in	in	ADP
cana-2054	16	2	this	this	DET
cana-2054	16	3	work	work	NOUN
cana-2054	16	4	,	,	PUNCT
cana-2054	16	5	researchers	researcher	NOUN
cana-2054	16	6	demonstrate	demonstrate	VERB
cana-2054	16	7	that	that	SCONJ
cana-2054	16	8	this	this	DET
cana-2054	16	9	method	method	NOUN
cana-2054	16	10	greatly	greatly	ADV
cana-2054	16	11	enhances	enhance	VERB
cana-2054	16	12	the	the	DET
cana-2054	16	13	reliability	reliability	NOUN
cana-2054	16	14	and	and	CCONJ
cana-2054	16	15	security	security	NOUN
cana-2054	16	16	of	of	ADP
cana-2054	16	17	the	the	DET
cana-2054	16	18	subsequent	subsequent	ADJ
cana-2054	16	19	diagnosis	diagnosis	NOUN
cana-2054	16	20	while	while	SCONJ
cana-2054	16	21	getting	get	VERB
cana-2054	16	22	closer	close	ADJ
cana-2054	16	23	to	to	ADP
cana-2054	16	24	the	the	DET
cana-2054	16	25	way	way	NOUN
cana-2054	16	26	doctors	doctor	NOUN
cana-2054	16	27	think	think	VERB
cana-2054	16	28	about	about	ADP
cana-2054	16	29	health	health	NOUN
cana-2054	16	30	problems	problem	NOUN
cana-2054	16	31	.	.	PUNCT
cana-2054	17	1	using	use	VERB
cana-2054	17	2	a	a	DET
cana-2054	17	3	battery	battery	NOUN
cana-2054	17	4	of	of	ADP
cana-2054	17	5	clinical	clinical	ADJ
cana-2054	17	6	scenarios	scenario	NOUN
cana-2054	17	7	,	,	PUNCT
cana-2054	17	8	they	they	PRON
cana-2054	17	9	evaluate	evaluate	VERB
cana-2054	17	10	the	the	DET
cana-2054	17	11	counterfactual	counterfactual	ADJ
cana-2054	17	12	method	method	NOUN
cana-2054	17	13	against	against	ADP
cana-2054	17	14	45	45	NUM
cana-2054	17	15	medical	medical	ADJ
cana-2054	17	16	professionals	professional	NOUN
cana-2054	17	17	,	,	PUNCT
cana-2054	17	18	the	the	DET
cana-2054	17	19	gold	gold	ADJ
cana-2054	17	20	standard	standard	ADJ
cana-2054	17	21	bayesian	bayesian	NOUN
cana-2054	17	22	diagnosis	diagnosis	NOUN
cana-2054	17	23	system	system	NOUN
cana-2054	17	24	,	,	PUNCT
cana-2054	17	25	and	and	CCONJ
cana-2054	17	26	other	other	ADJ
cana-2054	17	27	algorithms	algorithm	NOUN
cana-2054	17	28	.	.	PUNCT
cana-2054	18	1	compared	compare	VERB
cana-2054	18	2	to	to	ADP
cana-2054	18	3	the	the	DET
cana-2054	18	4	counterfactual	counterfactual	ADJ
cana-2054	18	5	approach	approach	NOUN
cana-2054	18	6	,	,	PUNCT
cana-2054	18	7	which	which	PRON
cana-2054	18	8	reaches	reach	VERB
cana-2054	18	9	expert	expert	ADJ
cana-2054	18	10	clinical	clinical	ADJ
cana-2054	18	11	accuracy	accuracy	NOUN
cana-2054	18	12	,	,	PUNCT
cana-2054	18	13	the	the	DET
cana-2054	18	14	bayesian	bayesian	NOUN
cana-2054	18	15	algorithm	algorithm	NOUN
cana-2054	18	16	obtains	obtain	VERB
cana-2054	18	17	correctness	correctness	NOUN
cana-2054	18	18	,	,	PUNCT
cana-2054	18	19	ranking	rank	VERB
cana-2054	18	20	in	in	ADP
cana-2054	18	21	the	the	DET
cana-2054	18	22	top	top	ADJ
cana-2054	18	23	26	26	NUM
cana-2054	18	24	%	%	NOUN
cana-2054	18	25	of	of	ADP
cana-2054	18	26	clinicians	clinician	NOUN
cana-2054	18	27	in	in	ADP
cana-2054	18	28	the	the	DET
cana-2054	18	29	study	study	NOUN
cana-2054	18	30	unit	unit	NOUN
cana-2054	18	31	.	.	PUNCT
cana-2054	19	1	changing	change	VERB
cana-2054	19	2	this	this	DET
cana-2054	19	3	querying	query	VERB
cana-2054	19	4	strategy	strategy	NOUN
cana-2054	19	5	alone	alone	ADV
cana-2054	19	6	yields	yield	VERB
cana-2054	19	7	this	this	DET
cana-2054	19	8	improvement	improvement	NOUN
cana-2054	19	9	,	,	PUNCT
cana-2054	19	10	eliminating	eliminate	VERB
cana-2054	19	11	the	the	DET
cana-2054	19	12	need	need	NOUN
cana-2054	19	13	for	for	ADP
cana-2054	19	14	any	any	DET
cana-2054	19	15	further	further	ADJ
cana-2054	19	16	model	model	NOUN
cana-2054	19	17	enhancements	enhancement	NOUN
cana-2054	19	18	.	.	PUNCT
cana-2054	20	1	based	base	VERB
cana-2054	20	2	on	on	ADP
cana-2054	20	3	these	these	DET
cana-2054	20	4	results	result	NOUN
cana-2054	20	5	,	,	PUNCT
cana-2054	20	6	the	the	DET
cana-2054	20	7	use	use	NOUN
cana-2054	20	8	of	of	ADP
cana-2054	20	9	machine	machine	NOUN
cana-2054	20	10	learning	learning	NOUN
cana-2054	20	11	in	in	ADP
cana-2054	20	12	medical	medical	ADJ
cana-2054	20	13	diagnosis	diagnosis	NOUN
cana-2054	20	14	is	be	AUX
cana-2054	20	15	incomplete	incomplete	ADJ
cana-2054	20	16	without	without	ADP
cana-2054	20	17	counterfactual	counterfactual	ADJ
cana-2054	20	18	thinking	thinking	NOUN
cana-2054	20	19	.	.	PUNCT
cana-2054	21	1	keywords	keyword	NOUN
cana-2054	21	2	:	:	PUNCT
cana-2054	21	3	decision	decision	NOUN
cana-2054	21	4	making	making	NOUN
cana-2054	21	5	,	,	PUNCT
cana-2054	21	6	machine	machine	NOUN
cana-2054	21	7	learning	learning	NOUN
cana-2054	21	8	,	,	PUNCT
cana-2054	21	9	counterfactual	counterfactual	ADJ
cana-2054	21	10	diagnosis	diagnosis	NOUN
cana-2054	21	11	,	,	PUNCT
cana-2054	21	12	health	health	NOUN
cana-2054	21	13	problems	problem	NOUN
cana-2054	21	14	,	,	PUNCT
cana-2054	21	15	clinical	clinical	ADJ
cana-2054	21	16	accuracy	accuracy	NOUN
cana-2054	21	17	.	.	PUNCT
cana-2054	22	1	1	1	X
cana-2054	22	2	.	.	X
cana-2054	22	3	introduction	introduction	NOUN
cana-2054	22	4	the	the	DET
cana-2054	22	5	fundamental	fundamental	ADJ
cana-2054	22	6	problem	problem	NOUN
cana-2054	22	7	for	for	ADP
cana-2054	22	8	healthcare	healthcare	NOUN
cana-2054	22	9	systems	system	NOUN
cana-2054	22	10	worldwide	worldwide	ADV
cana-2054	22	11	is	be	AUX
cana-2054	22	12	to	to	PART
cana-2054	22	13	provide	provide	VERB
cana-2054	22	14	an	an	DET
cana-2054	22	15	accessible	accessible	ADJ
cana-2054	22	16	and	and	CCONJ
cana-2054	22	17	accurate	accurate	ADJ
cana-2054	22	18	diagnosis	diagnosis	NOUN
cana-2054	22	19	.	.	PUNCT
cana-2054	23	1	misdiagnosis	misdiagnosis	NOUN
cana-2054	23	2	occurs	occur	VERB
cana-2054	23	3	in	in	ADP
cana-2054	23	4	around	around	ADV
cana-2054	23	5	4	4	NUM
cana-2054	23	6	%	%	NOUN
cana-2054	23	7	of	of	ADP
cana-2054	23	8	outpatient	outpatient	NOUN
cana-2054	23	9	visits	visit	NOUN
cana-2054	23	10	in	in	ADP
cana-2054	23	11	india	india	PROPN
cana-2054	23	12	annually	annually	ADV
cana-2054	23	13	.	.	PUNCT
cana-2054	24	1	misdiagnoses	misdiagnose	NOUN
cana-2054	24	2	of	of	ADP
cana-2054	24	3	major	major	ADJ
cana-2054	24	4	medical	medical	ADJ
cana-2054	24	5	illnesses	illness	NOUN
cana-2054	24	6	affect	affect	VERB
cana-2054	24	7	a	a	DET
cana-2054	24	8	disproportionately	disproportionately	ADV
cana-2054	24	9	large	large	ADJ
cana-2054	24	10	number	number	NOUN
cana-2054	24	11	of	of	ADP
cana-2054	24	12	people	people	NOUN
cana-2054	24	13	;	;	PUNCT
cana-2054	24	14	one	one	NUM
cana-2054	24	15	-	-	PUNCT
cana-2054	24	16	third	third	NOUN
cana-2054	24	17	of	of	ADP
cana-2054	24	18	these	these	DET
cana-2054	24	19	cases	case	NOUN
cana-2054	24	20	mailto:shettymonalin@gmail.com	mailto:shettymonalin@gmail.com	NOUN
cana-2054	25	1	mailto:vikash.sawan@gla.ac.in	mailto:vikash.sawan@gla.ac.in	PROPN
cana-2054	25	2	communications	communication	NOUN
cana-2054	25	3	on	on	ADP
cana-2054	25	4	applied	apply	VERB
cana-2054	25	5	nonlinear	nonlinear	ADJ
cana-2054	25	6	analysis	analysis	NOUN
cana-2054	25	7	issn	issn	NOUN
cana-2054	25	8	:	:	PUNCT
cana-2054	25	9	1074	1074	NUM
cana-2054	25	10	-	-	PUNCT
cana-2054	25	11	133x	133x	NUM
cana-2054	25	12	vol	vol	NOUN
cana-2054	25	13	32	32	NUM
cana-2054	25	14	no	no	NOUN
cana-2054	25	15	.	.	NOUN
cana-2054	25	16	3	3	NUM
cana-2054	25	17	(	(	PUNCT
cana-2054	25	18	2025	2025	NUM
cana-2054	25	19	)	)	PUNCT
cana-2054	25	20	566	566	NUM
cana-2054	25	21	https://internationalpubls.com	https://internationalpubls.com	X
cana-2054	25	22	lead	lead	NOUN
cana-2054	25	23	to	to	ADP
cana-2054	25	24	severe	severe	ADJ
cana-2054	25	25	patient	patient	ADJ
cana-2054	25	26	injury	injury	NOUN
cana-2054	25	27	,	,	PUNCT
cana-2054	25	28	and	and	CCONJ
cana-2054	25	29	around	around	ADV
cana-2054	25	30	21	21	NUM
cana-2054	25	31	%	%	NOUN
cana-2054	25	32	of	of	ADP
cana-2054	25	33	these	these	DET
cana-2054	25	34	individuals	individual	NOUN
cana-2054	25	35	get	get	VERB
cana-2054	25	36	an	an	DET
cana-2054	25	37	incorrect	incorrect	ADJ
cana-2054	25	38	diagnosis	diagnosis	NOUN
cana-2054	25	39	at	at	ADP
cana-2054	25	40	the	the	DET
cana-2054	25	41	primary	primary	ADJ
cana-2054	25	42	care	care	NOUN
cana-2054	25	43	level	level	NOUN
cana-2054	25	44	.	.	PUNCT
cana-2054	26	1	machine	machine	NOUN
cana-2054	26	2	learning	learning	NOUN
cana-2054	26	3	and	and	CCONJ
cana-2054	26	4	artificial	artificial	ADJ
cana-2054	26	5	intelligence	intelligence	NOUN
cana-2054	26	6	have	have	AUX
cana-2054	26	7	recently	recently	ADV
cana-2054	26	8	grown	grow	VERB
cana-2054	26	9	into	into	ADP
cana-2054	26	10	potent	potent	ADJ
cana-2054	26	11	resources	resource	NOUN
cana-2054	26	12	for	for	ADP
cana-2054	26	13	tackling	tackle	VERB
cana-2054	26	14	complicated	complicated	ADJ
cana-2054	26	15	challenges	challenge	NOUN
cana-2054	26	16	across	across	ADP
cana-2054	26	17	many	many	ADJ
cana-2054	26	18	fields	field	NOUN
cana-2054	26	19	.	.	PUNCT
cana-2054	27	1	machine	machine	NOUN
cana-2054	27	2	learning	learning	NOUN
cana-2054	27	3	-	-	PUNCT
cana-2054	27	4	aided	aid	VERB
cana-2054	27	5	diagnosis	diagnosis	NOUN
cana-2054	27	6	in	in	ADP
cana-2054	27	7	particular	particular	ADJ
cana-2054	27	8	has	have	VERB
cana-2054	27	9	great	great	ADJ
cana-2054	27	10	potential	potential	NOUN
cana-2054	27	11	to	to	PART
cana-2054	27	12	transform	transform	VERB
cana-2054	27	13	healthcare	healthcare	NOUN
cana-2054	27	14	by	by	ADP
cana-2054	27	15	making	make	VERB
cana-2054	27	16	use	use	NOUN
cana-2054	27	17	of	of	ADP
cana-2054	27	18	vast	vast	ADJ
cana-2054	27	19	amounts	amount	NOUN
cana-2054	27	20	of	of	ADP
cana-2054	27	21	information	information	NOUN
cana-2054	27	22	about	about	ADP
cana-2054	27	23	patients	patient	NOUN
cana-2054	27	24	to	to	PART
cana-2054	27	25	provide	provide	VERB
cana-2054	27	26	accurate	accurate	ADJ
cana-2054	27	27	and	and	CCONJ
cana-2054	27	28	tailored	tailor	VERB
cana-2054	27	29	diagnoses	diagnosis	NOUN
cana-2054	27	30	.	.	PUNCT
cana-2054	28	1	in	in	ADP
cana-2054	28	2	differential	differential	ADJ
cana-2054	28	3	diagnosis	diagnosis	NOUN
cana-2054	28	4	,	,	PUNCT
cana-2054	28	5	when	when	SCONJ
cana-2054	28	6	a	a	DET
cana-2054	28	7	patient	patient	NOUN
cana-2054	28	8	's	's	PART
cana-2054	28	9	symptoms	symptom	NOUN
cana-2054	28	10	might	might	AUX
cana-2054	28	11	have	have	VERB
cana-2054	28	12	numerous	numerous	ADJ
cana-2054	28	13	origins	origin	NOUN
cana-2054	28	14	,	,	PUNCT
cana-2054	28	15	diagnostic	diagnostic	ADJ
cana-2054	28	16	algorithms	algorithm	NOUN
cana-2054	28	17	have	have	AUX
cana-2054	28	18	failed	fail	VERB
cana-2054	28	19	to	to	PART
cana-2054	28	20	match	match	VERB
cana-2054	28	21	the	the	DET
cana-2054	28	22	accuracy	accuracy	NOUN
cana-2054	28	23	of	of	ADP
cana-2054	28	24	human	human	ADJ
cana-2054	28	25	physicians	physician	NOUN
cana-2054	28	26	,	,	PUNCT
cana-2054	28	27	despite	despite	SCONJ
cana-2054	28	28	resurgent	resurgent	ADJ
cana-2054	28	29	business	business	NOUN
cana-2054	28	30	interest	interest	NOUN
cana-2054	28	31	and	and	CCONJ
cana-2054	28	32	extensive	extensive	ADJ
cana-2054	28	33	research	research	NOUN
cana-2054	28	34	.	.	PUNCT
cana-2054	29	1	because	because	SCONJ
cana-2054	29	2	of	of	ADP
cana-2054	29	3	this	this	PRON
cana-2054	29	4	,	,	PUNCT
cana-2054	29	5	it	it	PRON
cana-2054	29	6	's	be	AUX
cana-2054	29	7	important	important	ADJ
cana-2054	29	8	to	to	PART
cana-2054	29	9	know	know	VERB
cana-2054	29	10	why	why	SCONJ
cana-2054	29	11	current	current	ADJ
cana-2054	29	12	methods	method	NOUN
cana-2054	29	13	have	have	VERB
cana-2054	29	14	such	such	DET
cana-2054	29	15	a	a	DET
cana-2054	29	16	hard	hard	ADJ
cana-2054	29	17	time	time	NOUN
cana-2054	29	18	with	with	ADP
cana-2054	29	19	differential	differential	ADJ
cana-2054	29	20	diagnosis	diagnosis	NOUN
cana-2054	29	21	.	.	PUNCT
cana-2054	30	1	by	by	ADP
cana-2054	30	2	analysing	analyse	VERB
cana-2054	30	3	the	the	DET
cana-2054	30	4	correlation	correlation	NOUN
cana-2054	30	5	between	between	ADP
cana-2054	30	6	a	a	DET
cana-2054	30	7	patient	patient	NOUN
cana-2054	30	8	's	's	PART
cana-2054	30	9	symptoms	symptom	NOUN
cana-2054	30	10	and	and	CCONJ
cana-2054	30	11	medical	medical	ADJ
cana-2054	30	12	history	history	NOUN
cana-2054	30	13	,	,	PUNCT
cana-2054	30	14	all	all	DET
cana-2054	30	15	current	current	ADJ
cana-2054	30	16	diagnostic	diagnostic	ADJ
cana-2054	30	17	algorithms	algorithm	NOUN
cana-2054	30	18	,	,	PUNCT
cana-2054	30	19	including	include	VERB
cana-2054	30	20	deep	deep	ADJ
cana-2054	30	21	learning	learning	NOUN
cana-2054	30	22	and	and	CCONJ
cana-2054	30	23	bayesian	bayesian	NOUN
cana-2054	30	24	model	model	NOUN
cana-2054	30	25	-	-	PUNCT
cana-2054	30	26	based	base	VERB
cana-2054	30	27	methods	method	NOUN
cana-2054	30	28	,	,	PUNCT
cana-2054	30	29	use	use	VERB
cana-2054	30	30	associative	associative	ADJ
cana-2054	30	31	inference	inference	NOUN
cana-2054	30	32	to	to	ADP
cana-2054	30	33	diagnose	diagnose	NOUN
cana-2054	30	34	illnesses	illness	NOUN
cana-2054	30	35	.	.	PUNCT
cana-2054	31	1	on	on	ADP
cana-2054	31	2	the	the	DET
cana-2054	31	3	other	other	ADJ
cana-2054	31	4	hand	hand	NOUN
cana-2054	31	5	,	,	PUNCT
cana-2054	31	6	while	while	SCONJ
cana-2054	31	7	making	make	VERB
cana-2054	31	8	a	a	DET
cana-2054	31	9	diagnosis	diagnosis	NOUN
cana-2054	31	10	,	,	PUNCT
cana-2054	31	11	clinicians	clinician	NOUN
cana-2054	31	12	often	often	ADV
cana-2054	31	13	look	look	VERB
cana-2054	31	14	for	for	ADP
cana-2054	31	15	conditions	condition	NOUN
cana-2054	31	16	that	that	PRON
cana-2054	31	17	would	would	AUX
cana-2054	31	18	best	well	ADV
cana-2054	31	19	explain	explain	VERB
cana-2054	31	20	the	the	DET
cana-2054	31	21	patient	patient	NOUN
cana-2054	31	22	's	's	PART
cana-2054	31	23	symptoms	symptom	NOUN
cana-2054	31	24	.	.	PUNCT
cana-2054	32	1	among	among	ADP
cana-2054	32	2	the	the	DET
cana-2054	32	3	several	several	ADJ
cana-2054	32	4	inference	inference	NOUN
cana-2054	32	5	systems	system	NOUN
cana-2054	32	6	that	that	PRON
cana-2054	32	7	have	have	AUX
cana-2054	32	8	been	be	AUX
cana-2054	32	9	identified	identify	VERB
cana-2054	32	10	,	,	PUNCT
cana-2054	32	11	associative	associative	ADJ
cana-2054	32	12	inference	inference	NOUN
cana-2054	32	13	stands	stand	VERB
cana-2054	32	14	out	out	ADP
cana-2054	32	15	as	as	ADP
cana-2054	32	16	the	the	DET
cana-2054	32	17	most	most	ADV
cana-2054	32	18	basic	basic	ADJ
cana-2054	32	19	.	.	PUNCT
cana-2054	33	1	at	at	ADP
cana-2054	33	2	the	the	DET
cana-2054	33	3	very	very	ADJ
cana-2054	33	4	top	top	NOUN
cana-2054	33	5	of	of	ADP
cana-2054	33	6	this	this	DET
cana-2054	33	7	hierarchy	hierarchy	NOUN
cana-2054	33	8	is	be	AUX
cana-2054	33	9	counterfactual	counterfactual	ADJ
cana-2054	33	10	inference	inference	NOUN
cana-2054	33	11	,	,	PUNCT
cana-2054	33	12	which	which	PRON
cana-2054	33	13	enables	enable	VERB
cana-2054	33	14	one	one	NUM
cana-2054	33	15	to	to	PART
cana-2054	33	16	assign	assign	VERB
cana-2054	33	17	causal	causal	ADJ
cana-2054	33	18	explanations	explanation	NOUN
cana-2054	33	19	to	to	ADP
cana-2054	33	20	facts	fact	NOUN
cana-2054	33	21	.	.	PUNCT
cana-2054	34	1	the	the	DET
cana-2054	34	2	main	main	ADJ
cana-2054	34	3	point	point	NOUN
cana-2054	34	4	is	be	AUX
cana-2054	34	5	that	that	SCONJ
cana-2054	34	6	making	make	VERB
cana-2054	34	7	a	a	DET
cana-2054	34	8	diagnosis	diagnosis	NOUN
cana-2054	34	9	boils	boil	VERB
cana-2054	34	10	down	down	ADP
cana-2054	34	11	to	to	ADP
cana-2054	34	12	a	a	DET
cana-2054	34	13	game	game	NOUN
cana-2054	34	14	of	of	ADP
cana-2054	34	15	counterfactual	counterfactual	ADJ
cana-2054	34	16	inference	inference	NOUN
cana-2054	34	17	.	.	PUNCT
cana-2054	35	1	the	the	DET
cana-2054	35	2	inability	inability	NOUN
cana-2054	35	3	to	to	PART
cana-2054	35	4	separate	separate	VERB
cana-2054	35	5	correlation	correlation	NOUN
cana-2054	35	6	from	from	ADP
cana-2054	35	7	causation	causation	NOUN
cana-2054	35	8	severely	severely	ADV
cana-2054	35	9	limits	limit	VERB
cana-2054	35	10	the	the	DET
cana-2054	35	11	precision	precision	NOUN
cana-2054	35	12	of	of	ADP
cana-2054	35	13	associated	associated	ADJ
cana-2054	35	14	diagnostic	diagnostic	ADJ
cana-2054	35	15	algorithms	algorithm	NOUN
cana-2054	35	16	,	,	PUNCT
cana-2054	35	17	which	which	PRON
cana-2054	35	18	can	can	AUX
cana-2054	35	19	lead	lead	VERB
cana-2054	35	20	to	to	ADP
cana-2054	35	21	less	less	ADJ
cana-2054	35	22	-	-	PUNCT
cana-2054	35	23	than	than	ADP
cana-2054	35	24	-	-	PUNCT
cana-2054	35	25	ideal	ideal	NOUN
cana-2054	35	26	or	or	CCONJ
cana-2054	35	27	even	even	ADV
cana-2054	35	28	harmful	harmful	ADJ
cana-2054	35	29	diagnoses	diagnosis	NOUN
cana-2054	35	30	.	.	PUNCT
cana-2054	36	1	to	to	PART
cana-2054	36	2	overcome	overcome	VERB
cana-2054	36	3	this	this	PRON
cana-2054	36	4	,	,	PUNCT
cana-2054	36	5	the	the	DET
cana-2054	36	6	authors	author	NOUN
cana-2054	36	7	suggest	suggest	VERB
cana-2054	36	8	a	a	DET
cana-2054	36	9	causal	causal	ADJ
cana-2054	36	10	concept	concept	NOUN
cana-2054	36	11	of	of	ADP
cana-2054	36	12	diagnosis	diagnosis	NOUN
cana-2054	36	13	that	that	PRON
cana-2054	36	14	is	be	AUX
cana-2054	36	15	more	more	ADJ
cana-2054	36	16	in	in	ADP
cana-2054	36	17	line	line	NOUN
cana-2054	36	18	with	with	ADP
cana-2054	36	19	how	how	SCONJ
cana-2054	36	20	clinicians	clinician	NOUN
cana-2054	36	21	make	make	VERB
cana-2054	36	22	decisions	decision	NOUN
cana-2054	36	23	and	and	CCONJ
cana-2054	36	24	further	far	ADV
cana-2054	36	25	get	get	VERB
cana-2054	36	26	fresh	fresh	ADJ
cana-2054	36	27	counterfactual	counterfactual	ADJ
cana-2054	36	28	diagnostic	diagnostic	ADJ
cana-2054	36	29	methods	method	NOUN
cana-2054	36	30	to	to	PART
cana-2054	36	31	support	support	VERB
cana-2054	36	32	this	this	DET
cana-2054	36	33	method	method	NOUN
cana-2054	36	34	.	.	PUNCT
cana-2054	37	1	utilising	utilise	VERB
cana-2054	37	2	an	an	DET
cana-2054	37	3	experimental	experimental	ADJ
cana-2054	37	4	set	set	NOUN
cana-2054	37	5	of	of	ADP
cana-2054	37	6	1672	1672	NUM
cana-2054	37	7	clinical	clinical	ADJ
cana-2054	37	8	vignettes	vignette	NOUN
cana-2054	37	9	,	,	PUNCT
cana-2054	37	10	they	they	PRON
cana-2054	37	11	evaluate	evaluate	VERB
cana-2054	37	12	the	the	DET
cana-2054	37	13	accuracy	accuracy	NOUN
cana-2054	37	14	level	level	NOUN
cana-2054	37	15	of	of	ADP
cana-2054	37	16	the	the	DET
cana-2054	37	17	proposed	propose	VERB
cana-2054	37	18	counterfactual	counterfactual	ADJ
cana-2054	37	19	algorithms	algorithm	NOUN
cana-2054	37	20	against	against	ADP
cana-2054	37	21	a	a	DET
cana-2054	37	22	cohort	cohort	NOUN
cana-2054	37	23	of	of	ADP
cana-2054	37	24	45	45	NUM
cana-2054	37	25	clinicians	clinician	NOUN
cana-2054	37	26	and	and	CCONJ
cana-2054	37	27	a	a	DET
cana-2054	37	28	cutting	cut	VERB
cana-2054	37	29	-	-	PUNCT
cana-2054	37	30	edge	edge	NOUN
cana-2054	37	31	associative	associative	ADJ
cana-2054	37	32	diagnostic	diagnostic	ADJ
cana-2054	37	33	algorithm	algorithm	NOUN
cana-2054	37	34	.	.	PUNCT
cana-2054	38	1	the	the	DET
cana-2054	38	2	algorithm	algorithm	NOUN
cana-2054	38	3	which	which	PRON
cana-2054	38	4	is	be	AUX
cana-2054	38	5	in	in	ADP
cana-2054	38	6	associative	associative	ADJ
cana-2054	38	7	places	place	NOUN
cana-2054	38	8	in	in	ADP
cana-2054	38	9	the	the	DET
cana-2054	38	10	topmost	topmost	ADJ
cana-2054	38	11	49	49	NUM
cana-2054	38	12	%	%	NOUN
cana-2054	38	13	of	of	ADP
cana-2054	38	14	physicians	physician	NOUN
cana-2054	38	15	in	in	ADP
cana-2054	38	16	the	the	DET
cana-2054	38	17	study	study	NOUN
cana-2054	38	18	cohort	cohort	NOUN
cana-2054	38	19	with	with	ADP
cana-2054	38	20	an	an	DET
cana-2054	38	21	accuracy	accuracy	NOUN
cana-2054	38	22	of	of	ADP
cana-2054	38	23	72.53	72.53	NUM
cana-2054	38	24	%	%	NOUN
cana-2054	38	25	,	,	PUNCT
cana-2054	38	26	compared	compare	VERB
cana-2054	38	27	to	to	ADP
cana-2054	38	28	the	the	DET
cana-2054	38	29	doctors	doctor	NOUN
cana-2054	38	30	'	'	PART
cana-2054	38	31	average	average	ADJ
cana-2054	38	32	diagnosis	diagnosis	NOUN
cana-2054	38	33	accuracy	accuracy	NOUN
cana-2054	38	34	of	of	ADP
cana-2054	38	35	71.41	71.41	NUM
cana-2054	38	36	%	%	NOUN
cana-2054	38	37	in	in	ADP
cana-2054	38	38	the	the	DET
cana-2054	38	39	studies	study	NOUN
cana-2054	38	40	.	.	PUNCT
cana-2054	39	1	in	in	ADP
cana-2054	39	2	contrast	contrast	NOUN
cana-2054	39	3	,	,	PUNCT
cana-2054	39	4	the	the	DET
cana-2054	39	5	counterfactual	counterfactual	ADJ
cana-2054	39	6	algorithm	algorithm	NOUN
cana-2054	39	7	attains	attain	NOUN
cana-2054	39	8	expert	expert	VERB
cana-2054	39	9	clinical	clinical	ADJ
cana-2054	39	10	accuracy	accuracy	NOUN
cana-2054	39	11	and	and	CCONJ
cana-2054	39	12	ranks	rank	VERB
cana-2054	39	13	in	in	ADP
cana-2054	39	14	the	the	DET
cana-2054	39	15	highest	high	ADJ
cana-2054	39	16	26	26	NUM
cana-2054	39	17	%	%	NOUN
cana-2054	39	18	of	of	ADP
cana-2054	39	19	the	the	DET
cana-2054	39	20	cohort	cohort	NOUN
cana-2054	39	21	with	with	ADP
cana-2054	39	22	an	an	DET
cana-2054	39	23	average	average	ADJ
cana-2054	39	24	accuracy	accuracy	NOUN
cana-2054	39	25	rating	rating	NOUN
cana-2054	39	26	of	of	ADP
cana-2054	39	27	77.27	77.27	NUM
cana-2054	39	28	%	%	NOUN
cana-2054	39	29	.	.	PUNCT
cana-2054	40	1	because	because	SCONJ
cana-2054	40	2	diagnostic	diagnostic	ADJ
cana-2054	40	3	mistakes	mistake	NOUN
cana-2054	40	4	are	be	AUX
cana-2054	40	5	more	more	ADV
cana-2054	40	6	prevalent	prevalent	ADJ
cana-2054	40	7	and	and	CCONJ
cana-2054	40	8	can	can	AUX
cana-2054	40	9	have	have	VERB
cana-2054	40	10	more	more	ADV
cana-2054	40	11	severe	severe	ADJ
cana-2054	40	12	consequences	consequence	NOUN
cana-2054	40	13	for	for	ADP
cana-2054	40	14	uncommon	uncommon	ADJ
cana-2054	40	15	illnesses	illness	NOUN
cana-2054	40	16	,	,	PUNCT
cana-2054	40	17	these	these	DET
cana-2054	40	18	advancements	advancement	NOUN
cana-2054	40	19	stand	stand	VERB
cana-2054	40	20	out	out	ADP
cana-2054	40	21	.	.	PUNCT
cana-2054	41	1	when	when	SCONJ
cana-2054	41	2	comparing	compare	VERB
cana-2054	41	3	the	the	DET
cana-2054	41	4	associative	associative	ADJ
cana-2054	41	5	method	method	NOUN
cana-2054	41	6	with	with	ADP
cana-2054	41	7	the	the	DET
cana-2054	41	8	counterfactual	counterfactual	ADJ
cana-2054	41	9	approach	approach	NOUN
cana-2054	41	10	,	,	PUNCT
cana-2054	41	11	they	they	PRON
cana-2054	41	12	find	find	VERB
cana-2054	41	13	that	that	SCONJ
cana-2054	41	14	the	the	DET
cana-2054	41	15	latter	latter	NOUN
cana-2054	41	16	provides	provide	VERB
cana-2054	41	17	much	much	ADV
cana-2054	41	18	higher	high	ADJ
cana-2054	41	19	diagnosis	diagnosis	NOUN
cana-2054	41	20	accuracy	accuracy	NOUN
cana-2054	41	21	for	for	ADP
cana-2054	41	22	uncommon	uncommon	ADJ
cana-2054	41	23	and	and	CCONJ
cana-2054	41	24	very	very	ADV
cana-2054	41	25	rare	rare	ADJ
cana-2054	41	26	disorders	disorder	NOUN
cana-2054	41	27	.	.	PUNCT
cana-2054	42	1	the	the	DET
cana-2054	42	2	important	important	ADJ
cana-2054	42	3	thing	thing	NOUN
cana-2054	42	4	is	be	AUX
cana-2054	42	5	that	that	SCONJ
cana-2054	42	6	both	both	CCONJ
cana-2054	42	7	the	the	DET
cana-2054	42	8	associative	associative	ADJ
cana-2054	42	9	and	and	CCONJ
cana-2054	42	10	counterfactual	counterfactual	ADJ
cana-2054	42	11	algorithms	algorithm	NOUN
cana-2054	42	12	use	use	VERB
cana-2054	42	13	the	the	DET
cana-2054	42	14	same	same	ADJ
cana-2054	42	15	illness	illness	NOUN
cana-2054	42	16	model	model	NOUN
cana-2054	42	17	;	;	PUNCT
cana-2054	42	18	the	the	DET
cana-2054	42	19	only	only	ADJ
cana-2054	42	20	difference	difference	NOUN
cana-2054	42	21	is	be	AUX
cana-2054	42	22	the	the	DET
cana-2054	42	23	querying	query	VERB
cana-2054	42	24	mechanism	mechanism	NOUN
cana-2054	42	25	.	.	PUNCT
cana-2054	43	1	this	this	PRON
cana-2054	43	2	means	mean	VERB
cana-2054	43	3	that	that	SCONJ
cana-2054	43	4	both	both	DET
cana-2054	43	5	algorithms	algorithm	NOUN
cana-2054	43	6	improve	improve	VERB
cana-2054	43	7	upon	upon	SCONJ
cana-2054	43	8	each	each	DET
cana-2054	43	9	other	other	ADJ
cana-2054	43	10	.	.	PUNCT
cana-2054	44	1	because	because	SCONJ
cana-2054	44	2	learning	learn	VERB
cana-2054	44	3	illness	illness	NOUN
cana-2054	44	4	models	model	NOUN
cana-2054	44	5	consumes	consume	VERB
cana-2054	44	6	a	a	DET
cana-2054	44	7	lot	lot	NOUN
cana-2054	44	8	of	of	ADP
cana-2054	44	9	resources	resource	NOUN
cana-2054	44	10	,	,	PUNCT
cana-2054	44	11	backwards	backwards	ADV
cana-2054	44	12	compatibility	compatibility	NOUN
cana-2054	44	13	is	be	AUX
cana-2054	44	14	crucial	crucial	ADJ
cana-2054	44	15	.	.	PUNCT
cana-2054	45	1	current	current	ADJ
cana-2054	45	2	bayesian	bayesian	ADJ
cana-2054	45	3	diagnostic	diagnostic	ADJ
cana-2054	45	4	models	model	NOUN
cana-2054	45	5	,	,	PUNCT
cana-2054	45	6	whether	whether	SCONJ
cana-2054	45	7	in	in	ADP
cana-2054	45	8	or	or	CCONJ
cana-2054	45	9	out	out	ADP
cana-2054	45	10	of	of	ADP
cana-2054	45	11	the	the	DET
cana-2054	45	12	medical	medical	ADJ
cana-2054	45	13	field	field	NOUN
cana-2054	45	14	,	,	PUNCT
cana-2054	45	15	may	may	AUX
cana-2054	45	16	therefore	therefore	ADV
cana-2054	45	17	benefit	benefit	VERB
cana-2054	45	18	from	from	ADP
cana-2054	45	19	the	the	DET
cana-2054	45	20	techniques	technique	NOUN
cana-2054	45	21	as	as	ADP
cana-2054	45	22	an	an	DET
cana-2054	45	23	instant	instant	ADJ
cana-2054	45	24	improvement	improvement	NOUN
cana-2054	45	25	.	.	PUNCT
cana-2054	46	1	2	2	X
cana-2054	46	2	.	.	X
cana-2054	46	3	diagnosis	diagnosis	VERB
cana-2054	46	4	the	the	DET
cana-2054	46	5	guiding	guide	VERB
cana-2054	46	6	ideas	idea	NOUN
cana-2054	46	7	and	and	CCONJ
cana-2054	46	8	presumptions	presumption	NOUN
cana-2054	46	9	of	of	ADP
cana-2054	46	10	the	the	DET
cana-2054	46	11	present	present	ADJ
cana-2054	46	12	algorithmic	algorithmic	ADJ
cana-2054	46	13	diagnostic	diagnostic	ADJ
cana-2054	46	14	methodology	methodology	NOUN
cana-2054	46	15	are	be	AUX
cana-2054	46	16	outlined	outline	VERB
cana-2054	46	17	below	below	ADV
cana-2054	46	18	.	.	PUNCT
cana-2054	47	1	as	as	ADP
cana-2054	47	2	a	a	DET
cana-2054	47	3	bonus	bonus	NOUN
cana-2054	47	4	,	,	PUNCT
cana-2054	47	5	they	they	PRON
cana-2054	47	6	detail	detail	VERB
cana-2054	47	7	the	the	DET
cana-2054	47	8	scenarios	scenario	NOUN
cana-2054	47	9	where	where	SCONJ
cana-2054	47	10	causal	causal	ADJ
cana-2054	47	11	confounding	confounding	NOUN
cana-2054	47	12	causes	cause	VERB
cana-2054	47	13	this	this	DET
cana-2054	47	14	technique	technique	NOUN
cana-2054	47	15	to	to	PART
cana-2054	47	16	fail	fail	VERB
cana-2054	47	17	and	and	CCONJ
cana-2054	47	18	provide	provide	VERB
cana-2054	47	19	a	a	DET
cana-2054	47	20	set	set	NOUN
cana-2054	47	21	of	of	ADP
cana-2054	47	22	guidelines	guideline	NOUN
cana-2054	47	23	for	for	ADP
cana-2054	47	24	creating	create	VERB
cana-2054	47	25	diagnostic	diagnostic	ADJ
cana-2054	47	26	procedures	procedure	NOUN
cana-2054	47	27	that	that	PRON
cana-2054	47	28	avoid	avoid	VERB
cana-2054	47	29	these	these	DET
cana-2054	47	30	problems	problem	NOUN
cana-2054	47	31	.	.	PUNCT
cana-2054	48	1	lastly	lastly	ADV
cana-2054	48	2	,	,	PUNCT
cana-2054	48	3	communications	communication	NOUN
cana-2054	48	4	on	on	ADP
cana-2054	48	5	applied	apply	VERB
cana-2054	48	6	nonlinear	nonlinear	ADJ
cana-2054	48	7	analysis	analysis	NOUN
cana-2054	48	8	issn	issn	NOUN
cana-2054	48	9	:	:	PUNCT
cana-2054	48	10	1074	1074	NUM
cana-2054	48	11	-	-	PUNCT
cana-2054	48	12	133x	133x	NUM
cana-2054	48	13	vol	vol	NOUN
cana-2054	48	14	32	32	NUM
cana-2054	48	15	no	no	NOUN
cana-2054	48	16	.	.	NOUN
cana-2054	48	17	3	3	NUM
cana-2054	48	18	(	(	PUNCT
cana-2054	48	19	2025	2025	NUM
cana-2054	48	20	)	)	PUNCT
cana-2054	48	21	567	567	NUM
cana-2054	48	22	https://internationalpubls.com	https://internationalpubls.com	X
cana-2054	48	23	let	let	VERB
cana-2054	48	24	's	us	PRON
cana-2054	48	25	suggest	suggest	VERB
cana-2054	48	26	two	two	NUM
cana-2054	48	27	novel	novel	ADJ
cana-2054	48	28	diagnostic	diagnostic	ADJ
cana-2054	48	29	algorithms	algorithm	NOUN
cana-2054	48	30	that	that	PRON
cana-2054	48	31	are	be	AUX
cana-2054	48	32	founded	found	VERB
cana-2054	48	33	on	on	ADP
cana-2054	48	34	the	the	DET
cana-2054	48	35	ideas	idea	NOUN
cana-2054	48	36	of	of	ADP
cana-2054	48	37	adequate	adequate	ADJ
cana-2054	48	38	and	and	CCONJ
cana-2054	48	39	necessary	necessary	ADJ
cana-2054	48	40	causality	causality	NOUN
cana-2054	48	41	,	,	PUNCT
cana-2054	48	42	using	use	VERB
cana-2054	48	43	these	these	DET
cana-2054	48	44	principles	principle	NOUN
cana-2054	48	45	as	as	ADP
cana-2054	48	46	a	a	DET
cana-2054	48	47	basis	basis	NOUN
cana-2054	48	48	.	.	PUNCT
cana-2054	49	1	2.1	2.1	NUM
cana-2054	49	2	associative	associative	ADJ
cana-2054	49	3	diagnosis	diagnosis	NOUN
cana-2054	49	4	the	the	DET
cana-2054	49	5	use	use	NOUN
cana-2054	49	6	of	of	ADP
cana-2054	49	7	a	a	DET
cana-2054	49	8	method	method	NOUN
cana-2054	49	9	θ	θ	PROPN
cana-2054	49	10	to	to	PART
cana-2054	49	11	predict	predict	VERB
cana-2054	49	12	the	the	DET
cana-2054	49	13	probability	probability	NOUN
cana-2054	49	14	of	of	ADP
cana-2054	49	15	a	a	DET
cana-2054	49	16	fault	fault	NOUN
cana-2054	49	17	element	element	NOUN
cana-2054	49	18	d	d	PROPN
cana-2054	49	19	given	give	VERB
cana-2054	49	20	results	result	NOUN
cana-2054	49	21	ε	ε	PROPN
cana-2054	49	22	has	have	AUX
cana-2054	49	23	been	be	AUX
cana-2054	49	24	associated	associate	VERB
cana-2054	49	25	with	with	ADP
cana-2054	49	26	a	a	DET
cana-2054	49	27	model	model	NOUN
cana-2054	49	28	-	-	PUNCT
cana-2054	49	29	based	base	VERB
cana-2054	49	30	diagnosis	diagnosis	NOUN
cana-2054	49	31	from	from	ADP
cana-2054	49	32	its	its	PRON
cana-2054	49	33	official	official	ADJ
cana-2054	49	34	description	description	NOUN
cana-2054	49	35	.	.	PUNCT
cana-2054	50	1	𝑷(𝑫|𝜺	𝑷(𝑫|𝜺	NOUN
cana-2054	50	2	;	;	PUNCT
cana-2054	50	3	𝛉	𝛉	X
cana-2054	50	4	)	)	PUNCT
cana-2054	50	5	(	(	PUNCT
cana-2054	50	6	𝟏	𝟏	X
cana-2054	50	7	)	)	PUNCT
cana-2054	50	8	in	in	ADP
cana-2054	50	9	medical	medical	ADJ
cana-2054	50	10	terminology	terminology	NOUN
cana-2054	50	11	,	,	PUNCT
cana-2054	50	12	d	d	PROPN
cana-2054	50	13	stands	stand	VERB
cana-2054	50	14	for	for	ADP
cana-2054	50	15	a	a	DET
cana-2054	50	16	disease	disease	NOUN
cana-2054	50	17	or	or	CCONJ
cana-2054	50	18	disease	disease	NOUN
cana-2054	50	19	,	,	PUNCT
cana-2054	50	20	while	while	SCONJ
cana-2054	50	21	ε	ε	PROPN
cana-2054	50	22	may	may	AUX
cana-2054	50	23	refer	refer	VERB
cana-2054	50	24	to	to	ADP
cana-2054	50	25	symptoms	symptom	NOUN
cana-2054	50	26	,	,	PUNCT
cana-2054	50	27	test	test	NOUN
cana-2054	50	28	results	result	NOUN
cana-2054	50	29	,	,	PUNCT
cana-2054	50	30	and	and	CCONJ
cana-2054	50	31	pertinent	pertinent	ADJ
cana-2054	50	32	medical	medical	ADJ
cana-2054	50	33	history	history	NOUN
cana-2054	50	34	.	.	PUNCT
cana-2054	51	1	potential	potential	ADJ
cana-2054	51	2	illnesses	illness	NOUN
cana-2054	51	3	are	be	AUX
cana-2054	51	4	rated	rate	VERB
cana-2054	51	5	according	accord	VERB
cana-2054	51	6	to	to	ADP
cana-2054	51	7	their	their	PRON
cana-2054	51	8	likelihood	likelihood	NOUN
cana-2054	51	9	when	when	SCONJ
cana-2054	51	10	diagnosing	diagnose	VERB
cana-2054	51	11	over	over	ADP
cana-2054	51	12	several	several	ADJ
cana-2054	51	13	possibilities	possibility	NOUN
cana-2054	51	14	,	,	PUNCT
cana-2054	51	15	as	as	ADP
cana-2054	51	16	in	in	ADP
cana-2054	51	17	a	a	DET
cana-2054	51	18	differential	differential	ADJ
cana-2054	51	19	diagnosis	diagnosis	NOUN
cana-2054	51	20	.	.	PUNCT
cana-2054	52	1	there	there	PRON
cana-2054	52	2	are	be	VERB
cana-2054	52	3	two	two	NUM
cana-2054	52	4	main	main	ADJ
cana-2054	52	5	types	type	NOUN
cana-2054	52	6	of	of	ADP
cana-2054	52	7	modelbased	modelbase	VERB
cana-2054	52	8	diagnostic	diagnostic	ADJ
cana-2054	52	9	algorithms	algorithm	NOUN
cana-2054	52	10	:	:	PUNCT
cana-2054	52	11	those	those	PRON
cana-2054	52	12	that	that	PRON
cana-2054	52	13	discriminate	discriminate	VERB
cana-2054	52	14	,	,	PUNCT
cana-2054	52	15	which	which	PRON
cana-2054	52	16	model	model	VERB
cana-2054	52	17	the	the	DET
cana-2054	52	18	conditional	conditional	ADJ
cana-2054	52	19	probability	probability	NOUN
cana-2054	52	20	distribution	distribution	NOUN
cana-2054	52	21	for	for	ADP
cana-2054	52	22	diseases	disease	NOUN
cana-2054	53	1	d	d	NOUN
cana-2054	53	2	given	give	VERB
cana-2054	53	3	input	input	NOUN
cana-2054	53	4	characteristics	characteristic	NOUN
cana-2054	53	5	e	e	X
cana-2054	53	6	(	(	PUNCT
cana-2054	53	7	1	1	NUM
cana-2054	53	8	)	)	PUNCT
cana-2054	53	9	,	,	PUNCT
cana-2054	53	10	and	and	CCONJ
cana-2054	53	11	those	those	PRON
cana-2054	53	12	that	that	PRON
cana-2054	53	13	generate	generate	VERB
cana-2054	53	14	,	,	PUNCT
cana-2054	53	15	which	which	PRON
cana-2054	53	16	model	model	VERB
cana-2054	53	17	the	the	DET
cana-2054	53	18	previous	previous	ADJ
cana-2054	53	19	distribution	distribution	NOUN
cana-2054	53	20	of	of	ADP
cana-2054	53	21	illnesses	illness	NOUN
cana-2054	53	22	and	and	CCONJ
cana-2054	53	23	results	result	NOUN
cana-2054	53	24	and	and	CCONJ
cana-2054	53	25	calculate	calculate	VERB
cana-2054	53	26	the	the	DET
cana-2054	53	27	posterior	posterior	NOUN
cana-2054	53	28	using	use	VERB
cana-2054	53	29	bayes	bayes	NOUN
cana-2054	53	30	rule	rule	NOUN
cana-2054	53	31	.	.	PUNCT
cana-2054	54	1	𝑷(𝑫|𝜺	𝑷(𝑫|𝜺	ADJ
cana-2054	54	2	;	;	PUNCT
cana-2054	54	3	𝜽	𝜽	X
cana-2054	54	4	)	)	PUNCT
cana-2054	54	5	=	=	SYM
cana-2054	55	1	𝑷(𝑫|𝜺	𝑷(𝑫|𝜺	ADJ
cana-2054	55	2	;	;	PUNCT
cana-2054	55	3	𝛉)𝑷(𝑫	𝛉)𝑷(𝑫	X
cana-2054	55	4	;	;	PUNCT
cana-2054	55	5	𝛉	𝛉	X
cana-2054	55	6	)	)	PUNCT
cana-2054	55	7	𝑷(𝜺	𝑷(𝜺	PROPN
cana-2054	55	8	;	;	PUNCT
cana-2054	55	9	𝛉	𝛉	X
cana-2054	55	10	)	)	PUNCT
cana-2054	55	11	(	(	PUNCT
cana-2054	55	12	𝟐	𝟐	X
cana-2054	55	13	)	)	PUNCT
cana-2054	55	14	generative	generative	ADJ
cana-2054	55	15	models	model	NOUN
cana-2054	55	16	are	be	AUX
cana-2054	55	17	usually	usually	ADV
cana-2054	55	18	bayesian	bayesian	NOUN
cana-2054	55	19	networks	network	NOUN
cana-2054	55	20	,	,	PUNCT
cana-2054	55	21	while	while	SCONJ
cana-2054	55	22	discriminative	discriminative	ADJ
cana-2054	55	23	diagnostic	diagnostic	ADJ
cana-2054	55	24	models	model	NOUN
cana-2054	55	25	are	be	AUX
cana-2054	55	26	examples	example	NOUN
cana-2054	55	27	of	of	ADP
cana-2054	55	28	deep	deep	ADJ
cana-2054	55	29	learning	learning	NOUN
cana-2054	55	30	and	and	CCONJ
cana-2054	55	31	neural	neural	ADJ
cana-2054	55	32	networks	network	NOUN
cana-2054	55	33	.	.	PUNCT
cana-2054	56	1	the	the	DET
cana-2054	56	2	methods	method	NOUN
cana-2054	56	3	used	use	VERB
cana-2054	56	4	in	in	ADP
cana-2054	56	5	this	this	DET
cana-2054	56	6	technique	technique	NOUN
cana-2054	56	7	are	be	AUX
cana-2054	56	8	similar	similar	ADJ
cana-2054	56	9	to	to	ADP
cana-2054	56	10	the	the	DET
cana-2054	56	11	way	way	NOUN
cana-2054	56	12	physicians	physician	NOUN
cana-2054	56	13	make	make	VERB
cana-2054	56	14	diagnoses	diagnosis	NOUN
cana-2054	56	15	.	.	PUNCT
cana-2054	57	1	the	the	DET
cana-2054	57	2	search	search	NOUN
cana-2054	57	3	for	for	ADP
cana-2054	57	4	underlying	underlie	VERB
cana-2054	57	5	causes	cause	NOUN
cana-2054	57	6	of	of	ADP
cana-2054	57	7	a	a	DET
cana-2054	57	8	patient	patient	NOUN
cana-2054	57	9	's	's	PART
cana-2054	57	10	symptoms	symptom	NOUN
cana-2054	57	11	has	have	AUX
cana-2054	57	12	long	long	ADV
cana-2054	57	13	been	be	AUX
cana-2054	57	14	considered	consider	VERB
cana-2054	57	15	an	an	DET
cana-2054	57	16	essential	essential	ADJ
cana-2054	57	17	part	part	NOUN
cana-2054	57	18	of	of	ADP
cana-2054	57	19	the	the	DET
cana-2054	57	20	diagnostic	diagnostic	ADJ
cana-2054	57	21	procedure	procedure	NOUN
cana-2054	57	22	.	.	PUNCT
cana-2054	58	1	in	in	ADP
cana-2054	58	2	this	this	DET
cana-2054	58	3	case	case	NOUN
cana-2054	58	4	,	,	PUNCT
cana-2054	58	5	for	for	ADP
cana-2054	58	6	instance	instance	NOUN
cana-2054	58	7	,	,	PUNCT
cana-2054	58	8	habitual	habitual	ADJ
cana-2054	58	9	abduction	abduction	NOUN
cana-2054	58	10	is	be	AUX
cana-2054	58	11	the	the	DET
cana-2054	58	12	process	process	NOUN
cana-2054	58	13	by	by	ADP
cana-2054	58	14	which	which	PRON
cana-2054	58	15	hypotheses	hypothesis	NOUN
cana-2054	58	16	are	be	AUX
cana-2054	58	17	generated	generate	VERB
cana-2054	58	18	.	.	PUNCT
cana-2054	59	1	a	a	DET
cana-2054	59	2	doctor	doctor	NOUN
cana-2054	59	3	's	's	PART
cana-2054	59	4	ability	ability	NOUN
cana-2054	59	5	to	to	PART
cana-2054	59	6	diagnose	diagnose	VERB
cana-2054	59	7	a	a	DET
cana-2054	59	8	patient	patient	NOUN
cana-2054	59	9	's	's	PART
cana-2054	59	10	symptoms	symptom	NOUN
cana-2054	59	11	is	be	AUX
cana-2054	59	12	dependent	dependent	ADJ
cana-2054	59	13	on	on	ADP
cana-2054	59	14	her	her	PRON
cana-2054	59	15	familiarity	familiarity	NOUN
cana-2054	59	16	with	with	ADP
cana-2054	59	17	potential	potential	ADJ
cana-2054	59	18	reasons	reason	NOUN
cana-2054	59	19	.	.	PUNCT
cana-2054	60	1	similarly	similarly	ADV
cana-2054	60	2	,	,	PUNCT
cana-2054	60	3	a	a	DET
cana-2054	60	4	diagnostic	diagnostic	NOUN
cana-2054	60	5	is	be	AUX
cana-2054	60	6	defined	define	VERB
cana-2054	60	7	as	as	ADP
cana-2054	60	8	an	an	DET
cana-2054	60	9	examination	examination	NOUN
cana-2054	60	10	of	of	ADP
cana-2054	60	11	the	the	DET
cana-2054	60	12	source	source	NOUN
cana-2054	60	13	or	or	CCONJ
cana-2054	60	14	origin	origin	NOUN
cana-2054	60	15	of	of	ADP
cana-2054	60	16	an	an	DET
cana-2054	60	17	issue	issue	NOUN
cana-2054	60	18	,	,	PUNCT
cana-2054	60	19	ailment	ailment	NOUN
cana-2054	60	20	,	,	PUNCT
cana-2054	60	21	or	or	CCONJ
cana-2054	60	22	problem	problem	NOUN
cana-2054	60	23	.	.	PUNCT
cana-2054	61	1	in	in	ADP
cana-2054	61	2	other	other	ADJ
cana-2054	61	3	words	word	NOUN
cana-2054	61	4	,	,	PUNCT
cana-2054	61	5	a	a	DET
cana-2054	61	6	doctor	doctor	NOUN
cana-2054	61	7	will	will	AUX
cana-2054	61	8	try	try	VERB
cana-2054	61	9	to	to	PART
cana-2054	61	10	diagnose	diagnose	VERB
cana-2054	61	11	the	the	DET
cana-2054	61	12	patient	patient	NOUN
cana-2054	61	13	's	's	PART
cana-2054	61	14	symptoms	symptom	NOUN
cana-2054	61	15	by	by	ADP
cana-2054	61	16	looking	look	VERB
cana-2054	61	17	at	at	ADP
cana-2054	61	18	the	the	DET
cana-2054	61	19	patient	patient	NOUN
cana-2054	61	20	's	's	PART
cana-2054	61	21	history	history	NOUN
cana-2054	61	22	and	and	CCONJ
cana-2054	61	23	current	current	ADJ
cana-2054	61	24	health	health	NOUN
cana-2054	61	25	status	status	NOUN
cana-2054	61	26	to	to	PART
cana-2054	61	27	identify	identify	VERB
cana-2054	61	28	the	the	DET
cana-2054	61	29	illnesses	illness	NOUN
cana-2054	61	30	that	that	PRON
cana-2054	61	31	are	be	AUX
cana-2054	61	32	most	most	ADV
cana-2054	61	33	likely	likely	ADJ
cana-2054	61	34	to	to	PART
cana-2054	61	35	be	be	AUX
cana-2054	61	36	causing	cause	VERB
cana-2054	61	37	those	those	DET
cana-2054	61	38	symptoms	symptom	NOUN
cana-2054	61	39	.	.	PUNCT
cana-2054	62	1	the	the	DET
cana-2054	62	2	following	follow	VERB
cana-2054	62	3	is	be	AUX
cana-2054	62	4	a	a	DET
cana-2054	62	5	proposed	propose	VERB
cana-2054	62	6	causal	causal	ADJ
cana-2054	62	7	definition	definition	NOUN
cana-2054	62	8	of	of	ADP
cana-2054	62	9	diagnosis	diagnosis	NOUN
cana-2054	62	10	:	:	PUNCT
cana-2054	62	11	•	•	ADP
cana-2054	62	12	the	the	DET
cana-2054	62	13	process	process	NOUN
cana-2054	62	14	of	of	ADP
cana-2054	62	15	determining	determine	VERB
cana-2054	62	16	,	,	PUNCT
cana-2054	62	17	using	use	VERB
cana-2054	62	18	a	a	DET
cana-2054	62	19	patient	patient	NOUN
cana-2054	62	20	's	's	PART
cana-2054	62	21	medical	medical	ADJ
cana-2054	62	22	history	history	NOUN
cana-2054	62	23	,	,	PUNCT
cana-2054	62	24	which	which	PRON
cana-2054	62	25	illnesses	illness	NOUN
cana-2054	62	26	are	be	AUX
cana-2054	62	27	most	most	ADV
cana-2054	62	28	likely	likely	ADJ
cana-2054	62	29	to	to	PART
cana-2054	62	30	be	be	AUX
cana-2054	62	31	causing	cause	VERB
cana-2054	62	32	their	their	PRON
cana-2054	62	33	symptoms	symptom	NOUN
cana-2054	62	34	.	.	PUNCT
cana-2054	63	1	there	there	PRON
cana-2054	63	2	are	be	VERB
cana-2054	63	3	a	a	DET
cana-2054	63	4	lot	lot	NOUN
cana-2054	63	5	of	of	ADP
cana-2054	63	6	literary	literary	ADJ
cana-2054	63	7	works	work	NOUN
cana-2054	63	8	that	that	PRON
cana-2054	63	9	say	say	VERB
cana-2054	63	10	causal	causal	ADJ
cana-2054	63	11	reasoning	reasoning	NOUN
cana-2054	63	12	should	should	AUX
cana-2054	63	13	be	be	AUX
cana-2054	63	14	at	at	ADP
cana-2054	63	15	the	the	DET
cana-2054	63	16	heart	heart	NOUN
cana-2054	63	17	of	of	ADP
cana-2054	63	18	diagnosis	diagnosis	NOUN
cana-2054	63	19	,	,	PUNCT
cana-2054	63	20	yet	yet	ADV
cana-2054	63	21	as	as	ADV
cana-2054	63	22	far	far	ADV
cana-2054	63	23	as	as	SCONJ
cana-2054	63	24	they	they	PRON
cana-2054	63	25	are	be	AUX
cana-2054	63	26	aware	aware	ADJ
cana-2054	63	27	,	,	PUNCT
cana-2054	63	28	no	no	DET
cana-2054	63	29	model	model	NOUN
cana-2054	63	30	-	-	PUNCT
cana-2054	63	31	based	base	VERB
cana-2054	63	32	diagnostic	diagnostic	ADJ
cana-2054	63	33	approaches	approach	NOUN
cana-2054	63	34	use	use	VERB
cana-2054	63	35	contemporary	contemporary	ADJ
cana-2054	63	36	causal	causal	NOUN
cana-2054	63	37	analysis	analysis	NOUN
cana-2054	63	38	methods	method	NOUN
cana-2054	63	39	.	.	PUNCT
cana-2054	64	1	in	in	ADP
cana-2054	64	2	most	most	ADJ
cana-2054	64	3	causal	causal	ADJ
cana-2054	64	4	contexts	contexts	NOUN
cana-2054	64	5	,	,	PUNCT
cana-2054	64	6	employing	employ	VERB
cana-2054	64	7	the	the	DET
cana-2054	64	8	posterior	posterior	NOUN
cana-2054	64	9	to	to	PART
cana-2054	64	10	determine	determine	VERB
cana-2054	64	11	causal	causal	ADJ
cana-2054	64	12	linkages	linkage	NOUN
cana-2054	64	13	might	might	AUX
cana-2054	64	14	result	result	VERB
cana-2054	64	15	in	in	ADP
cana-2054	64	16	false	false	ADJ
cana-2054	64	17	findings	finding	NOUN
cana-2054	64	18	due	due	ADJ
cana-2054	64	19	to	to	ADP
cana-2054	64	20	confounding	confound	VERB
cana-2054	64	21	.	.	PUNCT
cana-2054	65	1	figure	figure	NOUN
cana-2054	65	2	1	1	NUM
cana-2054	65	3	(	(	PUNCT
cana-2054	65	4	a	a	NOUN
cana-2054	65	5	)	)	PUNCT
cana-2054	65	6	displays	display	VERB
cana-2054	65	7	a	a	DET
cana-2054	65	8	condition	condition	NOUN
cana-2054	65	9	d	d	NOUN
cana-2054	65	10	that	that	PRON
cana-2054	65	11	causes	cause	VERB
cana-2054	65	12	symptom	symptom	NOUN
cana-2054	65	13	s.	s.	PROPN
cana-2054	65	14	in	in	ADP
cana-2054	65	15	this	this	DET
cana-2054	65	16	case	case	NOUN
cana-2054	65	17	,	,	PUNCT
cana-2054	65	18	addressing	address	VERB
cana-2054	65	19	d	d	NOUN
cana-2054	65	20	may	may	AUX
cana-2054	65	21	relieve	relieve	VERB
cana-2054	65	22	s.	s.	PROPN
cana-2054	65	23	figure	figure	NOUN
cana-2054	65	24	1	1	NUM
cana-2054	65	25	(	(	PUNCT
cana-2054	65	26	b	b	NOUN
cana-2054	65	27	)	)	PUNCT
cana-2054	65	28	shows	show	VERB
cana-2054	65	29	that	that	SCONJ
cana-2054	65	30	variable	variable	ADJ
cana-2054	65	31	r	r	NOUN
cana-2054	65	32	complicates	complicate	VERB
cana-2054	65	33	the	the	DET
cana-2054	65	34	relationship	relationship	NOUN
cana-2054	65	35	between	between	ADP
cana-2054	65	36	s	s	PROPN
cana-2054	65	37	and	and	CCONJ
cana-2054	65	38	d	d	NOUN
cana-2054	65	39	;	;	PUNCT
cana-2054	65	40	for	for	ADP
cana-2054	65	41	instance	instance	NOUN
cana-2054	65	42	,	,	PUNCT
cana-2054	65	43	r	r	NOUN
cana-2054	65	44	may	may	AUX
cana-2054	65	45	be	be	AUX
cana-2054	65	46	a	a	DET
cana-2054	65	47	hereditary	hereditary	ADJ
cana-2054	65	48	factor	factor	NOUN
cana-2054	65	49	that	that	PRON
cana-2054	65	50	raises	raise	VERB
cana-2054	65	51	a	a	DET
cana-2054	65	52	patient	patient	NOUN
cana-2054	65	53	's	's	PART
cana-2054	65	54	risk	risk	NOUN
cana-2054	65	55	of	of	ADP
cana-2054	65	56	getting	get	VERB
cana-2054	65	57	illness	illness	NOUN
cana-2054	65	58	d	d	NOUN
cana-2054	65	59	and	and	CCONJ
cana-2054	65	60	suffering	suffer	VERB
cana-2054	65	61	symptom	symptom	NOUN
cana-2054	65	62	s.	s.	PROPN
cana-2054	65	63	in	in	ADP
cana-2054	65	64	this	this	DET
cana-2054	65	65	case	case	NOUN
cana-2054	65	66	,	,	PUNCT
cana-2054	65	67	there	there	PRON
cana-2054	65	68	is	be	VERB
cana-2054	65	69	a	a	DET
cana-2054	65	70	substantial	substantial	ADJ
cana-2054	65	71	correlation	correlation	NOUN
cana-2054	65	72	between	between	ADP
cana-2054	65	73	d	d	PROPN
cana-2054	65	74	and	and	CCONJ
cana-2054	65	75	s	s	PROPN
cana-2054	65	76	;	;	PUNCT
cana-2054	65	77	nonetheless	nonetheless	ADV
cana-2054	65	78	,	,	PUNCT
cana-2054	65	79	a	a	DET
cana-2054	65	80	credible	credible	ADJ
cana-2054	65	81	diagnosis	diagnosis	NOUN
cana-2054	65	82	would	would	AUX
cana-2054	65	83	not	not	PART
cana-2054	65	84	be	be	AUX
cana-2054	65	85	possible	possible	ADJ
cana-2054	65	86	if	if	SCONJ
cana-2054	65	87	p	p	PROPN
cana-2054	65	88	and	and	CCONJ
cana-2054	65	89	d	d	NOUN
cana-2054	65	90	were	be	AUX
cana-2054	65	91	to	to	PART
cana-2054	65	92	have	have	AUX
cana-2054	65	93	created	create	VERB
cana-2054	65	94	symptom	symptom	NOUN
cana-2054	65	95	s.	s.	PROPN
cana-2054	66	1	it	it	PRON
cana-2054	66	2	is	be	AUX
cana-2054	66	3	not	not	PART
cana-2054	66	4	possible	possible	ADJ
cana-2054	66	5	to	to	PART
cana-2054	66	6	easily	easily	ADV
cana-2054	66	7	untangle	untangle	VERB
cana-2054	66	8	the	the	DET
cana-2054	66	9	directed	direct	VERB
cana-2054	66	10	and	and	CCONJ
cana-2054	66	11	common	common	ADJ
cana-2054	66	12	sources	source	NOUN
cana-2054	66	13	of	of	ADP
cana-2054	66	14	symptoms	symptom	NOUN
cana-2054	66	15	in	in	ADP
cana-2054	66	16	disorders	disorder	NOUN
cana-2054	66	17	,	,	PUNCT
cana-2054	66	18	as	as	SCONJ
cana-2054	66	19	seen	see	VERB
cana-2054	66	20	in	in	ADP
cana-2054	66	21	figure	figure	NOUN
cana-2054	66	22	1	1	NUM
cana-2054	66	23	(	(	PUNCT
cana-2054	66	24	c	c	NOUN
cana-2054	66	25	)	)	PUNCT
cana-2054	66	26	.	.	PUNCT
cana-2054	67	1	since	since	SCONJ
cana-2054	67	2	the	the	DET
cana-2054	67	3	posterior	posterior	NOUN
cana-2054	67	4	can	can	AUX
cana-2054	67	5	not	not	PART
cana-2054	67	6	distinguish	distinguish	VERB
cana-2054	67	7	between	between	ADP
cana-2054	67	8	these	these	DET
cana-2054	67	9	many	many	ADJ
cana-2054	67	10	situations	situation	NOUN
cana-2054	67	11	,	,	PUNCT
cana-2054	67	12	it	it	PRON
cana-2054	67	13	is	be	AUX
cana-2054	67	14	inadequate	inadequate	ADJ
cana-2054	67	15	for	for	ADP
cana-2054	67	16	diagnosing	diagnose	VERB
cana-2054	67	17	symptoms	symptom	NOUN
cana-2054	67	18	from	from	ADP
cana-2054	67	19	patients	patient	NOUN
cana-2054	67	20	in	in	ADP
cana-2054	67	21	all	all	PRON
cana-2054	67	22	but	but	SCONJ
cana-2054	67	23	the	the	DET
cana-2054	67	24	most	most	ADV
cana-2054	67	25	basic	basic	ADJ
cana-2054	67	26	conditions	condition	NOUN
cana-2054	67	27	,	,	PUNCT
cana-2054	67	28	particularly	particularly	ADV
cana-2054	67	29	in	in	ADP
cana-2054	67	30	cases	case	NOUN
cana-2054	67	31	when	when	SCONJ
cana-2054	67	32	there	there	PRON
cana-2054	67	33	are	be	VERB
cana-2054	67	34	several	several	ADJ
cana-2054	67	35	potential	potential	ADJ
cana-2054	67	36	reasons	reason	NOUN
cana-2054	67	37	.	.	PUNCT
cana-2054	68	1	communications	communication	NOUN
cana-2054	68	2	on	on	ADP
cana-2054	68	3	applied	apply	VERB
cana-2054	68	4	nonlinear	nonlinear	ADJ
cana-2054	68	5	analysis	analysis	NOUN
cana-2054	68	6	issn	issn	NOUN
cana-2054	68	7	:	:	PUNCT
cana-2054	68	8	1074	1074	NUM
cana-2054	68	9	-	-	PUNCT
cana-2054	68	10	133x	133x	NUM
cana-2054	68	11	vol	vol	NOUN
cana-2054	68	12	32	32	NUM
cana-2054	68	13	no	no	NOUN
cana-2054	68	14	.	.	NOUN
cana-2054	68	15	3	3	NUM
cana-2054	68	16	(	(	PUNCT
cana-2054	68	17	2025	2025	NUM
cana-2054	68	18	)	)	PUNCT
cana-2054	68	19	568	568	NUM
cana-2054	68	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-2054	68	21	figure	figure	NOUN
cana-2054	68	22	1	1	NUM
cana-2054	68	23	a	a	DET
cana-2054	68	24	)	)	PUNCT
cana-2054	68	25	symptom	symptom	NOUN
cana-2054	68	26	s	s	PART
cana-2054	68	27	is	be	AUX
cana-2054	68	28	caused	cause	VERB
cana-2054	68	29	by	by	ADP
cana-2054	68	30	disease	disease	NOUN
cana-2054	69	1	d	d	PROPN
cana-2054	69	2	;	;	PUNCT
cana-2054	69	3	b	b	X
cana-2054	69	4	)	)	PUNCT
cana-2054	69	5	d	d	NOUN
cana-2054	69	6	is	be	AUX
cana-2054	69	7	not	not	PART
cana-2054	69	8	the	the	DET
cana-2054	69	9	primary	primary	ADJ
cana-2054	69	10	source	source	NOUN
cana-2054	69	11	of	of	ADP
cana-2054	69	12	symptom	symptom	NOUN
cana-2054	69	13	s	s	PROPN
cana-2054	69	14	,	,	PUNCT
cana-2054	69	15	but	but	CCONJ
cana-2054	69	16	there	there	PRON
cana-2054	69	17	is	be	VERB
cana-2054	69	18	a	a	DET
cana-2054	69	19	latent	latent	ADJ
cana-2054	69	20	common	common	ADJ
cana-2054	69	21	factor	factor	NOUN
cana-2054	69	22	r	r	NOUN
cana-2054	69	23	that	that	PRON
cana-2054	69	24	correlates	correlate	VERB
cana-2054	69	25	them	they	PRON
cana-2054	69	26	;	;	PUNCT
cana-2054	69	27	and	and	CCONJ
cana-2054	69	28	c	c	X
cana-2054	69	29	)	)	PUNCT
cana-2054	69	30	both	both	DET
cana-2054	69	31	disease	disease	NOUN
cana-2054	69	32	d	d	NOUN
cana-2054	69	33	and	and	CCONJ
cana-2054	69	34	the	the	DET
cana-2054	69	35	presence	presence	NOUN
cana-2054	69	36	of	of	ADP
cana-2054	69	37	the	the	DET
cana-2054	69	38	latent	latent	NOUN
cana-2054	69	39	similar	similar	ADJ
cana-2054	69	40	cause	cause	NOUN
cana-2054	69	41	r	r	NOUN
cana-2054	69	42	produce	produce	VERB
cana-2054	69	43	symptom	symptom	NOUN
cana-2054	69	44	s.	s.	PROPN
cana-2054	69	45	2.2	2.2	NUM
cana-2054	69	46	guidelines	guideline	NOUN
cana-2054	69	47	for	for	ADP
cana-2054	69	48	making	make	VERB
cana-2054	69	49	diagnoses	diagnosis	NOUN
cana-2054	69	50	as	as	ADP
cana-2054	69	51	an	an	DET
cana-2054	69	52	alternate	alternate	ADJ
cana-2054	69	53	method	method	NOUN
cana-2054	69	54	to	to	PART
cana-2054	69	55	associative	associative	ADJ
cana-2054	69	56	diagnosis	diagnosis	NOUN
cana-2054	69	57	,	,	PUNCT
cana-2054	69	58	one	one	PRON
cana-2054	69	59	might	might	AUX
cana-2054	69	60	consider	consider	VERB
cana-2054	69	61	the	the	DET
cana-2054	69	62	likelihood	likelihood	NOUN
cana-2054	69	63	of	of	ADP
cana-2054	69	64	causal	causal	ADJ
cana-2054	69	65	responsibility	responsibility	NOUN
cana-2054	69	66	or	or	CCONJ
cana-2054	69	67	the	the	DET
cana-2054	69	68	likelihood	likelihood	NOUN
cana-2054	69	69	that	that	SCONJ
cana-2054	69	70	the	the	DET
cana-2054	69	71	effect	effect	NOUN
cana-2054	69	72	s	s	VERB
cana-2054	69	73	was	be	AUX
cana-2054	69	74	caused	cause	VERB
cana-2054	69	75	by	by	ADP
cana-2054	69	76	the	the	DET
cana-2054	69	77	target	target	NOUN
cana-2054	69	78	cause	cause	VERB
cana-2054	69	79	d.	d.	PROPN
cana-2054	69	80	this	this	PRON
cana-2054	69	81	calls	call	VERB
cana-2054	69	82	for	for	ADP
cana-2054	69	83	a	a	DET
cana-2054	69	84	diagnostic	diagnostic	ADJ
cana-2054	69	85	metric	metric	ADJ
cana-2054	69	86	m(dε	m(dε	NOUN
cana-2054	69	87	)	)	PUNCT
cana-2054	69	88	to	to	PART
cana-2054	69	89	assess	assess	VERB
cana-2054	69	90	the	the	DET
cana-2054	69	91	probability	probability	NOUN
cana-2054	69	92	that	that	SCONJ
cana-2054	69	93	an	an	DET
cana-2054	69	94	illness	illness	NOUN
cana-2054	69	95	d	d	NOUN
cana-2054	69	96	is	be	AUX
cana-2054	69	97	the	the	DET
cana-2054	69	98	cause	cause	NOUN
cana-2054	69	99	of	of	ADP
cana-2054	69	100	a	a	DET
cana-2054	69	101	patient	patient	NOUN
cana-2054	69	102	's	's	PART
cana-2054	69	103	symptoms	symptom	NOUN
cana-2054	69	104	based	base	VERB
cana-2054	69	105	on	on	ADP
cana-2054	69	106	evidence	evidence	NOUN
cana-2054	69	107	e.	e.	PROPN
cana-2054	69	108	three	three	NUM
cana-2054	69	109	very	very	ADV
cana-2054	69	110	minimum	minimum	ADJ
cana-2054	69	111	requirements	requirement	NOUN
cana-2054	69	112	for	for	ADP
cana-2054	69	113	any	any	DET
cana-2054	69	114	such	such	ADJ
cana-2054	69	115	diagnostic	diagnostic	ADJ
cana-2054	69	116	tool	tool	NOUN
cana-2054	69	117	:	:	PUNCT
cana-2054	69	118	•	•	ADP
cana-2054	69	119	consistently	consistently	ADV
cana-2054	69	120	,	,	PUNCT
cana-2054	69	121	the	the	DET
cana-2054	69	122	chance	chance	NOUN
cana-2054	69	123	of	of	ADP
cana-2054	69	124	a	a	DET
cana-2054	69	125	disease	disease	NOUN
cana-2054	69	126	d	d	ADP
cana-2054	69	127	eliciting	elicit	VERB
cana-2054	69	128	signs	sign	NOUN
cana-2054	69	129	should	should	AUX
cana-2054	69	130	be	be	AUX
cana-2054	69	131	proportionate	proportionate	ADJ
cana-2054	69	132	to	to	ADP
cana-2054	69	133	its	its	PRON
cana-2054	69	134	posterior	posterior	ADJ
cana-2054	69	135	likelihood	likelihood	NOUN
cana-2054	69	136	(	(	PUNCT
cana-2054	69	137	m(dε	m(dε	X
cana-2054	69	138	)	)	PUNCT
cana-2054	69	139	p	p	NOUN
cana-2054	69	140	(	(	PUNCT
cana-2054	69	141	d	d	PROPN
cana-2054	69	142	=	=	X
cana-2054	69	143	t	t	X
cana-2054	69	144	ε	ε	PROPN
cana-2054	69	145	)	)	PUNCT
cana-2054	69	146	)	)	PUNCT
cana-2054	69	147	.	.	PUNCT
cana-2054	70	1	•	•	NOUN
cana-2054	70	2	no	no	DET
cana-2054	70	3	diagnosis	diagnosis	NOUN
cana-2054	70	4	can	can	AUX
cana-2054	70	5	be	be	AUX
cana-2054	70	6	made	make	VERB
cana-2054	70	7	for	for	ADP
cana-2054	70	8	a	a	DET
cana-2054	70	9	disease	disease	NOUN
cana-2054	70	10	d	d	NOUN
cana-2054	70	11	that	that	PRON
cana-2054	70	12	does	do	AUX
cana-2054	70	13	not	not	PART
cana-2054	70	14	induce	induce	VERB
cana-2054	70	15	any	any	DET
cana-2054	70	16	symptoms	symptom	NOUN
cana-2054	70	17	,	,	PUNCT
cana-2054	70	18	since	since	SCONJ
cana-2054	70	19	m(dε	m(dε	X
cana-2054	70	20	)	)	PUNCT
cana-2054	71	1	=	=	SYM
cana-2054	71	2	0	0	NUM
cana-2054	71	3	(	(	PUNCT
cana-2054	71	4	causality	causality	NOUN
cana-2054	71	5	)	)	PUNCT
cana-2054	71	6	.	.	PUNCT
cana-2054	72	1	•	•	NUM
cana-2054	72	2	simpler	simple	ADJ
cana-2054	72	3	diseases	disease	NOUN
cana-2054	72	4	that	that	PRON
cana-2054	72	5	explain	explain	VERB
cana-2054	72	6	more	more	ADJ
cana-2054	72	7	patient	patient	ADJ
cana-2054	72	8	symptoms	symptom	NOUN
cana-2054	72	9	are	be	AUX
cana-2054	72	10	more	more	ADV
cana-2054	72	11	probable	probable	ADJ
cana-2054	72	12	.	.	PUNCT
cana-2054	73	1	desiderata	desiderata	PROPN
cana-2054	73	2	is	be	AUX
cana-2054	73	3	justified	justify	VERB
cana-2054	73	4	as	as	SCONJ
cana-2054	73	5	follows	follow	VERB
cana-2054	73	6	.	.	PUNCT
cana-2054	74	1	according	accord	VERB
cana-2054	74	2	to	to	ADP
cana-2054	74	3	desideratum	desideratum	PROPN
cana-2054	74	4	i	i	PROPN
cana-2054	74	5	)	)	PUNCT
cana-2054	74	6	,	,	PUNCT
cana-2054	74	7	the	the	DET
cana-2054	74	8	chance	chance	NOUN
cana-2054	74	9	of	of	ADP
cana-2054	74	10	an	an	DET
cana-2054	74	11	illness	illness	NOUN
cana-2054	74	12	causing	cause	VERB
cana-2054	74	13	symptoms	symptom	NOUN
cana-2054	74	14	is	be	AUX
cana-2054	74	15	proportionate	proportionate	ADJ
cana-2054	74	16	to	to	ADP
cana-2054	74	17	the	the	DET
cana-2054	74	18	possibility	possibility	NOUN
cana-2054	74	19	of	of	ADP
cana-2054	74	20	the	the	DET
cana-2054	74	21	patient	patient	NOUN
cana-2054	74	22	having	have	VERB
cana-2054	74	23	the	the	DET
cana-2054	74	24	condition	condition	NOUN
cana-2054	74	25	.	.	PUNCT
cana-2054	75	1	if	if	SCONJ
cana-2054	75	2	illness	illness	NOUN
cana-2054	75	3	d	d	NOUN
cana-2054	75	4	can	can	AUX
cana-2054	75	5	not	not	PART
cana-2054	75	6	root	root	VERB
cana-2054	75	7	any	any	PRON
cana-2054	75	8	of	of	ADP
cana-2054	75	9	the	the	DET
cana-2054	75	10	symptoms	symptom	NOUN
cana-2054	75	11	from	from	ADP
cana-2054	75	12	the	the	DET
cana-2054	75	13	patients	patient	NOUN
cana-2054	75	14	,	,	PUNCT
cana-2054	75	15	then	then	ADV
cana-2054	75	16	d	d	X
cana-2054	75	17	should	should	AUX
cana-2054	75	18	be	be	AUX
cana-2054	75	19	ignored	ignore	VERB
cana-2054	75	20	(	(	PUNCT
cana-2054	75	21	desideratum	desideratum	NOUN
cana-2054	75	22	ii	ii	PROPN
cana-2054	75	23	)	)	PUNCT
cana-2054	75	24	.	.	PUNCT
cana-2054	76	1	desideratum	desideratum	PROPN
cana-2054	76	2	iii	iii	PROPN
cana-2054	76	3	)	)	PUNCT
cana-2054	76	4	relies	rely	VERB
cana-2054	76	5	on	on	ADP
cana-2054	76	6	occam	occam	PROPN
cana-2054	76	7	's	's	PART
cana-2054	76	8	razor	razor	NOUN
cana-2054	76	9	approach	approach	NOUN
cana-2054	76	10	,	,	PUNCT
cana-2054	76	11	supporting	support	VERB
cana-2054	76	12	humble	humble	ADJ
cana-2054	76	13	diagnosis	diagnosis	NOUN
cana-2054	76	14	with	with	ADP
cana-2054	76	15	few	few	ADJ
cana-2054	76	16	illnesses	illness	NOUN
cana-2054	76	17	to	to	PART
cana-2054	76	18	explain	explain	VERB
cana-2054	76	19	symptoms	symptom	NOUN
cana-2054	76	20	.	.	PUNCT
cana-2054	77	1	the	the	DET
cana-2054	77	2	posterior	posterior	NOUN
cana-2054	77	3	only	only	ADV
cana-2054	77	4	meets	meet	VERB
cana-2054	77	5	the	the	DET
cana-2054	77	6	first	first	ADJ
cana-2054	77	7	desiderata	desiderata	PROPN
cana-2054	77	8	,	,	PUNCT
cana-2054	77	9	breaching	breach	VERB
cana-2054	77	10	the	the	DET
cana-2054	77	11	final	final	ADJ
cana-2054	77	12	two	two	NUM
cana-2054	77	13	.	.	PUNCT
cana-2054	78	1	2.3	2.3	NUM
cana-2054	78	2	counterfactual	counterfactual	ADJ
cana-2054	78	3	diagnosis	diagnosis	NOUN
cana-2054	78	4	utilising	utilise	VERB
cana-2054	78	5	counterfactual	counterfactual	ADJ
cana-2054	78	6	inference	inference	NOUN
cana-2054	78	7	,	,	PUNCT
cana-2054	78	8	researchers	researcher	NOUN
cana-2054	78	9	may	may	AUX
cana-2054	78	10	measure	measure	VERB
cana-2054	78	11	the	the	DET
cana-2054	78	12	probability	probability	NOUN
cana-2054	78	13	that	that	SCONJ
cana-2054	78	14	a	a	DET
cana-2054	78	15	patient	patient	NOUN
cana-2054	78	16	's	's	PART
cana-2054	78	17	symptoms	symptom	NOUN
cana-2054	78	18	are	be	AUX
cana-2054	78	19	caused	cause	VERB
cana-2054	78	20	by	by	ADP
cana-2054	78	21	a	a	DET
cana-2054	78	22	disease	disease	NOUN
cana-2054	78	23	.	.	PUNCT
cana-2054	79	1	using	use	VERB
cana-2054	79	2	a	a	DET
cana-2054	79	3	counterfactual	counterfactual	ADJ
cana-2054	79	4	,	,	PUNCT
cana-2054	79	5	one	one	PRON
cana-2054	79	6	may	may	AUX
cana-2054	79	7	determine	determine	VERB
cana-2054	79	8	whether	whether	SCONJ
cana-2054	79	9	an	an	DET
cana-2054	79	10	alternative	alternative	ADJ
cana-2054	79	11	set	set	NOUN
cana-2054	79	12	of	of	ADP
cana-2054	79	13	circumstances	circumstance	NOUN
cana-2054	79	14	would	would	AUX
cana-2054	79	15	have	have	AUX
cana-2054	79	16	led	lead	VERB
cana-2054	79	17	to	to	ADP
cana-2054	79	18	a	a	DET
cana-2054	79	19	different	different	ADJ
cana-2054	79	20	result	result	NOUN
cana-2054	79	21	.	.	PUNCT
cana-2054	80	1	with	with	ADP
cana-2054	80	2	the	the	DET
cana-2054	80	3	given	give	VERB
cana-2054	80	4	data	datum	NOUN
cana-2054	80	5	e	e	NOUN
cana-2054	80	6	=	=	SYM
cana-2054	80	7	e	e	X
cana-2054	80	8	,	,	PUNCT
cana-2054	80	9	they	they	PRON
cana-2054	80	10	may	may	AUX
cana-2054	80	11	determine	determine	VERB
cana-2054	80	12	the	the	DET
cana-2054	80	13	probability	probability	NOUN
cana-2054	80	14	that	that	SCONJ
cana-2054	80	15	,	,	PUNCT
cana-2054	80	16	in	in	ADP
cana-2054	80	17	the	the	DET
cana-2054	80	18	absence	absence	NOUN
cana-2054	80	19	of	of	ADP
cana-2054	80	20	some	some	DET
cana-2054	80	21	hypothetical	hypothetical	ADJ
cana-2054	80	22	intervention	intervention	NOUN
cana-2054	80	23	,	,	PUNCT
cana-2054	80	24	they	they	PRON
cana-2054	80	25	would	would	AUX
cana-2054	80	26	have	have	AUX
cana-2054	80	27	seen	see	VERB
cana-2054	80	28	a	a	DET
cana-2054	80	29	different	different	ADJ
cana-2054	80	30	result-𝛆	result-𝛆	NOUN
cana-2054	80	31	=	=	SYM
cana-2054	80	32	𝒆′	𝒆′	X
cana-2054	80	33	,	,	PUNCT
cana-2054	80	34	which	which	PRON
cana-2054	80	35	runs	run	VERB
cana-2054	80	36	contrary	contrary	ADV
cana-2054	80	37	to	to	ADP
cana-2054	80	38	the	the	DET
cana-2054	80	39	fact	fact	NOUN
cana-2054	80	40	that	that	SCONJ
cana-2054	80	41	ε	ε	PROPN
cana-2054	80	42	=	=	SYM
cana-2054	80	43	e.	e.	PROPN
cana-2054	80	44	in	in	ADP
cana-2054	80	45	pearl	pearl	PROPN
cana-2054	80	46	's	's	PART
cana-2054	80	47	calculus	calculus	NOUN
cana-2054	80	48	of	of	ADP
cana-2054	80	49	interventions	intervention	NOUN
cana-2054	80	50	,	,	PUNCT
cana-2054	80	51	the	the	DET
cana-2054	80	52	intervention	intervention	NOUN
cana-2054	80	53	which	which	PRON
cana-2054	80	54	sets	set	VERB
cana-2054	80	55	the	the	DET
cana-2054	80	56	parameter	parameter	NOUN
cana-2054	80	57	rx	rx	VERB
cana-2054	80	58	to	to	ADP
cana-2054	80	59	the	the	DET
cana-2054	80	60	value	value	NOUN
cana-2054	80	61	x	x	PUNCT
cana-2054	81	1	=	=	PUNCT
cana-2054	81	2	x	x	X
cana-2054	81	3	is	be	AUX
cana-2054	81	4	denoted	denote	VERB
cana-2054	81	5	by	by	ADP
cana-2054	81	6	do	do	AUX
cana-2054	81	7	(	(	PUNCT
cana-2054	81	8	x	x	SYM
cana-2054	81	9	=	=	SYM
cana-2054	81	10	x	x	NOUN
cana-2054	81	11	)	)	PUNCT
cana-2054	81	12	hence	hence	ADV
cana-2054	81	13	the	the	DET
cana-2054	81	14	counterfactual	counterfactual	ADJ
cana-2054	81	15	probability	probability	NOUN
cana-2054	81	16	is	be	AUX
cana-2054	81	17	expressed	express	VERB
cana-2054	81	18	as	as	ADP
cana-2054	81	19	𝑷(𝛆	𝑷(𝛆	X
cana-2054	81	20	=	=	SYM
cana-2054	81	21	𝒆′|𝛆	𝒆′|𝛆	ADJ
cana-2054	81	22	=	=	SYM
cana-2054	81	23	𝐞	𝐞	X
cana-2054	81	24	,	,	PUNCT
cana-2054	81	25	do	do	VERB
cana-2054	81	26	(	(	PUNCT
cana-2054	81	27	x	x	SYM
cana-2054	81	28	=	=	SYM
cana-2054	81	29	x	x	NOUN
cana-2054	81	30	)	)	PUNCT
cana-2054	81	31	)	)	PUNCT
cana-2054	81	32	.	.	PUNCT
cana-2054	82	1	counterfactuals	counterfactual	NOUN
cana-2054	82	2	quantify	quantify	VERB
cana-2054	82	3	the	the	DET
cana-2054	82	4	effectiveness	effectiveness	NOUN
cana-2054	82	5	of	of	ADP
cana-2054	82	6	an	an	DET
cana-2054	82	7	ailment	ailment	NOUN
cana-2054	82	8	the	the	DET
cana-2054	82	9	hypothesis	hypothesis	NOUN
cana-2054	83	1	d	d	NOUN
cana-2054	83	2	=	=	SYM
cana-2054	83	3	t	t	PROPN
cana-2054	83	4	in	in	ADP
cana-2054	83	5	explaining	explain	VERB
cana-2054	83	6	symptoms	symptom	NOUN
cana-2054	83	7	evidence	evidence	NOUN
cana-2054	83	8	s	s	PART
cana-2054	83	9	=	=	X
cana-2054	83	10	t	t	NOUN
cana-2054	83	11	by	by	ADP
cana-2054	83	12	calculating	calculate	VERB
cana-2054	83	13	the	the	DET
cana-2054	83	14	probability	probability	NOUN
cana-2054	83	15	that	that	SCONJ
cana-2054	83	16	the	the	DET
cana-2054	83	17	symptom	symptom	NOUN
cana-2054	83	18	is	be	AUX
cana-2054	83	19	contemporary	contemporary	ADJ
cana-2054	83	20	if	if	SCONJ
cana-2054	83	21	the	the	DET
cana-2054	83	22	disease	disease	NOUN
cana-2054	83	23	were	be	AUX
cana-2054	83	24	cured	cure	VERB
cana-2054	83	25	(	(	PUNCT
cana-2054	83	26	p	p	X
cana-2054	83	27	(	(	PUNCT
cana-2054	83	28	s	s	NOUN
cana-2054	83	29	=	=	X
cana-2054	83	30	f	f	X
cana-2054	83	31	s	s	PROPN
cana-2054	83	32	=	=	SYM
cana-2054	83	33	t	t	PROPN
cana-2054	83	34	,	,	PUNCT
cana-2054	83	35	do	do	VERB
cana-2054	83	36	(	(	PUNCT
cana-2054	83	37	d	d	NOUN
cana-2054	83	38	=	=	SYM
cana-2054	83	39	f	f	X
cana-2054	83	40	)	)	PUNCT
cana-2054	83	41	)	)	PUNCT
cana-2054	83	42	(	(	PUNCT
cana-2054	83	43	do	do	VERB
cana-2054	83	44	(	(	PUNCT
cana-2054	83	45	d	d	NOUN
cana-2054	83	46	=	=	SYM
cana-2054	83	47	f	f	NOUN
cana-2054	83	48	)	)	PUNCT
cana-2054	83	49	)	)	PUNCT
cana-2054	83	50	.	.	PUNCT
cana-2054	84	1	if	if	SCONJ
cana-2054	84	2	the	the	DET
cana-2054	84	3	likelihood	likelihood	NOUN
cana-2054	84	4	is	be	AUX
cana-2054	84	5	higher	high	ADJ
cana-2054	84	6	,	,	PUNCT
cana-2054	84	7	d	d	PROPN
cana-2054	84	8	=	=	SYM
cana-2054	84	9	t	t	PROPN
cana-2054	84	10	provides	provide	VERB
cana-2054	84	11	a	a	DET
cana-2054	84	12	valid	valid	ADJ
cana-2054	84	13	fundamental	fundamental	ADJ
cana-2054	84	14	explanation	explanation	NOUN
cana-2054	84	15	for	for	ADP
cana-2054	84	16	the	the	DET
cana-2054	84	17	symptom	symptom	NOUN
cana-2054	84	18	.	.	PUNCT
cana-2054	85	1	this	this	DET
cana-2054	85	2	probability	probability	NOUN
cana-2054	85	3	can	can	AUX
cana-2054	85	4	not	not	PART
cana-2054	85	5	be	be	AUX
cana-2054	85	6	expressed	express	VERB
cana-2054	85	7	as	as	ADP
cana-2054	85	8	a	a	DET
cana-2054	85	9	normal	normal	ADJ
cana-2054	85	10	posterior	posterior	NOUN
cana-2054	85	11	since	since	SCONJ
cana-2054	85	12	it	it	PRON
cana-2054	85	13	pertains	pertain	VERB
cana-2054	85	14	to	to	ADP
cana-2054	85	15	two	two	NUM
cana-2054	85	16	contradicting	contradict	VERB
cana-2054	85	17	s	s	PART
cana-2054	85	18	states	state	NOUN
cana-2054	85	19	.	.	PUNCT
cana-2054	86	1	appendix	appendix	NOUN
cana-2054	86	2	c	c	X
cana-2054	86	3	,	,	PUNCT
cana-2054	86	4	explain	explain	VERB
cana-2054	86	5	the	the	DET
cana-2054	86	6	calculation	calculation	NOUN
cana-2054	86	7	of	of	ADP
cana-2054	86	8	counterfactual	counterfactual	ADJ
cana-2054	86	9	probabilities	probability	NOUN
cana-2054	86	10	.	.	PUNCT
cana-2054	87	1	communications	communication	NOUN
cana-2054	87	2	on	on	ADP
cana-2054	87	3	applied	apply	VERB
cana-2054	87	4	nonlinear	nonlinear	ADJ
cana-2054	87	5	analysis	analysis	NOUN
cana-2054	87	6	issn	issn	NOUN
cana-2054	87	7	:	:	PUNCT
cana-2054	87	8	1074	1074	NUM
cana-2054	87	9	-	-	PUNCT
cana-2054	87	10	133x	133x	NUM
cana-2054	87	11	vol	vol	NOUN
cana-2054	87	12	32	32	NUM
cana-2054	87	13	no	no	NOUN
cana-2054	87	14	.	.	NOUN
cana-2054	87	15	3	3	NUM
cana-2054	87	16	(	(	PUNCT
cana-2054	87	17	2025	2025	NUM
cana-2054	87	18	)	)	PUNCT
cana-2054	88	1	569	569	NUM
cana-2054	88	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-2054	88	3	the	the	DET
cana-2054	88	4	circumstances	circumstance	NOUN
cana-2054	88	5	of	of	ADP
cana-2054	88	6	this	this	DET
cana-2054	88	7	analysis	analysis	NOUN
cana-2054	88	8	served	serve	VERB
cana-2054	88	9	as	as	ADP
cana-2054	88	10	inspiration	inspiration	NOUN
cana-2054	88	11	for	for	ADP
cana-2054	88	12	the	the	DET
cana-2054	88	13	two	two	NUM
cana-2054	88	14	proposed	propose	VERB
cana-2054	88	15	counterfactual	counterfactual	ADJ
cana-2054	88	16	diagnostic	diagnostic	ADJ
cana-2054	88	17	metrics	metric	NOUN
cana-2054	88	18	:	:	PUNCT
cana-2054	88	19	anticipated	anticipate	VERB
cana-2054	88	20	sufficiency	sufficiency	NOUN
cana-2054	88	21	and	and	CCONJ
cana-2054	88	22	expected	expect	VERB
cana-2054	88	23	disablement	disablement	NOUN
cana-2054	88	24	.	.	PUNCT
cana-2054	89	1	both	both	DET
cana-2054	89	2	measures	measure	NOUN
cana-2054	89	3	meet	meet	VERB
cana-2054	89	4	all	all	DET
cana-2054	89	5	three	three	NUM
cana-2054	89	6	requirements	requirement	NOUN
cana-2054	89	7	from	from	ADP
cana-2054	89	8	section	section	NOUN
cana-2054	89	9	2.2	2.2	NUM
cana-2054	89	10	as	as	SCONJ
cana-2054	89	11	shown	show	VERB
cana-2054	89	12	in	in	ADP
cana-2054	89	13	the	the	DET
cana-2054	89	14	first	first	ADJ
cana-2054	89	15	theorem	theorem	NOUN
cana-2054	89	16	at	at	ADP
cana-2054	89	17	the	the	DET
cana-2054	89	18	conclusion	conclusion	NOUN
cana-2054	89	19	of	of	ADP
cana-2054	89	20	this	this	DET
cana-2054	89	21	section	section	NOUN
cana-2054	89	22	.	.	PUNCT
cana-2054	90	1	first	first	ADJ
cana-2054	90	2	definition	definition	NOUN
cana-2054	90	3	(	(	PUNCT
cana-2054	90	4	predictable	predictable	ADJ
cana-2054	90	5	impairment	impairment	NOUN
cana-2054	90	6	):	):	PUNCT
cana-2054	90	7	the	the	DET
cana-2054	90	8	predicted	predict	VERB
cana-2054	90	9	impairment	impairment	NOUN
cana-2054	90	10	of	of	ADP
cana-2054	90	11	illness	illness	NOUN
cana-2054	90	12	d	d	NOUN
cana-2054	90	13	is	be	AUX
cana-2054	90	14	the	the	DET
cana-2054	90	15	range	range	NOUN
cana-2054	90	16	of	of	ADP
cana-2054	90	17	symptoms	symptom	NOUN
cana-2054	90	18	that	that	PRON
cana-2054	90	19	would	would	AUX
cana-2054	90	20	change	change	VERB
cana-2054	90	21	if	if	SCONJ
cana-2054	90	22	the	the	DET
cana-2054	90	23	disease	disease	NOUN
cana-2054	90	24	were	be	AUX
cana-2054	90	25	cured	cure	VERB
cana-2054	90	26	.	.	PUNCT
cana-2054	91	1	ᴇ𝒅𝒊𝒔(𝑫	ᴇ𝒅𝒊𝒔(𝑫	ADJ
cana-2054	91	2	,	,	PUNCT
cana-2054	91	3	𝛆	𝛆	NOUN
cana-2054	91	4	)	)	PUNCT
cana-2054	91	5	=	=	SYM
cana-2054	91	6	∑	∑	PUNCT
cana-2054	91	7	|𝑺+	|𝑺+	NOUN
cana-2054	91	8	𝒔′	𝒔′	PROPN
cana-2054	91	9	\𝑺+	\𝑺+	NOUN
cana-2054	91	10	′	′	NUM
cana-2054	91	11	|𝑷(𝒔′|𝛆	|𝑷(𝒔′|𝛆	PROPN
cana-2054	91	12	,	,	PUNCT
cana-2054	91	13	𝐝𝐨	𝐝𝐨	X
cana-2054	91	14	(	(	PUNCT
cana-2054	91	15	𝐃	𝐃	NOUN
cana-2054	91	16	=	=	SYM
cana-2054	91	17	𝐅	𝐅	PROPN
cana-2054	91	18	)	)	PUNCT
cana-2054	91	19	)	)	PUNCT
cana-2054	91	20	(	(	PUNCT
cana-2054	91	21	𝟑	𝟑	X
cana-2054	91	22	)	)	PUNCT
cana-2054	91	23	in	in	ADP
cana-2054	91	24	this	this	DET
cana-2054	91	25	case	case	NOUN
cana-2054	91	26	,	,	PUNCT
cana-2054	91	27	e	e	PRON
cana-2054	91	28	represents	represent	VERB
cana-2054	91	29	factual	factual	ADJ
cana-2054	91	30	proof	proof	NOUN
cana-2054	91	31	and	and	CCONJ
cana-2054	91	32	s+	s+	ADV
cana-2054	91	33	represents	represent	VERB
cana-2054	91	34	positively	positively	ADV
cana-2054	91	35	proven	prove	VERB
cana-2054	91	36	symptoms	symptom	NOUN
cana-2054	91	37	.	.	PUNCT
cana-2054	92	1	summarise	summarise	VERB
cana-2054	92	2	all	all	DET
cana-2054	92	3	counterfactual	counterfactual	ADJ
cana-2054	92	4	symptom	symptom	NOUN
cana-2054	92	5	evidence	evidence	NOUN
cana-2054	92	6	statements	statement	NOUN
cana-2054	92	7	.	.	PUNCT
cana-2054	93	1	s	s	PRON
cana-2054	94	1	and	and	CCONJ
cana-2054	94	2	s+	s+	ADV
cana-2054	94	3	represent	represent	VERB
cana-2054	94	4	counterfactual	counterfactual	ADJ
cana-2054	94	5	symptoms	symptom	NOUN
cana-2054	94	6	that	that	PRON
cana-2054	94	7	are	be	AUX
cana-2054	94	8	affirmatively	affirmatively	ADV
cana-2054	94	9	demonstrated	demonstrate	VERB
cana-2054	94	10	.	.	PUNCT
cana-2054	95	1	do	do	AUX
cana-2054	95	2	(	(	PUNCT
cana-2054	95	3	d	d	NOUN
cana-2054	95	4	=	=	SYM
cana-2054	95	5	f	f	X
cana-2054	95	6	)	)	PUNCT
cana-2054	95	7	represents	represent	VERB
cana-2054	95	8	𝐃	𝐃	PRON
cana-2054	95	9	→	→	SYM
cana-2054	95	10	𝐅	𝐅	VERB
cana-2054	95	11	counterfactual	counterfactual	ADJ
cana-2054	95	12	intervention	intervention	NOUN
cana-2054	95	13	.	.	PUNCT
cana-2054	96	1	the	the	DET
cana-2054	96	2	cardinality	cardinality	NOUN
cana-2054	96	3	of	of	ADP
cana-2054	96	4	the	the	DET
cana-2054	96	5	set	set	NOUN
cana-2054	96	6	of	of	ADP
cana-2054	96	7	symptoms	symptom	NOUN
cana-2054	96	8	that	that	PRON
cana-2054	96	9	are	be	AUX
cana-2054	96	10	factually	factually	ADV
cana-2054	96	11	present	present	ADJ
cana-2054	96	12	but	but	CCONJ
cana-2054	96	13	not	not	PART
cana-2054	96	14	in	in	ADP
cana-2054	96	15	the	the	DET
cana-2054	96	16	counterfactual	counterfactual	ADJ
cana-2054	96	17	symptoms	symptom	NOUN
cana-2054	96	18	data	datum	NOUN
cana-2054	96	19	is	be	AUX
cana-2054	96	20	denoted	denote	VERB
cana-2054	96	21	by	by	ADP
cana-2054	96	22	|𝐒+\𝐒+	|𝐒+\𝐒+	NOUN
cana-2054	96	23	′	′	NUM
cana-2054	96	24	|	|	NOUN
cana-2054	96	25	.	.	PUNCT
cana-2054	97	1	the	the	DET
cana-2054	97	2	concept	concept	NOUN
cana-2054	97	3	of	of	ADP
cana-2054	97	4	required	require	VERB
cana-2054	97	5	cause	cause	NOUN
cana-2054	97	6	is	be	AUX
cana-2054	97	7	where	where	SCONJ
cana-2054	97	8	the	the	DET
cana-2054	97	9	predicted	predict	VERB
cana-2054	97	10	disablement	disablement	NOUN
cana-2054	97	11	is	be	AUX
cana-2054	97	12	derived	derive	VERB
cana-2054	97	13	from	from	ADP
cana-2054	97	14	.	.	PUNCT
cana-2054	98	1	if	if	SCONJ
cana-2054	98	2	s	s	PROPN
cana-2054	98	3	=	=	SYM
cana-2054	98	4	t	t	PROPN
cana-2054	98	5	,	,	PUNCT
cana-2054	98	6	then	then	ADV
cana-2054	98	7	d	d	PROPN
cana-2054	98	8	is	be	AUX
cana-2054	98	9	a	a	DET
cana-2054	98	10	required	require	VERB
cana-2054	98	11	source	source	NOUN
cana-2054	98	12	of	of	ADP
cana-2054	98	13	s	s	PRON
cana-2054	98	14	and	and	CCONJ
cana-2054	98	15	vice	vice	ADV
cana-2054	98	16	versa	versa	ADV
cana-2054	98	17	.	.	PUNCT
cana-2054	99	1	consequently	consequently	ADV
cana-2054	99	2	,	,	PUNCT
cana-2054	99	3	the	the	DET
cana-2054	99	4	anticipated	anticipate	VERB
cana-2054	99	5	disability	disability	NOUN
cana-2054	99	6	measures	measure	NOUN
cana-2054	99	7	both	both	CCONJ
cana-2054	99	8	the	the	DET
cana-2054	99	9	adequacy	adequacy	NOUN
cana-2054	99	10	of	of	ADP
cana-2054	99	11	illness	illness	NOUN
cana-2054	99	12	d	d	NOUN
cana-2054	99	13	in	in	ADP
cana-2054	99	14	explaining	explain	VERB
cana-2054	99	15	the	the	DET
cana-2054	99	16	symptoms	symptom	NOUN
cana-2054	99	17	from	from	ADP
cana-2054	99	18	patients	patient	NOUN
cana-2054	99	19	and	and	CCONJ
cana-2054	99	20	the	the	DET
cana-2054	99	21	probability	probability	NOUN
cana-2054	99	22	that	that	SCONJ
cana-2054	99	23	treatment	treatment	NOUN
cana-2054	99	24	d	d	PROPN
cana-2054	99	25	alone	alone	ADV
cana-2054	99	26	would	would	AUX
cana-2054	99	27	ameliorate	ameliorate	VERB
cana-2054	99	28	those	those	DET
cana-2054	99	29	symptoms	symptom	NOUN
cana-2054	99	30	.	.	PUNCT
cana-2054	100	1	second	second	ADJ
cana-2054	100	2	definition	definition	NOUN
cana-2054	100	3	(	(	PUNCT
cana-2054	100	4	adequate	adequate	ADJ
cana-2054	100	5	):	):	PUNCT
cana-2054	100	6	d	d	X
cana-2054	100	7	disease	disease	NOUN
cana-2054	100	8	sufficiency	sufficiency	NOUN
cana-2054	100	9	is	be	AUX
cana-2054	100	10	the	the	DET
cana-2054	100	11	number	number	NOUN
cana-2054	100	12	of	of	ADP
cana-2054	100	13	positive	positive	ADJ
cana-2054	100	14	symptoms	symptom	NOUN
cana-2054	100	15	predicted	predict	VERB
cana-2054	100	16	to	to	PART
cana-2054	100	17	exist	exist	VERB
cana-2054	100	18	after	after	ADP
cana-2054	100	19	excluding	exclude	VERB
cana-2054	100	20	all	all	DET
cana-2054	100	21	other	other	ADJ
cana-2054	100	22	plausible	plausible	ADJ
cana-2054	100	23	causes	cause	NOUN
cana-2054	100	24	.	.	PUNCT
cana-2054	101	1	ᴇ𝒔𝒖𝒇𝒇(𝑫	ᴇ𝒔𝒖𝒇𝒇(𝑫	NOUN
cana-2054	101	2	,	,	PUNCT
cana-2054	101	3	𝛆	𝛆	NOUN
cana-2054	101	4	)	)	PUNCT
cana-2054	101	5	≔	≔	VERB
cana-2054	101	6	∑	∑	DET
cana-2054	101	7	𝑺+	𝑺+	ADJ
cana-2054	101	8	′	′	NUM
cana-2054	101	9	|𝑷(𝒔′|	|𝑷(𝒔′|	NUM
cana-2054	101	10	𝒔′	𝒔′	NOUN
cana-2054	101	11	𝛆	𝛆	ADP
cana-2054	101	12	,	,	PUNCT
cana-2054	101	13	𝐝𝐨	𝐝𝐨	X
cana-2054	101	14	(	(	PUNCT
cana-2054	101	15	𝐏𝐚	𝐏𝐚	PROPN
cana-2054	101	16	(	(	PUNCT
cana-2054	101	17	𝑺+)\𝑫	𝑺+)\𝑫	NOUN
cana-2054	101	18	=	=	SYM
cana-2054	101	19	𝑭	𝑭	PROPN
cana-2054	101	20	)	)	PUNCT
cana-2054	101	21	)	)	PUNCT
cana-2054	101	22	(	(	PUNCT
cana-2054	101	23	𝟒	𝟒	X
cana-2054	101	24	)	)	PUNCT
cana-2054	101	25	where	where	SCONJ
cana-2054	101	26	the	the	DET
cana-2054	101	27	aggregate	aggregate	NOUN
cana-2054	101	28	of	of	ADP
cana-2054	101	29	all	all	DET
cana-2054	101	30	potential	potential	ADJ
cana-2054	101	31	confounding	confound	VERB
cana-2054	101	32	symptoms	symptom	NOUN
cana-2054	101	33	indicates	indicate	VERB
cana-2054	101	34	in	in	ADP
cana-2054	101	35	the	the	DET
cana-2054	101	36	hypothetical	hypothetical	ADJ
cana-2054	101	37	symptom	symptom	NOUN
cana-2054	101	38	condition	condition	NOUN
cana-2054	101	39	,	,	PUNCT
cana-2054	101	40	the	the	DET
cana-2054	101	41	symptoms	symptom	NOUN
cana-2054	101	42	that	that	PRON
cana-2054	101	43	are	be	AUX
cana-2054	101	44	positively	positively	ADV
cana-2054	101	45	demonstrated	demonstrate	VERB
cana-2054	101	46	are	be	AUX
cana-2054	101	47	denoted	denote	VERB
cana-2054	101	48	by	by	ADP
cana-2054	101	49	𝒔′	𝒔′	NOUN
cana-2054	101	50	𝒂𝒏𝒅	𝒂𝒏𝒅	VERB
cana-2054	101	51	𝒔′.	𝒔′.	ADV
cana-2054	101	52	in	in	ADP
cana-2054	101	53	this	this	DET
cana-2054	101	54	context	context	NOUN
cana-2054	101	55	,	,	PUNCT
cana-2054	101	56	pa(s+	pa(s+	NOUN
cana-2054	101	57	)	)	PUNCT
cana-2054	102	1	d	d	PRON
cana-2054	102	2	refers	refer	VERB
cana-2054	102	3	to	to	ADP
cana-2054	102	4	the	the	DET
cana-2054	102	5	set	set	NOUN
cana-2054	102	6	of	of	ADP
cana-2054	102	7	all	all	DET
cana-2054	102	8	directly	directly	ADV
cana-2054	102	9	causative	causative	ADJ
cana-2054	102	10	variables	variable	NOUN
cana-2054	102	11	for	for	ADP
cana-2054	102	12	the	the	DET
cana-2054	102	13	set	set	NOUN
cana-2054	102	14	of	of	ADP
cana-2054	102	15	affirmatively	affirmatively	ADV
cana-2054	102	16	proved	prove	VERB
cana-2054	102	17	symptoms	symptom	NOUN
cana-2054	102	18	that	that	PRON
cana-2054	102	19	do	do	AUX
cana-2054	102	20	not	not	PART
cana-2054	102	21	include	include	VERB
cana-2054	102	22	illness	illness	NOUN
cana-2054	102	23	d	d	NOUN
cana-2054	102	24	,	,	PUNCT
cana-2054	102	25	and	and	CCONJ
cana-2054	102	26	do	do	VERB
cana-2054	102	27	𝑷𝒂(𝑺+)\𝑫stands	𝑷𝒂(𝑺+)\𝑫stand	NOUN
cana-2054	102	28	for	for	ADP
cana-2054	102	29	the	the	DET
cana-2054	102	30	counterfactual	counterfactual	ADJ
cana-2054	102	31	interference	interference	NOUN
cana-2054	102	32	that	that	PRON
cana-2054	102	33	sets	set	VERB
cana-2054	102	34	all	all	DET
cana-2054	102	35	𝑷𝒂(𝑺+	𝑷𝒂(𝑺+	PROPN
cana-2054	102	36	′	′	NUM
cana-2054	102	37	\𝑫	\𝑫	NOUN
cana-2054	102	38	)	)	PUNCT
cana-2054	102	39	→	→	PUNCT
cana-2054	102	40	𝑭.	𝑭.	NOUN
cana-2054	102	41	𝛆stands	𝛆stand	NOUN
cana-2054	102	42	for	for	ADP
cana-2054	102	43	the	the	DET
cana-2054	102	44	collection	collection	NOUN
cana-2054	102	45	of	of	ADP
cana-2054	102	46	all	all	DET
cana-2054	102	47	evidence	evidence	NOUN
cana-2054	102	48	based	base	VERB
cana-2054	102	49	on	on	ADP
cana-2054	102	50	facts	fact	NOUN
cana-2054	102	51	.	.	PUNCT
cana-2054	103	1	in	in	ADP
cana-2054	103	2	the	the	DET
cana-2054	103	3	case	case	NOUN
cana-2054	103	4	of	of	ADP
cana-2054	103	5	hypothetical	hypothetical	ADJ
cana-2054	103	6	symptoms	symptom	NOUN
cana-2054	103	7	,	,	PUNCT
cana-2054	103	8	|𝑺+	|𝑺+	NOUN
cana-2054	103	9	′	′	NUM
cana-2054	104	1	|	|	ADV
cana-2054	104	2	indicates	indicate	VERB
cana-2054	104	3	the	the	DET
cana-2054	104	4	cardinality	cardinality	NOUN
cana-2054	104	5	of	of	ADP
cana-2054	104	6	the	the	DET
cana-2054	104	7	collection	collection	NOUN
cana-2054	104	8	of	of	ADP
cana-2054	104	9	all	all	DET
cana-2054	104	10	possible	possible	ADJ
cana-2054	104	11	symptoms	symptom	NOUN
cana-2054	104	12	.	.	PUNCT
cana-2054	105	1	the	the	DET
cana-2054	105	2	expectation	expectation	NOUN
cana-2054	105	3	of	of	ADP
cana-2054	105	4	sufficiency	sufficiency	NOUN
cana-2054	105	5	is	be	AUX
cana-2054	105	6	based	base	VERB
cana-2054	105	7	on	on	ADP
cana-2054	105	8	the	the	DET
cana-2054	105	9	concept	concept	NOUN
cana-2054	105	10	of	of	ADP
cana-2054	105	11	adequate	adequate	ADJ
cana-2054	105	12	cause	cause	NOUN
cana-2054	105	13	,	,	PUNCT
cana-2054	105	14	which	which	PRON
cana-2054	105	15	states	state	VERB
cana-2054	105	16	that	that	SCONJ
cana-2054	105	17	if	if	SCONJ
cana-2054	105	18	the	the	DET
cana-2054	105	19	existence	existence	NOUN
cana-2054	105	20	of	of	ADP
cana-2054	105	21	d	d	PROPN
cana-2054	105	22	suggests	suggest	VERB
cana-2054	105	23	the	the	DET
cana-2054	105	24	later	later	ADJ
cana-2054	105	25	occurrence	occurrence	NOUN
cana-2054	105	26	of	of	ADP
cana-2054	105	27	s	s	PROPN
cana-2054	105	28	,	,	PUNCT
cana-2054	105	29	then	then	ADV
cana-2054	105	30	d	d	PROPN
cana-2054	105	31	is	be	AUX
cana-2054	105	32	an	an	DET
cana-2054	105	33	adequate	adequate	ADJ
cana-2054	105	34	cause	cause	NOUN
cana-2054	105	35	of	of	ADP
cana-2054	105	36	s.	s.	PROPN
cana-2054	105	37	nevertheless	nevertheless	ADV
cana-2054	105	38	,	,	PUNCT
cana-2054	105	39	the	the	DET
cana-2054	105	40	anticipated	anticipated	ADJ
cana-2054	105	41	sufficiency	sufficiency	NOUN
cana-2054	105	42	is	be	AUX
cana-2054	105	43	not	not	PART
cana-2054	105	44	met	meet	VERB
cana-2054	105	45	since	since	SCONJ
cana-2054	105	46	s	s	PRON
cana-2054	105	47	could	could	AUX
cana-2054	105	48	exist	exist	VERB
cana-2054	105	49	for	for	ADP
cana-2054	105	50	various	various	ADJ
cana-2054	105	51	causes	cause	NOUN
cana-2054	105	52	;	;	PUNCT
cana-2054	105	53	that	that	PRON
cana-2054	105	54	is	be	AUX
cana-2054	105	55	,	,	PUNCT
cana-2054	105	56	s	s	PROPN
cana-2054	105	57	's	's	PART
cana-2054	105	58	presence	presence	NOUN
cana-2054	105	59	does	do	AUX
cana-2054	105	60	not	not	PART
cana-2054	105	61	automatically	automatically	ADV
cana-2054	105	62	indicate	indicate	VERB
cana-2054	105	63	that	that	SCONJ
cana-2054	105	64	d	d	PRON
cana-2054	105	65	occurred	occur	VERB
cana-2054	105	66	before	before	ADV
cana-2054	105	67	.	.	PUNCT
cana-2054	106	1	in	in	ADP
cana-2054	106	2	most	most	ADJ
cana-2054	106	3	cases	case	NOUN
cana-2054	106	4	,	,	PUNCT
cana-2054	106	5	symptoms	symptom	NOUN
cana-2054	106	6	may	may	AUX
cana-2054	106	7	be	be	AUX
cana-2054	106	8	adequately	adequately	ADV
cana-2054	106	9	explained	explain	VERB
cana-2054	106	10	by	by	ADP
cana-2054	106	11	illnesses	illness	NOUN
cana-2054	106	12	.	.	PUNCT
cana-2054	107	1	following	follow	VERB
cana-2054	107	2	the	the	DET
cana-2054	107	3	execution	execution	NOUN
cana-2054	107	4	of	of	ADP
cana-2054	107	5	counterfactual	counterfactual	ADJ
cana-2054	107	6	actions	action	NOUN
cana-2054	107	7	,	,	PUNCT
cana-2054	107	8	every	every	DET
cana-2054	107	9	possible	possible	ADJ
cana-2054	107	10	reason	reason	NOUN
cana-2054	107	11	for	for	ADP
cana-2054	107	12	the	the	DET
cana-2054	107	13	symptoms	symptom	NOUN
cana-2054	107	14	has	have	AUX
cana-2054	107	15	been	be	AUX
cana-2054	107	16	eliminated	eliminate	VERB
cana-2054	107	17	,	,	PUNCT
cana-2054	107	18	leaving	leave	VERB
cana-2054	107	19	just	just	ADV
cana-2054	107	20	d	d	NOUN
cana-2054	107	21	as	as	ADP
cana-2054	107	22	a	a	DET
cana-2054	107	23	potential	potential	ADJ
cana-2054	107	24	cause	cause	NOUN
cana-2054	107	25	.	.	PUNCT
cana-2054	108	1	they	they	PRON
cana-2054	108	2	next	next	ADV
cana-2054	108	3	isolate	isolate	VERB
cana-2054	108	4	its	its	PRON
cana-2054	108	5	impact	impact	NOUN
cana-2054	108	6	as	as	ADP
cana-2054	108	7	an	an	DET
cana-2054	108	8	adequate	adequate	ADJ
cana-2054	108	9	reason	reason	NOUN
cana-2054	108	10	in	in	ADP
cana-2054	108	11	the	the	DET
cana-2054	108	12	theoretical	theoretical	ADJ
cana-2054	108	13	framework	framework	NOUN
cana-2054	108	14	.	.	PUNCT
cana-2054	109	1	theorem	theorem	VERB
cana-2054	109	2	1	1	NUM
cana-2054	109	3	:	:	PUNCT
cana-2054	109	4	qualities	quality	NOUN
cana-2054	109	5	of	of	ADP
cana-2054	109	6	predicted	predict	VERB
cana-2054	109	7	disability	disability	NOUN
cana-2054	109	8	and	and	CCONJ
cana-2054	109	9	expected	expect	VERB
cana-2054	109	10	sufficiency	sufficiency	NOUN
cana-2054	109	11	as	as	ADP
cana-2054	109	12	diagnostic	diagnostic	ADJ
cana-2054	109	13	criteria	criterion	NOUN
cana-2054	109	14	.	.	PUNCT
cana-2054	110	1	the	the	DET
cana-2054	110	2	three	three	NUM
cana-2054	110	3	requirements	requirement	NOUN
cana-2054	110	4	from	from	ADP
cana-2054	110	5	section	section	NOUN
cana-2054	110	6	2.2	2.2	NUM
cana-2054	110	7	are	be	AUX
cana-2054	110	8	met	meet	VERB
cana-2054	110	9	by	by	ADP
cana-2054	110	10	anticipated	anticipate	VERB
cana-2054	110	11	incapacity	incapacity	NOUN
cana-2054	110	12	and	and	CCONJ
cana-2054	110	13	anticipated	anticipate	VERB
cana-2054	110	14	sufficiency	sufficiency	NOUN
cana-2054	110	15	.	.	PUNCT
cana-2054	111	1	communications	communication	NOUN
cana-2054	111	2	on	on	ADP
cana-2054	111	3	applied	apply	VERB
cana-2054	111	4	nonlinear	nonlinear	ADJ
cana-2054	111	5	analysis	analysis	NOUN
cana-2054	111	6	issn	issn	NOUN
cana-2054	111	7	:	:	PUNCT
cana-2054	111	8	1074	1074	NUM
cana-2054	111	9	-	-	PUNCT
cana-2054	111	10	133x	133x	NUM
cana-2054	111	11	vol	vol	NOUN
cana-2054	111	12	32	32	NUM
cana-2054	111	13	no	no	NOUN
cana-2054	111	14	.	.	NOUN
cana-2054	111	15	3	3	NUM
cana-2054	111	16	(	(	PUNCT
cana-2054	111	17	2025	2025	NUM
cana-2054	111	18	)	)	PUNCT
cana-2054	111	19	570	570	NUM
cana-2054	111	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-2054	111	21	3	3	X
cana-2054	111	22	.	.	X
cana-2054	111	23	methodology	methodology	NOUN
cana-2054	111	24	in	in	ADP
cana-2054	111	25	this	this	DET
cana-2054	111	26	part	part	NOUN
cana-2054	111	27	,	,	PUNCT
cana-2054	111	28	the	the	DET
cana-2054	111	29	developers	developer	NOUN
cana-2054	111	30	provide	provide	VERB
cana-2054	111	31	the	the	DET
cana-2054	111	32	statistical	statistical	ADJ
cana-2054	111	33	illness	illness	NOUN
cana-2054	111	34	models	model	NOUN
cana-2054	111	35	that	that	PRON
cana-2054	111	36	will	will	AUX
cana-2054	111	37	be	be	AUX
cana-2054	111	38	used	use	VERB
cana-2054	111	39	to	to	PART
cana-2054	111	40	evaluate	evaluate	VERB
cana-2054	111	41	the	the	DET
cana-2054	111	42	diagnostic	diagnostic	ADJ
cana-2054	111	43	metrics	metric	NOUN
cana-2054	111	44	discussed	discuss	VERB
cana-2054	111	45	before	before	ADV
cana-2054	111	46	.	.	PUNCT
cana-2054	112	1	simpler	simple	ADJ
cana-2054	112	2	formulas	formula	NOUN
cana-2054	112	3	for	for	ADP
cana-2054	112	4	the	the	DET
cana-2054	112	5	predicted	predict	VERB
cana-2054	112	6	sufficiency	sufficiency	NOUN
cana-2054	112	7	and	and	CCONJ
cana-2054	112	8	disablement	disablement	NOUN
cana-2054	112	9	in	in	ADP
cana-2054	112	10	these	these	DET
cana-2054	112	11	models	model	NOUN
cana-2054	112	12	are	be	AUX
cana-2054	112	13	subsequently	subsequently	ADV
cana-2054	112	14	derived	derive	VERB
cana-2054	112	15	.	.	PUNCT
cana-2054	113	1	3.1	3.1	NUM
cana-2054	113	2	diagnostic	diagnostic	ADJ
cana-2054	113	3	structural	structural	ADJ
cana-2054	113	4	causal	causal	NOUN
cana-2054	113	5	models	model	NOUN
cana-2054	113	6	bayesian	bayesian	NOUN
cana-2054	113	7	nets	net	NOUN
cana-2054	113	8	represent	represent	VERB
cana-2054	113	9	the	the	DET
cana-2054	113	10	links	link	NOUN
cana-2054	113	11	between	between	ADP
cana-2054	113	12	hundreds	hundred	NOUN
cana-2054	113	13	of	of	ADP
cana-2054	113	14	risk	risk	NOUN
cana-2054	113	15	factors	factor	NOUN
cana-2054	113	16	,	,	PUNCT
cana-2054	113	17	illnesses	illness	NOUN
cana-2054	113	18	and	and	CCONJ
cana-2054	113	19	symptoms	symptom	NOUN
cana-2054	113	20	;	;	PUNCT
cana-2054	113	21	researchers	researcher	NOUN
cana-2054	113	22	apply	apply	VERB
cana-2054	113	23	these	these	DET
cana-2054	113	24	models	model	NOUN
cana-2054	113	25	to	to	ADP
cana-2054	113	26	the	the	DET
cana-2054	113	27	study	study	NOUN
cana-2054	113	28	.	.	PUNCT
cana-2054	114	1	bns	bns	PROPN
cana-2054	114	2	are	be	AUX
cana-2054	114	3	often	often	ADV
cana-2054	114	4	used	use	VERB
cana-2054	114	5	in	in	ADP
cana-2054	114	6	diagnostics	diagnostic	NOUN
cana-2054	114	7	because	because	SCONJ
cana-2054	114	8	they	they	PRON
cana-2054	114	9	can	can	AUX
cana-2054	114	10	be	be	AUX
cana-2054	114	11	understood	understand	VERB
cana-2054	114	12	and	and	CCONJ
cana-2054	114	13	specifically	specifically	ADV
cana-2054	114	14	represent	represent	VERB
cana-2054	114	15	the	the	DET
cana-2054	114	16	relationships	relationship	NOUN
cana-2054	114	17	between	between	ADP
cana-2054	114	18	variables	variable	NOUN
cana-2054	114	19	that	that	PRON
cana-2054	114	20	are	be	AUX
cana-2054	114	21	necessary	necessary	ADJ
cana-2054	114	22	for	for	ADP
cana-2054	114	23	causal	causal	ADJ
cana-2054	114	24	and	and	CCONJ
cana-2054	114	25	hypothetical	hypothetical	ADJ
cana-2054	114	26	analysis	analysis	NOUN
cana-2054	114	27	.	.	PUNCT
cana-2054	115	1	in	in	ADP
cana-2054	115	2	these	these	DET
cana-2054	115	3	models	model	NOUN
cana-2054	115	4	,	,	PUNCT
cana-2054	115	5	illnesses	illness	NOUN
cana-2054	115	6	,	,	PUNCT
cana-2054	115	7	symptoms	symptom	NOUN
cana-2054	115	8	,	,	PUNCT
cana-2054	115	9	and	and	CCONJ
cana-2054	115	10	risk	risk	NOUN
cana-2054	115	11	factors	factor	NOUN
cana-2054	115	12	are	be	AUX
cana-2054	115	13	usually	usually	ADV
cana-2054	115	14	shown	show	VERB
cana-2054	115	15	as	as	ADP
cana-2054	115	16	true	true	ADJ
cana-2054	115	17	or	or	CCONJ
cana-2054	115	18	false	false	ADJ
cana-2054	115	19	binary	binary	ADJ
cana-2054	115	20	nodes	node	NOUN
cana-2054	115	21	.	.	PUNCT
cana-2054	116	1	the	the	DET
cana-2054	116	2	conventional	conventional	ADJ
cana-2054	116	3	integer	integer	NOUN
cana-2054	116	4	notation	notation	NOUN
cana-2054	116	5	is	be	AUX
cana-2054	116	6	used	use	VERB
cana-2054	116	7	to	to	PART
cana-2054	116	8	represent	represent	VERB
cana-2054	116	9	true	true	ADJ
cana-2054	116	10	as	as	ADP
cana-2054	116	11	1	1	NUM
cana-2054	116	12	and	and	CCONJ
cana-2054	116	13	false	false	ADJ
cana-2054	116	14	as	as	ADP
cana-2054	116	15	0	0	NUM
cana-2054	116	16	,	,	PUNCT
cana-2054	116	17	respectively	respectively	ADV
cana-2054	116	18	.	.	PUNCT
cana-2054	117	1	directional	directional	ADJ
cana-2054	117	2	acyclic	acyclic	ADJ
cana-2054	117	3	graphs	graph	NOUN
cana-2054	117	4	(	(	PUNCT
cana-2054	117	5	dags	dag	NOUN
cana-2054	117	6	)	)	PUNCT
cana-2054	117	7	and	and	CCONJ
cana-2054	117	8	joint	joint	ADJ
cana-2054	117	9	probability	probability	NOUN
cana-2054	117	10	distributions	distribution	NOUN
cana-2054	117	11	across	across	ADP
cana-2054	117	12	all	all	DET
cana-2054	117	13	nodes	node	NOUN
cana-2054	117	14	that	that	PRON
cana-2054	117	15	factorise	factorise	VERB
cana-2054	117	16	about	about	ADP
cana-2054	117	17	the	the	DET
cana-2054	117	18	dag	dag	PROPN
cana-2054	117	19	architecture	architecture	NOUN
cana-2054	117	20	define	define	VERB
cana-2054	117	21	bns	bns	PROPN
cana-2054	117	22	.	.	PUNCT
cana-2054	118	1	assuming	assume	VERB
cana-2054	118	2	a	a	DET
cana-2054	118	3	fixed	fixed	ADJ
cana-2054	118	4	arrow	arrow	NOUN
cana-2054	118	5	exists	exist	VERB
cana-2054	118	6	between	between	ADP
cana-2054	118	7	two	two	NUM
cana-2054	118	8	nodes	node	NOUN
cana-2054	118	9	x	x	PUNCT
cana-2054	118	10	and	and	CCONJ
cana-2054	118	11	y	y	PROPN
cana-2054	118	12	,	,	PUNCT
cana-2054	118	13	say	say	VERB
cana-2054	118	14	that	that	SCONJ
cana-2054	118	15	x	x	PRON
cana-2054	118	16	is	be	AUX
cana-2054	118	17	a	a	DET
cana-2054	118	18	parent	parent	NOUN
cana-2054	118	19	of	of	ADP
cana-2054	118	20	y	y	PROPN
cana-2054	118	21	and	and	CCONJ
cana-2054	118	22	that	that	SCONJ
cana-2054	118	23	y	y	PROPN
cana-2054	118	24	is	be	AUX
cana-2054	118	25	a	a	DET
cana-2054	118	26	child	child	NOUN
cana-2054	118	27	of	of	ADP
cana-2054	118	28	x.	x.	NOUN
cana-2054	118	29	assuming	assume	VERB
cana-2054	118	30	a	a	DET
cana-2054	118	31	directed	direct	VERB
cana-2054	118	32	link	link	NOUN
cana-2054	118	33	exists	exist	VERB
cana-2054	118	34	between	between	ADP
cana-2054	118	35	two	two	NUM
cana-2054	118	36	nodes	node	NOUN
cana-2054	118	37	y	y	PROPN
cana-2054	118	38	and	and	CCONJ
cana-2054	118	39	z	z	PROPN
cana-2054	118	40	,	,	PUNCT
cana-2054	118	41	say	say	VERB
cana-2054	118	42	that	that	SCONJ
cana-2054	118	43	z	z	PROPN
cana-2054	118	44	is	be	AUX
cana-2054	118	45	an	an	DET
cana-2054	118	46	ancestor	ancestor	NOUN
cana-2054	118	47	of	of	ADP
cana-2054	118	48	y.	y.	PROPN
cana-2054	118	49	figure	figure	PROPN
cana-2054	118	50	2	2	NUM
cana-2054	118	51	(	(	PUNCT
cana-2054	118	52	a	a	NOUN
cana-2054	118	53	)	)	PUNCT
cana-2054	118	54	shows	show	VERB
cana-2054	118	55	a	a	DET
cana-2054	118	56	basic	basic	ADJ
cana-2054	118	57	example	example	NOUN
cana-2054	118	58	bn	bn	ADP
cana-2054	118	59	that	that	DET
cana-2054	118	60	models	model	NOUN
cana-2054	118	61	’	'	PUNCT
cana-2054	118	62	illnesses	illness	NOUN
cana-2054	118	63	,	,	PUNCT
cana-2054	118	64	indicators	indicator	NOUN
cana-2054	118	65	,	,	PUNCT
cana-2054	118	66	and	and	CCONJ
cana-2054	118	67	risk	risk	NOUN
cana-2054	118	68	factors	factor	NOUN
cana-2054	118	69	.	.	PUNCT
cana-2054	119	1	the	the	DET
cana-2054	119	2	internist-1	internist-1	NUM
cana-2054	119	3	,	,	PUNCT
cana-2054	119	4	qmr	qmr	NOUN
cana-2054	119	5	,	,	PUNCT
cana-2054	119	6	and	and	CCONJ
cana-2054	119	7	pathfinder	pathfinder	PROPN
cana-2054	119	8	systems	system	NOUN
cana-2054	119	9	are	be	AUX
cana-2054	119	10	among	among	ADP
cana-2054	119	11	the	the	DET
cana-2054	119	12	first	first	ADJ
cana-2054	119	13	examples	example	NOUN
cana-2054	119	14	of	of	ADP
cana-2054	119	15	bn	bn	NOUN
cana-2054	119	16	disease	disease	NOUN
cana-2054	119	17	models	model	NOUN
cana-2054	119	18	;	;	PUNCT
cana-2054	119	19	these	these	DET
cana-2054	119	20	systems	system	NOUN
cana-2054	119	21	associated	associate	VERB
cana-2054	119	22	with	with	ADP
cana-2054	119	23	noisy	noisy	ADJ
cana-2054	119	24	-	-	PUNCT
cana-2054	119	25	or	or	CCONJ
cana-2054	119	26	networks	network	NOUN
cana-2054	119	27	had	have	VERB
cana-2054	119	28	just	just	ADV
cana-2054	119	29	illness	illness	NOUN
cana-2054	119	30	and	and	CCONJ
cana-2054	119	31	symptom	symptom	NOUN
cana-2054	119	32	nodes	node	NOUN
cana-2054	119	33	,	,	PUNCT
cana-2054	119	34	or	or	CCONJ
cana-2054	119	35	bn2onetworks	bn2onetwork	NOUN
cana-2054	119	36	.	.	PUNCT
cana-2054	120	1	figure	figure	NOUN
cana-2054	120	2	2	2	NUM
cana-2054	120	3	(	(	PUNCT
cana-2054	120	4	a	a	NOUN
cana-2054	120	5	)	)	PUNCT
cana-2054	120	6	shows	show	VERB
cana-2054	120	7	that	that	SCONJ
cana-2054	120	8	three	three	NUM
cana-2054	120	9	-	-	PUNCT
cana-2054	120	10	layer	layer	NOUN
cana-2054	120	11	bns	bns	NOUN
cana-2054	120	12	have	have	AUX
cana-2054	120	13	recently	recently	ADV
cana-2054	120	14	supplanted	supplant	VERB
cana-2054	120	15	these	these	DET
cana-2054	120	16	two	two	NUM
cana-2054	120	17	-	-	PUNCT
cana-2054	120	18	layer	layer	NOUN
cana-2054	120	19	models	model	NOUN
cana-2054	120	20	.	.	PUNCT
cana-2054	121	1	in	in	ADP
cana-2054	121	2	addition	addition	NOUN
cana-2054	121	3	to	to	ADP
cana-2054	121	4	including	include	VERB
cana-2054	121	5	illness	illness	NOUN
cana-2054	121	6	risk	risk	NOUN
cana-2054	121	7	indicators	indicator	NOUN
cana-2054	121	8	,	,	PUNCT
cana-2054	121	9	these	these	DET
cana-2054	121	10	models	model	NOUN
cana-2054	121	11	reduce	reduce	VERB
cana-2054	121	12	reliance	reliance	NOUN
cana-2054	121	13	assumptions	assumption	NOUN
cana-2054	121	14	.	.	PUNCT
cana-2054	122	1	the	the	DET
cana-2054	122	2	models	model	NOUN
cana-2054	122	3	for	for	ADP
cana-2054	122	4	which	which	PRON
cana-2054	122	5	the	the	DET
cana-2054	122	6	results	result	NOUN
cana-2054	122	7	will	will	AUX
cana-2054	122	8	be	be	AUX
cana-2054	122	9	derived	derive	VERB
cana-2054	122	10	are	be	AUX
cana-2054	122	11	easily	easily	ADV
cana-2054	122	12	generalisable	generalisable	ADJ
cana-2054	122	13	to	to	ADP
cana-2054	122	14	others	other	NOUN
cana-2054	122	15	,	,	PUNCT
cana-2054	122	16	regardless	regardless	ADV
cana-2054	122	17	of	of	ADP
cana-2054	122	18	the	the	DET
cana-2054	122	19	complexity	complexity	NOUN
cana-2054	122	20	of	of	ADP
cana-2054	122	21	their	their	PRON
cana-2054	122	22	relationships	relationship	NOUN
cana-2054	122	23	.	.	PUNCT
cana-2054	123	1	figure	figure	NOUN
cana-2054	123	2	2	2	NUM
cana-2054	123	3	(	(	PUNCT
cana-2054	123	4	a	a	PRON
cana-2054	123	5	)	)	PUNCT
cana-2054	123	6	three	three	NUM
cana-2054	123	7	-	-	PUNCT
cana-2054	123	8	layer	layer	NOUN
cana-2054	123	9	bn	bn	NOUN
cana-2054	123	10	method	method	NOUN
cana-2054	123	11	in	in	ADP
cana-2054	123	12	causal	causal	ADJ
cana-2054	123	13	inference	inference	NOUN
cana-2054	123	14	,	,	PUNCT
cana-2054	123	15	structural	structural	ADJ
cana-2054	123	16	causal	causal	NOUN
cana-2054	123	17	models	model	NOUN
cana-2054	123	18	(	(	PUNCT
cana-2054	123	19	scms	scms	PROPN
cana-2054	123	20	)	)	PUNCT
cana-2054	123	21	,	,	PUNCT
cana-2054	123	22	sometimes	sometimes	ADV
cana-2054	123	23	called	call	VERB
cana-2054	123	24	functional	functional	ADJ
cana-2054	123	25	causal	causal	NOUN
cana-2054	123	26	models	model	NOUN
cana-2054	123	27	or	or	CCONJ
cana-2054	123	28	structural	structural	ADJ
cana-2054	123	29	equation	equation	NOUN
cana-2054	123	30	models	model	NOUN
cana-2054	123	31	,	,	PUNCT
cana-2054	123	32	supersede	supersede	VERB
cana-2054	123	33	bns	bns	PROPN
cana-2054	123	34	.	.	PUNCT
cana-2054	124	1	a	a	DET
cana-2054	124	2	lot	lot	NOUN
cana-2054	124	3	of	of	ADP
cana-2054	124	4	research	research	NOUN
cana-2054	124	5	and	and	CCONJ
cana-2054	124	6	practical	practical	ADJ
cana-2054	124	7	experience	experience	NOUN
cana-2054	124	8	with	with	ADP
cana-2054	124	9	scms	scms	PROPN
cana-2054	124	10	has	have	AUX
cana-2054	124	11	gone	go	VERB
cana-2054	124	12	into	into	ADP
cana-2054	124	13	understanding	understand	VERB
cana-2054	124	14	their	their	PRON
cana-2054	124	15	relationship	relationship	NOUN
cana-2054	124	16	to	to	ADP
cana-2054	124	17	other	other	ADJ
cana-2054	124	18	methods	method	NOUN
cana-2054	124	19	like	like	ADP
cana-2054	124	20	bns	bns	NOUN
cana-2054	124	21	and	and	CCONJ
cana-2054	124	22	probabilistic	probabilistic	ADJ
cana-2054	124	23	graphical	graphical	ADJ
cana-2054	124	24	models	model	NOUN
cana-2054	124	25	.	.	PUNCT
cana-2054	125	1	an	an	DET
cana-2054	125	2	essential	essential	ADJ
cana-2054	125	3	feature	feature	NOUN
cana-2054	125	4	of	of	ADP
cana-2054	125	5	scm	scm	PROPN
cana-2054	125	6	is	be	AUX
cana-2054	125	7	that	that	SCONJ
cana-2054	125	8	they	they	PRON
cana-2054	125	9	depict	depict	VERB
cana-2054	125	10	all	all	DET
cana-2054	125	11	variables	variable	NOUN
cana-2054	125	12	as	as	ADP
cana-2054	125	13	probabilistic	probabilistic	ADJ
cana-2054	125	14	combinations	combination	NOUN
cana-2054	125	15	of	of	ADP
cana-2054	125	16	their	their	PRON
cana-2054	125	17	immediate	immediate	ADJ
cana-2054	125	18	causes	cause	NOUN
cana-2054	125	19	and	and	CCONJ
cana-2054	125	20	an	an	DET
cana-2054	125	21	unobserved	unobserved	ADJ
cana-2054	125	22	external	external	ADJ
cana-2054	125	23	noise	noise	NOUN
cana-2054	125	24	component	component	NOUN
cana-2054	125	25	that	that	PRON
cana-2054	125	26	stands	stand	VERB
cana-2054	125	27	in	in	ADP
cana-2054	125	28	for	for	ADP
cana-2054	125	29	all	all	DET
cana-2054	125	30	non	non	ADJ
cana-2054	125	31	-	-	ADJ
cana-2054	125	32	model	model	ADJ
cana-2054	125	33	causes	cause	NOUN
cana-2054	125	34	.	.	PUNCT
cana-2054	126	1	there	there	PRON
cana-2054	126	2	is	be	VERB
cana-2054	126	3	a	a	DET
cana-2054	126	4	probability	probability	NOUN
cana-2054	126	5	distribution	distribution	NOUN
cana-2054	126	6	across	across	ADP
cana-2054	126	7	the	the	DET
cana-2054	126	8	observed	observed	ADJ
cana-2054	126	9	variables	variable	NOUN
cana-2054	126	10	due	due	ADP
cana-2054	126	11	to	to	ADP
cana-2054	126	12	the	the	DET
cana-2054	126	13	fact	fact	NOUN
cana-2054	126	14	that	that	SCONJ
cana-2054	126	15	the	the	DET
cana-2054	126	16	state	state	NOUN
cana-2054	126	17	of	of	ADP
cana-2054	126	18	the	the	DET
cana-2054	126	19	noise	noise	NOUN
cana-2054	126	20	component	component	NOUN
cana-2054	126	21	is	be	AUX
cana-2054	126	22	unknown	unknown	ADJ
cana-2054	126	23	.	.	PUNCT
cana-2054	127	1	communications	communication	NOUN
cana-2054	127	2	on	on	ADP
cana-2054	127	3	applied	apply	VERB
cana-2054	127	4	nonlinear	nonlinear	ADJ
cana-2054	127	5	analysis	analysis	NOUN
cana-2054	127	6	issn	issn	NOUN
cana-2054	127	7	:	:	PUNCT
cana-2054	127	8	1074	1074	NUM
cana-2054	127	9	-	-	PUNCT
cana-2054	127	10	133x	133x	NUM
cana-2054	127	11	vol	vol	NOUN
cana-2054	127	12	32	32	NUM
cana-2054	127	13	no	no	NOUN
cana-2054	127	14	.	.	NOUN
cana-2054	127	15	3	3	NUM
cana-2054	127	16	(	(	PUNCT
cana-2054	127	17	2025	2025	NUM
cana-2054	127	18	)	)	PUNCT
cana-2054	127	19	571	571	NUM
cana-2054	127	20	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-2054	127	21	3.2	3.2	NUM
cana-2054	127	22	dual	dual	ADJ
cana-2054	127	23	-	-	PUNCT
cana-2054	127	24	or	or	CCONJ
cana-2054	127	25	noisy	noisy	ADJ
cana-2054	127	26	diagnostic	diagnostic	ADJ
cana-2054	127	27	networks	network	NOUN
cana-2054	127	28	building	building	NOUN
cana-2054	127	29	disease	disease	NOUN
cana-2054	127	30	models	model	NOUN
cana-2054	127	31	sometimes	sometimes	ADV
cana-2054	127	32	involves	involve	VERB
cana-2054	127	33	making	make	VERB
cana-2054	127	34	extra	extra	ADJ
cana-2054	127	35	assumptions	assumption	NOUN
cana-2054	127	36	about	about	ADP
cana-2054	127	37	the	the	DET
cana-2054	127	38	model	model	NOUN
cana-2054	127	39	beyond	beyond	ADP
cana-2054	127	40	what	what	PRON
cana-2054	127	41	is	be	AUX
cana-2054	127	42	suggested	suggest	VERB
cana-2054	127	43	by	by	ADP
cana-2054	127	44	the	the	DET
cana-2054	127	45	dag	dag	PROPN
cana-2054	127	46	architecture	architecture	NOUN
cana-2054	127	47	.	.	PUNCT
cana-2054	128	1	among	among	ADP
cana-2054	128	2	these	these	PRON
cana-2054	128	3	,	,	PUNCT
cana-2054	128	4	noisy	noisy	ADJ
cana-2054	128	5	-	-	PUNCT
cana-2054	128	6	or	or	CCONJ
cana-2054	128	7	models	model	NOUN
cana-2054	128	8	are	be	AUX
cana-2054	128	9	the	the	DET
cana-2054	128	10	most	most	ADV
cana-2054	128	11	popular	popular	ADJ
cana-2054	128	12	.	.	PUNCT
cana-2054	129	1	because	because	SCONJ
cana-2054	129	2	they	they	PRON
cana-2054	129	3	represent	represent	VERB
cana-2054	129	4	common	common	ADJ
cana-2054	129	5	sense	sense	NOUN
cana-2054	129	6	assumptions	assumption	NOUN
cana-2054	129	7	about	about	ADP
cana-2054	129	8	the	the	DET
cana-2054	129	9	relationships	relationship	NOUN
cana-2054	129	10	between	between	ADP
cana-2054	129	11	symptoms	symptom	NOUN
cana-2054	129	12	and	and	CCONJ
cana-2054	129	13	illnesses	illness	NOUN
cana-2054	129	14	,	,	PUNCT
cana-2054	129	15	noisy	noisy	ADJ
cana-2054	129	16	-	-	PUNCT
cana-2054	129	17	or	or	CCONJ
cana-2054	129	18	models	model	NOUN
cana-2054	129	19	find	find	VERB
cana-2054	129	20	widespread	widespread	ADJ
cana-2054	129	21	use	use	NOUN
cana-2054	129	22	in	in	ADP
cana-2054	129	23	medical	medical	ADJ
cana-2054	129	24	modelling	modelling	NOUN
cana-2054	129	25	.	.	PUNCT
cana-2054	130	1	furthermore	furthermore	ADV
cana-2054	130	2	,	,	PUNCT
cana-2054	130	3	they	they	PRON
cana-2054	130	4	provide	provide	VERB
cana-2054	130	5	effective	effective	ADJ
cana-2054	130	6	reasoning	reasoning	NOUN
cana-2054	130	7	and	and	CCONJ
cana-2054	130	8	learning	learning	NOUN
cana-2054	130	9	,	,	PUNCT
cana-2054	130	10	and	and	CCONJ
cana-2054	130	11	they	they	PRON
cana-2054	130	12	enable	enable	VERB
cana-2054	130	13	a	a	DET
cana-2054	130	14	multitude	multitude	NOUN
cana-2054	130	15	of	of	ADP
cana-2054	130	16	characteristics	characteristic	NOUN
cana-2054	130	17	that	that	PRON
cana-2054	130	18	scale	scale	VERB
cana-2054	130	19	linearly	linearly	ADV
cana-2054	130	20	with	with	ADP
cana-2054	130	21	the	the	DET
cana-2054	130	22	network	network	NOUN
cana-2054	130	23	size	size	NOUN
cana-2054	130	24	to	to	PART
cana-2054	130	25	characterise	characterise	VERB
cana-2054	130	26	massive	massive	ADJ
cana-2054	130	27	bns	bns	NOUN
cana-2054	130	28	.	.	PUNCT
cana-2054	131	1	a	a	DET
cana-2054	131	2	parent	parent	NOUN
cana-2054	131	3	di	di	NOUN
cana-2054	131	4	may	may	AUX
cana-2054	131	5	activate	activate	VERB
cana-2054	131	6	their	their	PRON
cana-2054	131	7	kid	kid	NOUN
cana-2054	131	8	s	s	AUX
cana-2054	131	9	using	use	VERB
cana-2054	131	10	the	the	DET
cana-2054	131	11	noisy	noisy	ADJ
cana-2054	131	12	-	-	PUNCT
cana-2054	131	13	or	or	CCONJ
cana-2054	131	14	assumption	assumption	NOUN
cana-2054	131	15	if	if	SCONJ
cana-2054	131	16	two	two	NUM
cana-2054	131	17	conditions	condition	NOUN
cana-2054	131	18	are	be	AUX
cana-2054	131	19	met	meet	VERB
cana-2054	131	20	:	:	PUNCT
cana-2054	131	21	(	(	PUNCT
cana-2054	131	22	i	i	NOUN
cana-2054	131	23	)	)	PUNCT
cana-2054	131	24	the	the	DET
cana-2054	131	25	parent	parent	NOUN
cana-2054	131	26	is	be	AUX
cana-2054	131	27	turned	turn	VERB
cana-2054	131	28	on	on	ADP
cana-2054	131	29	,	,	PUNCT
cana-2054	131	30	(	(	PUNCT
cana-2054	131	31	ii	ii	NOUN
cana-2054	131	32	)	)	PUNCT
cana-2054	132	1	𝑫𝒊	𝑫𝒊	NOUN
cana-2054	132	2	=	=	SYM
cana-2054	132	3	1	1	NUM
cana-2054	132	4	,	,	PUNCT
cana-2054	132	5	and	and	CCONJ
cana-2054	132	6	(	(	PUNCT
cana-2054	132	7	iii	iii	X
cana-2054	132	8	)	)	PUNCT
cana-2054	132	9	the	the	DET
cana-2054	132	10	activation	activation	NOUN
cana-2054	132	11	procedure	procedure	NOUN
cana-2054	132	12	does	do	AUX
cana-2054	132	13	not	not	PART
cana-2054	132	14	fail	fail	VERB
cana-2054	132	15	at	at	ADP
cana-2054	132	16	random	random	ADJ
cana-2054	132	17	.	.	PUNCT
cana-2054	133	1	there	there	PRON
cana-2054	133	2	is	be	VERB
cana-2054	133	3	no	no	DET
cana-2054	133	4	correlation	correlation	NOUN
cana-2054	133	5	between	between	ADP
cana-2054	133	6	any	any	PRON
cana-2054	133	7	of	of	ADP
cana-2054	133	8	the	the	DET
cana-2054	133	9	other	other	ADJ
cana-2054	133	10	model	model	NOUN
cana-2054	133	11	parameters	parameter	NOUN
cana-2054	133	12	and	and	CCONJ
cana-2054	133	13	the	the	DET
cana-2054	133	14	failure	failure	NOUN
cana-2054	133	15	probability	probability	NOUN
cana-2054	133	16	,	,	PUNCT
cana-2054	133	17	which	which	PRON
cana-2054	133	18	is	be	AUX
cana-2054	133	19	sometimes	sometimes	ADV
cana-2054	133	20	written	write	VERB
cana-2054	133	21	as	as	ADP
cana-2054	133	22	𝝀𝑫𝒊	𝝀𝑫𝒊	NOUN
cana-2054	133	23	,	,	PUNCT
cana-2054	133	24	𝑺.	𝑺.	PROPN
cana-2054	133	25	the	the	DET
cana-2054	133	26	noisy	noisy	ADJ
cana-2054	133	27	-	-	PUNCT
cana-2054	133	28	or	or	CCONJ
cana-2054	133	29	component	component	NOUN
cana-2054	133	30	activates	activate	VERB
cana-2054	133	31	the	the	DET
cana-2054	133	32	kid	kid	NOUN
cana-2054	133	33	if	if	SCONJ
cana-2054	133	34	either	either	CCONJ
cana-2054	133	35	parent	parent	NOUN
cana-2054	133	36	successfully	successfully	ADV
cana-2054	133	37	activates	activate	VERB
cana-2054	133	38	it	it	PRON
cana-2054	133	39	.	.	PUNCT
cana-2054	134	1	the	the	DET
cana-2054	134	2	value	value	NOUN
cana-2054	134	3	of	of	ADP
cana-2054	134	4	s	s	NOUN
cana-2054	134	5	is	be	AUX
cana-2054	134	6	the	the	DET
cana-2054	134	7	boolean	boolean	ADJ
cana-2054	134	8	or	or	CCONJ
cana-2054	134	9	operation	operation	NOUN
cana-2054	134	10	of	of	ADP
cana-2054	134	11	its	its	PRON
cana-2054	134	12	parents	parent	NOUN
cana-2054	134	13	'	'	PART
cana-2054	134	14	functions	function	NOUN
cana-2054	134	15	of	of	ADP
cana-2054	134	16	activation	activation	NOUN
cana-2054	134	17	,	,	PUNCT
cana-2054	134	18	𝒔	𝒔	X
cana-2054	134	19	=	=	SYM
cana-2054	134	20	𝒗𝒊𝒇(𝒅𝒊	𝒗𝒊𝒇(𝒅𝒊	NOUN
cana-2054	134	21	,	,	PUNCT
cana-2054	134	22	𝒖𝒊	𝒖𝒊	PROPN
cana-2054	134	23	)	)	PUNCT
cana-2054	134	24	,	,	PUNCT
cana-2054	134	25	where	where	SCONJ
cana-2054	134	26	𝒇(𝒅𝒊	𝒇(𝒅𝒊	PROPN
cana-2054	134	27	,	,	PUNCT
cana-2054	134	28	𝒖𝒊	𝒖𝒊	NOUN
cana-2054	134	29	)	)	PUNCT
cana-2054	134	30	=	=	SYM
cana-2054	134	31	𝒅𝒊˄𝒖𝒊̅̅̅	𝒅𝒊˄𝒖𝒊̅̅̅	PROPN
cana-2054	134	32	,	,	PUNCT
cana-2054	134	33	˄	˄	PROPN
cana-2054	134	34	,	,	PUNCT
cana-2054	134	35	denotes	denote	VERB
cana-2054	134	36	the	the	DET
cana-2054	134	37	boolean	boolean	ADJ
cana-2054	134	38	and	and	CCONJ
cana-2054	134	39	function	function	NOUN
cana-2054	134	40	,	,	PUNCT
cana-2054	134	41	𝒅𝒊𝝐{𝟎	𝒅𝒊𝝐{𝟎	NOUN
cana-2054	134	42	,	,	PUNCT
cana-2054	134	43	𝟏	𝟏	NUM
cana-2054	134	44	}	}	PUNCT
cana-2054	134	45	is	be	AUX
cana-2054	134	46	the	the	DET
cana-2054	134	47	state	state	NOUN
cana-2054	134	48	of	of	ADP
cana-2054	134	49	a	a	DET
cana-2054	134	50	parent	parent	NOUN
cana-2054	134	51	,	,	PUNCT
cana-2054	134	52	and	and	CCONJ
cana-2054	134	53	𝒖𝒊𝝐{𝟎	𝒖𝒊𝝐{𝟎	ADJ
cana-2054	134	54	,	,	PUNCT
cana-2054	134	55	𝟏	𝟏	PRON
cana-2054	134	56	}	}	PUNCT
cana-2054	134	57	is	be	AUX
cana-2054	134	58	a	a	DET
cana-2054	134	59	latent	latent	NOUN
cana-2054	134	60	noise	noise	NOUN
cana-2054	134	61	variable	variable	NOUN
cana-2054	134	62	with	with	ADP
cana-2054	134	63	a	a	DET
cana-2054	134	64	chance	chance	NOUN
cana-2054	134	65	of	of	ADP
cana-2054	134	66	failure	failure	NOUN
cana-2054	134	67	𝑷(𝒖𝒊	𝑷(𝒖𝒊	VERB
cana-2054	134	68	=	=	NOUN
cana-2054	134	69	𝟏	𝟏	X
cana-2054	134	70	)	)	PUNCT
cana-2054	134	71	=	=	SYM
cana-2054	134	72	𝝀𝑫𝒊	𝝀𝑫𝒊	NOUN
cana-2054	134	73	,	,	PUNCT
cana-2054	134	74	𝑺.	𝑺.	PROPN
cana-2054	134	75	if	if	SCONJ
cana-2054	134	76	a	a	DET
cana-2054	134	77	symptom	symptom	NOUN
cana-2054	134	78	can	can	AUX
cana-2054	134	79	be	be	AUX
cana-2054	134	80	activated	activate	VERB
cana-2054	134	81	with	with	ADP
cana-2054	134	82	a	a	DET
cana-2054	134	83	single	single	ADJ
cana-2054	134	84	activation	activation	NOUN
cana-2054	134	85	and	and	CCONJ
cana-2054	134	86	activating	activate	VERB
cana-2054	134	87	a	a	DET
cana-2054	134	88	disease	disease	NOUN
cana-2054	134	89	does	do	AUX
cana-2054	134	90	not	not	PART
cana-2054	134	91	activate	activate	VERB
cana-2054	134	92	a	a	DET
cana-2054	134	93	symptom	symptom	NOUN
cana-2054	134	94	,	,	PUNCT
cana-2054	134	95	then	then	ADV
cana-2054	134	96	the	the	DET
cana-2054	134	97	noisy	noisy	ADJ
cana-2054	134	98	-	-	PUNCT
cana-2054	134	99	or	or	CCONJ
cana-2054	134	100	model	model	NOUN
cana-2054	134	101	intuitively	intuitively	ADV
cana-2054	134	102	reflects	reflect	VERB
cana-2054	134	103	this	this	DET
cana-2054	134	104	circumstance	circumstance	NOUN
cana-2054	134	105	.	.	PUNCT
cana-2054	135	1	in	in	ADP
cana-2054	135	2	order	order	NOUN
cana-2054	135	3	to	to	PART
cana-2054	135	4	calculate	calculate	VERB
cana-2054	135	5	the	the	DET
cana-2054	135	6	predicted	predict	VERB
cana-2054	135	7	sufficiency	sufficiency	NOUN
cana-2054	135	8	and	and	CCONJ
cana-2054	135	9	disablement	disablement	NOUN
cana-2054	135	10	for	for	ADP
cana-2054	135	11	these	these	DET
cana-2054	135	12	models	model	NOUN
cana-2054	135	13	,	,	PUNCT
cana-2054	135	14	they	they	PRON
cana-2054	135	15	use	use	VERB
cana-2054	135	16	the	the	DET
cana-2054	135	17	twinnetworks	twinnetwork	NOUN
cana-2054	135	18	approach	approach	NOUN
cana-2054	135	19	for	for	ADP
cana-2054	135	20	calculating	calculate	VERB
cana-2054	135	21	counterfactuals	counterfactual	NOUN
cana-2054	135	22	.	.	PUNCT
cana-2054	136	1	for	for	ADP
cana-2054	136	2	the	the	DET
cana-2054	136	3	purpose	purpose	NOUN
cana-2054	136	4	of	of	ADP
cana-2054	136	5	computing	compute	VERB
cana-2054	136	6	counterfactual	counterfactual	ADJ
cana-2054	136	7	probabilities	probability	NOUN
cana-2054	136	8	using	use	VERB
cana-2054	136	9	traditional	traditional	ADJ
cana-2054	136	10	inference	inference	NOUN
cana-2054	136	11	methods	method	NOUN
cana-2054	136	12	,	,	PUNCT
cana-2054	136	13	this	this	DET
cana-2054	136	14	approach	approach	NOUN
cana-2054	136	15	integrates	integrate	VERB
cana-2054	136	16	real	real	ADJ
cana-2054	136	17	and	and	CCONJ
cana-2054	136	18	counterfactual	counterfactual	ADJ
cana-2054	136	19	parameters	parameter	NOUN
cana-2054	136	20	into	into	ADP
cana-2054	136	21	a	a	DET
cana-2054	136	22	single	single	ADJ
cana-2054	136	23	scm	scm	PROPN
cana-2054	136	24	twin	twin	PROPN
cana-2054	136	25	network	network	PROPN
cana-2054	136	26	.	.	PUNCT
cana-2054	137	1	abduction	abduction	NOUN
cana-2054	137	2	remains	remain	VERB
cana-2054	137	3	unsolvable	unsolvable	ADJ
cana-2054	137	4	for	for	ADP
cana-2054	137	5	large	large	ADJ
cana-2054	137	6	scms	scms	PROPN
cana-2054	137	7	,	,	PUNCT
cana-2054	137	8	but	but	CCONJ
cana-2054	137	9	this	this	DET
cana-2054	137	10	approach	approach	NOUN
cana-2054	137	11	drastically	drastically	ADV
cana-2054	137	12	reduces	reduce	VERB
cana-2054	137	13	the	the	DET
cana-2054	137	14	inferential	inferential	ADJ
cana-2054	137	15	cost	cost	NOUN
cana-2054	137	16	of	of	ADP
cana-2054	137	17	computing	computing	NOUN
cana-2054	137	18	counterfactuals	counterfactual	NOUN
cana-2054	137	19	.	.	PUNCT
cana-2054	138	1	4	4	X
cana-2054	138	2	.	.	X
cana-2054	138	3	results	result	VERB
cana-2054	138	4	the	the	DET
cana-2054	138	5	studies	study	NOUN
cana-2054	138	6	comparing	compare	VERB
cana-2054	138	7	posterior	posterior	ADJ
cana-2054	138	8	inference	inference	NOUN
cana-2054	138	9	with	with	ADP
cana-2054	138	10	the	the	DET
cana-2054	138	11	predicted	predict	VERB
cana-2054	138	12	disablement	disablement	NOUN
cana-2054	138	13	and	and	CCONJ
cana-2054	138	14	sufficiency	sufficiency	NOUN
cana-2054	138	15	are	be	AUX
cana-2054	138	16	detailed	detail	VERB
cana-2054	138	17	here	here	ADV
cana-2054	138	18	,	,	PUNCT
cana-2054	138	19	using	use	VERB
cana-2054	138	20	the	the	DET
cana-2054	138	21	models	model	NOUN
cana-2054	138	22	described	describe	VERB
cana-2054	138	23	above	above	ADV
cana-2054	138	24	.	.	PUNCT
cana-2054	139	1	presenting	present	VERB
cana-2054	139	2	the	the	DET
cana-2054	139	3	test	test	NOUN
cana-2054	139	4	set	set	NOUN
cana-2054	139	5	,	,	PUNCT
cana-2054	139	6	which	which	PRON
cana-2054	139	7	consists	consist	VERB
cana-2054	139	8	of	of	ADP
cana-2054	139	9	a	a	DET
cana-2054	139	10	group	group	NOUN
cana-2054	139	11	of	of	ADP
cana-2054	139	12	physicians	physician	NOUN
cana-2054	139	13	and	and	CCONJ
cana-2054	139	14	a	a	DET
cana-2054	139	15	collection	collection	NOUN
cana-2054	139	16	of	of	ADP
cana-2054	139	17	clinical	clinical	ADJ
cana-2054	139	18	scenarios	scenario	NOUN
cana-2054	139	19	.	.	PUNCT
cana-2054	140	1	these	these	DET
cana-2054	140	2	algorithms	algorithm	NOUN
cana-2054	140	3	are	be	AUX
cana-2054	140	4	then	then	ADV
cana-2054	140	5	tested	test	VERB
cana-2054	140	6	on	on	ADP
cana-2054	140	7	a	a	DET
cana-2054	140	8	variety	variety	NOUN
cana-2054	140	9	of	of	ADP
cana-2054	140	10	diagnostic	diagnostic	ADJ
cana-2054	140	11	tasks	task	NOUN
cana-2054	140	12	for	for	ADP
cana-2054	140	13	evaluation	evaluation	NOUN
cana-2054	140	14	.	.	PUNCT
cana-2054	141	1	4.1	4.1	NUM
cana-2054	141	2	databases	database	NOUN
cana-2054	141	3	and	and	CCONJ
cana-2054	141	4	diagnostic	diagnostic	ADJ
cana-2054	141	5	method	method	NOUN
cana-2054	141	6	the	the	DET
cana-2054	141	7	usage	usage	NOUN
cana-2054	141	8	of	of	ADP
cana-2054	141	9	ehrs	ehrs	PROPN
cana-2054	141	10	is	be	AUX
cana-2054	141	11	one	one	NUM
cana-2054	141	12	method	method	NOUN
cana-2054	141	13	for	for	ADP
cana-2054	141	14	verifying	verify	VERB
cana-2054	141	15	diagnostic	diagnostic	ADJ
cana-2054	141	16	algorithms	algorithm	NOUN
cana-2054	141	17	.	.	PUNCT
cana-2054	142	1	when	when	SCONJ
cana-2054	142	2	diagnostic	diagnostic	ADJ
cana-2054	142	3	mistakes	mistake	NOUN
cana-2054	142	4	lead	lead	VERB
cana-2054	142	5	to	to	ADP
cana-2054	142	6	incorrectly	incorrectly	ADV
cana-2054	142	7	labelled	label	VERB
cana-2054	142	8	data	datum	NOUN
cana-2054	142	9	,	,	PUNCT
cana-2054	142	10	a	a	DET
cana-2054	142	11	major	major	ADJ
cana-2054	142	12	drawback	drawback	NOUN
cana-2054	142	13	of	of	ADP
cana-2054	142	14	this	this	DET
cana-2054	142	15	method	method	NOUN
cana-2054	142	16	is	be	AUX
cana-2054	142	17	how	how	SCONJ
cana-2054	142	18	hard	hard	ADJ
cana-2054	142	19	it	it	PRON
cana-2054	142	20	is	be	AUX
cana-2054	142	21	to	to	PART
cana-2054	142	22	define	define	VERB
cana-2054	142	23	the	the	DET
cana-2054	142	24	ground	ground	NOUN
cana-2054	142	25	truth	truth	NOUN
cana-2054	142	26	diagnosis	diagnosis	NOUN
cana-2054	142	27	.	.	PUNCT
cana-2054	143	1	this	this	DET
cana-2054	143	2	problem	problem	NOUN
cana-2054	143	3	is	be	AUX
cana-2054	143	4	especially	especially	ADV
cana-2054	143	5	noticeable	noticeable	ADJ
cana-2054	143	6	in	in	ADP
cana-2054	143	7	differential	differential	ADJ
cana-2054	143	8	diagnoses	diagnosis	NOUN
cana-2054	143	9	because	because	SCONJ
cana-2054	143	10	of	of	ADP
cana-2054	143	11	the	the	DET
cana-2054	143	12	high	high	ADJ
cana-2054	143	13	rates	rate	NOUN
cana-2054	143	14	of	of	ADP
cana-2054	143	15	diagnostic	diagnostic	ADJ
cana-2054	143	16	ambiguity	ambiguity	NOUN
cana-2054	143	17	and	and	CCONJ
cana-2054	143	18	miscommunication	miscommunication	NOUN
cana-2054	143	19	,	,	PUNCT
cana-2054	143	20	the	the	DET
cana-2054	143	21	wide	wide	ADJ
cana-2054	143	22	variety	variety	NOUN
cana-2054	143	23	of	of	ADP
cana-2054	143	24	applicant	applicant	ADJ
cana-2054	143	25	diseases	disease	NOUN
cana-2054	143	26	and	and	CCONJ
cana-2054	143	27	their	their	PRON
cana-2054	143	28	associated	associated	ADJ
cana-2054	143	29	diagnosis	diagnosis	NOUN
cana-2054	143	30	labels	label	NOUN
cana-2054	143	31	,	,	PUNCT
cana-2054	143	32	the	the	DET
cana-2054	143	33	lack	lack	NOUN
cana-2054	143	34	of	of	ADP
cana-2054	143	35	or	or	CCONJ
cana-2054	143	36	incorrect	incorrect	ADJ
cana-2054	143	37	documentation	documentation	NOUN
cana-2054	143	38	of	of	ADP
cana-2054	143	39	case	case	NOUN
cana-2054	143	40	details	detail	NOUN
cana-2054	143	41	,	,	PUNCT
cana-2054	143	42	and	and	CCONJ
cana-2054	143	43	biases	bias	NOUN
cana-2054	143	44	like	like	ADP
cana-2054	143	45	the	the	DET
cana-2054	143	46	diagnosing	diagnose	VERB
cana-2054	143	47	doctor	doctor	NOUN
cana-2054	143	48	's	's	PART
cana-2054	143	49	expertise	expertise	NOUN
cana-2054	143	50	and	and	CCONJ
cana-2054	143	51	education	education	NOUN
cana-2054	143	52	.	.	PUNCT
cana-2054	144	1	to	to	PART
cana-2054	144	2	address	address	VERB
cana-2054	144	3	these	these	DET
cana-2054	144	4	concerns	concern	NOUN
cana-2054	144	5	,	,	PUNCT
cana-2054	144	6	it	it	PRON
cana-2054	144	7	is	be	AUX
cana-2054	144	8	common	common	ADJ
cana-2054	144	9	practice	practice	NOUN
cana-2054	144	10	to	to	PART
cana-2054	144	11	examine	examine	VERB
cana-2054	144	12	clinical	clinical	ADJ
cana-2054	144	13	vignettes	vignette	NOUN
cana-2054	144	14	or	or	CCONJ
cana-2054	144	15	simulated	simulate	VERB
cana-2054	144	16	diagnostic	diagnostic	ADJ
cana-2054	144	17	situations	situation	NOUN
cana-2054	144	18	when	when	SCONJ
cana-2054	144	19	evaluating	evaluate	VERB
cana-2054	144	20	doctors	doctor	NOUN
cana-2054	144	21	.	.	PUNCT
cana-2054	145	1	a	a	DET
cana-2054	145	2	clinical	clinical	ADJ
cana-2054	145	3	vignette	vignette	NOUN
cana-2054	145	4	comprises	comprise	VERB
cana-2054	145	5	a	a	DET
cana-2054	145	6	non	non	ADJ
cana-2054	145	7	-	-	ADJ
cana-2054	145	8	exhaustive	exhaustive	ADJ
cana-2054	145	9	compilation	compilation	NOUN
cana-2054	145	10	of	of	ADP
cana-2054	145	11	evidence	evidence	NOUN
cana-2054	145	12	,	,	PUNCT
cana-2054	145	13	including	include	VERB
cana-2054	145	14	indicators	indicator	NOUN
cana-2054	145	15	,	,	PUNCT
cana-2054	145	16	medical	medical	ADJ
cana-2054	145	17	records	record	NOUN
cana-2054	145	18	,	,	PUNCT
cana-2054	145	19	and	and	CCONJ
cana-2054	145	20	essential	essential	ADJ
cana-2054	145	21	demographic	demographic	ADJ
cana-2054	145	22	information	information	NOUN
cana-2054	145	23	such	such	ADJ
cana-2054	145	24	as	as	ADP
cana-2054	145	25	age	age	NOUN
cana-2054	145	26	and	and	CCONJ
cana-2054	145	27	birth	birth	NOUN
cana-2054	145	28	gender	gender	NOUN
cana-2054	145	29	,	,	PUNCT
cana-2054	145	30	illustrating	illustrate	VERB
cana-2054	145	31	a	a	DET
cana-2054	145	32	typical	typical	ADJ
cana-2054	145	33	patient	patient	NOUN
cana-2054	145	34	's	's	PART
cana-2054	145	35	manifestation	manifestation	NOUN
cana-2054	145	36	of	of	ADP
cana-2054	145	37	a	a	DET
cana-2054	145	38	problem	problem	NOUN
cana-2054	145	39	.	.	PUNCT
cana-2054	146	1	this	this	DET
cana-2054	146	2	approach	approach	NOUN
cana-2054	146	3	has	have	AUX
cana-2054	146	4	been	be	AUX
cana-2054	146	5	effective	effective	ADJ
cana-2054	146	6	in	in	ADP
cana-2054	146	7	evaluating	evaluate	VERB
cana-2054	146	8	physicians	physician	NOUN
cana-2054	146	9	as	as	ADP
cana-2054	146	10	individuals	individual	NOUN
cana-2054	146	11	and	and	CCONJ
cana-2054	146	12	juxtaposing	juxtapose	VERB
cana-2054	146	13	their	their	PRON
cana-2054	146	14	precision	precision	NOUN
cana-2054	146	15	with	with	ADP
cana-2054	146	16	symptoms	symptom	NOUN
cana-2054	146	17	checker	checker	NOUN
cana-2054	146	18	technologies	technology	NOUN
cana-2054	146	19	;	;	PUNCT
cana-2054	146	20	it	it	PRON
cana-2054	146	21	is	be	AUX
cana-2054	146	22	also	also	ADV
cana-2054	146	23	more	more	ADJ
cana-2054	146	24	communications	communication	NOUN
cana-2054	146	25	on	on	ADP
cana-2054	146	26	applied	apply	VERB
cana-2054	146	27	nonlinear	nonlinear	ADJ
cana-2054	146	28	analysis	analysis	NOUN
cana-2054	146	29	issn	issn	NOUN
cana-2054	146	30	:	:	PUNCT
cana-2054	146	31	1074	1074	NUM
cana-2054	146	32	-	-	PUNCT
cana-2054	146	33	133x	133x	NUM
cana-2054	146	34	vol	vol	NOUN
cana-2054	146	35	32	32	NUM
cana-2054	146	36	no	no	NOUN
cana-2054	146	37	.	.	NOUN
cana-2054	146	38	3	3	NUM
cana-2054	146	39	(	(	PUNCT
cana-2054	146	40	2025	2025	NUM
cana-2054	146	41	)	)	PUNCT
cana-2054	146	42	572	572	NUM
cana-2054	146	43	https://internationalpubls.com	https://internationalpubls.com	X
cana-2054	146	44	resistant	resistant	ADJ
cana-2054	146	45	to	to	ADP
cana-2054	146	46	inaccuracies	inaccuracy	NOUN
cana-2054	146	47	and	and	CCONJ
cana-2054	146	48	biases	bias	NOUN
cana-2054	146	49	than	than	ADP
cana-2054	146	50	actual	actual	ADJ
cana-2054	146	51	data	datum	NOUN
cana-2054	146	52	sets	set	NOUN
cana-2054	146	53	such	such	ADJ
cana-2054	146	54	as	as	ADP
cana-2054	146	55	electronic	electronic	ADJ
cana-2054	146	56	health	health	NOUN
cana-2054	146	57	records	record	NOUN
cana-2054	146	58	(	(	PUNCT
cana-2054	146	59	ehrs	ehrs	INTJ
cana-2054	146	60	)	)	PUNCT
cana-2054	146	61	.	.	PUNCT
cana-2054	147	1	practising	practise	VERB
cana-2054	147	2	a	a	DET
cana-2054	147	3	disease	disease	NOUN
cana-2054	147	4	depending	depend	VERB
cana-2054	147	5	on	on	ADP
cana-2054	147	6	its	its	PRON
cana-2054	147	7	established	establish	VERB
cana-2054	147	8	characteristics	characteristic	NOUN
cana-2054	147	9	is	be	AUX
cana-2054	147	10	more	more	ADV
cana-2054	147	11	straightforward	straightforward	ADJ
cana-2054	147	12	than	than	ADP
cana-2054	147	13	doing	do	VERB
cana-2054	147	14	a	a	DET
cana-2054	147	15	differential	differential	ADJ
cana-2054	147	16	diagnosis	diagnosis	NOUN
cana-2054	147	17	.	.	PUNCT
cana-2054	148	1	a	a	DET
cana-2054	148	2	different	different	ADJ
cana-2054	148	3	group	group	NOUN
cana-2054	148	4	of	of	ADP
cana-2054	148	5	physicians	physician	NOUN
cana-2054	148	6	,	,	PUNCT
cana-2054	148	7	all	all	PRON
cana-2054	148	8	with	with	ADP
cana-2054	148	9	medical	medical	ADJ
cana-2054	148	10	training	training	NOUN
cana-2054	148	11	at	at	ADP
cana-2054	148	12	least	least	ADJ
cana-2054	148	13	up	up	ADP
cana-2054	148	14	to	to	ADP
cana-2054	148	15	the	the	DET
cana-2054	148	16	general	general	ADJ
cana-2054	148	17	practitioner	practitioner	NOUN
cana-2054	148	18	level	level	NOUN
cana-2054	148	19	,	,	PUNCT
cana-2054	148	20	created	create	VERB
cana-2054	148	21	1672	1672	NUM
cana-2054	148	22	clinical	clinical	ADJ
cana-2054	148	23	vignettes	vignette	NOUN
cana-2054	148	24	for	for	SCONJ
cana-2054	148	25	us	we	PRON
cana-2054	148	26	to	to	PART
cana-2054	148	27	utilise	utilise	VERB
cana-2054	148	28	as	as	ADP
cana-2054	148	29	a	a	DET
cana-2054	148	30	test	test	NOUN
cana-2054	148	31	.	.	PUNCT
cana-2054	149	1	every	every	DET
cana-2054	149	2	effort	effort	NOUN
cana-2054	149	3	has	have	AUX
cana-2054	149	4	been	be	AUX
cana-2054	149	5	made	make	VERB
cana-2054	149	6	to	to	PART
cana-2054	149	7	ensure	ensure	VERB
cana-2054	149	8	that	that	SCONJ
cana-2054	149	9	the	the	DET
cana-2054	149	10	symptoms	symptom	NOUN
cana-2054	149	11	and	and	CCONJ
cana-2054	149	12	risk	risk	NOUN
cana-2054	149	13	variables	variable	NOUN
cana-2054	149	14	align	align	VERB
cana-2054	149	15	with	with	ADP
cana-2054	149	16	the	the	DET
cana-2054	149	17	statistical	statistical	ADJ
cana-2054	149	18	illness	illness	NOUN
cana-2054	149	19	model	model	NOUN
cana-2054	149	20	.	.	PUNCT
cana-2054	150	1	however	however	ADV
cana-2054	150	2	,	,	PUNCT
cana-2054	150	3	to	to	PART
cana-2054	150	4	keep	keep	VERB
cana-2054	150	5	the	the	DET
cana-2054	150	6	study	study	NOUN
cana-2054	150	7	unbiased	unbiased	ADJ
cana-2054	150	8	,	,	PUNCT
cana-2054	150	9	the	the	DET
cana-2054	150	10	scenes	scene	NOUN
cana-2054	150	11	include	include	VERB
cana-2054	150	12	any	any	DET
cana-2054	150	13	extra	extra	ADJ
cana-2054	150	14	clinical	clinical	ADJ
cana-2054	150	15	details	detail	NOUN
cana-2054	150	16	that	that	SCONJ
cana-2054	150	17	the	the	DET
cana-2054	150	18	clinicians	clinician	NOUN
cana-2054	150	19	in	in	ADP
cana-2054	150	20	the	the	DET
cana-2054	150	21	studies	study	NOUN
cana-2054	150	22	may	may	AUX
cana-2054	150	23	have	have	VERB
cana-2054	150	24	as	as	SCONJ
cana-2054	150	25	case	case	NOUN
cana-2054	150	26	notes	note	NOUN
cana-2054	150	27	.	.	PUNCT
cana-2054	151	1	each	each	DET
cana-2054	151	2	case	case	NOUN
cana-2054	151	3	narrative	narrative	NOUN
cana-2054	151	4	is	be	AUX
cana-2054	151	5	written	write	VERB
cana-2054	151	6	by	by	ADP
cana-2054	151	7	one	one	NUM
cana-2054	151	8	doctor	doctor	NOUN
cana-2054	151	9	and	and	CCONJ
cana-2054	151	10	then	then	ADV
cana-2054	151	11	double	double	ADV
cana-2054	151	12	-	-	PUNCT
cana-2054	151	13	checked	check	VERB
cana-2054	151	14	by	by	ADP
cana-2054	151	15	other	other	ADJ
cana-2054	151	16	physicians	physician	NOUN
cana-2054	151	17	to	to	PART
cana-2054	151	18	make	make	VERB
cana-2054	151	19	sure	sure	ADJ
cana-2054	151	20	it	it	PRON
cana-2054	151	21	depicts	depict	VERB
cana-2054	151	22	a	a	DET
cana-2054	151	23	real	real	ADJ
cana-2054	151	24	-	-	PUNCT
cana-2054	151	25	life	life	NOUN
cana-2054	151	26	diagnostic	diagnostic	ADJ
cana-2054	151	27	scenario	scenario	NOUN
cana-2054	151	28	.	.	PUNCT
cana-2054	152	1	the	the	DET
cana-2054	152	2	algorithm	algorithm	NOUN
cana-2054	152	3	conceals	conceal	VERB
cana-2054	152	4	the	the	DET
cana-2054	152	5	actual	actual	ADJ
cana-2054	152	6	condition	condition	NOUN
cana-2054	152	7	in	in	ADP
cana-2054	152	8	each	each	DET
cana-2054	152	9	vignette	vignette	NOUN
cana-2054	152	10	and	and	CCONJ
cana-2054	152	11	then	then	ADV
cana-2054	152	12	uses	use	VERB
cana-2054	152	13	the	the	DET
cana-2054	152	14	information	information	NOUN
cana-2054	152	15	from	from	ADP
cana-2054	152	16	the	the	DET
cana-2054	152	17	vignettes	vignette	NOUN
cana-2054	152	18	to	to	PART
cana-2054	152	19	rank	rank	VERB
cana-2054	152	20	all	all	PRON
cana-2054	152	21	of	of	ADP
cana-2054	152	22	the	the	DET
cana-2054	152	23	modelled	model	VERB
cana-2054	152	24	diseases	disease	NOUN
cana-2054	152	25	and	and	CCONJ
cana-2054	152	26	provide	provide	VERB
cana-2054	152	27	a	a	DET
cana-2054	152	28	diagnosis	diagnosis	NOUN
cana-2054	152	29	.	.	PUNCT
cana-2054	153	1	the	the	DET
cana-2054	153	2	associative	associative	ADJ
cana-2054	153	3	method	method	NOUN
cana-2054	153	4	uses	use	VERB
cana-2054	153	5	the	the	DET
cana-2054	153	6	posterior	posterior	NOUN
cana-2054	153	7	to	to	ADP
cana-2054	153	8	rank	rank	NOUN
cana-2054	153	9	diseases	disease	NOUN
cana-2054	153	10	,	,	PUNCT
cana-2054	153	11	whereas	whereas	SCONJ
cana-2054	153	12	the	the	DET
cana-2054	153	13	counterfactual	counterfactual	ADJ
cana-2054	153	14	algorithms	algorithm	NOUN
cana-2054	153	15	use	use	VERB
cana-2054	153	16	the	the	DET
cana-2054	153	17	predicted	predict	VERB
cana-2054	153	18	disablement	disablement	NOUN
cana-2054	153	19	or	or	CCONJ
cana-2054	153	20	expected	expect	VERB
cana-2054	153	21	sufficiency	sufficiency	NOUN
cana-2054	153	22	.	.	PUNCT
cana-2054	154	1	a	a	DET
cana-2054	154	2	partly	partly	ADV
cana-2054	154	3	sorted	sort	VERB
cana-2054	154	4	list	list	NOUN
cana-2054	154	5	of	of	ADP
cana-2054	154	6	potential	potential	ADJ
cana-2054	154	7	illnesses	illness	NOUN
cana-2054	154	8	is	be	AUX
cana-2054	154	9	the	the	DET
cana-2054	154	10	independent	independent	ADJ
cana-2054	154	11	differential	differential	ADJ
cana-2054	154	12	diagnosis	diagnosis	NOUN
cana-2054	154	13	that	that	PRON
cana-2054	154	14	doctors	doctor	NOUN
cana-2054	154	15	provide	provide	VERB
cana-2054	154	16	.	.	PUNCT
cana-2054	155	1	to	to	PART
cana-2054	155	2	guarantee	guarantee	VERB
cana-2054	155	3	that	that	SCONJ
cana-2054	155	4	any	any	DET
cana-2054	155	5	modification	modification	NOUN
cana-2054	155	6	in	in	ADP
cana-2054	155	7	diagnostic	diagnostic	ADJ
cana-2054	155	8	correctness	correctness	NOUN
cana-2054	155	9	is	be	AUX
cana-2054	155	10	related	relate	VERB
cana-2054	155	11	to	to	ADP
cana-2054	155	12	the	the	DET
cana-2054	155	13	rank	rank	NOUN
cana-2054	155	14	query	query	NOUN
cana-2054	155	15	used	use	VERB
cana-2054	155	16	,	,	PUNCT
cana-2054	155	17	the	the	DET
cana-2054	155	18	associative	associative	ADJ
cana-2054	155	19	and	and	CCONJ
cana-2054	155	20	counterfactual	counterfactual	ADJ
cana-2054	155	21	algorithms	algorithm	NOUN
cana-2054	155	22	use	use	VERB
cana-2054	155	23	the	the	DET
cana-2054	155	24	same	same	ADJ
cana-2054	155	25	disease	disease	NOUN
cana-2054	155	26	models	model	NOUN
cana-2054	155	27	in	in	ADP
cana-2054	155	28	all	all	DET
cana-2054	155	29	investigations	investigation	NOUN
cana-2054	155	30	.	.	PUNCT
cana-2054	156	1	the	the	DET
cana-2054	156	2	bn	bn	NOUN
cana-2054	156	3	is	be	AUX
cana-2054	156	4	defined	define	VERB
cana-2054	156	5	by	by	ADP
cana-2054	156	6	a	a	DET
cana-2054	156	7	coalition	coalition	NOUN
cana-2054	156	8	of	of	ADP
cana-2054	156	9	medical	medical	ADJ
cana-2054	156	10	professionals	professional	NOUN
cana-2054	156	11	and	and	CCONJ
cana-2054	156	12	epidemiologists	epidemiologist	NOUN
cana-2054	156	13	.	.	PUNCT
cana-2054	157	1	epidemiological	epidemiological	ADJ
cana-2054	157	2	data	datum	NOUN
cana-2054	157	3	are	be	AUX
cana-2054	157	4	used	use	VERB
cana-2054	157	5	to	to	PART
cana-2054	157	6	determine	determine	VERB
cana-2054	157	7	the	the	DET
cana-2054	157	8	prior	prior	ADJ
cana-2054	157	9	likelihood	likelihood	NOUN
cana-2054	157	10	of	of	ADP
cana-2054	157	11	diseases	disease	NOUN
cana-2054	157	12	and	and	CCONJ
cana-2054	157	13	risk	risk	NOUN
cana-2054	157	14	variables	variable	NOUN
cana-2054	157	15	,	,	PUNCT
cana-2054	157	16	while	while	SCONJ
cana-2054	157	17	several	several	ADJ
cana-2054	157	18	independent	independent	ADJ
cana-2054	157	19	medical	medical	ADJ
cana-2054	157	20	specialists	specialist	NOUN
cana-2054	157	21	are	be	AUX
cana-2054	157	22	interviewed	interview	VERB
cana-2054	157	23	to	to	PART
cana-2054	157	24	determine	determine	VERB
cana-2054	157	25	the	the	DET
cana-2054	157	26	conditional	conditional	ADJ
cana-2054	157	27	probabilities	probability	NOUN
cana-2054	157	28	.	.	PUNCT
cana-2054	158	1	4.2	4.2	NUM
cana-2054	158	2	comparison	comparison	NOUN
cana-2054	158	3	of	of	ADP
cana-2054	158	4	associative	associative	ADJ
cana-2054	158	5	and	and	CCONJ
cana-2054	158	6	counterfactual	counterfactual	ADJ
cana-2054	158	7	rankings	ranking	NOUN
cana-2054	158	8	in	in	ADP
cana-2054	158	9	the	the	DET
cana-2054	158	10	first	first	ADJ
cana-2054	158	11	experiment	experiment	NOUN
cana-2054	158	12	,	,	PUNCT
cana-2054	158	13	we	we	PRON
cana-2054	158	14	evaluate	evaluate	VERB
cana-2054	158	15	the	the	DET
cana-2054	158	16	diagnostic	diagnostic	ADJ
cana-2054	158	17	accuracy	accuracy	NOUN
cana-2054	158	18	of	of	ADP
cana-2054	158	19	rating	rating	NOUN
cana-2054	158	20	illnesses	illness	NOUN
cana-2054	158	21	by	by	ADP
cana-2054	158	22	posterior	posterior	ADJ
cana-2054	158	23	anticipated	anticipate	VERB
cana-2054	158	24	disablement	disablement	NOUN
cana-2054	158	25	and	and	CCONJ
cana-2054	158	26	expected	expect	VERB
cana-2054	158	27	sufficiency	sufficiency	NOUN
cana-2054	158	28	.	.	PUNCT
cana-2054	159	1	the	the	DET
cana-2054	159	2	top	top	ADJ
cana-2054	159	3	-	-	PUNCT
cana-2054	159	4	k	k	NOUN
cana-2054	159	5	correctness	correctness	NOUN
cana-2054	159	6	is	be	AUX
cana-2054	159	7	defined	define	VERB
cana-2054	159	8	as	as	ADP
cana-2054	159	9	the	the	DET
cana-2054	159	10	ratio	ratio	NOUN
cana-2054	159	11	of	of	ADP
cana-2054	159	12	the	the	DET
cana-2054	159	13	1672	1672	NUM
cana-2054	159	14	diagnosis	diagnosis	NOUN
cana-2054	159	15	vignettes	vignette	NOUN
cana-2054	159	16	in	in	ADP
cana-2054	159	17	which	which	PRON
cana-2054	159	18	the	the	DET
cana-2054	159	19	actual	actual	ADJ
cana-2054	159	20	disease	disease	NOUN
cana-2054	159	21	is	be	AUX
cana-2054	159	22	included	include	VERB
cana-2054	159	23	in	in	ADP
cana-2054	159	24	the	the	DET
cana-2054	159	25	top	top	ADJ
cana-2054	159	26	-	-	PUNCT
cana-2054	159	27	k	k	NOUN
cana-2054	159	28	rankings	ranking	NOUN
cana-2054	159	29	.	.	PUNCT
cana-2054	159	30	.	.	PUNCT
cana-2054	160	1	for	for	ADP
cana-2054	160	2	each	each	PRON
cana-2054	160	3	of	of	ADP
cana-2054	160	4	the	the	DET
cana-2054	160	5	1672	1672	NUM
cana-2054	160	6	vignettes	vignette	NOUN
cana-2054	160	7	,	,	PUNCT
cana-2054	160	8	the	the	DET
cana-2054	160	9	top	top	ADJ
cana-2054	160	10	-	-	PUNCT
cana-2054	160	11	k	k	NOUN
cana-2054	160	12	ranked	rank	VERB
cana-2054	160	13	diagnoses	diagnosis	NOUN
cana-2054	160	14	are	be	AUX
cana-2054	160	15	computed	compute	VERB
cana-2054	160	16	,	,	PUNCT
cana-2054	160	17	with	with	ADP
cana-2054	160	18	k	k	PROPN
cana-2054	160	19	=	=	SYM
cana-2054	160	20	1	1	NUM
cana-2054	160	21	...	...	PUNCT
cana-2054	160	22	,	,	PUNCT
cana-2054	160	23	20	20	NUM
cana-2054	160	24	.	.	PUNCT
cana-2054	161	1	the	the	DET
cana-2054	161	2	findings	finding	NOUN
cana-2054	161	3	are	be	AUX
cana-2054	161	4	shown	show	VERB
cana-2054	161	5	in	in	ADP
cana-2054	161	6	figure	figure	NOUN
cana-2054	161	7	3	3	NUM
cana-2054	161	8	.	.	PUNCT
cana-2054	162	1	the	the	DET
cana-2054	162	2	accuracy	accuracy	NOUN
cana-2054	162	3	for	for	ADP
cana-2054	162	4	all	all	DET
cana-2054	162	5	k	k	PROPN
cana-2054	162	6	on	on	ADP
cana-2054	162	7	the	the	DET
cana-2054	162	8	test	test	NOUN
cana-2054	162	9	set	set	NOUN
cana-2054	162	10	is	be	AUX
cana-2054	162	11	about	about	ADV
cana-2054	162	12	the	the	DET
cana-2054	162	13	same	same	ADJ
cana-2054	162	14	while	while	SCONJ
cana-2054	162	15	using	use	VERB
cana-2054	162	16	the	the	DET
cana-2054	162	17	anticipated	anticipated	ADJ
cana-2054	162	18	disablement	disablement	NOUN
cana-2054	162	19	and	and	CCONJ
cana-2054	162	20	expected	expect	VERB
cana-2054	162	21	sufficiency	sufficiency	NOUN
cana-2054	162	22	,	,	PUNCT
cana-2054	162	23	hence	hence	ADV
cana-2054	162	24	they	they	PRON
cana-2054	162	25	only	only	ADV
cana-2054	162	26	provide	provide	VERB
cana-2054	162	27	the	the	DET
cana-2054	162	28	consequences	consequence	NOUN
cana-2054	162	29	for	for	ADP
cana-2054	162	30	the	the	DET
cana-2054	162	31	expected	expect	VERB
cana-2054	162	32	adequacy	adequacy	NOUN
cana-2054	162	33	for	for	ADP
cana-2054	162	34	clarity	clarity	NOUN
cana-2054	162	35	's	's	PART
cana-2054	162	36	sake	sake	NOUN
cana-2054	162	37	.	.	PUNCT
cana-2054	163	1	figure	figure	VERB
cana-2054	163	2	3	3	NUM
cana-2054	163	3	top	top	NOUN
cana-2054	163	4	k	k	PROPN
cana-2054	163	5	ranked	rank	VERB
cana-2054	163	6	accuracy	accuracy	NOUN
cana-2054	163	7	findings	finding	NOUN
cana-2054	163	8	.	.	PUNCT
cana-2054	164	1	the	the	DET
cana-2054	164	2	counterfactual	counterfactual	ADJ
cana-2054	164	3	method	method	NOUN
cana-2054	164	4	outperforms	outperform	VERB
cana-2054	164	5	the	the	DET
cana-2054	164	6	associative	associative	ADJ
cana-2054	164	7	algorithm	algorithm	NOUN
cana-2054	164	8	by	by	ADP
cana-2054	164	9	2.6	2.6	NUM
cana-2054	164	10	%	%	NOUN
cana-2054	164	11	when	when	SCONJ
cana-2054	164	12	k	k	PROPN
cana-2054	164	13	=	=	SYM
cana-2054	164	14	1	1	NUM
cana-2054	164	15	,	,	PUNCT
cana-2054	164	16	giving	give	VERB
cana-2054	164	17	the	the	DET
cana-2054	164	18	topranking	topranking	NOUN
cana-2054	164	19	illness	illness	NOUN
cana-2054	164	20	.	.	PUNCT
cana-2054	165	1	both	both	DET
cana-2054	165	2	methods	method	NOUN
cana-2054	165	3	function	function	VERB
cana-2054	165	4	differently	differently	ADV
cana-2054	165	5	for	for	ADP
cana-2054	165	6	k	k	PROPN
cana-2054	165	7	>	>	X
cana-2054	165	8	1	1	NUM
cana-2054	165	9	,	,	PUNCT
cana-2054	165	10	with	with	ADP
cana-2054	165	11	the	the	DET
cana-2054	165	12	counterfactual	counterfactual	ADJ
cana-2054	165	13	strategy	strategy	NOUN
cana-2054	165	14	significantly	significantly	ADV
cana-2054	165	15	outperforming	outperform	VERB
cana-2054	165	16	the	the	DET
cana-2054	165	17	associative	associative	ADJ
cana-2054	165	18	algorithm	algorithm	NOUN
cana-2054	165	19	in	in	ADP
cana-2054	165	20	terms	term	NOUN
cana-2054	165	21	of	of	ADP
cana-2054	165	22	error	error	NOUN
cana-2054	165	23	rate	rate	NOUN
cana-2054	165	24	reduction	reduction	NOUN
cana-2054	165	25	.	.	PUNCT
cana-2054	166	1	with	with	ADP
cana-2054	166	2	k	k	PROPN
cana-2054	166	3	>	>	X
cana-2054	166	4	5	5	NUM
cana-2054	166	5	,	,	PUNCT
cana-2054	166	6	the	the	DET
cana-2054	166	7	communications	communication	NOUN
cana-2054	166	8	on	on	ADP
cana-2054	166	9	applied	apply	VERB
cana-2054	166	10	nonlinear	nonlinear	ADJ
cana-2054	166	11	analysis	analysis	NOUN
cana-2054	166	12	issn	issn	NOUN
cana-2054	166	13	:	:	PUNCT
cana-2054	166	14	1074	1074	NUM
cana-2054	166	15	-	-	PUNCT
cana-2054	166	16	133x	133x	NUM
cana-2054	166	17	vol	vol	NOUN
cana-2054	166	18	32	32	NUM
cana-2054	166	19	no	no	NOUN
cana-2054	166	20	.	.	NOUN
cana-2054	166	21	3	3	NUM
cana-2054	166	22	(	(	PUNCT
cana-2054	166	23	2025	2025	NUM
cana-2054	166	24	)	)	PUNCT
cana-2054	166	25	573	573	NUM
cana-2054	166	26	https://internationalpubls.com	https://internationalpubls.com	X
cana-2054	166	27	counterfactual	counterfactual	ADJ
cana-2054	166	28	approach	approach	NOUN
cana-2054	166	29	outperforms	outperform	VERB
cana-2054	166	30	the	the	DET
cana-2054	166	31	associative	associative	ADJ
cana-2054	166	32	algorithm	algorithm	NOUN
cana-2054	166	33	in	in	ADP
cana-2054	166	34	reducing	reduce	VERB
cana-2054	166	35	misdiagnoses	misdiagnose	NOUN
cana-2054	166	36	by	by	ADP
cana-2054	166	37	around	around	ADV
cana-2054	166	38	31	31	NUM
cana-2054	166	39	%	%	NOUN
cana-2054	166	40	.	.	PUNCT
cana-2054	167	1	this	this	PRON
cana-2054	167	2	indicates	indicate	VERB
cana-2054	167	3	that	that	SCONJ
cana-2054	167	4	although	although	SCONJ
cana-2054	167	5	the	the	DET
cana-2054	167	6	posterior	posterior	NOUN
cana-2054	167	7	does	do	VERB
cana-2054	167	8	a	a	DET
cana-2054	167	9	decent	decent	ADJ
cana-2054	167	10	job	job	NOUN
cana-2054	167	11	of	of	ADP
cana-2054	167	12	finding	find	VERB
cana-2054	167	13	the	the	DET
cana-2054	167	14	best	good	ADJ
cana-2054	167	15	candidate	candidate	NOUN
cana-2054	167	16	illness	illness	NOUN
cana-2054	167	17	,	,	PUNCT
cana-2054	167	18	the	the	DET
cana-2054	167	19	counterfactual	counterfactual	ADJ
cana-2054	167	20	ranking	ranking	NOUN
cana-2054	167	21	does	do	VERB
cana-2054	167	22	a	a	DET
cana-2054	167	23	much	much	ADV
cana-2054	167	24	better	well	ADJ
cana-2054	167	25	job	job	NOUN
cana-2054	167	26	of	of	ADP
cana-2054	167	27	identifying	identify	VERB
cana-2054	167	28	the	the	DET
cana-2054	167	29	next	next	ADJ
cana-2054	167	30	most	most	ADV
cana-2054	167	31	probable	probable	ADJ
cana-2054	167	32	diseases	disease	NOUN
cana-2054	167	33	.	.	PUNCT
cana-2054	168	1	when	when	SCONJ
cana-2054	168	2	making	make	VERB
cana-2054	168	3	a	a	DET
cana-2054	168	4	differential	differential	ADJ
cana-2054	168	5	diagnosis	diagnosis	NOUN
cana-2054	168	6	,	,	PUNCT
cana-2054	168	7	triage	triage	NOUN
cana-2054	168	8	,	,	PUNCT
cana-2054	168	9	and	and	CCONJ
cana-2054	168	10	deciding	decide	VERB
cana-2054	168	11	on	on	ADP
cana-2054	168	12	the	the	DET
cana-2054	168	13	best	good	ADJ
cana-2054	168	14	course	course	NOUN
cana-2054	168	15	of	of	ADP
cana-2054	168	16	therapy	therapy	NOUN
cana-2054	168	17	,	,	PUNCT
cana-2054	168	18	these	these	DET
cana-2054	168	19	secondary	secondary	ADJ
cana-2054	168	20	candidate	candidate	NOUN
cana-2054	168	21	disorders	disorder	NOUN
cana-2054	168	22	take	take	VERB
cana-2054	168	23	on	on	ADP
cana-2054	168	24	added	add	VERB
cana-2054	168	25	significance	significance	NOUN
cana-2054	168	26	.	.	PUNCT
cana-2054	169	1	finding	find	VERB
cana-2054	169	2	the	the	DET
cana-2054	169	3	genuine	genuine	ADJ
cana-2054	169	4	disease	disease	NOUN
cana-2054	169	5	's	's	PART
cana-2054	169	6	place	place	NOUN
cana-2054	169	7	in	in	ADP
cana-2054	169	8	the	the	DET
cana-2054	169	9	rankings	ranking	NOUN
cana-2054	169	10	is	be	AUX
cana-2054	169	11	a	a	DET
cana-2054	169	12	quick	quick	ADJ
cana-2054	169	13	and	and	CCONJ
cana-2054	169	14	easy	easy	ADJ
cana-2054	169	15	way	way	NOUN
cana-2054	169	16	to	to	PART
cana-2054	169	17	compare	compare	VERB
cana-2054	169	18	two	two	NUM
cana-2054	169	19	rankings	ranking	NOUN
cana-2054	169	20	.	.	PUNCT
cana-2054	170	1	among	among	ADP
cana-2054	170	2	all	all	DET
cana-2054	170	3	1672	1672	NUM
cana-2054	170	4	vignettes	vignette	NOUN
cana-2054	170	5	,	,	PUNCT
cana-2054	170	6	we	we	PRON
cana-2054	170	7	discovered	discover	VERB
cana-2054	170	8	that	that	SCONJ
cana-2054	170	9	in	in	ADP
cana-2054	170	10	24.8	24.8	NUM
cana-2054	170	11	%	%	NOUN
cana-2054	170	12	of	of	ADP
cana-2054	170	13	cases	case	NOUN
cana-2054	170	14	,	,	PUNCT
cana-2054	170	15	the	the	DET
cana-2054	170	16	real	real	ADJ
cana-2054	170	17	sickness	sickness	NOUN
cana-2054	170	18	was	be	AUX
cana-2054	170	19	rated	rate	VERB
cana-2054	170	20	higher	high	ADJ
cana-2054	170	21	by	by	ADP
cana-2054	170	22	the	the	DET
cana-2054	170	23	counterfactual	counterfactual	ADJ
cana-2054	170	24	algorithm	algorithm	NOUN
cana-2054	170	25	compared	compare	VERB
cana-2054	170	26	to	to	ADP
cana-2054	170	27	the	the	DET
cana-2054	170	28	associative	associative	ADJ
cana-2054	170	29	method	method	NOUN
cana-2054	170	30	,	,	PUNCT
cana-2054	170	31	and	and	CCONJ
cana-2054	170	32	in	in	ADP
cana-2054	170	33	2	2	NUM
cana-2054	170	34	%	%	NOUN
cana-2054	170	35	of	of	ADP
cana-2054	170	36	cases	case	NOUN
cana-2054	170	37	,	,	PUNCT
cana-2054	170	38	it	it	PRON
cana-2054	170	39	was	be	AUX
cana-2054	170	40	ranked	rank	VERB
cana-2054	170	41	lower	lower	ADV
cana-2054	170	42	.	.	PUNCT
cana-2054	171	1	compared	compare	VERB
cana-2054	171	2	to	to	ADP
cana-2054	171	3	the	the	DET
cana-2054	171	4	associative	associative	ADJ
cana-2054	171	5	method	method	NOUN
cana-2054	171	6	's	's	PART
cana-2054	171	7	3.82	3.82	NUM
cana-2054	171	8	plus	plus	CCONJ
cana-2054	171	9	or	or	CCONJ
cana-2054	171	10	minus	minus	ADP
cana-2054	171	11	5.26	5.26	NUM
cana-2054	171	12	,	,	PUNCT
cana-2054	171	13	the	the	DET
cana-2054	171	14	genuine	genuine	ADJ
cana-2054	171	15	illness	illness	NOUN
cana-2054	171	16	is	be	AUX
cana-2054	171	17	rated	rate	VERB
cana-2054	171	18	at	at	ADP
cana-2054	171	19	3.17	3.17	NUM
cana-2054	171	20	plus	plus	CCONJ
cana-2054	171	21	or	or	CCONJ
cana-2054	171	22	minus	minus	CCONJ
cana-2054	171	23	4.5	4.5	NUM
cana-2054	171	24	using	use	VERB
cana-2054	171	25	the	the	DET
cana-2054	171	26	counterfactual	counterfactual	ADJ
cana-2054	171	27	approach	approach	NOUN
cana-2054	171	28	,	,	PUNCT
cana-2054	171	29	which	which	PRON
cana-2054	171	30	is	be	AUX
cana-2054	171	31	a	a	DET
cana-2054	171	32	significant	significant	ADJ
cana-2054	171	33	improvement	improvement	NOUN
cana-2054	171	34	.	.	PUNCT
cana-2054	172	1	the	the	DET
cana-2054	172	2	vignettes	vignette	NOUN
cana-2054	172	3	are	be	AUX
cana-2054	172	4	organised	organise	VERB
cana-2054	172	5	according	accord	VERB
cana-2054	172	6	to	to	ADP
cana-2054	172	7	the	the	DET
cana-2054	172	8	genuine	genuine	ADJ
cana-2054	172	9	disease	disease	NOUN
cana-2054	172	10	's	's	PART
cana-2054	172	11	past	past	ADJ
cana-2054	172	12	incidence	incidence	NOUN
cana-2054	172	13	rates	rate	NOUN
cana-2054	172	14	:	:	PUNCT
cana-2054	172	15	extremely	extremely	ADV
cana-2054	172	16	frequent	frequent	ADJ
cana-2054	172	17	,	,	PUNCT
cana-2054	172	18	common	common	ADJ
cana-2054	172	19	,	,	PUNCT
cana-2054	172	20	uncommon	uncommon	ADJ
cana-2054	172	21	,	,	PUNCT
cana-2054	172	22	rare	rare	ADJ
cana-2054	172	23	,	,	PUNCT
cana-2054	172	24	and	and	CCONJ
cana-2054	172	25	very	very	ADV
cana-2054	172	26	rare	rare	ADJ
cana-2054	172	27	.	.	PUNCT
cana-2054	173	1	for	for	ADP
cana-2054	173	2	both	both	CCONJ
cana-2054	173	3	common	common	ADJ
cana-2054	173	4	and	and	CCONJ
cana-2054	173	5	uncommon	uncommon	ADJ
cana-2054	173	6	illnesses	illness	NOUN
cana-2054	173	7	,	,	PUNCT
cana-2054	173	8	the	the	DET
cana-2054	173	9	counterfactual	counterfactual	ADJ
cana-2054	173	10	algorithm	algorithm	NOUN
cana-2054	173	11	outperforms	outperform	VERB
cana-2054	173	12	the	the	DET
cana-2054	173	13	associative	associative	ADJ
cana-2054	173	14	method	method	NOUN
cana-2054	173	15	.	.	PUNCT
cana-2054	174	1	however	however	ADV
cana-2054	174	2	,	,	PUNCT
cana-2054	174	3	for	for	ADP
cana-2054	174	4	very	very	ADV
cana-2054	174	5	uncommon	uncommon	ADJ
cana-2054	174	6	diseases	disease	NOUN
cana-2054	174	7	,	,	PUNCT
cana-2054	174	8	the	the	DET
cana-2054	174	9	enhancement	enhancement	NOUN
cana-2054	174	10	is	be	AUX
cana-2054	174	11	much	much	ADV
cana-2054	174	12	more	more	ADV
cana-2054	174	13	pronounced	pronounce	VERB
cana-2054	174	14	,	,	PUNCT
cana-2054	174	15	with	with	ADP
cana-2054	174	16	the	the	DET
cana-2054	174	17	counterfactual	counterfactual	ADJ
cana-2054	174	18	approach	approach	NOUN
cana-2054	174	19	attaining	attain	VERB
cana-2054	174	20	a	a	DET
cana-2054	174	21	superior	superior	ADJ
cana-2054	174	22	ranking	ranking	NOUN
cana-2054	174	23	for	for	ADP
cana-2054	174	24	33	33	NUM
cana-2054	174	25	per	per	NOUN
cana-2054	174	26	cent	cent	NOUN
cana-2054	174	27	of	of	ADP
cana-2054	174	28	these	these	DET
cana-2054	174	29	vignettes	vignette	NOUN
cana-2054	174	30	and	and	CCONJ
cana-2054	174	31	rare	rare	ADJ
cana-2054	174	32	disorders	disorder	NOUN
cana-2054	174	33	for	for	ADP
cana-2054	174	34	29.3	29.3	NUM
cana-2054	174	35	per	per	ADP
cana-2054	174	36	cent	cent	NOUN
cana-2054	174	37	.	.	PUNCT
cana-2054	175	1	since	since	SCONJ
cana-2054	175	2	uncommon	uncommon	ADJ
cana-2054	175	3	diseases	disease	NOUN
cana-2054	175	4	are	be	AUX
cana-2054	175	5	notoriously	notoriously	ADV
cana-2054	175	6	difficult	difficult	ADJ
cana-2054	175	7	to	to	PART
cana-2054	175	8	detect	detect	VERB
cana-2054	175	9	,	,	PUNCT
cana-2054	175	10	this	this	DET
cana-2054	175	11	development	development	NOUN
cana-2054	175	12	is	be	AUX
cana-2054	175	13	crucial	crucial	ADJ
cana-2054	175	14	since	since	SCONJ
cana-2054	175	15	they	they	PRON
cana-2054	175	16	include	include	VERB
cana-2054	175	17	a	a	DET
cana-2054	175	18	wide	wide	ADJ
cana-2054	175	19	range	range	NOUN
cana-2054	175	20	of	of	ADP
cana-2054	175	21	dangerous	dangerous	ADJ
cana-2054	175	22	illnesses	illness	NOUN
cana-2054	175	23	for	for	ADP
cana-2054	175	24	which	which	PRON
cana-2054	175	25	diagnostic	diagnostic	ADJ
cana-2054	175	26	mistakes	mistake	NOUN
cana-2054	175	27	may	may	AUX
cana-2054	175	28	have	have	VERB
cana-2054	175	29	devastating	devastating	ADJ
cana-2054	175	30	effects	effect	NOUN
cana-2054	175	31	.	.	PUNCT
cana-2054	176	1	4.3	4.3	NUM
cana-2054	176	2	compared	compare	VERB
cana-2054	176	3	to	to	ADP
cana-2054	176	4	doctors	doctor	NOUN
cana-2054	176	5	in	in	ADP
cana-2054	176	6	the	the	DET
cana-2054	176	7	following	follow	VERB
cana-2054	176	8	study	study	NOUN
cana-2054	176	9	,	,	PUNCT
cana-2054	176	10	they	they	PRON
cana-2054	176	11	evaluate	evaluate	VERB
cana-2054	176	12	the	the	DET
cana-2054	176	13	associative	associative	ADJ
cana-2054	176	14	and	and	CCONJ
cana-2054	176	15	counterfactual	counterfactual	ADJ
cana-2054	176	16	algorithms	algorithm	NOUN
cana-2054	176	17	with	with	ADP
cana-2054	176	18	a	a	DET
cana-2054	176	19	group	group	NOUN
cana-2054	176	20	of	of	ADP
cana-2054	176	21	45	45	NUM
cana-2054	176	22	medical	medical	ADJ
cana-2054	176	23	professionals	professional	NOUN
cana-2054	176	24	.	.	PUNCT
cana-2054	177	1	every	every	DET
cana-2054	177	2	doctor	doctor	NOUN
cana-2054	177	3	gets	get	VERB
cana-2054	177	4	a	a	DET
cana-2054	177	5	set	set	NOUN
cana-2054	177	6	of	of	ADP
cana-2054	177	7	51	51	NUM
cana-2054	177	8	vignettes	vignette	NOUN
cana-2054	177	9	to	to	PART
cana-2054	177	10	work	work	VERB
cana-2054	177	11	with	with	ADP
cana-2054	177	12	.	.	PUNCT
cana-2054	178	1	they	they	PRON
cana-2054	178	2	then	then	ADV
cana-2054	178	3	have	have	VERB
cana-2054	178	4	to	to	PART
cana-2054	178	5	independently	independently	ADV
cana-2054	178	6	diagnose	diagnose	VERB
cana-2054	178	7	each	each	DET
cana-2054	178	8	vignette	vignette	NOUN
cana-2054	178	9	using	use	VERB
cana-2054	178	10	a	a	DET
cana-2054	178	11	partly	partly	ADV
cana-2054	178	12	ranked	rank	VERB
cana-2054	178	13	list	list	NOUN
cana-2054	178	14	containing	contain	VERB
cana-2054	178	15	k	k	PROPN
cana-2054	178	16	illnesses	illness	NOUN
cana-2054	178	17	,	,	PUNCT
cana-2054	178	18	wherein	wherein	SCONJ
cana-2054	178	19	the	the	DET
cana-2054	178	20	dimensions	dimension	NOUN
cana-2054	178	21	of	of	ADP
cana-2054	178	22	the	the	DET
cana-2054	178	23	list	list	NOUN
cana-2054	178	24	k	k	PROPN
cana-2054	178	25	are	be	AUX
cana-2054	178	26	determined	determine	VERB
cana-2054	178	27	by	by	ADP
cana-2054	178	28	the	the	DET
cana-2054	178	29	doctor	doctor	NOUN
cana-2054	178	30	for	for	ADP
cana-2054	178	31	each	each	DET
cana-2054	178	32	instance	instance	NOUN
cana-2054	178	33	.	.	PUNCT
cana-2054	179	1	given	give	VERB
cana-2054	179	2	a	a	DET
cana-2054	179	3	doctor	doctor	NOUN
cana-2054	179	4	and	and	CCONJ
cana-2054	179	5	a	a	DET
cana-2054	179	6	set	set	NOUN
cana-2054	179	7	of	of	ADP
cana-2054	179	8	vignettes	vignette	NOUN
cana-2054	179	9	that	that	PRON
cana-2054	179	10	need	need	VERB
cana-2054	179	11	a	a	DET
cana-2054	179	12	diagnosis	diagnosis	NOUN
cana-2054	179	13	,	,	PUNCT
cana-2054	179	14	the	the	DET
cana-2054	179	15	associated	associated	ADJ
cana-2054	179	16	and	and	CCONJ
cana-2054	179	17	counterfactual	counterfactual	ADJ
cana-2054	179	18	algorithms	algorithm	NOUN
cana-2054	179	19	are	be	AUX
cana-2054	179	20	fed	feed	VERB
cana-2054	179	21	the	the	DET
cana-2054	179	22	same	same	ADJ
cana-2054	179	23	data	datum	NOUN
cana-2054	179	24	and	and	CCONJ
cana-2054	179	25	each	each	DET
cana-2054	179	26	one	one	NOUN
cana-2054	179	27	gives	give	VERB
cana-2054	179	28	back	back	ADP
cana-2054	179	29	a	a	DET
cana-2054	179	30	top	top	ADJ
cana-2054	179	31	-	-	PUNCT
cana-2054	179	32	k	k	NOUN
cana-2054	179	33	evaluation	evaluation	NOUN
cana-2054	179	34	,	,	PUNCT
cana-2054	179	35	where	where	SCONJ
cana-2054	179	36	k	k	PROPN
cana-2054	179	37	is	be	AUX
cana-2054	179	38	the	the	DET
cana-2054	179	39	doctor	doctor	NOUN
cana-2054	179	40	's	's	PART
cana-2054	179	41	size	size	NOUN
cana-2054	179	42	.	.	PUNCT
cana-2054	180	1	to	to	PART
cana-2054	180	2	evaluate	evaluate	VERB
cana-2054	180	3	the	the	DET
cana-2054	180	4	algorithms	algorithm	NOUN
cana-2054	180	5	'	'	PART
cana-2054	180	6	and	and	CCONJ
cana-2054	180	7	physicians	physician	NOUN
cana-2054	180	8	'	'	PART
cana-2054	180	9	accuracy	accuracy	NOUN
cana-2054	180	10	,	,	PUNCT
cana-2054	180	11	they	they	PRON
cana-2054	180	12	match	match	VERB
cana-2054	180	13	their	their	PRON
cana-2054	180	14	precision	precision	NOUN
cana-2054	180	15	for	for	ADP
cana-2054	180	16	each	each	DET
cana-2054	180	17	vignette	vignette	NOUN
cana-2054	180	18	.	.	PUNCT
cana-2054	181	1	this	this	DET
cana-2054	181	2	way	way	NOUN
cana-2054	181	3	,	,	PUNCT
cana-2054	181	4	researchers	researcher	NOUN
cana-2054	181	5	do	do	AUX
cana-2054	181	6	n't	not	PART
cana-2054	181	7	have	have	VERB
cana-2054	181	8	to	to	PART
cana-2054	181	9	force	force	VERB
cana-2054	181	10	clinicians	clinician	NOUN
cana-2054	181	11	to	to	PART
cana-2054	181	12	diagnose	diagnose	VERB
cana-2054	181	13	a	a	DET
cana-2054	181	14	specific	specific	ADJ
cana-2054	181	15	number	number	NOUN
cana-2054	181	16	of	of	ADP
cana-2054	181	17	illnesses	illness	NOUN
cana-2054	181	18	.	.	PUNCT
cana-2054	182	1	this	this	PRON
cana-2054	182	2	is	be	AUX
cana-2054	182	3	significant	significant	ADJ
cana-2054	182	4	because	because	SCONJ
cana-2054	182	5	,	,	PUNCT
cana-2054	182	6	as	as	SCONJ
cana-2054	182	7	the	the	DET
cana-2054	182	8	diagnostic	diagnostic	ADJ
cana-2054	182	9	vignette	vignette	NOUN
cana-2054	182	10	displays	display	VERB
cana-2054	182	11	the	the	DET
cana-2054	182	12	physicians	physician	NOUN
cana-2054	182	13	'	'	PART
cana-2054	182	14	level	level	NOUN
cana-2054	182	15	of	of	ADP
cana-2054	182	16	doubt	doubt	NOUN
cana-2054	182	17	,	,	PUNCT
cana-2054	182	18	the	the	DET
cana-2054	182	19	magnitude	magnitude	NOUN
cana-2054	182	20	k	k	NOUN
cana-2054	182	21	of	of	ADP
cana-2054	182	22	their	their	PRON
cana-2054	182	23	diagnosis	diagnosis	NOUN
cana-2054	182	24	will	will	AUX
cana-2054	182	25	naturally	naturally	ADV
cana-2054	182	26	fluctuate	fluctuate	VERB
cana-2054	182	27	.	.	PUNCT
cana-2054	183	1	the	the	DET
cana-2054	183	2	full	full	ADJ
cana-2054	183	3	outcomes	outcome	NOUN
cana-2054	183	4	for	for	ADP
cana-2054	183	5	all	all	DET
cana-2054	183	6	45	45	NUM
cana-2054	183	7	doctors	doctor	NOUN
cana-2054	183	8	as	as	ADV
cana-2054	183	9	well	well	ADV
cana-2054	183	10	as	as	ADP
cana-2054	183	11	the	the	DET
cana-2054	183	12	predicted	predict	VERB
cana-2054	183	13	sufficiency	sufficiency	NOUN
cana-2054	183	14	,	,	PUNCT
cana-2054	183	15	posterior	posterior	ADJ
cana-2054	183	16	,	,	PUNCT
cana-2054	183	17	and	and	CCONJ
cana-2054	183	18	expected	expect	VERB
cana-2054	183	19	disablement	disablement	NOUN
cana-2054	183	20	grading	grade	VERB
cana-2054	183	21	processes	process	NOUN
cana-2054	183	22	.	.	PUNCT
cana-2054	184	1	the	the	DET
cana-2054	184	2	associated	associated	ADJ
cana-2054	184	3	and	and	CCONJ
cana-2054	184	4	counterfactual	counterfactual	ADJ
cana-2054	184	5	algorithms	algorithm	NOUN
cana-2054	184	6	are	be	AUX
cana-2054	184	7	compared	compare	VERB
cana-2054	184	8	to	to	ADP
cana-2054	184	9	each	each	DET
cana-2054	184	10	doctor	doctor	NOUN
cana-2054	184	11	's	's	PART
cana-2054	184	12	accuracy	accuracy	NOUN
cana-2054	184	13	in	in	ADP
cana-2054	184	14	figure	figure	NOUN
cana-2054	184	15	4	4	NUM
cana-2054	184	16	.	.	PUNCT
cana-2054	184	17	for	for	ADP
cana-2054	184	18	each	each	PRON
cana-2054	184	19	of	of	ADP
cana-2054	184	20	the	the	DET
cana-2054	184	21	45	45	NUM
cana-2054	184	22	doctors	doctor	NOUN
cana-2054	184	23	,	,	PUNCT
cana-2054	184	24	one	one	PRON
cana-2054	184	25	can	can	AUX
cana-2054	184	26	see	see	VERB
cana-2054	184	27	their	their	PRON
cana-2054	184	28	average	average	ADJ
cana-2054	184	29	accuracy	accuracy	NOUN
cana-2054	184	30	;	;	PUNCT
cana-2054	184	31	this	this	PRON
cana-2054	184	32	is	be	AUX
cana-2054	184	33	based	base	VERB
cana-2054	184	34	on	on	ADP
cana-2054	184	35	the	the	DET
cana-2054	184	36	percentage	percentage	NOUN
cana-2054	184	37	of	of	ADP
cana-2054	184	38	vignettes	vignette	NOUN
cana-2054	184	39	in	in	ADP
cana-2054	184	40	which	which	PRON
cana-2054	184	41	they	they	PRON
cana-2054	184	42	correctly	correctly	ADV
cana-2054	184	43	identified	identify	VERB
cana-2054	184	44	the	the	DET
cana-2054	184	45	underlying	underlying	ADJ
cana-2054	184	46	illness	illness	NOUN
cana-2054	184	47	.	.	PUNCT
cana-2054	185	1	the	the	DET
cana-2054	185	2	equivalent	equivalent	ADJ
cana-2054	185	3	algorithm	algorithm	NOUN
cana-2054	185	4	's	's	PART
cana-2054	185	5	accuracy	accuracy	NOUN
cana-2054	185	6	in	in	ADP
cana-2054	185	7	diagnosing	diagnose	VERB
cana-2054	185	8	the	the	DET
cana-2054	185	9	identical	identical	ADJ
cana-2054	185	10	vignette	vignette	NOUN
cana-2054	185	11	and	and	CCONJ
cana-2054	185	12	returning	return	VERB
cana-2054	185	13	differences	difference	NOUN
cana-2054	185	14	of	of	ADP
cana-2054	185	15	the	the	DET
cana-2054	185	16	same	same	ADJ
cana-2054	185	17	magnitude	magnitude	NOUN
cana-2054	185	18	as	as	SCONJ
cana-2054	185	19	that	that	DET
cana-2054	185	20	doctor	doctor	NOUN
cana-2054	185	21	is	be	AUX
cana-2054	185	22	displayed	display	VERB
cana-2054	185	23	against	against	ADP
cana-2054	185	24	this	this	DET
cana-2054	185	25	measure	measure	NOUN
cana-2054	185	26	.	.	PUNCT
cana-2054	186	1	if	if	SCONJ
cana-2054	186	2	both	both	CCONJ
cana-2054	186	3	the	the	DET
cana-2054	186	4	doctors	doctor	NOUN
cana-2054	186	5	and	and	CCONJ
cana-2054	186	6	the	the	DET
cana-2054	186	7	algorithms	algorithm	NOUN
cana-2054	186	8	are	be	AUX
cana-2054	186	9	quite	quite	ADV
cana-2054	186	10	accurate	accurate	ADJ
cana-2054	186	11	,	,	PUNCT
cana-2054	186	12	then	then	ADV
cana-2054	186	13	the	the	DET
cana-2054	186	14	case	case	NOUN
cana-2054	186	15	sets	set	VERB
cana-2054	186	16	with	with	ADP
cana-2054	186	17	the	the	DET
cana-2054	186	18	simplest	simple	ADJ
cana-2054	186	19	vignettes	vignette	NOUN
cana-2054	186	20	will	will	AUX
cana-2054	186	21	have	have	VERB
cana-2054	186	22	the	the	DET
cana-2054	186	23	best	good	ADJ
cana-2054	186	24	results	result	NOUN
cana-2054	186	25	.	.	PUNCT
cana-2054	187	1	on	on	ADP
cana-2054	187	2	the	the	DET
cana-2054	187	3	other	other	ADJ
cana-2054	187	4	side	side	NOUN
cana-2054	187	5	,	,	PUNCT
cana-2054	187	6	when	when	SCONJ
cana-2054	187	7	it	it	PRON
cana-2054	187	8	comes	come	VERB
cana-2054	187	9	to	to	ADP
cana-2054	187	10	more	more	ADV
cana-2054	187	11	difficult	difficult	ADJ
cana-2054	187	12	vignettes	vignette	NOUN
cana-2054	187	13	that	that	PRON
cana-2054	187	14	both	both	CCONJ
cana-2054	187	15	the	the	DET
cana-2054	187	16	clinicians	clinician	NOUN
cana-2054	187	17	and	and	CCONJ
cana-2054	187	18	the	the	DET
cana-2054	187	19	computer	computer	NOUN
cana-2054	187	20	struggle	struggle	NOUN
cana-2054	187	21	with	with	ADP
cana-2054	187	22	,	,	PUNCT
cana-2054	187	23	the	the	DET
cana-2054	187	24	algorithm	algorithm	NOUN
cana-2054	187	25	usually	usually	ADV
cana-2054	187	26	ends	end	VERB
cana-2054	187	27	up	up	ADP
cana-2054	187	28	with	with	ADP
cana-2054	187	29	better	well	ADJ
cana-2054	187	30	accuracy	accuracy	NOUN
cana-2054	187	31	.	.	PUNCT
cana-2054	188	1	this	this	PRON
cana-2054	188	2	indicates	indicate	VERB
cana-2054	188	3	that	that	SCONJ
cana-2054	188	4	diagnostic	diagnostic	ADJ
cana-2054	188	5	algorithms	algorithm	NOUN
cana-2054	188	6	should	should	AUX
cana-2054	188	7	be	be	AUX
cana-2054	188	8	considered	consider	VERB
cana-2054	188	9	a	a	DET
cana-2054	188	10	supplement	supplement	NOUN
cana-2054	188	11	to	to	ADP
cana-2054	188	12	human	human	ADJ
cana-2054	188	13	physicians	physician	NOUN
cana-2054	188	14	,	,	PUNCT
cana-2054	188	15	with	with	ADP
cana-2054	188	16	algorithms	algorithm	NOUN
cana-2054	188	17	demonstrating	demonstrate	VERB
cana-2054	188	18	superior	superior	ADJ
cana-2054	188	19	performance	performance	NOUN
cana-2054	188	20	in	in	ADP
cana-2054	188	21	scenarios	scenario	NOUN
cana-2054	188	22	where	where	SCONJ
cana-2054	188	23	human	human	ADJ
cana-2054	188	24	error	error	NOUN
cana-2054	188	25	is	be	AUX
cana-2054	188	26	more	more	ADV
cana-2054	188	27	prevalent	prevalent	ADJ
cana-2054	188	28	.	.	PUNCT
cana-2054	189	1	communications	communication	NOUN
cana-2054	189	2	on	on	ADP
cana-2054	189	3	applied	apply	VERB
cana-2054	189	4	nonlinear	nonlinear	ADJ
cana-2054	189	5	analysis	analysis	NOUN
cana-2054	189	6	issn	issn	NOUN
cana-2054	189	7	:	:	PUNCT
cana-2054	189	8	1074	1074	NUM
cana-2054	189	9	-	-	PUNCT
cana-2054	189	10	133x	133x	NUM
cana-2054	189	11	vol	vol	NOUN
cana-2054	189	12	32	32	NUM
cana-2054	189	13	no	no	NOUN
cana-2054	189	14	.	.	NOUN
cana-2054	189	15	3	3	NUM
cana-2054	189	16	(	(	PUNCT
cana-2054	189	17	2025	2025	NUM
cana-2054	189	18	)	)	PUNCT
cana-2054	189	19	574	574	NUM
cana-2054	189	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-2054	189	21	the	the	DET
cana-2054	189	22	associative	associative	ADJ
cana-2054	189	23	procedure	procedure	NOUN
cana-2054	189	24	achieves	achieve	VERB
cana-2054	189	25	a	a	DET
cana-2054	189	26	mean	mean	ADJ
cana-2054	189	27	accuracy	accuracy	NOUN
cana-2054	189	28	over	over	ADP
cana-2054	189	29	all	all	DET
cana-2054	189	30	trials	trial	NOUN
cana-2054	189	31	of	of	ADP
cana-2054	189	32	72.53	72.53	NUM
cana-2054	189	33	+	+	NUM
cana-2054	189	34	or	or	CCONJ
cana-2054	189	35	2.98	2.98	NUM
cana-2054	189	36	%	%	NOUN
cana-2054	189	37	,	,	PUNCT
cana-2054	189	38	which	which	PRON
cana-2054	189	39	is	be	AUX
cana-2054	189	40	comparable	comparable	ADJ
cana-2054	189	41	to	to	ADP
cana-2054	189	42	the	the	DET
cana-2054	189	43	average	average	ADJ
cana-2054	189	44	doctor	doctor	NOUN
cana-2054	189	45	's	's	PART
cana-2054	189	46	71.41	71.41	NUM
cana-2054	189	47	plus	plus	CCONJ
cana-2054	189	48	or	or	CCONJ
cana-2054	189	49	minus	minus	CCONJ
cana-2054	189	50	3.02	3.02	NUM
cana-2054	189	51	%	%	NOUN
cana-2054	189	52	.	.	PUNCT
cana-2054	190	1	the	the	DET
cana-2054	190	2	algorithm	algorithm	NOUN
cana-2054	190	3	outperforms	outperform	VERB
cana-2054	190	4	22	22	NUM
cana-2054	190	5	out	out	ADP
cana-2054	190	6	of	of	ADP
cana-2054	190	7	the	the	DET
cana-2054	190	8	doctors	doctor	NOUN
cana-2054	190	9	,	,	PUNCT
cana-2054	190	10	ties	tie	NOUN
cana-2054	190	11	with	with	ADP
cana-2054	190	12	1	1	NUM
cana-2054	190	13	doctor	doctor	NOUN
cana-2054	190	14	,	,	PUNCT
cana-2054	190	15	and	and	CCONJ
cana-2054	190	16	underperforms	underperform	VERB
cana-2054	190	17	22	22	NUM
cana-2054	190	18	out	out	ADP
cana-2054	190	19	of	of	ADP
cana-2054	190	20	the	the	DET
cana-2054	190	21	doctors	doctor	NOUN
cana-2054	190	22	.	.	PUNCT
cana-2054	191	1	in	in	ADP
cana-2054	191	2	comparison	comparison	NOUN
cana-2054	191	3	to	to	ADP
cana-2054	191	4	both	both	CCONJ
cana-2054	191	5	the	the	DET
cana-2054	191	6	typical	typical	ADJ
cana-2054	191	7	doctor	doctor	NOUN
cana-2054	191	8	and	and	CCONJ
cana-2054	191	9	the	the	DET
cana-2054	191	10	associated	associated	ADJ
cana-2054	191	11	algorithm	algorithm	NOUN
cana-2054	191	12	,	,	PUNCT
cana-2054	191	13	the	the	DET
cana-2054	191	14	counterfactual	counterfactual	ADJ
cana-2054	191	15	algorithm	algorithm	NOUN
cana-2054	191	16	obtains	obtain	VERB
cana-2054	191	17	an	an	DET
cana-2054	191	18	impressive	impressive	ADJ
cana-2054	191	19	average	average	ADJ
cana-2054	191	20	accuracy	accuracy	NOUN
cana-2054	191	21	of	of	ADP
cana-2054	191	22	77.26	77.26	NUM
cana-2054	191	23	plus	plus	CCONJ
cana-2054	191	24	or	or	CCONJ
cana-2054	191	25	minus	minus	ADP
cana-2054	191	26	2.80	2.80	NUM
cana-2054	191	27	%	%	NOUN
cana-2054	191	28	.	.	PUNCT
cana-2054	192	1	this	this	PRON
cana-2054	192	2	puts	put	VERB
cana-2054	192	3	it	it	PRON
cana-2054	192	4	in	in	ADP
cana-2054	192	5	the	the	DET
cana-2054	192	6	top	top	ADJ
cana-2054	192	7	26	26	NUM
cana-2054	192	8	%	%	NOUN
cana-2054	192	9	of	of	ADP
cana-2054	192	10	physicians	physician	NOUN
cana-2054	192	11	in	in	ADP
cana-2054	192	12	the	the	DET
cana-2054	192	13	cohort	cohort	NOUN
cana-2054	192	14	.	.	PUNCT
cana-2054	193	1	contrary	contrary	ADJ
cana-2054	193	2	to	to	PART
cana-2054	193	3	fact	fact	NOUN
cana-2054	193	4	method	method	NOUN
cana-2054	193	5	outperforms	outperform	NOUN
cana-2054	193	6	33	33	NUM
cana-2054	193	7	out	out	ADP
cana-2054	193	8	of	of	ADP
cana-2054	193	9	the	the	DET
cana-2054	193	10	physicians	physician	NOUN
cana-2054	193	11	,	,	PUNCT
cana-2054	193	12	has	have	VERB
cana-2054	193	13	a	a	DET
cana-2054	193	14	draw	draw	ADJ
cana-2054	193	15	percentage	percentage	NOUN
cana-2054	193	16	of	of	ADP
cana-2054	193	17	1	1	NUM
cana-2054	193	18	,	,	PUNCT
cana-2054	193	19	and	and	CCONJ
cana-2054	193	20	is	be	AUX
cana-2054	193	21	less	less	ADV
cana-2054	193	22	accurate	accurate	ADJ
cana-2054	193	23	than	than	ADP
cana-2054	193	24	11	11	NUM
cana-2054	193	25	.	.	PUNCT
cana-2054	194	1	figure	figure	VERB
cana-2054	194	2	4	4	NUM
cana-2054	194	3	associated	associated	ADJ
cana-2054	194	4	and	and	CCONJ
cana-2054	194	5	counterfactual	counterfactual	ADJ
cana-2054	194	6	algorithms	algorithm	NOUN
cana-2054	194	7	are	be	AUX
cana-2054	194	8	compared	compare	VERB
cana-2054	194	9	to	to	ADP
cana-2054	194	10	each	each	DET
cana-2054	194	11	doctor	doctor	NOUN
cana-2054	194	12	's	's	PART
cana-2054	194	13	accuracy	accuracy	NOUN
cana-2054	194	14	all	all	DET
cana-2054	194	15	things	thing	NOUN
cana-2054	194	16	considered	consider	VERB
cana-2054	194	17	;	;	PUNCT
cana-2054	194	18	the	the	DET
cana-2054	194	19	diagnostic	diagnostic	ADJ
cana-2054	194	20	accuracy	accuracy	NOUN
cana-2054	194	21	is	be	AUX
cana-2054	194	22	much	much	ADV
cana-2054	194	23	better	well	ADJ
cana-2054	194	24	with	with	ADP
cana-2054	194	25	the	the	DET
cana-2054	194	26	counterfactual	counterfactual	ADJ
cana-2054	194	27	approach	approach	NOUN
cana-2054	194	28	compared	compare	VERB
cana-2054	194	29	to	to	ADP
cana-2054	194	30	the	the	DET
cana-2054	194	31	associative	associative	ADJ
cana-2054	194	32	algorithm	algorithm	NOUN
cana-2054	194	33	.	.	PUNCT
cana-2054	195	1	for	for	ADP
cana-2054	195	2	uncommon	uncommon	ADJ
cana-2054	195	3	illnesses	illness	NOUN
cana-2054	195	4	,	,	PUNCT
cana-2054	195	5	we	we	PRON
cana-2054	195	6	find	find	VERB
cana-2054	195	7	the	the	DET
cana-2054	195	8	improvement	improvement	NOUN
cana-2054	195	9	to	to	PART
cana-2054	195	10	be	be	AUX
cana-2054	195	11	quite	quite	ADV
cana-2054	195	12	striking	striking	ADJ
cana-2054	195	13	.	.	PUNCT
cana-2054	196	1	in	in	ADP
cana-2054	196	2	contrast	contrast	NOUN
cana-2054	196	3	to	to	ADP
cana-2054	196	4	the	the	DET
cana-2054	196	5	counterfactual	counterfactual	ADJ
cana-2054	196	6	algorithm	algorithm	NOUN
cana-2054	196	7	's	's	PART
cana-2054	196	8	top	top	ADJ
cana-2054	196	9	-	-	PUNCT
cana-2054	196	10	quartile	quartile	NOUN
cana-2054	196	11	performance	performance	NOUN
cana-2054	196	12	,	,	PUNCT
cana-2054	196	13	the	the	DET
cana-2054	196	14	associative	associative	ADJ
cana-2054	196	15	algorithm	algorithm	NOUN
cana-2054	196	16	's	's	PART
cana-2054	196	17	results	result	NOUN
cana-2054	196	18	are	be	AUX
cana-2054	196	19	on	on	ADP
cana-2054	196	20	par	par	NOUN
cana-2054	196	21	with	with	ADP
cana-2054	196	22	the	the	DET
cana-2054	196	23	typical	typical	ADJ
cana-2054	196	24	doctors	doctor	NOUN
cana-2054	196	25	.	.	PUNCT
cana-2054	197	1	5	5	X
cana-2054	197	2	.	.	X
cana-2054	197	3	discussion	discussion	NOUN
cana-2054	197	4	with	with	ADP
cana-2054	197	5	conclusion	conclusion	NOUN
cana-2054	197	6	healthcare	healthcare	NOUN
cana-2054	197	7	systems	system	NOUN
cana-2054	197	8	throughout	throughout	ADP
cana-2054	197	9	the	the	DET
cana-2054	197	10	world	world	NOUN
cana-2054	197	11	face	face	VERB
cana-2054	197	12	a	a	DET
cana-2054	197	13	formidable	formidable	ADJ
cana-2054	197	14	obstacle	obstacle	NOUN
cana-2054	197	15	in	in	ADP
cana-2054	197	16	the	the	DET
cana-2054	197	17	form	form	NOUN
cana-2054	197	18	of	of	ADP
cana-2054	197	19	inadequate	inadequate	ADJ
cana-2054	197	20	access	access	NOUN
cana-2054	197	21	to	to	ADP
cana-2054	197	22	basic	basic	ADJ
cana-2054	197	23	care	care	NOUN
cana-2054	197	24	and	and	CCONJ
cana-2054	197	25	the	the	DET
cana-2054	197	26	problem	problem	NOUN
cana-2054	197	27	of	of	ADP
cana-2054	197	28	incorrect	incorrect	ADJ
cana-2054	197	29	differential	differential	NOUN
cana-2054	197	30	diagnoses	diagnosis	NOUN
cana-2054	197	31	.	.	PUNCT
cana-2054	198	1	to	to	PART
cana-2054	198	2	use	use	VERB
cana-2054	198	3	machine	machine	NOUN
cana-2054	198	4	learning	learn	VERB
cana-2054	198	5	to	to	ADP
cana-2054	198	6	the	the	DET
cana-2054	198	7	advantage	advantage	NOUN
cana-2054	198	8	and	and	CCONJ
cana-2054	198	9	conquer	conquer	VERB
cana-2054	198	10	these	these	DET
cana-2054	198	11	obstacles	obstacle	NOUN
cana-2054	198	12	,	,	PUNCT
cana-2054	198	13	they	they	PRON
cana-2054	198	14	must	must	AUX
cana-2054	198	15	first	first	ADV
cana-2054	198	16	comprehend	comprehend	VERB
cana-2054	198	17	the	the	DET
cana-2054	198	18	diagnostic	diagnostic	ADJ
cana-2054	198	19	process	process	NOUN
cana-2054	198	20	and	and	CCONJ
cana-2054	198	21	define	define	VERB
cana-2054	198	22	precisely	precisely	ADV
cana-2054	198	23	what	what	PRON
cana-2054	198	24	they	they	PRON
cana-2054	198	25	want	want	VERB
cana-2054	198	26	the	the	DET
cana-2054	198	27	algorithms	algorithm	NOUN
cana-2054	198	28	to	to	PART
cana-2054	198	29	produce	produce	VERB
cana-2054	198	30	.	.	PUNCT
cana-2054	199	1	diagnostics	diagnostic	NOUN
cana-2054	199	2	and	and	CCONJ
cana-2054	199	3	associative	associative	ADJ
cana-2054	199	4	inference	inference	NOUN
cana-2054	199	5	have	have	AUX
cana-2054	199	6	been	be	AUX
cana-2054	199	7	confused	confuse	VERB
cana-2054	199	8	in	in	ADP
cana-2054	199	9	previous	previous	ADJ
cana-2054	199	10	methods	method	NOUN
cana-2054	199	11	.	.	PUNCT
cana-2054	200	1	the	the	DET
cana-2054	200	2	former	former	ADJ
cana-2054	200	3	seeks	seek	VERB
cana-2054	200	4	to	to	PART
cana-2054	200	5	identify	identify	VERB
cana-2054	200	6	the	the	DET
cana-2054	200	7	root	root	NOUN
cana-2054	200	8	of	of	ADP
cana-2054	200	9	a	a	DET
cana-2054	200	10	patient	patient	NOUN
cana-2054	200	11	's	's	PART
cana-2054	200	12	symptoms	symptom	NOUN
cana-2054	200	13	,	,	PUNCT
cana-2054	200	14	while	while	SCONJ
cana-2054	200	15	the	the	DET
cana-2054	200	16	latter	latter	NOUN
cana-2054	200	17	learns	learn	VERB
cana-2054	200	18	associations	association	NOUN
cana-2054	200	19	between	between	ADP
cana-2054	200	20	patient	patient	NOUN
cana-2054	200	21	records	record	NOUN
cana-2054	200	22	and	and	CCONJ
cana-2054	200	23	illness	illness	NOUN
cana-2054	200	24	incidences	incidence	NOUN
cana-2054	200	25	,	,	PUNCT
cana-2054	200	26	to	to	PART
cana-2054	200	27	ascertain	ascertain	VERB
cana-2054	200	28	the	the	DET
cana-2054	200	29	most	most	ADV
cana-2054	200	30	probable	probable	ADJ
cana-2054	200	31	diseases	disease	NOUN
cana-2054	200	32	in	in	ADP
cana-2054	200	33	the	the	DET
cana-2054	200	34	patient	patient	NOUN
cana-2054	200	35	's	's	PART
cana-2054	200	36	community	community	NOUN
cana-2054	200	37	.	.	PUNCT
cana-2054	201	1	in	in	ADP
cana-2054	201	2	straightforward	straightforward	ADJ
cana-2054	201	3	causal	causal	ADJ
cana-2054	201	4	situations	situation	NOUN
cana-2054	201	5	with	with	ADP
cana-2054	201	6	a	a	DET
cana-2054	201	7	single	single	ADJ
cana-2054	201	8	illness	illness	NOUN
cana-2054	201	9	,	,	PUNCT
cana-2054	201	10	this	this	DET
cana-2054	201	11	method	method	NOUN
cana-2054	201	12	may	may	AUX
cana-2054	201	13	work	work	VERB
cana-2054	201	14	,	,	PUNCT
cana-2054	201	15	but	but	CCONJ
cana-2054	201	16	it	it	PRON
cana-2054	201	17	severely	severely	ADV
cana-2054	201	18	limits	limit	VERB
cana-2054	201	19	the	the	DET
cana-2054	201	20	accuracy	accuracy	NOUN
cana-2054	201	21	of	of	ADP
cana-2054	201	22	these	these	DET
cana-2054	201	23	procedures	procedure	NOUN
cana-2054	201	24	.	.	PUNCT
cana-2054	202	1	when	when	SCONJ
cana-2054	202	2	a	a	DET
cana-2054	202	3	doctor	doctor	NOUN
cana-2054	202	4	must	must	AUX
cana-2054	202	5	pick	pick	VERB
cana-2054	202	6	between	between	ADP
cana-2054	202	7	competing	compete	VERB
cana-2054	202	8	disease	disease	NOUN
cana-2054	202	9	theories	theory	NOUN
cana-2054	202	10	.	.	PUNCT
cana-2054	203	1	to	to	PART
cana-2054	203	2	get	get	VERB
cana-2054	203	3	over	over	ADP
cana-2054	203	4	these	these	DET
cana-2054	203	5	limitations	limitation	NOUN
cana-2054	203	6	,	,	PUNCT
cana-2054	203	7	researchers	researcher	NOUN
cana-2054	203	8	need	need	VERB
cana-2054	203	9	to	to	PART
cana-2054	203	10	reevaluate	reevaluate	VERB
cana-2054	203	11	diagnostic	diagnostic	ADJ
cana-2054	203	12	criteria	criterion	NOUN
cana-2054	203	13	and	and	CCONJ
cana-2054	203	14	algorithm	algorithm	NOUN
cana-2054	203	15	design	design	NOUN
cana-2054	203	16	from	from	ADP
cana-2054	203	17	the	the	DET
cana-2054	203	18	ground	ground	NOUN
cana-2054	203	19	up	up	ADP
cana-2054	203	20	.	.	PUNCT
cana-2054	204	1	in	in	ADP
cana-2054	204	2	this	this	DET
cana-2054	204	3	paper	paper	NOUN
cana-2054	204	4	,	,	PUNCT
cana-2054	204	5	researchers	researcher	NOUN
cana-2054	204	6	define	define	VERB
cana-2054	204	7	diagnosis	diagnosis	NOUN
cana-2054	204	8	causally	causally	ADV
cana-2054	204	9	differently	differently	ADV
cana-2054	204	10	and	and	CCONJ
cana-2054	204	11	contend	contend	VERB
cana-2054	204	12	that	that	SCONJ
cana-2054	204	13	diagnosis	diagnosis	NOUN
cana-2054	204	14	is	be	AUX
cana-2054	204	15	essentially	essentially	ADV
cana-2054	204	16	an	an	DET
cana-2054	204	17	exercise	exercise	NOUN
cana-2054	204	18	in	in	ADP
cana-2054	204	19	counterfactual	counterfactual	ADJ
cana-2054	204	20	inference	inference	NOUN
cana-2054	204	21	.	.	PUNCT
cana-2054	205	1	anticipated	anticipate	VERB
cana-2054	205	2	disablement	disablement	NOUN
cana-2054	205	3	and	and	CCONJ
cana-2054	205	4	anticipated	anticipate	VERB
cana-2054	205	5	sufficiency	sufficiency	NOUN
cana-2054	205	6	are	be	AUX
cana-2054	205	7	two	two	NUM
cana-2054	205	8	counterfactual	counterfactual	ADJ
cana-2054	205	9	diagnostic	diagnostic	ADJ
cana-2054	205	10	measures	measure	NOUN
cana-2054	205	11	that	that	PRON
cana-2054	205	12	have	have	AUX
cana-2054	205	13	been	be	AUX
cana-2054	205	14	devised	devise	VERB
cana-2054	205	15	.	.	PUNCT
cana-2054	206	1	to	to	PART
cana-2054	206	2	calculate	calculate	VERB
cana-2054	206	3	these	these	DET
cana-2054	206	4	measures	measure	NOUN
cana-2054	206	5	,	,	PUNCT
cana-2054	206	6	they	they	PRON
cana-2054	206	7	have	have	AUX
cana-2054	206	8	introduced	introduce	VERB
cana-2054	206	9	a	a	DET
cana-2054	206	10	new	new	ADJ
cana-2054	206	11	class	class	NOUN
cana-2054	206	12	of	of	ADP
cana-2054	206	13	diagnostic	diagnostic	ADJ
cana-2054	206	14	models	model	NOUN
cana-2054	206	15	called	call	VERB
cana-2054	206	16	twin	twin	ADJ
cana-2054	206	17	diagnostic	diagnostic	ADJ
cana-2054	206	18	networks	network	NOUN
cana-2054	206	19	.	.	PUNCT
cana-2054	207	1	utilising	utilise	VERB
cana-2054	207	2	pre	pre	ADJ
cana-2054	207	3	-	-	ADJ
cana-2054	207	4	existing	exist	VERB
cana-2054	207	5	diagnostic	diagnostic	ADJ
cana-2054	207	6	models	model	NOUN
cana-2054	207	7	,	,	PUNCT
cana-2054	207	8	researchers	researcher	NOUN
cana-2054	207	9	proved	prove	VERB
cana-2054	207	10	that	that	SCONJ
cana-2054	207	11	,	,	PUNCT
cana-2054	207	12	in	in	ADP
cana-2054	207	13	comparison	comparison	NOUN
cana-2054	207	14	to	to	ADP
cana-2054	207	15	conventional	conventional	ADJ
cana-2054	207	16	associative	associative	ADJ
cana-2054	207	17	rankings	ranking	NOUN
cana-2054	207	18	,	,	PUNCT
cana-2054	207	19	using	use	VERB
cana-2054	207	20	these	these	DET
cana-2054	207	21	counterfactual	counterfactual	ADJ
cana-2054	207	22	metrics	metric	NOUN
cana-2054	207	23	to	to	PART
cana-2054	207	24	rank	rank	VERB
cana-2054	207	25	illness	illness	NOUN
cana-2054	207	26	hypotheses	hypothesis	NOUN
cana-2054	207	27	substantially	substantially	ADV
cana-2054	207	28	enhances	enhance	VERB
cana-2054	207	29	diagnosis	diagnosis	NOUN
cana-2054	207	30	accuracy	accuracy	NOUN
cana-2054	207	31	.	.	PUNCT
cana-2054	208	1	when	when	SCONJ
cana-2054	208	2	it	it	PRON
cana-2054	208	3	came	come	VERB
cana-2054	208	4	to	to	PART
cana-2054	208	5	expert	expert	VERB
cana-2054	208	6	clinical	clinical	ADJ
cana-2054	208	7	accuracy	accuracy	NOUN
cana-2054	208	8	,	,	PUNCT
cana-2054	208	9	the	the	DET
cana-2054	208	10	counterfactual	counterfactual	ADJ
cana-2054	208	11	procedure	procedure	NOUN
cana-2054	208	12	was	be	AUX
cana-2054	208	13	in	in	ADP
cana-2054	208	14	the	the	DET
cana-2054	208	15	top	top	ADJ
cana-2054	208	16	26	26	NUM
cana-2054	208	17	per	per	ADP
cana-2054	208	18	cent	cent	NOUN
cana-2054	208	19	of	of	ADP
cana-2054	208	20	communications	communication	NOUN
cana-2054	208	21	on	on	ADP
cana-2054	208	22	applied	apply	VERB
cana-2054	208	23	nonlinear	nonlinear	ADJ
cana-2054	208	24	analysis	analysis	NOUN
cana-2054	208	25	issn	issn	NOUN
cana-2054	208	26	:	:	PUNCT
cana-2054	208	27	1074	1074	NUM
cana-2054	208	28	-	-	PUNCT
cana-2054	208	29	133x	133x	NUM
cana-2054	208	30	vol	vol	NOUN
cana-2054	208	31	32	32	NUM
cana-2054	208	32	no	no	NOUN
cana-2054	208	33	.	.	NOUN
cana-2054	208	34	3	3	NUM
cana-2054	208	35	(	(	PUNCT
cana-2054	208	36	2025	2025	NUM
cana-2054	208	37	)	)	PUNCT
cana-2054	208	38	575	575	NUM
cana-2054	208	39	https://internationalpubls.com	https://internationalpubls.com	X
cana-2054	208	40	the	the	DET
cana-2054	208	41	sample	sample	NOUN
cana-2054	208	42	,	,	PUNCT
cana-2054	208	43	whereas	whereas	SCONJ
cana-2054	208	44	the	the	DET
cana-2054	208	45	associative	associative	ADJ
cana-2054	208	46	algorithm	algorithm	NOUN
cana-2054	208	47	was	be	AUX
cana-2054	208	48	around	around	ADV
cana-2054	208	49	average	average	ADJ
cana-2054	208	50	.	.	PUNCT
cana-2054	209	1	in	in	ADP
cana-2054	209	2	29.3	29.3	NUM
cana-2054	209	3	%	%	NOUN
cana-2054	209	4	of	of	ADP
cana-2054	209	5	instances	instance	NOUN
cana-2054	209	6	,	,	PUNCT
cana-2054	209	7	the	the	DET
cana-2054	209	8	counterfactual	counterfactual	ADJ
cana-2054	209	9	procedure	procedure	NOUN
cana-2054	209	10	ranked	rank	VERB
cana-2054	209	11	the	the	DET
cana-2054	209	12	genuine	genuine	ADJ
cana-2054	209	13	illness	illness	NOUN
cana-2054	209	14	higher	high	ADJ
cana-2054	209	15	than	than	ADP
cana-2054	209	16	the	the	DET
cana-2054	209	17	associated	associated	ADJ
cana-2054	209	18	process	process	NOUN
cana-2054	209	19	;	;	PUNCT
cana-2054	209	20	in	in	ADP
cana-2054	209	21	33	33	NUM
cana-2054	209	22	%	%	NOUN
cana-2054	209	23	of	of	ADP
cana-2054	209	24	these	these	DET
cana-2054	209	25	situations	situation	NOUN
cana-2054	209	26	,	,	PUNCT
cana-2054	209	27	the	the	DET
cana-2054	209	28	improvement	improvement	NOUN
cana-2054	209	29	is	be	AUX
cana-2054	209	30	especially	especially	ADV
cana-2054	209	31	noticeable	noticeable	ADJ
cana-2054	209	32	for	for	ADP
cana-2054	209	33	very	very	ADV
cana-2054	209	34	uncommon	uncommon	ADJ
cana-2054	209	35	diseases	disease	NOUN
cana-2054	209	36	,	,	PUNCT
cana-2054	209	37	where	where	SCONJ
cana-2054	209	38	diagnostic	diagnostic	ADJ
cana-2054	209	39	mistakes	mistake	NOUN
cana-2054	209	40	are	be	AUX
cana-2054	209	41	usually	usually	ADV
cana-2054	209	42	more	more	ADV
cana-2054	209	43	numerous	numerous	ADJ
cana-2054	209	44	and	and	CCONJ
cana-2054	209	45	more	more	ADV
cana-2054	209	46	severe	severe	ADJ
cana-2054	209	47	.	.	PUNCT
cana-2054	210	1	the	the	DET
cana-2054	210	2	best	good	ADJ
cana-2054	210	3	part	part	NOUN
cana-2054	210	4	is	be	AUX
cana-2054	210	5	that	that	SCONJ
cana-2054	210	6	the	the	DET
cana-2054	210	7	disease	disease	NOUN
cana-2054	210	8	model	model	NOUN
cana-2054	210	9	does	do	AUX
cana-2054	210	10	n't	not	PART
cana-2054	210	11	even	even	ADV
cana-2054	210	12	need	need	VERB
cana-2054	210	13	to	to	PART
cana-2054	210	14	be	be	AUX
cana-2054	210	15	changed	change	VERB
cana-2054	210	16	to	to	PART
cana-2054	210	17	take	take	VERB
cana-2054	210	18	advantage	advantage	NOUN
cana-2054	210	19	of	of	ADP
cana-2054	210	20	this	this	DET
cana-2054	210	21	enhancement	enhancement	NOUN
cana-2054	210	22	.	.	PUNCT
cana-2054	211	1	existing	exist	VERB
cana-2054	211	2	bayesian	bayesian	NOUN
cana-2054	211	3	diagnostic	diagnostic	ADJ
cana-2054	211	4	methods	method	NOUN
cana-2054	211	5	,	,	PUNCT
cana-2054	211	6	whether	whether	SCONJ
cana-2054	211	7	in	in	ADP
cana-2054	211	8	or	or	CCONJ
cana-2054	211	9	out	out	ADP
cana-2054	211	10	of	of	ADP
cana-2054	211	11	the	the	DET
cana-2054	211	12	medical	medical	ADJ
cana-2054	211	13	field	field	NOUN
cana-2054	211	14	,	,	PUNCT
cana-2054	211	15	may	may	AUX
cana-2054	211	16	benefit	benefit	VERB
cana-2054	211	17	from	from	ADP
cana-2054	211	18	the	the	DET
cana-2054	211	19	algorithm	algorithm	NOUN
cana-2054	211	20	's	's	PART
cana-2054	211	21	instant	instant	ADJ
cana-2054	211	22	improvement	improvement	NOUN
cana-2054	211	23	thanks	thank	NOUN
cana-2054	211	24	to	to	ADP
cana-2054	211	25	its	its	PRON
cana-2054	211	26	backward	backward	ADJ
cana-2054	211	27	compatibility	compatibility	NOUN
cana-2054	211	28	.	.	PUNCT
cana-2054	212	1	in	in	ADP
cana-2054	212	2	contrast	contrast	NOUN
cana-2054	212	3	to	to	ADP
cana-2054	212	4	previous	previous	ADJ
cana-2054	212	5	efforts	effort	NOUN
cana-2054	212	6	that	that	PRON
cana-2054	212	7	have	have	AUX
cana-2054	212	8	centred	centre	VERB
cana-2054	212	9	on	on	ADP
cana-2054	212	10	enhancing	enhance	VERB
cana-2054	212	11	model	model	NOUN
cana-2054	212	12	architectures	architecture	NOUN
cana-2054	212	13	or	or	CCONJ
cana-2054	212	14	tapping	tap	VERB
cana-2054	212	15	into	into	ADP
cana-2054	212	16	new	new	ADJ
cana-2054	212	17	data	datum	NOUN
cana-2054	212	18	sources	source	NOUN
cana-2054	212	19	,	,	PUNCT
cana-2054	212	20	findings	finding	NOUN
cana-2054	212	21	provide	provide	VERB
cana-2054	212	22	a	a	DET
cana-2054	212	23	novel	novel	ADJ
cana-2054	212	24	way	way	NOUN
cana-2054	212	25	to	to	PART
cana-2054	212	26	improve	improve	VERB
cana-2054	212	27	clinical	clinical	ADJ
cana-2054	212	28	decision	decision	NOUN
cana-2054	212	29	systems	system	NOUN
cana-2054	212	30	at	at	ADP
cana-2054	212	31	the	the	DET
cana-2054	212	32	expert	expert	ADJ
cana-2054	212	33	level	level	NOUN
cana-2054	212	34	by	by	ADP
cana-2054	212	35	altering	alter	VERB
cana-2054	212	36	model	model	NOUN
cana-2054	212	37	queries	query	NOUN
cana-2054	212	38	to	to	PART
cana-2054	212	39	take	take	VERB
cana-2054	212	40	causal	causal	ADJ
cana-2054	212	41	information	information	NOUN
cana-2054	212	42	into	into	ADP
cana-2054	212	43	account	account	NOUN
cana-2054	212	44	.	.	PUNCT
cana-2054	213	1	these	these	DET
cana-2054	213	2	results	result	NOUN
cana-2054	213	3	provide	provide	VERB
cana-2054	213	4	credence	credence	NOUN
cana-2054	213	5	to	to	ADP
cana-2054	213	6	the	the	DET
cana-2054	213	7	claim	claim	NOUN
cana-2054	213	8	that	that	SCONJ
cana-2054	213	9	,	,	PUNCT
cana-2054	213	10	in	in	ADP
cana-2054	213	11	certain	certain	ADJ
cana-2054	213	12	fields	field	NOUN
cana-2054	213	13	,	,	PUNCT
cana-2054	213	14	human	human	ADJ
cana-2054	213	15	specialists	specialist	NOUN
cana-2054	213	16	will	will	AUX
cana-2054	213	17	always	always	ADV
cana-2054	213	18	be	be	AUX
cana-2054	213	19	able	able	ADJ
cana-2054	213	20	to	to	PART
cana-2054	213	21	outperform	outperform	VERB
cana-2054	213	22	machine	machine	NOUN
cana-2054	213	23	learning	learning	NOUN
cana-2054	213	24	approaches	approach	NOUN
cana-2054	213	25	that	that	PRON
cana-2054	213	26	do	do	AUX
cana-2054	213	27	not	not	PART
cana-2054	213	28	use	use	VERB
cana-2054	213	29	causal	causal	ADJ
cana-2054	213	30	reasoning	reasoning	NOUN
cana-2054	213	31	.	.	PUNCT
cana-2054	214	1	the	the	DET
cana-2054	214	2	current	current	ADJ
cana-2054	214	3	tests	test	NOUN
cana-2054	214	4	have	have	AUX
cana-2054	214	5	concentrated	concentrate	VERB
cana-2054	214	6	on	on	ADP
cana-2054	214	7	comparing	compare	VERB
cana-2054	214	8	the	the	DET
cana-2054	214	9	algorithms	algorithm	NOUN
cana-2054	214	10	to	to	ADP
cana-2054	214	11	doctors	doctor	NOUN
cana-2054	214	12	,	,	PUNCT
cana-2054	214	13	but	but	CCONJ
cana-2054	214	14	future	future	ADJ
cana-2054	214	15	trials	trial	NOUN
cana-2054	214	16	might	might	AUX
cana-2054	214	17	find	find	VERB
cana-2054	214	18	out	out	ADP
cana-2054	214	19	how	how	SCONJ
cana-2054	214	20	well	well	ADV
cana-2054	214	21	algorithms	algorithm	NOUN
cana-2054	214	22	work	work	VERB
cana-2054	214	23	as	as	ADP
cana-2054	214	24	medical	medical	ADJ
cana-2054	214	25	support	support	NOUN
cana-2054	214	26	systems	system	NOUN
cana-2054	214	27	that	that	PRON
cana-2054	214	28	help	help	VERB
cana-2054	214	29	doctors	doctor	NOUN
cana-2054	214	30	by	by	ADP
cana-2054	214	31	giving	give	VERB
cana-2054	214	32	them	they	PRON
cana-2054	214	33	a	a	DET
cana-2054	214	34	second	second	ADJ
cana-2054	214	35	opinion	opinion	NOUN
cana-2054	214	36	when	when	SCONJ
cana-2054	214	37	diagnosing	diagnose	VERB
cana-2054	214	38	patients	patient	NOUN
cana-2054	214	39	.	.	PUNCT
cana-2054	215	1	the	the	DET
cana-2054	215	2	combined	combined	ADJ
cana-2054	215	3	diagnosis	diagnosis	NOUN
cana-2054	215	4	of	of	ADP
cana-2054	215	5	a	a	DET
cana-2054	215	6	doctor	doctor	NOUN
cana-2054	215	7	and	and	CCONJ
cana-2054	215	8	the	the	DET
cana-2054	215	9	method	method	NOUN
cana-2054	215	10	will	will	AUX
cana-2054	215	11	probably	probably	ADV
cana-2054	215	12	be	be	AUX
cana-2054	215	13	more	more	ADV
cana-2054	215	14	reliable	reliable	ADJ
cana-2054	215	15	than	than	ADP
cana-2054	215	16	either	either	DET
cana-2054	215	17	one	one	NUM
cana-2054	215	18	alone	alone	ADV
cana-2054	215	19	,	,	PUNCT
cana-2054	215	20	as	as	SCONJ
cana-2054	215	21	the	the	DET
cana-2054	215	22	system	system	NOUN
cana-2054	215	23	seems	seem	VERB
cana-2054	215	24	to	to	PART
cana-2054	215	25	complement	complement	VERB
cana-2054	215	26	human	human	ADJ
cana-2054	215	27	physicians	physician	NOUN
cana-2054	215	28	by	by	ADP
cana-2054	215	29	doing	do	VERB
cana-2054	215	30	better	well	ADV
cana-2054	215	31	in	in	ADP
cana-2054	215	32	scenarios	scenario	NOUN
cana-2054	215	33	that	that	SCONJ
cana-2054	215	34	humans	human	NOUN
cana-2054	215	35	have	have	AUX
cana-2054	215	36	trouble	trouble	NOUN
cana-2054	215	37	diagnosing	diagnose	VERB
cana-2054	215	38	.	.	PUNCT
cana-2054	216	1	reference	reference	NOUN
cana-2054	216	2	:	:	PUNCT
cana-2054	217	1	[	[	X
cana-2054	217	2	1	1	NUM
cana-2054	217	3	]	]	X
cana-2054	217	4	richens	richen	NOUN
cana-2054	217	5	,	,	PUNCT
cana-2054	217	6	jonathan	jonathan	PROPN
cana-2054	217	7	g.	g.	PROPN
cana-2054	217	8	,	,	PUNCT
cana-2054	217	9	ciarán	ciarán	VERB
cana-2054	217	10	m.	m.	PROPN
cana-2054	217	11	lee	lee	PROPN
cana-2054	217	12	,	,	PUNCT
cana-2054	217	13	and	and	CCONJ
cana-2054	217	14	saurabh	saurabh	PROPN
cana-2054	217	15	johri	johri	PROPN
cana-2054	217	16	.	.	PUNCT
cana-2054	218	1	"	"	PUNCT
cana-2054	218	2	counterfactual	counterfactual	ADJ
cana-2054	218	3	diagnosis	diagnosis	NOUN
cana-2054	218	4	.	.	PUNCT
cana-2054	218	5	"	"	PUNCT
cana-2054	219	1	arxiv	arxiv	PROPN
cana-2054	219	2	preprint	preprint	VERB
cana-2054	219	3	arxiv:1910.06772	arxiv:1910.06772	NOUN
cana-2054	219	4	(	(	PUNCT
cana-2054	219	5	2019	2019	NUM
cana-2054	219	6	)	)	PUNCT
cana-2054	219	7	.	.	PUNCT
cana-2054	220	1	[	[	X
cana-2054	220	2	2	2	NUM
cana-2054	220	3	]	]	PUNCT
cana-2054	220	4	richens	richen	NOUN
cana-2054	220	5	,	,	PUNCT
cana-2054	220	6	jonathan	jonathan	PROPN
cana-2054	220	7	g.	g.	PROPN
cana-2054	220	8	,	,	PUNCT
cana-2054	220	9	ciarán	ciarán	VERB
cana-2054	220	10	m.	m.	PROPN
cana-2054	220	11	lee	lee	PROPN
cana-2054	220	12	,	,	PUNCT
cana-2054	220	13	and	and	CCONJ
cana-2054	220	14	saurabh	saurabh	PROPN
cana-2054	220	15	johri	johri	PROPN
cana-2054	220	16	.	.	PUNCT
cana-2054	221	1	"	"	PUNCT
cana-2054	221	2	improving	improve	VERB
cana-2054	221	3	the	the	DET
cana-2054	221	4	accuracy	accuracy	NOUN
cana-2054	221	5	of	of	ADP
cana-2054	221	6	medical	medical	ADJ
cana-2054	221	7	diagnosis	diagnosis	NOUN
cana-2054	221	8	with	with	ADP
cana-2054	221	9	causal	causal	NOUN
cana-2054	221	10	machine	machine	NOUN
cana-2054	221	11	learning	learning	NOUN
cana-2054	221	12	.	.	PUNCT
cana-2054	221	13	"	"	PUNCT
cana-2054	222	1	nature	nature	NOUN
cana-2054	222	2	communications	communication	NOUN
cana-2054	222	3	11.1	11.1	NUM
cana-2054	222	4	(	(	PUNCT
cana-2054	222	5	2020	2020	NUM
cana-2054	222	6	):	):	PUNCT
cana-2054	222	7	3923	3923	NUM
cana-2054	222	8	.	.	PUNCT
cana-2054	223	1	[	[	X
cana-2054	223	2	3	3	NUM
cana-2054	223	3	]	]	X
cana-2054	223	4	prosperi	prosperi	PROPN
cana-2054	223	5	,	,	PUNCT
cana-2054	223	6	mattia	mattia	PROPN
cana-2054	223	7	,	,	PUNCT
cana-2054	223	8	et	et	PROPN
cana-2054	223	9	al	al	PROPN
cana-2054	223	10	.	.	PUNCT
cana-2054	224	1	"	"	PUNCT
cana-2054	224	2	causal	causal	ADJ
cana-2054	224	3	inference	inference	NOUN
cana-2054	224	4	and	and	CCONJ
cana-2054	224	5	counterfactual	counterfactual	ADJ
cana-2054	224	6	prediction	prediction	NOUN
cana-2054	224	7	in	in	ADP
cana-2054	224	8	machine	machine	NOUN
cana-2054	224	9	learning	learn	VERB
cana-2054	224	10	for	for	ADP
cana-2054	224	11	actionable	actionable	ADJ
cana-2054	224	12	healthcare	healthcare	NOUN
cana-2054	224	13	.	.	PUNCT
cana-2054	224	14	"	"	PUNCT
cana-2054	225	1	nature	nature	NOUN
cana-2054	225	2	machine	machine	NOUN
cana-2054	225	3	intelligence	intelligence	NOUN
cana-2054	225	4	2.7	2.7	NUM
cana-2054	225	5	(	(	PUNCT
cana-2054	225	6	2020	2020	NUM
cana-2054	225	7	):	):	PUNCT
cana-2054	225	8	369	369	NUM
cana-2054	225	9	-	-	SYM
cana-2054	225	10	375	375	NUM
cana-2054	225	11	.	.	PUNCT
cana-2054	226	1	[	[	X
cana-2054	226	2	4	4	NUM
cana-2054	226	3	]	]	X
cana-2054	226	4	verma	verma	PROPN
cana-2054	226	5	,	,	PUNCT
cana-2054	226	6	sahil	sahil	PROPN
cana-2054	226	7	,	,	PUNCT
cana-2054	226	8	et	et	PROPN
cana-2054	226	9	al	al	PROPN
cana-2054	226	10	.	.	PUNCT
cana-2054	227	1	"	"	PUNCT
cana-2054	227	2	counterfactual	counterfactual	ADJ
cana-2054	227	3	explanations	explanation	NOUN
cana-2054	227	4	and	and	CCONJ
cana-2054	227	5	algorithmic	algorithmic	ADJ
cana-2054	227	6	recourses	recourse	NOUN
cana-2054	227	7	for	for	ADP
cana-2054	227	8	machine	machine	NOUN
cana-2054	227	9	learning	learning	NOUN
cana-2054	227	10	:	:	PUNCT
cana-2054	227	11	a	a	DET
cana-2054	227	12	review	review	NOUN
cana-2054	227	13	.	.	PUNCT
cana-2054	227	14	"	"	PUNCT
cana-2054	228	1	acm	acm	PROPN
cana-2054	228	2	computing	computing	NOUN
cana-2054	228	3	surveys	survey	NOUN
cana-2054	228	4	(	(	PUNCT
cana-2054	228	5	2020	2020	NUM
cana-2054	228	6	)	)	PUNCT
cana-2054	228	7	.	.	PUNCT
cana-2054	229	1	[	[	X
cana-2054	229	2	5	5	NUM
cana-2054	229	3	]	]	PUNCT
cana-2054	229	4	singla	singla	PROPN
cana-2054	229	5	,	,	PUNCT
cana-2054	229	6	sumedha	sumedha	PROPN
cana-2054	229	7	,	,	PUNCT
cana-2054	229	8	et	et	PROPN
cana-2054	229	9	al	al	PROPN
cana-2054	229	10	.	.	PUNCT
cana-2054	230	1	"	"	PUNCT
cana-2054	230	2	explaining	explain	VERB
cana-2054	230	3	the	the	DET
cana-2054	230	4	black	black	ADJ
cana-2054	230	5	box	box	NOUN
cana-2054	230	6	smoothly	smoothly	ADV
cana-2054	230	7	—	—	PUNCT
cana-2054	230	8	a	a	DET
cana-2054	230	9	counterfactual	counterfactual	ADJ
cana-2054	230	10	approach	approach	NOUN
cana-2054	230	11	.	.	PUNCT
cana-2054	230	12	"	"	PUNCT
cana-2054	231	1	medical	medical	ADJ
cana-2054	231	2	image	image	NOUN
cana-2054	231	3	analysis	analysis	NOUN
cana-2054	231	4	84	84	NUM
cana-2054	231	5	(	(	PUNCT
cana-2054	231	6	2023	2023	NUM
cana-2054	231	7	):	):	PUNCT
cana-2054	231	8	102721	102721	NUM
cana-2054	231	9	.	.	PUNCT
cana-2054	232	1	[	[	X
cana-2054	232	2	6	6	NUM
cana-2054	232	3	]	]	X
cana-2054	232	4	lin	lin	PROPN
cana-2054	232	5	,	,	PUNCT
cana-2054	232	6	junfan	junfan	PROPN
cana-2054	232	7	,	,	PUNCT
cana-2054	232	8	et	et	PROPN
cana-2054	232	9	al	al	PROPN
cana-2054	232	10	.	.	PUNCT
cana-2054	233	1	"	"	PUNCT
cana-2054	233	2	towards	towards	ADP
cana-2054	233	3	causality	causality	NOUN
cana-2054	233	4	-	-	PUNCT
cana-2054	233	5	aware	aware	ADJ
cana-2054	233	6	inferring	inferring	NOUN
cana-2054	233	7	:	:	PUNCT
cana-2054	233	8	a	a	DET
cana-2054	233	9	sequential	sequential	ADJ
cana-2054	233	10	discriminative	discriminative	NOUN
cana-2054	233	11	approach	approach	NOUN
cana-2054	233	12	for	for	ADP
cana-2054	233	13	medical	medical	ADJ
cana-2054	233	14	diagnosis	diagnosis	NOUN
cana-2054	233	15	.	.	PUNCT
cana-2054	233	16	"	"	PUNCT
cana-2054	234	1	ieee	ieee	NOUN
cana-2054	234	2	transactions	transaction	NOUN
cana-2054	234	3	on	on	ADP
cana-2054	234	4	pattern	pattern	NOUN
cana-2054	234	5	analysis	analysis	NOUN
cana-2054	234	6	and	and	CCONJ
cana-2054	234	7	machine	machine	NOUN
cana-2054	234	8	intelligence	intelligence	NOUN
cana-2054	234	9	(	(	PUNCT
cana-2054	234	10	2023	2023	NUM
cana-2054	234	11	)	)	PUNCT
cana-2054	234	12	.	.	PUNCT
cana-2054	235	1	[	[	X
cana-2054	235	2	7	7	NUM
cana-2054	235	3	]	]	SYM
cana-2054	235	4	wu	wu	PROPN
cana-2054	235	5	,	,	PUNCT
cana-2054	235	6	hang	hang	PROPN
cana-2054	235	7	,	,	PUNCT
cana-2054	235	8	et	et	PROPN
cana-2054	235	9	al	al	PROPN
cana-2054	235	10	.	.	PUNCT
cana-2054	236	1	"	"	PUNCT
cana-2054	236	2	clinical	clinical	ADJ
cana-2054	236	3	decision	decision	NOUN
cana-2054	236	4	making	make	VERB
cana-2054	236	5	under	under	ADP
cana-2054	236	6	uncertainty	uncertainty	NOUN
cana-2054	236	7	:	:	PUNCT
cana-2054	236	8	a	a	DET
cana-2054	236	9	bootstrapped	bootstrappe	VERB
cana-2054	236	10	counterfactual	counterfactual	ADJ
cana-2054	236	11	inference	inference	NOUN
cana-2054	236	12	approach	approach	NOUN
cana-2054	236	13	.	.	PUNCT
cana-2054	236	14	"	"	PUNCT
cana-2054	237	1	bmc	bmc	PROPN
cana-2054	237	2	medical	medical	ADJ
cana-2054	237	3	informatics	informatic	NOUN
cana-2054	237	4	and	and	CCONJ
cana-2054	237	5	decision	decision	NOUN
cana-2054	237	6	making	make	VERB
cana-2054	237	7	24.1	24.1	NUM
cana-2054	237	8	(	(	PUNCT
cana-2054	237	9	2024	2024	NUM
cana-2054	237	10	):	):	PUNCT
cana-2054	237	11	1	1	NUM
cana-2054	237	12	-	-	SYM
cana-2054	237	13	15	15	NUM
cana-2054	237	14	.	.	PUNCT
cana-2054	238	1	[	[	X
cana-2054	238	2	8	8	NUM
cana-2054	238	3	]	]	SYM
cana-2054	238	4	thiagarajan	thiagarajan	NOUN
cana-2054	238	5	,	,	PUNCT
cana-2054	238	6	jayaraman	jayaraman	PROPN
cana-2054	238	7	j.	j.	PROPN
cana-2054	238	8	,	,	PUNCT
cana-2054	238	9	et	et	PROPN
cana-2054	238	10	al	al	PROPN
cana-2054	238	11	.	.	PUNCT
cana-2054	239	1	"	"	PUNCT
cana-2054	239	2	training	train	VERB
cana-2054	239	3	calibration	calibration	NOUN
cana-2054	239	4	-	-	PUNCT
cana-2054	239	5	based	base	VERB
cana-2054	239	6	counterfactual	counterfactual	ADJ
cana-2054	239	7	explainers	explainer	NOUN
cana-2054	239	8	for	for	ADP
cana-2054	239	9	deep	deep	ADJ
cana-2054	239	10	learning	learning	NOUN
cana-2054	239	11	models	model	NOUN
cana-2054	239	12	in	in	ADP
cana-2054	239	13	medical	medical	ADJ
cana-2054	239	14	image	image	NOUN
cana-2054	239	15	analysis	analysis	NOUN
cana-2054	239	16	.	.	PUNCT
cana-2054	239	17	"	"	PUNCT
cana-2054	240	1	scientific	scientific	ADJ
cana-2054	240	2	reports	report	NOUN
cana-2054	240	3	12.1	12.1	NUM
cana-2054	240	4	(	(	PUNCT
cana-2054	240	5	2022	2022	NUM
cana-2054	240	6	):	):	PUNCT
cana-2054	240	7	597	597	NUM
cana-2054	240	8	.	.	PUNCT
cana-2054	241	1	[	[	X
cana-2054	241	2	9	9	NUM
cana-2054	241	3	]	]	PUNCT
cana-2054	241	4	aljalaud	aljalaud	PROPN
cana-2054	241	5	,	,	PUNCT
cana-2054	241	6	ebtisam	ebtisam	PROPN
cana-2054	241	7	,	,	PUNCT
cana-2054	241	8	and	and	CCONJ
cana-2054	241	9	manar	manar	PROPN
cana-2054	241	10	hosny	hosny	PROPN
cana-2054	241	11	.	.	PUNCT
cana-2054	242	1	"	"	PUNCT
cana-2054	242	2	counterfactual	counterfactual	ADJ
cana-2054	242	3	explanation	explanation	NOUN
cana-2054	242	4	of	of	ADP
cana-2054	242	5	ai	ai	PROPN
cana-2054	242	6	models	model	NOUN
cana-2054	242	7	using	use	VERB
cana-2054	242	8	an	an	DET
cana-2054	242	9	adaptive	adaptive	ADJ
cana-2054	242	10	genetic	genetic	ADJ
cana-2054	242	11	algorithm	algorithm	NOUN
cana-2054	242	12	with	with	ADP
cana-2054	242	13	embedded	embed	VERB
cana-2054	242	14	feature	feature	NOUN
cana-2054	242	15	weights	weight	NOUN
cana-2054	242	16	.	.	PUNCT
cana-2054	242	17	"	"	PUNCT
cana-2054	243	1	ieee	ieee	NOUN
cana-2054	243	2	access	access	NOUN
cana-2054	243	3	(	(	PUNCT
cana-2054	243	4	2024	2024	NUM
cana-2054	243	5	)	)	PUNCT
cana-2054	243	6	.	.	PUNCT
cana-2054	244	1	[	[	X
cana-2054	244	2	10	10	NUM
cana-2054	244	3	]	]	SYM
cana-2054	244	4	temraz	temraz	NOUN
cana-2054	244	5	,	,	PUNCT
cana-2054	244	6	mohammed	mohammed	PROPN
cana-2054	244	7	,	,	PUNCT
cana-2054	244	8	and	and	CCONJ
cana-2054	244	9	mark	mark	PROPN
cana-2054	244	10	t.	t.	PROPN
cana-2054	244	11	keane	keane	PROPN
cana-2054	244	12	.	.	PUNCT
cana-2054	245	1	"	"	PUNCT
cana-2054	245	2	solving	solve	VERB
cana-2054	245	3	the	the	DET
cana-2054	245	4	class	class	NOUN
cana-2054	245	5	imbalance	imbalance	NOUN
cana-2054	245	6	problem	problem	NOUN
cana-2054	245	7	using	use	VERB
cana-2054	245	8	a	a	DET
cana-2054	245	9	counterfactual	counterfactual	ADJ
cana-2054	245	10	method	method	NOUN
cana-2054	245	11	for	for	ADP
cana-2054	245	12	data	data	NOUN
cana-2054	245	13	augmentation	augmentation	NOUN
cana-2054	245	14	.	.	PUNCT
cana-2054	245	15	"	"	PUNCT
cana-2054	246	1	machine	machine	NOUN
cana-2054	246	2	learning	learn	VERB
cana-2054	246	3	with	with	ADP
cana-2054	246	4	applications	application	NOUN
cana-2054	246	5	9	9	NUM
cana-2054	246	6	(	(	PUNCT
cana-2054	246	7	2022	2022	NUM
cana-2054	246	8	):	):	PUNCT
cana-2054	246	9	100375	100375	NUM
cana-2054	246	10	.	.	PUNCT
cana-2054	247	1	[	[	X
cana-2054	247	2	11	11	NUM
cana-2054	247	3	]	]	PUNCT
cana-2054	247	4	verma	verma	PROPN
cana-2054	247	5	,	,	PUNCT
cana-2054	247	6	sahil	sahil	PROPN
cana-2054	247	7	,	,	PUNCT
cana-2054	247	8	john	john	PROPN
cana-2054	247	9	dickerson	dickerson	PROPN
cana-2054	247	10	,	,	PUNCT
cana-2054	247	11	and	and	CCONJ
cana-2054	247	12	keegan	keegan	PROPN
cana-2054	247	13	hines	hines	PROPN
cana-2054	247	14	.	.	PUNCT
cana-2054	248	1	"	"	PUNCT
cana-2054	248	2	counterfactual	counterfactual	ADJ
cana-2054	248	3	explanations	explanation	NOUN
cana-2054	248	4	for	for	ADP
cana-2054	248	5	machine	machine	NOUN
cana-2054	248	6	learning	learning	NOUN
cana-2054	248	7	:	:	PUNCT
cana-2054	248	8	a	a	DET
cana-2054	248	9	review	review	NOUN
cana-2054	248	10	.	.	PUNCT
cana-2054	248	11	"	"	PUNCT
cana-2054	249	1	arxiv	arxiv	PROPN
cana-2054	249	2	preprint	preprint	NOUN
cana-2054	249	3	arxiv:2010.10596	arxiv:2010.10596	X
cana-2054	249	4	2	2	NUM
cana-2054	249	5	(	(	PUNCT
cana-2054	249	6	2020	2020	NUM
cana-2054	249	7	):	):	PUNCT
cana-2054	249	8	1	1	NUM
cana-2054	249	9	.	.	PUNCT
cana-2054	250	1	[	[	X
cana-2054	250	2	12	12	NUM
cana-2054	250	3	]	]	X
cana-2054	250	4	kelly	kelly	PROPN
cana-2054	250	5	,	,	PUNCT
cana-2054	250	6	luke	luke	PROPN
cana-2054	250	7	,	,	PUNCT
cana-2054	250	8	et	et	PROPN
cana-2054	250	9	al	al	PROPN
cana-2054	250	10	.	.	PUNCT
cana-2054	251	1	"	"	PUNCT
cana-2054	251	2	evolving	evolve	VERB
cana-2054	251	3	visual	visual	ADJ
cana-2054	251	4	counterfactual	counterfactual	ADJ
cana-2054	251	5	medical	medical	ADJ
cana-2054	251	6	imagery	imagery	NOUN
cana-2054	251	7	explanations	explanation	NOUN
cana-2054	251	8	with	with	ADP
cana-2054	251	9	cooperative	cooperative	ADJ
cana-2054	251	10	co	co	NOUN
cana-2054	251	11	-	-	NOUN
cana-2054	251	12	evolution	evolution	NOUN
cana-2054	251	13	using	use	VERB
cana-2054	251	14	dynamic	dynamic	ADJ
cana-2054	251	15	decomposition	decomposition	NOUN
cana-2054	251	16	.	.	PUNCT
cana-2054	251	17	"	"	PUNCT
cana-2054	252	1	proceedings	proceeding	NOUN
cana-2054	252	2	of	of	ADP
cana-2054	252	3	the	the	DET
cana-2054	252	4	genetic	genetic	ADJ
cana-2054	252	5	and	and	CCONJ
cana-2054	252	6	evolutionary	evolutionary	ADJ
cana-2054	252	7	computation	computation	NOUN
cana-2054	252	8	conference	conference	NOUN
cana-2054	252	9	companion	companion	NOUN
cana-2054	252	10	.	.	PUNCT
cana-2054	253	1	2024	2024	NUM
cana-2054	253	2	.	.	PUNCT
cana-2054	254	1	communications	communication	NOUN
cana-2054	254	2	on	on	ADP
cana-2054	254	3	applied	apply	VERB
cana-2054	254	4	nonlinear	nonlinear	ADJ
cana-2054	254	5	analysis	analysis	NOUN
cana-2054	254	6	issn	issn	NOUN
cana-2054	254	7	:	:	PUNCT
cana-2054	254	8	1074	1074	NUM
cana-2054	254	9	-	-	PUNCT
cana-2054	254	10	133x	133x	NUM
cana-2054	254	11	vol	vol	NOUN
cana-2054	254	12	32	32	NUM
cana-2054	254	13	no	no	NOUN
cana-2054	254	14	.	.	NOUN
cana-2054	254	15	3	3	NUM
cana-2054	254	16	(	(	PUNCT
cana-2054	254	17	2025	2025	NUM
cana-2054	254	18	)	)	PUNCT
cana-2054	254	19	576	576	NUM
cana-2054	254	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-2054	255	1	[	[	X
cana-2054	255	2	13	13	NUM
cana-2054	255	3	]	]	PUNCT
cana-2054	255	4	atad	atad	PROPN
cana-2054	255	5	,	,	PUNCT
cana-2054	255	6	matan	matan	PROPN
cana-2054	255	7	,	,	PUNCT
cana-2054	255	8	et	et	PROPN
cana-2054	255	9	al	al	PROPN
cana-2054	255	10	.	.	PUNCT
cana-2054	256	1	"	"	PUNCT
cana-2054	256	2	counterfactual	counterfactual	ADJ
cana-2054	256	3	explanations	explanation	NOUN
cana-2054	256	4	for	for	ADP
cana-2054	256	5	medical	medical	ADJ
cana-2054	256	6	image	image	NOUN
cana-2054	256	7	classification	classification	NOUN
cana-2054	256	8	and	and	CCONJ
cana-2054	256	9	regression	regression	NOUN
cana-2054	256	10	using	use	VERB
cana-2054	256	11	diffusion	diffusion	NOUN
cana-2054	256	12	autoencoder	autoencoder	NOUN
cana-2054	256	13	.	.	PUNCT
cana-2054	256	14	"	"	PUNCT
cana-2054	257	1	arxiv	arxiv	PROPN
cana-2054	257	2	preprint	preprint	VERB
cana-2054	257	3	arxiv:2408.01571	arxiv:2408.01571	PROPN
cana-2054	257	4	(	(	PUNCT
cana-2054	257	5	2024	2024	NUM
cana-2054	257	6	)	)	PUNCT
cana-2054	257	7	.	.	PUNCT
cana-2054	258	1	[	[	X
cana-2054	258	2	14	14	NUM
cana-2054	258	3	]	]	X
cana-2054	258	4	dai	dai	PROPN
cana-2054	258	5	,	,	PUNCT
cana-2054	258	6	xinyue	xinyue	PROPN
cana-2054	258	7	,	,	PUNCT
cana-2054	258	8	et	et	PROPN
cana-2054	258	9	al	al	PROPN
cana-2054	258	10	.	.	PUNCT
cana-2054	259	1	"	"	PUNCT
cana-2054	259	2	counterfactual	counterfactual	ADJ
cana-2054	259	3	explanations	explanation	NOUN
cana-2054	259	4	for	for	ADP
cana-2054	259	5	prediction	prediction	NOUN
cana-2054	259	6	and	and	CCONJ
cana-2054	259	7	diagnosis	diagnosis	NOUN
cana-2054	259	8	in	in	ADP
cana-2054	259	9	xai	xai	PROPN
cana-2054	259	10	.	.	PUNCT
cana-2054	259	11	"	"	PUNCT
cana-2054	260	1	proceedings	proceeding	NOUN
cana-2054	260	2	of	of	ADP
cana-2054	260	3	the	the	DET
cana-2054	260	4	2022	2022	NUM
cana-2054	260	5	aaai	aaai	PROPN
cana-2054	260	6	/	/	SYM
cana-2054	260	7	acm	acm	PROPN
cana-2054	260	8	conference	conference	NOUN
cana-2054	260	9	on	on	ADP
cana-2054	260	10	ai	ai	PROPN
cana-2054	260	11	,	,	PUNCT
cana-2054	260	12	ethics	ethic	NOUN
cana-2054	260	13	,	,	PUNCT
cana-2054	260	14	and	and	CCONJ
cana-2054	260	15	society	society	NOUN
cana-2054	260	16	.	.	PUNCT
cana-2054	261	1	2022	2022	NUM
cana-2054	261	2	.	.	PUNCT
cana-2054	262	1	[	[	X
cana-2054	262	2	15	15	NUM
cana-2054	262	3	]	]	X
cana-2054	262	4	cheng	cheng	PROPN
cana-2054	262	5	,	,	PUNCT
cana-2054	262	6	furui	furui	PROPN
cana-2054	262	7	,	,	PUNCT
cana-2054	262	8	yao	yao	PROPN
cana-2054	262	9	ming	ming	PROPN
cana-2054	262	10	,	,	PUNCT
cana-2054	262	11	and	and	CCONJ
cana-2054	262	12	huamin	huamin	PROPN
cana-2054	262	13	qu	qu	PROPN
cana-2054	262	14	.	.	PUNCT
cana-2054	263	1	"	"	PUNCT
cana-2054	263	2	dece	dece	PROPN
cana-2054	263	3	:	:	PUNCT
cana-2054	263	4	decision	decision	NOUN
cana-2054	263	5	explorer	explorer	NOUN
cana-2054	263	6	with	with	ADP
cana-2054	263	7	counterfactual	counterfactual	ADJ
cana-2054	263	8	explanations	explanation	NOUN
cana-2054	263	9	for	for	ADP
cana-2054	263	10	machine	machine	NOUN
cana-2054	263	11	learning	learning	NOUN
cana-2054	263	12	models	model	NOUN
cana-2054	263	13	.	.	PUNCT
cana-2054	263	14	"	"	PUNCT
cana-2054	263	15	ieee	ieee	NOUN
cana-2054	263	16	transactions	transaction	NOUN
cana-2054	263	17	on	on	ADP
cana-2054	263	18	visualization	visualization	NOUN
cana-2054	263	19	and	and	CCONJ
cana-2054	263	20	computer	computer	NOUN
cana-2054	263	21	graphics	graphic	NOUN
cana-2054	263	22	27.2	27.2	NUM
cana-2054	263	23	(	(	PUNCT
cana-2054	263	24	2020	2020	NUM
cana-2054	263	25	):	):	PUNCT
cana-2054	263	26	1438	1438	NUM
cana-2054	263	27	-	-	SYM
cana-2054	263	28	1447	1447	NUM
cana-2054	263	29	.	.	PUNCT
cana-2054	264	1	[	[	X
cana-2054	264	2	16	16	NUM
cana-2054	264	3	]	]	X
cana-2054	264	4	huang	huang	PROPN
cana-2054	264	5	,	,	PUNCT
cana-2054	264	6	hao	hao	PROPN
cana-2054	264	7	,	,	PUNCT
cana-2054	264	8	emetis	emetis	PROPN
cana-2054	264	9	niazmand	niazmand	ADV
cana-2054	264	10	,	,	PUNCT
cana-2054	264	11	and	and	CCONJ
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cana-2054	264	13	-	-	PUNCT
cana-2054	264	14	esther	esther	PROPN
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cana-2054	264	16	.	.	PUNCT
cana-2054	265	1	"	"	PUNCT
cana-2054	265	2	hybrid	hybrid	ADJ
cana-2054	265	3	ai	ai	NOUN
cana-2054	265	4	approach	approach	NOUN
cana-2054	265	5	for	for	ADP
cana-2054	265	6	counterfactual	counterfactual	ADJ
cana-2054	265	7	prediction	prediction	NOUN
cana-2054	265	8	over	over	ADP
cana-2054	265	9	knowledge	knowledge	NOUN
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cana-2054	265	11	for	for	ADP
cana-2054	265	12	personal	personal	ADJ
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cana-2054	265	14	.	.	PUNCT
cana-2054	265	15	"	"	PUNCT
cana-2054	266	1	artificial	artificial	ADJ
cana-2054	266	2	intelligence	intelligence	NOUN
cana-2054	266	3	and	and	CCONJ
cana-2054	266	4	data	datum	NOUN
cana-2054	266	5	science	science	NOUN
cana-2054	266	6	for	for	ADP
cana-2054	266	7	healthcare	healthcare	NOUN
cana-2054	266	8	:	:	PUNCT
cana-2054	266	9	bridging	bridge	VERB
cana-2054	266	10	datacentric	datacentric	PROPN
cana-2054	266	11	ai	ai	VERB
cana-2054	266	12	and	and	CCONJ
cana-2054	266	13	people	people	NOUN
cana-2054	266	14	-	-	PUNCT
cana-2054	266	15	centric	centric	ADJ
cana-2054	266	16	healthcare	healthcare	NOUN
cana-2054	266	17	.	.	PUNCT
cana-2054	267	1	2024	2024	NUM
cana-2054	267	2	.	.	PUNCT
cana-2054	268	1	[	[	X
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cana-2054	268	3	]	]	X
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cana-2054	268	9	,	,	PUNCT
cana-2054	268	10	et	et	PROPN
cana-2054	268	11	al	al	PROPN
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cana-2054	269	1	"	"	PUNCT
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cana-2054	269	5	in	in	ADP
cana-2054	269	6	explainable	explainable	ADJ
cana-2054	269	7	artificial	artificial	ADJ
cana-2054	269	8	intelligence	intelligence	NOUN
cana-2054	269	9	:	:	PUNCT
cana-2054	269	10	theory	theory	NOUN
cana-2054	269	11	,	,	PUNCT
cana-2054	269	12	algorithms	algorithm	NOUN
cana-2054	269	13	,	,	PUNCT
cana-2054	269	14	and	and	CCONJ
cana-2054	269	15	applications	application	NOUN
cana-2054	269	16	.	.	PUNCT
cana-2054	269	17	"	"	PUNCT
cana-2054	270	1	information	information	NOUN
cana-2054	270	2	fusion	fusion	NOUN
cana-2054	270	3	81	81	NUM
cana-2054	270	4	(	(	PUNCT
cana-2054	270	5	2022	2022	NUM
cana-2054	270	6	):	):	PUNCT
cana-2054	270	7	59	59	NUM
cana-2054	270	8	-	-	SYM
cana-2054	270	9	83	83	NUM
cana-2054	270	10	.	.	PUNCT
cana-2054	271	1	[	[	X
cana-2054	271	2	18	18	NUM
cana-2054	271	3	]	]	X
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cana-2054	271	5	,	,	PUNCT
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cana-2054	271	7	,	,	PUNCT
cana-2054	271	8	et	et	PROPN
cana-2054	271	9	al	al	PROPN
cana-2054	271	10	.	.	PUNCT
cana-2054	272	1	"	"	PUNCT
cana-2054	272	2	ganterfactual	ganterfactual	ADJ
cana-2054	272	3	—	—	PUNCT
cana-2054	272	4	counterfactual	counterfactual	ADJ
cana-2054	272	5	explanations	explanation	NOUN
cana-2054	272	6	for	for	SCONJ
cana-2054	272	7	medical	medical	ADJ
cana-2054	272	8	non	non	NOUN
cana-2054	272	9	-	-	NOUN
cana-2054	272	10	experts	expert	NOUN
cana-2054	272	11	using	use	VERB
cana-2054	272	12	generative	generative	ADJ
cana-2054	272	13	adversarial	adversarial	ADJ
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cana-2054	272	15	.	.	PUNCT
cana-2054	272	16	"	"	PUNCT
cana-2054	273	1	frontiers	frontier	NOUN
cana-2054	273	2	in	in	ADP
cana-2054	273	3	artificial	artificial	ADJ
cana-2054	273	4	intelligence	intelligence	NOUN
cana-2054	273	5	5	5	NUM
cana-2054	273	6	(	(	PUNCT
cana-2054	273	7	2022	2022	NUM
cana-2054	273	8	):	):	PUNCT
cana-2054	273	9	825565	825565	NUM
cana-2054	273	10	.	.	PUNCT
cana-2054	274	1	[	[	X
cana-2054	274	2	19	19	NUM
cana-2054	274	3	]	]	X
cana-2054	274	4	singh	singh	PROPN
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cana-2054	274	6	chaitanya	chaitanya	PROPN
cana-2054	274	7	,	,	PUNCT
cana-2054	274	8	et	et	PROPN
cana-2054	274	9	al	al	PROPN
cana-2054	274	10	.	.	PUNCT
cana-2054	274	11	"	"	PUNCT
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cana-2054	274	13	machine	machine	NOUN
cana-2054	274	14	tool	tool	NOUN
cana-2054	274	15	data	datum	NOUN
cana-2054	274	16	condition	condition	NOUN
cana-2054	274	17	to	to	ADP
cana-2054	274	18	predictive	predictive	VERB
cana-2054	274	19	smart	smart	ADJ
cana-2054	274	20	maintenance	maintenance	NOUN
cana-2054	274	21	by	by	ADP
cana-2054	274	22	using	use	VERB
cana-2054	274	23	artificial	artificial	ADJ
cana-2054	274	24	intelligence	intelligence	NOUN
cana-2054	274	25	.	.	PUNCT
cana-2054	274	26	"	"	PUNCT
cana-2054	275	1	international	international	ADJ
cana-2054	275	2	conference	conference	NOUN
cana-2054	275	3	on	on	ADP
cana-2054	275	4	emerging	emerge	VERB
cana-2054	275	5	technologies	technology	NOUN
cana-2054	275	6	in	in	ADP
cana-2054	275	7	computer	computer	NOUN
cana-2054	275	8	engineering	engineering	NOUN
cana-2054	275	9	.	.	PUNCT
cana-2054	276	1	cham	cham	PROPN
cana-2054	276	2	:	:	PUNCT
cana-2054	276	3	springer	springer	NOUN
cana-2054	276	4	international	international	ADJ
cana-2054	276	5	publishing	publishing	NOUN
cana-2054	276	6	,	,	PUNCT
cana-2054	276	7	2022	2022	NUM
cana-2054	276	8	..	..	PUNCT
cana-2054	277	1	[	[	X
cana-2054	277	2	20	20	NUM
cana-2054	277	3	]	]	PUNCT
cana-2054	277	4	dash	dash	NOUN
cana-2054	277	5	,	,	PUNCT
cana-2054	277	6	saloni	saloni	NOUN
cana-2054	277	7	,	,	PUNCT
cana-2054	277	8	vineeth	vineeth	PROPN
cana-2054	277	9	n.	n.	PROPN
cana-2054	277	10	balasubramanian	balasubramanian	PROPN
cana-2054	277	11	,	,	PUNCT
cana-2054	277	12	and	and	CCONJ
cana-2054	277	13	amit	amit	PROPN
cana-2054	277	14	sharma	sharma	PROPN
cana-2054	277	15	.	.	PUNCT
cana-2054	278	1	"	"	PUNCT
cana-2054	278	2	evaluating	evaluate	VERB
cana-2054	278	3	and	and	CCONJ
cana-2054	278	4	mitigating	mitigate	VERB
cana-2054	278	5	bias	bias	NOUN
cana-2054	278	6	in	in	ADP
cana-2054	278	7	image	image	NOUN
cana-2054	278	8	classifiers	classifier	NOUN
cana-2054	278	9	:	:	PUNCT
cana-2054	278	10	a	a	DET
cana-2054	278	11	causal	causal	ADJ
cana-2054	278	12	perspective	perspective	NOUN
cana-2054	278	13	using	use	VERB
cana-2054	278	14	counterfactuals	counterfactual	NOUN
cana-2054	278	15	.	.	PUNCT
cana-2054	278	16	"	"	PUNCT
cana-2054	278	17	proceedings	proceeding	NOUN
cana-2054	278	18	of	of	ADP
cana-2054	278	19	the	the	DET
cana-2054	278	20	ieee	ieee	NOUN
cana-2054	278	21	/	/	SYM
cana-2054	278	22	cvf	cvf	NOUN
cana-2054	278	23	winter	winter	NOUN
cana-2054	278	24	conference	conference	NOUN
cana-2054	278	25	on	on	ADP
cana-2054	278	26	applications	application	NOUN
cana-2054	278	27	of	of	ADP
cana-2054	278	28	computer	computer	NOUN
cana-2054	278	29	vision	vision	NOUN
cana-2054	278	30	.	.	PUNCT
cana-2054	279	1	2022	2022	NUM
cana-2054	279	2	.	.	PUNCT
cana-2054	280	1	[	[	X
cana-2054	280	2	21	21	NUM
cana-2054	280	3	]	]	X
cana-2054	280	4	son	son	PROPN
cana-2054	280	5	,	,	PUNCT
cana-2054	280	6	jaemin	jaemin	PROPN
cana-2054	280	7	,	,	PUNCT
cana-2054	280	8	et	et	PROPN
cana-2054	280	9	al	al	PROPN
cana-2054	280	10	.	.	PUNCT
cana-2054	281	1	"	"	PUNCT
cana-2054	281	2	an	an	DET
cana-2054	281	3	interpretable	interpretable	ADJ
cana-2054	281	4	and	and	CCONJ
cana-2054	281	5	interactive	interactive	ADJ
cana-2054	281	6	deep	deep	ADJ
cana-2054	281	7	learning	learning	NOUN
cana-2054	281	8	algorithm	algorithm	NOUN
cana-2054	281	9	for	for	ADP
cana-2054	281	10	a	a	DET
cana-2054	281	11	clinically	clinically	ADV
cana-2054	281	12	applicable	applicable	ADJ
cana-2054	281	13	retinal	retinal	ADJ
cana-2054	281	14	fundus	fundus	NOUN
cana-2054	281	15	diagnosis	diagnosis	NOUN
cana-2054	281	16	system	system	NOUN
cana-2054	281	17	by	by	ADP
cana-2054	281	18	modelling	model	VERB
cana-2054	281	19	finding	finding	NOUN
cana-2054	281	20	-	-	PUNCT
cana-2054	281	21	disease	disease	NOUN
cana-2054	281	22	relationship	relationship	NOUN
cana-2054	281	23	.	.	PUNCT
cana-2054	281	24	"	"	PUNCT
cana-2054	282	1	scientific	scientific	ADJ
cana-2054	282	2	reports	report	NOUN
cana-2054	282	3	13.1	13.1	NUM
cana-2054	282	4	(	(	PUNCT
cana-2054	282	5	2023	2023	NUM
cana-2054	282	6	):	):	PUNCT
cana-2054	282	7	5934	5934	NUM
cana-2054	282	8	.	.	PUNCT
cana-2054	283	1	[	[	X
cana-2054	283	2	22	22	NUM
cana-2054	283	3	]	]	X
cana-2054	283	4	barraza	barraza	PROPN
cana-2054	283	5	,	,	PUNCT
cana-2054	283	6	joaquín	joaquín	PROPN
cana-2054	283	7	figueroa	figueroa	PROPN
cana-2054	283	8	,	,	PUNCT
cana-2054	283	9	enrique	enrique	PROPN
cana-2054	283	10	lópez	lópez	PROPN
cana-2054	283	11	droguett	droguett	PROPN
cana-2054	283	12	,	,	PUNCT
cana-2054	283	13	and	and	CCONJ
cana-2054	283	14	marcelo	marcelo	PROPN
cana-2054	283	15	ramos	ramos	PROPN
cana-2054	283	16	martins	martins	PROPN
cana-2054	283	17	.	.	PUNCT
cana-2054	284	1	"	"	PUNCT
cana-2054	284	2	fs	fs	PROPN
cana-2054	284	3	-	-	PUNCT
cana-2054	284	4	scf	scf	NOUN
cana-2054	284	5	network	network	NOUN
cana-2054	284	6	:	:	PUNCT
cana-2054	284	7	neural	neural	ADJ
cana-2054	284	8	network	network	NOUN
cana-2054	284	9	interpretability	interpretability	NOUN
cana-2054	284	10	based	base	VERB
cana-2054	284	11	on	on	ADP
cana-2054	284	12	counterfactual	counterfactual	ADJ
cana-2054	284	13	generation	generation	NOUN
cana-2054	284	14	and	and	CCONJ
cana-2054	284	15	feature	feature	NOUN
cana-2054	284	16	selection	selection	NOUN
cana-2054	284	17	for	for	ADP
cana-2054	284	18	fault	fault	NOUN
cana-2054	284	19	diagnosis	diagnosis	NOUN
cana-2054	284	20	.	.	PUNCT
cana-2054	284	21	"	"	PUNCT
cana-2054	285	1	expert	expert	ADJ
cana-2054	285	2	systems	system	NOUN
cana-2054	285	3	with	with	ADP
cana-2054	285	4	applications	application	NOUN
cana-2054	285	5	237	237	NUM
cana-2054	285	6	(	(	PUNCT
cana-2054	285	7	2024	2024	NUM
cana-2054	285	8	):	):	PUNCT
cana-2054	285	9	121670	121670	NUM
cana-2054	285	10	.	.	PUNCT
cana-2054	286	1	[	[	X
cana-2054	286	2	23	23	NUM
cana-2054	286	3	]	]	X
cana-2054	286	4	zhang	zhang	PROPN
cana-2054	286	5	,	,	PUNCT
cana-2054	286	6	baoliang	baoliang	PROPN
cana-2054	286	7	,	,	PUNCT
cana-2054	286	8	et	et	PROPN
cana-2054	286	9	al	al	PROPN
cana-2054	286	10	.	.	PUNCT
cana-2054	287	1	"	"	PUNCT
cana-2054	287	2	counterfactual	counterfactual	ADJ
cana-2054	287	3	inference	inference	NOUN
cana-2054	287	4	graph	graph	NOUN
cana-2054	287	5	network	network	NOUN
cana-2054	287	6	for	for	ADP
cana-2054	287	7	disease	disease	NOUN
cana-2054	287	8	prediction	prediction	NOUN
cana-2054	287	9	.	.	PUNCT
cana-2054	287	10	"	"	PUNCT
cana-2054	288	1	knowledge	knowledge	NOUN
cana-2054	288	2	-	-	PUNCT
cana-2054	288	3	based	base	VERB
cana-2054	288	4	systems	system	NOUN
cana-2054	288	5	255	255	NUM
cana-2054	288	6	(	(	PUNCT
cana-2054	288	7	2022	2022	NUM
cana-2054	288	8	):	):	PUNCT
cana-2054	288	9	109722	109722	NUM
cana-2054	288	10	.	.	PUNCT
cana-2054	289	1	[	[	X
cana-2054	289	2	24	24	NUM
cana-2054	289	3	]	]	X
cana-2054	289	4	sun	sun	NOUN
cana-2054	289	5	,	,	PUNCT
cana-2054	289	6	zhaohong	zhaohong	PROPN
cana-2054	289	7	,	,	PUNCT
cana-2054	289	8	et	et	PROPN
cana-2054	289	9	al	al	PROPN
cana-2054	289	10	.	.	PUNCT
cana-2054	290	1	"	"	PUNCT
cana-2054	290	2	adversarial	adversarial	ADJ
cana-2054	290	3	reinforcement	reinforcement	NOUN
cana-2054	290	4	learning	learning	NOUN
cana-2054	290	5	for	for	ADP
cana-2054	290	6	dynamic	dynamic	ADJ
cana-2054	290	7	treatment	treatment	NOUN
cana-2054	290	8	regimes	regime	NOUN
cana-2054	290	9	.	.	PUNCT
cana-2054	290	10	"	"	PUNCT
cana-2054	291	1	journal	journal	NOUN
cana-2054	291	2	of	of	ADP
cana-2054	291	3	biomedical	biomedical	ADJ
cana-2054	291	4	informatics	informatic	NOUN
cana-2054	291	5	137	137	NUM
cana-2054	291	6	(	(	PUNCT
cana-2054	291	7	2023	2023	NUM
cana-2054	291	8	):	):	PUNCT
cana-2054	291	9	104244	104244	NUM
cana-2054	291	10	.	.	PUNCT
cana-2054	292	1	[	[	X
cana-2054	292	2	25	25	NUM
cana-2054	292	3	]	]	PUNCT
cana-2054	292	4	patro	patro	PROPN
cana-2054	292	5	,	,	PUNCT
cana-2054	292	6	r.	r.	PROPN
cana-2054	292	7	azhagumurugan	azhagumurugan	PROPN
cana-2054	292	8	,	,	PUNCT
cana-2054	292	9	r.	r.	PROPN
cana-2054	292	10	sathya	sathya	PROPN
cana-2054	292	11	,	,	PUNCT
cana-2054	292	12	k.	k.	PROPN
cana-2054	292	13	kumar	kumar	PROPN
cana-2054	292	14	,	,	PUNCT
cana-2054	292	15	t.	t.	PROPN
cana-2054	292	16	r.	r.	PROPN
cana-2054	292	17	kumar	kumar	PROPN
cana-2054	292	18	and	and	CCONJ
cana-2054	292	19	m.	m.	PROPN
cana-2054	292	20	v.	v.	PROPN
cana-2054	292	21	s.	s.	PROPN
cana-2054	292	22	babu	babu	PROPN
cana-2054	292	23	,	,	PUNCT
cana-2054	292	24	"	"	PUNCT
cana-2054	292	25	a	a	DET
cana-2054	292	26	hybrid	hybrid	ADJ
cana-2054	292	27	approach	approach	NOUN
cana-2054	292	28	estimates	estimate	VERB
cana-2054	292	29	the	the	DET
cana-2054	292	30	real	real	ADJ
cana-2054	292	31	-	-	PUNCT
cana-2054	292	32	time	time	NOUN
cana-2054	292	33	health	health	NOUN
cana-2054	292	34	state	state	NOUN
cana-2054	292	35	of	of	ADP
cana-2054	292	36	a	a	DET
cana-2054	292	37	bearing	bearing	NOUN
cana-2054	292	38	by	by	ADP
cana-2054	292	39	accelerated	accelerate	VERB
cana-2054	292	40	degradation	degradation	NOUN
cana-2054	292	41	tests	test	NOUN
cana-2054	292	42	,	,	PUNCT
cana-2054	292	43	machine	machine	NOUN
cana-2054	292	44	learning	learning	NOUN
cana-2054	292	45	,	,	PUNCT
cana-2054	292	46	"	"	PUNCT
cana-2054	292	47	2021	2021	NUM
cana-2054	292	48	second	second	ADJ
cana-2054	292	49	international	international	ADJ
cana-2054	292	50	conference	conference	NOUN
cana-2054	292	51	on	on	ADP
cana-2054	292	52	smart	smart	ADJ
cana-2054	292	53	technologies	technology	NOUN
cana-2054	292	54	in	in	ADP
cana-2054	292	55	computing	computing	NOUN
cana-2054	292	56	,	,	PUNCT
cana-2054	292	57	electrical	electrical	ADJ
cana-2054	292	58	and	and	CCONJ
cana-2054	292	59	electronics	electronics	NOUN
cana-2054	292	60	(	(	PUNCT
cana-2054	292	61	icstcee	icstcee	NOUN
cana-2054	292	62	)	)	PUNCT
cana-2054	292	63	,	,	PUNCT
cana-2054	292	64	bengaluru	bengaluru	PROPN
cana-2054	292	65	,	,	PUNCT
cana-2054	292	66	india	india	PROPN
cana-2054	292	67	,	,	PUNCT
cana-2054	292	68	2021	2021	NUM
cana-2054	292	69	,	,	PUNCT
cana-2054	292	70	pp	pp	ADJ
cana-2054	292	71	.	.	PUNCT
cana-2054	293	1	1	1	NUM
cana-2054	293	2	-	-	SYM
cana-2054	293	3	9	9	NUM
cana-2054	293	4	,	,	PUNCT
cana-2054	293	5	doi	doi	NOUN
cana-2054	293	6	:	:	PUNCT
cana-2054	293	7	10.1109	10.1109	NUM
cana-2054	293	8	/	/	SYM
cana-2054	293	9	icstcee54422.2021.9708591	icstcee54422.2021.9708591	PROPN