id	sid	tid	token	lemma	pos
hls-13433	1	1	hrev_master	hrev_master	NOUN
hls-13433	1	2	healthcare	healthcare	NOUN
hls-13433	1	3	in	in	ADP
hls-13433	1	4	low	low	ADJ
hls-13433	1	5	-	-	PUNCT
hls-13433	1	6	resource	resource	NOUN
hls-13433	1	7	settings	setting	NOUN
hls-13433	1	8	2025	2025	NUM
hls-13433	1	9	;	;	PUNCT
hls-13433	1	10	volume	volume	NOUN
hls-13433	1	11	13:13433	13:13433	NUM
hls-13433	1	12	insights	insight	NOUN
hls-13433	1	13	into	into	ADP
hls-13433	1	14	gender	gender	NOUN
hls-13433	1	15	-	-	PUNCT
hls-13433	1	16	equity	equity	NOUN
hls-13433	1	17	in	in	ADP
hls-13433	1	18	healthcare	healthcare	NOUN
hls-13433	1	19	accessibility	accessibility	NOUN
hls-13433	1	20	in	in	ADP
hls-13433	1	21	northern	northern	PROPN
hls-13433	1	22	nigeria	nigeria	PROPN
hls-13433	1	23	:	:	PUNCT
hls-13433	1	24	descriptive	descriptive	ADJ
hls-13433	1	25	and	and	CCONJ
hls-13433	1	26	predictive	predictive	ADJ
hls-13433	1	27	approaches	approach	NOUN
hls-13433	1	28	chika	chika	PROPN
hls-13433	1	29	yinka	yinka	ADJ
hls-13433	1	30	-	-	PUNCT
hls-13433	1	31	banjo,1	banjo,1	ADJ
hls-13433	1	32	olasupo	olasupo	NOUN
hls-13433	1	33	ajayi,2	ajayi,2	PROPN
hls-13433	1	34	mary	mary	PROPN
hls-13433	1	35	akinyemi,3	akinyemi,3	PROPN
hls-13433	1	36	david	david	PROPN
hls-13433	1	37	tresner	tresner	PROPN
hls-13433	1	38	-	-	PUNCT
hls-13433	1	39	kirsch,4,5	kirsch,4,5	PROPN
hls-13433	1	40	adekemi	adekemi	ADV
hls-13433	1	41	omotubora6	omotubora6	NOUN
hls-13433	1	42	1department	1department	NUM
hls-13433	1	43	of	of	ADP
hls-13433	1	44	computer	computer	NOUN
hls-13433	1	45	sciences	sciences	PROPN
hls-13433	1	46	,	,	PUNCT
hls-13433	1	47	university	university	NOUN
hls-13433	1	48	of	of	ADP
hls-13433	1	49	lagos	lago	NOUN
hls-13433	1	50	,	,	PUNCT
hls-13433	1	51	lagos	lago	NOUN
hls-13433	1	52	,	,	PUNCT
hls-13433	1	53	nigeria	nigeria	PRON
hls-13433	1	54	;	;	PUNCT
hls-13433	1	55	2caesar	2caesar	NUM
hls-13433	1	56	lab	lab	NOUN
hls-13433	1	57	,	,	PUNCT
hls-13433	1	58	queen	queen	PROPN
hls-13433	1	59	’s	’s	PART
hls-13433	1	60	university	university	PROPN
hls-13433	1	61	,	,	PUNCT
hls-13433	1	62	kingston	kingston	PROPN
hls-13433	1	63	,	,	PUNCT
hls-13433	1	64	on	on	ADP
hls-13433	1	65	,	,	PUNCT
hls-13433	1	66	canada	canada	PROPN
hls-13433	1	67	;	;	PUNCT
hls-13433	1	68	3department	3department	NUM
hls-13433	1	69	of	of	ADP
hls-13433	1	70	mathematics	mathematics	PROPN
hls-13433	1	71	&	&	CCONJ
hls-13433	1	72	statistics	statistics	PROPN
hls-13433	1	73	,	,	PUNCT
hls-13433	1	74	austin	austin	PROPN
hls-13433	1	75	peay	peay	ADJ
hls-13433	1	76	state	state	NOUN
hls-13433	1	77	university	university	NOUN
hls-13433	1	78	,	,	PUNCT
hls-13433	1	79	clarksville	clarksville	PROPN
hls-13433	1	80	,	,	PUNCT
hls-13433	1	81	tn	tn	PROPN
hls-13433	1	82	,	,	PUNCT
hls-13433	1	83	united	united	PROPN
hls-13433	1	84	states	states	PROPN
hls-13433	1	85	;	;	PUNCT
hls-13433	1	86	4nivi	4nivi	PROPN
hls-13433	1	87	,	,	PUNCT
hls-13433	1	88	inc	inc	PROPN
hls-13433	1	89	.	.	PROPN
hls-13433	1	90	,	,	PUNCT
hls-13433	1	91	sudbury	sudbury	PROPN
hls-13433	1	92	,	,	PUNCT
hls-13433	1	93	ma	ma	PROPN
hls-13433	1	94	,	,	PUNCT
hls-13433	1	95	united	united	PROPN
hls-13433	1	96	states	states	PROPN
hls-13433	1	97	;	;	PUNCT
hls-13433	1	98	5department	5department	NUM
hls-13433	1	99	of	of	ADP
hls-13433	1	100	computer	computer	NOUN
hls-13433	1	101	science	science	NOUN
hls-13433	1	102	,	,	PUNCT
hls-13433	1	103	brandeis	brandeis	PROPN
hls-13433	1	104	university	university	PROPN
hls-13433	1	105	,	,	PUNCT
hls-13433	1	106	waltham	waltham	PROPN
hls-13433	1	107	,	,	PUNCT
hls-13433	1	108	ma	ma	PROPN
hls-13433	1	109	,	,	PUNCT
hls-13433	1	110	united	united	PROPN
hls-13433	1	111	states	states	PROPN
hls-13433	1	112	;	;	PUNCT
hls-13433	1	113	6department	6department	NUM
hls-13433	1	114	of	of	ADP
hls-13433	1	115	commercial	commercial	ADJ
hls-13433	1	116	&	&	CCONJ
hls-13433	1	117	industrial	industrial	ADJ
hls-13433	1	118	law	law	NOUN
hls-13433	1	119	,	,	PUNCT
hls-13433	1	120	university	university	NOUN
hls-13433	1	121	of	of	ADP
hls-13433	1	122	lagos	lago	NOUN
hls-13433	1	123	,	,	PUNCT
hls-13433	1	124	lagos	lago	NOUN
hls-13433	1	125	,	,	PUNCT
hls-13433	1	126	nigeria	nigeria	PROPN
hls-13433	1	127	abstract	abstract	ADJ
hls-13433	1	128	universal	universal	ADJ
hls-13433	1	129	health	health	NOUN
hls-13433	1	130	coverage	coverage	NOUN
hls-13433	1	131	(	(	PUNCT
hls-13433	1	132	uhc	uhc	PROPN
hls-13433	1	133	)	)	PUNCT
hls-13433	1	134	aims	aim	VERB
hls-13433	1	135	at	at	ADP
hls-13433	1	136	ensuring	ensure	VERB
hls-13433	1	137	equitable	equitable	ADJ
hls-13433	1	138	access	access	NOUN
hls-13433	1	139	to	to	ADP
hls-13433	1	140	healthcare	healthcare	NOUN
hls-13433	1	141	for	for	ADP
hls-13433	1	142	everyone	everyone	PRON
hls-13433	1	143	,	,	PUNCT
hls-13433	1	144	irrespective	irrespective	ADV
hls-13433	1	145	of	of	ADP
hls-13433	1	146	gender	gender	NOUN
hls-13433	1	147	,	,	PUNCT
hls-13433	1	148	location	location	NOUN
hls-13433	1	149	,	,	PUNCT
hls-13433	1	150	or	or	CCONJ
hls-13433	1	151	financial	financial	ADJ
hls-13433	1	152	status	status	NOUN
hls-13433	1	153	.	.	PUNCT
hls-13433	2	1	though	though	SCONJ
hls-13433	2	2	progress	progress	NOUN
hls-13433	2	3	has	have	AUX
hls-13433	2	4	been	be	AUX
hls-13433	2	5	made	make	VERB
hls-13433	2	6	in	in	ADP
hls-13433	2	7	achieving	achieve	VERB
hls-13433	2	8	uhc	uhc	PROPN
hls-13433	2	9	,	,	PUNCT
hls-13433	2	10	a	a	DET
hls-13433	2	11	lot	lot	NOUN
hls-13433	2	12	remains	remain	VERB
hls-13433	2	13	to	to	PART
hls-13433	2	14	be	be	AUX
hls-13433	2	15	done	do	VERB
hls-13433	2	16	in	in	ADP
hls-13433	2	17	under	under	ADV
hls-13433	2	18	-	-	PUNCT
hls-13433	2	19	served	serve	VERB
hls-13433	2	20	areas	area	NOUN
hls-13433	2	21	of	of	ADP
hls-13433	2	22	the	the	DET
hls-13433	2	23	world	world	NOUN
hls-13433	2	24	.	.	PUNCT
hls-13433	3	1	these	these	DET
hls-13433	3	2	regions	region	NOUN
hls-13433	3	3	face	face	VERB
hls-13433	3	4	immense	immense	ADJ
hls-13433	3	5	challenges	challenge	NOUN
hls-13433	3	6	accessing	access	VERB
hls-13433	3	7	healthcare	healthcare	PROPN
hls-13433	3	8	services	service	NOUN
hls-13433	3	9	,	,	PUNCT
hls-13433	3	10	including	include	VERB
hls-13433	3	11	unavailability	unavailability	NOUN
hls-13433	3	12	of	of	ADP
hls-13433	3	13	basic	basic	ADJ
hls-13433	3	14	medications	medication	NOUN
hls-13433	3	15	,	,	PUNCT
hls-13433	3	16	socio	socio	NOUN
hls-13433	3	17	-	-	PUNCT
hls-13433	3	18	cultural	cultural	ADJ
hls-13433	3	19	and	and	CCONJ
hls-13433	3	20	religious	religious	ADJ
hls-13433	3	21	beliefs	belief	NOUN
hls-13433	3	22	,	,	PUNCT
hls-13433	3	23	and	and	CCONJ
hls-13433	3	24	various	various	ADJ
hls-13433	3	25	forms	form	NOUN
hls-13433	3	26	of	of	ADP
hls-13433	3	27	discrimination	discrimination	NOUN
hls-13433	3	28	.	.	PUNCT
hls-13433	4	1	beyond	beyond	ADP
hls-13433	4	2	these	these	PRON
hls-13433	4	3	,	,	PUNCT
hls-13433	4	4	women	woman	NOUN
hls-13433	4	5	are	be	AUX
hls-13433	4	6	still	still	ADV
hls-13433	4	7	severely	severely	ADV
hls-13433	4	8	disadvantaged	disadvantaged	ADJ
hls-13433	4	9	in	in	ADP
hls-13433	4	10	these	these	DET
hls-13433	4	11	regions	region	NOUN
hls-13433	4	12	,	,	PUNCT
hls-13433	4	13	with	with	ADP
hls-13433	4	14	child	child	NOUN
hls-13433	4	15	brides	bride	NOUN
hls-13433	4	16	and	and	CCONJ
hls-13433	4	17	teenage	teenage	ADJ
hls-13433	4	18	pregnancy	pregnancy	NOUN
hls-13433	4	19	being	be	AUX
hls-13433	4	20	prevalent	prevalent	ADJ
hls-13433	4	21	.	.	PUNCT
hls-13433	5	1	this	this	DET
hls-13433	5	2	work	work	NOUN
hls-13433	5	3	analysed	analyse	VERB
hls-13433	5	4	data	datum	NOUN
hls-13433	5	5	from	from	ADP
hls-13433	5	6	regions	region	NOUN
hls-13433	5	7	of	of	ADP
hls-13433	5	8	northern	northern	PROPN
hls-13433	5	9	nigeria	nigeria	PROPN
hls-13433	5	10	to	to	PART
hls-13433	5	11	determine	determine	VERB
hls-13433	5	12	equity	equity	NOUN
hls-13433	5	13	in	in	ADP
hls-13433	5	14	healthcare	healthcare	NOUN
hls-13433	5	15	accessibility	accessibility	NOUN
hls-13433	5	16	.	.	PUNCT
hls-13433	6	1	descriptive	descriptive	ADJ
hls-13433	6	2	analysis	analysis	NOUN
hls-13433	6	3	(	(	PUNCT
hls-13433	6	4	using	use	VERB
hls-13433	6	5	correlation	correlation	NOUN
hls-13433	6	6	models	model	NOUN
hls-13433	6	7	)	)	PUNCT
hls-13433	6	8	and	and	CCONJ
hls-13433	6	9	predictive	predictive	ADJ
hls-13433	6	10	analysis	analysis	NOUN
hls-13433	6	11	(	(	PUNCT
hls-13433	6	12	using	use	VERB
hls-13433	6	13	machine	machine	NOUN
hls-13433	6	14	learning	learning	NOUN
hls-13433	6	15	models	model	NOUN
hls-13433	6	16	)	)	PUNCT
hls-13433	6	17	were	be	AUX
hls-13433	6	18	carried	carry	VERB
hls-13433	6	19	out	out	ADP
hls-13433	6	20	.	.	PUNCT
hls-13433	7	1	the	the	DET
hls-13433	7	2	descriptive	descriptive	ADJ
hls-13433	7	3	analysis	analysis	NOUN
hls-13433	7	4	revealed	reveal	VERB
hls-13433	7	5	that	that	SCONJ
hls-13433	7	6	women	woman	NOUN
hls-13433	7	7	with	with	ADP
hls-13433	7	8	low	low	ADJ
hls-13433	7	9	income	income	NOUN
hls-13433	7	10	and	and	CCONJ
hls-13433	7	11	education	education	NOUN
hls-13433	7	12	levels	level	NOUN
hls-13433	7	13	,	,	PUNCT
hls-13433	7	14	and	and	CCONJ
hls-13433	7	15	the	the	DET
hls-13433	7	16	elderly	elderly	ADJ
hls-13433	7	17	have	have	VERB
hls-13433	7	18	a	a	DET
hls-13433	7	19	higher	high	ADJ
hls-13433	7	20	chance	chance	NOUN
hls-13433	7	21	of	of	ADP
hls-13433	7	22	accessing	access	VERB
hls-13433	7	23	healthcare	healthcare	NOUN
hls-13433	7	24	services	service	NOUN
hls-13433	7	25	compared	compare	VERB
hls-13433	7	26	to	to	ADP
hls-13433	7	27	other	other	ADJ
hls-13433	7	28	genders	gender	NOUN
hls-13433	7	29	,	,	PUNCT
hls-13433	7	30	while	while	SCONJ
hls-13433	7	31	the	the	DET
hls-13433	7	32	predictive	predictive	ADJ
hls-13433	7	33	analysis	analysis	NOUN
hls-13433	7	34	revealed	reveal	VERB
hls-13433	7	35	that	that	SCONJ
hls-13433	7	36	,	,	PUNCT
hls-13433	7	37	using	use	VERB
hls-13433	7	38	machine	machine	NOUN
hls-13433	7	39	learning	learning	NOUN
hls-13433	7	40	,	,	PUNCT
hls-13433	7	41	accessibility	accessibility	NOUN
hls-13433	7	42	to	to	ADP
hls-13433	7	43	healthcare	healthcare	NOUN
hls-13433	7	44	services	service	NOUN
hls-13433	7	45	can	can	AUX
hls-13433	7	46	be	be	AUX
hls-13433	7	47	predicted	predict	VERB
hls-13433	7	48	with	with	ADP
hls-13433	7	49	up	up	ADP
hls-13433	7	50	to	to	PART
hls-13433	7	51	81	81	NUM
hls-13433	7	52	%	%	NOUN
hls-13433	7	53	accuracy	accuracy	NOUN
hls-13433	7	54	.	.	PUNCT
hls-13433	8	1	introduction	introduction	NOUN
hls-13433	8	2	in	in	ADP
hls-13433	8	3	the	the	DET
hls-13433	8	4	last	last	ADJ
hls-13433	8	5	few	few	ADJ
hls-13433	8	6	years	year	NOUN
hls-13433	8	7	,	,	PUNCT
hls-13433	8	8	there	there	PRON
hls-13433	8	9	has	have	AUX
hls-13433	8	10	been	be	AUX
hls-13433	8	11	an	an	DET
hls-13433	8	12	overarching	overarching	ADJ
hls-13433	8	13	improvement	improvement	NOUN
hls-13433	8	14	in	in	ADP
hls-13433	8	15	healthcare	healthcare	NOUN
hls-13433	8	16	services	service	NOUN
hls-13433	8	17	globally	globally	ADV
hls-13433	8	18	.	.	PUNCT
hls-13433	9	1	reports	report	NOUN
hls-13433	9	2	from	from	ADP
hls-13433	9	3	the	the	DET
hls-13433	9	4	united	united	PROPN
hls-13433	9	5	nation	nation	PROPN
hls-13433	9	6	and	and	CCONJ
hls-13433	9	7	world	world	PROPN
hls-13433	9	8	health	health	NOUN
hls-13433	9	9	organisation	organisation	NOUN
hls-13433	9	10	show	show	VERB
hls-13433	9	11	that	that	SCONJ
hls-13433	9	12	significant	significant	ADJ
hls-13433	9	13	efforts	effort	NOUN
hls-13433	9	14	have	have	AUX
hls-13433	9	15	been	be	AUX
hls-13433	9	16	made	make	VERB
hls-13433	9	17	in	in	ADP
hls-13433	9	18	reducing	reduce	VERB
hls-13433	9	19	deaths	death	NOUN
hls-13433	9	20	resulting	result	VERB
hls-13433	9	21	from	from	ADP
hls-13433	9	22	various	various	ADJ
hls-13433	9	23	diseases	disease	NOUN
hls-13433	9	24	,	,	PUNCT
hls-13433	9	25	as	as	ADV
hls-13433	9	26	well	well	ADV
hls-13433	9	27	as	as	ADP
hls-13433	9	28	infant	infant	NOUN
hls-13433	9	29	and	and	CCONJ
hls-13433	9	30	maternal	maternal	ADJ
hls-13433	9	31	mortality	mortality	NOUN
hls-13433	9	32	globally.1,2	globally.1,2	NOUN
hls-13433	9	33	despite	despite	SCONJ
hls-13433	9	34	these	these	DET
hls-13433	9	35	efforts	effort	NOUN
hls-13433	9	36	,	,	PUNCT
hls-13433	9	37	healthcare	healthcare	NOUN
hls-13433	9	38	accessibility	accessibility	NOUN
hls-13433	9	39	remains	remain	VERB
hls-13433	9	40	a	a	DET
hls-13433	9	41	challenge	challenge	NOUN
hls-13433	9	42	in	in	ADP
hls-13433	9	43	many	many	ADJ
hls-13433	9	44	parts	part	NOUN
hls-13433	9	45	of	of	ADP
hls-13433	9	46	the	the	DET
hls-13433	9	47	world	world	NOUN
hls-13433	9	48	,	,	PUNCT
hls-13433	9	49	specifically	specifically	ADV
hls-13433	9	50	the	the	DET
hls-13433	9	51	global	global	ADJ
hls-13433	9	52	south	south	PROPN
hls-13433	9	53	countries	country	NOUN
hls-13433	9	54	of	of	ADP
hls-13433	9	55	africa	africa	PROPN
hls-13433	9	56	and	and	CCONJ
hls-13433	9	57	asia	asia	PROPN
hls-13433	9	58	.	.	PUNCT
hls-13433	10	1	these	these	DET
hls-13433	10	2	regions	region	NOUN
hls-13433	10	3	have	have	VERB
hls-13433	10	4	the	the	DET
hls-13433	10	5	lowest	low	ADJ
hls-13433	10	6	number	number	NOUN
hls-13433	10	7	of	of	ADP
hls-13433	10	8	healthcare	healthcare	NOUN
hls-13433	10	9	professionals	professional	NOUN
hls-13433	10	10	at	at	ADP
hls-13433	10	11	2.3	2.3	NUM
hls-13433	10	12	medical	medical	ADJ
hls-13433	10	13	doctors	doctor	NOUN
hls-13433	10	14	per	per	ADP
hls-13433	10	15	10,000	10,000	NUM
hls-13433	10	16	people	people	NOUN
hls-13433	10	17	compared	compare	VERB
hls-13433	10	18	to	to	ADP
hls-13433	10	19	the	the	DET
hls-13433	10	20	world	world	NOUN
hls-13433	10	21	average	average	NOUN
hls-13433	10	22	of	of	ADP
hls-13433	10	23	16.3	16.3	NUM
hls-13433	10	24	doctors	doctor	NOUN
hls-13433	10	25	per	per	ADP
hls-13433	10	26	10,000	10,000	NUM
hls-13433	10	27	people	people	NOUN
hls-13433	10	28	.	.	PUNCT
hls-13433	11	1	women	woman	NOUN
hls-13433	11	2	are	be	AUX
hls-13433	11	3	the	the	DET
hls-13433	11	4	most	most	ADV
hls-13433	11	5	affected	affect	VERB
hls-13433	11	6	by	by	ADP
hls-13433	11	7	the	the	DET
hls-13433	11	8	poor	poor	ADJ
hls-13433	11	9	healthcare	healthcare	NOUN
hls-13433	11	10	services	service	NOUN
hls-13433	11	11	in	in	ADP
hls-13433	11	12	these	these	DET
hls-13433	11	13	regions	region	NOUN
hls-13433	11	14	.	.	PUNCT
hls-13433	12	1	for	for	ADP
hls-13433	12	2	instance	instance	NOUN
hls-13433	12	3	,	,	PUNCT
hls-13433	12	4	approximately	approximately	ADV
hls-13433	12	5	90	90	NUM
hls-13433	12	6	%	%	NOUN
hls-13433	12	7	of	of	ADP
hls-13433	12	8	all	all	DET
hls-13433	12	9	maternal	maternal	ADJ
hls-13433	12	10	mortalities	mortality	NOUN
hls-13433	12	11	globally	globally	ADV
hls-13433	12	12	were	be	AUX
hls-13433	12	13	in	in	ADP
hls-13433	12	14	sub	sub	ADJ
hls-13433	12	15	-	-	ADJ
hls-13433	12	16	saharan	saharan	ADJ
hls-13433	12	17	africa	africa	PROPN
hls-13433	12	18	,	,	PUNCT
hls-13433	12	19	central	central	ADJ
hls-13433	12	20	and	and	CCONJ
hls-13433	12	21	southern	southern	ADJ
hls-13433	12	22	asia	asia	PROPN
hls-13433	12	23	.	.	PUNCT
hls-13433	13	1	similarly	similarly	ADV
hls-13433	13	2	,	,	PUNCT
hls-13433	13	3	these	these	DET
hls-13433	13	4	regions	region	NOUN
hls-13433	13	5	also	also	ADV
hls-13433	13	6	have	have	VERB
hls-13433	13	7	the	the	DET
hls-13433	13	8	highest	high	ADJ
hls-13433	13	9	percentage	percentage	NOUN
hls-13433	13	10	of	of	ADP
hls-13433	13	11	adolescent	adolescent	ADJ
hls-13433	13	12	pregnancy	pregnancy	NOUN
hls-13433	13	13	(	(	PUNCT
hls-13433	13	14	i.e.	i.e.	X
hls-13433	13	15	,	,	PUNCT
hls-13433	13	16	pregnant	pregnant	ADJ
hls-13433	13	17	girls	girl	NOUN
hls-13433	13	18	between	between	ADP
hls-13433	13	19	the	the	DET
hls-13433	13	20	ages	age	NOUN
hls-13433	13	21	of	of	ADP
hls-13433	13	22	15	15	NUM
hls-13433	13	23	and	and	CCONJ
hls-13433	13	24	19).1	19).1	NUM
hls-13433	13	25	several	several	ADJ
hls-13433	13	26	studies	study	NOUN
hls-13433	13	27	have	have	AUX
hls-13433	13	28	attempted	attempt	VERB
hls-13433	13	29	to	to	PART
hls-13433	13	30	assess	assess	VERB
hls-13433	13	31	equity	equity	NOUN
hls-13433	13	32	in	in	ADP
hls-13433	13	33	healthcare	healthcare	PROPN
hls-13433	13	34	systems	system	NOUN
hls-13433	13	35	across	across	ADP
hls-13433	13	36	africa	africa	PROPN
hls-13433	13	37	.	.	PUNCT
hls-13433	14	1	in	in	ADP
hls-13433	14	2	some	some	DET
hls-13433	14	3	work	work	NOUN
hls-13433	14	4	,	,	PUNCT
hls-13433	14	5	statistical	statistical	ADJ
hls-13433	14	6	models	model	NOUN
hls-13433	14	7	were	be	AUX
hls-13433	14	8	used,3	used,3	NOUN
hls-13433	14	9	-	-	PUNCT
hls-13433	14	10	5	5	NUM
hls-13433	14	11	while	while	SCONJ
hls-13433	14	12	others	other	NOUN
hls-13433	14	13	used	use	VERB
hls-13433	14	14	artificial	artificial	ADJ
hls-13433	14	15	intelligence	intelligence	NOUN
hls-13433	14	16	(	(	PUNCT
hls-13433	14	17	ai	ai	NOUN
hls-13433	14	18	)	)	PUNCT
hls-13433	14	19	and	and	CCONJ
hls-13433	14	20	machine	machine	NOUN
hls-13433	14	21	learning	learning	NOUN
hls-13433	14	22	(	(	PUNCT
hls-13433	14	23	ml	ml	NOUN
hls-13433	14	24	)	)	PUNCT
hls-13433	14	25	models	model	NOUN
hls-13433	14	26	to	to	PART
hls-13433	14	27	analyse	analyse	VERB
hls-13433	14	28	health	health	NOUN
hls-13433	14	29	data,6	data,6	NOUN
hls-13433	14	30	predict	predict	VERB
hls-13433	14	31	the	the	DET
hls-13433	14	32	outcome	outcome	NOUN
hls-13433	14	33	of	of	ADP
hls-13433	14	34	healthcare	healthcare	NOUN
hls-13433	14	35	services,7	services,7	VERB
hls-13433	14	36	assess	assess	VERB
hls-13433	14	37	gender	gender	NOUN
hls-13433	14	38	equity,8	equity,8	NOUN
hls-13433	14	39	and/or	and/or	CCONJ
hls-13433	14	40	eliminate	eliminate	VERB
hls-13433	14	41	gender	gender	NOUN
hls-13433	14	42	biases	bias	NOUN
hls-13433	14	43	in	in	ADP
hls-13433	14	44	healthcare.9	healthcare.9	NOUN
hls-13433	14	45	-	-	SYM
hls-13433	14	46	11	11	NUM
hls-13433	14	47	like	like	ADP
hls-13433	14	48	these	these	DET
hls-13433	14	49	works	work	NOUN
hls-13433	14	50	,	,	PUNCT
hls-13433	14	51	this	this	DET
hls-13433	14	52	study	study	NOUN
hls-13433	14	53	also	also	ADV
hls-13433	14	54	seeks	seek	VERB
hls-13433	14	55	to	to	PART
hls-13433	14	56	assess	assess	VERB
hls-13433	14	57	gender	gender	NOUN
hls-13433	14	58	-	-	PUNCT
hls-13433	14	59	equity	equity	NOUN
hls-13433	14	60	in	in	ADP
hls-13433	14	61	healthcare	healthcare	NOUN
hls-13433	14	62	but	but	CCONJ
hls-13433	14	63	from	from	ADP
hls-13433	14	64	both	both	CCONJ
hls-13433	14	65	descriptive	descriptive	ADJ
hls-13433	14	66	and	and	CCONJ
hls-13433	14	67	predictive	predictive	ADJ
hls-13433	14	68	perspectives	perspective	NOUN
hls-13433	14	69	,	,	PUNCT
hls-13433	14	70	considering	consider	VERB
hls-13433	14	71	individual	individual	ADJ
hls-13433	14	72	correspondence	correspondence	NOUN
hls-13433	14	73	:	:	PUNCT
hls-13433	14	74	olasupo	olasupo	PROPN
hls-13433	14	75	ajayi	ajayi	PROPN
hls-13433	14	76	,	,	PUNCT
hls-13433	14	77	caesar	caesar	PROPN
hls-13433	14	78	lab	lab	PROPN
hls-13433	14	79	,	,	PUNCT
hls-13433	14	80	department	department	NOUN
hls-13433	14	81	of	of	ADP
hls-13433	14	82	electrical	electrical	ADJ
hls-13433	14	83	and	and	CCONJ
hls-13433	14	84	computer	computer	NOUN
hls-13433	14	85	engineering	engineering	NOUN
hls-13433	14	86	,	,	PUNCT
hls-13433	14	87	queen	queen	PROPN
hls-13433	14	88	’s	’s	PART
hls-13433	14	89	university	university	PROPN
hls-13433	14	90	,	,	PUNCT
hls-13433	14	91	kingston	kingston	PROPN
hls-13433	14	92	,	,	PUNCT
hls-13433	14	93	k7l	k7l	PROPN
hls-13433	14	94	3n6	3n6	NUM
hls-13433	14	95	,	,	PUNCT
hls-13433	14	96	ontario	ontario	PROPN
hls-13433	14	97	,	,	PUNCT
hls-13433	14	98	canada	canada	PROPN
hls-13433	14	99	;	;	PUNCT
hls-13433	14	100	+1437	+1437	NUM
hls-13433	14	101	-	-	SYM
hls-13433	14	102	421	421	NUM
hls-13433	14	103	-	-	SYM
hls-13433	14	104	8617	8617	NUM
hls-13433	14	105	,	,	PUNCT
hls-13433	14	106	o.ajayi@queensu.ca	o.ajayi@queensu.ca	NOUN
hls-13433	14	107	key	key	ADJ
hls-13433	14	108	words	word	NOUN
hls-13433	14	109	:	:	PUNCT
hls-13433	14	110	data	datum	NOUN
hls-13433	14	111	analysis	analysis	NOUN
hls-13433	14	112	,	,	PUNCT
hls-13433	14	113	data	datum	NOUN
hls-13433	14	114	correlation	correlation	NOUN
hls-13433	14	115	,	,	PUNCT
hls-13433	14	116	gender	gender	NOUN
hls-13433	14	117	-	-	PUNCT
hls-13433	14	118	equity	equity	NOUN
hls-13433	14	119	,	,	PUNCT
hls-13433	14	120	healthcare	healthcare	PROPN
hls-13433	14	121	,	,	PUNCT
hls-13433	14	122	machine	machine	NOUN
hls-13433	14	123	learning	learning	NOUN
hls-13433	14	124	.	.	PUNCT
hls-13433	15	1	contributions	contribution	NOUN
hls-13433	15	2	:	:	PUNCT
hls-13433	15	3	cy	cy	PROPN
hls-13433	15	4	-	-	PUNCT
hls-13433	15	5	b	b	PROPN
hls-13433	15	6	,	,	PUNCT
hls-13433	15	7	principal	principal	ADJ
hls-13433	15	8	investigator	investigator	NOUN
hls-13433	15	9	,	,	PUNCT
hls-13433	15	10	conceptualization	conceptualization	NOUN
hls-13433	15	11	,	,	PUNCT
hls-13433	15	12	methodology	methodology	NOUN
hls-13433	15	13	;	;	PUNCT
hls-13433	15	14	oa	oa	INTJ
hls-13433	15	15	,	,	PUNCT
hls-13433	15	16	investigation	investigation	NOUN
hls-13433	15	17	,	,	PUNCT
hls-13433	15	18	software	software	NOUN
hls-13433	15	19	,	,	PUNCT
hls-13433	15	20	writing	write	VERB
hls-13433	15	21	–	–	PUNCT
hls-13433	15	22	original	original	ADJ
hls-13433	15	23	draft	draft	NOUN
hls-13433	15	24	;	;	PUNCT
hls-13433	15	25	ma	ma	PROPN
hls-13433	15	26	,	,	PUNCT
hls-13433	15	27	coinvestigator	coinvestigator	NOUN
hls-13433	15	28	,	,	PUNCT
hls-13433	15	29	formal	formal	ADJ
hls-13433	15	30	analysis	analysis	NOUN
hls-13433	15	31	,	,	PUNCT
hls-13433	15	32	and	and	CCONJ
hls-13433	15	33	validation	validation	NOUN
hls-13433	15	34	;	;	PUNCT
hls-13433	15	35	dt	dt	PROPN
hls-13433	15	36	-	-	PUNCT
hls-13433	15	37	k	k	NOUN
hls-13433	15	38	,	,	PUNCT
hls-13433	15	39	resources	resource	NOUN
hls-13433	15	40	,	,	PUNCT
hls-13433	15	41	data	datum	NOUN
hls-13433	15	42	collection	collection	NOUN
hls-13433	15	43	,	,	PUNCT
hls-13433	15	44	administration	administration	NOUN
hls-13433	15	45	;	;	PUNCT
hls-13433	15	46	ao	ao	PROPN
hls-13433	15	47	,	,	PUNCT
hls-13433	15	48	writing	write	VERB
hls-13433	15	49	reviewing	reviewing	NOUN
hls-13433	15	50	&	&	CCONJ
hls-13433	15	51	editing	editing	NOUN
hls-13433	15	52	,	,	PUNCT
hls-13433	15	53	adherence	adherence	NOUN
hls-13433	15	54	to	to	ADP
hls-13433	15	55	ethics	ethic	NOUN
hls-13433	15	56	.	.	PUNCT
hls-13433	16	1	ethics	ethic	NOUN
hls-13433	16	2	approval	approval	NOUN
hls-13433	16	3	and	and	CCONJ
hls-13433	16	4	consent	consent	NOUN
hls-13433	16	5	to	to	PART
hls-13433	16	6	participate	participate	VERB
hls-13433	16	7	:	:	PUNCT
hls-13433	16	8	college	college	NOUN
hls-13433	16	9	of	of	ADP
hls-13433	16	10	medicine	medicine	NOUN
hls-13433	16	11	,	,	PUNCT
hls-13433	16	12	university	university	NOUN
hls-13433	16	13	of	of	ADP
hls-13433	16	14	lagos	lagos	PROPN
hls-13433	16	15	health	health	PROPN
hls-13433	16	16	research	research	NOUN
hls-13433	16	17	ethics	ethic	NOUN
hls-13433	16	18	committee	committee	PROPN
hls-13433	16	19	.	.	PUNCT
hls-13433	17	1	cmul	cmul	PROPN
hls-13433	17	2	/	/	SYM
hls-13433	17	3	hrec/11/22/1130	hrec/11/22/1130	PROPN
hls-13433	17	4	.	.	PUNCT
hls-13433	17	5	data	datum	NOUN
hls-13433	17	6	were	be	AUX
hls-13433	17	7	collected	collect	VERB
hls-13433	17	8	from	from	ADP
hls-13433	17	9	respondents	respondent	NOUN
hls-13433	17	10	who	who	PRON
hls-13433	17	11	gave	give	VERB
hls-13433	17	12	their	their	PRON
hls-13433	17	13	consent	consent	NOUN
hls-13433	17	14	to	to	PART
hls-13433	17	15	participate	participate	VERB
hls-13433	17	16	.	.	PUNCT
hls-13433	18	1	all	all	DET
hls-13433	18	2	respondents	respondent	NOUN
hls-13433	18	3	were	be	AUX
hls-13433	18	4	presented	present	VERB
hls-13433	18	5	with	with	ADP
hls-13433	18	6	a	a	DET
hls-13433	18	7	first	first	ADJ
hls-13433	18	8	page	page	NOUN
hls-13433	18	9	on	on	ADP
hls-13433	18	10	the	the	DET
hls-13433	18	11	nivi	nivi	NOUN
hls-13433	18	12	app	app	NOUN
hls-13433	18	13	,	,	PUNCT
hls-13433	18	14	which	which	PRON
hls-13433	18	15	clearly	clearly	ADV
hls-13433	18	16	stated	state	VERB
hls-13433	18	17	that	that	SCONJ
hls-13433	18	18	the	the	DET
hls-13433	18	19	data	datum	NOUN
hls-13433	18	20	being	be	AUX
hls-13433	18	21	collected	collect	VERB
hls-13433	18	22	was	be	AUX
hls-13433	18	23	for	for	ADP
hls-13433	18	24	research	research	NOUN
hls-13433	18	25	and	and	CCONJ
hls-13433	18	26	analytic	analytic	ADJ
hls-13433	18	27	purposes	purpose	NOUN
hls-13433	18	28	and	and	CCONJ
hls-13433	18	29	would	would	AUX
hls-13433	18	30	remain	remain	VERB
hls-13433	18	31	completely	completely	ADV
hls-13433	18	32	anonymous	anonymous	ADJ
hls-13433	18	33	without	without	ADP
hls-13433	18	34	any	any	DET
hls-13433	18	35	form	form	NOUN
hls-13433	18	36	of	of	ADP
hls-13433	18	37	tracking	tracking	NOUN
hls-13433	18	38	.	.	PUNCT
hls-13433	19	1	all	all	DET
hls-13433	19	2	respondents	respondent	NOUN
hls-13433	19	3	were	be	AUX
hls-13433	19	4	required	require	VERB
hls-13433	19	5	to	to	PART
hls-13433	19	6	accept	accept	VERB
hls-13433	19	7	these	these	DET
hls-13433	19	8	terms	term	NOUN
hls-13433	19	9	and	and	CCONJ
hls-13433	19	10	conditions	condition	NOUN
hls-13433	19	11	before	before	ADP
hls-13433	19	12	being	be	AUX
hls-13433	19	13	allowed	allow	VERB
hls-13433	19	14	to	to	PART
hls-13433	19	15	participate	participate	VERB
hls-13433	19	16	in	in	ADP
hls-13433	19	17	the	the	DET
hls-13433	19	18	data	data	NOUN
hls-13433	19	19	collection	collection	NOUN
hls-13433	19	20	exercise	exercise	NOUN
hls-13433	19	21	.	.	PUNCT
hls-13433	20	1	data	datum	NOUN
hls-13433	20	2	were	be	AUX
hls-13433	20	3	collected	collect	VERB
hls-13433	20	4	using	use	VERB
hls-13433	20	5	asknivi	asknivi	NOUN
hls-13433	20	6	,	,	PUNCT
hls-13433	20	7	an	an	DET
hls-13433	20	8	app	app	NOUN
hls-13433	20	9	specifically	specifically	ADV
hls-13433	20	10	designed	design	VERB
hls-13433	20	11	for	for	ADP
hls-13433	20	12	healthcare	healthcare	NOUN
hls-13433	20	13	related	relate	VERB
hls-13433	20	14	data	datum	NOUN
hls-13433	20	15	collection	collection	NOUN
hls-13433	20	16	.	.	PUNCT
hls-13433	21	1	privacy	privacy	NOUN
hls-13433	21	2	policy	policy	NOUN
hls-13433	21	3	,	,	PUNCT
hls-13433	21	4	consent	consent	NOUN
hls-13433	21	5	,	,	PUNCT
hls-13433	21	6	and	and	CCONJ
hls-13433	21	7	related	related	ADJ
hls-13433	21	8	information	information	NOUN
hls-13433	21	9	about	about	ADP
hls-13433	21	10	asknivi	asknivi	NOUN
hls-13433	21	11	can	can	AUX
hls-13433	21	12	be	be	AUX
hls-13433	21	13	found	find	VERB
hls-13433	21	14	at	at	ADP
hls-13433	21	15	www.nivi.io/privacy-policy	www.nivi.io/privacy-policy	NOUN
hls-13433	21	16	availability	availability	NOUN
hls-13433	21	17	of	of	ADP
hls-13433	21	18	data	datum	NOUN
hls-13433	21	19	and	and	CCONJ
hls-13433	21	20	material	material	NOUN
hls-13433	21	21	:	:	PUNCT
hls-13433	21	22	the	the	DET
hls-13433	21	23	datasets	dataset	NOUN
hls-13433	21	24	generated	generate	VERB
hls-13433	21	25	and/or	and/or	CCONJ
hls-13433	21	26	analysed	analyse	VERB
hls-13433	21	27	during	during	ADP
hls-13433	21	28	this	this	DET
hls-13433	21	29	study	study	NOUN
hls-13433	21	30	can	can	AUX
hls-13433	21	31	be	be	AUX
hls-13433	21	32	found	find	VERB
hls-13433	21	33	in	in	ADP
hls-13433	21	34	the	the	DET
hls-13433	21	35	mendeley	mendeley	NOUN
hls-13433	21	36	repository	repository	NOUN
hls-13433	21	37	,	,	PUNCT
hls-13433	21	38	https://data.mendeley.com/datasets/8gbywtd7bv/2	https://data.mendeley.com/datasets/8gbywtd7bv/2	NOUN
hls-13433	21	39	.	.	PUNCT
hls-13433	22	1	conflict	conflict	NOUN
hls-13433	22	2	of	of	ADP
hls-13433	22	3	interest	interest	NOUN
hls-13433	22	4	:	:	PUNCT
hls-13433	22	5	the	the	DET
hls-13433	22	6	authors	author	NOUN
hls-13433	22	7	declare	declare	VERB
hls-13433	22	8	that	that	SCONJ
hls-13433	22	9	they	they	PRON
hls-13433	22	10	have	have	VERB
hls-13433	22	11	no	no	DET
hls-13433	22	12	competing	compete	VERB
hls-13433	22	13	interests	interest	NOUN
hls-13433	22	14	.	.	PUNCT
hls-13433	23	1	funding	funding	NOUN
hls-13433	23	2	:	:	PUNCT
hls-13433	23	3	united	united	PROPN
hls-13433	23	4	states	states	PROPN
hls-13433	23	5	agency	agency	PROPN
hls-13433	23	6	for	for	ADP
hls-13433	23	7	international	international	ADJ
hls-13433	23	8	development	development	NOUN
hls-13433	23	9	(	(	PUNCT
hls-13433	23	10	usaid	usaid	PROPN
hls-13433	23	11	)	)	PUNCT
hls-13433	23	12	and	and	CCONJ
hls-13433	23	13	the	the	DET
hls-13433	23	14	dai	dai	PROPN
hls-13433	23	15	global	global	PROPN
hls-13433	23	16	,	,	PUNCT
hls-13433	23	17	under	under	ADP
hls-13433	23	18	the	the	DET
hls-13433	23	19	‘	'	PUNCT
hls-13433	23	20	nivi	nivi	NOUN
hls-13433	23	21	and	and	CCONJ
hls-13433	23	22	the	the	DET
hls-13433	23	23	university	university	NOUN
hls-13433	23	24	of	of	ADP
hls-13433	23	25	lagos	lagos	PROPN
hls-13433	23	26	(	(	PUNCT
hls-13433	23	27	unilag	unilag	NOUN
hls-13433	23	28	):	):	PUNCT
hls-13433	23	29	partnering	partner	VERB
hls-13433	23	30	to	to	PART
hls-13433	23	31	create	create	VERB
hls-13433	23	32	a	a	DET
hls-13433	23	33	gender	gender	NOUN
hls-13433	23	34	-	-	PUNCT
hls-13433	23	35	aware	aware	ADJ
hls-13433	23	36	auditing	auditing	NOUN
hls-13433	23	37	tool	tool	NOUN
hls-13433	23	38	’	'	PUNCT
hls-13433	23	39	project	project	NOUN
hls-13433	23	40	.	.	PUNCT
hls-13433	24	1	acknowledgement	acknowledgement	NOUN
hls-13433	24	2	:	:	PUNCT
hls-13433	24	3	the	the	DET
hls-13433	24	4	authors	author	NOUN
hls-13433	24	5	would	would	AUX
hls-13433	24	6	like	like	VERB
hls-13433	24	7	to	to	PART
hls-13433	24	8	acknowledge	acknowledge	VERB
hls-13433	24	9	nivi	nivi	PROPN
hls-13433	24	10	inc	inc	PROPN
hls-13433	24	11	.	.	PROPN
hls-13433	24	12	for	for	ADP
hls-13433	24	13	the	the	DET
hls-13433	24	14	use	use	NOUN
hls-13433	24	15	of	of	ADP
hls-13433	24	16	their	their	PRON
hls-13433	24	17	asknivi	asknivi	NOUN
hls-13433	24	18	application	application	NOUN
hls-13433	24	19	platform	platform	NOUN
hls-13433	24	20	to	to	PART
hls-13433	24	21	administer	administer	VERB
hls-13433	24	22	the	the	DET
hls-13433	24	23	questionnaires	questionnaire	NOUN
hls-13433	24	24	,	,	PUNCT
hls-13433	24	25	as	as	ADV
hls-13433	24	26	well	well	ADV
hls-13433	24	27	as	as	ADP
hls-13433	24	28	the	the	DET
hls-13433	24	29	artificial	artificial	ADJ
hls-13433	24	30	intelligence	intelligence	NOUN
hls-13433	24	31	and	and	CCONJ
hls-13433	24	32	robotics	robotic	NOUN
hls-13433	24	33	lab	lab	NOUN
hls-13433	24	34	(	(	PUNCT
hls-13433	24	35	airol	airol	PROPN
hls-13433	24	36	)	)	PUNCT
hls-13433	24	37	at	at	ADP
hls-13433	24	38	the	the	DET
hls-13433	24	39	university	university	PROPN
hls-13433	24	40	of	of	ADP
hls-13433	24	41	lagos	lago	NOUN
hls-13433	24	42	,	,	PUNCT
hls-13433	24	43	for	for	ADP
hls-13433	24	44	the	the	DET
hls-13433	24	45	use	use	NOUN
hls-13433	24	46	of	of	ADP
hls-13433	24	47	their	their	PRON
hls-13433	24	48	space	space	NOUN
hls-13433	24	49	for	for	ADP
hls-13433	24	50	collaborative	collaborative	ADJ
hls-13433	24	51	meetings	meeting	NOUN
hls-13433	24	52	.	.	PUNCT
hls-13433	25	1	received	receive	VERB
hls-13433	25	2	:	:	PUNCT
hls-13433	25	3	28	28	NUM
hls-13433	25	4	november	november	PROPN
hls-13433	25	5	2024	2024	NUM
hls-13433	25	6	.	.	PUNCT
hls-13433	26	1	accepted	accept	VERB
hls-13433	26	2	:	:	PUNCT
hls-13433	26	3	23	23	NUM
hls-13433	26	4	may	may	PROPN
hls-13433	26	5	2025	2025	NUM
hls-13433	26	6	.	.	PUNCT
hls-13433	27	1	early	early	ADJ
hls-13433	27	2	access	access	NOUN
hls-13433	27	3	:	:	PUNCT
hls-13433	27	4	9	9	NUM
hls-13433	27	5	july	july	NOUN
hls-13433	27	6	2025	2025	NUM
hls-13433	27	7	.	.	PUNCT
hls-13433	28	1	this	this	DET
hls-13433	28	2	work	work	NOUN
hls-13433	28	3	is	be	AUX
hls-13433	28	4	licensed	license	VERB
hls-13433	28	5	under	under	ADP
hls-13433	28	6	a	a	DET
hls-13433	28	7	creative	creative	ADJ
hls-13433	28	8	commons	common	NOUN
hls-13433	28	9	attribution	attribution	NOUN
hls-13433	28	10	4.0	4.0	NUM
hls-13433	28	11	license	license	NOUN
hls-13433	28	12	(	(	PUNCT
hls-13433	28	13	by	by	ADP
hls-13433	28	14	-	-	PUNCT
hls-13433	28	15	nc	nc	PROPN
hls-13433	28	16	4.0	4.0	NUM
hls-13433	28	17	)	)	PUNCT
hls-13433	28	18	.	.	PUNCT
hls-13433	29	1	©	©	PROPN
hls-13433	29	2	copyright	copyright	NOUN
hls-13433	29	3	:	:	PUNCT
hls-13433	29	4	the	the	DET
hls-13433	29	5	author(s	author(s	PROPN
hls-13433	29	6	)	)	PUNCT
hls-13433	29	7	,	,	PUNCT
hls-13433	29	8	2025	2025	NUM
hls-13433	29	9	licensee	licensee	NOUN
hls-13433	29	10	pagepress	pagepress	NOUN
hls-13433	29	11	,	,	PUNCT
hls-13433	29	12	italy	italy	PROPN
hls-13433	29	13	healthcare	healthcare	PROPN
hls-13433	29	14	in	in	ADP
hls-13433	29	15	low	low	ADJ
hls-13433	29	16	-	-	PUNCT
hls-13433	29	17	resource	resource	NOUN
hls-13433	29	18	settings	setting	NOUN
hls-13433	29	19	2025	2025	NUM
hls-13433	29	20	;	;	PUNCT
hls-13433	29	21	13:13433	13:13433	NUM
hls-13433	29	22	doi:10.4081	doi:10.4081	PROPN
hls-13433	29	23	/	/	SYM
hls-13433	29	24	hls.2025.13433	hls.2025.13433	PROPN
hls-13433	29	25	publisher	publisher	NOUN
hls-13433	29	26	's	's	PART
hls-13433	29	27	note	note	NOUN
hls-13433	29	28	:	:	PUNCT
hls-13433	29	29	all	all	DET
hls-13433	29	30	claims	claim	NOUN
hls-13433	29	31	expressed	express	VERB
hls-13433	29	32	in	in	ADP
hls-13433	29	33	this	this	DET
hls-13433	29	34	article	article	NOUN
hls-13433	29	35	are	be	AUX
hls-13433	29	36	solely	solely	ADV
hls-13433	29	37	those	those	PRON
hls-13433	29	38	of	of	ADP
hls-13433	29	39	the	the	DET
hls-13433	29	40	authors	author	NOUN
hls-13433	29	41	and	and	CCONJ
hls-13433	29	42	do	do	AUX
hls-13433	29	43	not	not	PART
hls-13433	29	44	necessarily	necessarily	ADV
hls-13433	29	45	represent	represent	VERB
hls-13433	29	46	those	those	PRON
hls-13433	29	47	of	of	ADP
hls-13433	29	48	their	their	PRON
hls-13433	29	49	affiliated	affiliated	ADJ
hls-13433	29	50	organizations	organization	NOUN
hls-13433	29	51	,	,	PUNCT
hls-13433	29	52	or	or	CCONJ
hls-13433	29	53	those	those	PRON
hls-13433	29	54	of	of	ADP
hls-13433	29	55	the	the	DET
hls-13433	29	56	publisher	publisher	NOUN
hls-13433	29	57	,	,	PUNCT
hls-13433	29	58	the	the	DET
hls-13433	29	59	editors	editor	NOUN
hls-13433	29	60	and	and	CCONJ
hls-13433	29	61	the	the	DET
hls-13433	29	62	reviewers	reviewer	NOUN
hls-13433	29	63	.	.	PUNCT
hls-13433	30	1	any	any	DET
hls-13433	30	2	product	product	NOUN
hls-13433	30	3	that	that	PRON
hls-13433	30	4	may	may	AUX
hls-13433	30	5	be	be	AUX
hls-13433	30	6	evaluated	evaluate	VERB
hls-13433	30	7	in	in	ADP
hls-13433	30	8	this	this	DET
hls-13433	30	9	article	article	NOUN
hls-13433	30	10	or	or	CCONJ
hls-13433	30	11	claim	claim	NOUN
hls-13433	30	12	that	that	PRON
hls-13433	30	13	may	may	AUX
hls-13433	30	14	be	be	AUX
hls-13433	30	15	made	make	VERB
hls-13433	30	16	by	by	ADP
hls-13433	30	17	its	its	PRON
hls-13433	30	18	manufacturer	manufacturer	NOUN
hls-13433	30	19	is	be	AUX
hls-13433	30	20	not	not	PART
hls-13433	30	21	guaranteed	guarantee	VERB
hls-13433	30	22	or	or	CCONJ
hls-13433	30	23	endorsed	endorse	VERB
hls-13433	30	24	by	by	ADP
hls-13433	30	25	the	the	DET
hls-13433	30	26	publisher	publisher	NOUN
hls-13433	30	27	.	.	PUNCT
hls-13433	31	1	[	[	X
hls-13433	31	2	page	page	NOUN
hls-13433	31	3	202	202	NUM
hls-13433	31	4	]	]	PUNCT
hls-13433	32	1	[	[	X
hls-13433	32	2	healthcare	healthcare	NOUN
hls-13433	32	3	in	in	ADP
hls-13433	32	4	low	low	ADJ
hls-13433	32	5	-	-	PUNCT
hls-13433	32	6	resource	resource	NOUN
hls-13433	32	7	settings	setting	NOUN
hls-13433	32	8	2025;13:13433	2025;13:13433	NUM
hls-13433	32	9	]	]	X
hls-13433	32	10	characteristics	characteristic	NOUN
hls-13433	32	11	(	(	PUNCT
hls-13433	32	12	age	age	NOUN
hls-13433	32	13	,	,	PUNCT
hls-13433	32	14	gender	gender	NOUN
hls-13433	32	15	)	)	PUNCT
hls-13433	32	16	,	,	PUNCT
hls-13433	32	17	socio	socio	NOUN
hls-13433	32	18	-	-	PUNCT
hls-13433	32	19	economic	economic	ADJ
hls-13433	32	20	factors	factor	NOUN
hls-13433	32	21	(	(	PUNCT
hls-13433	32	22	income	income	NOUN
hls-13433	32	23	,	,	PUNCT
hls-13433	32	24	education	education	NOUN
hls-13433	32	25	,	,	PUNCT
hls-13433	32	26	and	and	CCONJ
hls-13433	32	27	marital	marital	ADJ
hls-13433	32	28	status	status	NOUN
hls-13433	32	29	)	)	PUNCT
hls-13433	32	30	and	and	CCONJ
hls-13433	32	31	medical	medical	ADJ
hls-13433	32	32	symptoms	symptom	NOUN
hls-13433	32	33	as	as	ADP
hls-13433	32	34	input	input	NOUN
hls-13433	32	35	parameters	parameter	NOUN
hls-13433	32	36	.	.	PUNCT
hls-13433	33	1	the	the	DET
hls-13433	33	2	specific	specific	ADJ
hls-13433	33	3	contributions	contribution	NOUN
hls-13433	33	4	of	of	ADP
hls-13433	33	5	this	this	DET
hls-13433	33	6	work	work	NOUN
hls-13433	33	7	are	be	AUX
hls-13433	33	8	:	:	PUNCT
hls-13433	33	9	i	i	X
hls-13433	33	10	)	)	PUNCT
hls-13433	33	11	to	to	PART
hls-13433	33	12	carry	carry	VERB
hls-13433	33	13	out	out	ADP
hls-13433	33	14	descriptive	descriptive	ADJ
hls-13433	33	15	analyses	analysis	NOUN
hls-13433	33	16	and	and	CCONJ
hls-13433	33	17	assess	assess	VERB
hls-13433	33	18	the	the	DET
hls-13433	33	19	level	level	NOUN
hls-13433	33	20	of	of	ADP
hls-13433	33	21	gender	gender	NOUN
hls-13433	33	22	-	-	PUNCT
hls-13433	33	23	equity	equity	NOUN
hls-13433	33	24	in	in	ADP
hls-13433	33	25	healthcare	healthcare	NOUN
hls-13433	33	26	accessibility	accessibility	NOUN
hls-13433	33	27	in	in	ADP
hls-13433	33	28	northern	northern	PROPN
hls-13433	33	29	nigeria	nigeria	PROPN
hls-13433	33	30	;	;	PUNCT
hls-13433	33	31	this	this	PRON
hls-13433	33	32	is	be	AUX
hls-13433	33	33	especially	especially	ADV
hls-13433	33	34	relevant	relevant	ADJ
hls-13433	33	35	to	to	ADP
hls-13433	33	36	goals	goal	NOUN
hls-13433	33	37	3	3	NUM
hls-13433	33	38	(	(	PUNCT
hls-13433	33	39	good	good	ADJ
hls-13433	33	40	health	health	NOUN
hls-13433	33	41	and	and	CCONJ
hls-13433	33	42	well	well	ADV
hls-13433	33	43	-	-	PUNCT
hls-13433	33	44	being	being	NOUN
hls-13433	33	45	)	)	PUNCT
hls-13433	33	46	and	and	CCONJ
hls-13433	33	47	5	5	NUM
hls-13433	33	48	(	(	PUNCT
hls-13433	33	49	gender	gender	NOUN
hls-13433	33	50	equality	equality	NOUN
hls-13433	33	51	)	)	PUNCT
hls-13433	33	52	of	of	ADP
hls-13433	33	53	the	the	DET
hls-13433	33	54	un	un	PROPN
hls-13433	33	55	’s	’s	PART
hls-13433	33	56	sustainable	sustainable	ADJ
hls-13433	33	57	development	development	NOUN
hls-13433	33	58	goals	goal	NOUN
hls-13433	33	59	(	(	PUNCT
hls-13433	33	60	sdg	sdg	PROPN
hls-13433	33	61	)	)	PUNCT
hls-13433	33	62	;	;	PUNCT
hls-13433	33	63	ii	ii	X
hls-13433	33	64	)	)	PUNCT
hls-13433	33	65	to	to	PART
hls-13433	33	66	develop	develop	VERB
hls-13433	33	67	models	model	NOUN
hls-13433	33	68	for	for	ADP
hls-13433	33	69	predicting	predict	VERB
hls-13433	33	70	healthcare	healthcare	NOUN
hls-13433	33	71	accessibility	accessibility	NOUN
hls-13433	33	72	which	which	PRON
hls-13433	33	73	consider	consider	VERB
hls-13433	33	74	individual	individual	ADJ
hls-13433	33	75	characteristics	characteristic	NOUN
hls-13433	33	76	and	and	CCONJ
hls-13433	33	77	socio	socio	NOUN
hls-13433	33	78	-	-	PUNCT
hls-13433	33	79	economic	economic	ADJ
hls-13433	33	80	factors	factor	NOUN
hls-13433	33	81	.	.	PUNCT
hls-13433	34	1	these	these	DET
hls-13433	34	2	models	model	NOUN
hls-13433	34	3	seek	seek	VERB
hls-13433	34	4	to	to	PART
hls-13433	34	5	predict	predict	VERB
hls-13433	34	6	if	if	SCONJ
hls-13433	34	7	an	an	DET
hls-13433	34	8	individual	individual	NOUN
hls-13433	34	9	a	a	X
hls-13433	34	10	,	,	PUNCT
hls-13433	34	11	who	who	PRON
hls-13433	34	12	is	be	AUX
hls-13433	34	13	of	of	ADP
hls-13433	34	14	gender	gender	NOUN
hls-13433	34	15	g	g	PROPN
hls-13433	34	16	,	,	PUNCT
hls-13433	34	17	marital	marital	ADJ
hls-13433	34	18	status	status	NOUN
hls-13433	34	19	m	m	PROPN
hls-13433	34	20	,	,	PUNCT
hls-13433	34	21	education	education	NOUN
hls-13433	34	22	level	level	NOUN
hls-13433	34	23	e	e	NOUN
hls-13433	34	24	,	,	PUNCT
hls-13433	34	25	and	and	CCONJ
hls-13433	34	26	income	income	NOUN
hls-13433	34	27	level	level	NOUN
hls-13433	34	28	i	i	PROPN
hls-13433	34	29	,	,	PUNCT
hls-13433	34	30	would	would	AUX
hls-13433	34	31	be	be	AUX
hls-13433	34	32	able	able	ADJ
hls-13433	34	33	to	to	PART
hls-13433	34	34	access	access	VERB
hls-13433	34	35	health	health	NOUN
hls-13433	34	36	care	care	NOUN
hls-13433	34	37	service	service	NOUN
hls-13433	34	38	.	.	PUNCT
hls-13433	35	1	materials	material	NOUN
hls-13433	35	2	and	and	CCONJ
hls-13433	35	3	methods	method	NOUN
hls-13433	35	4	in	in	ADP
hls-13433	35	5	assessing	assess	VERB
hls-13433	35	6	healthcare	healthcare	NOUN
hls-13433	35	7	accessibility	accessibility	NOUN
hls-13433	35	8	,	,	PUNCT
hls-13433	35	9	we	we	PRON
hls-13433	35	10	developed	develop	VERB
hls-13433	35	11	the	the	DET
hls-13433	35	12	genderequity	genderequity	PROPN
hls-13433	35	13	healthcare	healthcare	NOUN
hls-13433	35	14	access	access	NOUN
hls-13433	35	15	framework	framework	NOUN
hls-13433	35	16	(	(	PUNCT
hls-13433	35	17	gehaf	gehaf	NOUN
hls-13433	35	18	)	)	PUNCT
hls-13433	35	19	a	a	DET
hls-13433	35	20	multi	multi	ADJ
hls-13433	35	21	-	-	ADJ
hls-13433	35	22	phased	phased	ADJ
hls-13433	35	23	framework	framework	NOUN
hls-13433	35	24	depicted	depict	VERB
hls-13433	35	25	in	in	ADP
hls-13433	35	26	figure	figure	NOUN
hls-13433	35	27	1	1	NUM
hls-13433	35	28	.	.	PUNCT
hls-13433	36	1	though	though	SCONJ
hls-13433	36	2	the	the	DET
hls-13433	36	3	primary	primary	ADJ
hls-13433	36	4	focus	focus	NOUN
hls-13433	36	5	of	of	ADP
hls-13433	36	6	this	this	DET
hls-13433	36	7	work	work	NOUN
hls-13433	36	8	is	be	AUX
hls-13433	36	9	on	on	ADP
hls-13433	36	10	phase	phase	NOUN
hls-13433	36	11	3c	3c	NUM
hls-13433	36	12	,	,	PUNCT
hls-13433	36	13	4	4	NUM
hls-13433	36	14	and	and	CCONJ
hls-13433	36	15	5c	5c	NUM
hls-13433	36	16	of	of	ADP
hls-13433	36	17	the	the	DET
hls-13433	36	18	framework	framework	NOUN
hls-13433	36	19	,	,	PUNCT
hls-13433	36	20	all	all	DET
hls-13433	36	21	the	the	DET
hls-13433	36	22	5	5	NUM
hls-13433	36	23	phases	phase	NOUN
hls-13433	36	24	are	be	AUX
hls-13433	36	25	briefly	briefly	ADV
hls-13433	36	26	described	describe	VERB
hls-13433	36	27	in	in	ADP
hls-13433	36	28	this	this	DET
hls-13433	36	29	section	section	NOUN
hls-13433	36	30	.	.	PUNCT
hls-13433	37	1	three	three	NUM
hls-13433	37	2	datasets	dataset	NOUN
hls-13433	37	3	were	be	AUX
hls-13433	37	4	used	use	VERB
hls-13433	37	5	for	for	ADP
hls-13433	37	6	this	this	DET
hls-13433	37	7	work	work	NOUN
hls-13433	37	8	,	,	PUNCT
hls-13433	37	9	however	however	ADV
hls-13433	37	10	,	,	PUNCT
hls-13433	37	11	for	for	ADP
hls-13433	37	12	brevity	brevity	NOUN
hls-13433	37	13	,	,	PUNCT
hls-13433	37	14	only	only	ADV
hls-13433	37	15	the	the	DET
hls-13433	37	16	results	result	NOUN
hls-13433	37	17	of	of	ADP
hls-13433	37	18	the	the	DET
hls-13433	37	19	first	first	ADJ
hls-13433	37	20	dataset	dataset	NOUN
hls-13433	37	21	are	be	AUX
hls-13433	37	22	presented	present	VERB
hls-13433	37	23	.	.	PUNCT
hls-13433	38	1	in	in	ADP
hls-13433	38	2	phase	phase	NOUN
hls-13433	38	3	1	1	NUM
hls-13433	38	4	of	of	ADP
hls-13433	38	5	figure	figure	NOUN
hls-13433	38	6	1	1	NUM
hls-13433	38	7	,	,	PUNCT
hls-13433	38	8	data	datum	NOUN
hls-13433	38	9	on	on	ADP
hls-13433	38	10	gender	gender	NOUN
hls-13433	38	11	-	-	PUNCT
hls-13433	38	12	equitable	equitable	ADJ
hls-13433	38	13	accessibility	accessibility	NOUN
hls-13433	38	14	to	to	ADP
hls-13433	38	15	healthcare	healthcare	NOUN
hls-13433	38	16	was	be	AUX
hls-13433	38	17	collected	collect	VERB
hls-13433	38	18	as	as	SCONJ
hls-13433	38	19	follows	follow	VERB
hls-13433	38	20	:	:	PUNCT
hls-13433	38	21	i	i	NOUN
hls-13433	38	22	)	)	PUNCT
hls-13433	38	23	data	datum	NOUN
hls-13433	38	24	for	for	ADP
hls-13433	38	25	this	this	DET
hls-13433	38	26	work	work	NOUN
hls-13433	38	27	was	be	AUX
hls-13433	38	28	collected	collect	VERB
hls-13433	38	29	from	from	ADP
hls-13433	38	30	about	about	ADV
hls-13433	38	31	500	500	NUM
hls-13433	38	32	towns	town	NOUN
hls-13433	38	33	and	and	CCONJ
hls-13433	38	34	villages	village	NOUN
hls-13433	38	35	across	across	ADP
hls-13433	38	36	the	the	DET
hls-13433	38	37	northern	northern	ADJ
hls-13433	38	38	region	region	NOUN
hls-13433	38	39	of	of	ADP
hls-13433	38	40	nigeria	nigeria	PROPN
hls-13433	38	41	.	.	PUNCT
hls-13433	39	1	the	the	DET
hls-13433	39	2	collection	collection	NOUN
hls-13433	39	3	area	area	NOUN
hls-13433	39	4	spanned	span	VERB
hls-13433	39	5	geographical	geographical	ADJ
hls-13433	39	6	coordinates	coordinate	NOUN
hls-13433	39	7	:	:	PUNCT
hls-13433	39	8	13.032880	13.032880	NUM
hls-13433	39	9	,	,	PUNCT
hls-13433	39	10	5.365820	5.365820	NUM
hls-13433	39	11	and	and	CCONJ
hls-13433	39	12	9.267890	9.267890	NUM
hls-13433	39	13	,	,	PUNCT
hls-13433	39	14	5.345540	5.345540	NUM
hls-13433	39	15	to	to	ADP
hls-13433	39	16	the	the	DET
hls-13433	39	17	west	west	NOUN
hls-13433	39	18	to	to	ADP
hls-13433	39	19	11.831740	11.831740	NUM
hls-13433	39	20	,	,	PUNCT
hls-13433	39	21	13.166820	13.166820	NUM
hls-13433	39	22	and	and	CCONJ
hls-13433	39	23	9.173710	9.173710	NUM
hls-13433	39	24	,	,	PUNCT
hls-13433	39	25	12.415130	12.415130	NUM
hls-13433	39	26	to	to	ADP
hls-13433	39	27	the	the	DET
hls-13433	39	28	east	east	NOUN
hls-13433	39	29	;	;	PUNCT
hls-13433	39	30	ii	ii	X
hls-13433	39	31	)	)	PUNCT
hls-13433	39	32	data	datum	NOUN
hls-13433	39	33	was	be	AUX
hls-13433	39	34	collected	collect	VERB
hls-13433	39	35	using	use	VERB
hls-13433	39	36	questionnaires	questionnaire	NOUN
hls-13433	39	37	administered	administer	VERB
hls-13433	39	38	via	via	ADP
hls-13433	39	39	a	a	DET
hls-13433	39	40	mobile	mobile	ADJ
hls-13433	39	41	app	app	NOUN
hls-13433	39	42	called	call	VERB
hls-13433	39	43	asknivi.18	asknivi.18	PROPN
hls-13433	39	44	iii	iii	PROPN
hls-13433	39	45	)	)	PUNCT
hls-13433	39	46	asknivi	asknivi	NOUN
hls-13433	39	47	is	be	AUX
hls-13433	39	48	a	a	DET
hls-13433	39	49	conversational	conversational	ADJ
hls-13433	39	50	chat	chat	NOUN
hls-13433	39	51	-	-	PUNCT
hls-13433	39	52	like	like	ADJ
hls-13433	39	53	health	health	NOUN
hls-13433	39	54	tool	tool	NOUN
hls-13433	39	55	developed	develop	VERB
hls-13433	39	56	to	to	PART
hls-13433	39	57	provide	provide	VERB
hls-13433	39	58	health	health	NOUN
hls-13433	39	59	education	education	NOUN
hls-13433	39	60	and	and	CCONJ
hls-13433	39	61	referrals	referral	NOUN
hls-13433	39	62	for	for	ADP
hls-13433	39	63	healthcare	healthcare	NOUN
hls-13433	39	64	systems	system	NOUN
hls-13433	39	65	;	;	PUNCT
hls-13433	39	66	iv	iv	X
hls-13433	39	67	)	)	PUNCT
hls-13433	39	68	all	all	DET
hls-13433	39	69	respondents	respondent	NOUN
hls-13433	39	70	gave	give	VERB
hls-13433	39	71	their	their	PRON
hls-13433	39	72	consent	consent	NOUN
hls-13433	39	73	before	before	ADP
hls-13433	39	74	participating	participate	VERB
hls-13433	39	75	in	in	ADP
hls-13433	39	76	the	the	DET
hls-13433	39	77	data	data	NOUN
hls-13433	39	78	collection	collection	NOUN
hls-13433	39	79	exercise	exercise	NOUN
hls-13433	39	80	;	;	PUNCT
hls-13433	39	81	v	v	X
hls-13433	39	82	)	)	PUNCT
hls-13433	39	83	the	the	DET
hls-13433	39	84	respondents	respondent	NOUN
hls-13433	39	85	were	be	AUX
hls-13433	39	86	asked	ask	VERB
hls-13433	39	87	43	43	NUM
hls-13433	39	88	questions	question	NOUN
hls-13433	39	89	,	,	PUNCT
hls-13433	39	90	split	split	VERB
hls-13433	39	91	into	into	ADP
hls-13433	39	92	four	four	NUM
hls-13433	39	93	sections	section	NOUN
hls-13433	39	94	,	,	PUNCT
hls-13433	39	95	a	a	PRON
hls-13433	39	96	)	)	PUNCT
hls-13433	39	97	demographic	demographic	ADJ
hls-13433	39	98	information	information	NOUN
hls-13433	39	99	,	,	PUNCT
hls-13433	39	100	b	b	X
hls-13433	39	101	)	)	PUNCT
hls-13433	39	102	socio	socio	NOUN
hls-13433	39	103	-	-	PUNCT
hls-13433	39	104	economic	economic	ADJ
hls-13433	39	105	information	information	NOUN
hls-13433	39	106	,	,	PUNCT
hls-13433	39	107	c	c	NOUN
hls-13433	39	108	)	)	PUNCT
hls-13433	39	109	wellness	wellness	NOUN
hls-13433	39	110	check	check	NOUN
hls-13433	39	111	,	,	PUNCT
hls-13433	39	112	d	d	X
hls-13433	39	113	)	)	PUNCT
hls-13433	39	114	healthcare	healthcare	PROPN
hls-13433	39	115	dei	dei	PROPN
hls-13433	39	116	.	.	PUNCT
hls-13433	40	1	the	the	DET
hls-13433	40	2	questions	question	NOUN
hls-13433	40	3	were	be	AUX
hls-13433	40	4	a	a	DET
hls-13433	40	5	mix	mix	NOUN
hls-13433	40	6	of	of	ADP
hls-13433	40	7	boolean	boolean	ADJ
hls-13433	40	8	(	(	PUNCT
hls-13433	40	9	‘	'	PUNCT
hls-13433	40	10	yes	yes	INTJ
hls-13433	40	11	/	/	SYM
hls-13433	40	12	no	no	NOUN
hls-13433	40	13	’	'	PUNCT
hls-13433	40	14	)	)	PUNCT
hls-13433	40	15	,	,	PUNCT
hls-13433	40	16	short	short	ADJ
hls-13433	40	17	answer	answer	NOUN
hls-13433	40	18	/	/	SYM
hls-13433	40	19	free	free	ADJ
hls-13433	40	20	text	text	NOUN
hls-13433	40	21	,	,	PUNCT
hls-13433	40	22	and	and	CCONJ
hls-13433	40	23	likert	likert	ADJ
hls-13433	40	24	scale	scale	NOUN
hls-13433	40	25	(	(	PUNCT
hls-13433	40	26	‘	'	PUNCT
hls-13433	40	27	agree	agree	VERB
hls-13433	40	28	’	'	PUNCT
hls-13433	40	29	,	,	PUNCT
hls-13433	40	30	‘	'	PUNCT
hls-13433	40	31	neutral	neutral	ADJ
hls-13433	40	32	’	'	PUNCT
hls-13433	40	33	,	,	PUNCT
hls-13433	40	34	‘	'	PUNCT
hls-13433	40	35	disagree	disagree	VERB
hls-13433	40	36	’	'	PUNCT
hls-13433	40	37	)	)	PUNCT
hls-13433	40	38	type	type	NOUN
hls-13433	40	39	questions	question	NOUN
hls-13433	40	40	;	;	PUNCT
hls-13433	40	41	and	and	CCONJ
hls-13433	40	42	were	be	AUX
hls-13433	40	43	designed	design	VERB
hls-13433	40	44	to	to	PART
hls-13433	40	45	be	be	AUX
hls-13433	40	46	simple	simple	ADJ
hls-13433	40	47	and	and	CCONJ
hls-13433	40	48	unambiguous	unambiguous	ADJ
hls-13433	40	49	;	;	PUNCT
hls-13433	40	50	vi	vi	X
hls-13433	40	51	)	)	PUNCT
hls-13433	40	52	the	the	DET
hls-13433	40	53	43	43	NUM
hls-13433	40	54	questions	question	NOUN
hls-13433	40	55	corresponded	correspond	VERB
hls-13433	40	56	to	to	ADP
hls-13433	40	57	the	the	DET
hls-13433	40	58	43	43	NUM
hls-13433	40	59	attributes	attribute	NOUN
hls-13433	40	60	in	in	ADP
hls-13433	40	61	the	the	DET
hls-13433	40	62	dataset	dataset	NOUN
hls-13433	40	63	,	,	PUNCT
hls-13433	40	64	namely	namely	ADV
hls-13433	40	65	:	:	PUNCT
hls-13433	40	66	‘	'	PUNCT
hls-13433	40	67	age	age	NOUN
hls-13433	40	68	’	'	PUNCT
hls-13433	40	69	,	,	PUNCT
hls-13433	40	70	‘	'	PUNCT
hls-13433	40	71	gender	gender	NOUN
hls-13433	40	72	’	'	PUNCT
hls-13433	40	73	,	,	PUNCT
hls-13433	40	74	‘	'	PUNCT
hls-13433	40	75	language	language	NOUN
hls-13433	40	76	’	'	PUNCT
hls-13433	40	77	,	,	PUNCT
hls-13433	40	78	‘	'	PUNCT
hls-13433	40	79	askmarital	askmarital	ADJ
hls-13433	40	80	’	'	PUNCT
hls-13433	40	81	,	,	PUNCT
hls-13433	40	82	‘	'	PUNCT
hls-13433	40	83	asklocation	asklocation	NOUN
hls-13433	40	84	’	'	PUNCT
hls-13433	40	85	,	,	PUNCT
hls-13433	40	86	‘	'	PUNCT
hls-13433	40	87	askhavekids	askhavekid	NOUN
hls-13433	40	88	’	'	PUNCT
hls-13433	40	89	,	,	PUNCT
hls-13433	40	90	‘	'	PUNCT
hls-13433	40	91	howmanykids	howmanykid	NOUN
hls-13433	40	92	’	'	PUNCT
hls-13433	40	93	,	,	PUNCT
hls-13433	40	94	‘	'	PUNCT
hls-13433	40	95	nationality	nationality	NOUN
hls-13433	40	96	’	'	PUNCT
hls-13433	40	97	,	,	PUNCT
hls-13433	40	98	‘	'	PUNCT
hls-13433	40	99	ethnicity	ethnicity	NOUN
hls-13433	40	100	’	'	PUNCT
hls-13433	40	101	,	,	PUNCT
hls-13433	40	102	‘	'	PUNCT
hls-13433	40	103	askeducation	askeducation	NOUN
hls-13433	40	104	’	'	PUNCT
hls-13433	40	105	,	,	PUNCT
hls-13433	40	106	‘	'	PUNCT
hls-13433	40	107	askincome	askincome	NOUN
hls-13433	40	108	’	'	PUNCT
hls-13433	40	109	,	,	PUNCT
hls-13433	40	110	‘	'	PUNCT
hls-13433	40	111	askemployment	askemployment	NOUN
hls-13433	40	112	’	'	PUNCT
hls-13433	40	113	,	,	PUNCT
hls-13433	40	114	‘	'	PUNCT
hls-13433	40	115	healthaccess	healthaccess	NOUN
hls-13433	40	116	’	'	PUNCT
hls-13433	40	117	,	,	PUNCT
hls-13433	40	118	‘	'	PUNCT
hls-13433	40	119	typeofhealthcare	typeofhealthcare	NOUN
hls-13433	40	120	’	'	PUNCT
hls-13433	40	121	,	,	PUNCT
hls-13433	40	122	‘	'	PUNCT
hls-13433	40	123	socialsupport	socialsupport	NOUN
hls-13433	40	124	’	'	PUNCT
hls-13433	40	125	,	,	PUNCT
hls-13433	40	126	‘	'	PUNCT
hls-13433	40	127	details	detail	NOUN
hls-13433	40	128	’	'	PUNCT
hls-13433	40	129	,	,	PUNCT
hls-13433	40	130	‘	'	PUNCT
hls-13433	40	131	askfamilysupport	askfamilysupport	NOUN
hls-13433	40	132	’	'	PUNCT
hls-13433	40	133	,	,	PUNCT
hls-13433	40	134	‘	'	PUNCT
hls-13433	40	135	familysymptoms	familysymptom	NOUN
hls-13433	40	136	’	'	PUNCT
hls-13433	40	137	,	,	PUNCT
hls-13433	40	138	‘	'	PUNCT
hls-13433	40	139	wellness	wellness	NOUN
hls-13433	40	140	’	'	PUNCT
hls-13433	40	141	,	,	PUNCT
hls-13433	40	142	‘	'	PUNCT
hls-13433	40	143	symptoms	symptom	NOUN
hls-13433	40	144	’	'	PUNCT
hls-13433	40	145	,	,	PUNCT
hls-13433	40	146	‘	'	PUNCT
hls-13433	40	147	howlongsymptoms	howlongsymptom	NOUN
hls-13433	40	148	’	'	PUNCT
hls-13433	40	149	,	,	PUNCT
hls-13433	40	150	‘	'	PUNCT
hls-13433	40	151	gettingbetterorworse	gettingbetterorworse	NOUN
hls-13433	40	152	’	'	PUNCT
hls-13433	40	153	,	,	PUNCT
hls-13433	40	154	‘	'	PUNCT
hls-13433	40	155	whichfamily	whichfamily	ADV
hls-13433	40	156	’	'	PUNCT
hls-13433	40	157	,	,	PUNCT
hls-13433	40	158	‘	'	PUNCT
hls-13433	40	159	sex	sex	NOUN
hls-13433	40	160	’	'	PUNCT
hls-13433	40	161	,	,	PUNCT
hls-13433	40	162	‘	'	PUNCT
hls-13433	40	163	partners	partner	NOUN
hls-13433	40	164	’	'	PUNCT
hls-13433	40	165	,	,	PUNCT
hls-13433	40	166	‘	'	PUNCT
hls-13433	40	167	overallhealth	overallhealth	NOUN
hls-13433	40	168	’	'	PUNCT
hls-13433	40	169	,	,	PUNCT
hls-13433	40	170	‘	'	PUNCT
hls-13433	40	171	medicines	medicine	NOUN
hls-13433	40	172	’	'	PUNCT
hls-13433	40	173	,	,	PUNCT
hls-13433	40	174	‘	'	PUNCT
hls-13433	40	175	medicinescurrent	medicinescurrent	NOUN
hls-13433	40	176	’	'	PUNCT
hls-13433	40	177	,	,	PUNCT
hls-13433	40	178	‘	'	PUNCT
hls-13433	40	179	medicinesrecent	medicinesrecent	ADJ
hls-13433	40	180	’	'	PUNCT
hls-13433	40	181	,	,	PUNCT
hls-13433	40	182	‘	'	PUNCT
hls-13433	40	183	alcohol	alcohol	NOUN
hls-13433	40	184	’	'	PUNCT
hls-13433	40	185	,	,	PUNCT
hls-13433	40	186	‘	'	PUNCT
hls-13433	40	187	smoke	smoke	NOUN
hls-13433	40	188	’	'	PUNCT
hls-13433	40	189	,	,	PUNCT
hls-13433	40	190	‘	'	PUNCT
hls-13433	40	191	howoftensmoke	howoftensmoke	NOUN
hls-13433	40	192	’	'	PUNCT
hls-13433	40	193	,	,	PUNCT
hls-13433	40	194	‘	'	PUNCT
hls-13433	40	195	howoftenalcohol	howoftenalcohol	ADJ
hls-13433	40	196	’	'	PUNCT
hls-13433	40	197	,	,	PUNCT
hls-13433	40	198	‘	'	PUNCT
hls-13433	40	199	surgeries	surgery	NOUN
hls-13433	40	200	’	'	PUNCT
hls-13433	40	201	,	,	PUNCT
hls-13433	40	202	‘	'	PUNCT
hls-13433	40	203	describesurgeries	describesurgerie	NOUN
hls-13433	40	204	’	'	PUNCT
hls-13433	40	205	,	,	PUNCT
hls-13433	40	206	‘	'	PUNCT
hls-13433	40	207	inclusion	inclusion	NOUN
hls-13433	40	208	’	'	PUNCT
hls-13433	40	209	,	,	PUNCT
hls-13433	40	210	‘	'	PUNCT
hls-13433	40	211	equity	equity	NOUN
hls-13433	40	212	’	'	PUNCT
hls-13433	40	213	,	,	PUNCT
hls-13433	40	214	‘	'	PUNCT
hls-13433	40	215	diversity	diversity	NOUN
hls-13433	40	216	’	'	PUNCT
hls-13433	40	217	,	,	PUNCT
hls-13433	40	218	‘	'	PUNCT
hls-13433	40	219	genderjusticesafety	genderjusticesafety	NOUN
hls-13433	40	220	’	'	PUNCT
hls-13433	40	221	,	,	PUNCT
hls-13433	40	222	‘	'	PUNCT
hls-13433	40	223	harassment	harassment	NOUN
hls-13433	40	224	’	'	PUNCT
hls-13433	40	225	,	,	PUNCT
hls-13433	40	226	‘	'	PUNCT
hls-13433	40	227	genderjusticecomfort	genderjusticecomfort	NOUN
hls-13433	40	228	’	'	PUNCT
hls-13433	40	229	,	,	PUNCT
hls-13433	40	230	‘	'	PUNCT
hls-13433	40	231	discrimination	discrimination	NOUN
hls-13433	40	232	’	'	PUNCT
hls-13433	40	233	,	,	PUNCT
hls-13433	40	234	‘	'	PUNCT
hls-13433	40	235	refusedtreatment	refusedtreatment	NOUN
hls-13433	40	236	’	'	PUNCT
hls-13433	40	237	;	;	PUNCT
hls-13433	40	238	vii	vii	PROPN
hls-13433	40	239	)	)	PUNCT
hls-13433	40	240	a	a	DET
hls-13433	40	241	total	total	NOUN
hls-13433	40	242	of	of	ADP
hls-13433	40	243	4,628	4,628	NUM
hls-13433	40	244	records	record	NOUN
hls-13433	40	245	across	across	ADP
hls-13433	40	246	the	the	DET
hls-13433	40	247	43	43	NUM
hls-13433	40	248	attributes	attribute	NOUN
hls-13433	40	249	were	be	AUX
hls-13433	40	250	collected	collect	VERB
hls-13433	40	251	.	.	PUNCT
hls-13433	41	1	the	the	DET
hls-13433	41	2	corresponding	correspond	VERB
hls-13433	41	3	datasets	dataset	NOUN
hls-13433	41	4	,	,	PUNCT
hls-13433	41	5	code	code	NOUN
hls-13433	41	6	book	book	NOUN
hls-13433	41	7	,	,	PUNCT
hls-13433	41	8	and	and	CCONJ
hls-13433	41	9	questionnaire	questionnaire	NOUN
hls-13433	41	10	are	be	AUX
hls-13433	41	11	available	available	ADJ
hls-13433	41	12	in.12	in.12	NOUN
hls-13433	41	13	the	the	DET
hls-13433	41	14	collected	collect	VERB
hls-13433	41	15	data	datum	NOUN
hls-13433	41	16	was	be	AUX
hls-13433	41	17	then	then	ADV
hls-13433	41	18	pre	pre	VERB
hls-13433	41	19	-	-	VERB
hls-13433	41	20	processed	processed	ADJ
hls-13433	41	21	to	to	PART
hls-13433	41	22	remove	remove	VERB
hls-13433	41	23	duplicates	duplicate	NOUN
hls-13433	41	24	,	,	PUNCT
hls-13433	41	25	nulls	null	NOUN
hls-13433	41	26	,	,	PUNCT
hls-13433	41	27	or	or	CCONJ
hls-13433	41	28	invalid	invalid	ADJ
hls-13433	41	29	entries	entry	NOUN
hls-13433	41	30	.	.	PUNCT
hls-13433	42	1	phase	phase	NOUN
hls-13433	42	2	1	1	NUM
hls-13433	42	3	also	also	ADV
hls-13433	42	4	has	have	VERB
hls-13433	42	5	a	a	DET
hls-13433	42	6	language	language	NOUN
hls-13433	42	7	translation	translation	NOUN
hls-13433	42	8	module	module	NOUN
hls-13433	42	9	that	that	PRON
hls-13433	42	10	helps	help	VERB
hls-13433	42	11	translate	translate	VERB
hls-13433	42	12	data	datum	NOUN
hls-13433	42	13	in	in	ADP
hls-13433	42	14	any	any	DET
hls-13433	42	15	source	source	NOUN
hls-13433	42	16	language	language	NOUN
hls-13433	42	17	to	to	ADP
hls-13433	42	18	english	english	ADJ
hls-13433	42	19	language	language	NOUN
hls-13433	42	20	.	.	PUNCT
hls-13433	43	1	in	in	ADP
hls-13433	43	2	phase	phase	NOUN
hls-13433	43	3	2	2	NUM
hls-13433	43	4	and	and	CCONJ
hls-13433	43	5	3a	3a	NUM
hls-13433	43	6	,	,	PUNCT
hls-13433	43	7	the	the	DET
hls-13433	43	8	‘	'	PUNCT
hls-13433	43	9	symptoms	symptom	NOUN
hls-13433	43	10	’	'	PUNCT
hls-13433	43	11	field	field	NOUN
hls-13433	43	12	one	one	NUM
hls-13433	43	13	of	of	ADP
hls-13433	43	14	the	the	DET
hls-13433	43	15	43	43	NUM
hls-13433	43	16	attributes	attribute	NOUN
hls-13433	43	17	in	in	ADP
hls-13433	43	18	the	the	DET
hls-13433	43	19	dataset	dataset	NOUN
hls-13433	43	20	,	,	PUNCT
hls-13433	43	21	was	be	AUX
hls-13433	43	22	passed	pass	VERB
hls-13433	43	23	through	through	ADP
hls-13433	43	24	scispacy	scispacy	NOUN
hls-13433	43	25	named	name	VERB
hls-13433	43	26	entity	entity	NOUN
hls-13433	43	27	recognition	recognition	NOUN
hls-13433	43	28	(	(	PUNCT
hls-13433	43	29	ner)13	ner)13	NOUN
hls-13433	43	30	to	to	PART
hls-13433	43	31	extract	extract	VERB
hls-13433	43	32	medical	medical	ADJ
hls-13433	43	33	related	relate	VERB
hls-13433	43	34	terms	term	NOUN
hls-13433	43	35	.	.	PUNCT
hls-13433	44	1	the	the	DET
hls-13433	44	2	output	output	NOUN
hls-13433	44	3	of	of	ADP
hls-13433	44	4	these	these	DET
hls-13433	44	5	phases	phase	NOUN
hls-13433	44	6	was	be	AUX
hls-13433	44	7	an	an	DET
hls-13433	44	8	annotation	annotation	NOUN
hls-13433	44	9	table	table	NOUN
hls-13433	44	10	of	of	ADP
hls-13433	44	11	symptoms	symptom	NOUN
hls-13433	44	12	,	,	PUNCT
hls-13433	44	13	as	as	SCONJ
hls-13433	44	14	shown	show	VERB
hls-13433	44	15	on	on	ADP
hls-13433	44	16	table	table	NOUN
hls-13433	44	17	1	1	NUM
hls-13433	44	18	.	.	PUNCT
hls-13433	45	1	in	in	ADP
hls-13433	45	2	phase	phase	NOUN
hls-13433	45	3	3b	3b	NUM
hls-13433	45	4	,	,	PUNCT
hls-13433	45	5	a	a	DET
hls-13433	45	6	human	human	ADJ
hls-13433	45	7	auditing	auditing	NOUN
hls-13433	45	8	dashboard14	dashboard14	NOUN
hls-13433	45	9	was	be	AUX
hls-13433	45	10	developed	develop	VERB
hls-13433	45	11	to	to	PART
hls-13433	45	12	improve	improve	VERB
hls-13433	45	13	the	the	DET
hls-13433	45	14	annotation	annotation	NOUN
hls-13433	45	15	accuracy	accuracy	NOUN
hls-13433	45	16	in	in	ADP
hls-13433	45	17	phase	phase	NOUN
hls-13433	45	18	3a	3a	NUM
hls-13433	45	19	.	.	PUNCT
hls-13433	46	1	the	the	DET
hls-13433	46	2	revised	revise	VERB
hls-13433	46	3	annotation	annotation	NOUN
hls-13433	46	4	table	table	NOUN
hls-13433	46	5	was	be	AUX
hls-13433	46	6	appended	append	VERB
hls-13433	46	7	to	to	ADP
hls-13433	46	8	the	the	DET
hls-13433	46	9	original	original	ADJ
hls-13433	46	10	dataset	dataset	NOUN
hls-13433	46	11	and	and	CCONJ
hls-13433	46	12	used	use	VERB
hls-13433	46	13	to	to	PART
hls-13433	46	14	train	train	VERB
hls-13433	46	15	ml	ml	NOUN
hls-13433	46	16	models	model	NOUN
hls-13433	46	17	in	in	ADP
hls-13433	46	18	phase	phase	NOUN
hls-13433	46	19	3c	3c	NUM
hls-13433	46	20	.	.	PUNCT
hls-13433	47	1	in	in	ADP
hls-13433	47	2	phase	phase	NOUN
hls-13433	47	3	3c	3c	NUM
hls-13433	47	4	,	,	PUNCT
hls-13433	47	5	the	the	DET
hls-13433	47	6	aim	aim	NOUN
hls-13433	47	7	was	be	AUX
hls-13433	47	8	to	to	PART
hls-13433	47	9	develop	develop	VERB
hls-13433	47	10	ml	ml	NOUN
hls-13433	47	11	models	model	NOUN
hls-13433	47	12	capable	capable	ADJ
hls-13433	47	13	of	of	ADP
hls-13433	47	14	predicting	predict	VERB
hls-13433	47	15	healthcare	healthcare	NOUN
hls-13433	47	16	accessibility	accessibility	NOUN
hls-13433	47	17	.	.	PUNCT
hls-13433	48	1	specifically	specifically	ADV
hls-13433	48	2	,	,	PUNCT
hls-13433	48	3	it	it	PRON
hls-13433	48	4	sought	seek	VERB
hls-13433	48	5	to	to	PART
hls-13433	48	6	determine	determine	VERB
hls-13433	48	7	if	if	SCONJ
hls-13433	48	8	an	an	DET
hls-13433	48	9	individual	individual	NOUN
hls-13433	48	10	of	of	ADP
hls-13433	48	11	a	a	DET
hls-13433	48	12	certain	certain	ADJ
hls-13433	48	13	gender	gender	NOUN
hls-13433	48	14	and	and	CCONJ
hls-13433	48	15	socio	socio	NOUN
hls-13433	48	16	-	-	PUNCT
hls-13433	48	17	economic	economic	ADJ
hls-13433	48	18	class	class	NOUN
hls-13433	48	19	,	,	PUNCT
hls-13433	48	20	who	who	PRON
hls-13433	48	21	presents	present	VERB
hls-13433	48	22	with	with	ADP
hls-13433	48	23	certain	certain	ADJ
hls-13433	48	24	symptoms	symptom	NOUN
hls-13433	48	25	(	(	PUNCT
hls-13433	48	26	s	s	NOUN
hls-13433	48	27	)	)	PUNCT
hls-13433	48	28	,	,	PUNCT
hls-13433	48	29	at	at	ADP
hls-13433	48	30	a	a	DET
hls-13433	48	31	given	give	VERB
hls-13433	48	32	healthcare	healthcare	NOUN
hls-13433	48	33	facility	facility	NOUN
hls-13433	48	34	in	in	ADP
hls-13433	48	35	northern	northern	PROPN
hls-13433	48	36	nigeria	nigeria	PROPN
hls-13433	48	37	would	would	AUX
hls-13433	48	38	be	be	AUX
hls-13433	48	39	treated	treat	VERB
hls-13433	48	40	or	or	CCONJ
hls-13433	48	41	not	not	PART
hls-13433	48	42	.	.	PUNCT
hls-13433	49	1	we	we	PRON
hls-13433	49	2	formally	formally	ADV
hls-13433	49	3	model	model	VERB
hls-13433	49	4	this	this	PRON
hls-13433	49	5	as	as	ADP
hls-13433	49	6	the	the	DET
hls-13433	49	7	quintuple	quintuple	NOUN
hls-13433	49	8	in	in	ADP
hls-13433	49	9	(	(	PUNCT
hls-13433	49	10	1	1	NUM
hls-13433	49	11	):	):	PUNCT
hls-13433	49	12	(	(	PUNCT
hls-13433	49	13	1	1	X
hls-13433	49	14	)	)	PUNCT
hls-13433	49	15	article	article	NOUN
hls-13433	49	16	[	[	X
hls-13433	49	17	healthcare	healthcare	NOUN
hls-13433	49	18	in	in	ADP
hls-13433	49	19	low	low	ADJ
hls-13433	49	20	-	-	PUNCT
hls-13433	49	21	resource	resource	NOUN
hls-13433	49	22	settings	setting	NOUN
hls-13433	49	23	2025;13:13433	2025;13:13433	NUM
hls-13433	49	24	]	]	X
hls-13433	49	25	]	]	X
hls-13433	49	26	figure	figure	NOUN
hls-13433	49	27	1	1	NUM
hls-13433	49	28	.	.	PUNCT
hls-13433	50	1	gender	gender	NOUN
hls-13433	50	2	equity	equity	PROPN
hls-13433	50	3	healthcare	healthcare	PROPN
hls-13433	50	4	access	access	NOUN
hls-13433	50	5	framework	framework	NOUN
hls-13433	50	6	(	(	PUNCT
hls-13433	50	7	gehaf	gehaf	NOUN
hls-13433	50	8	)	)	PUNCT
hls-13433	50	9	.	.	PUNCT
hls-13433	51	1	where	where	SCONJ
hls-13433	51	2	a	a	PRON
hls-13433	51	3	is	be	AUX
hls-13433	51	4	an	an	DET
hls-13433	51	5	individual	individual	NOUN
hls-13433	51	6	,	,	PUNCT
hls-13433	51	7	g	g	PROPN
hls-13433	51	8	and	and	CCONJ
hls-13433	51	9	m	m	PROPN
hls-13433	51	10	are	be	AUX
hls-13433	51	11	a	a	DET
hls-13433	51	12	’s	’s	ADJ
hls-13433	51	13	gender	gender	NOUN
hls-13433	51	14	and	and	CCONJ
hls-13433	51	15	marital	marital	ADJ
hls-13433	51	16	status	status	NOUN
hls-13433	51	17	respectively	respectively	ADV
hls-13433	51	18	,	,	PUNCT
hls-13433	51	19	while	while	SCONJ
hls-13433	51	20	e	e	NOUN
hls-13433	51	21	is	be	AUX
hls-13433	51	22	the	the	DET
hls-13433	51	23	level	level	NOUN
hls-13433	51	24	of	of	ADP
hls-13433	51	25	education	education	NOUN
hls-13433	51	26	(	(	PUNCT
hls-13433	51	27	ranging	range	VERB
hls-13433	51	28	from	from	ADP
hls-13433	51	29	primary	primary	ADJ
hls-13433	51	30	to	to	ADP
hls-13433	51	31	tertiary	tertiary	ADJ
hls-13433	51	32	)	)	PUNCT
hls-13433	51	33	.	.	PUNCT
hls-13433	52	1	i	i	PRON
hls-13433	52	2	is	be	AUX
hls-13433	52	3	a	a	DET
hls-13433	52	4	’s	’s	NOUN
hls-13433	52	5	income	income	NOUN
hls-13433	52	6	level	level	NOUN
hls-13433	52	7	,	,	PUNCT
hls-13433	52	8	while	while	SCONJ
hls-13433	52	9	s	s	NOUN
hls-13433	52	10	is	be	AUX
hls-13433	52	11	a	a	DET
hls-13433	52	12	set	set	NOUN
hls-13433	52	13	of	of	ADP
hls-13433	52	14	x	x	NOUN
hls-13433	52	15	symptoms	symptom	NOUN
hls-13433	52	16	,	,	PUNCT
hls-13433	52	17	x	x	SYM
hls-13433	52	18	=	=	SYM
hls-13433	52	19	{	{	PUNCT
hls-13433	52	20	1	1	NUM
hls-13433	52	21	,	,	PUNCT
hls-13433	52	22	2	2	NUM
hls-13433	52	23	…	…	SYM
hls-13433	52	24	17	17	NUM
hls-13433	52	25	}	}	PUNCT
hls-13433	52	26	,	,	PUNCT
hls-13433	52	27	∀	∀	X
hls-13433	52	28	sx=	sx=	PROPN
hls-13433	52	29	{	{	PUNCT
hls-13433	52	30	0	0	NUM
hls-13433	52	31	,	,	PUNCT
hls-13433	52	32	1	1	NUM
hls-13433	52	33	}	}	PUNCT
hls-13433	52	34	,	,	PUNCT
hls-13433	52	35	with	with	ADP
hls-13433	52	36	1	1	NUM
hls-13433	52	37	implying	imply	VERB
hls-13433	52	38	that	that	SCONJ
hls-13433	52	39	the	the	DET
hls-13433	52	40	individual	individual	NOUN
hls-13433	52	41	a	a	PRON
hls-13433	52	42	is	be	AUX
hls-13433	52	43	experiencing	experience	VERB
hls-13433	52	44	a	a	DET
hls-13433	52	45	particular	particular	ADJ
hls-13433	52	46	symptom	symptom	NOUN
hls-13433	52	47	x	x	NOUN
hls-13433	52	48	,	,	PUNCT
hls-13433	52	49	and	and	CCONJ
hls-13433	52	50	0	0	NUM
hls-13433	52	51	if	if	SCONJ
hls-13433	52	52	otherwise	otherwise	ADV
hls-13433	52	53	.	.	PUNCT
hls-13433	53	1	p	p	X
hls-13433	53	2	=	=	PUNCT
hls-13433	53	3	{	{	PUNCT
hls-13433	53	4	0	0	NUM
hls-13433	53	5	,	,	PUNCT
hls-13433	53	6	1	1	NUM
hls-13433	53	7	}	}	PUNCT
hls-13433	53	8	and	and	CCONJ
hls-13433	53	9	represents	represent	VERB
hls-13433	53	10	the	the	DET
hls-13433	53	11	prediction	prediction	NOUN
hls-13433	53	12	result	result	NOUN
hls-13433	53	13	,	,	PUNCT
hls-13433	53	14	i.e.	i.e.	X
hls-13433	53	15	,	,	PUNCT
hls-13433	53	16	0	0	PUNCT
hls-13433	53	17	if	if	SCONJ
hls-13433	53	18	a	a	PRON
hls-13433	53	19	would	would	AUX
hls-13433	53	20	be	be	AUX
hls-13433	53	21	denied	deny	VERB
hls-13433	53	22	health	health	NOUN
hls-13433	53	23	care	care	NOUN
hls-13433	53	24	or	or	CCONJ
hls-13433	53	25	1	1	NUM
hls-13433	53	26	if	if	SCONJ
hls-13433	53	27	a	a	PRON
hls-13433	53	28	would	would	AUX
hls-13433	53	29	be	be	AUX
hls-13433	53	30	able	able	ADJ
hls-13433	53	31	to	to	PART
hls-13433	53	32	access	access	VERB
hls-13433	53	33	healthcare	healthcare	PROPN
hls-13433	53	34	service	service	NOUN
hls-13433	53	35	.	.	PUNCT
hls-13433	54	1	to	to	PART
hls-13433	54	2	develop	develop	VERB
hls-13433	54	3	the	the	DET
hls-13433	54	4	prediction	prediction	NOUN
hls-13433	54	5	models	model	NOUN
hls-13433	54	6	,	,	PUNCT
hls-13433	54	7	6	6	NUM
hls-13433	54	8	of	of	ADP
hls-13433	54	9	the	the	DET
hls-13433	54	10	43	43	NUM
hls-13433	54	11	attributes	attribute	NOUN
hls-13433	54	12	in	in	ADP
hls-13433	54	13	the	the	DET
hls-13433	54	14	dataset	dataset	NOUN
hls-13433	54	15	were	be	AUX
hls-13433	54	16	considered	consider	VERB
hls-13433	54	17	,	,	PUNCT
hls-13433	54	18	namely	namely	ADV
hls-13433	54	19	‘	'	PUNCT
hls-13433	54	20	gender	gender	NOUN
hls-13433	54	21	’	'	PUNCT
hls-13433	54	22	,	,	PUNCT
hls-13433	54	23	‘	'	PUNCT
hls-13433	54	24	askmarital	askmarital	ADJ
hls-13433	54	25	’	'	PUNCT
hls-13433	54	26	,	,	PUNCT
hls-13433	54	27	‘	'	PUNCT
hls-13433	54	28	askeducation	askeducation	NOUN
hls-13433	54	29	’	'	PUNCT
hls-13433	54	30	,	,	PUNCT
hls-13433	54	31	‘	'	PUNCT
hls-13433	54	32	askincome	askincome	NOUN
hls-13433	54	33	’	'	PUNCT
hls-13433	54	34	,	,	PUNCT
hls-13433	54	35	‘	'	PUNCT
hls-13433	54	36	symptoms	symptom	NOUN
hls-13433	54	37	’	'	PUNCT
hls-13433	54	38	,	,	PUNCT
hls-13433	54	39	and	and	CCONJ
hls-13433	54	40	‘	'	PUNCT
hls-13433	54	41	refusedtreatment	refusedtreatment	NOUN
hls-13433	54	42	’	'	PUNCT
hls-13433	54	43	.	.	PUNCT
hls-13433	55	1	the	the	DET
hls-13433	55	2	following	follow	VERB
hls-13433	55	3	steps	step	NOUN
hls-13433	55	4	were	be	AUX
hls-13433	55	5	then	then	ADV
hls-13433	55	6	taken	take	VERB
hls-13433	55	7	.	.	PUNCT
hls-13433	56	1	the	the	DET
hls-13433	56	2	respondents	respondent	NOUN
hls-13433	56	3	’	’	PART
hls-13433	56	4	genders	gender	NOUN
hls-13433	56	5	(	(	PUNCT
hls-13433	56	6	man	man	NOUN
hls-13433	56	7	,	,	PUNCT
hls-13433	56	8	woman	woman	NOUN
hls-13433	56	9	,	,	PUNCT
hls-13433	56	10	or	or	CCONJ
hls-13433	56	11	non	non	ADJ
hls-13433	56	12	-	-	ADJ
hls-13433	56	13	binary	binary	ADJ
hls-13433	56	14	)	)	PUNCT
hls-13433	56	15	were	be	AUX
hls-13433	56	16	extracted	extract	VERB
hls-13433	56	17	from	from	ADP
hls-13433	56	18	the	the	DET
hls-13433	56	19	dataset	dataset	NOUN
hls-13433	56	20	.	.	PUNCT
hls-13433	57	1	the	the	DET
hls-13433	57	2	gender	gender	NOUN
hls-13433	57	3	attribute	attribute	NOUN
hls-13433	57	4	was	be	AUX
hls-13433	57	5	label	label	NOUN
hls-13433	57	6	encoded	encode	VERB
hls-13433	57	7	into	into	ADP
hls-13433	57	8	categorical	categorical	ADJ
hls-13433	57	9	data	datum	NOUN
hls-13433	57	10	.	.	PUNCT
hls-13433	58	1	similar	similar	ADJ
hls-13433	58	2	or	or	CCONJ
hls-13433	58	3	related	related	ADJ
hls-13433	58	4	symptoms	symptom	NOUN
hls-13433	58	5	were	be	AUX
hls-13433	58	6	combined	combine	VERB
hls-13433	58	7	.	.	PUNCT
hls-13433	59	1	for	for	ADP
hls-13433	59	2	instance	instance	NOUN
hls-13433	59	3	,	,	PUNCT
hls-13433	59	4	symptoms	symptom	NOUN
hls-13433	59	5	such	such	ADJ
hls-13433	59	6	as	as	ADP
hls-13433	59	7	‘	'	PUNCT
hls-13433	59	8	dizziness	dizziness	NOUN
hls-13433	59	9	’	'	PUNCT
hls-13433	59	10	and	and	CCONJ
hls-13433	59	11	‘	'	PUNCT
hls-13433	59	12	dizzyness	dizzyness	NOUN
hls-13433	59	13	’	'	PUNCT
hls-13433	59	14	,	,	PUNCT
hls-13433	59	15	were	be	AUX
hls-13433	59	16	combined	combine	VERB
hls-13433	59	17	,	,	PUNCT
hls-13433	59	18	as	as	ADV
hls-13433	59	19	well	well	ADV
hls-13433	59	20	as	as	ADP
hls-13433	59	21	‘	'	PUNCT
hls-13433	59	22	back	back	ADJ
hls-13433	59	23	pain	pain	NOUN
hls-13433	59	24	’	'	PUNCT
hls-13433	59	25	and	and	CCONJ
hls-13433	59	26	‘	'	PUNCT
hls-13433	59	27	backpain	backpain	NOUN
hls-13433	59	28	’	'	PUNCT
hls-13433	59	29	;	;	PUNCT
hls-13433	59	30	‘	'	PUNCT
hls-13433	59	31	headache	headache	NOUN
hls-13433	59	32	’	'	PUNCT
hls-13433	59	33	,	,	PUNCT
hls-13433	59	34	‘	'	PUNCT
hls-13433	59	35	head	head	NOUN
hls-13433	59	36	ache	ache	ADV
hls-13433	59	37	’	'	PUNCT
hls-13433	59	38	,	,	PUNCT
hls-13433	59	39	and	and	CCONJ
hls-13433	59	40	‘	'	PUNCT
hls-13433	59	41	headaches	headache	NOUN
hls-13433	59	42	’	'	PUNCT
hls-13433	59	43	;	;	PUNCT
hls-13433	59	44	‘	'	PUNCT
hls-13433	59	45	itches	itch	VERB
hls-13433	59	46	’	'	PUNCT
hls-13433	59	47	,	,	PUNCT
hls-13433	59	48	‘	'	PUNCT
hls-13433	59	49	itchy	itchy	ADJ
hls-13433	59	50	’	'	PUNCT
hls-13433	59	51	,	,	PUNCT
hls-13433	59	52	and	and	CCONJ
hls-13433	59	53	‘	'	PUNCT
hls-13433	59	54	itching	itching	NOUN
hls-13433	59	55	’	'	PUNCT
hls-13433	59	56	,	,	PUNCT
hls-13433	59	57	etc	etc	X
hls-13433	59	58	.	.	X
hls-13433	60	1	the	the	DET
hls-13433	60	2	most	most	ADV
hls-13433	60	3	common	common	ADJ
hls-13433	60	4	(	(	PUNCT
hls-13433	60	5	highest	high	ADJ
hls-13433	60	6	respondent	respondent	ADJ
hls-13433	60	7	count	count	NOUN
hls-13433	60	8	)	)	PUNCT
hls-13433	60	9	symptoms	symptom	NOUN
hls-13433	60	10	in	in	ADP
hls-13433	60	11	the	the	DET
hls-13433	60	12	dataset	dataset	NOUN
hls-13433	60	13	were	be	AUX
hls-13433	60	14	selected	select	VERB
hls-13433	60	15	.	.	PUNCT
hls-13433	61	1	these	these	PRON
hls-13433	61	2	were	be	AUX
hls-13433	61	3	‘	'	PUNCT
hls-13433	61	4	stomach	stomach	NOUN
hls-13433	61	5	’	'	PUNCT
hls-13433	61	6	,	,	PUNCT
hls-13433	61	7	‘	'	PUNCT
hls-13433	61	8	back	back	ADV
hls-13433	61	9	’	'	PUNCT
hls-13433	61	10	,	,	PUNCT
hls-13433	61	11	‘	'	PUNCT
hls-13433	61	12	chest	chest	NOUN
hls-13433	61	13	’	'	PUNCT
hls-13433	61	14	,	,	PUNCT
hls-13433	61	15	‘	'	PUNCT
hls-13433	61	16	coughs	cough	NOUN
hls-13433	61	17	’	'	PUNCT
hls-13433	61	18	,	,	PUNCT
hls-13433	61	19	‘	'	PUNCT
hls-13433	61	20	diabetes	diabetes	NOUN
hls-13433	61	21	’	'	PUNCT
hls-13433	61	22	,	,	PUNCT
hls-13433	61	23	‘	'	PUNCT
hls-13433	61	24	dizziness	dizziness	NOUN
hls-13433	61	25	’	'	PUNCT
hls-13433	61	26	,	,	PUNCT
hls-13433	61	27	‘	'	PUNCT
hls-13433	61	28	fever	fever	NOUN
hls-13433	61	29	’	'	PUNCT
hls-13433	61	30	,	,	PUNCT
hls-13433	61	31	‘	'	PUNCT
hls-13433	61	32	headaches	headache	NOUN
hls-13433	61	33	’	'	PUNCT
hls-13433	61	34	,	,	PUNCT
hls-13433	61	35	‘	'	PUNCT
hls-13433	61	36	body	body	NOUN
hls-13433	61	37	pains	pain	NOUN
hls-13433	61	38	’	'	PUNCT
hls-13433	61	39	,	,	PUNCT
hls-13433	61	40	‘	'	PUNCT
hls-13433	61	41	vomiting	vomit	VERB
hls-13433	61	42	’	'	PUNCT
hls-13433	61	43	,	,	PUNCT
hls-13433	61	44	‘	'	PUNCT
hls-13433	61	45	itches	itch	VERB
hls-13433	61	46	’	'	PUNCT
hls-13433	61	47	,	,	PUNCT
hls-13433	61	48	‘	'	PUNCT
hls-13433	61	49	malaria	malaria	NOUN
hls-13433	61	50	’	'	PUNCT
hls-13433	61	51	,	,	PUNCT
hls-13433	61	52	‘	'	PUNCT
hls-13433	61	53	teeth	tooth	NOUN
hls-13433	61	54	’	'	PUNCT
hls-13433	61	55	,	,	PUNCT
hls-13433	61	56	‘	'	PUNCT
hls-13433	61	57	ulcer	ulcer	NOUN
hls-13433	61	58	’	'	PUNCT
hls-13433	61	59	,	,	PUNCT
hls-13433	61	60	‘	'	PUNCT
hls-13433	61	61	virginal	virginal	ADJ
hls-13433	61	62	’	'	PUNCT
hls-13433	61	63	,	,	PUNCT
hls-13433	61	64	‘	'	PUNCT
hls-13433	61	65	catarrh	catarrh	NOUN
hls-13433	61	66	’	'	PUNCT
hls-13433	61	67	,	,	PUNCT
hls-13433	61	68	and	and	CCONJ
hls-13433	61	69	‘	'	PUNCT
hls-13433	61	70	infections	infection	NOUN
hls-13433	61	71	’	'	PUNCT
hls-13433	61	72	.	.	PUNCT
hls-13433	62	1	three	three	NUM
hls-13433	62	2	socio	socio	NOUN
hls-13433	62	3	-	-	PUNCT
hls-13433	62	4	economic	economic	ADJ
hls-13433	62	5	features	feature	NOUN
hls-13433	62	6	were	be	AUX
hls-13433	62	7	extracted	extract	VERB
hls-13433	62	8	from	from	ADP
hls-13433	62	9	the	the	DET
hls-13433	62	10	dataset	dataset	NOUN
hls-13433	62	11	,	,	PUNCT
hls-13433	62	12	namely	namely	ADV
hls-13433	62	13	‘	'	PUNCT
hls-13433	62	14	askmarital	askmarital	ADJ
hls-13433	62	15	’	'	PUNCT
hls-13433	62	16	(	(	PUNCT
hls-13433	62	17	marital	marital	ADJ
hls-13433	62	18	status	status	NOUN
hls-13433	62	19	)	)	PUNCT
hls-13433	62	20	,	,	PUNCT
hls-13433	62	21	‘	'	PUNCT
hls-13433	62	22	askeducation	askeducation	NOUN
hls-13433	62	23	’	'	PUNCT
hls-13433	62	24	(	(	PUNCT
hls-13433	62	25	level	level	NOUN
hls-13433	62	26	of	of	ADP
hls-13433	62	27	education	education	NOUN
hls-13433	62	28	)	)	PUNCT
hls-13433	62	29	,	,	PUNCT
hls-13433	62	30	and	and	CCONJ
hls-13433	62	31	‘	'	PUNCT
hls-13433	62	32	askincome	askincome	NOUN
hls-13433	62	33	’	'	PUNCT
hls-13433	62	34	(	(	PUNCT
hls-13433	62	35	level	level	NOUN
hls-13433	62	36	of	of	ADP
hls-13433	62	37	income	income	NOUN
hls-13433	62	38	)	)	PUNCT
hls-13433	62	39	.	.	PUNCT
hls-13433	63	1	the	the	DET
hls-13433	63	2	socio	socio	NOUN
hls-13433	63	3	-	-	PUNCT
hls-13433	63	4	economic	economic	ADJ
hls-13433	63	5	features	feature	NOUN
hls-13433	63	6	were	be	AUX
hls-13433	63	7	converted	convert	VERB
hls-13433	63	8	into	into	ADP
hls-13433	63	9	categorical	categorical	ADJ
hls-13433	63	10	data	datum	NOUN
hls-13433	63	11	using	use	VERB
hls-13433	63	12	one	one	NUM
hls-13433	63	13	-	-	PUNCT
hls-13433	63	14	hot	hot	ADJ
hls-13433	63	15	encoding	encoding	NOUN
hls-13433	63	16	.	.	PUNCT
hls-13433	64	1	each	each	DET
hls-13433	64	2	respondent	respondent	NOUN
hls-13433	64	3	could	could	AUX
hls-13433	64	4	choose	choose	VERB
hls-13433	64	5	1	1	NUM
hls-13433	64	6	of	of	ADP
hls-13433	64	7	5	5	NUM
hls-13433	64	8	options	option	NOUN
hls-13433	64	9	when	when	SCONJ
hls-13433	64	10	responding	respond	VERB
hls-13433	64	11	to	to	ADP
hls-13433	64	12	the	the	DET
hls-13433	64	13	question	question	NOUN
hls-13433	64	14	about	about	ADP
hls-13433	64	15	accessibility	accessibility	NOUN
hls-13433	64	16	to	to	ADP
hls-13433	64	17	healthcare	healthcare	NOUN
hls-13433	64	18	(	(	PUNCT
hls-13433	64	19	i.e.	i.e.	X
hls-13433	64	20	,	,	PUNCT
hls-13433	64	21	the	the	DET
hls-13433	64	22	‘	'	PUNCT
hls-13433	64	23	refusedtreatment	refusedtreatment	ADJ
hls-13433	64	24	’	'	PUNCT
hls-13433	64	25	attribute	attribute	NOUN
hls-13433	64	26	)	)	PUNCT
hls-13433	64	27	.	.	PUNCT
hls-13433	65	1	these	these	DET
hls-13433	65	2	options	option	NOUN
hls-13433	65	3	were	be	AUX
hls-13433	65	4	‘	'	PUNCT
hls-13433	65	5	agree	agree	ADJ
hls-13433	65	6	’	'	PUNCT
hls-13433	65	7	,	,	PUNCT
hls-13433	65	8	‘	'	PUNCT
hls-13433	65	9	moderately	moderately	ADV
hls-13433	65	10	agree	agree	ADJ
hls-13433	65	11	’	'	PUNCT
hls-13433	65	12	,	,	PUNCT
hls-13433	65	13	‘	'	PUNCT
hls-13433	65	14	neutral	neutral	ADJ
hls-13433	65	15	’	'	PUNCT
hls-13433	65	16	,	,	PUNCT
hls-13433	65	17	‘	'	PUNCT
hls-13433	65	18	moderately	moderately	ADV
hls-13433	65	19	disagree	disagree	VERB
hls-13433	65	20	’	'	PUNCT
hls-13433	65	21	,	,	PUNCT
hls-13433	65	22	and	and	CCONJ
hls-13433	65	23	‘	'	PUNCT
hls-13433	65	24	disagree	disagree	VERB
hls-13433	65	25	’	'	PUNCT
hls-13433	65	26	.	.	PUNCT
hls-13433	66	1	while	while	SCONJ
hls-13433	66	2	processing	process	VERB
hls-13433	66	3	this	this	DET
hls-13433	66	4	field	field	NOUN
hls-13433	66	5	‘	'	PUNCT
hls-13433	66	6	agree	agree	VERB
hls-13433	66	7	’	'	PUNCT
hls-13433	66	8	and	and	CCONJ
hls-13433	66	9	‘	'	PUNCT
hls-13433	66	10	moderately	moderately	ADV
hls-13433	66	11	agree	agree	ADJ
hls-13433	66	12	’	'	PUNCT
hls-13433	66	13	were	be	AUX
hls-13433	66	14	combined	combine	VERB
hls-13433	66	15	into	into	ADP
hls-13433	66	16	‘	'	PUNCT
hls-13433	66	17	agree	agree	VERB
hls-13433	66	18	’	'	PUNCT
hls-13433	66	19	,	,	PUNCT
hls-13433	66	20	‘	'	PUNCT
hls-13433	66	21	moderately	moderately	ADV
hls-13433	66	22	disagree	disagree	VERB
hls-13433	66	23	’	'	PUNCT
hls-13433	66	24	and	and	CCONJ
hls-13433	66	25	‘	'	PUNCT
hls-13433	66	26	disagree	disagree	VERB
hls-13433	66	27	’	'	PUNCT
hls-13433	66	28	were	be	AUX
hls-13433	66	29	grouped	group	VERB
hls-13433	66	30	as	as	ADP
hls-13433	66	31	‘	'	PUNCT
hls-13433	66	32	disagree	disagree	VERB
hls-13433	66	33	’	'	PUNCT
hls-13433	66	34	,	,	PUNCT
hls-13433	66	35	while	while	SCONJ
hls-13433	66	36	neutral	neutral	ADJ
hls-13433	66	37	responses	response	NOUN
hls-13433	66	38	were	be	AUX
hls-13433	66	39	dropped	drop	VERB
hls-13433	66	40	.	.	PUNCT
hls-13433	67	1	this	this	PRON
hls-13433	67	2	reduced	reduce	VERB
hls-13433	67	3	the	the	DET
hls-13433	67	4	respondents	respondent	NOUN
hls-13433	67	5	to	to	ADP
hls-13433	67	6	two	two	NUM
hls-13433	67	7	groups	group	NOUN
hls-13433	67	8	.	.	PUNCT
hls-13433	68	1	‘	'	PUNCT
hls-13433	68	2	agree	agree	VERB
hls-13433	68	3	’	'	PUNCT
hls-13433	68	4	meant	mean	VERB
hls-13433	68	5	that	that	SCONJ
hls-13433	68	6	the	the	DET
hls-13433	68	7	respondent	respondent	NOUN
hls-13433	68	8	was	be	AUX
hls-13433	68	9	refused	refuse	VERB
hls-13433	68	10	health	health	NOUN
hls-13433	68	11	care	care	NOUN
hls-13433	68	12	at	at	ADP
hls-13433	68	13	the	the	DET
hls-13433	68	14	healthcare	healthcare	NOUN
hls-13433	68	15	facility	facility	NOUN
hls-13433	68	16	,	,	PUNCT
hls-13433	68	17	while	while	SCONJ
hls-13433	68	18	‘	'	PUNCT
hls-13433	68	19	disagree	disagree	VERB
hls-13433	68	20	’	'	PUNCT
hls-13433	68	21	meant	mean	VERB
hls-13433	68	22	that	that	SCONJ
hls-13433	68	23	the	the	DET
hls-13433	68	24	respondent	respondent	NOUN
hls-13433	68	25	received	receive	VERB
hls-13433	68	26	health	health	NOUN
hls-13433	68	27	care	care	NOUN
hls-13433	68	28	.	.	PUNCT
hls-13433	69	1	the	the	DET
hls-13433	69	2	‘	'	PUNCT
hls-13433	69	3	refusedtreatment	refusedtreatment	ADJ
hls-13433	69	4	’	'	PUNCT
hls-13433	69	5	attribute	attribute	NOUN
hls-13433	69	6	was	be	AUX
hls-13433	69	7	the	the	DET
hls-13433	69	8	target	target	NOUN
hls-13433	69	9	column	column	NOUN
hls-13433	69	10	for	for	ADP
hls-13433	69	11	the	the	DET
hls-13433	69	12	ml	ml	NOUN
hls-13433	69	13	models	model	NOUN
hls-13433	69	14	and	and	CCONJ
hls-13433	69	15	was	be	AUX
hls-13433	69	16	label	label	NOUN
hls-13433	69	17	encoded	encode	VERB
hls-13433	69	18	into	into	ADP
hls-13433	69	19	a	a	DET
hls-13433	69	20	binary	binary	ADJ
hls-13433	69	21	class	class	NOUN
hls-13433	69	22	(	(	PUNCT
hls-13433	69	23	1	1	NUM
hls-13433	69	24	or	or	CCONJ
hls-13433	69	25	0	0	NUM
hls-13433	69	26	)	)	PUNCT
hls-13433	69	27	.	.	PUNCT
hls-13433	70	1	three	three	NUM
hls-13433	70	2	ml	ml	NOUN
hls-13433	70	3	models	model	NOUN
hls-13433	70	4	were	be	AUX
hls-13433	70	5	trained	train	VERB
hls-13433	70	6	on	on	ADP
hls-13433	70	7	the	the	DET
hls-13433	70	8	data	datum	NOUN
hls-13433	70	9	and	and	CCONJ
hls-13433	70	10	their	their	PRON
hls-13433	70	11	performances	performance	NOUN
hls-13433	70	12	compared	compare	VERB
hls-13433	70	13	in	in	ADP
hls-13433	70	14	terms	term	NOUN
hls-13433	70	15	of	of	ADP
hls-13433	70	16	prediction	prediction	NOUN
hls-13433	70	17	accuracy	accuracy	NOUN
hls-13433	70	18	,	,	PUNCT
hls-13433	70	19	precision	precision	NOUN
hls-13433	70	20	,	,	PUNCT
hls-13433	70	21	recall	recall	NOUN
hls-13433	70	22	,	,	PUNCT
hls-13433	70	23	and	and	CCONJ
hls-13433	70	24	f1	f1	NOUN
hls-13433	70	25	-	-	PUNCT
hls-13433	70	26	score	score	NOUN
hls-13433	70	27	.	.	PUNCT
hls-13433	71	1	details	detail	NOUN
hls-13433	71	2	of	of	ADP
hls-13433	71	3	the	the	DET
hls-13433	71	4	ml	ml	NOUN
hls-13433	71	5	models	model	NOUN
hls-13433	71	6	are	be	AUX
hls-13433	71	7	presented	present	VERB
hls-13433	71	8	in	in	ADP
hls-13433	71	9	subsection	subsection	NOUN
hls-13433	71	10	"	"	PUNCT
hls-13433	71	11	machine	machine	NOUN
hls-13433	71	12	learning	learning	NOUN
hls-13433	71	13	model	model	NOUN
hls-13433	71	14	"	"	PUNCT
hls-13433	71	15	.	.	PUNCT
hls-13433	72	1	the	the	DET
hls-13433	72	2	final	final	ADJ
hls-13433	72	3	dataset	dataset	NOUN
hls-13433	72	4	used	use	VERB
hls-13433	72	5	in	in	ADP
hls-13433	72	6	training	train	VERB
hls-13433	72	7	the	the	DET
hls-13433	72	8	ml	ml	PROPN
hls-13433	72	9	models	model	NOUN
hls-13433	72	10	consisted	consist	VERB
hls-13433	72	11	of	of	ADP
hls-13433	72	12	22	22	NUM
hls-13433	72	13	columns	column	NOUN
hls-13433	72	14	summarised	summarise	VERB
hls-13433	72	15	on	on	ADP
hls-13433	72	16	table	table	NOUN
hls-13433	72	17	2	2	NUM
hls-13433	72	18	.	.	PUNCT
hls-13433	72	19	in	in	ADP
hls-13433	72	20	phase	phase	NOUN
hls-13433	72	21	4	4	NUM
hls-13433	72	22	,	,	PUNCT
hls-13433	72	23	the	the	DET
hls-13433	72	24	datasets	dataset	NOUN
hls-13433	72	25	were	be	AUX
hls-13433	72	26	analysed	analyse	VERB
hls-13433	72	27	using	use	VERB
hls-13433	72	28	statistical	statistical	ADJ
hls-13433	72	29	models	model	NOUN
hls-13433	72	30	to	to	PART
hls-13433	72	31	provide	provide	VERB
hls-13433	72	32	insights	insight	NOUN
hls-13433	72	33	on	on	ADP
hls-13433	72	34	gender	gender	NOUN
hls-13433	72	35	-	-	PUNCT
hls-13433	72	36	equality	equality	NOUN
hls-13433	72	37	in	in	ADP
hls-13433	72	38	healthcare	healthcare	NOUN
hls-13433	72	39	across	across	ADP
hls-13433	72	40	regions	region	NOUN
hls-13433	72	41	of	of	ADP
hls-13433	72	42	northern	northern	PROPN
hls-13433	72	43	nigeria	nigeria	PROPN
hls-13433	72	44	.	.	PUNCT
hls-13433	73	1	these	these	DET
hls-13433	73	2	descriptive	descriptive	ADJ
hls-13433	73	3	analyses	analysis	NOUN
hls-13433	73	4	were	be	AUX
hls-13433	73	5	done	do	VERB
hls-13433	73	6	in	in	ADP
hls-13433	73	7	parallel	parallel	NOUN
hls-13433	73	8	to	to	ADP
hls-13433	73	9	phases	phase	NOUN
hls-13433	73	10	2	2	NUM
hls-13433	73	11	and	and	CCONJ
hls-13433	73	12	3	3	NUM
hls-13433	73	13	and	and	CCONJ
hls-13433	73	14	are	be	AUX
hls-13433	73	15	presented	present	VERB
hls-13433	73	16	in	in	ADP
hls-13433	73	17	subsection	subsection	NOUN
hls-13433	73	18	"	"	PUNCT
hls-13433	73	19	data	datum	NOUN
hls-13433	73	20	analysis	analysis	NOUN
hls-13433	73	21	"	"	PUNCT
hls-13433	73	22	phase	phase	NOUN
hls-13433	73	23	5	5	NUM
hls-13433	73	24	presents	present	VERB
hls-13433	73	25	the	the	DET
hls-13433	73	26	obtained	obtain	VERB
hls-13433	73	27	results	result	NOUN
hls-13433	73	28	.	.	PUNCT
hls-13433	74	1	data	datum	NOUN
hls-13433	74	2	analysis	analysis	NOUN
hls-13433	74	3	to	to	PART
hls-13433	74	4	analyse	analyse	VERB
hls-13433	74	5	the	the	DET
hls-13433	74	6	relationship	relationship	NOUN
hls-13433	74	7	between	between	ADP
hls-13433	74	8	individual	individual	ADJ
hls-13433	74	9	characteristics	characteristic	NOUN
hls-13433	74	10	(	(	PUNCT
hls-13433	74	11	age	age	NOUN
hls-13433	74	12	,	,	PUNCT
hls-13433	74	13	gender	gender	NOUN
hls-13433	74	14	)	)	PUNCT
hls-13433	74	15	,	,	PUNCT
hls-13433	74	16	socio	socio	NOUN
hls-13433	74	17	-	-	PUNCT
hls-13433	74	18	economic	economic	ADJ
hls-13433	74	19	factors	factor	NOUN
hls-13433	74	20	(	(	PUNCT
hls-13433	74	21	marital	marital	ADJ
hls-13433	74	22	status	status	NOUN
hls-13433	74	23	,	,	PUNCT
hls-13433	74	24	location	location	NOUN
hls-13433	74	25	,	,	PUNCT
hls-13433	74	26	level	level	NOUN
hls-13433	74	27	of	of	ADP
hls-13433	74	28	education	education	NOUN
hls-13433	74	29	,	,	PUNCT
hls-13433	74	30	income	income	NOUN
hls-13433	74	31	level	level	NOUN
hls-13433	74	32	,	,	PUNCT
hls-13433	74	33	employment	employment	NOUN
hls-13433	74	34	status	status	NOUN
hls-13433	74	35	,	,	PUNCT
hls-13433	74	36	and	and	CCONJ
hls-13433	74	37	ethnicity	ethnicity	NOUN
hls-13433	74	38	)	)	PUNCT
hls-13433	74	39	and	and	CCONJ
hls-13433	74	40	healthcare	healthcare	PROPN
hls-13433	74	41	equity	equity	PROPN
hls-13433	74	42	,	,	PUNCT
hls-13433	74	43	(	(	PUNCT
hls-13433	74	44	inclusion	inclusion	NOUN
hls-13433	74	45	,	,	PUNCT
hls-13433	74	46	equity	equity	NOUN
hls-13433	74	47	,	,	PUNCT
hls-13433	74	48	diversity	diversity	NOUN
hls-13433	74	49	,	,	PUNCT
hls-13433	74	50	gender	gender	NOUN
hls-13433	74	51	justice	justice	NOUN
hls-13433	74	52	,	,	PUNCT
hls-13433	74	53	harassment	harassment	NOUN
hls-13433	74	54	,	,	PUNCT
hls-13433	74	55	discrimination	discrimination	NOUN
hls-13433	74	56	,	,	PUNCT
hls-13433	74	57	and	and	CCONJ
hls-13433	74	58	access	access	NOUN
hls-13433	74	59	to	to	ADP
hls-13433	74	60	treatment	treatment	NOUN
hls-13433	74	61	)	)	PUNCT
hls-13433	74	62	,	,	PUNCT
hls-13433	74	63	statistical	statistical	ADJ
hls-13433	74	64	correlation	correlation	NOUN
hls-13433	74	65	analyses	analysis	NOUN
hls-13433	74	66	were	be	AUX
hls-13433	74	67	carried	carry	VERB
hls-13433	74	68	out	out	ADP
hls-13433	74	69	.	.	PUNCT
hls-13433	75	1	we	we	PRON
hls-13433	75	2	used	use	VERB
hls-13433	75	3	the	the	DET
hls-13433	75	4	pearson	pearson	PROPN
hls-13433	75	5	correlation	correlation	NOUN
hls-13433	75	6	coefficient	coefficient	NOUN
hls-13433	75	7	(	(	PUNCT
hls-13433	75	8	pcc	pcc	NOUN
hls-13433	75	9	)	)	PUNCT
hls-13433	75	10	and	and	CCONJ
hls-13433	75	11	spearman	spearman	NOUN
hls-13433	75	12	correlation	correlation	NOUN
hls-13433	75	13	coefficient	coefficient	NOUN
hls-13433	75	14	(	(	PUNCT
hls-13433	75	15	scc),16	scc),16	PROPN
hls-13433	75	16	while	while	SCONJ
hls-13433	75	17	the	the	DET
hls-13433	75	18	probability	probability	NOUN
hls-13433	75	19	value	value	NOUN
hls-13433	75	20	(	(	PUNCT
hls-13433	75	21	p	p	NOUN
hls-13433	75	22	-	-	PUNCT
hls-13433	75	23	value	value	NOUN
hls-13433	75	24	)	)	PUNCT
hls-13433	75	25	was	be	AUX
hls-13433	75	26	used	use	VERB
hls-13433	75	27	to	to	PART
hls-13433	75	28	measure	measure	VERB
hls-13433	75	29	the	the	DET
hls-13433	75	30	level	level	NOUN
hls-13433	75	31	of	of	ADP
hls-13433	75	32	statistical	statistical	ADJ
hls-13433	75	33	importance	importance	NOUN
hls-13433	75	34	.	.	PUNCT
hls-13433	76	1	pearson	pearson	PROPN
hls-13433	76	2	correlation	correlation	PROPN
hls-13433	76	3	coefficient	coefficient	NOUN
hls-13433	76	4	(	(	PUNCT
hls-13433	76	5	pcc	pcc	NOUN
hls-13433	76	6	)	)	PUNCT
hls-13433	76	7	,	,	PUNCT
hls-13433	76	8	designated	designate	VERB
hls-13433	76	9	as	as	ADP
hls-13433	76	10	r	r	NOUN
hls-13433	76	11	,	,	PUNCT
hls-13433	76	12	is	be	AUX
hls-13433	76	13	article	article	NOUN
hls-13433	76	14	table	table	NOUN
hls-13433	76	15	2	2	NUM
hls-13433	76	16	.	.	PUNCT
hls-13433	76	17	dataset	dataset	NOUN
hls-13433	76	18	attributes	attribute	NOUN
hls-13433	76	19	.	.	PUNCT
hls-13433	77	1	sn	sn	PROPN
hls-13433	77	2	attributes	attribute	VERB
hls-13433	77	3	options	option	NOUN
hls-13433	77	4	1	1	NUM
hls-13433	77	5	‘	'	PUNCT
hls-13433	77	6	gender	gender	NOUN
hls-13433	77	7	’	'	PUNCT
hls-13433	77	8	(	(	PUNCT
hls-13433	77	9	g	g	NOUN
hls-13433	77	10	)	)	PUNCT
hls-13433	77	11	man	man	NOUN
hls-13433	77	12	,	,	PUNCT
hls-13433	77	13	non	non	ADJ
hls-13433	77	14	-	-	ADJ
hls-13433	77	15	binary	binary	ADJ
hls-13433	77	16	,	,	PUNCT
hls-13433	77	17	woman	woman	NOUN
hls-13433	77	18	2	2	NUM
hls-13433	77	19	‘	'	PUNCT
hls-13433	77	20	askmarital	askmarital	ADJ
hls-13433	77	21	'	'	PUNCT
hls-13433	77	22	(	(	PUNCT
hls-13433	77	23	m	m	NOUN
hls-13433	77	24	)	)	PUNCT
hls-13433	77	25	divorced	divorce	VERB
hls-13433	77	26	,	,	PUNCT
hls-13433	77	27	married	married	ADJ
hls-13433	77	28	,	,	PUNCT
hls-13433	77	29	single	single	ADJ
hls-13433	77	30	,	,	PUNCT
hls-13433	77	31	widow	widow	NOUN
hls-13433	77	32	/	/	SYM
hls-13433	77	33	widower	widower	NOUN
hls-13433	77	34	3	3	NUM
hls-13433	77	35	'	'	NOUN
hls-13433	77	36	askeducation	askeducation	NOUN
hls-13433	77	37	'	'	PUNCT
hls-13433	77	38	(	(	PUNCT
hls-13433	77	39	e	e	NOUN
hls-13433	77	40	)	)	PUNCT
hls-13433	77	41	primary	primary	ADJ
hls-13433	77	42	,	,	PUNCT
hls-13433	77	43	secondary	secondary	ADJ
hls-13433	77	44	,	,	PUNCT
hls-13433	77	45	tertiary	tertiary	ADJ
hls-13433	77	46	,	,	PUNCT
hls-13433	77	47	or	or	CCONJ
hls-13433	77	48	other	other	ADJ
hls-13433	77	49	4	4	NUM
hls-13433	77	50	'	'	PUNCT
hls-13433	77	51	askincome	askincome	NOUN
hls-13433	77	52	'	'	PUNCT
hls-13433	77	53	(	(	PUNCT
hls-13433	77	54	i	i	NOUN
hls-13433	77	55	)	)	PUNCT
hls-13433	77	56	level	level	NOUN
hls-13433	77	57	1	1	NUM
hls-13433	77	58	(	(	PUNCT
hls-13433	77	59	>	>	SYM
hls-13433	77	60	usd	usd	NOUN
hls-13433	77	61	100,000	100,000	NUM
hls-13433	77	62	)	)	PUNCT
hls-13433	77	63	level	level	NOUN
hls-13433	77	64	6	6	NUM
hls-13433	77	65	(	(	PUNCT
hls-13433	77	66	<	<	X
hls-13433	77	67	usd	usd	NOUN
hls-13433	77	68	500	500	NUM
hls-13433	77	69	)	)	PUNCT
hls-13433	77	70	5	5	NUM
hls-13433	77	71	-	-	SYM
hls-13433	77	72	21	21	NUM
hls-13433	77	73	‘	'	PUNCT
hls-13433	77	74	stomach	stomach	NOUN
hls-13433	77	75	’	'	PUNCT
hls-13433	77	76	,	,	PUNCT
hls-13433	77	77	‘	'	PUNCT
hls-13433	77	78	back	back	ADV
hls-13433	77	79	’	'	PUNCT
hls-13433	77	80	,	,	PUNCT
hls-13433	77	81	‘	'	PUNCT
hls-13433	77	82	chest	chest	NOUN
hls-13433	77	83	’	'	PUNCT
hls-13433	77	84	,	,	PUNCT
hls-13433	77	85	'	'	PUNCT
hls-13433	77	86	teeth	tooth	NOUN
hls-13433	77	87	'	'	PUNCT
hls-13433	77	88	,	,	PUNCT
hls-13433	77	89	'	'	PUNCT
hls-13433	77	90	coughs	cough	NOUN
hls-13433	77	91	’	'	PUNCT
hls-13433	77	92	,	,	PUNCT
hls-13433	77	93	1	1	NUM
hls-13433	77	94	or	or	CCONJ
hls-13433	77	95	0	0	NUM
hls-13433	77	96	.	.	PUNCT
hls-13433	78	1	'	'	PUNCT
hls-13433	78	2	diabetes	diabetes	NOUN
hls-13433	78	3	'	'	PUNCT
hls-13433	78	4	,	,	PUNCT
hls-13433	78	5	'	'	PUNCT
hls-13433	78	6	dizziness	dizziness	NOUN
hls-13433	78	7	’	'	PUNCT
hls-13433	78	8	,	,	PUNCT
hls-13433	78	9	'	'	PUNCT
hls-13433	78	10	fever	fever	NOUN
hls-13433	78	11	'	'	PUNCT
hls-13433	78	12	,	,	PUNCT
hls-13433	78	13	'	'	PUNCT
hls-13433	78	14	ulcer	ulcer	NOUN
hls-13433	78	15	'	'	PUNCT
hls-13433	78	16	,	,	PUNCT
hls-13433	78	17	'	'	PUNCT
hls-13433	78	18	headaches	headache	NOUN
hls-13433	78	19	'	'	PUNCT
hls-13433	78	20	,	,	PUNCT
hls-13433	78	21	'	'	PUNCT
hls-13433	78	22	body	body	NOUN
hls-13433	78	23	pains	pain	NOUN
hls-13433	78	24	'	'	PUNCT
hls-13433	78	25	,	,	PUNCT
hls-13433	78	26	1	1	NUM
hls-13433	78	27	if	if	SCONJ
hls-13433	78	28	the	the	DET
hls-13433	78	29	respondent	respondent	NOUN
hls-13433	78	30	experiences	experience	VERB
hls-13433	78	31	the	the	DET
hls-13433	78	32	symptom	symptom	NOUN
hls-13433	78	33	or	or	CCONJ
hls-13433	78	34	0	0	NUM
hls-13433	78	35	if	if	SCONJ
hls-13433	78	36	otherwise	otherwise	ADV
hls-13433	78	37	.	.	PUNCT
hls-13433	79	1	'	'	PUNCT
hls-13433	79	2	vomiting	vomit	VERB
hls-13433	79	3	'	'	PUNCT
hls-13433	79	4	,	,	PUNCT
hls-13433	79	5	'	'	PUNCT
hls-13433	79	6	itches	itch	VERB
hls-13433	79	7	'	'	PUNCT
hls-13433	79	8	,	,	PUNCT
hls-13433	79	9	'	'	PUNCT
hls-13433	79	10	malaria	malaria	NOUN
hls-13433	79	11	'	'	PUNCT
hls-13433	79	12	,	,	PUNCT
hls-13433	79	13	'	'	PUNCT
hls-13433	79	14	virginal	virginal	ADJ
hls-13433	79	15	'	'	PUNCT
hls-13433	79	16	,	,	PUNCT
hls-13433	79	17	'	'	PUNCT
hls-13433	79	18	catarrh	catarrh	NOUN
hls-13433	79	19	'	'	PUNCT
hls-13433	79	20	,	,	PUNCT
hls-13433	79	21	'	'	PUNCT
hls-13433	79	22	infections	infection	NOUN
hls-13433	79	23	’	'	PUNCT
hls-13433	79	24	22	22	NUM
hls-13433	79	25	‘	'	PUNCT
hls-13433	79	26	refusedtreatment	refusedtreatment	NOUN
hls-13433	79	27	’	'	PUNCT
hls-13433	79	28	agree	agree	VERB
hls-13433	79	29	or	or	CCONJ
hls-13433	79	30	disagree	disagree	VERB
hls-13433	79	31	[	[	PUNCT
hls-13433	79	32	page	page	NOUN
hls-13433	79	33	204	204	NUM
hls-13433	79	34	]	]	PUNCT
hls-13433	80	1	[	[	X
hls-13433	80	2	healthcare	healthcare	NOUN
hls-13433	80	3	in	in	ADP
hls-13433	80	4	low	low	ADJ
hls-13433	80	5	-	-	PUNCT
hls-13433	80	6	resource	resource	NOUN
hls-13433	80	7	settings	setting	NOUN
hls-13433	80	8	2024;12	2024;12	NUM
hls-13433	80	9	:	:	PUNCT
hls-13433	80	10	xxx	xxx	ADJ
hls-13433	80	11	]	]	X
hls-13433	80	12	table	table	NOUN
hls-13433	80	13	1	1	NUM
hls-13433	80	14	.	.	PUNCT
hls-13433	80	15	sample	sample	NOUN
hls-13433	80	16	output	output	NOUN
hls-13433	80	17	of	of	ADP
hls-13433	80	18	phases	phase	NOUN
hls-13433	80	19	2	2	NUM
hls-13433	80	20	and	and	CCONJ
hls-13433	80	21	3a	3a	NUM
hls-13433	80	22	of	of	ADP
hls-13433	80	23	gehaf	gehaf	NOUN
hls-13433	80	24	framework	framework	NOUN
hls-13433	80	25	.	.	PUNCT
hls-13433	81	1	often	often	ADV
hls-13433	81	2	used	use	VERB
hls-13433	81	3	to	to	PART
hls-13433	81	4	find	find	VERB
hls-13433	81	5	the	the	DET
hls-13433	81	6	association	association	NOUN
hls-13433	81	7	between	between	ADP
hls-13433	81	8	two	two	NUM
hls-13433	81	9	parametric	parametric	ADJ
hls-13433	81	10	attributes	attribute	NOUN
hls-13433	81	11	(	(	PUNCT
hls-13433	81	12	e.g.	e.g.	ADV
hls-13433	81	13	age	age	NOUN
hls-13433	81	14	)	)	PUNCT
hls-13433	81	15	.	.	PUNCT
hls-13433	82	1	pcc	pcc	NOUN
hls-13433	82	2	is	be	AUX
hls-13433	82	3	calculated	calculate	VERB
hls-13433	82	4	using	use	VERB
hls-13433	82	5	(	(	PUNCT
hls-13433	82	6	2	2	NUM
hls-13433	82	7	)	)	PUNCT
hls-13433	82	8	for	for	ADP
hls-13433	82	9	attributes	attribute	NOUN
hls-13433	82	10	x	x	PUNCT
hls-13433	82	11	and	and	CCONJ
hls-13433	82	12	y	y	PROPN
hls-13433	82	13	.	.	PUNCT
hls-13433	83	1	(	(	PUNCT
hls-13433	83	2	2	2	X
hls-13433	83	3	)	)	PUNCT
hls-13433	83	4	where	where	SCONJ
hls-13433	83	5	r	r	NOUN
hls-13433	83	6	=	=	SYM
hls-13433	83	7	pcc	pcc	PROPN
hls-13433	83	8	,	,	PUNCT
hls-13433	83	9	x	x	NOUN
hls-13433	83	10	’	'	PUNCT
hls-13433	83	11	and	and	CCONJ
hls-13433	83	12	y	y	X
hls-13433	83	13	’	'	PUNCT
hls-13433	83	14	are	be	AUX
hls-13433	83	15	sample	sample	NOUN
hls-13433	83	16	mean	mean	NOUN
hls-13433	83	17	values	value	NOUN
hls-13433	83	18	of	of	ADP
hls-13433	83	19	x	x	X
hls-13433	83	20	and	and	CCONJ
hls-13433	83	21	y	y	PROPN
hls-13433	83	22	respectively	respectively	ADV
hls-13433	83	23	.	.	PUNCT
hls-13433	84	1	spearman	spearman	NOUN
hls-13433	84	2	ranks	rank	VERB
hls-13433	84	3	correlation	correlation	NOUN
hls-13433	84	4	coefficient	coefficient	NOUN
hls-13433	84	5	(	(	PUNCT
hls-13433	84	6	scc	scc	NOUN
hls-13433	84	7	)	)	PUNCT
hls-13433	84	8	,	,	PUNCT
hls-13433	84	9	denoted	denote	VERB
hls-13433	84	10	rs	r	NOUN
hls-13433	84	11	,	,	PUNCT
hls-13433	84	12	is	be	AUX
hls-13433	84	13	used	use	VERB
hls-13433	84	14	to	to	PART
hls-13433	84	15	show	show	VERB
hls-13433	84	16	association	association	NOUN
hls-13433	84	17	between	between	ADP
hls-13433	84	18	two	two	NUM
hls-13433	84	19	non	non	ADJ
hls-13433	84	20	-	-	ADJ
hls-13433	84	21	parametric	parametric	ADJ
hls-13433	84	22	attributes	attribute	NOUN
hls-13433	84	23	,	,	PUNCT
hls-13433	84	24	e.g.	e.g.	ADV
hls-13433	84	25	likert	likert	ADJ
hls-13433	84	26	scale	scale	NOUN
hls-13433	84	27	.	.	PUNCT
hls-13433	85	1	scc	scc	PROPN
hls-13433	85	2	is	be	AUX
hls-13433	85	3	defined	define	VERB
hls-13433	85	4	in	in	ADP
hls-13433	85	5	(	(	PUNCT
hls-13433	85	6	3	3	NUM
hls-13433	85	7	)	)	PUNCT
hls-13433	85	8	.	.	PUNCT
hls-13433	86	1	(	(	PUNCT
hls-13433	86	2	3	3	X
hls-13433	86	3	)	)	PUNCT
hls-13433	86	4	where	where	SCONJ
hls-13433	86	5	d	d	NOUN
hls-13433	86	6	is	be	AUX
hls-13433	86	7	the	the	DET
hls-13433	86	8	difference	difference	NOUN
hls-13433	86	9	in	in	ADP
hls-13433	86	10	rank	rank	NOUN
hls-13433	86	11	between	between	ADP
hls-13433	86	12	values	value	NOUN
hls-13433	86	13	of	of	ADP
hls-13433	86	14	the	the	DET
hls-13433	86	15	two	two	NUM
hls-13433	86	16	attributes	attribute	NOUN
hls-13433	86	17	being	be	AUX
hls-13433	86	18	considered	consider	VERB
hls-13433	86	19	.	.	PUNCT
hls-13433	87	1	for	for	ADP
hls-13433	87	2	pcc	pcc	PROPN
hls-13433	87	3	and	and	CCONJ
hls-13433	87	4	scc	scc	PROPN
hls-13433	87	5	,	,	PUNCT
hls-13433	87	6	the	the	DET
hls-13433	87	7	results	result	NOUN
hls-13433	87	8	usually	usually	ADV
hls-13433	87	9	fall	fall	VERB
hls-13433	87	10	within	within	ADP
hls-13433	87	11	the	the	DET
hls-13433	87	12	range	range	NOUN
hls-13433	87	13	of	of	ADP
hls-13433	87	14	-1	-1	PUNCT
hls-13433	87	15	≤	≤	NUM
hls-13433	87	16	cc_value	cc_value	NOUN
hls-13433	87	17	≤	≤	NOUN
hls-13433	87	18	1	1	NUM
hls-13433	87	19	.	.	PUNCT
hls-13433	88	1	a	a	DET
hls-13433	88	2	cc_value	cc_value	NOUN
hls-13433	88	3	between	between	ADP
hls-13433	88	4	0	0	NUM
hls-13433	88	5	and	and	CCONJ
hls-13433	88	6	0.39	0.39	NUM
hls-13433	88	7	(	(	PUNCT
hls-13433	88	8	or	or	CCONJ
hls-13433	88	9	between	between	ADP
hls-13433	88	10	0	0	NUM
hls-13433	88	11	and	and	CCONJ
hls-13433	88	12	-0.39	-0.39	NUM
hls-13433	88	13	)	)	PUNCT
hls-13433	88	14	implies	imply	VERB
hls-13433	88	15	a	a	DET
hls-13433	88	16	weak	weak	ADJ
hls-13433	88	17	positive	positive	ADJ
hls-13433	88	18	(	(	PUNCT
hls-13433	88	19	negative	negative	ADJ
hls-13433	88	20	)	)	PUNCT
hls-13433	88	21	relationship	relationship	NOUN
hls-13433	88	22	between	between	ADP
hls-13433	88	23	the	the	DET
hls-13433	88	24	two	two	NUM
hls-13433	88	25	attributes	attribute	NOUN
hls-13433	88	26	,	,	PUNCT
hls-13433	88	27	a	a	DET
hls-13433	88	28	cc_value	cc_value	NOUN
hls-13433	88	29	between	between	ADP
hls-13433	88	30	0.4	0.4	NUM
hls-13433	88	31	and	and	CCONJ
hls-13433	88	32	0.69	0.69	NUM
hls-13433	88	33	(	(	PUNCT
hls-13433	88	34	or	or	CCONJ
hls-13433	88	35	between	between	ADP
hls-13433	88	36	0.4	0.4	NUM
hls-13433	88	37	and	and	CCONJ
hls-13433	88	38	-0.69	-0.69	NOUN
hls-13433	88	39	)	)	PUNCT
hls-13433	88	40	implies	imply	VERB
hls-13433	88	41	a	a	DET
hls-13433	88	42	moderate	moderate	ADJ
hls-13433	88	43	positive	positive	ADJ
hls-13433	88	44	(	(	PUNCT
hls-13433	88	45	negative	negative	ADJ
hls-13433	88	46	)	)	PUNCT
hls-13433	88	47	relationship	relationship	NOUN
hls-13433	88	48	,	,	PUNCT
hls-13433	88	49	while	while	SCONJ
hls-13433	88	50	values	value	NOUN
hls-13433	88	51	between	between	ADP
hls-13433	88	52	0.7	0.7	NUM
hls-13433	88	53	and	and	CCONJ
hls-13433	88	54	1	1	NUM
hls-13433	88	55	(	(	PUNCT
hls-13433	88	56	or	or	CCONJ
hls-13433	88	57	between	between	ADP
hls-13433	88	58	-0.7	-0.7	PROPN
hls-13433	88	59	and	and	CCONJ
hls-13433	88	60	-1	-1	CCONJ
hls-13433	88	61	)	)	PUNCT
hls-13433	88	62	imply	imply	VERB
hls-13433	88	63	strong	strong	ADJ
hls-13433	88	64	positive	positive	ADJ
hls-13433	88	65	(	(	PUNCT
hls-13433	88	66	negative	negative	ADJ
hls-13433	88	67	)	)	PUNCT
hls-13433	88	68	relationship	relationship	NOUN
hls-13433	88	69	between	between	ADP
hls-13433	88	70	the	the	DET
hls-13433	88	71	two	two	NUM
hls-13433	88	72	attributes	attribute	NOUN
hls-13433	88	73	.	.	PUNCT
hls-13433	89	1	finally	finally	ADV
hls-13433	89	2	,	,	PUNCT
hls-13433	89	3	we	we	PRON
hls-13433	89	4	calculated	calculate	VERB
hls-13433	89	5	the	the	DET
hls-13433	89	6	probability	probability	NOUN
hls-13433	89	7	value	value	NOUN
hls-13433	89	8	(	(	PUNCT
hls-13433	89	9	p	p	NOUN
hls-13433	89	10	-	-	PUNCT
hls-13433	89	11	value	value	NOUN
hls-13433	89	12	)	)	PUNCT
hls-13433	89	13	to	to	PART
hls-13433	89	14	determine	determine	VERB
hls-13433	89	15	the	the	DET
hls-13433	89	16	statistical	statistical	ADJ
hls-13433	89	17	significance	significance	NOUN
hls-13433	89	18	of	of	ADP
hls-13433	89	19	the	the	DET
hls-13433	89	20	correlation	correlation	NOUN
hls-13433	89	21	between	between	ADP
hls-13433	89	22	two	two	NUM
hls-13433	89	23	attributes	attribute	NOUN
hls-13433	89	24	and	and	CCONJ
hls-13433	89	25	set	set	VERB
hls-13433	89	26	the	the	DET
hls-13433	89	27	threshold	threshold	NOUN
hls-13433	89	28	to	to	ADP
hls-13433	89	29	0.05	0.05	NUM
hls-13433	89	30	.	.	PUNCT
hls-13433	90	1	machine	machine	NOUN
hls-13433	90	2	learning	learning	NOUN
hls-13433	90	3	models	model	VERB
hls-13433	90	4	the	the	DET
hls-13433	90	5	‘	'	PUNCT
hls-13433	90	6	refusedtreatment	refusedtreatment	ADJ
hls-13433	90	7	’	'	PUNCT
hls-13433	90	8	attribute	attribute	NOUN
hls-13433	90	9	was	be	AUX
hls-13433	90	10	used	use	VERB
hls-13433	90	11	as	as	ADP
hls-13433	90	12	the	the	DET
hls-13433	90	13	target	target	NOUN
hls-13433	90	14	for	for	ADP
hls-13433	90	15	the	the	DET
hls-13433	90	16	ml	ml	PROPN
hls-13433	90	17	models	model	NOUN
hls-13433	90	18	.	.	PUNCT
hls-13433	91	1	by	by	ADP
hls-13433	91	2	grouping	group	VERB
hls-13433	91	3	all	all	DET
hls-13433	91	4	values	value	NOUN
hls-13433	91	5	of	of	ADP
hls-13433	91	6	the	the	DET
hls-13433	91	7	‘	'	PUNCT
hls-13433	91	8	refusedtreatment	refusedtreatment	ADJ
hls-13433	91	9	’	'	PUNCT
hls-13433	91	10	attribute	attribute	NOUN
hls-13433	91	11	into	into	ADP
hls-13433	91	12	either	either	PRON
hls-13433	91	13	‘	'	PUNCT
hls-13433	91	14	agree	agree	NOUN
hls-13433	91	15	’	'	PUNCT
hls-13433	91	16	and	and	CCONJ
hls-13433	91	17	‘	'	PUNCT
hls-13433	91	18	disagree	disagree	VERB
hls-13433	91	19	’	'	PUNCT
hls-13433	91	20	,	,	PUNCT
hls-13433	91	21	the	the	DET
hls-13433	91	22	problem	problem	NOUN
hls-13433	91	23	was	be	AUX
hls-13433	91	24	reduced	reduce	VERB
hls-13433	91	25	to	to	ADP
hls-13433	91	26	a	a	DET
hls-13433	91	27	binary	binary	ADJ
hls-13433	91	28	classification	classification	NOUN
hls-13433	91	29	.	.	PUNCT
hls-13433	92	1	this	this	DET
hls-13433	92	2	dataset	dataset	NOUN
hls-13433	92	3	initially	initially	ADV
hls-13433	92	4	contained	contain	VERB
hls-13433	92	5	1093	1093	NUM
hls-13433	92	6	records	record	NOUN
hls-13433	92	7	,	,	PUNCT
hls-13433	92	8	however	however	ADV
hls-13433	92	9	,	,	PUNCT
hls-13433	92	10	after	after	ADP
hls-13433	92	11	the	the	DET
hls-13433	92	12	cleaning	cleaning	NOUN
hls-13433	92	13	,	,	PUNCT
hls-13433	92	14	preprocessing	preprocessing	NOUN
hls-13433	92	15	and	and	CCONJ
hls-13433	92	16	annotation	annotation	NOUN
hls-13433	92	17	processes	process	NOUN
hls-13433	92	18	(	(	PUNCT
hls-13433	92	19	phases	phase	NOUN
hls-13433	92	20	1	1	NUM
hls-13433	92	21	-	-	SYM
hls-13433	92	22	3	3	NUM
hls-13433	92	23	of	of	ADP
hls-13433	92	24	gehaf	gehaf	NOUN
hls-13433	92	25	)	)	PUNCT
hls-13433	92	26	,	,	PUNCT
hls-13433	92	27	only	only	ADV
hls-13433	92	28	412	412	NUM
hls-13433	92	29	valid	valid	ADJ
hls-13433	92	30	records	record	NOUN
hls-13433	92	31	were	be	AUX
hls-13433	92	32	left	leave	VERB
hls-13433	92	33	.	.	PUNCT
hls-13433	93	1	the	the	DET
hls-13433	93	2	data	datum	NOUN
hls-13433	93	3	was	be	AUX
hls-13433	93	4	also	also	ADV
hls-13433	93	5	highly	highly	ADV
hls-13433	93	6	imbalanced	imbalanced	ADJ
hls-13433	93	7	,	,	PUNCT
hls-13433	93	8	with	with	ADP
hls-13433	93	9	the	the	DET
hls-13433	93	10	majority	majority	NOUN
hls-13433	93	11	(	(	PUNCT
hls-13433	93	12	381	381	NUM
hls-13433	93	13	)	)	PUNCT
hls-13433	93	14	of	of	ADP
hls-13433	93	15	records	record	NOUN
hls-13433	93	16	belonging	belong	VERB
hls-13433	93	17	to	to	ADP
hls-13433	93	18	the	the	DET
hls-13433	93	19	‘	'	PUNCT
hls-13433	93	20	refusedtreatment	refusedtreatment	NOUN
hls-13433	93	21	’	'	PUNCT
hls-13433	93	22	=	=	PUNCT
hls-13433	93	23	‘	'	PUNCT
hls-13433	93	24	disagree	disagree	VERB
hls-13433	93	25	’	'	PUNCT
hls-13433	93	26	class	class	NOUN
hls-13433	93	27	,	,	PUNCT
hls-13433	93	28	i.e.	i.e.	X
hls-13433	93	29	,	,	PUNCT
hls-13433	93	30	those	those	PRON
hls-13433	93	31	who	who	PRON
hls-13433	93	32	were	be	AUX
hls-13433	93	33	able	able	ADJ
hls-13433	93	34	to	to	PART
hls-13433	93	35	access	access	VERB
hls-13433	93	36	health	health	NOUN
hls-13433	93	37	care	care	NOUN
hls-13433	93	38	,	,	PUNCT
hls-13433	93	39	while	while	SCONJ
hls-13433	93	40	only	only	ADV
hls-13433	93	41	a	a	DET
hls-13433	93	42	minority	minority	NOUN
hls-13433	93	43	(	(	PUNCT
hls-13433	93	44	31	31	NUM
hls-13433	93	45	)	)	PUNCT
hls-13433	93	46	of	of	ADP
hls-13433	93	47	data	datum	NOUN
hls-13433	93	48	belonged	belong	VERB
hls-13433	93	49	to	to	ADP
hls-13433	93	50	the	the	DET
hls-13433	93	51	‘	'	PUNCT
hls-13433	93	52	agree	agree	ADJ
hls-13433	93	53	’	'	PUNCT
hls-13433	93	54	class	class	NOUN
hls-13433	93	55	(	(	PUNCT
hls-13433	93	56	those	those	PRON
hls-13433	93	57	who	who	PRON
hls-13433	93	58	were	be	AUX
hls-13433	93	59	refused	refuse	VERB
hls-13433	93	60	treatment	treatment	NOUN
hls-13433	93	61	)	)	PUNCT
hls-13433	93	62	.	.	PUNCT
hls-13433	94	1	to	to	PART
hls-13433	94	2	balance	balance	VERB
hls-13433	94	3	the	the	DET
hls-13433	94	4	dataset	dataset	NOUN
hls-13433	94	5	,	,	PUNCT
hls-13433	94	6	we	we	PRON
hls-13433	94	7	oversampled	oversample	VERB
hls-13433	94	8	the	the	DET
hls-13433	94	9	minority	minority	NOUN
hls-13433	94	10	class.16	class.16	NOUN
hls-13433	94	11	three	three	NUM
hls-13433	94	12	ml	ml	NOUN
hls-13433	94	13	models	model	NOUN
hls-13433	94	14	were	be	AUX
hls-13433	94	15	considered	consider	VERB
hls-13433	94	16	in	in	ADP
hls-13433	94	17	this	this	DET
hls-13433	94	18	work	work	NOUN
hls-13433	94	19	catboost	catboost	NOUN
hls-13433	94	20	,	,	PUNCT
hls-13433	94	21	random	random	ADJ
hls-13433	94	22	forest	forest	NOUN
hls-13433	94	23	,	,	PUNCT
hls-13433	94	24	and	and	CCONJ
hls-13433	94	25	support	support	VERB
hls-13433	94	26	vector	vector	NOUN
hls-13433	94	27	classifier	classifier	NOUN
hls-13433	94	28	(	(	PUNCT
hls-13433	94	29	svc	svc	PROPN
hls-13433	94	30	)	)	PUNCT
hls-13433	94	31	.	.	PUNCT
hls-13433	95	1	catboost	catboost	NOUN
hls-13433	95	2	or	or	CCONJ
hls-13433	95	3	categorical	categorical	ADJ
hls-13433	95	4	boosting	boosting	NOUN
hls-13433	95	5	,	,	PUNCT
hls-13433	95	6	is	be	AUX
hls-13433	95	7	an	an	DET
hls-13433	95	8	unbiased	unbiased	ADJ
hls-13433	95	9	gradient	gradient	NOUN
hls-13433	95	10	boosting	boost	VERB
hls-13433	95	11	algorithm	algorithm	NOUN
hls-13433	95	12	that	that	PRON
hls-13433	95	13	is	be	AUX
hls-13433	95	14	suited	suit	VERB
hls-13433	95	15	for	for	ADP
hls-13433	95	16	categorical	categorical	ADJ
hls-13433	95	17	data.17	data.17	PROPN
hls-13433	95	18	catboost	catboost	NOUN
hls-13433	95	19	was	be	AUX
hls-13433	95	20	selected	select	VERB
hls-13433	95	21	because	because	SCONJ
hls-13433	95	22	our	our	PRON
hls-13433	95	23	dataset	dataset	NOUN
hls-13433	95	24	was	be	AUX
hls-13433	95	25	small	small	ADJ
hls-13433	95	26	and	and	CCONJ
hls-13433	95	27	consisted	consist	VERB
hls-13433	95	28	of	of	ADP
hls-13433	95	29	attributes	attribute	NOUN
hls-13433	95	30	with	with	ADP
hls-13433	95	31	a	a	DET
hls-13433	95	32	mix	mix	NOUN
hls-13433	95	33	of	of	ADP
hls-13433	95	34	data	datum	NOUN
hls-13433	95	35	types	type	NOUN
hls-13433	95	36	(	(	PUNCT
hls-13433	95	37	boolean	boolean	ADJ
hls-13433	95	38	,	,	PUNCT
hls-13433	95	39	texts	text	NOUN
hls-13433	95	40	,	,	PUNCT
hls-13433	95	41	and	and	CCONJ
hls-13433	95	42	likert	likert	ADJ
hls-13433	95	43	values	value	NOUN
hls-13433	95	44	)	)	PUNCT
hls-13433	95	45	.	.	PUNCT
hls-13433	96	1	random	random	ADJ
hls-13433	96	2	forest	forest	NOUN
hls-13433	96	3	(	(	PUNCT
hls-13433	96	4	rf	rf	NOUN
hls-13433	96	5	)	)	PUNCT
hls-13433	96	6	is	be	AUX
hls-13433	96	7	based	base	VERB
hls-13433	96	8	on	on	ADP
hls-13433	96	9	multiple	multiple	ADJ
hls-13433	96	10	(	(	PUNCT
hls-13433	96	11	ensembled	ensembled	ADJ
hls-13433	96	12	)	)	PUNCT
hls-13433	96	13	decision	decision	NOUN
hls-13433	96	14	trees	tree	NOUN
hls-13433	96	15	(	(	PUNCT
hls-13433	96	16	dt	dt	NOUN
hls-13433	96	17	)	)	PUNCT
hls-13433	96	18	.	.	PUNCT
hls-13433	97	1	rf	rf	PRON
hls-13433	97	2	considers	consider	VERB
hls-13433	97	3	the	the	DET
hls-13433	97	4	result	result	NOUN
hls-13433	97	5	of	of	ADP
hls-13433	97	6	each	each	DET
hls-13433	97	7	dt	dt	PROPN
hls-13433	97	8	,	,	PUNCT
hls-13433	97	9	then	then	ADV
hls-13433	97	10	uses	use	VERB
hls-13433	97	11	a	a	DET
hls-13433	97	12	voting	voting	NOUN
hls-13433	97	13	system	system	NOUN
hls-13433	97	14	to	to	PART
hls-13433	97	15	make	make	VERB
hls-13433	97	16	the	the	DET
hls-13433	97	17	final	final	ADJ
hls-13433	97	18	decision	decision	NOUN
hls-13433	97	19	.	.	PUNCT
hls-13433	98	1	like	like	ADP
hls-13433	98	2	dt	dt	PROPN
hls-13433	98	3	,	,	PUNCT
hls-13433	98	4	rf	rf	PRON
hls-13433	98	5	does	do	AUX
hls-13433	98	6	not	not	PART
hls-13433	98	7	require	require	VERB
hls-13433	98	8	prior	prior	ADJ
hls-13433	98	9	information	information	NOUN
hls-13433	98	10	about	about	ADP
hls-13433	98	11	the	the	DET
hls-13433	98	12	distribution	distribution	NOUN
hls-13433	98	13	of	of	ADP
hls-13433	98	14	the	the	DET
hls-13433	98	15	data,7	data,7	NOUN
hls-13433	98	16	hence	hence	ADV
hls-13433	98	17	,	,	PUNCT
hls-13433	98	18	suitable	suitable	ADJ
hls-13433	98	19	for	for	ADP
hls-13433	98	20	our	our	PRON
hls-13433	98	21	work	work	NOUN
hls-13433	98	22	.	.	PUNCT
hls-13433	99	1	support	support	NOUN
hls-13433	99	2	vector	vector	NOUN
hls-13433	99	3	classifier	classifier	NOUN
hls-13433	99	4	(	(	PUNCT
hls-13433	99	5	svc	svc	PROPN
hls-13433	99	6	)	)	PUNCT
hls-13433	99	7	creates	create	VERB
hls-13433	99	8	hyperplane(s	hyperplane(s	NOUN
hls-13433	99	9	)	)	PUNCT
hls-13433	99	10	to	to	PART
hls-13433	99	11	separate	separate	VERB
hls-13433	99	12	variables	variable	NOUN
hls-13433	99	13	into	into	ADP
hls-13433	99	14	classes	class	NOUN
hls-13433	99	15	.	.	PUNCT
hls-13433	100	1	we	we	PRON
hls-13433	100	2	considered	consider	VERB
hls-13433	100	3	svc	svc	NOUN
hls-13433	100	4	for	for	ADP
hls-13433	100	5	this	this	DET
hls-13433	100	6	work	work	NOUN
hls-13433	100	7	because	because	SCONJ
hls-13433	100	8	it	it	PRON
hls-13433	100	9	has	have	VERB
hls-13433	100	10	good	good	ADJ
hls-13433	100	11	learning	learning	NOUN
hls-13433	100	12	and	and	CCONJ
hls-13433	100	13	generalisation	generalisation	NOUN
hls-13433	100	14	abilities	ability	NOUN
hls-13433	100	15	with	with	ADP
hls-13433	100	16	small	small	ADJ
hls-13433	100	17	and	and	CCONJ
hls-13433	100	18	heterogeneous	heterogeneous	ADJ
hls-13433	100	19	datasets	dataset	NOUN
hls-13433	100	20	.	.	PUNCT
hls-13433	101	1	two	two	NUM
hls-13433	101	2	sets	set	NOUN
hls-13433	101	3	of	of	ADP
hls-13433	101	4	experiments	experiment	NOUN
hls-13433	101	5	were	be	AUX
hls-13433	101	6	carried	carry	VERB
hls-13433	101	7	out	out	ADP
hls-13433	101	8	.	.	PUNCT
hls-13433	102	1	for	for	ADP
hls-13433	102	2	the	the	DET
hls-13433	102	3	first	first	ADJ
hls-13433	102	4	,	,	PUNCT
hls-13433	102	5	the	the	DET
hls-13433	102	6	raw	raw	ADJ
hls-13433	102	7	imbalance	imbalance	NOUN
hls-13433	102	8	data	datum	NOUN
hls-13433	102	9	was	be	AUX
hls-13433	102	10	used	use	VERB
hls-13433	102	11	,	,	PUNCT
hls-13433	102	12	while	while	SCONJ
hls-13433	102	13	the	the	DET
hls-13433	102	14	augmented	augment	VERB
hls-13433	102	15	(	(	PUNCT
hls-13433	102	16	oversampled	oversample	VERB
hls-13433	102	17	)	)	PUNCT
hls-13433	102	18	dataset	dataset	NOUN
hls-13433	102	19	was	be	AUX
hls-13433	102	20	used	use	VERB
hls-13433	102	21	in	in	ADP
hls-13433	102	22	the	the	DET
hls-13433	102	23	second	second	NOUN
hls-13433	102	24	.	.	PUNCT
hls-13433	103	1	the	the	DET
hls-13433	103	2	experiments	experiment	NOUN
hls-13433	103	3	were	be	AUX
hls-13433	103	4	done	do	VERB
hls-13433	103	5	in	in	ADP
hls-13433	103	6	google	google	PROPN
hls-13433	103	7	colab	colab	PROPN
hls-13433	103	8	,	,	PUNCT
hls-13433	103	9	using	use	VERB
hls-13433	103	10	a	a	DET
hls-13433	103	11	combination	combination	NOUN
hls-13433	103	12	of	of	ADP
hls-13433	103	13	python	python	NOUN
hls-13433	103	14	,	,	PUNCT
hls-13433	103	15	jupyter	jupyter	ADJ
hls-13433	103	16	notebook	notebook	NOUN
hls-13433	103	17	,	,	PUNCT
hls-13433	103	18	and	and	CCONJ
hls-13433	103	19	scikit	scikit	NOUN
hls-13433	103	20	-	-	PUNCT
hls-13433	103	21	learn	learn	NOUN
hls-13433	103	22	library.18	library.18	NOUN
hls-13433	103	23	all	all	DET
hls-13433	103	24	codes	code	NOUN
hls-13433	103	25	used	use	VERB
hls-13433	103	26	in	in	ADP
hls-13433	103	27	this	this	DET
hls-13433	103	28	study	study	NOUN
hls-13433	103	29	are	be	AUX
hls-13433	103	30	available	available	ADJ
hls-13433	103	31	in	in	ADP
hls-13433	103	32	code	code	PROPN
hls-13433	103	33	ocean	ocean	PROPN
hls-13433	103	34	code	code	PROPN
hls-13433	103	35	repository.19	repository.19	PROPN
hls-13433	103	36	accuracy	accuracy	NOUN
hls-13433	103	37	,	,	PUNCT
hls-13433	103	38	precision	precision	NOUN
hls-13433	103	39	,	,	PUNCT
hls-13433	103	40	recall	recall	NOUN
hls-13433	103	41	,	,	PUNCT
hls-13433	103	42	and	and	CCONJ
hls-13433	103	43	f1	f1	NOUN
hls-13433	103	44	-	-	PUNCT
hls-13433	103	45	score	score	NOUN
hls-13433	103	46	,	,	PUNCT
hls-13433	103	47	were	be	AUX
hls-13433	103	48	used	use	VERB
hls-13433	103	49	as	as	ADP
hls-13433	103	50	metrics	metric	NOUN
hls-13433	103	51	.	.	PUNCT
hls-13433	104	1	recall	recall	NOUN
hls-13433	104	2	and	and	CCONJ
hls-13433	104	3	f1	f1	NOUN
hls-13433	104	4	-	-	PUNCT
hls-13433	104	5	score	score	NOUN
hls-13433	104	6	are	be	AUX
hls-13433	104	7	best	well	ADV
hls-13433	104	8	suited	suit	VERB
hls-13433	104	9	for	for	ADP
hls-13433	104	10	measuring	measure	VERB
hls-13433	104	11	imbalance	imbalance	NOUN
hls-13433	104	12	datasets	dataset	NOUN
hls-13433	104	13	,	,	PUNCT
hls-13433	104	14	as	as	SCONJ
hls-13433	104	15	recall	recall	NOUN
hls-13433	104	16	reveals	reveal	VERB
hls-13433	104	17	the	the	DET
hls-13433	104	18	correctly	correctly	ADV
hls-13433	104	19	detected	detect	VERB
hls-13433	104	20	proportion	proportion	NOUN
hls-13433	104	21	of	of	ADP
hls-13433	104	22	true	true	ADJ
hls-13433	104	23	positives	positive	NOUN
hls-13433	104	24	,	,	PUNCT
hls-13433	104	25	while	while	SCONJ
hls-13433	104	26	f1	f1	NOUN
hls-13433	104	27	-	-	PUNCT
hls-13433	104	28	score	score	NOUN
hls-13433	104	29	is	be	AUX
hls-13433	104	30	the	the	DET
hls-13433	104	31	harmonic	harmonic	ADJ
hls-13433	104	32	mean	mean	NOUN
hls-13433	104	33	of	of	ADP
hls-13433	104	34	precision	precision	NOUN
hls-13433	104	35	and	and	CCONJ
hls-13433	104	36	recall	recall	NOUN
hls-13433	104	37	.	.	PUNCT
hls-13433	105	1	parameter	parameter	NOUN
hls-13433	105	2	tuning	tune	VERB
hls-13433	105	3	cross	cross	NOUN
hls-13433	105	4	validation	validation	NOUN
hls-13433	105	5	and	and	CCONJ
hls-13433	105	6	hyper	hyper	ADJ
hls-13433	105	7	-	-	ADJ
hls-13433	105	8	parameter	parameter	NOUN
hls-13433	105	9	tuning	tuning	NOUN
hls-13433	105	10	for	for	ADP
hls-13433	105	11	each	each	PRON
hls-13433	105	12	of	of	ADP
hls-13433	105	13	the	the	DET
hls-13433	105	14	ml	ml	PROPN
hls-13433	105	15	models	model	NOUN
hls-13433	105	16	were	be	AUX
hls-13433	105	17	done	do	VERB
hls-13433	105	18	using	use	VERB
hls-13433	105	19	scikit	scikit	NOUN
hls-13433	105	20	-	-	PUNCT
hls-13433	105	21	learn	learn	NOUN
hls-13433	105	22	’s	’s	PART
hls-13433	105	23	stratifiedkfold	stratifiedkfold	VERB
hls-13433	105	24	library.18	library.18	NOUN
hls-13433	105	25	for	for	ADP
hls-13433	105	26	catboost	catboost	NOUN
hls-13433	105	27	and	and	CCONJ
hls-13433	105	28	rf	rf	NOUN
hls-13433	105	29	,	,	PUNCT
hls-13433	105	30	we	we	PRON
hls-13433	105	31	considered	consider	VERB
hls-13433	105	32	4	4	NUM
hls-13433	105	33	iteration	iteration	NOUN
hls-13433	105	34	values	value	NOUN
hls-13433	105	35	250	250	NUM
hls-13433	105	36	,	,	PUNCT
hls-13433	105	37	500	500	NUM
hls-13433	105	38	,	,	PUNCT
hls-13433	105	39	1000	1000	NUM
hls-13433	105	40	,	,	PUNCT
hls-13433	105	41	2000	2000	NUM
hls-13433	105	42	;	;	PUNCT
hls-13433	105	43	3	3	NUM
hls-13433	105	44	depth	depth	NOUN
hls-13433	105	45	values	value	NOUN
hls-13433	105	46	6	6	NUM
hls-13433	105	47	,	,	PUNCT
hls-13433	105	48	8	8	NUM
hls-13433	105	49	,	,	PUNCT
hls-13433	105	50	10	10	NUM
hls-13433	105	51	;	;	PUNCT
hls-13433	105	52	and	and	CCONJ
hls-13433	105	53	5	5	NUM
hls-13433	105	54	folds	fold	NOUN
hls-13433	105	55	.	.	PUNCT
hls-13433	106	1	f1score	f1score	NOUN
hls-13433	106	2	was	be	AUX
hls-13433	106	3	used	use	VERB
hls-13433	106	4	as	as	ADP
hls-13433	106	5	the	the	DET
hls-13433	106	6	evaluation	evaluation	NOUN
hls-13433	106	7	metric	metric	NOUN
hls-13433	106	8	for	for	ADP
hls-13433	106	9	the	the	DET
hls-13433	106	10	cross	cross	ADJ
hls-13433	106	11	-	-	ADJ
hls-13433	106	12	validation	validation	ADJ
hls-13433	106	13	process	process	NOUN
hls-13433	106	14	.	.	PUNCT
hls-13433	107	1	in	in	ADP
hls-13433	107	2	addition	addition	NOUN
hls-13433	107	3	,	,	PUNCT
hls-13433	107	4	we	we	PRON
hls-13433	107	5	also	also	ADV
hls-13433	107	6	considered	consider	VERB
hls-13433	107	7	3	3	NUM
hls-13433	107	8	learning	learn	VERB
hls-13433	107	9	rates	rate	NOUN
hls-13433	107	10	for	for	ADP
hls-13433	107	11	catboost	catboost	NOUN
hls-13433	107	12	,	,	PUNCT
hls-13433	107	13	i.e.	i.e.	X
hls-13433	107	14	,	,	PUNCT
hls-13433	107	15	0.1	0.1	NUM
hls-13433	107	16	,	,	PUNCT
hls-13433	107	17	0.05	0.05	NUM
hls-13433	107	18	,	,	PUNCT
hls-13433	107	19	and	and	CCONJ
hls-13433	107	20	0.01	0.01	NUM
hls-13433	107	21	.	.	PUNCT
hls-13433	108	1	for	for	ADP
hls-13433	108	2	svc	svc	PROPN
hls-13433	108	3	,	,	PUNCT
hls-13433	108	4	the	the	DET
hls-13433	108	5	same	same	ADJ
hls-13433	108	6	iteration	iteration	NOUN
hls-13433	108	7	values	value	NOUN
hls-13433	108	8	were	be	AUX
hls-13433	108	9	considered	consider	VERB
hls-13433	108	10	,	,	PUNCT
hls-13433	108	11	alongside	alongside	ADP
hls-13433	108	12	3	3	NUM
hls-13433	108	13	kernel	kernel	PROPN
hls-13433	108	14	options	option	NOUN
hls-13433	108	15	‘	'	PUNCT
hls-13433	108	16	linear	linear	ADJ
hls-13433	108	17	’	'	PUNCT
hls-13433	108	18	,	,	PUNCT
hls-13433	108	19	‘	'	PUNCT
hls-13433	108	20	rbf	rbf	PROPN
hls-13433	108	21	’	'	PUNCT
hls-13433	108	22	,	,	PUNCT
hls-13433	108	23	and	and	CCONJ
hls-13433	108	24	‘	'	PUNCT
hls-13433	108	25	sigmoid	sigmoid	NOUN
hls-13433	108	26	’	'	PUNCT
hls-13433	108	27	;	;	PUNCT
hls-13433	108	28	3	3	NUM
hls-13433	108	29	c	c	NOUN
hls-13433	108	30	-	-	PUNCT
hls-13433	108	31	values	value	NOUN
hls-13433	108	32	0.01	0.01	NUM
hls-13433	108	33	,	,	PUNCT
hls-13433	108	34	0.001	0.001	NUM
hls-13433	108	35	,	,	PUNCT
hls-13433	108	36	and	and	CCONJ
hls-13433	108	37	0.0001	0.0001	NUM
hls-13433	108	38	;	;	PUNCT
hls-13433	108	39	4	4	NUM
hls-13433	108	40	gamma	gamma	NOUN
hls-13433	108	41	values	value	NOUN
hls-13433	108	42	0.1	0.1	NUM
hls-13433	108	43	,	,	PUNCT
hls-13433	108	44	1	1	NUM
hls-13433	108	45	,	,	PUNCT
hls-13433	108	46	10	10	NUM
hls-13433	108	47	,	,	PUNCT
hls-13433	108	48	and	and	CCONJ
hls-13433	108	49	100	100	NUM
hls-13433	108	50	.	.	PUNCT
hls-13433	108	51	table	table	NOUN
hls-13433	108	52	3	3	NUM
hls-13433	108	53	summarises	summarise	VERB
hls-13433	108	54	the	the	DET
hls-13433	108	55	combinations	combination	NOUN
hls-13433	108	56	of	of	ADP
hls-13433	108	57	parameters	parameter	NOUN
hls-13433	108	58	that	that	PRON
hls-13433	108	59	yielded	yield	VERB
hls-13433	108	60	the	the	DET
hls-13433	108	61	best	good	ADJ
hls-13433	108	62	results	result	NOUN
hls-13433	108	63	and	and	CCONJ
hls-13433	108	64	used	use	VERB
hls-13433	108	65	in	in	ADP
hls-13433	108	66	this	this	DET
hls-13433	108	67	work	work	NOUN
hls-13433	108	68	.	.	PUNCT
hls-13433	109	1	results	result	NOUN
hls-13433	109	2	as	as	SCONJ
hls-13433	109	3	previously	previously	ADV
hls-13433	109	4	mentioned	mention	VERB
hls-13433	109	5	,	,	PUNCT
hls-13433	109	6	two	two	NUM
hls-13433	109	7	types	type	NOUN
hls-13433	109	8	of	of	ADP
hls-13433	109	9	analyses	analysis	NOUN
hls-13433	109	10	were	be	AUX
hls-13433	109	11	carried	carry	VERB
hls-13433	109	12	out	out	ADP
hls-13433	109	13	on	on	ADP
hls-13433	109	14	the	the	DET
hls-13433	109	15	dataset	dataset	VERB
hls-13433	109	16	descriptive	descriptive	ADJ
hls-13433	109	17	data	datum	NOUN
hls-13433	109	18	analysis	analysis	NOUN
hls-13433	109	19	using	use	VERB
hls-13433	109	20	mathematical	mathematical	ADJ
hls-13433	109	21	and	and	CCONJ
hls-13433	109	22	statistical	statistical	ADJ
hls-13433	109	23	models	model	NOUN
hls-13433	109	24	,	,	PUNCT
hls-13433	109	25	and	and	CCONJ
hls-13433	109	26	predictive	predictive	ADJ
hls-13433	109	27	data	datum	NOUN
hls-13433	109	28	analytics	analytic	NOUN
hls-13433	109	29	,	,	PUNCT
hls-13433	109	30	using	use	VERB
hls-13433	109	31	ml	ml	NOUN
hls-13433	109	32	models	model	NOUN
hls-13433	109	33	.	.	PUNCT
hls-13433	110	1	reports	report	NOUN
hls-13433	110	2	of	of	ADP
hls-13433	110	3	both	both	PRON
hls-13433	110	4	are	be	AUX
hls-13433	110	5	presented	present	VERB
hls-13433	110	6	in	in	ADP
hls-13433	110	7	this	this	DET
hls-13433	110	8	section	section	NOUN
hls-13433	110	9	.	.	PUNCT
hls-13433	111	1	associations	association	NOUN
hls-13433	111	2	all	all	DET
hls-13433	111	3	attributes	attribute	VERB
hls-13433	111	4	in	in	ADP
hls-13433	111	5	the	the	DET
hls-13433	111	6	dataset	dataset	NOUN
hls-13433	111	7	,	,	PUNCT
hls-13433	111	8	except	except	SCONJ
hls-13433	111	9	age	age	NOUN
hls-13433	111	10	,	,	PUNCT
hls-13433	111	11	were	be	AUX
hls-13433	111	12	one	one	NUM
hls-13433	111	13	-	-	PUNCT
hls-13433	111	14	hot	hot	ADJ
hls-13433	111	15	encoded	encode	VERB
hls-13433	111	16	.	.	PUNCT
hls-13433	112	1	for	for	ADP
hls-13433	112	2	instance	instance	NOUN
hls-13433	112	3	,	,	PUNCT
hls-13433	112	4	with	with	ADP
hls-13433	112	5	the	the	DET
hls-13433	112	6	‘	'	PUNCT
hls-13433	112	7	gender	gender	NOUN
hls-13433	112	8	’	'	PUNCT
hls-13433	112	9	attribute	attribute	NOUN
hls-13433	112	10	,	,	PUNCT
hls-13433	112	11	women	woman	NOUN
hls-13433	112	12	were	be	AUX
hls-13433	112	13	encoded	encode	VERB
hls-13433	112	14	as	as	ADP
hls-13433	112	15	0	0	NUM
hls-13433	112	16	,	,	PUNCT
hls-13433	112	17	non	non	ADJ
hls-13433	112	18	-	-	ADJ
hls-13433	112	19	binary	binary	ADJ
hls-13433	112	20	as	as	ADP
hls-13433	112	21	1	1	NUM
hls-13433	112	22	and	and	CCONJ
hls-13433	112	23	men	man	NOUN
hls-13433	112	24	as	as	ADP
hls-13433	112	25	2	2	NUM
hls-13433	112	26	.	.	NOUN
hls-13433	112	27	similar	similar	ADJ
hls-13433	112	28	encoding	encoding	NOUN
hls-13433	112	29	scheme	scheme	NOUN
hls-13433	112	30	was	be	AUX
hls-13433	112	31	used	use	VERB
hls-13433	112	32	for	for	ADP
hls-13433	112	33	all	all	DET
hls-13433	112	34	the	the	DET
hls-13433	112	35	other	other	ADJ
hls-13433	112	36	attributes	attribute	NOUN
hls-13433	112	37	.	.	PUNCT
hls-13433	113	1	the	the	DET
hls-13433	113	2	associations	association	NOUN
hls-13433	113	3	between	between	ADP
hls-13433	113	4	the	the	DET
hls-13433	113	5	attributes	attribute	NOUN
hls-13433	113	6	are	be	AUX
hls-13433	113	7	shown	show	VERB
hls-13433	113	8	on	on	ADP
hls-13433	113	9	table	table	NOUN
hls-13433	113	10	4	4	NUM
hls-13433	113	11	.	.	PUNCT
hls-13433	114	1	article	article	NOUN
hls-13433	114	2	table	table	VERB
hls-13433	114	3	3	3	NUM
hls-13433	114	4	.	.	PUNCT
hls-13433	114	5	machine	machine	NOUN
hls-13433	114	6	learning	learning	NOUN
hls-13433	114	7	parameter	parameter	NOUN
hls-13433	114	8	tuning	tuning	NOUN
hls-13433	114	9	.	.	PUNCT
hls-13433	115	1	raw	raw	ADJ
hls-13433	115	2	data	datum	NOUN
hls-13433	115	3	augmented	augment	VERB
hls-13433	115	4	data	datum	NOUN
hls-13433	115	5	catboost	catboost	NOUN
hls-13433	115	6	iterations	iteration	NOUN
hls-13433	115	7	=	=	SYM
hls-13433	115	8	250	250	NUM
hls-13433	115	9	,	,	PUNCT
hls-13433	115	10	depth	depth	NOUN
hls-13433	115	11	=	=	SYM
hls-13433	115	12	6	6	NUM
hls-13433	115	13	,	,	PUNCT
hls-13433	115	14	learning	learn	VERB
hls-13433	115	15	rate	rate	NOUN
hls-13433	115	16	=	=	NOUN
hls-13433	115	17	0.01	0.01	NUM
hls-13433	115	18	.	.	PUNCT
hls-13433	116	1	iterations	iteration	NOUN
hls-13433	116	2	=	=	SYM
hls-13433	116	3	500	500	NUM
hls-13433	116	4	,	,	PUNCT
hls-13433	116	5	depth	depth	NOUN
hls-13433	116	6	=	=	SYM
hls-13433	116	7	10	10	NUM
hls-13433	116	8	,	,	PUNCT
hls-13433	116	9	learning	learn	VERB
hls-13433	116	10	rate	rate	NOUN
hls-13433	116	11	=	=	NOUN
hls-13433	116	12	0.1	0.1	NUM
hls-13433	116	13	.	.	PUNCT
hls-13433	117	1	f1	f1	NOUN
hls-13433	117	2	-	-	PUNCT
hls-13433	117	3	score	score	NOUN
hls-13433	117	4	=	=	SYM
hls-13433	117	5	95.8	95.8	NUM
hls-13433	117	6	%	%	NOUN
hls-13433	117	7	f1	f1	NOUN
hls-13433	117	8	-	-	PUNCT
hls-13433	117	9	score	score	NOUN
hls-13433	117	10	=	=	NOUN
hls-13433	117	11	77.7	77.7	NUM
hls-13433	117	12	%	%	NOUN
hls-13433	117	13	svc	svc	NOUN
hls-13433	117	14	tolerance	tolerance	NOUN
hls-13433	117	15	=	=	SYM
hls-13433	117	16	1e-05	1e-05	NUM
hls-13433	117	17	,	,	PUNCT
hls-13433	117	18	max_iteration	max_iteration	NOUN
hls-13433	117	19	=	=	SYM
hls-13433	117	20	tolerance	tolerance	NOUN
hls-13433	117	21	=	=	SYM
hls-13433	117	22	1e-05	1e-05	NUM
hls-13433	117	23	,	,	PUNCT
hls-13433	117	24	max_iteration	max_iteration	NOUN
hls-13433	117	25	=	=	SYM
hls-13433	117	26	500	500	NUM
hls-13433	117	27	,	,	PUNCT
hls-13433	117	28	250	250	NUM
hls-13433	117	29	,	,	PUNCT
hls-13433	117	30	gamma	gamma	NOUN
hls-13433	117	31	=	=	NOUN
hls-13433	117	32	0.1	0.1	NUM
hls-13433	117	33	,	,	PUNCT
hls-13433	117	34	c	c	NOUN
hls-13433	117	35	=	=	SYM
hls-13433	117	36	0.01	0.01	NUM
hls-13433	117	37	,	,	PUNCT
hls-13433	117	38	kernel	kernel	NOUN
hls-13433	117	39	=	=	SYM
hls-13433	117	40	'	'	PUNCT
hls-13433	117	41	rbf	rbf	PROPN
hls-13433	117	42	'	'	PUNCT
hls-13433	117	43	.	.	PUNCT
hls-13433	118	1	gamma	gamma	PROPN
hls-13433	118	2	=	=	PROPN
hls-13433	118	3	10	10	NUM
hls-13433	118	4	,	,	PUNCT
hls-13433	118	5	c	c	NOUN
hls-13433	118	6	=	=	SYM
hls-13433	118	7	0.01	0.01	NUM
hls-13433	118	8	,	,	PUNCT
hls-13433	118	9	kernel	kernel	NOUN
hls-13433	118	10	=	=	SYM
hls-13433	118	11	'	'	PUNCT
hls-13433	118	12	rbf	rbf	PROPN
hls-13433	118	13	’	'	PUNCT
hls-13433	118	14	.	.	PUNCT
hls-13433	119	1	f1	f1	NOUN
hls-13433	119	2	-	-	PUNCT
hls-13433	119	3	score	score	NOUN
hls-13433	119	4	=	=	SYM
hls-13433	119	5	95.8	95.8	NUM
hls-13433	119	6	%	%	NOUN
hls-13433	119	7	f1	f1	NOUN
hls-13433	119	8	-	-	PUNCT
hls-13433	119	9	score	score	NOUN
hls-13433	119	10	=	=	NOUN
hls-13433	119	11	79.8	79.8	NUM
hls-13433	119	12	%	%	NOUN
hls-13433	119	13	rf	rf	NOUN
hls-13433	119	14	iteration	iteration	NOUN
hls-13433	119	15	=	=	NOUN
hls-13433	119	16	250	250	NUM
hls-13433	119	17	,	,	PUNCT
hls-13433	119	18	max_depth	max_depth	NOUN
hls-13433	119	19	=	=	SYM
hls-13433	119	20	10	10	NUM
hls-13433	119	21	.	.	PUNCT
hls-13433	120	1	iteration	iteration	NOUN
hls-13433	120	2	=	=	SYM
hls-13433	120	3	500	500	NUM
hls-13433	120	4	,	,	PUNCT
hls-13433	120	5	max_depth	max_depth	NOUN
hls-13433	120	6	=	=	SYM
hls-13433	120	7	10	10	NUM
hls-13433	120	8	.	.	PUNCT
hls-13433	120	9	f1	f1	NOUN
hls-13433	120	10	-	-	PUNCT
hls-13433	120	11	score	score	NOUN
hls-13433	120	12	=	=	NOUN
hls-13433	120	13	95.2	95.2	NUM
hls-13433	120	14	%	%	NOUN
hls-13433	120	15	f1	f1	NOUN
hls-13433	120	16	-	-	PUNCT
hls-13433	120	17	score	score	NOUN
hls-13433	120	18	=	=	NOUN
hls-13433	120	19	76.8	76.8	NUM
hls-13433	120	20	%	%	NOUN
hls-13433	121	1	[	[	X
hls-13433	121	2	healthcare	healthcare	NOUN
hls-13433	121	3	in	in	ADP
hls-13433	121	4	low	low	ADJ
hls-13433	121	5	-	-	PUNCT
hls-13433	121	6	resource	resource	NOUN
hls-13433	121	7	settings	setting	NOUN
hls-13433	121	8	2025;13:13433	2025;13:13433	NUM
hls-13433	121	9	]	]	PUNCT
hls-13433	122	1	[	[	X
hls-13433	122	2	page	page	NOUN
hls-13433	122	3	205	205	NUM
hls-13433	122	4	]	]	PUNCT
hls-13433	122	5	descriptive	descriptive	ADJ
hls-13433	122	6	analysis	analysis	NOUN
hls-13433	122	7	the	the	DET
hls-13433	122	8	impact	impact	NOUN
hls-13433	122	9	of	of	ADP
hls-13433	122	10	gender	gender	NOUN
hls-13433	122	11	and	and	CCONJ
hls-13433	122	12	socio	socio	NOUN
hls-13433	122	13	-	-	PUNCT
hls-13433	122	14	economic	economic	ADJ
hls-13433	122	15	attributes	attribute	NOUN
hls-13433	122	16	on	on	ADP
hls-13433	122	17	healthcare	healthcare	NOUN
hls-13433	122	18	accessibility	accessibility	NOUN
hls-13433	122	19	are	be	AUX
hls-13433	122	20	presented	present	VERB
hls-13433	122	21	in	in	ADP
hls-13433	122	22	this	this	DET
hls-13433	122	23	section	section	NOUN
hls-13433	122	24	.	.	PUNCT
hls-13433	123	1	influence	influence	NOUN
hls-13433	123	2	of	of	ADP
hls-13433	123	3	age	age	NOUN
hls-13433	123	4	and	and	CCONJ
hls-13433	123	5	gender	gender	NOUN
hls-13433	123	6	on	on	ADP
hls-13433	123	7	healthcare	healthcare	NOUN
hls-13433	123	8	accessibility	accessibility	NOUN
hls-13433	123	9	figure	figure	NOUN
hls-13433	123	10	2a	2a	NUM
hls-13433	123	11	shows	show	VERB
hls-13433	123	12	that	that	SCONJ
hls-13433	123	13	most	most	ADJ
hls-13433	123	14	(	(	PUNCT
hls-13433	123	15	94	94	NUM
hls-13433	123	16	%	%	NOUN
hls-13433	123	17	)	)	PUNCT
hls-13433	123	18	of	of	ADP
hls-13433	123	19	the	the	DET
hls-13433	123	20	respondents	respondent	NOUN
hls-13433	123	21	were	be	AUX
hls-13433	123	22	below	below	ADP
hls-13433	123	23	40	40	NUM
hls-13433	123	24	years	year	NOUN
hls-13433	123	25	old	old	ADJ
hls-13433	123	26	.	.	PUNCT
hls-13433	124	1	across	across	ADP
hls-13433	124	2	all	all	DET
hls-13433	124	3	the	the	DET
hls-13433	124	4	age	age	NOUN
hls-13433	124	5	groups	group	NOUN
hls-13433	124	6	,	,	PUNCT
hls-13433	124	7	the	the	DET
hls-13433	124	8	majority	majority	NOUN
hls-13433	124	9	(	(	PUNCT
hls-13433	124	10	63	63	NUM
hls-13433	124	11	%	%	NOUN
hls-13433	124	12	of	of	ADP
hls-13433	124	13	those	those	PRON
hls-13433	124	14	below	below	ADP
hls-13433	124	15	21	21	NUM
hls-13433	124	16	,	,	PUNCT
hls-13433	124	17	61	61	NUM
hls-13433	124	18	%	%	NOUN
hls-13433	124	19	of	of	ADP
hls-13433	124	20	those	those	PRON
hls-13433	124	21	between	between	ADP
hls-13433	124	22	21	21	NUM
hls-13433	124	23	and	and	CCONJ
hls-13433	124	24	30	30	NUM
hls-13433	124	25	,	,	PUNCT
hls-13433	124	26	70	70	NUM
hls-13433	124	27	%	%	NOUN
hls-13433	124	28	of	of	ADP
hls-13433	124	29	those	those	PRON
hls-13433	124	30	between	between	ADP
hls-13433	124	31	30	30	NUM
hls-13433	124	32	and	and	CCONJ
hls-13433	124	33	41	41	NUM
hls-13433	124	34	years	year	NOUN
hls-13433	124	35	old	old	ADJ
hls-13433	124	36	)	)	PUNCT
hls-13433	124	37	disagreed	disagree	VERB
hls-13433	124	38	with	with	ADP
hls-13433	124	39	being	be	AUX
hls-13433	124	40	refused	refuse	VERB
hls-13433	124	41	treatment	treatment	NOUN
hls-13433	124	42	,	,	PUNCT
hls-13433	124	43	i.e.	i.e.	X
hls-13433	124	44	they	they	PRON
hls-13433	124	45	were	be	AUX
hls-13433	124	46	able	able	ADJ
hls-13433	124	47	to	to	PART
hls-13433	124	48	access	access	VERB
hls-13433	124	49	treatment	treatment	NOUN
hls-13433	124	50	from	from	ADP
hls-13433	124	51	the	the	DET
hls-13433	124	52	healthcare	healthcare	NOUN
hls-13433	124	53	facility	facility	NOUN
hls-13433	124	54	.	.	PUNCT
hls-13433	125	1	in	in	ADP
hls-13433	125	2	figure	figure	NOUN
hls-13433	125	3	2b	2b	NOUN
hls-13433	125	4	,	,	PUNCT
hls-13433	125	5	245	245	NUM
hls-13433	125	6	of	of	ADP
hls-13433	125	7	the	the	DET
hls-13433	125	8	318	318	NUM
hls-13433	125	9	women	woman	NOUN
hls-13433	125	10	(	(	PUNCT
hls-13433	125	11	77	77	NUM
hls-13433	125	12	%	%	NOUN
hls-13433	125	13	)	)	PUNCT
hls-13433	125	14	were	be	AUX
hls-13433	125	15	able	able	ADJ
hls-13433	125	16	to	to	PART
hls-13433	125	17	access	access	VERB
hls-13433	125	18	healthcare	healthcare	PROPN
hls-13433	125	19	services	service	NOUN
hls-13433	125	20	,	,	PUNCT
hls-13433	125	21	while	while	SCONJ
hls-13433	125	22	7	7	NUM
hls-13433	125	23	%	%	NOUN
hls-13433	125	24	had	have	VERB
hls-13433	125	25	challenges	challenge	NOUN
hls-13433	125	26	accessing	access	VERB
hls-13433	125	27	healthcare	healthcare	NOUN
hls-13433	125	28	services	service	NOUN
hls-13433	125	29	.	.	PUNCT
hls-13433	126	1	similarly	similarly	ADV
hls-13433	126	2	,	,	PUNCT
hls-13433	126	3	68	68	NUM
hls-13433	126	4	%	%	NOUN
hls-13433	126	5	of	of	ADP
hls-13433	126	6	the	the	DET
hls-13433	126	7	men	man	NOUN
hls-13433	126	8	were	be	AUX
hls-13433	126	9	able	able	ADJ
hls-13433	126	10	to	to	PART
hls-13433	126	11	access	access	VERB
hls-13433	126	12	healthcare	healthcare	PROPN
hls-13433	126	13	services	service	NOUN
hls-13433	126	14	,	,	PUNCT
hls-13433	126	15	compared	compare	VERB
hls-13433	126	16	to	to	ADP
hls-13433	126	17	5	5	NUM
hls-13433	126	18	%	%	NOUN
hls-13433	126	19	who	who	PRON
hls-13433	126	20	could	could	AUX
hls-13433	126	21	not	not	PART
hls-13433	126	22	.	.	PUNCT
hls-13433	127	1	only	only	ADV
hls-13433	127	2	2	2	NUM
hls-13433	127	3	of	of	ADP
hls-13433	127	4	the	the	DET
hls-13433	127	5	9	9	NUM
hls-13433	127	6	non	non	ADJ
hls-13433	127	7	-	-	ADJ
hls-13433	127	8	binary	binary	ADJ
hls-13433	127	9	respondents	respondent	NOUN
hls-13433	127	10	had	have	VERB
hls-13433	127	11	no	no	DET
hls-13433	127	12	challenges	challenge	NOUN
hls-13433	127	13	accessing	access	VERB
hls-13433	127	14	health	health	NOUN
hls-13433	127	15	services	service	NOUN
hls-13433	127	16	.	.	PUNCT
hls-13433	128	1	overall	overall	ADJ
hls-13433	128	2	,	,	PUNCT
hls-13433	128	3	most	most	ADJ
hls-13433	128	4	(	(	PUNCT
hls-13433	128	5	77	77	NUM
hls-13433	128	6	%	%	NOUN
hls-13433	128	7	of	of	ADP
hls-13433	128	8	the	the	DET
hls-13433	128	9	women	woman	NOUN
hls-13433	128	10	,	,	PUNCT
hls-13433	128	11	68	68	NUM
hls-13433	128	12	%	%	NOUN
hls-13433	128	13	of	of	ADP
hls-13433	128	14	the	the	DET
hls-13433	128	15	men	man	NOUN
hls-13433	128	16	,	,	PUNCT
hls-13433	128	17	78	78	NUM
hls-13433	128	18	%	%	NOUN
hls-13433	128	19	of	of	ADP
hls-13433	128	20	the	the	DET
hls-13433	128	21	non	non	ADJ
hls-13433	128	22	-	-	ADJ
hls-13433	128	23	binary	binary	ADJ
hls-13433	128	24	gender	gender	NOUN
hls-13433	128	25	)	)	PUNCT
hls-13433	128	26	of	of	ADP
hls-13433	128	27	the	the	DET
hls-13433	128	28	respondents	respondent	NOUN
hls-13433	128	29	were	be	AUX
hls-13433	128	30	able	able	ADJ
hls-13433	128	31	to	to	PART
hls-13433	128	32	access	access	VERB
hls-13433	128	33	health	health	NOUN
hls-13433	128	34	services	service	NOUN
hls-13433	128	35	,	,	PUNCT
hls-13433	128	36	a	a	DET
hls-13433	128	37	fact	fact	NOUN
hls-13433	128	38	buttressed	buttress	VERB
hls-13433	128	39	on	on	ADP
hls-13433	128	40	table	table	NOUN
hls-13433	128	41	4	4	NUM
hls-13433	128	42	with	with	ADP
hls-13433	128	43	a	a	DET
hls-13433	128	44	p	p	NOUN
hls-13433	128	45	-	-	PUNCT
hls-13433	128	46	value	value	NOUN
hls-13433	128	47	of	of	ADP
hls-13433	128	48	0.016	0.016	NUM
hls-13433	128	49	indicating	indicate	VERB
hls-13433	128	50	a	a	DET
hls-13433	128	51	statistically	statistically	ADV
hls-13433	128	52	insignificant	insignificant	ADJ
hls-13433	128	53	association	association	NOUN
hls-13433	128	54	between	between	ADP
hls-13433	128	55	gender	gender	NOUN
hls-13433	128	56	and	and	CCONJ
hls-13433	128	57	healthcare	healthcare	NOUN
hls-13433	128	58	accessibility	accessibility	NOUN
hls-13433	128	59	.	.	PUNCT
hls-13433	129	1	influence	influence	NOUN
hls-13433	129	2	of	of	ADP
hls-13433	129	3	location	location	NOUN
hls-13433	129	4	on	on	ADP
hls-13433	129	5	healthcare	healthcare	NOUN
hls-13433	129	6	accessibility	accessibility	NOUN
hls-13433	129	7	in	in	ADP
hls-13433	129	8	figure	figure	NOUN
hls-13433	129	9	3	3	NUM
hls-13433	129	10	,	,	PUNCT
hls-13433	129	11	19	19	NUM
hls-13433	129	12	of	of	ADP
hls-13433	129	13	the	the	DET
hls-13433	129	14	277	277	NUM
hls-13433	129	15	(	(	PUNCT
hls-13433	129	16	6.8	6.8	NUM
hls-13433	129	17	%	%	NOUN
hls-13433	129	18	)	)	PUNCT
hls-13433	129	19	women	woman	NOUN
hls-13433	129	20	living	live	VERB
hls-13433	129	21	in	in	ADP
hls-13433	129	22	towns	town	NOUN
hls-13433	129	23	were	be	AUX
hls-13433	129	24	refused	refuse	VERB
hls-13433	129	25	treatment	treatment	NOUN
hls-13433	129	26	,	,	PUNCT
hls-13433	129	27	compared	compare	VERB
hls-13433	129	28	to	to	ADP
hls-13433	129	29	4	4	NUM
hls-13433	129	30	of	of	ADP
hls-13433	129	31	the	the	DET
hls-13433	129	32	41	41	NUM
hls-13433	129	33	(	(	PUNCT
hls-13433	129	34	9.8	9.8	NUM
hls-13433	129	35	%	%	NOUN
hls-13433	129	36	)	)	PUNCT
hls-13433	129	37	living	live	VERB
hls-13433	129	38	in	in	ADP
hls-13433	129	39	villages	village	NOUN
hls-13433	129	40	.	.	PUNCT
hls-13433	130	1	similarly	similarly	ADV
hls-13433	130	2	,	,	PUNCT
hls-13433	130	3	3.8	3.8	NUM
hls-13433	130	4	%	%	NOUN
hls-13433	130	5	of	of	ADP
hls-13433	130	6	the	the	DET
hls-13433	130	7	city	city	NOUN
hls-13433	130	8	-	-	PUNCT
hls-13433	130	9	dwelling	dwell	VERB
hls-13433	130	10	men	man	NOUN
hls-13433	130	11	were	be	AUX
hls-13433	130	12	refused	refuse	VERB
hls-13433	130	13	healthcare	healthcare	PROPN
hls-13433	130	14	services	service	NOUN
hls-13433	130	15	compared	compare	VERB
hls-13433	130	16	to	to	ADP
hls-13433	130	17	12.5	12.5	NUM
hls-13433	130	18	%	%	NOUN
hls-13433	130	19	of	of	ADP
hls-13433	130	20	the	the	DET
hls-13433	130	21	village	village	NOUN
hls-13433	130	22	dwellers	dweller	NOUN
hls-13433	130	23	.	.	PUNCT
hls-13433	131	1	this	this	PRON
hls-13433	131	2	shows	show	VERB
hls-13433	131	3	that	that	SCONJ
hls-13433	131	4	a	a	DET
hls-13433	131	5	higher	high	ADJ
hls-13433	131	6	percentage	percentage	NOUN
hls-13433	131	7	of	of	ADP
hls-13433	131	8	village	village	NOUN
hls-13433	131	9	dwellers	dweller	NOUN
hls-13433	131	10	were	be	AUX
hls-13433	131	11	unable	unable	ADJ
hls-13433	131	12	to	to	PART
hls-13433	131	13	access	access	VERB
hls-13433	131	14	healthcare	healthcare	PROPN
hls-13433	131	15	services	service	NOUN
hls-13433	131	16	,	,	PUNCT
hls-13433	131	17	compared	compare	VERB
hls-13433	131	18	to	to	ADP
hls-13433	131	19	their	their	PRON
hls-13433	131	20	towndwelling	towndwelle	VERB
hls-13433	131	21	counterparts	counterpart	NOUN
hls-13433	131	22	.	.	PUNCT
hls-13433	132	1	influence	influence	NOUN
hls-13433	132	2	of	of	ADP
hls-13433	132	3	marital	marital	ADJ
hls-13433	132	4	status	status	NOUN
hls-13433	132	5	on	on	ADP
hls-13433	132	6	healthcare	healthcare	NOUN
hls-13433	132	7	accessibility	accessibility	NOUN
hls-13433	132	8	in	in	ADP
hls-13433	132	9	figure	figure	NOUN
hls-13433	132	10	4	4	NUM
hls-13433	132	11	,	,	PUNCT
hls-13433	132	12	5.8	5.8	NUM
hls-13433	132	13	%	%	NOUN
hls-13433	132	14	of	of	ADP
hls-13433	132	15	the	the	DET
hls-13433	132	16	single	single	ADJ
hls-13433	132	17	women	woman	NOUN
hls-13433	132	18	were	be	AUX
hls-13433	132	19	refused	refuse	VERB
hls-13433	132	20	treatment	treatment	NOUN
hls-13433	132	21	,	,	PUNCT
hls-13433	132	22	compared	compare	VERB
hls-13433	132	23	to	to	ADP
hls-13433	132	24	10.3	10.3	NUM
hls-13433	132	25	%	%	NOUN
hls-13433	132	26	of	of	ADP
hls-13433	132	27	married	married	ADJ
hls-13433	132	28	women	woman	NOUN
hls-13433	132	29	.	.	PUNCT
hls-13433	133	1	for	for	ADP
hls-13433	133	2	the	the	DET
hls-13433	133	3	men	man	NOUN
hls-13433	133	4	,	,	PUNCT
hls-13433	133	5	5.4	5.4	NUM
hls-13433	133	6	%	%	NOUN
hls-13433	133	7	of	of	ADP
hls-13433	133	8	the	the	DET
hls-13433	133	9	single	single	ADJ
hls-13433	133	10	men	man	NOUN
hls-13433	133	11	and	and	CCONJ
hls-13433	133	12	4.7	4.7	NUM
hls-13433	133	13	%	%	NOUN
hls-13433	133	14	of	of	ADP
hls-13433	133	15	the	the	DET
hls-13433	133	16	married	married	ADJ
hls-13433	133	17	men	man	NOUN
hls-13433	133	18	were	be	AUX
hls-13433	133	19	unable	unable	ADJ
hls-13433	133	20	to	to	PART
hls-13433	133	21	access	access	VERB
hls-13433	133	22	treatment	treatment	NOUN
hls-13433	133	23	.	.	PUNCT
hls-13433	134	1	marriage	marriage	NOUN
hls-13433	134	2	is	be	AUX
hls-13433	134	3	therefore	therefore	ADV
hls-13433	134	4	not	not	PART
hls-13433	134	5	a	a	DET
hls-13433	134	6	critical	critical	ADJ
hls-13433	134	7	requirement	requirement	NOUN
hls-13433	134	8	to	to	ADP
hls-13433	134	9	accessing	access	VERB
hls-13433	134	10	healthcare	healthcare	NOUN
hls-13433	134	11	.	.	PUNCT
hls-13433	135	1	with	with	ADP
hls-13433	135	2	an	an	DET
hls-13433	135	3	associative	associative	ADJ
hls-13433	135	4	value	value	NOUN
hls-13433	135	5	of	of	ADP
hls-13433	135	6	-0.053	-0.053	NUM
hls-13433	135	7	and	and	CCONJ
hls-13433	135	8	a	a	DET
hls-13433	135	9	pvalue	pvalue	NOUN
hls-13433	135	10	of	of	ADP
hls-13433	135	11	0.249	0.249	NUM
hls-13433	135	12	,	,	PUNCT
hls-13433	135	13	table	table	NOUN
hls-13433	135	14	4	4	NUM
hls-13433	135	15	also	also	ADV
hls-13433	135	16	shows	show	VERB
hls-13433	135	17	that	that	SCONJ
hls-13433	135	18	marital	marital	ADJ
hls-13433	135	19	status	status	NOUN
hls-13433	135	20	and	and	CCONJ
hls-13433	135	21	access	access	NOUN
hls-13433	135	22	to	to	ADP
hls-13433	135	23	treatment	treatment	NOUN
hls-13433	135	24	(	(	PUNCT
hls-13433	135	25	“	"	PUNCT
hls-13433	135	26	refusedtreatment	refusedtreatment	NOUN
hls-13433	135	27	”	"	PUNCT
hls-13433	135	28	)	)	PUNCT
hls-13433	135	29	are	be	AUX
hls-13433	135	30	weakly	weakly	ADV
hls-13433	135	31	associated	associate	VERB
hls-13433	135	32	.	.	PUNCT
hls-13433	136	1	influence	influence	NOUN
hls-13433	136	2	of	of	ADP
hls-13433	136	3	income	income	NOUN
hls-13433	136	4	on	on	ADP
hls-13433	136	5	gender	gender	NOUN
hls-13433	136	6	-	-	PUNCT
hls-13433	136	7	based	base	VERB
hls-13433	136	8	healthcare	healthcare	NOUN
hls-13433	136	9	accessibility	accessibility	NOUN
hls-13433	136	10	in	in	ADP
hls-13433	136	11	figure	figure	NOUN
hls-13433	136	12	5	5	NUM
hls-13433	136	13	,	,	PUNCT
hls-13433	136	14	level	level	NOUN
hls-13433	136	15	1	1	NUM
hls-13433	136	16	denotes	denote	NOUN
hls-13433	136	17	respondents	respondent	NOUN
hls-13433	136	18	with	with	ADP
hls-13433	136	19	annual	annual	ADJ
hls-13433	136	20	income	income	NOUN
hls-13433	136	21	article	article	NOUN
hls-13433	136	22	table	table	VERB
hls-13433	136	23	4	4	NUM
hls-13433	136	24	.	.	PUNCT
hls-13433	136	25	associations	association	NOUN
hls-13433	136	26	among	among	ADP
hls-13433	136	27	attributes	attribute	NOUN
hls-13433	136	28	in	in	ADP
hls-13433	136	29	the	the	DET
hls-13433	136	30	dataset	dataset	NOUN
hls-13433	136	31	.	.	PUNCT
hls-13433	137	1	[	[	X
hls-13433	137	2	page	page	NOUN
hls-13433	137	3	206	206	NUM
hls-13433	137	4	]	]	PUNCT
hls-13433	138	1	[	[	X
hls-13433	138	2	healthcare	healthcare	NOUN
hls-13433	138	3	in	in	ADP
hls-13433	138	4	low	low	ADJ
hls-13433	138	5	-	-	PUNCT
hls-13433	138	6	resource	resource	NOUN
hls-13433	138	7	settings	setting	NOUN
hls-13433	138	8	2025;13:13433	2025;13:13433	NUM
hls-13433	138	9	]	]	X
hls-13433	138	10	greater	great	ADJ
hls-13433	138	11	than	than	ADP
hls-13433	138	12	ngn	ngn	PROPN
hls-13433	138	13	70	70	NUM
hls-13433	138	14	million	million	NUM
hls-13433	138	15	(	(	PUNCT
hls-13433	138	16	usd	usd	NOUN
hls-13433	138	17	88,000	88,000	NUM
hls-13433	138	18	)	)	PUNCT
hls-13433	138	19	.	.	PUNCT
hls-13433	139	1	level	level	NOUN
hls-13433	139	2	2	2	NUM
hls-13433	139	3	are	be	AUX
hls-13433	139	4	those	those	PRON
hls-13433	139	5	earning	earn	VERB
hls-13433	139	6	between	between	ADP
hls-13433	139	7	ngn	ngn	PROPN
hls-13433	139	8	45	45	NUM
hls-13433	139	9	70	70	NUM
hls-13433	139	10	million	million	NUM
hls-13433	139	11	or	or	CCONJ
hls-13433	139	12	(	(	PUNCT
hls-13433	139	13	usd	usd	NOUN
hls-13433	139	14	56,000	56,000	NUM
hls-13433	139	15	88,000	88,000	NUM
hls-13433	139	16	)	)	PUNCT
hls-13433	139	17	,	,	PUNCT
hls-13433	139	18	level	level	NOUN
hls-13433	139	19	3	3	NUM
hls-13433	139	20	earned	earn	VERB
hls-13433	139	21	between	between	ADP
hls-13433	139	22	ngn	ngn	PROPN
hls-13433	139	23	25	25	NUM
hls-13433	139	24	44	44	NUM
hls-13433	139	25	million	million	NUM
hls-13433	139	26	(	(	PUNCT
hls-13433	139	27	usd	usd	NOUN
hls-13433	139	28	31,000	31,000	NUM
hls-13433	139	29	55,000	55,000	NUM
hls-13433	139	30	)	)	PUNCT
hls-13433	139	31	,	,	PUNCT
hls-13433	139	32	level	level	NOUN
hls-13433	139	33	4	4	NUM
hls-13433	139	34	earned	earn	VERB
hls-13433	139	35	between	between	ADP
hls-13433	139	36	ngn	ngn	PROPN
hls-13433	139	37	7	7	NUM
hls-13433	139	38	24	24	NUM
hls-13433	139	39	million	million	NUM
hls-13433	139	40	(	(	PUNCT
hls-13433	139	41	usd	usd	NOUN
hls-13433	139	42	8,750	8,750	NUM
hls-13433	139	43	30,000	30,000	NUM
hls-13433	139	44	)	)	PUNCT
hls-13433	139	45	,	,	PUNCT
hls-13433	139	46	level	level	NOUN
hls-13433	139	47	5	5	NUM
hls-13433	139	48	earned	earn	VERB
hls-13433	139	49	between	between	ADP
hls-13433	139	50	ngn	ngn	PROPN
hls-13433	139	51	0.7	0.7	NUM
hls-13433	139	52	6	6	NUM
hls-13433	139	53	million	million	NUM
hls-13433	139	54	(	(	PUNCT
hls-13433	139	55	usd	usd	NOUN
hls-13433	139	56	875	875	NUM
hls-13433	139	57	7,500	7,500	NUM
hls-13433	139	58	)	)	PUNCT
hls-13433	139	59	,	,	PUNCT
hls-13433	139	60	while	while	SCONJ
hls-13433	139	61	level	level	NOUN
hls-13433	139	62	6	6	NUM
hls-13433	139	63	implies	imply	VERB
hls-13433	139	64	an	an	DET
hls-13433	139	65	income	income	NOUN
hls-13433	139	66	of	of	ADP
hls-13433	139	67	less	less	ADJ
hls-13433	139	68	than	than	ADP
hls-13433	139	69	ngn	ngn	PROPN
hls-13433	139	70	300,000	300,000	NUM
hls-13433	139	71	(	(	PUNCT
hls-13433	139	72	usd	usd	NOUN
hls-13433	139	73	375	375	NUM
hls-13433	139	74	)	)	PUNCT
hls-13433	139	75	.	.	PUNCT
hls-13433	140	1	most	most	ADJ
hls-13433	140	2	of	of	ADP
hls-13433	140	3	the	the	DET
hls-13433	140	4	respondents	respondent	NOUN
hls-13433	140	5	were	be	AUX
hls-13433	140	6	within	within	ADP
hls-13433	140	7	levels	level	NOUN
hls-13433	140	8	5	5	NUM
hls-13433	140	9	and	and	CCONJ
hls-13433	140	10	6	6	NUM
hls-13433	140	11	.	.	PUNCT
hls-13433	141	1	this	this	PRON
hls-13433	141	2	is	be	AUX
hls-13433	141	3	unsurprising	unsurprising	ADJ
hls-13433	141	4	as	as	ADP
hls-13433	141	5	the	the	DET
hls-13433	141	6	minimum	minimum	ADJ
hls-13433	141	7	wage	wage	NOUN
hls-13433	141	8	in	in	ADP
hls-13433	141	9	nigeria	nigeria	PROPN
hls-13433	141	10	,	,	PUNCT
hls-13433	141	11	as	as	SCONJ
hls-13433	141	12	at	at	ADP
hls-13433	141	13	the	the	DET
hls-13433	141	14	time	time	NOUN
hls-13433	141	15	of	of	ADP
hls-13433	141	16	writing	writing	NOUN
hls-13433	141	17	,	,	PUNCT
hls-13433	141	18	was	be	AUX
hls-13433	141	19	about	about	ADP
hls-13433	141	20	ngn	ngn	PROPN
hls-13433	141	21	360,000	360,000	NUM
hls-13433	141	22	(	(	PUNCT
hls-13433	141	23	usd	usd	NOUN
hls-13433	141	24	450	450	NUM
hls-13433	141	25	)	)	PUNCT
hls-13433	141	26	annually	annually	ADV
hls-13433	141	27	.	.	PUNCT
hls-13433	142	1	due	due	ADP
hls-13433	142	2	to	to	ADP
hls-13433	142	3	the	the	DET
hls-13433	142	4	limited	limited	ADJ
hls-13433	142	5	data	datum	NOUN
hls-13433	142	6	about	about	ADP
hls-13433	142	7	higher	high	ADJ
hls-13433	142	8	income	income	NOUN
hls-13433	142	9	levels	level	NOUN
hls-13433	142	10	(	(	PUNCT
hls-13433	142	11	level	level	NOUN
hls-13433	142	12	1	1	NUM
hls-13433	142	13	level	level	NOUN
hls-13433	142	14	4	4	NUM
hls-13433	142	15	)	)	PUNCT
hls-13433	142	16	,	,	PUNCT
hls-13433	142	17	only	only	ADV
hls-13433	142	18	responses	response	NOUN
hls-13433	142	19	from	from	ADP
hls-13433	142	20	levels	level	NOUN
hls-13433	142	21	5	5	NUM
hls-13433	142	22	and	and	CCONJ
hls-13433	142	23	6	6	NUM
hls-13433	142	24	respondents	respondent	NOUN
hls-13433	142	25	were	be	AUX
hls-13433	142	26	analysed	analyse	VERB
hls-13433	142	27	.	.	PUNCT
hls-13433	143	1	of	of	ADP
hls-13433	143	2	the	the	DET
hls-13433	143	3	245	245	NUM
hls-13433	143	4	level	level	NOUN
hls-13433	143	5	6	6	NUM
hls-13433	143	6	women	woman	NOUN
hls-13433	143	7	respondents	respondent	NOUN
hls-13433	143	8	,	,	PUNCT
hls-13433	143	9	16	16	NUM
hls-13433	143	10	(	(	PUNCT
hls-13433	143	11	6.5	6.5	NUM
hls-13433	143	12	%	%	NOUN
hls-13433	143	13	)	)	PUNCT
hls-13433	143	14	were	be	AUX
hls-13433	143	15	refused	refuse	VERB
hls-13433	143	16	treatments	treatment	NOUN
hls-13433	143	17	,	,	PUNCT
hls-13433	143	18	while	while	SCONJ
hls-13433	143	19	8	8	NUM
hls-13433	143	20	(	(	PUNCT
hls-13433	143	21	11	11	NUM
hls-13433	143	22	%	%	NOUN
hls-13433	143	23	)	)	PUNCT
hls-13433	143	24	of	of	ADP
hls-13433	143	25	the	the	DET
hls-13433	143	26	55	55	NUM
hls-13433	143	27	level	level	NOUN
hls-13433	143	28	5	5	NUM
hls-13433	143	29	women	woman	NOUN
hls-13433	143	30	were	be	AUX
hls-13433	143	31	refused	refuse	VERB
hls-13433	143	32	treatment	treatment	NOUN
hls-13433	143	33	.	.	PUNCT
hls-13433	144	1	for	for	ADP
hls-13433	144	2	both	both	DET
hls-13433	144	3	income	income	NOUN
hls-13433	144	4	levels	level	NOUN
hls-13433	144	5	,	,	PUNCT
hls-13433	144	6	over	over	ADP
hls-13433	144	7	78	78	NUM
hls-13433	144	8	%	%	NOUN
hls-13433	144	9	were	be	AUX
hls-13433	144	10	able	able	ADJ
hls-13433	144	11	to	to	PART
hls-13433	144	12	access	access	VERB
hls-13433	144	13	treatment	treatment	NOUN
hls-13433	144	14	.	.	PUNCT
hls-13433	145	1	for	for	ADP
hls-13433	145	2	the	the	DET
hls-13433	145	3	men	man	NOUN
hls-13433	145	4	,	,	PUNCT
hls-13433	145	5	7	7	NUM
hls-13433	145	6	%	%	NOUN
hls-13433	145	7	of	of	ADP
hls-13433	145	8	those	those	PRON
hls-13433	145	9	in	in	ADP
hls-13433	145	10	level	level	NOUN
hls-13433	145	11	6	6	NUM
hls-13433	145	12	were	be	AUX
hls-13433	145	13	denied	deny	VERB
hls-13433	145	14	treatment	treatment	NOUN
hls-13433	145	15	,	,	PUNCT
hls-13433	145	16	while	while	SCONJ
hls-13433	145	17	none	none	NOUN
hls-13433	145	18	of	of	ADP
hls-13433	145	19	the	the	DET
hls-13433	145	20	level	level	NOUN
hls-13433	145	21	5	5	NUM
hls-13433	145	22	respondents	respondent	NOUN
hls-13433	145	23	were	be	AUX
hls-13433	145	24	refused	refuse	VERB
hls-13433	145	25	treatment	treatment	NOUN
hls-13433	145	26	.	.	PUNCT
hls-13433	146	1	of	of	ADP
hls-13433	146	2	the	the	DET
hls-13433	146	3	8	8	NUM
hls-13433	146	4	non	non	ADJ
hls-13433	146	5	-	-	ADJ
hls-13433	146	6	binary	binary	ADJ
hls-13433	146	7	respondents	respondent	NOUN
hls-13433	146	8	,	,	PUNCT
hls-13433	146	9	only	only	ADV
hls-13433	146	10	2	2	NUM
hls-13433	146	11	reported	report	VERB
hls-13433	146	12	being	be	AUX
hls-13433	146	13	refused	refuse	VERB
hls-13433	146	14	treatment	treatment	NOUN
hls-13433	146	15	.	.	PUNCT
hls-13433	147	1	thus	thus	ADV
hls-13433	147	2	,	,	PUNCT
hls-13433	147	3	for	for	ADP
hls-13433	147	4	men	man	NOUN
hls-13433	147	5	,	,	PUNCT
hls-13433	147	6	income	income	NOUN
hls-13433	147	7	level	level	NOUN
hls-13433	147	8	influences	influence	VERB
hls-13433	147	9	healthcare	healthcare	NOUN
hls-13433	147	10	access	access	NOUN
hls-13433	147	11	,	,	PUNCT
hls-13433	147	12	as	as	SCONJ
hls-13433	147	13	the	the	DET
hls-13433	147	14	richer	rich	ADJ
hls-13433	147	15	men	man	NOUN
hls-13433	147	16	(	(	PUNCT
hls-13433	147	17	level	level	NOUN
hls-13433	147	18	5	5	NUM
hls-13433	147	19	and	and	CCONJ
hls-13433	147	20	6	6	NUM
hls-13433	147	21	)	)	PUNCT
hls-13433	147	22	were	be	AUX
hls-13433	147	23	almost	almost	ADV
hls-13433	147	24	never	never	ADV
hls-13433	147	25	refused	refuse	VERB
hls-13433	147	26	treatment	treatment	NOUN
hls-13433	147	27	.	.	PUNCT
hls-13433	148	1	for	for	ADP
hls-13433	148	2	the	the	DET
hls-13433	148	3	women	woman	NOUN
hls-13433	148	4	,	,	PUNCT
hls-13433	148	5	the	the	DET
hls-13433	148	6	reverse	reverse	NOUN
hls-13433	148	7	is	be	AUX
hls-13433	148	8	observed	observe	VERB
hls-13433	148	9	,	,	PUNCT
hls-13433	148	10	as	as	SCONJ
hls-13433	148	11	more	more	ADJ
hls-13433	148	12	level	level	NOUN
hls-13433	148	13	5	5	NUM
hls-13433	148	14	women	woman	NOUN
hls-13433	148	15	were	be	AUX
hls-13433	148	16	denied	deny	VERB
hls-13433	148	17	treatment	treatment	NOUN
hls-13433	148	18	compared	compare	VERB
hls-13433	148	19	to	to	PART
hls-13433	148	20	level	level	VERB
hls-13433	148	21	6	6	NUM
hls-13433	148	22	women	woman	NOUN
hls-13433	148	23	.	.	PUNCT
hls-13433	149	1	statistically	statistically	ADV
hls-13433	149	2	,	,	PUNCT
hls-13433	149	3	an	an	DET
hls-13433	149	4	scc	scc	NOUN
hls-13433	149	5	value	value	NOUN
hls-13433	149	6	of	of	ADP
hls-13433	149	7	0.089	0.089	NUM
hls-13433	149	8	,	,	PUNCT
hls-13433	149	9	shown	show	VERB
hls-13433	149	10	on	on	ADP
hls-13433	149	11	table	table	NOUN
hls-13433	149	12	4	4	NUM
hls-13433	149	13	,	,	PUNCT
hls-13433	149	14	indicates	indicate	VERB
hls-13433	149	15	a	a	DET
hls-13433	149	16	weak	weak	ADJ
hls-13433	149	17	association	association	NOUN
hls-13433	149	18	between	between	ADP
hls-13433	149	19	income	income	NOUN
hls-13433	149	20	and	and	CCONJ
hls-13433	149	21	“	"	PUNCT
hls-13433	149	22	refusedtreatment	refusedtreatment	NOUN
hls-13433	149	23	”	"	PUNCT
hls-13433	149	24	.	.	PUNCT
hls-13433	150	1	in	in	ADP
hls-13433	150	2	addition	addition	NOUN
hls-13433	150	3	,	,	PUNCT
hls-13433	150	4	the	the	DET
hls-13433	150	5	low	low	ADJ
hls-13433	150	6	p	p	NOUN
hls-13433	150	7	-	-	PUNCT
hls-13433	150	8	value	value	NOUN
hls-13433	150	9	(	(	PUNCT
hls-13433	150	10	0.049	0.049	NUM
hls-13433	150	11	)	)	PUNCT
hls-13433	150	12	implies	imply	VERB
hls-13433	150	13	that	that	SCONJ
hls-13433	150	14	wealth	wealth	NOUN
hls-13433	150	15	might	might	AUX
hls-13433	150	16	not	not	PART
hls-13433	150	17	always	always	ADV
hls-13433	150	18	guarantee	guarantee	VERB
hls-13433	150	19	access	access	NOUN
hls-13433	150	20	to	to	ADP
hls-13433	150	21	healthcare	healthcare	PROPN
hls-13433	150	22	,	,	PUNCT
hls-13433	150	23	as	as	ADP
hls-13433	150	24	indicative	indicative	ADJ
hls-13433	150	25	of	of	ADP
hls-13433	150	26	the	the	DET
hls-13433	150	27	reverse	reverse	ADJ
hls-13433	150	28	trend	trend	NOUN
hls-13433	150	29	observed	observe	VERB
hls-13433	150	30	with	with	ADP
hls-13433	150	31	more	more	ADV
hls-13433	150	32	richer	rich	ADJ
hls-13433	150	33	women	woman	NOUN
hls-13433	150	34	(	(	PUNCT
hls-13433	150	35	level	level	NOUN
hls-13433	150	36	6	6	NUM
hls-13433	150	37	)	)	PUNCT
hls-13433	150	38	being	be	AUX
hls-13433	150	39	denied	deny	VERB
hls-13433	150	40	treatment	treatment	NOUN
hls-13433	150	41	than	than	ADP
hls-13433	150	42	any	any	DET
hls-13433	150	43	other	other	ADJ
hls-13433	150	44	income	income	NOUN
hls-13433	150	45	group	group	NOUN
hls-13433	150	46	.	.	PUNCT
hls-13433	151	1	influence	influence	NOUN
hls-13433	151	2	of	of	ADP
hls-13433	151	3	employment	employment	NOUN
hls-13433	151	4	on	on	ADP
hls-13433	151	5	gender	gender	NOUN
hls-13433	151	6	-	-	PUNCT
hls-13433	151	7	based	base	VERB
hls-13433	151	8	healthcare	healthcare	NOUN
hls-13433	151	9	accessibility	accessibility	NOUN
hls-13433	151	10	figure	figure	NOUN
hls-13433	151	11	6	6	NUM
hls-13433	151	12	reveals	reveal	VERB
hls-13433	151	13	that	that	SCONJ
hls-13433	151	14	only	only	ADV
hls-13433	151	15	6	6	NUM
hls-13433	151	16	of	of	ADP
hls-13433	151	17	the	the	DET
hls-13433	151	18	116	116	NUM
hls-13433	151	19	unemployed	unemployed	ADJ
hls-13433	151	20	women	woman	NOUN
hls-13433	151	21	were	be	AUX
hls-13433	151	22	refused	refuse	VERB
hls-13433	151	23	treatment	treatment	NOUN
hls-13433	151	24	,	,	PUNCT
hls-13433	151	25	compared	compare	VERB
hls-13433	151	26	to	to	ADP
hls-13433	151	27	the	the	DET
hls-13433	151	28	83	83	NUM
hls-13433	151	29	%	%	NOUN
hls-13433	151	30	who	who	PRON
hls-13433	151	31	were	be	AUX
hls-13433	151	32	able	able	ADJ
hls-13433	151	33	to	to	PART
hls-13433	151	34	access	access	VERB
hls-13433	151	35	healthcare	healthcare	PROPN
hls-13433	151	36	services	service	NOUN
hls-13433	151	37	.	.	PUNCT
hls-13433	152	1	similar	similar	ADJ
hls-13433	152	2	ratios	ratio	NOUN
hls-13433	152	3	were	be	AUX
hls-13433	152	4	observed	observe	VERB
hls-13433	152	5	for	for	ADP
hls-13433	152	6	the	the	DET
hls-13433	152	7	employed	employ	VERB
hls-13433	152	8	women	woman	NOUN
hls-13433	152	9	.	.	PUNCT
hls-13433	153	1	self	self	NOUN
hls-13433	153	2	-	-	PUNCT
hls-13433	153	3	employed	employ	VERB
hls-13433	153	4	women	woman	NOUN
hls-13433	153	5	had	have	VERB
hls-13433	153	6	the	the	DET
hls-13433	153	7	most	most	ADV
hls-13433	153	8	challenge	challenge	NOUN
hls-13433	153	9	accessing	access	VERB
hls-13433	153	10	article	article	NOUN
hls-13433	153	11	[	[	X
hls-13433	153	12	healthcare	healthcare	NOUN
hls-13433	153	13	in	in	ADP
hls-13433	153	14	low	low	ADJ
hls-13433	153	15	-	-	PUNCT
hls-13433	153	16	resource	resource	NOUN
hls-13433	153	17	settings	setting	NOUN
hls-13433	153	18	2025;13:13433	2025;13:13433	NUM
hls-13433	153	19	]	]	PUNCT
hls-13433	154	1	[	[	X
hls-13433	154	2	page	page	NOUN
hls-13433	154	3	207	207	NUM
hls-13433	154	4	]	]	PUNCT
hls-13433	154	5	figure	figure	NOUN
hls-13433	154	6	2	2	NUM
hls-13433	154	7	.	.	PUNCT
hls-13433	155	1	(	(	PUNCT
hls-13433	155	2	a	a	X
hls-13433	155	3	)	)	PUNCT
hls-13433	155	4	influence	influence	NOUN
hls-13433	155	5	of	of	ADP
hls-13433	155	6	age	age	NOUN
hls-13433	155	7	(	(	PUNCT
hls-13433	155	8	b	b	NOUN
hls-13433	155	9	)	)	PUNCT
hls-13433	155	10	influence	influence	NOUN
hls-13433	155	11	of	of	ADP
hls-13433	155	12	gender	gender	NOUN
hls-13433	155	13	on	on	ADP
hls-13433	155	14	healthcare	healthcare	NOUN
hls-13433	155	15	access	access	NOUN
hls-13433	155	16	.	.	PUNCT
hls-13433	156	1	figure	figure	NOUN
hls-13433	156	2	3	3	NUM
hls-13433	156	3	.	.	PUNCT
hls-13433	157	1	impact	impact	NOUN
hls-13433	157	2	of	of	ADP
hls-13433	157	3	gender	gender	NOUN
hls-13433	157	4	on	on	ADP
hls-13433	157	5	healthcare	healthcare	PROPN
hls-13433	157	6	.	.	PUNCT
hls-13433	158	1	healthcare	healthcare	NOUN
hls-13433	158	2	with	with	ADP
hls-13433	158	3	10	10	NUM
hls-13433	158	4	%	%	NOUN
hls-13433	158	5	of	of	ADP
hls-13433	158	6	them	they	PRON
hls-13433	158	7	(	(	PUNCT
hls-13433	158	8	13	13	NUM
hls-13433	158	9	of	of	ADP
hls-13433	158	10	121	121	NUM
hls-13433	158	11	)	)	PUNCT
hls-13433	158	12	reporting	reporting	NOUN
hls-13433	158	13	being	be	AUX
hls-13433	158	14	refused	refuse	VERB
hls-13433	158	15	treatment	treatment	NOUN
hls-13433	158	16	.	.	PUNCT
hls-13433	159	1	for	for	ADP
hls-13433	159	2	the	the	DET
hls-13433	159	3	men	man	NOUN
hls-13433	159	4	,	,	PUNCT
hls-13433	159	5	only	only	ADV
hls-13433	159	6	1	1	NUM
hls-13433	159	7	(	(	PUNCT
hls-13433	159	8	of	of	ADP
hls-13433	159	9	the	the	DET
hls-13433	159	10	42	42	NUM
hls-13433	159	11	employed	employ	VERB
hls-13433	159	12	)	)	PUNCT
hls-13433	159	13	and	and	CCONJ
hls-13433	159	14	3	3	NUM
hls-13433	159	15	(	(	PUNCT
hls-13433	159	16	of	of	ADP
hls-13433	159	17	the	the	DET
hls-13433	159	18	unemployed	unemployed	ADJ
hls-13433	159	19	men	man	NOUN
hls-13433	159	20	)	)	PUNCT
hls-13433	159	21	were	be	AUX
hls-13433	159	22	refused	refuse	VERB
hls-13433	159	23	treatment	treatment	NOUN
hls-13433	159	24	.	.	PUNCT
hls-13433	160	1	however	however	ADV
hls-13433	160	2	,	,	PUNCT
hls-13433	160	3	like	like	ADP
hls-13433	160	4	the	the	DET
hls-13433	160	5	women	woman	NOUN
hls-13433	160	6	,	,	PUNCT
hls-13433	160	7	a	a	DET
hls-13433	160	8	higher	high	ADJ
hls-13433	160	9	percentage	percentage	NOUN
hls-13433	160	10	(	(	PUNCT
hls-13433	160	11	7	7	NUM
hls-13433	160	12	%	%	NOUN
hls-13433	160	13	)	)	PUNCT
hls-13433	160	14	of	of	ADP
hls-13433	160	15	the	the	DET
hls-13433	160	16	self	self	NOUN
hls-13433	160	17	-	-	PUNCT
hls-13433	160	18	employed	employ	VERB
hls-13433	160	19	men	man	NOUN
hls-13433	160	20	were	be	AUX
hls-13433	160	21	refused	refuse	VERB
hls-13433	160	22	treatment	treatment	NOUN
hls-13433	160	23	.	.	PUNCT
hls-13433	161	1	there	there	PRON
hls-13433	161	2	were	be	VERB
hls-13433	161	3	9	9	NUM
hls-13433	161	4	non	non	ADJ
hls-13433	161	5	-	-	ADJ
hls-13433	161	6	binary	binary	ADJ
hls-13433	161	7	respondents	respondent	NOUN
hls-13433	161	8	and	and	CCONJ
hls-13433	161	9	only	only	ADV
hls-13433	161	10	2	2	NUM
hls-13433	161	11	reported	report	VERB
hls-13433	161	12	being	be	AUX
hls-13433	161	13	refused	refuse	VERB
hls-13433	161	14	treatment	treatment	NOUN
hls-13433	161	15	,	,	PUNCT
hls-13433	161	16	with	with	ADP
hls-13433	161	17	the	the	DET
hls-13433	161	18	first	first	ADJ
hls-13433	161	19	being	be	AUX
hls-13433	161	20	unemployed	unemployed	ADJ
hls-13433	161	21	and	and	CCONJ
hls-13433	161	22	the	the	DET
hls-13433	161	23	other	other	ADJ
hls-13433	161	24	being	be	AUX
hls-13433	161	25	employed	employ	VERB
hls-13433	161	26	.	.	PUNCT
hls-13433	162	1	the	the	DET
hls-13433	162	2	drawn	draw	VERB
hls-13433	162	3	inference	inference	NOUN
hls-13433	162	4	is	be	AUX
hls-13433	162	5	that	that	SCONJ
hls-13433	162	6	there	there	PRON
hls-13433	162	7	seems	seem	VERB
hls-13433	162	8	to	to	PART
hls-13433	162	9	be	be	AUX
hls-13433	162	10	a	a	DET
hls-13433	162	11	bias	bias	NOUN
hls-13433	162	12	against	against	ADP
hls-13433	162	13	self	self	NOUN
hls-13433	162	14	-	-	PUNCT
hls-13433	162	15	employed	employ	VERB
hls-13433	162	16	persons	person	NOUN
hls-13433	162	17	,	,	PUNCT
hls-13433	162	18	irrespective	irrespective	ADV
hls-13433	162	19	of	of	ADP
hls-13433	162	20	gender	gender	NOUN
hls-13433	162	21	.	.	PUNCT
hls-13433	163	1	statistically	statistically	ADV
hls-13433	163	2	,	,	PUNCT
hls-13433	163	3	a	a	DET
hls-13433	163	4	p	p	NOUN
hls-13433	163	5	-	-	PUNCT
hls-13433	163	6	value	value	NOUN
hls-13433	163	7	of	of	ADP
hls-13433	163	8	0.656	0.656	NUM
hls-13433	163	9	for	for	ADP
hls-13433	163	10	employment	employment	NOUN
hls-13433	163	11	and	and	CCONJ
hls-13433	163	12	healthcare	healthcare	NOUN
hls-13433	163	13	accessibility	accessibility	NOUN
hls-13433	163	14	shown	show	VERB
hls-13433	163	15	on	on	ADP
hls-13433	163	16	table	table	NOUN
hls-13433	163	17	4	4	NUM
hls-13433	163	18	,	,	PUNCT
hls-13433	163	19	indicates	indicate	VERB
hls-13433	163	20	that	that	SCONJ
hls-13433	163	21	this	this	PRON
hls-13433	163	22	is	be	AUX
hls-13433	163	23	highly	highly	ADV
hls-13433	163	24	probable	probable	ADJ
hls-13433	163	25	.	.	PUNCT
hls-13433	164	1	article	article	NOUN
hls-13433	165	1	[	[	X
hls-13433	165	2	page	page	NOUN
hls-13433	165	3	208	208	NUM
hls-13433	165	4	]	]	PUNCT
hls-13433	166	1	[	[	X
hls-13433	166	2	healthcare	healthcare	NOUN
hls-13433	166	3	in	in	ADP
hls-13433	166	4	low	low	ADJ
hls-13433	166	5	-	-	PUNCT
hls-13433	166	6	resource	resource	NOUN
hls-13433	166	7	settings	setting	NOUN
hls-13433	166	8	2025;13:13433	2025;13:13433	NUM
hls-13433	166	9	]	]	PUNCT
hls-13433	166	10	table	table	NOUN
hls-13433	166	11	5	5	NUM
hls-13433	166	12	.	.	PUNCT
hls-13433	166	13	comparison	comparison	NOUN
hls-13433	166	14	of	of	ADP
hls-13433	166	15	prediction	prediction	NOUN
hls-13433	166	16	results	result	NOUN
hls-13433	166	17	for	for	ADP
hls-13433	166	18	raw	raw	ADJ
hls-13433	166	19	&	&	CCONJ
hls-13433	166	20	augmented	augment	VERB
hls-13433	166	21	data	data	PROPN
hls-13433	166	22	.	.	PUNCT
hls-13433	167	1	model	model	NOUN
hls-13433	167	2	class	class	NOUN
hls-13433	167	3	accuracy	accuracy	NOUN
hls-13433	167	4	precision	precision	NOUN
hls-13433	167	5	recall	recall	VERB
hls-13433	167	6	f1	f1	NOUN
hls-13433	167	7	-	-	PUNCT
hls-13433	167	8	score	score	NOUN
hls-13433	167	9	raw	raw	ADJ
hls-13433	167	10	(	(	PUNCT
hls-13433	167	11	%	%	NOUN
hls-13433	167	12	)	)	PUNCT
hls-13433	167	13	augmt	augmt	ADJ
hls-13433	167	14	(	(	PUNCT
hls-13433	167	15	%	%	INTJ
hls-13433	167	16	)	)	PUNCT
hls-13433	167	17	raw	raw	ADJ
hls-13433	167	18	(	(	PUNCT
hls-13433	167	19	%	%	NOUN
hls-13433	167	20	)	)	PUNCT
hls-13433	167	21	augmt	augmt	ADJ
hls-13433	167	22	(	(	PUNCT
hls-13433	167	23	%	%	INTJ
hls-13433	167	24	)	)	PUNCT
hls-13433	167	25	raw	raw	ADJ
hls-13433	167	26	(	(	PUNCT
hls-13433	167	27	%	%	NOUN
hls-13433	167	28	)	)	PUNCT
hls-13433	167	29	augmt	augmt	ADJ
hls-13433	167	30	(	(	PUNCT
hls-13433	167	31	%	%	INTJ
hls-13433	167	32	)	)	PUNCT
hls-13433	167	33	raw	raw	ADJ
hls-13433	167	34	(	(	PUNCT
hls-13433	167	35	%	%	NOUN
hls-13433	167	36	)	)	PUNCT
hls-13433	167	37	augmt	augmt	ADJ
hls-13433	167	38	(	(	PUNCT
hls-13433	167	39	%	%	INTJ
hls-13433	167	40	)	)	PUNCT
hls-13433	167	41	catboost	catboost	NOUN
hls-13433	167	42	0	0	NUM
hls-13433	168	1	93	93	NUM
hls-13433	168	2	81	81	NUM
hls-13433	168	3	0	0	NUM
hls-13433	168	4	81	81	NUM
hls-13433	168	5	0	0	NUM
hls-13433	168	6	81	81	NUM
hls-13433	168	7	0	0	NUM
hls-13433	168	8	81	81	NUM
hls-13433	168	9	catboost	catboost	VERB
hls-13433	168	10	1	1	NUM
hls-13433	168	11	92	92	NUM
hls-13433	168	12	81	81	NUM
hls-13433	168	13	100	100	NUM
hls-13433	168	14	81	81	NUM
hls-13433	168	15	96	96	NUM
hls-13433	168	16	81	81	NUM
hls-13433	168	17	svc	svc	NOUN
hls-13433	168	18	0	0	NUM
hls-13433	168	19	92	92	NUM
hls-13433	168	20	81	81	NUM
hls-13433	168	21	0	0	NUM
hls-13433	168	22	81	81	NUM
hls-13433	168	23	0	0	NUM
hls-13433	168	24	81	81	NUM
hls-13433	168	25	0	0	NUM
hls-13433	168	26	81	81	NUM
hls-13433	168	27	svc	svc	NOUN
hls-13433	168	28	1	1	NUM
hls-13433	168	29	92	92	NUM
hls-13433	168	30	81	81	NUM
hls-13433	168	31	100	100	NUM
hls-13433	168	32	81	81	NUM
hls-13433	168	33	96	96	NUM
hls-13433	168	34	81	81	NUM
hls-13433	168	35	rf	rf	NOUN
hls-13433	168	36	0	0	NUM
hls-13433	168	37	93	93	NUM
hls-13433	168	38	81	81	NUM
hls-13433	168	39	100	100	NUM
hls-13433	168	40	77	77	NUM
hls-13433	168	41	19	19	NUM
hls-13433	168	42	87	87	NUM
hls-13433	168	43	32	32	NUM
hls-13433	168	44	82	82	NUM
hls-13433	168	45	rf	rf	NUM
hls-13433	168	46	1	1	NUM
hls-13433	168	47	93	93	NUM
hls-13433	168	48	85	85	NUM
hls-13433	168	49	100	100	NUM
hls-13433	168	50	74	74	NUM
hls-13433	168	51	97	97	NUM
hls-13433	168	52	79	79	NUM
hls-13433	168	53	figure	figure	NOUN
hls-13433	168	54	4	4	NUM
hls-13433	168	55	.	.	PUNCT
hls-13433	168	56	influence	influence	NOUN
hls-13433	168	57	of	of	ADP
hls-13433	168	58	marriage	marriage	NOUN
hls-13433	168	59	on	on	ADP
hls-13433	168	60	healthcare	healthcare	PROPN
hls-13433	168	61	.	.	PUNCT
hls-13433	169	1	figure	figure	NOUN
hls-13433	169	2	5	5	NUM
hls-13433	169	3	.	.	PUNCT
hls-13433	170	1	influence	influence	NOUN
hls-13433	170	2	of	of	ADP
hls-13433	170	3	income	income	NOUN
hls-13433	170	4	levels	level	NOUN
hls-13433	170	5	on	on	ADP
hls-13433	170	6	healthcare	healthcare	PROPN
hls-13433	170	7	.	.	PUNCT
hls-13433	171	1	influence	influence	NOUN
hls-13433	171	2	of	of	ADP
hls-13433	171	3	education	education	NOUN
hls-13433	171	4	on	on	ADP
hls-13433	171	5	gender	gender	NOUN
hls-13433	171	6	-	-	PUNCT
hls-13433	171	7	based	base	VERB
hls-13433	171	8	healthcare	healthcare	NOUN
hls-13433	171	9	accessibility	accessibility	NOUN
hls-13433	171	10	figure	figure	VERB
hls-13433	171	11	7	7	NUM
hls-13433	171	12	shows	show	VERB
hls-13433	171	13	that	that	SCONJ
hls-13433	171	14	among	among	ADP
hls-13433	171	15	the	the	DET
hls-13433	171	16	89	89	NUM
hls-13433	171	17	women	woman	NOUN
hls-13433	171	18	with	with	ADP
hls-13433	171	19	secondary	secondary	ADJ
hls-13433	171	20	level	level	NOUN
hls-13433	171	21	education	education	NOUN
hls-13433	171	22	and	and	CCONJ
hls-13433	171	23	194	194	NUM
hls-13433	171	24	with	with	ADP
hls-13433	171	25	tertiary	tertiary	ADJ
hls-13433	171	26	level	level	NOUN
hls-13433	171	27	education	education	NOUN
hls-13433	171	28	,	,	PUNCT
hls-13433	171	29	8	8	NUM
hls-13433	171	30	(	(	PUNCT
hls-13433	171	31	8.9	8.9	NUM
hls-13433	171	32	%	%	NOUN
hls-13433	171	33	)	)	PUNCT
hls-13433	171	34	and	and	CCONJ
hls-13433	171	35	14	14	NUM
hls-13433	171	36	(	(	PUNCT
hls-13433	171	37	7.2	7.2	NUM
hls-13433	171	38	%	%	NOUN
hls-13433	171	39	)	)	PUNCT
hls-13433	171	40	respectively	respectively	ADV
hls-13433	171	41	reported	report	VERB
hls-13433	171	42	being	be	AUX
hls-13433	171	43	refused	refuse	VERB
hls-13433	171	44	treatment	treatment	NOUN
hls-13433	171	45	.	.	PUNCT
hls-13433	172	1	for	for	ADP
hls-13433	172	2	the	the	DET
hls-13433	172	3	men	man	NOUN
hls-13433	172	4	,	,	PUNCT
hls-13433	172	5	6	6	NUM
hls-13433	172	6	(	(	PUNCT
hls-13433	172	7	10	10	NUM
hls-13433	172	8	%	%	NOUN
hls-13433	172	9	)	)	PUNCT
hls-13433	172	10	of	of	ADP
hls-13433	172	11	the	the	DET
hls-13433	172	12	58	58	NUM
hls-13433	172	13	with	with	ADP
hls-13433	172	14	secondary	secondary	ADJ
hls-13433	172	15	education	education	NOUN
hls-13433	172	16	and	and	CCONJ
hls-13433	172	17	1	1	NUM
hls-13433	172	18	of	of	ADP
hls-13433	172	19	the	the	DET
hls-13433	172	20	82	82	NUM
hls-13433	172	21	with	with	ADP
hls-13433	172	22	tertiary	tertiary	ADJ
hls-13433	172	23	level	level	NOUN
hls-13433	172	24	education	education	NOUN
hls-13433	172	25	were	be	AUX
hls-13433	172	26	refused	refuse	VERB
hls-13433	172	27	access	access	NOUN
hls-13433	172	28	to	to	ADP
hls-13433	172	29	healthcare	healthcare	PROPN
hls-13433	172	30	services	service	NOUN
hls-13433	172	31	.	.	PUNCT
hls-13433	173	1	similar	similar	ADJ
hls-13433	173	2	trends	trend	NOUN
hls-13433	173	3	were	be	AUX
hls-13433	173	4	observed	observe	VERB
hls-13433	173	5	with	with	ADP
hls-13433	173	6	the	the	DET
hls-13433	173	7	non	non	ADJ
hls-13433	173	8	-	-	ADJ
hls-13433	173	9	binary	binary	ADJ
hls-13433	173	10	gender	gender	NOUN
hls-13433	173	11	,	,	PUNCT
hls-13433	173	12	as	as	SCONJ
hls-13433	173	13	only	only	ADV
hls-13433	173	14	those	those	PRON
hls-13433	173	15	with	with	ADP
hls-13433	173	16	secondary	secondary	ADJ
hls-13433	173	17	and/or	and/or	CCONJ
hls-13433	173	18	tertiary	tertiary	ADJ
hls-13433	173	19	level	level	NOUN
hls-13433	173	20	education	education	NOUN
hls-13433	173	21	were	be	AUX
hls-13433	173	22	refused	refuse	VERB
hls-13433	173	23	treatment	treatment	NOUN
hls-13433	173	24	.	.	PUNCT
hls-13433	174	1	the	the	DET
hls-13433	174	2	drawn	draw	VERB
hls-13433	174	3	inference	inference	NOUN
hls-13433	174	4	is	be	AUX
hls-13433	174	5	that	that	SCONJ
hls-13433	174	6	there	there	PRON
hls-13433	174	7	seems	seem	VERB
hls-13433	174	8	to	to	PART
hls-13433	174	9	be	be	AUX
hls-13433	174	10	a	a	DET
hls-13433	174	11	bias	bias	NOUN
hls-13433	174	12	against	against	ADP
hls-13433	174	13	higher	high	ADJ
hls-13433	174	14	levels	level	NOUN
hls-13433	174	15	of	of	ADP
hls-13433	174	16	education	education	NOUN
hls-13433	174	17	irrespective	irrespective	ADV
hls-13433	174	18	of	of	ADP
hls-13433	174	19	gender	gender	NOUN
hls-13433	174	20	,	,	PUNCT
hls-13433	174	21	but	but	CCONJ
hls-13433	174	22	the	the	DET
hls-13433	174	23	bias	bias	NOUN
hls-13433	174	24	seems	seem	VERB
hls-13433	174	25	more	more	ADV
hls-13433	174	26	targeted	target	VERB
hls-13433	174	27	at	at	ADP
hls-13433	174	28	women	woman	NOUN
hls-13433	174	29	with	with	ADP
hls-13433	174	30	tertiary	tertiary	ADJ
hls-13433	174	31	level	level	NOUN
hls-13433	174	32	education	education	NOUN
hls-13433	174	33	.	.	PUNCT
hls-13433	175	1	table	table	NOUN
hls-13433	175	2	4	4	NUM
hls-13433	175	3	also	also	ADV
hls-13433	175	4	buttresses	buttress	VERB
hls-13433	175	5	this	this	DET
hls-13433	175	6	inference	inference	NOUN
hls-13433	175	7	,	,	PUNCT
hls-13433	175	8	with	with	ADP
hls-13433	175	9	a	a	DET
hls-13433	175	10	weakly	weakly	ADJ
hls-13433	175	11	negative	negative	ADJ
hls-13433	175	12	(	(	PUNCT
hls-13433	175	13	0.096	0.096	NUM
hls-13433	175	14	)	)	PUNCT
hls-13433	175	15	but	but	CCONJ
hls-13433	175	16	statistically	statistically	ADV
hls-13433	175	17	significant	significant	ADJ
hls-13433	175	18	(	(	PUNCT
hls-13433	175	19	p	p	NOUN
hls-13433	175	20	-	-	PUNCT
hls-13433	175	21	value	value	NOUN
hls-13433	175	22	=	=	NOUN
hls-13433	175	23	0.034	0.034	NUM
hls-13433	175	24	)	)	PUNCT
hls-13433	175	25	association	association	NOUN
hls-13433	175	26	between	between	ADP
hls-13433	175	27	education	education	NOUN
hls-13433	175	28	and	and	CCONJ
hls-13433	175	29	refused	refuse	VERB
hls-13433	175	30	treatment	treatment	NOUN
hls-13433	175	31	.	.	PUNCT
hls-13433	176	1	predictive	predictive	ADJ
hls-13433	176	2	data	datum	NOUN
hls-13433	176	3	analysis	analysis	NOUN
hls-13433	176	4	using	use	VERB
hls-13433	176	5	ml	ml	NOUN
hls-13433	176	6	models	model	NOUN
hls-13433	176	7	,	,	PUNCT
hls-13433	176	8	this	this	DET
hls-13433	176	9	section	section	NOUN
hls-13433	176	10	seeks	seek	VERB
hls-13433	176	11	to	to	PART
hls-13433	176	12	determine	determine	VERB
hls-13433	176	13	if	if	SCONJ
hls-13433	176	14	an	an	DET
hls-13433	176	15	individual	individual	NOUN
hls-13433	176	16	a	a	X
hls-13433	176	17	,	,	PUNCT
hls-13433	176	18	of	of	ADP
hls-13433	176	19	g	g	PROPN
hls-13433	176	20	gender	gender	NOUN
hls-13433	176	21	,	,	PUNCT
hls-13433	176	22	marital	marital	ADJ
hls-13433	176	23	status	status	NOUN
hls-13433	176	24	m	m	PROPN
hls-13433	176	25	,	,	PUNCT
hls-13433	176	26	education	education	NOUN
hls-13433	176	27	level	level	NOUN
hls-13433	176	28	e	e	NOUN
hls-13433	176	29	,	,	PUNCT
hls-13433	176	30	income	income	NOUN
hls-13433	176	31	level	level	NOUN
hls-13433	176	32	i	i	PRON
hls-13433	176	33	,	,	PUNCT
hls-13433	176	34	and	and	CCONJ
hls-13433	176	35	shows	show	VERB
hls-13433	176	36	symptoms	symptom	NOUN
hls-13433	176	37	s	s	PART
hls-13433	176	38	(	(	PUNCT
hls-13433	176	39	i.e.	i.e.	X
hls-13433	176	40	,	,	PUNCT
hls-13433	176	41	p	p	X
hls-13433	176	42	=	=	X
hls-13433	176	43	a	a	DET
hls-13433	176	44	<	<	X
hls-13433	176	45	g	g	NOUN
hls-13433	176	46	,	,	PUNCT
hls-13433	176	47	m	m	PROPN
hls-13433	176	48	,	,	PUNCT
hls-13433	176	49	e	e	NOUN
hls-13433	176	50	,	,	PUNCT
hls-13433	176	51	i	i	PRON
hls-13433	176	52	,	,	PUNCT
hls-13433	176	53	sx	sx	PROPN
hls-13433	176	54	>	>	X
hls-13433	176	55	)	)	PUNCT
hls-13433	176	56	would	would	AUX
hls-13433	176	57	be	be	AUX
hls-13433	176	58	able	able	ADJ
hls-13433	176	59	to	to	PART
hls-13433	176	60	access	access	VERB
hls-13433	176	61	healthcare	healthcare	PROPN
hls-13433	176	62	service	service	PROPN
hls-13433	176	63	.	.	PUNCT
hls-13433	177	1	raw	raw	ADJ
hls-13433	177	2	data	datum	NOUN
hls-13433	177	3	as	as	SCONJ
hls-13433	177	4	earlier	early	ADV
hls-13433	177	5	stated	state	VERB
hls-13433	177	6	,	,	PUNCT
hls-13433	177	7	the	the	DET
hls-13433	177	8	raw	raw	ADJ
hls-13433	177	9	data	datum	NOUN
hls-13433	177	10	was	be	AUX
hls-13433	177	11	not	not	PART
hls-13433	177	12	balanced	balanced	ADJ
hls-13433	177	13	,	,	PUNCT
hls-13433	177	14	with	with	ADP
hls-13433	177	15	a	a	DET
hls-13433	177	16	ratio	ratio	NOUN
hls-13433	177	17	of	of	ADP
hls-13433	177	18	381:31	381:31	NUM
hls-13433	177	19	between	between	ADP
hls-13433	177	20	the	the	DET
hls-13433	177	21	majority	majority	NOUN
hls-13433	177	22	class	class	NOUN
hls-13433	177	23	(	(	PUNCT
hls-13433	177	24	individuals	individual	NOUN
hls-13433	177	25	who	who	PRON
hls-13433	177	26	were	be	AUX
hls-13433	177	27	able	able	ADJ
hls-13433	177	28	to	to	PART
hls-13433	177	29	access	access	VERB
hls-13433	177	30	treatment	treatment	NOUN
hls-13433	177	31	)	)	PUNCT
hls-13433	177	32	and	and	CCONJ
hls-13433	177	33	minority	minority	NOUN
hls-13433	177	34	class	class	NOUN
hls-13433	177	35	(	(	PUNCT
hls-13433	177	36	those	those	PRON
hls-13433	177	37	who	who	PRON
hls-13433	177	38	were	be	AUX
hls-13433	177	39	refused	refuse	VERB
hls-13433	177	40	treatment	treatment	NOUN
hls-13433	177	41	)	)	PUNCT
hls-13433	177	42	.	.	PUNCT
hls-13433	178	1	table	table	NOUN
hls-13433	178	2	5	5	NUM
hls-13433	178	3	shows	show	VERB
hls-13433	178	4	a	a	DET
hls-13433	178	5	comparison	comparison	NOUN
hls-13433	178	6	of	of	ADP
hls-13433	178	7	the	the	DET
hls-13433	178	8	prediction	prediction	NOUN
hls-13433	178	9	results	result	NOUN
hls-13433	178	10	for	for	ADP
hls-13433	178	11	the	the	DET
hls-13433	178	12	minority	minority	NOUN
hls-13433	178	13	class	class	NOUN
hls-13433	178	14	(	(	PUNCT
hls-13433	178	15	0	0	NUM
hls-13433	178	16	)	)	PUNCT
hls-13433	178	17	using	use	VERB
hls-13433	178	18	the	the	DET
hls-13433	178	19	raw	raw	ADJ
hls-13433	178	20	and	and	CCONJ
hls-13433	178	21	augmented	augment	VERB
hls-13433	178	22	datasets	dataset	NOUN
hls-13433	178	23	.	.	PUNCT
hls-13433	179	1	on	on	ADP
hls-13433	179	2	the	the	DET
hls-13433	179	3	table	table	NOUN
hls-13433	179	4	,	,	PUNCT
hls-13433	179	5	“	"	PUNCT
hls-13433	179	6	0	0	NUM
hls-13433	179	7	”	"	PUNCT
hls-13433	179	8	refers	refer	VERB
hls-13433	179	9	to	to	ADP
hls-13433	179	10	the	the	DET
hls-13433	179	11	result	result	NOUN
hls-13433	179	12	obtained	obtain	VERB
hls-13433	179	13	when	when	SCONJ
hls-13433	179	14	the	the	DET
hls-13433	179	15	corresponding	corresponding	ADJ
hls-13433	179	16	model	model	NOUN
hls-13433	179	17	was	be	AUX
hls-13433	179	18	trained	train	VERB
hls-13433	179	19	using	use	VERB
hls-13433	179	20	the	the	DET
hls-13433	179	21	minority	minority	NOUN
hls-13433	179	22	class	class	NOUN
hls-13433	179	23	data	datum	NOUN
hls-13433	179	24	,	,	PUNCT
hls-13433	179	25	while	while	SCONJ
hls-13433	179	26	“	"	PUNCT
hls-13433	179	27	–	–	PUNCT
hls-13433	179	28	1	1	NUM
hls-13433	179	29	”	"	PUNCT
hls-13433	179	30	refers	refer	VERB
hls-13433	179	31	to	to	ADP
hls-13433	179	32	the	the	DET
hls-13433	179	33	result	result	NOUN
hls-13433	179	34	of	of	ADP
hls-13433	179	35	the	the	DET
hls-13433	179	36	majority	majority	NOUN
hls-13433	179	37	class	class	NOUN
hls-13433	179	38	.	.	PUNCT
hls-13433	180	1	using	use	VERB
hls-13433	180	2	the	the	DET
hls-13433	180	3	raw	raw	ADJ
hls-13433	180	4	data	datum	NOUN
hls-13433	180	5	,	,	PUNCT
hls-13433	180	6	rf	rf	NUM
hls-13433	180	7	yielded	yield	VERB
hls-13433	180	8	recall	recall	NOUN
hls-13433	180	9	and	and	CCONJ
hls-13433	180	10	f1	f1	ADJ
hls-13433	180	11	-	-	PUNCT
hls-13433	180	12	score	score	NOUN
hls-13433	180	13	values	value	NOUN
hls-13433	180	14	of	of	ADP
hls-13433	180	15	19	19	NUM
hls-13433	180	16	%	%	NOUN
hls-13433	180	17	and	and	CCONJ
hls-13433	180	18	32	32	NUM
hls-13433	180	19	%	%	NOUN
hls-13433	180	20	respectively	respectively	ADV
hls-13433	180	21	for	for	ADP
hls-13433	180	22	the	the	DET
hls-13433	180	23	article	article	NOUN
hls-13433	180	24	[	[	X
hls-13433	180	25	healthcare	healthcare	NOUN
hls-13433	180	26	in	in	ADP
hls-13433	180	27	low	low	ADJ
hls-13433	180	28	-	-	PUNCT
hls-13433	180	29	resource	resource	NOUN
hls-13433	180	30	settings	setting	NOUN
hls-13433	180	31	2025;13:13433	2025;13:13433	NUM
hls-13433	180	32	]	]	PUNCT
hls-13433	181	1	[	[	X
hls-13433	181	2	page	page	NOUN
hls-13433	181	3	209	209	NUM
hls-13433	181	4	]	]	PUNCT
hls-13433	181	5	figure	figure	NOUN
hls-13433	181	6	6	6	NUM
hls-13433	181	7	.	.	PUNCT
hls-13433	182	1	influence	influence	NOUN
hls-13433	182	2	of	of	ADP
hls-13433	182	3	employment	employment	NOUN
hls-13433	182	4	on	on	ADP
hls-13433	182	5	healthcare	healthcare	PROPN
hls-13433	182	6	.	.	PUNCT
hls-13433	183	1	figure	figure	VERB
hls-13433	183	2	7	7	NUM
hls-13433	183	3	.	.	PUNCT
hls-13433	183	4	influence	influence	NOUN
hls-13433	183	5	of	of	ADP
hls-13433	183	6	education	education	NOUN
hls-13433	183	7	on	on	ADP
hls-13433	183	8	healthcare	healthcare	PROPN
hls-13433	183	9	.	.	PUNCT
hls-13433	184	1	minority	minority	NOUN
hls-13433	184	2	class	class	NOUN
hls-13433	184	3	,	,	PUNCT
hls-13433	184	4	while	while	SCONJ
hls-13433	184	5	catboost	catboost	ADJ
hls-13433	184	6	and	and	CCONJ
hls-13433	184	7	svc	svc	PROPN
hls-13433	184	8	both	both	PRON
hls-13433	184	9	had	have	VERB
hls-13433	184	10	0	0	NUM
hls-13433	184	11	%	%	NOUN
hls-13433	184	12	for	for	ADP
hls-13433	184	13	recall	recall	NOUN
hls-13433	184	14	and	and	CCONJ
hls-13433	184	15	f1	f1	NOUN
hls-13433	184	16	-	-	PUNCT
hls-13433	184	17	score	score	NOUN
hls-13433	184	18	.	.	PUNCT
hls-13433	185	1	a	a	DET
hls-13433	185	2	value	value	NOUN
hls-13433	185	3	of	of	ADP
hls-13433	185	4	0	0	NUM
hls-13433	185	5	%	%	NOUN
hls-13433	185	6	implies	imply	VERB
hls-13433	185	7	that	that	SCONJ
hls-13433	185	8	no	no	DET
hls-13433	185	9	classification	classification	NOUN
hls-13433	185	10	was	be	AUX
hls-13433	185	11	created	create	VERB
hls-13433	185	12	for	for	ADP
hls-13433	185	13	the	the	DET
hls-13433	185	14	minority	minority	NOUN
hls-13433	185	15	class	class	NOUN
hls-13433	185	16	.	.	PUNCT
hls-13433	186	1	this	this	PRON
hls-13433	186	2	is	be	AUX
hls-13433	186	3	in	in	ADP
hls-13433	186	4	line	line	NOUN
hls-13433	186	5	with	with	ADP
hls-13433	186	6	16	16	NUM
hls-13433	186	7	,	,	PUNCT
hls-13433	186	8	20	20	NUM
hls-13433	186	9	where	where	SCONJ
hls-13433	186	10	recall	recall	NOUN
hls-13433	186	11	was	be	AUX
hls-13433	186	12	reported	report	VERB
hls-13433	186	13	as	as	ADP
hls-13433	186	14	0	0	NUM
hls-13433	186	15	%	%	NOUN
hls-13433	186	16	for	for	ADP
hls-13433	186	17	the	the	DET
hls-13433	186	18	minority	minority	NOUN
hls-13433	186	19	class	class	NOUN
hls-13433	186	20	in	in	ADP
hls-13433	186	21	highly	highly	ADV
hls-13433	186	22	imbalanced	imbalanced	ADJ
hls-13433	186	23	datasets	dataset	NOUN
hls-13433	186	24	.	.	PUNCT
hls-13433	187	1	to	to	PART
hls-13433	187	2	address	address	VERB
hls-13433	187	3	the	the	DET
hls-13433	187	4	poor	poor	ADJ
hls-13433	187	5	prediction	prediction	NOUN
hls-13433	187	6	performance	performance	NOUN
hls-13433	187	7	of	of	ADP
hls-13433	187	8	the	the	DET
hls-13433	187	9	three	three	NUM
hls-13433	187	10	models	model	NOUN
hls-13433	187	11	,	,	PUNCT
hls-13433	187	12	we	we	PRON
hls-13433	187	13	augmented	augment	VERB
hls-13433	187	14	the	the	DET
hls-13433	187	15	minority	minority	NOUN
hls-13433	187	16	class	class	NOUN
hls-13433	187	17	data	datum	NOUN
hls-13433	187	18	by	by	ADP
hls-13433	187	19	oversampling	oversample	VERB
hls-13433	187	20	it	it	PRON
hls-13433	187	21	.	.	PUNCT
hls-13433	188	1	augmented	augment	VERB
hls-13433	188	2	data	datum	NOUN
hls-13433	188	3	we	we	PRON
hls-13433	188	4	augmented	augment	VERB
hls-13433	188	5	the	the	DET
hls-13433	188	6	minority	minority	NOUN
hls-13433	188	7	class	class	NOUN
hls-13433	188	8	by	by	ADP
hls-13433	188	9	oversampling	oversample	VERB
hls-13433	188	10	it	it	PRON
hls-13433	188	11	,	,	PUNCT
hls-13433	188	12	then	then	ADV
hls-13433	188	13	used	use	VERB
hls-13433	188	14	the	the	DET
hls-13433	188	15	majority	majority	NOUN
hls-13433	188	16	class	class	NOUN
hls-13433	188	17	(	(	PUNCT
hls-13433	188	18	1	1	NUM
hls-13433	188	19	)	)	PUNCT
hls-13433	188	20	and	and	CCONJ
hls-13433	188	21	augmented_minority_class	augmented_minority_class	PROPN
hls-13433	188	22	data	datum	NOUN
hls-13433	188	23	to	to	PART
hls-13433	188	24	train	train	VERB
hls-13433	188	25	the	the	DET
hls-13433	188	26	three	three	NUM
hls-13433	188	27	models	model	NOUN
hls-13433	188	28	.	.	PUNCT
hls-13433	189	1	obtained	obtain	VERB
hls-13433	189	2	results	result	NOUN
hls-13433	189	3	,	,	PUNCT
hls-13433	189	4	shown	show	VERB
hls-13433	189	5	under	under	ADP
hls-13433	189	6	“	"	PUNCT
hls-13433	189	7	augmt	augmt	ADJ
hls-13433	189	8	”	"	PUNCT
hls-13433	189	9	columns	column	NOUN
hls-13433	189	10	on	on	ADP
hls-13433	189	11	table	table	NOUN
hls-13433	189	12	5	5	NUM
hls-13433	189	13	,	,	PUNCT
hls-13433	189	14	reveal	reveal	VERB
hls-13433	189	15	that	that	SCONJ
hls-13433	189	16	the	the	DET
hls-13433	189	17	augmentation	augmentation	NOUN
hls-13433	189	18	process	process	NOUN
hls-13433	189	19	significantly	significantly	ADV
hls-13433	189	20	improved	improve	VERB
hls-13433	189	21	the	the	DET
hls-13433	189	22	prediction	prediction	NOUN
hls-13433	189	23	results	result	NOUN
hls-13433	189	24	of	of	ADP
hls-13433	189	25	the	the	DET
hls-13433	189	26	minority	minority	NOUN
hls-13433	189	27	class	class	NOUN
hls-13433	189	28	(	(	PUNCT
hls-13433	189	29	0	0	NUM
hls-13433	189	30	)	)	PUNCT
hls-13433	189	31	.	.	PUNCT
hls-13433	190	1	the	the	DET
hls-13433	190	2	recall	recall	NOUN
hls-13433	190	3	and	and	CCONJ
hls-13433	190	4	f1	f1	ADJ
hls-13433	190	5	-	-	PUNCT
hls-13433	190	6	score	score	NOUN
hls-13433	190	7	values	value	NOUN
hls-13433	190	8	of	of	ADP
hls-13433	190	9	catboost	catboost	NOUN
hls-13433	190	10	and	and	CCONJ
hls-13433	190	11	svc	svc	PROPN
hls-13433	190	12	both	both	PRON
hls-13433	190	13	rose	rise	VERB
hls-13433	190	14	to	to	ADP
hls-13433	190	15	81	81	NUM
hls-13433	190	16	%	%	NOUN
hls-13433	190	17	,	,	PUNCT
hls-13433	190	18	while	while	SCONJ
hls-13433	190	19	rf	rf	NOUN
hls-13433	190	20	’s	’s	PART
hls-13433	190	21	recall	recall	NOUN
hls-13433	190	22	rose	rise	VERB
hls-13433	190	23	from	from	ADP
hls-13433	190	24	19	19	NUM
hls-13433	190	25	%	%	NOUN
hls-13433	190	26	to	to	ADP
hls-13433	190	27	87	87	NUM
hls-13433	190	28	%	%	NOUN
hls-13433	190	29	and	and	CCONJ
hls-13433	190	30	f1	f1	NOUN
hls-13433	190	31	-	-	PUNCT
hls-13433	190	32	score	score	NOUN
hls-13433	190	33	rose	rise	VERB
hls-13433	190	34	from	from	ADP
hls-13433	190	35	32	32	NUM
hls-13433	190	36	%	%	NOUN
hls-13433	190	37	to	to	ADP
hls-13433	190	38	82	82	NUM
hls-13433	190	39	%	%	NOUN
hls-13433	190	40	for	for	ADP
hls-13433	190	41	the	the	DET
hls-13433	190	42	minority	minority	NOUN
hls-13433	190	43	class	class	NOUN
hls-13433	190	44	.	.	PUNCT
hls-13433	191	1	in	in	ADP
hls-13433	191	2	summary	summary	NOUN
hls-13433	191	3	,	,	PUNCT
hls-13433	191	4	augmenting	augment	VERB
hls-13433	191	5	the	the	DET
hls-13433	191	6	data	datum	NOUN
hls-13433	191	7	significantly	significantly	ADV
hls-13433	191	8	improved	improve	VERB
hls-13433	191	9	the	the	DET
hls-13433	191	10	ml	ml	PROPN
hls-13433	191	11	models	model	NOUN
hls-13433	191	12	’	'	PUNCT
hls-13433	191	13	ability	ability	NOUN
hls-13433	191	14	to	to	PART
hls-13433	191	15	predict	predict	VERB
hls-13433	191	16	healthcare	healthcare	NOUN
hls-13433	191	17	accessibility	accessibility	NOUN
hls-13433	191	18	.	.	PUNCT
hls-13433	192	1	therefore	therefore	ADV
hls-13433	192	2	,	,	PUNCT
hls-13433	192	3	the	the	DET
hls-13433	192	4	probability	probability	NOUN
hls-13433	192	5	that	that	SCONJ
hls-13433	192	6	an	an	DET
hls-13433	192	7	individual	individual	NOUN
hls-13433	192	8	would	would	AUX
hls-13433	192	9	be	be	AUX
hls-13433	192	10	able	able	ADJ
hls-13433	192	11	to	to	PART
hls-13433	192	12	access	access	VERB
hls-13433	192	13	(	(	PUNCT
hls-13433	192	14	or	or	CCONJ
hls-13433	192	15	be	be	AUX
hls-13433	192	16	denied	deny	VERB
hls-13433	192	17	)	)	PUNCT
hls-13433	192	18	healthcare	healthcare	NOUN
hls-13433	192	19	services	service	NOUN
hls-13433	192	20	can	can	AUX
hls-13433	192	21	be	be	AUX
hls-13433	192	22	predicted	predict	VERB
hls-13433	192	23	with	with	ADP
hls-13433	192	24	up	up	ADP
hls-13433	192	25	to	to	PART
hls-13433	192	26	81	81	NUM
hls-13433	192	27	%	%	NOUN
hls-13433	192	28	accuracy	accuracy	NOUN
hls-13433	192	29	on	on	ADP
hls-13433	192	30	the	the	DET
hls-13433	192	31	average	average	NOUN
hls-13433	192	32	.	.	PUNCT
hls-13433	193	1	discussions	discussion	NOUN
hls-13433	193	2	from	from	ADP
hls-13433	193	3	both	both	DET
hls-13433	193	4	analyses	analysis	NOUN
hls-13433	193	5	the	the	DET
hls-13433	193	6	following	follow	VERB
hls-13433	193	7	inferences	inference	NOUN
hls-13433	193	8	can	can	AUX
hls-13433	193	9	be	be	AUX
hls-13433	193	10	drawn	draw	VERB
hls-13433	193	11	about	about	ADP
hls-13433	193	12	factors	factor	NOUN
hls-13433	193	13	that	that	PRON
hls-13433	193	14	might	might	AUX
hls-13433	193	15	influence	influence	VERB
hls-13433	193	16	accessibility	accessibility	NOUN
hls-13433	193	17	to	to	ADP
hls-13433	193	18	healthcare	healthcare	PROPN
hls-13433	193	19	services	service	NOUN
hls-13433	193	20	:	:	PUNCT
hls-13433	193	21	i	i	PRON
hls-13433	193	22	)	)	PUNCT
hls-13433	193	23	healthcare	healthcare	PROPN
hls-13433	193	24	services	service	NOUN
hls-13433	193	25	are	be	AUX
hls-13433	193	26	more	more	ADV
hls-13433	193	27	accessible	accessible	ADJ
hls-13433	193	28	to	to	ADP
hls-13433	193	29	the	the	DET
hls-13433	193	30	elderly	elderly	ADJ
hls-13433	193	31	;	;	PUNCT
hls-13433	193	32	ii	ii	X
hls-13433	193	33	)	)	PUNCT
hls-13433	193	34	women	woman	NOUN
hls-13433	193	35	have	have	VERB
hls-13433	193	36	a	a	DET
hls-13433	193	37	slight	slight	ADJ
hls-13433	193	38	advantage	advantage	NOUN
hls-13433	193	39	in	in	ADP
hls-13433	193	40	accessing	access	VERB
hls-13433	193	41	healthcare	healthcare	NOUN
hls-13433	193	42	services	service	NOUN
hls-13433	193	43	compared	compare	VERB
hls-13433	193	44	to	to	ADP
hls-13433	193	45	the	the	DET
hls-13433	193	46	other	other	ADJ
hls-13433	193	47	genders	gender	NOUN
hls-13433	193	48	;	;	PUNCT
hls-13433	193	49	iii	iii	X
hls-13433	193	50	)	)	PUNCT
hls-13433	193	51	women	woman	NOUN
hls-13433	193	52	with	with	ADP
hls-13433	193	53	lower	low	ADJ
hls-13433	193	54	income	income	NOUN
hls-13433	193	55	and	and	CCONJ
hls-13433	193	56	education	education	NOUN
hls-13433	193	57	levels	level	NOUN
hls-13433	193	58	are	be	AUX
hls-13433	193	59	marginally	marginally	ADV
hls-13433	193	60	better	well	ADV
hls-13433	193	61	favoured	favour	VERB
hls-13433	193	62	than	than	ADP
hls-13433	193	63	those	those	PRON
hls-13433	193	64	with	with	ADP
hls-13433	193	65	higher	high	ADJ
hls-13433	193	66	income	income	NOUN
hls-13433	193	67	and	and	CCONJ
hls-13433	193	68	education	education	NOUN
hls-13433	193	69	levels	level	NOUN
hls-13433	193	70	;	;	PUNCT
hls-13433	193	71	the	the	DET
hls-13433	193	72	reverse	reverse	NOUN
hls-13433	193	73	is	be	AUX
hls-13433	193	74	the	the	DET
hls-13433	193	75	case	case	NOUN
hls-13433	193	76	with	with	ADP
hls-13433	193	77	men	man	NOUN
hls-13433	193	78	;	;	PUNCT
hls-13433	193	79	iv	iv	X
hls-13433	193	80	)	)	PUNCT
hls-13433	193	81	there	there	PRON
hls-13433	193	82	seems	seem	VERB
hls-13433	193	83	to	to	PART
hls-13433	193	84	be	be	AUX
hls-13433	193	85	a	a	DET
hls-13433	193	86	bias	bias	NOUN
hls-13433	193	87	against	against	ADP
hls-13433	193	88	self	self	NOUN
hls-13433	193	89	-	-	PUNCT
hls-13433	193	90	employed	employ	VERB
hls-13433	193	91	persons	person	NOUN
hls-13433	193	92	irrespective	irrespective	ADV
hls-13433	193	93	of	of	ADP
hls-13433	193	94	gender	gender	NOUN
hls-13433	193	95	;	;	PUNCT
hls-13433	193	96	v	v	NOUN
hls-13433	193	97	)	)	PUNCT
hls-13433	193	98	with	with	ADP
hls-13433	193	99	a	a	DET
hls-13433	193	100	balanced	balanced	ADJ
hls-13433	193	101	dataset	dataset	NOUN
hls-13433	193	102	,	,	PUNCT
hls-13433	193	103	it	it	PRON
hls-13433	193	104	is	be	AUX
hls-13433	193	105	possible	possible	ADJ
hls-13433	193	106	to	to	PART
hls-13433	193	107	predict	predict	VERB
hls-13433	193	108	,	,	PUNCT
hls-13433	193	109	with	with	ADP
hls-13433	193	110	up	up	ADP
hls-13433	193	111	to	to	PART
hls-13433	193	112	81	81	NUM
hls-13433	193	113	%	%	NOUN
hls-13433	193	114	accuracy	accuracy	NOUN
hls-13433	193	115	,	,	PUNCT
hls-13433	193	116	if	if	SCONJ
hls-13433	193	117	a	a	DET
hls-13433	193	118	patient	patient	NOUN
hls-13433	193	119	with	with	ADP
hls-13433	193	120	certain	certain	ADJ
hls-13433	193	121	characteristics	characteristic	NOUN
hls-13433	193	122	,	,	PUNCT
hls-13433	193	123	socio	socio	NOUN
hls-13433	193	124	-	-	PUNCT
hls-13433	193	125	economic	economic	ADJ
hls-13433	193	126	profile	profile	NOUN
hls-13433	193	127	,	,	PUNCT
hls-13433	193	128	and	and	CCONJ
hls-13433	193	129	symptoms	symptom	NOUN
hls-13433	193	130	would	would	AUX
hls-13433	193	131	receive	receive	VERB
hls-13433	193	132	treatment	treatment	NOUN
hls-13433	193	133	or	or	CCONJ
hls-13433	193	134	not	not	PART
hls-13433	193	135	.	.	PUNCT
hls-13433	194	1	assumptions	assumption	NOUN
hls-13433	194	2	and	and	CCONJ
hls-13433	194	3	limitations	limitation	NOUN
hls-13433	194	4	there	there	PRON
hls-13433	194	5	were	be	VERB
hls-13433	194	6	certain	certain	ADJ
hls-13433	194	7	limitations	limitation	NOUN
hls-13433	194	8	and	and	CCONJ
hls-13433	194	9	challenges	challenge	NOUN
hls-13433	194	10	encountered	encounter	VERB
hls-13433	194	11	during	during	ADP
hls-13433	194	12	this	this	DET
hls-13433	194	13	study	study	NOUN
hls-13433	194	14	,	,	PUNCT
hls-13433	194	15	including	include	VERB
hls-13433	194	16	:	:	PUNCT
hls-13433	194	17	i	i	NOUN
hls-13433	194	18	)	)	PUNCT
hls-13433	194	19	skewed	skewed	ADJ
hls-13433	194	20	dataset	dataset	NOUN
hls-13433	194	21	–	–	PUNCT
hls-13433	194	22	there	there	PRON
hls-13433	194	23	were	be	VERB
hls-13433	194	24	more	more	ADJ
hls-13433	194	25	women	woman	NOUN
hls-13433	194	26	respondents	respondent	NOUN
hls-13433	194	27	than	than	ADP
hls-13433	194	28	other	other	ADJ
hls-13433	194	29	genders	gender	NOUN
hls-13433	194	30	in	in	ADP
hls-13433	194	31	the	the	DET
hls-13433	194	32	dataset	dataset	NOUN
hls-13433	194	33	;	;	PUNCT
hls-13433	194	34	ii	ii	X
hls-13433	194	35	)	)	PUNCT
hls-13433	194	36	the	the	DET
hls-13433	194	37	data	datum	NOUN
hls-13433	194	38	was	be	AUX
hls-13433	194	39	also	also	ADV
hls-13433	194	40	highly	highly	ADV
hls-13433	194	41	imbalanced	imbalanced	ADJ
hls-13433	194	42	w.r.t	w.r.t	NOUN
hls-13433	194	43	.	.	PUNCT
hls-13433	195	1	the	the	DET
hls-13433	195	2	‘	'	PUNCT
hls-13433	195	3	refusedtreatment	refusedtreatment	ADJ
hls-13433	195	4	’	'	PUNCT
hls-13433	195	5	attribute	attribute	NOUN
hls-13433	195	6	,	,	PUNCT
hls-13433	195	7	as	as	ADP
hls-13433	195	8	most	most	ADJ
hls-13433	195	9	of	of	ADP
hls-13433	195	10	the	the	DET
hls-13433	195	11	respondents	respondent	NOUN
hls-13433	195	12	disagreed	disagree	VERB
hls-13433	195	13	with	with	ADP
hls-13433	195	14	being	be	AUX
hls-13433	195	15	refused	refuse	VERB
hls-13433	195	16	treatment	treatment	NOUN
hls-13433	195	17	,	,	PUNCT
hls-13433	195	18	while	while	SCONJ
hls-13433	195	19	only	only	ADV
hls-13433	195	20	a	a	DET
hls-13433	195	21	few	few	ADJ
hls-13433	195	22	agreed	agree	VERB
hls-13433	195	23	;	;	PUNCT
hls-13433	195	24	iii	iii	X
hls-13433	195	25	)	)	PUNCT
hls-13433	195	26	the	the	DET
hls-13433	195	27	ner	ner	NOUN
hls-13433	195	28	model	model	NOUN
hls-13433	195	29	used	use	VERB
hls-13433	195	30	for	for	ADP
hls-13433	195	31	symptom	symptom	NOUN
hls-13433	195	32	extraction	extraction	NOUN
hls-13433	195	33	did	do	AUX
hls-13433	195	34	not	not	PART
hls-13433	195	35	always	always	ADV
hls-13433	195	36	accurately	accurately	ADV
hls-13433	195	37	identify	identify	VERB
hls-13433	195	38	symptoms	symptom	NOUN
hls-13433	195	39	in	in	ADP
hls-13433	195	40	text	text	NOUN
hls-13433	195	41	,	,	PUNCT
hls-13433	195	42	especially	especially	ADV
hls-13433	195	43	rare	rare	ADJ
hls-13433	195	44	medical	medical	ADJ
hls-13433	195	45	terms	term	NOUN
hls-13433	195	46	or	or	CCONJ
hls-13433	195	47	misspelt	misspelt	NOUN
hls-13433	195	48	words	word	NOUN
hls-13433	195	49	,	,	PUNCT
hls-13433	195	50	e.g.	e.g.	ADV
hls-13433	195	51	,	,	PUNCT
hls-13433	195	52	it	it	PRON
hls-13433	195	53	classified	classify	VERB
hls-13433	195	54	‘	'	PUNCT
hls-13433	195	55	dizzyness	dizzyness	NOUN
hls-13433	195	56	’	'	PUNCT
hls-13433	195	57	and	and	CCONJ
hls-13433	195	58	‘	'	PUNCT
hls-13433	195	59	dizziness	dizziness	NOUN
hls-13433	195	60	’	'	PUNCT
hls-13433	195	61	as	as	ADP
hls-13433	195	62	different	different	ADJ
hls-13433	195	63	symptoms	symptom	NOUN
hls-13433	195	64	;	;	PUNCT
hls-13433	195	65	iv	iv	X
hls-13433	195	66	)	)	PUNCT
hls-13433	195	67	assumptions	assumption	NOUN
hls-13433	195	68	were	be	AUX
hls-13433	195	69	made	make	VERB
hls-13433	195	70	while	while	SCONJ
hls-13433	195	71	grouping	group	VERB
hls-13433	195	72	the	the	DET
hls-13433	195	73	symptoms	symptom	NOUN
hls-13433	195	74	together	together	ADV
hls-13433	195	75	to	to	PART
hls-13433	195	76	get	get	VERB
hls-13433	195	77	the	the	DET
hls-13433	195	78	top	top	NOUN
hls-13433	195	79	n	n	CCONJ
hls-13433	195	80	;	;	PUNCT
hls-13433	195	81	for	for	ADP
hls-13433	195	82	instance	instance	NOUN
hls-13433	195	83	,	,	PUNCT
hls-13433	195	84	we	we	PRON
hls-13433	195	85	grouped	group	VERB
hls-13433	195	86	‘	'	PUNCT
hls-13433	195	87	headache	headache	NOUN
hls-13433	195	88	’	'	PUNCT
hls-13433	195	89	and	and	CCONJ
hls-13433	195	90	‘	'	PUNCT
hls-13433	195	91	migraine	migraine	NOUN
hls-13433	195	92	’	'	PUNCT
hls-13433	195	93	together	together	ADV
hls-13433	195	94	because	because	SCONJ
hls-13433	195	95	we	we	PRON
hls-13433	195	96	assumed	assume	VERB
hls-13433	195	97	they	they	PRON
hls-13433	195	98	are	be	AUX
hls-13433	195	99	related	relate	VERB
hls-13433	195	100	;	;	PUNCT
hls-13433	195	101	this	this	PRON
hls-13433	195	102	might	might	AUX
hls-13433	195	103	not	not	PART
hls-13433	195	104	always	always	ADV
hls-13433	195	105	be	be	AUX
hls-13433	195	106	correct	correct	ADJ
hls-13433	195	107	,	,	PUNCT
hls-13433	195	108	as	as	SCONJ
hls-13433	195	109	they	they	PRON
hls-13433	195	110	might	might	AUX
hls-13433	195	111	be	be	AUX
hls-13433	195	112	caused	cause	VERB
hls-13433	195	113	by	by	ADP
hls-13433	195	114	or	or	CCONJ
hls-13433	195	115	associated	associate	VERB
hls-13433	195	116	with	with	ADP
hls-13433	195	117	completely	completely	ADV
hls-13433	195	118	different	different	ADJ
hls-13433	195	119	ailments	ailment	NOUN
hls-13433	195	120	.	.	PUNCT
hls-13433	196	1	ethical	ethical	ADJ
hls-13433	196	2	considerations	consideration	NOUN
hls-13433	196	3	sex	sex	NOUN
hls-13433	196	4	and	and	CCONJ
hls-13433	196	5	gender	gender	NOUN
hls-13433	196	6	this	this	DET
hls-13433	196	7	work	work	NOUN
hls-13433	196	8	followed	follow	VERB
hls-13433	196	9	the	the	DET
hls-13433	196	10	sex	sex	NOUN
hls-13433	196	11	and	and	CCONJ
hls-13433	196	12	gender	gender	NOUN
hls-13433	196	13	equity	equity	NOUN
hls-13433	196	14	in	in	ADP
hls-13433	196	15	research	research	NOUN
hls-13433	196	16	(	(	PUNCT
hls-13433	196	17	sager	sager	NOUN
hls-13433	196	18	)	)	PUNCT
hls-13433	196	19	guidelines,21	guidelines,21	VERB
hls-13433	196	20	hence	hence	ADV
hls-13433	196	21	,	,	PUNCT
hls-13433	196	22	sex	sex	NOUN
hls-13433	196	23	refers	refer	VERB
hls-13433	196	24	to	to	ADP
hls-13433	196	25	the	the	DET
hls-13433	196	26	biological	biological	ADJ
hls-13433	196	27	and	and	CCONJ
hls-13433	196	28	physiological	physiological	ADJ
hls-13433	196	29	characteristics	characteristic	NOUN
hls-13433	196	30	of	of	ADP
hls-13433	196	31	a	a	DET
hls-13433	196	32	person	person	NOUN
hls-13433	196	33	,	,	PUNCT
hls-13433	196	34	and	and	CCONJ
hls-13433	196	35	it	it	PRON
hls-13433	196	36	is	be	AUX
hls-13433	196	37	assigned	assign	VERB
hls-13433	196	38	at	at	ADP
hls-13433	196	39	birth	birth	NOUN
hls-13433	196	40	.	.	PUNCT
hls-13433	197	1	gender	gender	NOUN
hls-13433	197	2	refers	refer	VERB
hls-13433	197	3	to	to	ADP
hls-13433	197	4	the	the	DET
hls-13433	197	5	socially	socially	ADV
hls-13433	197	6	constructed	construct	VERB
hls-13433	197	7	characteristics	characteristic	NOUN
hls-13433	197	8	of	of	ADP
hls-13433	197	9	women	woman	NOUN
hls-13433	197	10	and	and	CCONJ
hls-13433	197	11	men	man	NOUN
hls-13433	197	12	,	,	PUNCT
hls-13433	197	13	such	such	ADJ
hls-13433	197	14	as	as	ADP
hls-13433	197	15	roles	role	NOUN
hls-13433	197	16	and	and	CCONJ
hls-13433	197	17	norms	norm	NOUN
hls-13433	197	18	.	.	PUNCT
hls-13433	198	1	for	for	ADP
hls-13433	198	2	this	this	DET
hls-13433	198	3	work	work	NOUN
hls-13433	198	4	,	,	PUNCT
hls-13433	198	5	three	three	NUM
hls-13433	198	6	gender	gender	NOUN
hls-13433	198	7	identities	identity	NOUN
hls-13433	198	8	were	be	AUX
hls-13433	198	9	considered	consider	VERB
hls-13433	198	10	men	man	NOUN
hls-13433	198	11	,	,	PUNCT
hls-13433	198	12	women	woman	NOUN
hls-13433	198	13	,	,	PUNCT
hls-13433	198	14	and	and	CCONJ
hls-13433	198	15	non	non	ADJ
hls-13433	198	16	-	-	ADJ
hls-13433	198	17	binary	binary	ADJ
hls-13433	198	18	.	.	PUNCT
hls-13433	199	1	marginalization	marginalization	NOUN
hls-13433	199	2	individuals	individual	NOUN
hls-13433	199	3	who	who	PRON
hls-13433	199	4	fall	fall	VERB
hls-13433	199	5	into	into	ADP
hls-13433	199	6	certain	certain	ADJ
hls-13433	199	7	groups	group	NOUN
hls-13433	199	8	might	might	AUX
hls-13433	199	9	be	be	AUX
hls-13433	199	10	marginalized	marginalize	VERB
hls-13433	199	11	and	and	CCONJ
hls-13433	199	12	excluded	exclude	VERB
hls-13433	199	13	from	from	ADP
hls-13433	199	14	accessing	access	VERB
hls-13433	199	15	healthcare	healthcare	NOUN
hls-13433	199	16	services	service	NOUN
hls-13433	199	17	.	.	PUNCT
hls-13433	200	1	these	these	PRON
hls-13433	200	2	include	include	VERB
hls-13433	200	3	women	woman	NOUN
hls-13433	200	4	,	,	PUNCT
hls-13433	200	5	individuals	individual	NOUN
hls-13433	200	6	living	live	VERB
hls-13433	200	7	in	in	ADP
hls-13433	200	8	rural	rural	ADJ
hls-13433	200	9	areas	area	NOUN
hls-13433	200	10	,	,	PUNCT
hls-13433	200	11	those	those	PRON
hls-13433	200	12	with	with	ADP
hls-13433	200	13	disabilities	disability	NOUN
hls-13433	200	14	,	,	PUNCT
hls-13433	200	15	illiterates	illiterate	NOUN
hls-13433	200	16	,	,	PUNCT
hls-13433	200	17	and	and	CCONJ
hls-13433	200	18	single	single	ADJ
hls-13433	200	19	mothers	mother	NOUN
hls-13433	200	20	.	.	PUNCT
hls-13433	201	1	to	to	PART
hls-13433	201	2	mitigate	mitigate	VERB
hls-13433	201	3	this	this	PRON
hls-13433	201	4	,	,	PUNCT
hls-13433	201	5	we	we	PRON
hls-13433	201	6	followed	follow	VERB
hls-13433	201	7	the	the	DET
hls-13433	201	8	p20	p20	NOUN
hls-13433	201	9	guidelines	guideline	NOUN
hls-13433	201	10	of	of	ADP
hls-13433	201	11	the	the	DET
hls-13433	201	12	development	development	NOUN
hls-13433	201	13	initiative	initiative	NOUN
hls-13433	201	14	’s	’s	PART
hls-13433	201	15	inclusive	inclusive	ADJ
hls-13433	201	16	data	datum	NOUN
hls-13433	201	17	charter	charter	NOUN
hls-13433	201	18	(	(	PUNCT
hls-13433	201	19	idc),22	idc),22	PROPN
hls-13433	201	20	which	which	PRON
hls-13433	201	21	offers	offer	VERB
hls-13433	201	22	guidelines	guideline	NOUN
hls-13433	201	23	for	for	ADP
hls-13433	201	24	identifying	identify	VERB
hls-13433	201	25	and	and	CCONJ
hls-13433	201	26	analysing	analyse	VERB
hls-13433	201	27	individuals	individual	NOUN
hls-13433	201	28	that	that	PRON
hls-13433	201	29	might	might	AUX
hls-13433	201	30	be	be	AUX
hls-13433	201	31	at	at	ADP
hls-13433	201	32	the	the	DET
hls-13433	201	33	greatest	great	ADJ
hls-13433	201	34	risk	risk	NOUN
hls-13433	201	35	of	of	ADP
hls-13433	201	36	marginalisation	marginalisation	NOUN
hls-13433	201	37	.	.	PUNCT
hls-13433	202	1	anonymity	anonymity	NOUN
hls-13433	202	2	and	and	CCONJ
hls-13433	202	3	privacy	privacy	NOUN
hls-13433	202	4	privacy	privacy	NOUN
hls-13433	202	5	concerns	concern	NOUN
hls-13433	202	6	might	might	AUX
hls-13433	202	7	dissuade	dissuade	VERB
hls-13433	202	8	people	people	NOUN
hls-13433	202	9	from	from	ADP
hls-13433	202	10	giving	give	VERB
hls-13433	202	11	accurate	accurate	ADJ
hls-13433	202	12	information	information	NOUN
hls-13433	202	13	.	.	PUNCT
hls-13433	203	1	for	for	ADP
hls-13433	203	2	example	example	NOUN
hls-13433	203	3	,	,	PUNCT
hls-13433	203	4	women	woman	NOUN
hls-13433	203	5	may	may	AUX
hls-13433	203	6	give	give	VERB
hls-13433	203	7	false	false	ADJ
hls-13433	203	8	information	information	NOUN
hls-13433	203	9	about	about	ADP
hls-13433	203	10	their	their	PRON
hls-13433	203	11	marital	marital	ADJ
hls-13433	203	12	status	status	NOUN
hls-13433	203	13	,	,	PUNCT
hls-13433	203	14	because	because	SCONJ
hls-13433	203	15	marriage	marriage	NOUN
hls-13433	203	16	is	be	AUX
hls-13433	203	17	generally	generally	ADV
hls-13433	203	18	considered	consider	VERB
hls-13433	203	19	a	a	DET
hls-13433	203	20	socially	socially	ADV
hls-13433	203	21	desirable	desirable	ADJ
hls-13433	203	22	status	status	NOUN
hls-13433	203	23	in	in	ADP
hls-13433	203	24	nigeria	nigeria	PROPN
hls-13433	203	25	.	.	PUNCT
hls-13433	204	1	to	to	PART
hls-13433	204	2	alleviate	alleviate	VERB
hls-13433	204	3	these	these	DET
hls-13433	204	4	concerns	concern	NOUN
hls-13433	204	5	this	this	DET
hls-13433	204	6	research	research	NOUN
hls-13433	204	7	collected	collect	VERB
hls-13433	204	8	data	datum	NOUN
hls-13433	204	9	anonymously	anonymously	ADV
hls-13433	204	10	.	.	PUNCT
hls-13433	205	1	conclusions	conclusion	NOUN
hls-13433	205	2	though	though	SCONJ
hls-13433	205	3	considerable	considerable	ADJ
hls-13433	205	4	progress	progress	NOUN
hls-13433	205	5	has	have	AUX
hls-13433	205	6	been	be	AUX
hls-13433	205	7	made	make	VERB
hls-13433	205	8	in	in	ADP
hls-13433	205	9	terms	term	NOUN
hls-13433	205	10	of	of	ADP
hls-13433	205	11	healthcare	healthcare	NOUN
hls-13433	205	12	accessibility	accessibility	NOUN
hls-13433	205	13	globally	globally	ADV
hls-13433	205	14	,	,	PUNCT
hls-13433	205	15	a	a	DET
hls-13433	205	16	lot	lot	NOUN
hls-13433	205	17	still	still	ADV
hls-13433	205	18	needs	need	VERB
hls-13433	205	19	to	to	PART
hls-13433	205	20	be	be	AUX
hls-13433	205	21	done	do	VERB
hls-13433	205	22	to	to	PART
hls-13433	205	23	achieve	achieve	VERB
hls-13433	205	24	universal	universal	ADJ
hls-13433	205	25	health	health	NOUN
hls-13433	205	26	coverage	coverage	NOUN
hls-13433	205	27	,	,	PUNCT
hls-13433	205	28	especially	especially	ADV
hls-13433	205	29	in	in	ADP
hls-13433	205	30	rural	rural	ADJ
hls-13433	205	31	areas	area	NOUN
hls-13433	205	32	of	of	ADP
hls-13433	205	33	the	the	DET
hls-13433	205	34	world	world	NOUN
hls-13433	205	35	.	.	PUNCT
hls-13433	206	1	in	in	ADP
hls-13433	206	2	many	many	ADJ
hls-13433	206	3	remote	remote	ADJ
hls-13433	206	4	and	and	CCONJ
hls-13433	206	5	developing	develop	VERB
hls-13433	206	6	countries	country	NOUN
hls-13433	206	7	,	,	PUNCT
hls-13433	206	8	accessible	accessible	ADJ
hls-13433	206	9	and	and	CCONJ
hls-13433	206	10	affordable	affordable	ADJ
hls-13433	206	11	healthcare	healthcare	PROPN
hls-13433	206	12	services	service	NOUN
hls-13433	206	13	remain	remain	VERB
hls-13433	206	14	elusive	elusive	ADJ
hls-13433	206	15	,	,	PUNCT
hls-13433	206	16	while	while	SCONJ
hls-13433	206	17	women	woman	NOUN
hls-13433	206	18	are	be	AUX
hls-13433	206	19	severely	severely	ADV
hls-13433	206	20	marginalised	marginalise	VERB
hls-13433	206	21	.	.	PUNCT
hls-13433	207	1	factors	factor	NOUN
hls-13433	207	2	responsible	responsible	ADJ
hls-13433	207	3	for	for	ADP
hls-13433	207	4	these	these	PRON
hls-13433	207	5	include	include	VERB
hls-13433	207	6	level	level	NOUN
hls-13433	207	7	of	of	ADP
hls-13433	207	8	education	education	NOUN
hls-13433	207	9	,	,	PUNCT
hls-13433	207	10	poverty	poverty	NOUN
hls-13433	207	11	,	,	PUNCT
hls-13433	207	12	socio	socio	NOUN
hls-13433	207	13	-	-	PUNCT
hls-13433	207	14	cultural	cultural	ADJ
hls-13433	207	15	and	and	CCONJ
hls-13433	207	16	religious	religious	ADJ
hls-13433	207	17	beliefs	belief	NOUN
hls-13433	207	18	.	.	PUNCT
hls-13433	208	1	this	this	DET
hls-13433	208	2	work	work	NOUN
hls-13433	208	3	considered	consider	VERB
hls-13433	208	4	regions	region	NOUN
hls-13433	208	5	in	in	ADP
hls-13433	208	6	northern	northern	PROPN
hls-13433	208	7	nigeria	nigeria	PROPN
hls-13433	208	8	and	and	CCONJ
hls-13433	208	9	analysed	analyse	VERB
hls-13433	208	10	data	datum	NOUN
hls-13433	208	11	on	on	ADP
hls-13433	208	12	healthcare	healthcare	NOUN
hls-13433	208	13	accessibility	accessibility	NOUN
hls-13433	208	14	,	,	PUNCT
hls-13433	208	15	through	through	ADP
hls-13433	208	16	individual	individual	ADJ
hls-13433	208	17	,	,	PUNCT
hls-13433	208	18	socio	socio	NOUN
hls-13433	208	19	-	-	PUNCT
hls-13433	208	20	economic	economic	ADJ
hls-13433	208	21	,	,	PUNCT
hls-13433	208	22	and	and	CCONJ
hls-13433	208	23	equity	equity	NOUN
hls-13433	208	24	lenses	lense	NOUN
hls-13433	208	25	.	.	PUNCT
hls-13433	209	1	descriptive	descriptive	ADJ
hls-13433	209	2	and	and	CCONJ
hls-13433	209	3	predictive	predictive	ADJ
hls-13433	209	4	analyses	analysis	NOUN
hls-13433	209	5	were	be	AUX
hls-13433	209	6	carried	carry	VERB
hls-13433	209	7	out	out	ADP
hls-13433	209	8	on	on	ADP
hls-13433	209	9	the	the	DET
hls-13433	209	10	data	datum	NOUN
hls-13433	209	11	using	use	VERB
hls-13433	209	12	statistical	statistical	ADJ
hls-13433	209	13	and	and	CCONJ
hls-13433	209	14	machine	machine	NOUN
hls-13433	209	15	learning	learning	NOUN
hls-13433	209	16	(	(	PUNCT
hls-13433	209	17	ml	ml	NOUN
hls-13433	209	18	)	)	PUNCT
hls-13433	209	19	models	model	NOUN
hls-13433	209	20	respectively	respectively	ADV
hls-13433	209	21	.	.	PUNCT
hls-13433	210	1	for	for	ADP
hls-13433	210	2	the	the	DET
hls-13433	210	3	descriptive	descriptive	ADJ
hls-13433	210	4	analysis	analysis	NOUN
hls-13433	210	5	,	,	PUNCT
hls-13433	210	6	pearson	pearson	NOUN
hls-13433	210	7	and	and	CCONJ
hls-13433	210	8	spearman	spearman	NOUN
hls-13433	210	9	’s	’s	PART
hls-13433	210	10	correlation	correlation	NOUN
hls-13433	210	11	coefficients	coefficient	NOUN
hls-13433	210	12	were	be	AUX
hls-13433	210	13	used	use	VERB
hls-13433	210	14	,	,	PUNCT
hls-13433	210	15	while	while	SCONJ
hls-13433	210	16	catboost	catboost	ADJ
hls-13433	210	17	,	,	PUNCT
hls-13433	210	18	random	random	ADJ
hls-13433	210	19	forest	forest	NOUN
hls-13433	210	20	and	and	CCONJ
hls-13433	210	21	support	support	VERB
hls-13433	210	22	vector	vector	NOUN
hls-13433	210	23	machine	machine	NOUN
hls-13433	210	24	ml	ml	NOUN
hls-13433	210	25	models	model	NOUN
hls-13433	210	26	were	be	AUX
hls-13433	210	27	used	use	VERB
hls-13433	210	28	for	for	ADP
hls-13433	210	29	the	the	DET
hls-13433	210	30	predictive	predictive	ADJ
hls-13433	210	31	analysis	analysis	NOUN
hls-13433	210	32	.	.	PUNCT
hls-13433	211	1	the	the	DET
hls-13433	211	2	descriptive	descriptive	ADJ
hls-13433	211	3	analysis	analysis	NOUN
hls-13433	211	4	revealed	reveal	VERB
hls-13433	211	5	that	that	SCONJ
hls-13433	211	6	women	woman	NOUN
hls-13433	211	7	with	with	ADP
hls-13433	211	8	lower	low	ADJ
hls-13433	211	9	income	income	NOUN
hls-13433	211	10	and	and	CCONJ
hls-13433	211	11	education	education	NOUN
hls-13433	211	12	levels	level	NOUN
hls-13433	211	13	,	,	PUNCT
hls-13433	211	14	and	and	CCONJ
hls-13433	211	15	the	the	DET
hls-13433	211	16	elderly	elderly	ADJ
hls-13433	211	17	have	have	VERB
hls-13433	211	18	a	a	DET
hls-13433	211	19	higher	high	ADJ
hls-13433	211	20	chance	chance	NOUN
hls-13433	211	21	of	of	ADP
hls-13433	211	22	accessing	access	VERB
hls-13433	211	23	healthcare	healthcare	PROPN
hls-13433	211	24	services	service	NOUN
hls-13433	211	25	.	.	PUNCT
hls-13433	212	1	for	for	ADP
hls-13433	212	2	predictive	predictive	ADJ
hls-13433	212	3	analysis	analysis	NOUN
hls-13433	212	4	,	,	PUNCT
hls-13433	212	5	when	when	SCONJ
hls-13433	212	6	an	an	DET
hls-13433	212	7	individual	individual	NOUN
hls-13433	212	8	’s	’s	PART
hls-13433	212	9	biological	biological	ADJ
hls-13433	212	10	characteristics	characteristic	NOUN
hls-13433	212	11	,	,	PUNCT
hls-13433	212	12	socio	socio	NOUN
hls-13433	212	13	-	-	PUNCT
hls-13433	212	14	economic	economic	ADJ
hls-13433	212	15	status	status	NOUN
hls-13433	212	16	and	and	CCONJ
hls-13433	212	17	medical	medical	ADJ
hls-13433	212	18	symptoms	symptom	NOUN
hls-13433	212	19	are	be	AUX
hls-13433	212	20	considered	consider	VERB
hls-13433	212	21	,	,	PUNCT
hls-13433	212	22	ml	ml	ADP
hls-13433	212	23	models	model	NOUN
hls-13433	212	24	can	can	AUX
hls-13433	212	25	predict	predict	VERB
hls-13433	212	26	the	the	DET
hls-13433	212	27	individual	individual	NOUN
hls-13433	212	28	’s	’s	PART
hls-13433	212	29	accessibility	accessibility	NOUN
hls-13433	212	30	to	to	ADP
hls-13433	212	31	healthcare	healthcare	PROPN
hls-13433	212	32	services	service	NOUN
hls-13433	212	33	,	,	PUNCT
hls-13433	212	34	with	with	ADP
hls-13433	212	35	up	up	ADP
hls-13433	212	36	to	to	PART
hls-13433	212	37	81	81	NUM
hls-13433	212	38	%	%	NOUN
hls-13433	212	39	accuracy	accuracy	NOUN
hls-13433	212	40	.	.	PUNCT
hls-13433	213	1	data	datum	NOUN
hls-13433	213	2	used	use	VERB
hls-13433	213	3	in	in	ADP
hls-13433	213	4	this	this	DET
hls-13433	213	5	work	work	NOUN
hls-13433	213	6	were	be	AUX
hls-13433	213	7	in	in	ADP
hls-13433	213	8	english	english	ADJ
hls-13433	213	9	language	language	NOUN
hls-13433	213	10	,	,	PUNCT
hls-13433	213	11	which	which	PRON
hls-13433	213	12	is	be	AUX
hls-13433	213	13	not	not	PART
hls-13433	213	14	the	the	DET
hls-13433	213	15	native	native	ADJ
hls-13433	213	16	language	language	NOUN
hls-13433	213	17	in	in	ADP
hls-13433	213	18	the	the	DET
hls-13433	213	19	region	region	NOUN
hls-13433	213	20	considered	consider	VERB
hls-13433	213	21	.	.	PUNCT
hls-13433	214	1	analysis	analysis	NOUN
hls-13433	214	2	of	of	ADP
hls-13433	214	3	data	datum	NOUN
hls-13433	214	4	in	in	ADP
hls-13433	214	5	indigenous	indigenous	ADJ
hls-13433	214	6	languages	language	NOUN
hls-13433	214	7	might	might	AUX
hls-13433	214	8	be	be	AUX
hls-13433	214	9	an	an	DET
hls-13433	214	10	avenue	avenue	NOUN
hls-13433	214	11	to	to	PART
hls-13433	214	12	extend	extend	VERB
hls-13433	214	13	this	this	DET
hls-13433	214	14	work	work	NOUN
hls-13433	214	15	.	.	PUNCT
hls-13433	215	1	additionally	additionally	ADV
hls-13433	215	2	,	,	PUNCT
hls-13433	215	3	exploration	exploration	NOUN
hls-13433	215	4	of	of	ADP
hls-13433	215	5	other	other	ADJ
hls-13433	215	6	data	datum	NOUN
hls-13433	215	7	augmentation	augmentation	NOUN
hls-13433	215	8	techniques	technique	NOUN
hls-13433	215	9	and	and	CCONJ
hls-13433	215	10	the	the	DET
hls-13433	215	11	use	use	NOUN
hls-13433	215	12	of	of	ADP
hls-13433	215	13	deep	deep	ADJ
hls-13433	215	14	learning	learning	NOUN
hls-13433	215	15	models	model	NOUN
hls-13433	215	16	for	for	ADP
hls-13433	215	17	prediction	prediction	NOUN
hls-13433	215	18	might	might	AUX
hls-13433	215	19	also	also	ADV
hls-13433	215	20	be	be	AUX
hls-13433	215	21	another	another	DET
hls-13433	215	22	direction	direction	NOUN
hls-13433	215	23	for	for	ADP
hls-13433	215	24	future	future	ADJ
hls-13433	215	25	work	work	NOUN
hls-13433	215	26	.	.	PUNCT
hls-13433	216	1	finally	finally	ADV
hls-13433	216	2	,	,	PUNCT
hls-13433	216	3	other	other	ADJ
hls-13433	216	4	methods	method	NOUN
hls-13433	216	5	of	of	ADP
hls-13433	216	6	quantifying	quantify	VERB
hls-13433	216	7	qualitative	qualitative	ADJ
hls-13433	216	8	data	datum	NOUN
hls-13433	216	9	,	,	PUNCT
hls-13433	216	10	such	such	ADJ
hls-13433	216	11	as	as	ADP
hls-13433	216	12	fuzzy	fuzzy	ADJ
hls-13433	216	13	logic	logic	NOUN
hls-13433	216	14	,	,	PUNCT
hls-13433	216	15	could	could	AUX
hls-13433	216	16	be	be	AUX
hls-13433	216	17	considered	consider	VERB
hls-13433	216	18	for	for	ADP
hls-13433	216	19	data	datum	NOUN
hls-13433	216	20	pre	pre	ADJ
hls-13433	216	21	-	-	NOUN
hls-13433	216	22	processing	processing	NOUN
hls-13433	216	23	in	in	ADP
hls-13433	216	24	the	the	DET
hls-13433	216	25	future	future	NOUN
hls-13433	216	26	.	.	PUNCT
hls-13433	217	1	references	reference	NOUN
hls-13433	217	2	1	1	NUM
hls-13433	217	3	.	.	PUNCT
hls-13433	217	4	united	united	PROPN
hls-13433	217	5	nations	nations	PROPN
hls-13433	217	6	.	.	PUNCT
hls-13433	218	1	the	the	DET
hls-13433	218	2	sustainable	sustainable	ADJ
hls-13433	218	3	development	development	NOUN
hls-13433	218	4	goals	goal	NOUN
hls-13433	218	5	report	report	VERB
hls-13433	218	6	2023	2023	NUM
hls-13433	218	7	:	:	PUNCT
hls-13433	218	8	special	special	ADJ
hls-13433	218	9	edition	edition	NOUN
hls-13433	218	10	.	.	PUNCT
hls-13433	219	1	unstats.un.org	unstats.un.org	PROPN
hls-13433	219	2	.	.	PROPN
hls-13433	219	3	united	united	PROPN
hls-13433	219	4	nations	nations	PROPN
hls-13433	219	5	;	;	PUNCT
hls-13433	219	6	2023	2023	NUM
hls-13433	219	7	.	.	PUNCT
hls-13433	220	1	available	available	ADJ
hls-13433	220	2	from	from	ADP
hls-13433	220	3	:	:	PUNCT
hls-13433	220	4	https://unstats.un.org/sdgs/report/2023/	https://unstats.un.org/sdgs/report/2023/	NOUN
hls-13433	220	5	2	2	NUM
hls-13433	220	6	.	.	PUNCT
hls-13433	221	1	who	who	PRON
hls-13433	221	2	.	.	PUNCT
hls-13433	222	1	world	world	PROPN
hls-13433	222	2	bank	bank	PROPN
hls-13433	222	3	and	and	CCONJ
hls-13433	222	4	who	who	PRON
hls-13433	222	5	:	:	PUNCT
hls-13433	222	6	half	half	DET
hls-13433	222	7	the	the	DET
hls-13433	222	8	world	world	NOUN
hls-13433	222	9	lacks	lack	VERB
hls-13433	222	10	access	access	NOUN
hls-13433	222	11	to	to	ADP
hls-13433	222	12	essential	essential	ADJ
hls-13433	222	13	health	health	NOUN
hls-13433	222	14	services	service	NOUN
hls-13433	222	15	,	,	PUNCT
hls-13433	222	16	100	100	NUM
hls-13433	222	17	million	million	NUM
hls-13433	222	18	still	still	ADV
hls-13433	222	19	pushed	push	VERB
hls-13433	222	20	into	into	ADP
hls-13433	222	21	extreme	extreme	ADJ
hls-13433	222	22	poverty	poverty	NOUN
hls-13433	222	23	because	because	SCONJ
hls-13433	222	24	of	of	ADP
hls-13433	222	25	health	health	NOUN
hls-13433	222	26	expenses	expense	NOUN
hls-13433	222	27	.	.	PUNCT
hls-13433	223	1	world	world	NOUN
hls-13433	223	2	health	health	PROPN
hls-13433	223	3	organization	organization	PROPN
hls-13433	223	4	.	.	PUNCT
hls-13433	224	1	world	world	PROPN
hls-13433	224	2	health	health	PROPN
hls-13433	224	3	organization	organization	NOUN
hls-13433	224	4	;	;	PUNCT
hls-13433	224	5	2017	2017	NUM
hls-13433	224	6	.	.	PUNCT
hls-13433	225	1	available	available	ADJ
hls-13433	225	2	article	article	NOUN
hls-13433	225	3	[	[	X
hls-13433	225	4	page	page	NOUN
hls-13433	225	5	210	210	NUM
hls-13433	225	6	]	]	PUNCT
hls-13433	226	1	[	[	X
hls-13433	226	2	healthcare	healthcare	NOUN
hls-13433	226	3	in	in	ADP
hls-13433	226	4	low	low	ADJ
hls-13433	226	5	-	-	PUNCT
hls-13433	226	6	resource	resource	NOUN
hls-13433	226	7	settings	setting	NOUN
hls-13433	226	8	2025;13:13433	2025;13:13433	NUM
hls-13433	226	9	]	]	PUNCT
hls-13433	226	10	from	from	ADP
hls-13433	226	11	:	:	PUNCT
hls-13433	226	12	https://www.who.int/news/item/13-12-2017-worldbank-and-who-half-the-world-lacks-access-to-essentialhealth-services-100-million-still-pushed-into-extreme-poverty-because-of-health-expenses	https://www.who.int/news/item/13-12-2017-worldbank-and-who-half-the-world-lacks-access-to-essentialhealth-services-100-million-still-pushed-into-extreme-poverty-because-of-health-expense	NOUN
hls-13433	226	13	3	3	NUM
hls-13433	226	14	.	.	X
hls-13433	226	15	top	top	PROPN
hls-13433	226	16	m	m	PROPN
hls-13433	226	17	,	,	PUNCT
hls-13433	226	18	konca	konca	PROPN
hls-13433	226	19	m	m	PROPN
hls-13433	226	20	,	,	PUNCT
hls-13433	226	21	sapaz	sapaz	PROPN
hls-13433	226	22	b.	b.	PROPN
hls-13433	226	23	technical	technical	PROPN
hls-13433	226	24	efficiency	efficiency	NOUN
hls-13433	226	25	of	of	ADP
hls-13433	226	26	healthcare	healthcare	NOUN
hls-13433	226	27	systems	system	NOUN
hls-13433	226	28	in	in	ADP
hls-13433	226	29	african	african	ADJ
hls-13433	226	30	countries	country	NOUN
hls-13433	226	31	:	:	PUNCT
hls-13433	226	32	an	an	DET
hls-13433	226	33	application	application	NOUN
hls-13433	226	34	based	base	VERB
hls-13433	226	35	on	on	ADP
hls-13433	226	36	data	datum	NOUN
hls-13433	226	37	envelopment	envelopment	ADJ
hls-13433	226	38	analysis	analysis	NOUN
hls-13433	226	39	.	.	PUNCT
hls-13433	227	1	health	health	NOUN
hls-13433	227	2	policy	policy	NOUN
hls-13433	227	3	techn	techn	VERB
hls-13433	227	4	2020;9:62	2020;9:62	NOUN
hls-13433	227	5	-	-	SYM
hls-13433	227	6	68	68	NUM
hls-13433	227	7	.	.	NOUN
hls-13433	228	1	4	4	NUM
hls-13433	228	2	.	.	NOUN
hls-13433	228	3	mupara	mupara	ADJ
hls-13433	228	4	l	l	NOUN
hls-13433	228	5	,	,	PUNCT
hls-13433	228	6	mogaka	mogaka	PROPN
hls-13433	228	7	j	j	PROPN
hls-13433	228	8	,	,	PUNCT
hls-13433	228	9	brieger	brieger	PROPN
hls-13433	228	10	w	w	PROPN
hls-13433	228	11	,	,	PUNCT
hls-13433	228	12	tsoka	tsoka	NOUN
hls-13433	228	13	-	-	PUNCT
hls-13433	228	14	gwegweni	gwegweni	ADJ
hls-13433	228	15	j.	j.	PROPN
hls-13433	228	16	scorecard	scorecard	NOUN
hls-13433	228	17	metrics	metric	NOUN
hls-13433	228	18	for	for	ADP
hls-13433	228	19	assessing	assess	VERB
hls-13433	228	20	the	the	DET
hls-13433	228	21	extent	extent	NOUN
hls-13433	228	22	of	of	ADP
hls-13433	228	23	integration	integration	NOUN
hls-13433	228	24	of	of	ADP
hls-13433	228	25	community	community	NOUN
hls-13433	228	26	health	health	NOUN
hls-13433	228	27	worker	worker	NOUN
hls-13433	228	28	programmes	programme	NOUN
hls-13433	228	29	into	into	ADP
hls-13433	228	30	national	national	ADJ
hls-13433	228	31	health	health	NOUN
hls-13433	228	32	systems	system	NOUN
hls-13433	228	33	.	.	PUNCT
hls-13433	229	1	african	african	PROPN
hls-13433	229	2	j	j	PROPN
hls-13433	229	3	primary	primary	PROPN
hls-13433	229	4	health	health	PROPN
hls-13433	229	5	care	care	PROPN
hls-13433	229	6	fam	fam	PROPN
hls-13433	229	7	med	me	VERB
hls-13433	229	8	2021;13	2021;13	NUM
hls-13433	229	9	:	:	PUNCT
hls-13433	229	10	e1e14	e1e14	ADJ
hls-13433	229	11	.	.	PUNCT
hls-13433	230	1	5	5	X
hls-13433	230	2	.	.	PUNCT
hls-13433	230	3	nicholas	nicholas	PROPN
hls-13433	230	4	s.	s.	PROPN
hls-13433	230	5	health	health	PROPN
hls-13433	230	6	care	care	PROPN
hls-13433	230	7	equity	equity	PROPN
hls-13433	230	8	and	and	CCONJ
hls-13433	230	9	justice	justice	NOUN
hls-13433	230	10	scorecard	scorecard	NOUN
hls-13433	230	11	to	to	PART
hls-13433	230	12	increase	increase	VERB
hls-13433	230	13	diversity	diversity	NOUN
hls-13433	230	14	in	in	ADP
hls-13433	230	15	clinical	clinical	ADJ
hls-13433	230	16	trial	trial	NOUN
hls-13433	230	17	recruitment	recruitment	NOUN
hls-13433	230	18	and	and	CCONJ
hls-13433	230	19	retention	retention	NOUN
hls-13433	230	20	.	.	PUNCT
hls-13433	231	1	j	j	PROPN
hls-13433	231	2	am	be	AUX
hls-13433	231	3	soc	soc	NOUN
hls-13433	231	4	nephrol	nephrol	VERB
hls-13433	231	5	2022;33:1652	2022;33:1652	NUM
hls-13433	231	6	-	-	SYM
hls-13433	231	7	55	55	NUM
hls-13433	231	8	.	.	PUNCT
hls-13433	232	1	6	6	NUM
hls-13433	232	2	.	.	PUNCT
hls-13433	232	3	dhillon	dhillon	PROPN
hls-13433	232	4	a	a	PRON
hls-13433	232	5	,	,	PUNCT
hls-13433	232	6	singh	singh	ADJ
hls-13433	232	7	a.	a.	NOUN
hls-13433	232	8	machine	machine	NOUN
hls-13433	232	9	learning	learn	VERB
hls-13433	232	10	in	in	ADP
hls-13433	232	11	healthcare	healthcare	PROPN
hls-13433	232	12	data	datum	NOUN
hls-13433	232	13	analysis	analysis	NOUN
hls-13433	232	14	:	:	PUNCT
hls-13433	232	15	a	a	DET
hls-13433	232	16	survey	survey	NOUN
hls-13433	232	17	.	.	PUNCT
hls-13433	233	1	j	j	PROPN
hls-13433	233	2	biology	biology	NOUN
hls-13433	233	3	today	today	NOUN
hls-13433	233	4	’s	’s	PART
hls-13433	233	5	world	world	NOUN
hls-13433	233	6	2019;8:1	2019;8:1	NOUN
hls-13433	233	7	-	-	SYM
hls-13433	233	8	10	10	NUM
hls-13433	233	9	.	.	PUNCT
hls-13433	234	1	7	7	X
hls-13433	234	2	.	.	X
hls-13433	234	3	wongvibulsin	wongvibulsin	PROPN
hls-13433	234	4	s	s	PROPN
hls-13433	234	5	,	,	PUNCT
hls-13433	234	6	wu	wu	PROPN
hls-13433	234	7	k	k	PROPN
hls-13433	234	8	,	,	PUNCT
hls-13433	234	9	zeger	zeger	PROPN
hls-13433	234	10	s.	s.	PROPN
hls-13433	234	11	clinical	clinical	ADJ
hls-13433	234	12	risk	risk	NOUN
hls-13433	234	13	prediction	prediction	NOUN
hls-13433	234	14	with	with	ADP
hls-13433	234	15	random	random	ADJ
hls-13433	234	16	forests	forest	NOUN
hls-13433	234	17	for	for	ADP
hls-13433	234	18	survival	survival	NOUN
hls-13433	234	19	,	,	PUNCT
hls-13433	234	20	longitudinal	longitudinal	ADJ
hls-13433	234	21	,	,	PUNCT
hls-13433	234	22	and	and	CCONJ
hls-13433	234	23	multivariate	multivariate	NOUN
hls-13433	234	24	(	(	PUNCT
hls-13433	234	25	rf	rf	NOUN
hls-13433	234	26	-	-	PUNCT
hls-13433	234	27	slam	slam	NOUN
hls-13433	234	28	)	)	PUNCT
hls-13433	234	29	data	datum	NOUN
hls-13433	234	30	analysis	analysis	NOUN
hls-13433	234	31	.	.	PUNCT
hls-13433	235	1	bmc	bmc	PROPN
hls-13433	235	2	med	med	ADJ
hls-13433	235	3	res	re	NOUN
hls-13433	235	4	methodol	methodol	NOUN
hls-13433	235	5	2020;20:1	2020;20:1	PROPN
hls-13433	235	6	-	-	SYM
hls-13433	235	7	14	14	NUM
hls-13433	235	8	.	.	PUNCT
hls-13433	236	1	8	8	NUM
hls-13433	236	2	.	.	PUNCT
hls-13433	237	1	cirillo	cirillo	PROPN
hls-13433	237	2	d	d	PROPN
hls-13433	237	3	,	,	PUNCT
hls-13433	237	4	catuara	catuara	NOUN
hls-13433	237	5	-	-	PUNCT
hls-13433	237	6	solarz	solarz	PROPN
hls-13433	237	7	s	s	PROPN
hls-13433	237	8	,	,	PUNCT
hls-13433	237	9	morey	morey	PROPN
hls-13433	237	10	c	c	AUX
hls-13433	237	11	,	,	PUNCT
hls-13433	237	12	et	et	PROPN
hls-13433	237	13	al	al	PROPN
hls-13433	237	14	.	.	PROPN
hls-13433	237	15	sex	sex	NOUN
hls-13433	237	16	and	and	CCONJ
hls-13433	237	17	gender	gender	NOUN
hls-13433	237	18	differences	difference	NOUN
hls-13433	237	19	and	and	CCONJ
hls-13433	237	20	biases	bias	NOUN
hls-13433	237	21	in	in	ADP
hls-13433	237	22	artificial	artificial	ADJ
hls-13433	237	23	intelligence	intelligence	NOUN
hls-13433	237	24	for	for	ADP
hls-13433	237	25	biomedicine	biomedicine	NOUN
hls-13433	237	26	and	and	CCONJ
hls-13433	237	27	healthcare	healthcare	NOUN
hls-13433	237	28	.	.	PUNCT
hls-13433	238	1	npj	npj	PROPN
hls-13433	238	2	digital	digital	ADJ
hls-13433	238	3	med	med	ADJ
hls-13433	238	4	2020;3:1	2020;3:1	NOUN
hls-13433	238	5	-	-	SYM
hls-13433	238	6	11	11	NUM
hls-13433	238	7	.	.	NOUN
hls-13433	239	1	9	9	NUM
hls-13433	239	2	.	.	X
hls-13433	239	3	straw	straw	NOUN
hls-13433	239	4	i	i	PRON
hls-13433	239	5	,	,	PUNCT
hls-13433	239	6	wu	wu	PROPN
hls-13433	239	7	h.	h.	PROPN
hls-13433	239	8	investigating	investigate	VERB
hls-13433	239	9	for	for	ADP
hls-13433	239	10	bias	bias	NOUN
hls-13433	239	11	in	in	ADP
hls-13433	239	12	healthcare	healthcare	PROPN
hls-13433	239	13	algorithms	algorithm	NOUN
hls-13433	239	14	:	:	PUNCT
hls-13433	239	15	a	a	DET
hls-13433	239	16	sex	sex	NOUN
hls-13433	239	17	-	-	PUNCT
hls-13433	239	18	stratified	stratify	VERB
hls-13433	239	19	analysis	analysis	NOUN
hls-13433	239	20	of	of	ADP
hls-13433	239	21	supervised	supervised	ADJ
hls-13433	239	22	machine	machine	NOUN
hls-13433	239	23	learning	learning	NOUN
hls-13433	239	24	models	model	NOUN
hls-13433	239	25	in	in	ADP
hls-13433	239	26	liver	liver	NOUN
hls-13433	239	27	disease	disease	NOUN
hls-13433	239	28	prediction	prediction	NOUN
hls-13433	239	29	.	.	PUNCT
hls-13433	240	1	bmj	bmj	PROPN
hls-13433	240	2	health	health	PROPN
hls-13433	240	3	&	&	CCONJ
hls-13433	240	4	care	care	PROPN
hls-13433	240	5	informatics	informatics	PROPN
hls-13433	240	6	2022;29:100457	2022;29:100457	NUM
hls-13433	240	7	.	.	PUNCT
hls-13433	240	8	10	10	NUM
hls-13433	240	9	.	.	PUNCT
hls-13433	241	1	chung	chung	PROPN
hls-13433	241	2	h	h	PROPN
hls-13433	241	3	,	,	PUNCT
hls-13433	241	4	park	park	NOUN
hls-13433	241	5	c	c	PROPN
hls-13433	241	6	,	,	PUNCT
hls-13433	241	7	kang	kang	PROPN
hls-13433	241	8	ws	ws	PROPN
hls-13433	241	9	,	,	PUNCT
hls-13433	241	10	lee	lee	PROPN
hls-13433	241	11	j.	j.	PROPN
hls-13433	241	12	gender	gender	PROPN
hls-13433	241	13	bias	bias	NOUN
hls-13433	241	14	in	in	ADP
hls-13433	241	15	artificial	artificial	ADJ
hls-13433	241	16	intelligence	intelligence	NOUN
hls-13433	241	17	:	:	PUNCT
hls-13433	241	18	severity	severity	NOUN
hls-13433	241	19	prediction	prediction	NOUN
hls-13433	241	20	at	at	ADP
hls-13433	241	21	an	an	DET
hls-13433	241	22	early	early	ADJ
hls-13433	241	23	stage	stage	NOUN
hls-13433	241	24	of	of	ADP
hls-13433	241	25	covid19	covid19	NOUN
hls-13433	241	26	.	.	PUNCT
hls-13433	242	1	front	front	ADJ
hls-13433	242	2	physiol	physiol	PROPN
hls-13433	242	3	2021;12:2104	2021;12:2104	PROPN
hls-13433	242	4	.	.	PROPN
hls-13433	242	5	11	11	NUM
hls-13433	242	6	.	.	X
hls-13433	243	1	nivi	nivi	NOUN
hls-13433	243	2	.	.	PUNCT
hls-13433	244	1	the	the	DET
hls-13433	244	2	asknivi	asknivi	NOUN
hls-13433	244	3	product	product	NOUN
hls-13433	244	4	.	.	PUNCT
hls-13433	245	1	nivi	nivi	PROPN
hls-13433	245	2	.	.	PUNCT
hls-13433	245	3	available	available	ADJ
hls-13433	245	4	from	from	ADP
hls-13433	245	5	:	:	PUNCT
hls-13433	245	6	https://www.nivi.io/	https://www.nivi.io/	PROPN
hls-13433	245	7	12	12	NUM
hls-13433	245	8	.	.	PUNCT
hls-13433	246	1	yinka	yinka	PROPN
hls-13433	246	2	-	-	PUNCT
hls-13433	246	3	banjo	banjo	NOUN
hls-13433	246	4	c	c	PROPN
hls-13433	246	5	,	,	PUNCT
hls-13433	246	6	akinyemi	akinyemi	ADP
hls-13433	246	7	m	m	PROPN
hls-13433	246	8	,	,	PUNCT
hls-13433	246	9	ajayi	ajayi	NOUN
hls-13433	246	10	o	o	NOUN
hls-13433	246	11	,	,	PUNCT
hls-13433	246	12	tresner	tresner	NOUN
hls-13433	246	13	-	-	PUNCT
hls-13433	246	14	kirsch	kirsch	PROPN
hls-13433	246	15	d.	d.	PROPN
hls-13433	246	16	data	data	PROPN
hls-13433	246	17	on	on	ADP
hls-13433	246	18	gender	gender	NOUN
hls-13433	246	19	-	-	PUNCT
hls-13433	246	20	equitable	equitable	ADJ
hls-13433	246	21	healthcare	healthcare	NOUN
hls-13433	246	22	accessibility	accessibility	NOUN
hls-13433	246	23	in	in	ADP
hls-13433	246	24	northern	northern	PROPN
hls-13433	246	25	nigeria	nigeria	PROPN
hls-13433	246	26	.	.	PUNCT
hls-13433	247	1	data	datum	NOUN
hls-13433	247	2	brief	brief	ADJ
hls-13433	247	3	2023;109979	2023;109979	NUM
hls-13433	247	4	.	.	PROPN
hls-13433	247	5	13	13	NUM
hls-13433	247	6	.	.	PUNCT
hls-13433	248	1	neumann	neumann	PROPN
hls-13433	248	2	m	m	PROPN
hls-13433	248	3	,	,	PUNCT
hls-13433	248	4	king	king	PROPN
hls-13433	248	5	d	d	PROPN
hls-13433	248	6	,	,	PUNCT
hls-13433	248	7	beltagy	beltagy	PROPN
hls-13433	248	8	i	i	PROPN
hls-13433	248	9	,	,	PUNCT
hls-13433	248	10	ammar	ammar	PROPN
hls-13433	248	11	w.	w.	PROPN
hls-13433	248	12	scispacy	scispacy	PROPN
hls-13433	248	13	:	:	PUNCT
hls-13433	248	14	fast	fast	ADJ
hls-13433	248	15	and	and	CCONJ
hls-13433	248	16	robust	robust	ADJ
hls-13433	248	17	models	model	NOUN
hls-13433	248	18	for	for	ADP
hls-13433	248	19	biomedical	biomedical	ADJ
hls-13433	248	20	natural	natural	ADJ
hls-13433	248	21	language	language	NOUN
hls-13433	248	22	processing	processing	NOUN
hls-13433	248	23	.	.	PUNCT
hls-13433	249	1	proceedings	proceeding	NOUN
hls-13433	249	2	of	of	ADP
hls-13433	249	3	the	the	DET
hls-13433	249	4	18th	18th	ADJ
hls-13433	249	5	bionlp	bionlp	ADJ
hls-13433	249	6	workshop	workshop	NOUN
hls-13433	249	7	and	and	CCONJ
hls-13433	249	8	shared	share	VERB
hls-13433	249	9	task	task	NOUN
hls-13433	249	10	2019;319–27	2019;319–27	NUM
hls-13433	249	11	.	.	PUNCT
hls-13433	250	1	14	14	NUM
hls-13433	250	2	.	.	PUNCT
hls-13433	251	1	tresner	tresner	NOUN
hls-13433	251	2	-	-	PUNCT
hls-13433	251	3	kirsch	kirsch	PROPN
hls-13433	251	4	d	d	NOUN
hls-13433	251	5	,	,	PUNCT
hls-13433	251	6	yinka	yinka	PROPN
hls-13433	251	7	-	-	PUNCT
hls-13433	251	8	banjo	banjo	NOUN
hls-13433	251	9	c	c	PROPN
hls-13433	251	10	,	,	PUNCT
hls-13433	251	11	akinyemi	akinyemi	ADP
hls-13433	251	12	m	m	PROPN
hls-13433	251	13	,	,	PUNCT
hls-13433	251	14	ajayi	ajayi	NOUN
hls-13433	251	15	o.	o.	NOUN
hls-13433	251	16	auditing	audit	VERB
hls-13433	251	17	natural	natural	ADJ
hls-13433	251	18	language	language	NOUN
hls-13433	251	19	processing	processing	NOUN
hls-13433	251	20	for	for	ADP
hls-13433	251	21	gender	gender	NOUN
hls-13433	251	22	equality	equality	NOUN
hls-13433	251	23	in	in	ADP
hls-13433	251	24	sub	sub	ADJ
hls-13433	251	25	-	-	ADJ
hls-13433	251	26	saharan	saharan	ADJ
hls-13433	251	27	african	african	ADJ
hls-13433	251	28	healthcare	healthcare	PROPN
hls-13433	251	29	systems	system	NOUN
hls-13433	251	30	:	:	PUNCT
hls-13433	251	31	framework	framework	NOUN
hls-13433	251	32	development	development	NOUN
hls-13433	251	33	and	and	CCONJ
hls-13433	251	34	evaluation	evaluation	NOUN
hls-13433	251	35	.	.	PUNCT
hls-13433	252	1	jmir	jmir	PROPN
hls-13433	252	2	preprints	preprint	NOUN
hls-13433	252	3	.	.	PUNCT
hls-13433	253	1	doi:10.2196/	doi:10.2196/	NOUN
hls-13433	253	2	preprints.51954	preprints.51954	VERB
hls-13433	253	3	.	.	PROPN
hls-13433	253	4	15	15	NUM
hls-13433	253	5	.	.	PUNCT
hls-13433	254	1	rovetta	rovetta	ADJ
hls-13433	254	2	a.	a.	NOUN
hls-13433	254	3	raiders	raider	NOUN
hls-13433	254	4	of	of	ADP
hls-13433	254	5	the	the	DET
hls-13433	254	6	lost	lost	ADJ
hls-13433	254	7	correlation	correlation	NOUN
hls-13433	254	8	:	:	PUNCT
hls-13433	254	9	a	a	DET
hls-13433	254	10	guide	guide	NOUN
hls-13433	254	11	on	on	ADP
hls-13433	254	12	using	use	VERB
hls-13433	254	13	pearson	pearson	NOUN
hls-13433	254	14	and	and	CCONJ
hls-13433	254	15	spearman	spearman	NOUN
hls-13433	254	16	coefficients	coefficient	NOUN
hls-13433	254	17	to	to	PART
hls-13433	254	18	detect	detect	VERB
hls-13433	254	19	hidden	hidden	ADJ
hls-13433	254	20	correlations	correlation	NOUN
hls-13433	254	21	in	in	ADP
hls-13433	254	22	medical	medical	ADJ
hls-13433	254	23	sciences	science	NOUN
hls-13433	254	24	.	.	PUNCT
hls-13433	255	1	cureus	cureus	PROPN
hls-13433	255	2	2020;12	2020;12	NUM
hls-13433	255	3	:	:	PUNCT
hls-13433	255	4	e11794	e11794	PROPN
hls-13433	255	5	.	.	PROPN
hls-13433	255	6	16	16	NUM
hls-13433	255	7	.	.	PUNCT
hls-13433	256	1	mohammed	mohammed	PROPN
hls-13433	256	2	r	r	PROPN
hls-13433	256	3	,	,	PUNCT
hls-13433	256	4	rawashdeh	rawashdeh	PROPN
hls-13433	256	5	j	j	PROPN
hls-13433	256	6	,	,	PUNCT
hls-13433	256	7	abdullah	abdullah	PROPN
hls-13433	256	8	m.	m.	PROPN
hls-13433	256	9	machine	machine	NOUN
hls-13433	256	10	learning	learn	VERB
hls-13433	256	11	with	with	ADP
hls-13433	256	12	oversampling	oversample	VERB
hls-13433	256	13	and	and	CCONJ
hls-13433	256	14	undersampling	undersampling	ADJ
hls-13433	256	15	techniques	technique	NOUN
hls-13433	256	16	:	:	PUNCT
hls-13433	256	17	overview	overview	NOUN
hls-13433	256	18	study	study	NOUN
hls-13433	256	19	and	and	CCONJ
hls-13433	256	20	experimental	experimental	ADJ
hls-13433	256	21	results	result	NOUN
hls-13433	256	22	.	.	PUNCT
hls-13433	257	1	in2020	in2020	PROPN
hls-13433	257	2	:	:	PUNCT
hls-13433	257	3	11th	11th	ADJ
hls-13433	257	4	international	international	ADJ
hls-13433	257	5	conference	conference	NOUN
hls-13433	257	6	on	on	ADP
hls-13433	257	7	information	information	NOUN
hls-13433	257	8	and	and	CCONJ
hls-13433	257	9	communication	communication	NOUN
hls-13433	257	10	systems	system	NOUN
hls-13433	257	11	(	(	PUNCT
hls-13433	257	12	icics	icic	NOUN
hls-13433	257	13	)	)	PUNCT
hls-13433	257	14	2020	2020	NUM
hls-13433	257	15	apr	apr	NOUN
hls-13433	257	16	7	7	NUM
hls-13433	257	17	,	,	PUNCT
hls-13433	257	18	ieee	ieee	NOUN
hls-13433	257	19	.	.	PUNCT
hls-13433	258	1	pp	pp	ADP
hls-13433	258	2	243	243	NUM
hls-13433	258	3	-	-	SYM
hls-13433	258	4	48	48	NUM
hls-13433	258	5	.	.	PUNCT
hls-13433	259	1	17	17	NUM
hls-13433	259	2	.	.	PUNCT
hls-13433	259	3	prokhorenkova	prokhorenkova	PROPN
hls-13433	260	1	l	l	NOUN
hls-13433	260	2	,	,	PUNCT
hls-13433	260	3	gusev	gusev	NOUN
hls-13433	260	4	g	g	NOUN
hls-13433	260	5	,	,	PUNCT
hls-13433	260	6	vorobev	vorobev	ADJ
hls-13433	260	7	a	a	PRON
hls-13433	260	8	,	,	PUNCT
hls-13433	260	9	et	et	PROPN
hls-13433	260	10	al	al	PROPN
hls-13433	260	11	.	.	PROPN
hls-13433	260	12	catboost	catboost	PROPN
hls-13433	260	13	:	:	PUNCT
hls-13433	260	14	unbiased	unbiased	ADJ
hls-13433	260	15	boosting	boost	VERB
hls-13433	260	16	with	with	ADP
hls-13433	260	17	categorical	categorical	ADJ
hls-13433	260	18	features	feature	NOUN
hls-13433	260	19	.	.	PUNCT
hls-13433	261	1	adv	adv	PROPN
hls-13433	261	2	neur	neur	PROPN
hls-13433	261	3	in	in	ADP
hls-13433	261	4	2018;31:1	2018;31:1	PROPN
hls-13433	261	5	-	-	SYM
hls-13433	261	6	13	13	NUM
hls-13433	261	7	.	.	PUNCT
hls-13433	261	8	18	18	NUM
hls-13433	261	9	.	.	PUNCT
hls-13433	262	1	pedregosa	pedregosa	PROPN
hls-13433	262	2	f	f	PROPN
hls-13433	262	3	,	,	PUNCT
hls-13433	262	4	varoquaux	varoquaux	VERB
hls-13433	262	5	g	g	NOUN
hls-13433	262	6	,	,	PUNCT
hls-13433	262	7	gramfort	gramfort	VERB
hls-13433	262	8	a	a	PRON
hls-13433	262	9	,	,	PUNCT
hls-13433	262	10	et	et	PROPN
hls-13433	262	11	al	al	PROPN
hls-13433	262	12	.	.	PROPN
hls-13433	262	13	scikit	scikit	PROPN
hls-13433	262	14	-	-	PUNCT
hls-13433	262	15	learn	learn	VERB
hls-13433	262	16	:	:	PUNCT
hls-13433	262	17	machine	machine	NOUN
hls-13433	262	18	learning	learning	NOUN
hls-13433	262	19	in	in	ADP
hls-13433	262	20	python	python	PROPN
hls-13433	262	21	.	.	PUNCT
hls-13433	263	1	j	j	PROPN
hls-13433	263	2	mach	mach	NOUN
hls-13433	263	3	learn	learn	VERB
hls-13433	263	4	res	re	NOUN
hls-13433	263	5	2011;12:282530	2011;12:282530	NUM
hls-13433	263	6	.	.	PROPN
hls-13433	263	7	19	19	NUM
hls-13433	263	8	.	.	PUNCT
hls-13433	264	1	ajayi	ajayi	PROPN
hls-13433	264	2	o	o	NOUN
hls-13433	264	3	,	,	PUNCT
hls-13433	264	4	yinka	yinka	PROPN
hls-13433	264	5	-	-	PUNCT
hls-13433	264	6	banjo	banjo	NOUN
hls-13433	264	7	c	c	PROPN
hls-13433	264	8	,	,	PUNCT
hls-13433	264	9	akinyemi	akinyemi	ADP
hls-13433	264	10	m	m	PROPN
hls-13433	264	11	,	,	PUNCT
hls-13433	264	12	et	et	PROPN
hls-13433	264	13	al	al	PROPN
hls-13433	264	14	.	.	PUNCT
hls-13433	265	1	insights	insight	NOUN
hls-13433	265	2	into	into	ADP
hls-13433	265	3	gender	gender	NOUN
hls-13433	265	4	-	-	PUNCT
hls-13433	265	5	equity	equity	NOUN
hls-13433	265	6	in	in	ADP
hls-13433	265	7	healthcare	healthcare	NOUN
hls-13433	265	8	accessibility	accessibility	NOUN
hls-13433	265	9	in	in	ADP
hls-13433	265	10	northern	northern	ADJ
hls-13433	265	11	nigeria	nigeria	PROPN
hls-13433	266	1	[	[	X
hls-13433	266	2	source	source	NOUN
hls-13433	266	3	code	code	NOUN
hls-13433	266	4	]	]	PUNCT
hls-13433	266	5	.	.	PUNCT
hls-13433	267	1	code	code	PROPN
hls-13433	267	2	ocean	ocean	PROPN
hls-13433	267	3	2024	2024	NUM
hls-13433	267	4	.	.	PUNCT
hls-13433	268	1	doi:10.24433	doi:10.24433	PROPN
hls-13433	268	2	/	/	SYM
hls-13433	268	3	co.	co.	PROPN
hls-13433	269	1	2247195.v2	2247195.v2	PROPN
hls-13433	269	2	20	20	NUM
hls-13433	269	3	.	.	PUNCT
hls-13433	270	1	gu	gu	NOUN
hls-13433	271	1	q	q	PROPN
hls-13433	271	2	,	,	PUNCT
hls-13433	271	3	zhu	zhu	PROPN
hls-13433	271	4	l	l	NOUN
hls-13433	271	5	,	,	PUNCT
hls-13433	271	6	cai	cai	PROPN
hls-13433	271	7	z.	z.	PROPN
hls-13433	271	8	evaluation	evaluation	NOUN
hls-13433	271	9	measures	measure	NOUN
hls-13433	271	10	of	of	ADP
hls-13433	271	11	the	the	DET
hls-13433	271	12	classification	classification	NOUN
hls-13433	271	13	performance	performance	NOUN
hls-13433	271	14	of	of	ADP
hls-13433	271	15	imbalanced	imbalanced	ADJ
hls-13433	271	16	data	data	NOUN
hls-13433	271	17	sets	set	NOUN
hls-13433	271	18	.	.	PUNCT
hls-13433	272	1	in	in	ADP
hls-13433	272	2	:	:	PUNCT
hls-13433	272	3	computational	computational	ADJ
hls-13433	272	4	intelligence	intelligence	NOUN
hls-13433	272	5	and	and	CCONJ
hls-13433	272	6	intelligent	intelligent	ADJ
hls-13433	272	7	systems	system	NOUN
hls-13433	272	8	:	:	PUNCT
hls-13433	272	9	4th	4th	ADJ
hls-13433	272	10	int	int	NOUN
hls-13433	272	11	symposium	symposium	NOUN
hls-13433	272	12	,	,	PUNCT
hls-13433	272	13	isica	isica	ADJ
hls-13433	272	14	2009	2009	NUM
hls-13433	272	15	,	,	PUNCT
hls-13433	272	16	huangshi	huangshi	PROPN
hls-13433	272	17	,	,	PUNCT
hls-13433	272	18	china	china	PROPN
hls-13433	272	19	,	,	PUNCT
hls-13433	272	20	2009	2009	NUM
hls-13433	272	21	oct	oct	NOUN
hls-13433	272	22	23	23	NUM
hls-13433	272	23	-	-	SYM
hls-13433	272	24	25	25	NUM
hls-13433	272	25	.	.	PUNCT
hls-13433	272	26	proceedings	proceeding	NOUN
hls-13433	272	27	4	4	NUM
hls-13433	272	28	.	.	PUNCT
hls-13433	272	29	springer	springer	PROPN
hls-13433	272	30	berlin	berlin	PROPN
hls-13433	272	31	heidelberg	heidelberg	PROPN
hls-13433	272	32	;	;	PUNCT
hls-13433	272	33	2009	2009	NUM
hls-13433	272	34	.	.	PUNCT
hls-13433	273	1	pp	pp	ADJ
hls-13433	273	2	.	.	PUNCT
hls-13433	274	1	461	461	NUM
hls-13433	274	2	-	-	SYM
hls-13433	274	3	471	471	NUM
hls-13433	274	4	.	.	PUNCT
hls-13433	275	1	21	21	NUM
hls-13433	275	2	.	.	PUNCT
hls-13433	276	1	heidari	heidari	PROPN
hls-13433	276	2	s	s	PROPN
hls-13433	276	3	,	,	PUNCT
hls-13433	276	4	babor	babor	PROPN
hls-13433	276	5	t	t	PROPN
hls-13433	276	6	,	,	PUNCT
hls-13433	276	7	de	de	X
hls-13433	276	8	castro	castro	PROPN
hls-13433	276	9	p	p	X
hls-13433	276	10	,	,	PUNCT
hls-13433	276	11	et	et	PROPN
hls-13433	276	12	al	al	PROPN
hls-13433	276	13	.	.	PROPN
hls-13433	276	14	sex	sex	NOUN
hls-13433	276	15	and	and	CCONJ
hls-13433	276	16	gender	gender	NOUN
hls-13433	276	17	equity	equity	NOUN
hls-13433	276	18	in	in	ADP
hls-13433	276	19	research	research	NOUN
hls-13433	276	20	:	:	PUNCT
hls-13433	276	21	rationale	rationale	NOUN
hls-13433	276	22	for	for	ADP
hls-13433	276	23	the	the	DET
hls-13433	276	24	sager	sager	PROPN
hls-13433	276	25	guidelines	guideline	NOUN
hls-13433	276	26	and	and	CCONJ
hls-13433	276	27	recommended	recommend	VERB
hls-13433	276	28	use	use	NOUN
hls-13433	276	29	.	.	PUNCT
hls-13433	277	1	res	re	NOUN
hls-13433	277	2	integr	integr	PROPN
hls-13433	277	3	peer	peer	PROPN
hls-13433	277	4	rev	rev	PROPN
hls-13433	277	5	2016;1:2	2016;1:2	X
hls-13433	277	6	.	.	PUNCT
hls-13433	278	1	22	22	NUM
hls-13433	278	2	.	.	PUNCT
hls-13433	279	1	development	development	NOUN
hls-13433	279	2	initiatives	initiative	NOUN
hls-13433	279	3	.	.	PUNCT
hls-13433	280	1	systematic	systematic	ADJ
hls-13433	280	2	ways	way	NOUN
hls-13433	280	3	to	to	PART
hls-13433	280	4	‘	'	PUNCT
hls-13433	280	5	leave	leave	VERB
hls-13433	280	6	no	no	DET
hls-13433	280	7	one	one	NOUN
hls-13433	280	8	behind	behind	ADP
hls-13433	280	9	’	'	PUNCT
hls-13433	280	10	.	.	PUNCT
hls-13433	281	1	n.d	n.d	PROPN
hls-13433	281	2	.	.	PUNCT
hls-13433	282	1	[	[	X
hls-13433	282	2	internet	internet	NOUN
hls-13433	282	3	]	]	PUNCT
hls-13433	282	4	.	.	PUNCT
hls-13433	283	1	available	available	ADJ
hls-13433	283	2	from	from	ADP
hls-13433	283	3	:	:	PUNCT
hls-13433	283	4	https://www	https://www	PROPN
hls-13433	283	5	.	.	PUNCT
hls-13433	284	1	data4sdgs.org/sites/default/files/file_uploads/jn_1286_idc	data4sdgs.org/sites/default/files/file_uploads/jn_1286_idc	X
hls-13433	284	2	_	_	PUNCT
hls-13433	285	1	kp_di_casestudy.pdf	kp_di_casestudy.pdf	PROPN
hls-13433	285	2	article	article	NOUN
hls-13433	285	3	[	[	X
hls-13433	285	4	healthcare	healthcare	NOUN
hls-13433	285	5	in	in	ADP
hls-13433	285	6	low	low	ADJ
hls-13433	285	7	-	-	PUNCT
hls-13433	285	8	resource	resource	NOUN
hls-13433	285	9	settings	setting	NOUN
hls-13433	285	10	2025;13:13433	2025;13:13433	NUM
hls-13433	285	11	]	]	PUNCT
hls-13433	286	1	[	[	X
hls-13433	286	2	page	page	NOUN
hls-13433	286	3	211	211	NUM
hls-13433	286	4	]	]	PUNCT