id	sid	tid	token	lemma	pos
ajlm-2516	1	1	abstract	abstract	ADJ
ajlm-2516	1	2	introduction	introduction	NOUN
ajlm-2516	1	3	methods	method	NOUN
ajlm-2516	1	4	results	result	VERB
ajlm-2516	1	5	discussion	discussion	NOUN
ajlm-2516	1	6	acknowledgements	acknowledgement	NOUN
ajlm-2516	1	7	references	reference	NOUN
ajlm-2516	1	8	about	about	ADP
ajlm-2516	1	9	the	the	DET
ajlm-2516	1	10	author(s	author(s	NOUN
ajlm-2516	1	11	)	)	PUNCT
ajlm-2516	1	12	chikwelu	chikwelu	PROPN
ajlm-2516	1	13	l.	l.	PROPN
ajlm-2516	1	14	obi	obi	PROPN
ajlm-2516	1	15	school	school	PROPN
ajlm-2516	1	16	of	of	ADP
ajlm-2516	1	17	science	science	NOUN
ajlm-2516	1	18	and	and	CCONJ
ajlm-2516	1	19	technology	technology	NOUN
ajlm-2516	1	20	,	,	PUNCT
ajlm-2516	1	21	sefako	sefako	VERB
ajlm-2516	1	22	makgatho	makgatho	PROPN
ajlm-2516	1	23	health	health	PROPN
ajlm-2516	1	24	sciences	sciences	PROPN
ajlm-2516	1	25	university	university	PROPN
ajlm-2516	1	26	,	,	PUNCT
ajlm-2516	1	27	pretoria	pretoria	PROPN
ajlm-2516	1	28	,	,	PUNCT
ajlm-2516	1	29	south	south	PROPN
ajlm-2516	1	30	africa	africa	PROPN
ajlm-2516	1	31	joshua	joshua	PROPN
ajlm-2516	1	32	o.	o.	PROPN
ajlm-2516	1	33	olowoyo	olowoyo	PROPN
ajlm-2516	1	34	department	department	PROPN
ajlm-2516	1	35	of	of	ADP
ajlm-2516	1	36	health	health	PROPN
ajlm-2516	1	37	sciences	sciences	PROPN
ajlm-2516	1	38	and	and	CCONJ
ajlm-2516	1	39	the	the	DET
ajlm-2516	1	40	water	water	NOUN
ajlm-2516	1	41	school	school	NOUN
ajlm-2516	1	42	,	,	PUNCT
ajlm-2516	1	43	florida	florida	PROPN
ajlm-2516	1	44	gulf	gulf	PROPN
ajlm-2516	1	45	coast	coast	PROPN
ajlm-2516	1	46	university	university	PROPN
ajlm-2516	1	47	,	,	PUNCT
ajlm-2516	1	48	fort	fort	PROPN
ajlm-2516	1	49	myers	myers	PROPN
ajlm-2516	1	50	,	,	PUNCT
ajlm-2516	1	51	florida	florida	PROPN
ajlm-2516	1	52	,	,	PUNCT
ajlm-2516	1	53	united	united	PROPN
ajlm-2516	1	54	states	states	PROPN
ajlm-2516	1	55	department	department	PROPN
ajlm-2516	1	56	of	of	ADP
ajlm-2516	1	57	biology	biology	NOUN
ajlm-2516	1	58	and	and	CCONJ
ajlm-2516	1	59	environmental	environmental	ADJ
ajlm-2516	1	60	sciences	science	NOUN
ajlm-2516	1	61	,	,	PUNCT
ajlm-2516	1	62	school	school	NOUN
ajlm-2516	1	63	of	of	ADP
ajlm-2516	1	64	science	science	NOUN
ajlm-2516	1	65	and	and	CCONJ
ajlm-2516	1	66	technology	technology	NOUN
ajlm-2516	1	67	,	,	PUNCT
ajlm-2516	1	68	sefako	sefako	VERB
ajlm-2516	1	69	makgatho	makgatho	PROPN
ajlm-2516	1	70	health	health	PROPN
ajlm-2516	1	71	sciences	sciences	PROPN
ajlm-2516	1	72	university	university	PROPN
ajlm-2516	1	73	,	,	PUNCT
ajlm-2516	1	74	pretoria	pretoria	PROPN
ajlm-2516	1	75	,	,	PUNCT
ajlm-2516	1	76	south	south	PROPN
ajlm-2516	1	77	africa	africa	PROPN
ajlm-2516	1	78	thembinkosi	thembinkosi	PROPN
ajlm-2516	1	79	d.	d.	PROPN
ajlm-2516	1	80	malevu	malevu	PROPN
ajlm-2516	1	81	department	department	PROPN
ajlm-2516	1	82	of	of	ADP
ajlm-2516	1	83	physics	physics	PROPN
ajlm-2516	1	84	,	,	PUNCT
ajlm-2516	1	85	school	school	NOUN
ajlm-2516	1	86	of	of	ADP
ajlm-2516	1	87	science	science	NOUN
ajlm-2516	1	88	and	and	CCONJ
ajlm-2516	1	89	technology	technology	NOUN
ajlm-2516	1	90	,	,	PUNCT
ajlm-2516	1	91	sefako	sefako	VERB
ajlm-2516	1	92	makgatho	makgatho	PROPN
ajlm-2516	1	93	health	health	PROPN
ajlm-2516	1	94	sciences	sciences	PROPN
ajlm-2516	1	95	university	university	PROPN
ajlm-2516	1	96	,	,	PUNCT
ajlm-2516	1	97	pretoria	pretoria	PROPN
ajlm-2516	1	98	,	,	PUNCT
ajlm-2516	1	99	south	south	PROPN
ajlm-2516	1	100	africa	africa	PROPN
ajlm-2516	1	101	department	department	PROPN
ajlm-2516	1	102	of	of	ADP
ajlm-2516	1	103	physics	physics	PROPN
ajlm-2516	1	104	,	,	PUNCT
ajlm-2516	1	105	school	school	NOUN
ajlm-2516	1	106	of	of	ADP
ajlm-2516	1	107	physical	physical	ADJ
ajlm-2516	1	108	and	and	CCONJ
ajlm-2516	1	109	chemical	chemical	NOUN
ajlm-2516	1	110	sciences	science	NOUN
ajlm-2516	1	111	,	,	PUNCT
ajlm-2516	1	112	north	north	NOUN
ajlm-2516	1	113	-	-	PUNCT
ajlm-2516	1	114	west	west	NOUN
ajlm-2516	1	115	university	university	PROPN
ajlm-2516	1	116	,	,	PUNCT
ajlm-2516	1	117	mahikeng	mahikeng	PROPN
ajlm-2516	1	118	,	,	PUNCT
ajlm-2516	1	119	south	south	PROPN
ajlm-2516	1	120	africa	africa	PROPN
ajlm-2516	1	121	liziwe	liziwe	PROPN
ajlm-2516	1	122	l.	l.	PROPN
ajlm-2516	1	123	mugivhisa	mugivhisa	PROPN
ajlm-2516	1	124	department	department	PROPN
ajlm-2516	1	125	of	of	ADP
ajlm-2516	1	126	biology	biology	NOUN
ajlm-2516	1	127	and	and	CCONJ
ajlm-2516	1	128	environmental	environmental	ADJ
ajlm-2516	1	129	sciences	science	NOUN
ajlm-2516	1	130	,	,	PUNCT
ajlm-2516	1	131	school	school	NOUN
ajlm-2516	1	132	of	of	ADP
ajlm-2516	1	133	science	science	NOUN
ajlm-2516	1	134	and	and	CCONJ
ajlm-2516	1	135	technology	technology	NOUN
ajlm-2516	1	136	,	,	PUNCT
ajlm-2516	1	137	sefako	sefako	VERB
ajlm-2516	1	138	makgatho	makgatho	PROPN
ajlm-2516	1	139	health	health	PROPN
ajlm-2516	1	140	sciences	sciences	PROPN
ajlm-2516	1	141	university	university	PROPN
ajlm-2516	1	142	,	,	PUNCT
ajlm-2516	1	143	pretoria	pretoria	PROPN
ajlm-2516	1	144	,	,	PUNCT
ajlm-2516	1	145	south	south	PROPN
ajlm-2516	1	146	africa	africa	PROPN
ajlm-2516	1	147	taurai	taurai	VERB
ajlm-2516	1	148	hungwe	hungwe	PROPN
ajlm-2516	1	149	department	department	PROPN
ajlm-2516	1	150	of	of	ADP
ajlm-2516	1	151	computer	computer	NOUN
ajlm-2516	1	152	science	science	NOUN
ajlm-2516	1	153	and	and	CCONJ
ajlm-2516	1	154	information	information	NOUN
ajlm-2516	1	155	technology	technology	NOUN
ajlm-2516	1	156	,	,	PUNCT
ajlm-2516	1	157	school	school	NOUN
ajlm-2516	1	158	of	of	ADP
ajlm-2516	1	159	science	science	NOUN
ajlm-2516	1	160	and	and	CCONJ
ajlm-2516	1	161	technology	technology	NOUN
ajlm-2516	1	162	,	,	PUNCT
ajlm-2516	1	163	sefako	sefako	VERB
ajlm-2516	1	164	makgatho	makgatho	PROPN
ajlm-2516	1	165	health	health	PROPN
ajlm-2516	1	166	sciences	sciences	PROPN
ajlm-2516	1	167	university	university	PROPN
ajlm-2516	1	168	,	,	PUNCT
ajlm-2516	1	169	pretoria	pretoria	PROPN
ajlm-2516	1	170	,	,	PUNCT
ajlm-2516	1	171	south	south	PROPN
ajlm-2516	1	172	africa	africa	PROPN
ajlm-2516	1	173	modupe	modupe	PROPN
ajlm-2516	1	174	o.	o.	PROPN
ajlm-2516	1	175	ogunrombi	ogunrombi	PROPN
ajlm-2516	1	176	department	department	PROPN
ajlm-2516	1	177	of	of	ADP
ajlm-2516	1	178	clinical	clinical	ADJ
ajlm-2516	1	179	pharmacology	pharmacology	NOUN
ajlm-2516	1	180	and	and	CCONJ
ajlm-2516	1	181	therapeutics	therapeutic	NOUN
ajlm-2516	1	182	,	,	PUNCT
ajlm-2516	1	183	school	school	NOUN
ajlm-2516	1	184	of	of	ADP
ajlm-2516	1	185	medicine	medicine	NOUN
ajlm-2516	1	186	,	,	PUNCT
ajlm-2516	1	187	sefako	sefako	VERB
ajlm-2516	1	188	makgatho	makgatho	PROPN
ajlm-2516	1	189	health	health	PROPN
ajlm-2516	1	190	sciences	sciences	PROPN
ajlm-2516	1	191	university	university	PROPN
ajlm-2516	1	192	,	,	PUNCT
ajlm-2516	1	193	pretoria	pretoria	PROPN
ajlm-2516	1	194	,	,	PUNCT
ajlm-2516	1	195	south	south	PROPN
ajlm-2516	1	196	africa	africa	PROPN
ajlm-2516	1	197	nqobile	nqobile	PROPN
ajlm-2516	1	198	m.	m.	PROPN
ajlm-2516	1	199	mkolo	mkolo	PROPN
ajlm-2516	1	200	department	department	PROPN
ajlm-2516	1	201	of	of	ADP
ajlm-2516	1	202	biology	biology	NOUN
ajlm-2516	1	203	and	and	CCONJ
ajlm-2516	1	204	environmental	environmental	ADJ
ajlm-2516	1	205	sciences	science	NOUN
ajlm-2516	1	206	,	,	PUNCT
ajlm-2516	1	207	school	school	NOUN
ajlm-2516	1	208	of	of	ADP
ajlm-2516	1	209	science	science	NOUN
ajlm-2516	1	210	and	and	CCONJ
ajlm-2516	1	211	technology	technology	NOUN
ajlm-2516	1	212	,	,	PUNCT
ajlm-2516	1	213	sefako	sefako	VERB
ajlm-2516	1	214	makgatho	makgatho	PROPN
ajlm-2516	1	215	health	health	PROPN
ajlm-2516	1	216	sciences	sciences	PROPN
ajlm-2516	1	217	university	university	PROPN
ajlm-2516	1	218	,	,	PUNCT
ajlm-2516	1	219	pretoria	pretoria	PROPN
ajlm-2516	1	220	,	,	PUNCT
ajlm-2516	1	221	south	south	PROPN
ajlm-2516	1	222	africa	africa	PROPN
ajlm-2516	1	223	citation	citation	PROPN
ajlm-2516	1	224	obi	obi	PROPN
ajlm-2516	1	225	cl	cl	PROPN
ajlm-2516	1	226	,	,	PUNCT
ajlm-2516	1	227	olowoyo	olowoyo	PROPN
ajlm-2516	1	228	jo	jo	PROPN
ajlm-2516	1	229	,	,	PUNCT
ajlm-2516	1	230	malevu	malevu	PROPN
ajlm-2516	1	231	td	td	PROPN
ajlm-2516	1	232	,	,	PUNCT
ajlm-2516	1	233	et	et	PROPN
ajlm-2516	1	234	al	al	PROPN
ajlm-2516	1	235	.	.	PROPN
ajlm-2516	1	236	impact	impact	NOUN
ajlm-2516	1	237	of	of	ADP
ajlm-2516	1	238	artificial	artificial	ADJ
ajlm-2516	1	239	intelligence	intelligence	NOUN
ajlm-2516	1	240	and	and	CCONJ
ajlm-2516	1	241	digital	digital	PROPN
ajlm-2516	1	242	technology	technology	NOUN
ajlm-2516	1	243	-	-	PUNCT
ajlm-2516	1	244	based	base	VERB
ajlm-2516	1	245	diagnostic	diagnostic	ADJ
ajlm-2516	1	246	tools	tool	NOUN
ajlm-2516	1	247	for	for	ADP
ajlm-2516	1	248	communicable	communicable	NOUN
ajlm-2516	1	249	and	and	CCONJ
ajlm-2516	1	250	non	non	ADJ
ajlm-2516	1	251	-	-	ADJ
ajlm-2516	1	252	communicable	communicable	ADJ
ajlm-2516	1	253	diseases	disease	NOUN
ajlm-2516	1	254	in	in	ADP
ajlm-2516	1	255	africa	africa	PROPN
ajlm-2516	1	256	.	.	PUNCT
ajlm-2516	2	1	afr	afr	PROPN
ajlm-2516	2	2	j	j	PROPN
ajlm-2516	2	3	lab	lab	PROPN
ajlm-2516	2	4	med	me	VERB
ajlm-2516	2	5	.	.	PUNCT
ajlm-2516	3	1	2024;13(1	2024;13(1	NUM
ajlm-2516	3	2	)	)	PUNCT
ajlm-2516	3	3	,	,	PUNCT
ajlm-2516	3	4	a2516	a2516	PROPN
ajlm-2516	3	5	.	.	PUNCT
ajlm-2516	3	6	https://doi.org/10.4102/ajlm.v13i1.2516	https://doi.org/10.4102/ajlm.v13i1.2516	X
ajlm-2516	4	1	note	note	NOUN
ajlm-2516	4	2	:	:	PUNCT
ajlm-2516	4	3	special	special	ADJ
ajlm-2516	4	4	collection	collection	NOUN
ajlm-2516	4	5	:	:	PUNCT
ajlm-2516	4	6	the	the	DET
ajlm-2516	4	7	article	article	NOUN
ajlm-2516	4	8	is	be	AUX
ajlm-2516	4	9	a	a	DET
ajlm-2516	4	10	contribution	contribution	NOUN
ajlm-2516	4	11	to	to	ADP
ajlm-2516	4	12	the	the	DET
ajlm-2516	4	13	themed	theme	VERB
ajlm-2516	4	14	collection	collection	NOUN
ajlm-2516	4	15	titled	title	VERB
ajlm-2516	4	16	‘	'	PUNCT
ajlm-2516	4	17	transforming	transform	VERB
ajlm-2516	4	18	african	african	ADJ
ajlm-2516	4	19	laboratory	laboratory	NOUN
ajlm-2516	4	20	diagnostic	diagnostic	ADJ
ajlm-2516	4	21	systems	system	NOUN
ajlm-2516	4	22	through	through	ADP
ajlm-2516	4	23	digital	digital	ADJ
ajlm-2516	4	24	technology	technology	NOUN
ajlm-2516	4	25	and	and	CCONJ
ajlm-2516	4	26	artificial	artificial	ADJ
ajlm-2516	4	27	intelligence	intelligence	NOUN
ajlm-2516	4	28	’	'	PUNCT
ajlm-2516	4	29	.	.	PUNCT
ajlm-2516	5	1	review	review	NOUN
ajlm-2516	5	2	article	article	NOUN
ajlm-2516	5	3	impact	impact	NOUN
ajlm-2516	5	4	of	of	ADP
ajlm-2516	5	5	artificial	artificial	ADJ
ajlm-2516	5	6	intelligence	intelligence	NOUN
ajlm-2516	5	7	and	and	CCONJ
ajlm-2516	5	8	digital	digital	PROPN
ajlm-2516	5	9	technology	technology	NOUN
ajlm-2516	5	10	-	-	PUNCT
ajlm-2516	5	11	based	base	VERB
ajlm-2516	5	12	diagnostic	diagnostic	ADJ
ajlm-2516	5	13	tools	tool	NOUN
ajlm-2516	5	14	for	for	ADP
ajlm-2516	5	15	communicable	communicable	NOUN
ajlm-2516	5	16	and	and	CCONJ
ajlm-2516	5	17	non	non	ADJ
ajlm-2516	5	18	-	-	ADJ
ajlm-2516	5	19	communicable	communicable	ADJ
ajlm-2516	5	20	diseases	disease	NOUN
ajlm-2516	5	21	in	in	ADP
ajlm-2516	5	22	africa	africa	PROPN
ajlm-2516	5	23	chikwelu	chikwelu	PROPN
ajlm-2516	5	24	l.	l.	PROPN
ajlm-2516	5	25	obi	obi	PROPN
ajlm-2516	5	26	,	,	PUNCT
ajlm-2516	5	27	joshua	joshua	PROPN
ajlm-2516	5	28	o.	o.	PROPN
ajlm-2516	5	29	olowoyo	olowoyo	PROPN
ajlm-2516	5	30	,	,	PUNCT
ajlm-2516	5	31	thembinkosi	thembinkosi	PROPN
ajlm-2516	5	32	d.	d.	PROPN
ajlm-2516	5	33	malevu	malevu	PROPN
ajlm-2516	5	34	,	,	PUNCT
ajlm-2516	5	35	liziwe	liziwe	NOUN
ajlm-2516	5	36	l.	l.	PROPN
ajlm-2516	5	37	mugivhisa	mugivhisa	PROPN
ajlm-2516	5	38	,	,	PUNCT
ajlm-2516	5	39	taurai	taurai	VERB
ajlm-2516	5	40	hungwe	hungwe	PROPN
ajlm-2516	5	41	,	,	PUNCT
ajlm-2516	5	42	modupe	modupe	PROPN
ajlm-2516	5	43	o.	o.	PROPN
ajlm-2516	5	44	ogunrombi	ogunrombi	PROPN
ajlm-2516	5	45	,	,	PUNCT
ajlm-2516	5	46	nqobile	nqobile	ADJ
ajlm-2516	5	47	m.	m.	NOUN
ajlm-2516	5	48	mkolo	mkolo	PROPN
ajlm-2516	5	49	received	receive	VERB
ajlm-2516	5	50	:	:	PUNCT
ajlm-2516	5	51	03	03	NUM
ajlm-2516	5	52	june	june	PROPN
ajlm-2516	5	53	2024	2024	NUM
ajlm-2516	5	54	;	;	PUNCT
ajlm-2516	5	55	accepted	accept	VERB
ajlm-2516	5	56	:	:	PUNCT
ajlm-2516	5	57	18	18	NUM
ajlm-2516	5	58	sept	sept	PROPN
ajlm-2516	5	59	.	.	PROPN
ajlm-2516	5	60	2024	2024	NUM
ajlm-2516	5	61	;	;	PUNCT
ajlm-2516	5	62	published	publish	VERB
ajlm-2516	5	63	:	:	PUNCT
ajlm-2516	5	64	21	21	NUM
ajlm-2516	5	65	nov	nov	PROPN
ajlm-2516	5	66	.	.	PROPN
ajlm-2516	5	67	2024	2024	NUM
ajlm-2516	5	68	copyright	copyright	NOUN
ajlm-2516	5	69	:	:	PUNCT
ajlm-2516	5	70	©	©	PROPN
ajlm-2516	5	71	2024	2024	NUM
ajlm-2516	5	72	.	.	PUNCT
ajlm-2516	6	1	the	the	DET
ajlm-2516	6	2	author(s	author(s	PROPN
ajlm-2516	6	3	)	)	PUNCT
ajlm-2516	6	4	.	.	PUNCT
ajlm-2516	7	1	licensee	licensee	NOUN
ajlm-2516	7	2	:	:	PUNCT
ajlm-2516	7	3	aosis	aosis	NOUN
ajlm-2516	7	4	.	.	PUNCT
ajlm-2516	8	1	this	this	PRON
ajlm-2516	8	2	is	be	AUX
ajlm-2516	8	3	an	an	DET
ajlm-2516	8	4	open	open	ADJ
ajlm-2516	8	5	access	access	NOUN
ajlm-2516	8	6	article	article	NOUN
ajlm-2516	8	7	distributed	distribute	VERB
ajlm-2516	8	8	under	under	ADP
ajlm-2516	8	9	the	the	DET
ajlm-2516	8	10	terms	term	NOUN
ajlm-2516	8	11	of	of	ADP
ajlm-2516	8	12	the	the	DET
ajlm-2516	8	13	creative	creative	ADJ
ajlm-2516	8	14	commons	common	NOUN
ajlm-2516	8	15	attribution	attribution	NOUN
ajlm-2516	8	16	license	license	NOUN
ajlm-2516	8	17	,	,	PUNCT
ajlm-2516	8	18	which	which	PRON
ajlm-2516	8	19	permits	permit	VERB
ajlm-2516	8	20	unrestricted	unrestricted	ADJ
ajlm-2516	8	21	use	use	NOUN
ajlm-2516	8	22	,	,	PUNCT
ajlm-2516	8	23	distribution	distribution	NOUN
ajlm-2516	8	24	,	,	PUNCT
ajlm-2516	8	25	and	and	CCONJ
ajlm-2516	8	26	reproduction	reproduction	NOUN
ajlm-2516	8	27	in	in	ADP
ajlm-2516	8	28	any	any	DET
ajlm-2516	8	29	medium	medium	NOUN
ajlm-2516	8	30	,	,	PUNCT
ajlm-2516	8	31	provided	provide	VERB
ajlm-2516	8	32	the	the	DET
ajlm-2516	8	33	original	original	ADJ
ajlm-2516	8	34	work	work	NOUN
ajlm-2516	8	35	is	be	AUX
ajlm-2516	8	36	properly	properly	ADV
ajlm-2516	8	37	cited	cite	VERB
ajlm-2516	8	38	.	.	PUNCT
ajlm-2516	9	1	abstract	abstract	ADJ
ajlm-2516	9	2	background	background	NOUN
ajlm-2516	9	3	:	:	PUNCT
ajlm-2516	9	4	artificial	artificial	ADJ
ajlm-2516	9	5	intelligence	intelligence	NOUN
ajlm-2516	9	6	(	(	PUNCT
ajlm-2516	9	7	ai	ai	NOUN
ajlm-2516	9	8	)	)	PUNCT
ajlm-2516	9	9	and	and	CCONJ
ajlm-2516	9	10	digital	digital	ADJ
ajlm-2516	9	11	technology	technology	NOUN
ajlm-2516	9	12	,	,	PUNCT
ajlm-2516	9	13	as	as	ADP
ajlm-2516	9	14	advanced	advanced	ADJ
ajlm-2516	9	15	human	human	NOUN
ajlm-2516	9	16	-	-	PUNCT
ajlm-2516	9	17	created	create	VERB
ajlm-2516	9	18	tools	tool	NOUN
ajlm-2516	9	19	,	,	PUNCT
ajlm-2516	9	20	are	be	AUX
ajlm-2516	9	21	influencing	influence	VERB
ajlm-2516	9	22	the	the	DET
ajlm-2516	9	23	healthcare	healthcare	NOUN
ajlm-2516	9	24	sector	sector	NOUN
ajlm-2516	9	25	.	.	PUNCT
ajlm-2516	10	1	aim	aim	VERB
ajlm-2516	10	2	:	:	PUNCT
ajlm-2516	10	3	this	this	DET
ajlm-2516	10	4	review	review	NOUN
ajlm-2516	10	5	provides	provide	VERB
ajlm-2516	10	6	a	a	DET
ajlm-2516	10	7	comprehensive	comprehensive	ADJ
ajlm-2516	10	8	and	and	CCONJ
ajlm-2516	10	9	structured	structured	ADJ
ajlm-2516	10	10	exploration	exploration	NOUN
ajlm-2516	10	11	of	of	ADP
ajlm-2516	10	12	the	the	DET
ajlm-2516	10	13	opportunities	opportunity	NOUN
ajlm-2516	10	14	presented	present	VERB
ajlm-2516	10	15	by	by	ADP
ajlm-2516	10	16	ai	ai	ADP
ajlm-2516	10	17	and	and	CCONJ
ajlm-2516	10	18	digital	digital	ADJ
ajlm-2516	10	19	technology	technology	NOUN
ajlm-2516	10	20	to	to	ADP
ajlm-2516	10	21	laboratory	laboratory	NOUN
ajlm-2516	10	22	diagnostics	diagnostic	NOUN
ajlm-2516	10	23	and	and	CCONJ
ajlm-2516	10	24	management	management	NOUN
ajlm-2516	10	25	of	of	ADP
ajlm-2516	10	26	communicable	communicable	NOUN
ajlm-2516	10	27	and	and	CCONJ
ajlm-2516	10	28	non	non	ADJ
ajlm-2516	10	29	-	-	ADJ
ajlm-2516	10	30	communicable	communicable	ADJ
ajlm-2516	10	31	diseases	disease	NOUN
ajlm-2516	10	32	in	in	ADP
ajlm-2516	10	33	africa	africa	PROPN
ajlm-2516	10	34	.	.	PUNCT
ajlm-2516	11	1	methods	method	NOUN
ajlm-2516	11	2	:	:	PUNCT
ajlm-2516	11	3	the	the	DET
ajlm-2516	11	4	study	study	NOUN
ajlm-2516	11	5	employed	employ	VERB
ajlm-2516	11	6	the	the	DET
ajlm-2516	11	7	preferred	preferred	ADJ
ajlm-2516	11	8	reporting	reporting	NOUN
ajlm-2516	11	9	items	item	NOUN
ajlm-2516	11	10	for	for	ADP
ajlm-2516	11	11	systematic	systematic	ADJ
ajlm-2516	11	12	reviews	review	NOUN
ajlm-2516	11	13	,	,	PUNCT
ajlm-2516	11	14	meta	meta	ADJ
ajlm-2516	11	15	-	-	PUNCT
ajlm-2516	11	16	analyses	analysis	NOUN
ajlm-2516	11	17	guidelines	guideline	NOUN
ajlm-2516	11	18	and	and	CCONJ
ajlm-2516	11	19	bibliometric	bibliometric	ADJ
ajlm-2516	11	20	analysis	analysis	NOUN
ajlm-2516	11	21	as	as	ADP
ajlm-2516	11	22	its	its	PRON
ajlm-2516	11	23	methodological	methodological	ADJ
ajlm-2516	11	24	approach	approach	NOUN
ajlm-2516	11	25	.	.	PUNCT
ajlm-2516	12	1	peer	peer	NOUN
ajlm-2516	12	2	-	-	PUNCT
ajlm-2516	12	3	reviewed	review	VERB
ajlm-2516	12	4	publications	publication	NOUN
ajlm-2516	12	5	from	from	ADP
ajlm-2516	12	6	2000	2000	NUM
ajlm-2516	12	7	to	to	ADP
ajlm-2516	12	8	2024	2024	NUM
ajlm-2516	12	9	were	be	AUX
ajlm-2516	12	10	retrieved	retrieve	VERB
ajlm-2516	12	11	from	from	ADP
ajlm-2516	12	12	pubmed	pubmed	PROPN
ajlm-2516	12	13	®	®	PROPN
ajlm-2516	12	14	,	,	PUNCT
ajlm-2516	12	15	web	web	NOUN
ajlm-2516	12	16	of	of	ADP
ajlm-2516	12	17	science	science	NOUN
ajlm-2516	12	18	™	™	NOUN
ajlm-2516	12	19	and	and	CCONJ
ajlm-2516	12	20	google	google	PROPN
ajlm-2516	12	21	scholar	scholar	NOUN
ajlm-2516	12	22	databases	database	NOUN
ajlm-2516	12	23	.	.	PUNCT
ajlm-2516	13	1	results	result	NOUN
ajlm-2516	13	2	:	:	PUNCT
ajlm-2516	13	3	the	the	DET
ajlm-2516	13	4	study	study	NOUN
ajlm-2516	13	5	incorporated	incorporate	VERB
ajlm-2516	13	6	a	a	DET
ajlm-2516	13	7	total	total	NOUN
ajlm-2516	13	8	of	of	ADP
ajlm-2516	13	9	1563	1563	NUM
ajlm-2516	13	10	peer	peer	NOUN
ajlm-2516	13	11	-	-	PUNCT
ajlm-2516	13	12	reviewed	review	VERB
ajlm-2516	13	13	scientific	scientific	ADJ
ajlm-2516	13	14	documents	document	NOUN
ajlm-2516	13	15	and	and	CCONJ
ajlm-2516	13	16	,	,	PUNCT
ajlm-2516	13	17	after	after	ADP
ajlm-2516	13	18	filtration	filtration	NOUN
ajlm-2516	13	19	,	,	PUNCT
ajlm-2516	13	20	37	37	NUM
ajlm-2516	13	21	were	be	AUX
ajlm-2516	13	22	utilised	utilise	VERB
ajlm-2516	13	23	for	for	ADP
ajlm-2516	13	24	systematic	systematic	ADJ
ajlm-2516	13	25	review	review	NOUN
ajlm-2516	13	26	.	.	PUNCT
ajlm-2516	14	1	the	the	DET
ajlm-2516	14	2	findings	finding	NOUN
ajlm-2516	14	3	revealed	reveal	VERB
ajlm-2516	14	4	that	that	SCONJ
ajlm-2516	14	5	ai	ai	VERB
ajlm-2516	14	6	and	and	CCONJ
ajlm-2516	14	7	digital	digital	ADJ
ajlm-2516	14	8	technology	technology	NOUN
ajlm-2516	14	9	play	play	VERB
ajlm-2516	14	10	a	a	DET
ajlm-2516	14	11	key	key	ADJ
ajlm-2516	14	12	role	role	NOUN
ajlm-2516	14	13	in	in	ADP
ajlm-2516	14	14	patient	patient	ADJ
ajlm-2516	14	15	management	management	NOUN
ajlm-2516	14	16	,	,	PUNCT
ajlm-2516	14	17	quality	quality	NOUN
ajlm-2516	14	18	assurance	assurance	NOUN
ajlm-2516	14	19	and	and	CCONJ
ajlm-2516	14	20	laboratory	laboratory	NOUN
ajlm-2516	14	21	operations	operation	NOUN
ajlm-2516	14	22	,	,	PUNCT
ajlm-2516	14	23	including	include	VERB
ajlm-2516	14	24	healthcare	healthcare	NOUN
ajlm-2516	14	25	decision	decision	NOUN
ajlm-2516	14	26	-	-	PUNCT
ajlm-2516	14	27	making	making	NOUN
ajlm-2516	14	28	,	,	PUNCT
ajlm-2516	14	29	disease	disease	NOUN
ajlm-2516	14	30	monitoring	monitoring	NOUN
ajlm-2516	14	31	and	and	CCONJ
ajlm-2516	14	32	prognosis	prognosis	NOUN
ajlm-2516	14	33	.	.	PUNCT
ajlm-2516	15	1	metadata	metadata	PROPN
ajlm-2516	15	2	reflected	reflect	VERB
ajlm-2516	15	3	the	the	DET
ajlm-2516	15	4	disproportionate	disproportionate	ADJ
ajlm-2516	15	5	research	research	NOUN
ajlm-2516	15	6	outputs	output	NOUN
ajlm-2516	15	7	distribution	distribution	NOUN
ajlm-2516	15	8	across	across	ADP
ajlm-2516	15	9	africa	africa	PROPN
ajlm-2516	15	10	.	.	PUNCT
ajlm-2516	16	1	in	in	ADP
ajlm-2516	16	2	relation	relation	NOUN
ajlm-2516	16	3	to	to	ADP
ajlm-2516	16	4	non	non	ADJ
ajlm-2516	16	5	-	-	ADJ
ajlm-2516	16	6	communicable	communicable	ADJ
ajlm-2516	16	7	diseases	disease	NOUN
ajlm-2516	16	8	,	,	PUNCT
ajlm-2516	16	9	egypt	egypt	PROPN
ajlm-2516	16	10	,	,	PUNCT
ajlm-2516	16	11	south	south	PROPN
ajlm-2516	16	12	africa	africa	PROPN
ajlm-2516	16	13	,	,	PUNCT
ajlm-2516	16	14	and	and	CCONJ
ajlm-2516	16	15	morocco	morocco	PROPN
ajlm-2516	16	16	lead	lead	VERB
ajlm-2516	16	17	in	in	ADP
ajlm-2516	16	18	cardiovascular	cardiovascular	ADJ
ajlm-2516	16	19	,	,	PUNCT
ajlm-2516	16	20	diabetes	diabetes	NOUN
ajlm-2516	16	21	and	and	CCONJ
ajlm-2516	16	22	cancer	cancer	NOUN
ajlm-2516	16	23	research	research	NOUN
ajlm-2516	16	24	.	.	PUNCT
ajlm-2516	17	1	representing	represent	VERB
ajlm-2516	17	2	communicable	communicable	NOUN
ajlm-2516	17	3	diseases	disease	NOUN
ajlm-2516	17	4	research	research	NOUN
ajlm-2516	17	5	,	,	PUNCT
ajlm-2516	17	6	algeria	algeria	PROPN
ajlm-2516	17	7	,	,	PUNCT
ajlm-2516	17	8	egypt	egypt	PROPN
ajlm-2516	17	9	,	,	PUNCT
ajlm-2516	17	10	and	and	CCONJ
ajlm-2516	17	11	south	south	PROPN
ajlm-2516	17	12	africa	africa	PROPN
ajlm-2516	17	13	were	be	AUX
ajlm-2516	17	14	prominent	prominent	ADJ
ajlm-2516	17	15	in	in	ADP
ajlm-2516	17	16	hiv	hiv	PROPN
ajlm-2516	17	17	/	/	SYM
ajlm-2516	17	18	aids	aids	PROPN
ajlm-2516	17	19	research	research	NOUN
ajlm-2516	17	20	.	.	PUNCT
ajlm-2516	18	1	south	south	PROPN
ajlm-2516	18	2	africa	africa	PROPN
ajlm-2516	18	3	,	,	PUNCT
ajlm-2516	18	4	nigeria	nigeria	PROPN
ajlm-2516	18	5	,	,	PUNCT
ajlm-2516	18	6	ghana	ghana	PROPN
ajlm-2516	18	7	,	,	PUNCT
ajlm-2516	18	8	and	and	CCONJ
ajlm-2516	18	9	egypt	egypt	PROPN
ajlm-2516	18	10	lead	lead	VERB
ajlm-2516	18	11	in	in	ADP
ajlm-2516	18	12	malaria	malaria	NOUN
ajlm-2516	18	13	and	and	CCONJ
ajlm-2516	18	14	tuberculosis	tuberculosis	PRON
ajlm-2516	18	15	research	research	NOUN
ajlm-2516	18	16	.	.	PUNCT
ajlm-2516	19	1	conclusion	conclusion	NOUN
ajlm-2516	19	2	:	:	PUNCT
ajlm-2516	19	3	facilitation	facilitation	NOUN
ajlm-2516	19	4	of	of	ADP
ajlm-2516	19	5	widespread	widespread	ADJ
ajlm-2516	19	6	adoption	adoption	NOUN
ajlm-2516	19	7	of	of	ADP
ajlm-2516	19	8	ai	ai	NOUN
ajlm-2516	19	9	and	and	CCONJ
ajlm-2516	19	10	digital	digital	ADJ
ajlm-2516	19	11	technology	technology	NOUN
ajlm-2516	19	12	in	in	ADP
ajlm-2516	19	13	laboratory	laboratory	NOUN
ajlm-2516	19	14	diagnostics	diagnostic	NOUN
ajlm-2516	19	15	across	across	ADP
ajlm-2516	19	16	africa	africa	PROPN
ajlm-2516	19	17	is	be	AUX
ajlm-2516	19	18	critical	critical	ADJ
ajlm-2516	19	19	for	for	ADP
ajlm-2516	19	20	maximising	maximise	VERB
ajlm-2516	19	21	patient	patient	ADJ
ajlm-2516	19	22	benefits	benefit	NOUN
ajlm-2516	19	23	.	.	PUNCT
ajlm-2516	20	1	it	it	PRON
ajlm-2516	20	2	is	be	AUX
ajlm-2516	20	3	recommended	recommend	VERB
ajlm-2516	20	4	that	that	SCONJ
ajlm-2516	20	5	governments	government	NOUN
ajlm-2516	20	6	in	in	ADP
ajlm-2516	20	7	africa	africa	PROPN
ajlm-2516	20	8	allocate	allocate	VERB
ajlm-2516	20	9	more	more	ADJ
ajlm-2516	20	10	funding	funding	NOUN
ajlm-2516	20	11	for	for	ADP
ajlm-2516	20	12	infrastructure	infrastructure	NOUN
ajlm-2516	20	13	and	and	CCONJ
ajlm-2516	20	14	research	research	NOUN
ajlm-2516	20	15	on	on	ADP
ajlm-2516	20	16	ai	ai	VERB
ajlm-2516	20	17	to	to	PART
ajlm-2516	20	18	serve	serve	VERB
ajlm-2516	20	19	as	as	ADP
ajlm-2516	20	20	a	a	DET
ajlm-2516	20	21	catalyst	catalyst	NOUN
ajlm-2516	20	22	for	for	ADP
ajlm-2516	20	23	innovation	innovation	NOUN
ajlm-2516	20	24	.	.	PUNCT
ajlm-2516	21	1	what	what	PRON
ajlm-2516	21	2	this	this	DET
ajlm-2516	21	3	study	study	NOUN
ajlm-2516	21	4	adds	add	VERB
ajlm-2516	21	5	:	:	PUNCT
ajlm-2516	21	6	this	this	DET
ajlm-2516	21	7	review	review	NOUN
ajlm-2516	21	8	provides	provide	VERB
ajlm-2516	21	9	a	a	DET
ajlm-2516	21	10	comprehensive	comprehensive	ADJ
ajlm-2516	21	11	and	and	CCONJ
ajlm-2516	21	12	context	context	NOUN
ajlm-2516	21	13	-	-	PUNCT
ajlm-2516	21	14	specific	specific	ADJ
ajlm-2516	21	15	analysis	analysis	NOUN
ajlm-2516	21	16	of	of	ADP
ajlm-2516	21	17	ai	ai	NOUN
ajlm-2516	21	18	’s	’s	PART
ajlm-2516	21	19	application	application	NOUN
ajlm-2516	21	20	in	in	ADP
ajlm-2516	21	21	african	african	ADJ
ajlm-2516	21	22	healthcare	healthcare	NOUN
ajlm-2516	21	23	.	.	PUNCT
ajlm-2516	22	1	keywords	keyword	NOUN
ajlm-2516	22	2	:	:	PUNCT
ajlm-2516	22	3	artificial	artificial	ADJ
ajlm-2516	22	4	intelligence	intelligence	NOUN
ajlm-2516	22	5	;	;	PUNCT
ajlm-2516	22	6	diagnostic	diagnostic	ADJ
ajlm-2516	22	7	laboratories	laboratory	NOUN
ajlm-2516	22	8	;	;	PUNCT
ajlm-2516	22	9	communicable	communicable	NOUN
ajlm-2516	22	10	diseases	disease	NOUN
ajlm-2516	22	11	;	;	PUNCT
ajlm-2516	22	12	non	non	ADJ
ajlm-2516	22	13	-	-	ADJ
ajlm-2516	22	14	communicable	communicable	ADJ
ajlm-2516	22	15	diseases	disease	NOUN
ajlm-2516	22	16	;	;	PUNCT
ajlm-2516	22	17	machine	machine	NOUN
ajlm-2516	22	18	learning	learning	NOUN
ajlm-2516	22	19	;	;	PUNCT
ajlm-2516	22	20	deep	deep	ADJ
ajlm-2516	22	21	learning	learning	NOUN
ajlm-2516	22	22	;	;	PUNCT
ajlm-2516	22	23	internet	internet	NOUN
ajlm-2516	22	24	of	of	ADP
ajlm-2516	22	25	things	thing	NOUN
ajlm-2516	22	26	.	.	PUNCT
ajlm-2516	23	1	introduction	introduction	NOUN
ajlm-2516	23	2	the	the	DET
ajlm-2516	23	3	fourth	fourth	PROPN
ajlm-2516	23	4	industrial	industrial	ADJ
ajlm-2516	23	5	revolution	revolution	NOUN
ajlm-2516	23	6	epitomises	epitomise	VERB
ajlm-2516	23	7	the	the	DET
ajlm-2516	23	8	current	current	ADJ
ajlm-2516	23	9	state	state	NOUN
ajlm-2516	23	10	of	of	ADP
ajlm-2516	23	11	emerging	emerge	VERB
ajlm-2516	23	12	technologies	technology	NOUN
ajlm-2516	23	13	,	,	PUNCT
ajlm-2516	23	14	including	include	VERB
ajlm-2516	23	15	how	how	SCONJ
ajlm-2516	23	16	the	the	DET
ajlm-2516	23	17	internet	internet	NOUN
ajlm-2516	23	18	of	of	ADP
ajlm-2516	23	19	things	thing	NOUN
ajlm-2516	23	20	,	,	PUNCT
ajlm-2516	23	21	which	which	PRON
ajlm-2516	23	22	includes	include	VERB
ajlm-2516	23	23	devices	device	NOUN
ajlm-2516	23	24	that	that	PRON
ajlm-2516	23	25	can	can	AUX
ajlm-2516	23	26	communicate	communicate	VERB
ajlm-2516	23	27	,	,	PUNCT
ajlm-2516	23	28	sense	sense	NOUN
ajlm-2516	23	29	,	,	PUNCT
ajlm-2516	23	30	and	and	CCONJ
ajlm-2516	23	31	exchange	exchange	NOUN
ajlm-2516	23	32	data	datum	NOUN
ajlm-2516	23	33	with	with	ADP
ajlm-2516	23	34	other	other	ADJ
ajlm-2516	23	35	devices	device	NOUN
ajlm-2516	23	36	and	and	CCONJ
ajlm-2516	23	37	systems	system	NOUN
ajlm-2516	23	38	through	through	ADP
ajlm-2516	23	39	the	the	DET
ajlm-2516	23	40	internet	internet	NOUN
ajlm-2516	23	41	,	,	PUNCT
ajlm-2516	23	42	and	and	CCONJ
ajlm-2516	23	43	artificial	artificial	ADJ
ajlm-2516	23	44	intelligence	intelligence	NOUN
ajlm-2516	23	45	(	(	PUNCT
ajlm-2516	23	46	ai	ai	AUX
ajlm-2516	23	47	)	)	PUNCT
ajlm-2516	23	48	are	be	AUX
ajlm-2516	23	49	influencing	influence	VERB
ajlm-2516	23	50	the	the	DET
ajlm-2516	23	51	ways	way	NOUN
ajlm-2516	23	52	we	we	PRON
ajlm-2516	23	53	undertake	undertake	VERB
ajlm-2516	23	54	different	different	ADJ
ajlm-2516	23	55	endeavours	endeavour	NOUN
ajlm-2516	23	56	of	of	ADP
ajlm-2516	23	57	life.1	life.1	CCONJ
ajlm-2516	23	58	it	it	PRON
ajlm-2516	23	59	unravels	unravel	VERB
ajlm-2516	23	60	the	the	DET
ajlm-2516	23	61	implications	implication	NOUN
ajlm-2516	23	62	for	for	ADP
ajlm-2516	23	63	skills	skill	NOUN
ajlm-2516	23	64	development	development	NOUN
ajlm-2516	23	65	in	in	ADP
ajlm-2516	23	66	different	different	ADJ
ajlm-2516	23	67	sectors	sector	NOUN
ajlm-2516	23	68	,	,	PUNCT
ajlm-2516	23	69	including	include	VERB
ajlm-2516	23	70	healthcare	healthcare	NOUN
ajlm-2516	23	71	.	.	PUNCT
ajlm-2516	24	1	it	it	PRON
ajlm-2516	24	2	also	also	ADV
ajlm-2516	24	3	affords	afford	VERB
ajlm-2516	24	4	opportunities	opportunity	NOUN
ajlm-2516	24	5	to	to	PART
ajlm-2516	24	6	reimagine	reimagine	VERB
ajlm-2516	24	7	and	and	CCONJ
ajlm-2516	24	8	re	re	ADJ
ajlm-2516	24	9	-	-	NOUN
ajlm-2516	24	10	invent	invent	ADJ
ajlm-2516	24	11	ways	way	NOUN
ajlm-2516	24	12	of	of	ADP
ajlm-2516	24	13	teaching	teaching	NOUN
ajlm-2516	24	14	and	and	CCONJ
ajlm-2516	24	15	learning	learn	VERB
ajlm-2516	24	16	in	in	ADP
ajlm-2516	24	17	africa	africa	PROPN
ajlm-2516	24	18	.	.	PUNCT
ajlm-2516	25	1	the	the	DET
ajlm-2516	25	2	fourth	fourth	PROPN
ajlm-2516	25	3	industrial	industrial	ADJ
ajlm-2516	25	4	revolution	revolution	NOUN
ajlm-2516	25	5	includes	include	VERB
ajlm-2516	25	6	digital	digital	ADJ
ajlm-2516	25	7	technology	technology	NOUN
ajlm-2516	25	8	and	and	CCONJ
ajlm-2516	25	9	ai	ai	VERB
ajlm-2516	25	10	,	,	PUNCT
ajlm-2516	25	11	gene	gene	NOUN
ajlm-2516	25	12	sequencing	sequencing	NOUN
ajlm-2516	25	13	,	,	PUNCT
ajlm-2516	25	14	quantum	quantum	NOUN
ajlm-2516	25	15	computing	computing	NOUN
ajlm-2516	25	16	,	,	PUNCT
ajlm-2516	25	17	nanotechnology	nanotechnology	NOUN
ajlm-2516	25	18	,	,	PUNCT
ajlm-2516	25	19	and	and	CCONJ
ajlm-2516	25	20	big	big	ADJ
ajlm-2516	25	21	data	datum	NOUN
ajlm-2516	25	22	analytics	analytic	NOUN
ajlm-2516	25	23	,	,	PUNCT
ajlm-2516	25	24	all	all	PRON
ajlm-2516	25	25	of	of	ADP
ajlm-2516	25	26	which	which	PRON
ajlm-2516	25	27	are	be	AUX
ajlm-2516	25	28	of	of	ADP
ajlm-2516	25	29	significance	significance	NOUN
ajlm-2516	25	30	in	in	ADP
ajlm-2516	25	31	laboratory	laboratory	NOUN
ajlm-2516	25	32	diagnostics.2	diagnostics.2	PROPN
ajlm-2516	25	33	big	big	ADJ
ajlm-2516	25	34	data	datum	NOUN
ajlm-2516	25	35	involves	involve	VERB
ajlm-2516	25	36	large	large	ADJ
ajlm-2516	25	37	volume	volume	NOUN
ajlm-2516	25	38	,	,	PUNCT
ajlm-2516	25	39	high	high	ADJ
ajlm-2516	25	40	speed	speed	NOUN
ajlm-2516	25	41	,	,	PUNCT
ajlm-2516	25	42	and	and	CCONJ
ajlm-2516	25	43	multiplicity	multiplicity	NOUN
ajlm-2516	25	44	of	of	ADP
ajlm-2516	25	45	information	information	NOUN
ajlm-2516	25	46	processing	processing	NOUN
ajlm-2516	25	47	for	for	ADP
ajlm-2516	25	48	better	well	ADJ
ajlm-2516	25	49	insights	insight	NOUN
ajlm-2516	25	50	,	,	PUNCT
ajlm-2516	25	51	decision	decision	NOUN
ajlm-2516	25	52	-	-	PUNCT
ajlm-2516	25	53	making	making	NOUN
ajlm-2516	25	54	and	and	CCONJ
ajlm-2516	25	55	automation.2	automation.2	ADJ
ajlm-2516	25	56	quantum	quantum	NOUN
ajlm-2516	25	57	computing	computing	NOUN
ajlm-2516	25	58	is	be	AUX
ajlm-2516	25	59	useful	useful	ADJ
ajlm-2516	25	60	in	in	ADP
ajlm-2516	25	61	healthcare	healthcare	PROPN
ajlm-2516	25	62	,	,	PUNCT
ajlm-2516	25	63	including	include	VERB
ajlm-2516	25	64	machine	machine	NOUN
ajlm-2516	25	65	learning	learning	NOUN
ajlm-2516	25	66	(	(	PUNCT
ajlm-2516	25	67	ml	ml	NOUN
ajlm-2516	25	68	)	)	PUNCT
ajlm-2516	25	69	methods	method	NOUN
ajlm-2516	25	70	to	to	PART
ajlm-2516	25	71	diagnose	diagnose	VERB
ajlm-2516	25	72	diseases.1	diseases.1	NOUN
ajlm-2516	25	73	artificial	artificial	ADJ
ajlm-2516	25	74	intelligence	intelligence	NOUN
ajlm-2516	25	75	is	be	AUX
ajlm-2516	25	76	an	an	DET
ajlm-2516	25	77	emerging	emerge	VERB
ajlm-2516	25	78	area	area	NOUN
ajlm-2516	25	79	in	in	ADP
ajlm-2516	25	80	science	science	NOUN
ajlm-2516	25	81	and	and	CCONJ
ajlm-2516	25	82	technology	technology	NOUN
ajlm-2516	25	83	that	that	PRON
ajlm-2516	25	84	may	may	AUX
ajlm-2516	25	85	soon	soon	ADV
ajlm-2516	25	86	change	change	VERB
ajlm-2516	25	87	every	every	DET
ajlm-2516	25	88	aspect	aspect	NOUN
ajlm-2516	25	89	of	of	ADP
ajlm-2516	25	90	human	human	ADJ
ajlm-2516	25	91	life.3	life.3	PROPN
ajlm-2516	25	92	kayembe	kayembe	NOUN
ajlm-2516	25	93	and	and	CCONJ
ajlm-2516	25	94	nel	nel	PROPN
ajlm-2516	25	95	define	define	NOUN
ajlm-2516	25	96	ai	ai	PROPN
ajlm-2516	25	97	as	as	ADP
ajlm-2516	25	98	computer	computer	NOUN
ajlm-2516	25	99	systems	system	NOUN
ajlm-2516	25	100	that	that	PRON
ajlm-2516	25	101	can	can	AUX
ajlm-2516	25	102	complete	complete	VERB
ajlm-2516	25	103	complex	complex	ADJ
ajlm-2516	25	104	functions	function	NOUN
ajlm-2516	25	105	related	relate	VERB
ajlm-2516	25	106	to	to	ADP
ajlm-2516	25	107	human	human	ADJ
ajlm-2516	25	108	intelligence.1	intelligence.1	VERB
ajlm-2516	25	109	artificial	artificial	ADJ
ajlm-2516	25	110	intelligence	intelligence	NOUN
ajlm-2516	25	111	is	be	AUX
ajlm-2516	25	112	the	the	DET
ajlm-2516	25	113	use	use	NOUN
ajlm-2516	25	114	of	of	ADP
ajlm-2516	25	115	technologies	technology	NOUN
ajlm-2516	25	116	that	that	PRON
ajlm-2516	25	117	provide	provide	VERB
ajlm-2516	25	118	alternatives	alternative	NOUN
ajlm-2516	25	119	to	to	ADP
ajlm-2516	25	120	human	human	ADJ
ajlm-2516	25	121	functions	function	NOUN
ajlm-2516	25	122	by	by	ADP
ajlm-2516	25	123	allowing	allow	VERB
ajlm-2516	25	124	machines	machine	NOUN
ajlm-2516	25	125	to	to	PART
ajlm-2516	25	126	perform	perform	VERB
ajlm-2516	25	127	effective	effective	ADJ
ajlm-2516	25	128	functions	function	NOUN
ajlm-2516	25	129	that	that	PRON
ajlm-2516	25	130	were	be	AUX
ajlm-2516	25	131	previously	previously	ADV
ajlm-2516	25	132	carried	carry	VERB
ajlm-2516	25	133	out	out	ADP
ajlm-2516	25	134	by	by	ADP
ajlm-2516	25	135	humans	human	NOUN
ajlm-2516	25	136	by	by	ADP
ajlm-2516	25	137	mimicking	mimic	VERB
ajlm-2516	25	138	human	human	NOUN
ajlm-2516	25	139	action.3	action.3	NOUN
ajlm-2516	25	140	from	from	ADP
ajlm-2516	25	141	the	the	DET
ajlm-2516	25	142	foregoing	foregoing	NOUN
ajlm-2516	25	143	,	,	PUNCT
ajlm-2516	25	144	ai	ai	AUX
ajlm-2516	25	145	could	could	AUX
ajlm-2516	25	146	thus	thus	ADV
ajlm-2516	25	147	be	be	AUX
ajlm-2516	25	148	seen	see	VERB
ajlm-2516	25	149	as	as	ADP
ajlm-2516	25	150	a	a	DET
ajlm-2516	25	151	subset	subset	NOUN
ajlm-2516	25	152	of	of	ADP
ajlm-2516	25	153	digital	digital	ADJ
ajlm-2516	25	154	transformation	transformation	NOUN
ajlm-2516	25	155	to	to	PART
ajlm-2516	25	156	perform	perform	VERB
ajlm-2516	25	157	different	different	ADJ
ajlm-2516	25	158	tasks	task	NOUN
ajlm-2516	25	159	that	that	PRON
ajlm-2516	25	160	require	require	VERB
ajlm-2516	25	161	human	human	ADJ
ajlm-2516	25	162	intelligence	intelligence	NOUN
ajlm-2516	25	163	using	use	VERB
ajlm-2516	25	164	computing	computing	NOUN
ajlm-2516	25	165	devices	device	NOUN
ajlm-2516	25	166	such	such	ADJ
ajlm-2516	25	167	as	as	ADP
ajlm-2516	25	168	robots.4	robots.4	PROPN
ajlm-2516	25	169	it	it	PRON
ajlm-2516	25	170	is	be	AUX
ajlm-2516	25	171	evident	evident	ADJ
ajlm-2516	25	172	from	from	ADP
ajlm-2516	25	173	the	the	DET
ajlm-2516	25	174	literature	literature	NOUN
ajlm-2516	25	175	that	that	PRON
ajlm-2516	25	176	ai	ai	VERB
ajlm-2516	25	177	alters	alter	VERB
ajlm-2516	25	178	the	the	DET
ajlm-2516	25	179	way	way	NOUN
ajlm-2516	25	180	humans	human	NOUN
ajlm-2516	25	181	perform	perform	VERB
ajlm-2516	25	182	their	their	PRON
ajlm-2516	25	183	functions	function	NOUN
ajlm-2516	25	184	and	and	CCONJ
ajlm-2516	25	185	leads	lead	VERB
ajlm-2516	25	186	to	to	ADP
ajlm-2516	25	187	increased	increase	VERB
ajlm-2516	25	188	productivity	productivity	NOUN
ajlm-2516	25	189	in	in	ADP
ajlm-2516	25	190	various	various	ADJ
ajlm-2516	25	191	sectors.5	sectors.5	PROPN
ajlm-2516	25	192	sub	sub	NOUN
ajlm-2516	25	193	-	-	NOUN
ajlm-2516	25	194	fields	field	NOUN
ajlm-2516	25	195	of	of	ADP
ajlm-2516	25	196	ai	ai	NOUN
ajlm-2516	25	197	include	include	NOUN
ajlm-2516	25	198	:	:	PUNCT
ajlm-2516	25	199	machine	machine	NOUN
ajlm-2516	25	200	learning	learning	NOUN
ajlm-2516	25	201	,	,	PUNCT
ajlm-2516	25	202	which	which	PRON
ajlm-2516	25	203	involves	involve	VERB
ajlm-2516	25	204	pattern	pattern	NOUN
ajlm-2516	25	205	discovery	discovery	NOUN
ajlm-2516	25	206	and	and	CCONJ
ajlm-2516	25	207	evaluation	evaluation	NOUN
ajlm-2516	25	208	from	from	ADP
ajlm-2516	25	209	data	datum	NOUN
ajlm-2516	25	210	sets	set	NOUN
ajlm-2516	25	211	,	,	PUNCT
ajlm-2516	25	212	leading	lead	VERB
ajlm-2516	25	213	to	to	ADP
ajlm-2516	25	214	machines	machine	NOUN
ajlm-2516	25	215	’	'	PUNCT
ajlm-2516	25	216	performance	performance	NOUN
ajlm-2516	25	217	improvement	improvement	NOUN
ajlm-2516	25	218	as	as	SCONJ
ajlm-2516	25	219	the	the	DET
ajlm-2516	25	220	machines	machine	NOUN
ajlm-2516	25	221	learn	learn	VERB
ajlm-2516	25	222	;	;	PUNCT
ajlm-2516	25	223	deep	deep	ADJ
ajlm-2516	25	224	learning	learning	NOUN
ajlm-2516	25	225	,	,	PUNCT
ajlm-2516	25	226	a	a	DET
ajlm-2516	25	227	sub	sub	NOUN
ajlm-2516	25	228	-	-	NOUN
ajlm-2516	25	229	field	field	NOUN
ajlm-2516	25	230	of	of	ADP
ajlm-2516	25	231	ml	ml	NOUN
ajlm-2516	25	232	,	,	PUNCT
ajlm-2516	25	233	comprising	comprise	VERB
ajlm-2516	25	234	neural	neural	ADJ
ajlm-2516	25	235	networks	network	NOUN
ajlm-2516	25	236	to	to	PART
ajlm-2516	25	237	facilitate	facilitate	VERB
ajlm-2516	25	238	ml	ml	NOUN
ajlm-2516	25	239	in	in	ADP
ajlm-2516	25	240	order	order	NOUN
ajlm-2516	25	241	for	for	SCONJ
ajlm-2516	25	242	machines	machine	NOUN
ajlm-2516	25	243	to	to	PART
ajlm-2516	25	244	formulate	formulate	VERB
ajlm-2516	25	245	their	their	PRON
ajlm-2516	25	246	own	own	ADJ
ajlm-2516	25	247	decisions	decision	NOUN
ajlm-2516	25	248	;	;	PUNCT
ajlm-2516	25	249	natural	natural	ADJ
ajlm-2516	25	250	language	language	NOUN
ajlm-2516	25	251	processing	processing	NOUN
ajlm-2516	25	252	,	,	PUNCT
ajlm-2516	25	253	a	a	DET
ajlm-2516	25	254	way	way	NOUN
ajlm-2516	25	255	that	that	PRON
ajlm-2516	25	256	computers	computer	NOUN
ajlm-2516	25	257	unearth	unearth	VERB
ajlm-2516	25	258	data	datum	NOUN
ajlm-2516	25	259	on	on	ADP
ajlm-2516	25	260	human	human	ADJ
ajlm-2516	25	261	language	language	NOUN
ajlm-2516	25	262	to	to	PART
ajlm-2516	25	263	formulate	formulate	VERB
ajlm-2516	25	264	decisions	decision	NOUN
ajlm-2516	25	265	;	;	PUNCT
ajlm-2516	25	266	and	and	CCONJ
ajlm-2516	25	267	computer	computer	NOUN
ajlm-2516	25	268	vision	vision	NOUN
ajlm-2516	25	269	,	,	PUNCT
ajlm-2516	25	270	which	which	PRON
ajlm-2516	25	271	enables	enable	VERB
ajlm-2516	25	272	computers	computer	NOUN
ajlm-2516	25	273	to	to	PART
ajlm-2516	25	274	acquire	acquire	VERB
ajlm-2516	25	275	information	information	NOUN
ajlm-2516	25	276	and	and	CCONJ
ajlm-2516	25	277	understanding	understanding	NOUN
ajlm-2516	25	278	from	from	ADP
ajlm-2516	25	279	images	image	NOUN
ajlm-2516	25	280	or	or	CCONJ
ajlm-2516	25	281	videos.6	videos.6	PROPN
ajlm-2516	25	282	apart	apart	ADV
ajlm-2516	25	283	from	from	ADP
ajlm-2516	25	284	what	what	PRON
ajlm-2516	25	285	has	have	AUX
ajlm-2516	25	286	been	be	AUX
ajlm-2516	25	287	discussed	discuss	VERB
ajlm-2516	25	288	earlier	early	ADV
ajlm-2516	25	289	,	,	PUNCT
ajlm-2516	25	290	ai	ai	AUX
ajlm-2516	25	291	technologies	technology	NOUN
ajlm-2516	25	292	also	also	ADV
ajlm-2516	25	293	encompass	encompass	VERB
ajlm-2516	25	294	rule	rule	NOUN
ajlm-2516	25	295	-	-	PUNCT
ajlm-2516	25	296	based	base	VERB
ajlm-2516	25	297	systems	system	NOUN
ajlm-2516	25	298	,	,	PUNCT
ajlm-2516	25	299	robotic	robotic	ADJ
ajlm-2516	25	300	processing	processing	NOUN
ajlm-2516	25	301	automation	automation	NOUN
ajlm-2516	25	302	,	,	PUNCT
ajlm-2516	25	303	clinical	clinical	ADJ
ajlm-2516	25	304	decision	decision	NOUN
ajlm-2516	25	305	support	support	NOUN
ajlm-2516	25	306	systems	system	NOUN
ajlm-2516	25	307	,	,	PUNCT
ajlm-2516	25	308	and	and	CCONJ
ajlm-2516	25	309	generative	generative	ADJ
ajlm-2516	25	310	adversarial	adversarial	ADJ
ajlm-2516	25	311	networks	network	NOUN
ajlm-2516	25	312	,	,	PUNCT
ajlm-2516	25	313	among	among	ADP
ajlm-2516	25	314	others.6	others.6	PROPN
ajlm-2516	25	315	even	even	ADV
ajlm-2516	25	316	though	though	SCONJ
ajlm-2516	25	317	ai	ai	INTJ
ajlm-2516	25	318	is	be	AUX
ajlm-2516	25	319	a	a	DET
ajlm-2516	25	320	rapidly	rapidly	ADV
ajlm-2516	25	321	growing	grow	VERB
ajlm-2516	25	322	field	field	NOUN
ajlm-2516	25	323	all	all	ADV
ajlm-2516	25	324	over	over	ADP
ajlm-2516	25	325	the	the	DET
ajlm-2516	25	326	world	world	NOUN
ajlm-2516	25	327	,	,	PUNCT
ajlm-2516	25	328	the	the	DET
ajlm-2516	25	329	adoption	adoption	NOUN
ajlm-2516	25	330	rate	rate	NOUN
ajlm-2516	25	331	varies	vary	VERB
ajlm-2516	25	332	between	between	ADP
ajlm-2516	25	333	developed	develop	VERB
ajlm-2516	25	334	and	and	CCONJ
ajlm-2516	25	335	developing	develop	VERB
ajlm-2516	25	336	countries.7	countries.7	NOUN
ajlm-2516	25	337	in	in	ADP
ajlm-2516	25	338	some	some	DET
ajlm-2516	25	339	countries	country	NOUN
ajlm-2516	25	340	,	,	PUNCT
ajlm-2516	25	341	arguments	argument	NOUN
ajlm-2516	25	342	against	against	ADP
ajlm-2516	25	343	the	the	DET
ajlm-2516	25	344	use	use	NOUN
ajlm-2516	25	345	of	of	ADP
ajlm-2516	25	346	ai	ai	VERB
ajlm-2516	25	347	include	include	VERB
ajlm-2516	25	348	ethical	ethical	ADJ
ajlm-2516	25	349	use	use	NOUN
ajlm-2516	25	350	,	,	PUNCT
ajlm-2516	25	351	which	which	PRON
ajlm-2516	25	352	may	may	AUX
ajlm-2516	25	353	violate	violate	VERB
ajlm-2516	25	354	the	the	DET
ajlm-2516	25	355	rights	right	NOUN
ajlm-2516	25	356	of	of	ADP
ajlm-2516	25	357	citizens	citizen	NOUN
ajlm-2516	25	358	and	and	CCONJ
ajlm-2516	25	359	cause	cause	VERB
ajlm-2516	25	360	loss	loss	NOUN
ajlm-2516	25	361	of	of	ADP
ajlm-2516	25	362	employment	employment	NOUN
ajlm-2516	25	363	,	,	PUNCT
ajlm-2516	25	364	especially	especially	ADV
ajlm-2516	25	365	for	for	ADP
ajlm-2516	25	366	those	those	PRON
ajlm-2516	25	367	with	with	ADP
ajlm-2516	25	368	low	low	ADJ
ajlm-2516	25	369	skills.8	skills.8	PROPN
ajlm-2516	25	370	however	however	ADV
ajlm-2516	25	371	,	,	PUNCT
ajlm-2516	25	372	it	it	PRON
ajlm-2516	25	373	has	have	AUX
ajlm-2516	25	374	been	be	AUX
ajlm-2516	25	375	estimated	estimate	VERB
ajlm-2516	25	376	that	that	SCONJ
ajlm-2516	25	377	ai	ai	VERB
ajlm-2516	25	378	will	will	AUX
ajlm-2516	25	379	proliferate	proliferate	VERB
ajlm-2516	25	380	in	in	ADP
ajlm-2516	25	381	many	many	ADJ
ajlm-2516	25	382	industries	industry	NOUN
ajlm-2516	25	383	and	and	CCONJ
ajlm-2516	25	384	contribute	contribute	VERB
ajlm-2516	25	385	over	over	ADP
ajlm-2516	25	386	15.7	15.7	NUM
ajlm-2516	25	387	trillion	trillion	NUM
ajlm-2516	25	388	united	united	PROPN
ajlm-2516	25	389	states	states	PROPN
ajlm-2516	25	390	dollars	dollar	NOUN
ajlm-2516	25	391	to	to	ADP
ajlm-2516	25	392	the	the	DET
ajlm-2516	25	393	world	world	NOUN
ajlm-2516	25	394	economy	economy	NOUN
ajlm-2516	25	395	by	by	ADP
ajlm-2516	25	396	2030.9	2030.9	NUM
ajlm-2516	25	397	in	in	ADP
ajlm-2516	25	398	2023	2023	NUM
ajlm-2516	25	399	,	,	PUNCT
ajlm-2516	25	400	business	business	NOUN
ajlm-2516	25	401	sectors	sector	NOUN
ajlm-2516	25	402	in	in	ADP
ajlm-2516	25	403	the	the	DET
ajlm-2516	25	404	united	united	PROPN
ajlm-2516	25	405	states	states	PROPN
ajlm-2516	25	406	,	,	PUNCT
ajlm-2516	25	407	according	accord	VERB
ajlm-2516	25	408	to	to	ADP
ajlm-2516	25	409	a	a	DET
ajlm-2516	25	410	report	report	NOUN
ajlm-2516	25	411	by	by	ADP
ajlm-2516	25	412	sahni	sahni	NOUN
ajlm-2516	25	413	and	and	CCONJ
ajlm-2516	25	414	carrus,10	carrus,10	NOUN
ajlm-2516	25	415	are	be	AUX
ajlm-2516	25	416	rapidly	rapidly	ADV
ajlm-2516	25	417	accepting	accept	VERB
ajlm-2516	25	418	the	the	DET
ajlm-2516	25	419	use	use	NOUN
ajlm-2516	25	420	of	of	ADP
ajlm-2516	25	421	ai	ai	NOUN
ajlm-2516	25	422	,	,	PUNCT
ajlm-2516	25	423	except	except	SCONJ
ajlm-2516	25	424	for	for	ADP
ajlm-2516	25	425	the	the	DET
ajlm-2516	25	426	health	health	NOUN
ajlm-2516	25	427	sector	sector	NOUN
ajlm-2516	25	428	,	,	PUNCT
ajlm-2516	25	429	which	which	PRON
ajlm-2516	25	430	has	have	VERB
ajlm-2516	25	431	a	a	DET
ajlm-2516	25	432	low	low	ADJ
ajlm-2516	25	433	adoption	adoption	NOUN
ajlm-2516	25	434	rate	rate	NOUN
ajlm-2516	25	435	of	of	ADP
ajlm-2516	25	436	about	about	ADV
ajlm-2516	25	437	5	5	NUM
ajlm-2516	25	438	%	%	NOUN
ajlm-2516	25	439	,	,	PUNCT
ajlm-2516	25	440	even	even	ADV
ajlm-2516	25	441	though	though	SCONJ
ajlm-2516	25	442	ai	ai	NOUN
ajlm-2516	25	443	is	be	AUX
ajlm-2516	25	444	estimated	estimate	VERB
ajlm-2516	25	445	to	to	PART
ajlm-2516	25	446	lead	lead	VERB
ajlm-2516	25	447	to	to	ADP
ajlm-2516	25	448	5	5	NUM
ajlm-2516	25	449	%	%	NOUN
ajlm-2516	25	450	–	–	PUNCT
ajlm-2516	25	451	10	10	NUM
ajlm-2516	25	452	%	%	NOUN
ajlm-2516	25	453	cost	cost	NOUN
ajlm-2516	25	454	savings	saving	NOUN
ajlm-2516	25	455	.	.	PUNCT
ajlm-2516	26	1	in	in	ADP
ajlm-2516	26	2	europe	europe	PROPN
ajlm-2516	26	3	,	,	PUNCT
ajlm-2516	26	4	the	the	DET
ajlm-2516	26	5	council	council	PROPN
ajlm-2516	26	6	of	of	ADP
ajlm-2516	26	7	europe	europe	PROPN
ajlm-2516	26	8	’s	’s	PART
ajlm-2516	26	9	ai	ai	PROPN
ajlm-2516	26	10	convention	convention	NOUN
ajlm-2516	26	11	2023–2024	2023–2024	NUM
ajlm-2516	26	12	used	use	VERB
ajlm-2516	26	13	a	a	DET
ajlm-2516	26	14	human	human	ADJ
ajlm-2516	26	15	rights	right	NOUN
ajlm-2516	26	16	-	-	PUNCT
ajlm-2516	26	17	based	base	VERB
ajlm-2516	26	18	approach	approach	NOUN
ajlm-2516	26	19	and	and	CCONJ
ajlm-2516	26	20	reported	report	VERB
ajlm-2516	26	21	that	that	SCONJ
ajlm-2516	26	22	ai	ai	VERB
ajlm-2516	26	23	could	could	AUX
ajlm-2516	26	24	be	be	AUX
ajlm-2516	26	25	beneficial	beneficial	ADJ
ajlm-2516	26	26	if	if	SCONJ
ajlm-2516	26	27	formulated	formulated	ADJ
ajlm-2516	26	28	properly.9	properly.9	PROPN
ajlm-2516	26	29	in	in	ADP
ajlm-2516	26	30	africa	africa	PROPN
ajlm-2516	26	31	,	,	PUNCT
ajlm-2516	26	32	ai	ai	VERB
ajlm-2516	26	33	is	be	AUX
ajlm-2516	26	34	currently	currently	ADV
ajlm-2516	26	35	infiltrating	infiltrate	VERB
ajlm-2516	26	36	the	the	DET
ajlm-2516	26	37	african	african	ADJ
ajlm-2516	26	38	system	system	NOUN
ajlm-2516	26	39	through	through	ADP
ajlm-2516	26	40	various	various	ADJ
ajlm-2516	26	41	technologies.3,6,7	technologies.3,6,7	NOUN
ajlm-2516	26	42	in	in	ADP
ajlm-2516	26	43	the	the	DET
ajlm-2516	26	44	early	early	ADJ
ajlm-2516	26	45	1950s	1950s	NUM
ajlm-2516	26	46	to	to	ADP
ajlm-2516	26	47	1970s	1970s	NUM
ajlm-2516	26	48	,	,	PUNCT
ajlm-2516	26	49	ai	ai	VERB
ajlm-2516	26	50	was	be	AUX
ajlm-2516	26	51	based	base	VERB
ajlm-2516	26	52	on	on	ADP
ajlm-2516	26	53	machine	machine	NOUN
ajlm-2516	26	54	development	development	NOUN
ajlm-2516	26	55	for	for	ADP
ajlm-2516	26	56	inferences	inference	NOUN
ajlm-2516	26	57	and	and	CCONJ
ajlm-2516	26	58	decisions	decision	NOUN
ajlm-2516	26	59	.	.	PUNCT
ajlm-2516	27	1	during	during	ADP
ajlm-2516	27	2	the	the	DET
ajlm-2516	27	3	‘	'	PUNCT
ajlm-2516	27	4	ai	ai	ADJ
ajlm-2516	27	5	winter	winter	NOUN
ajlm-2516	27	6	’	'	PUNCT
ajlm-2516	27	7	period	period	NOUN
ajlm-2516	27	8	(	(	PUNCT
ajlm-2516	27	9	1970s	1970	NOUN
ajlm-2516	27	10	to	to	ADP
ajlm-2516	27	11	2000s	2000s	NUM
ajlm-2516	27	12	)	)	PUNCT
ajlm-2516	27	13	,	,	PUNCT
ajlm-2516	27	14	funding	funding	NOUN
ajlm-2516	27	15	was	be	AUX
ajlm-2516	27	16	reduced	reduce	VERB
ajlm-2516	27	17	,	,	PUNCT
ajlm-2516	27	18	and	and	CCONJ
ajlm-2516	27	19	fewer	few	ADJ
ajlm-2516	27	20	developments	development	NOUN
ajlm-2516	27	21	were	be	AUX
ajlm-2516	27	22	achieved	achieve	VERB
ajlm-2516	27	23	.	.	PUNCT
ajlm-2516	28	1	from	from	ADP
ajlm-2516	28	2	the	the	DET
ajlm-2516	28	3	late	late	ADJ
ajlm-2516	28	4	2000s	2000s	NUM
ajlm-2516	28	5	to	to	ADP
ajlm-2516	28	6	2020s	2020s	NUM
ajlm-2516	28	7	,	,	PUNCT
ajlm-2516	28	8	there	there	PRON
ajlm-2516	28	9	was	be	VERB
ajlm-2516	28	10	a	a	DET
ajlm-2516	28	11	seminal	seminal	ADJ
ajlm-2516	28	12	advancement	advancement	NOUN
ajlm-2516	28	13	in	in	ADP
ajlm-2516	28	14	ai	ai	PROPN
ajlm-2516	28	15	and	and	CCONJ
ajlm-2516	28	16	digitalised	digitalised	ADJ
ajlm-2516	28	17	medicine	medicine	NOUN
ajlm-2516	28	18	became	become	VERB
ajlm-2516	28	19	more	more	ADV
ajlm-2516	28	20	readily	readily	ADV
ajlm-2516	28	21	available	available	ADJ
ajlm-2516	28	22	;	;	PUNCT
ajlm-2516	28	23	this	this	PRON
ajlm-2516	28	24	was	be	AUX
ajlm-2516	28	25	prompted	prompt	VERB
ajlm-2516	28	26	by	by	ADP
ajlm-2516	28	27	improved	improve	VERB
ajlm-2516	28	28	computer	computer	NOUN
ajlm-2516	28	29	hardware	hardware	NOUN
ajlm-2516	28	30	and	and	CCONJ
ajlm-2516	28	31	software	software	NOUN
ajlm-2516	28	32	programs.6	programs.6	VERB
ajlm-2516	28	33	for	for	ADP
ajlm-2516	28	34	example	example	NOUN
ajlm-2516	28	35	,	,	PUNCT
ajlm-2516	28	36	through	through	ADP
ajlm-2516	28	37	applications	application	NOUN
ajlm-2516	28	38	of	of	ADP
ajlm-2516	28	39	deep	deep	ADJ
ajlm-2516	28	40	learning	learning	NOUN
ajlm-2516	28	41	in	in	ADP
ajlm-2516	28	42	kenya	kenya	PROPN
ajlm-2516	28	43	,	,	PUNCT
ajlm-2516	28	44	healthcare	healthcare	PROPN
ajlm-2516	28	45	services	service	NOUN
ajlm-2516	28	46	are	be	AUX
ajlm-2516	28	47	now	now	ADV
ajlm-2516	28	48	available	available	ADJ
ajlm-2516	28	49	to	to	ADP
ajlm-2516	28	50	people	people	NOUN
ajlm-2516	28	51	without	without	ADP
ajlm-2516	28	52	visiting	visit	VERB
ajlm-2516	28	53	hospitals	hospital	NOUN
ajlm-2516	28	54	or	or	CCONJ
ajlm-2516	28	55	medical	medical	ADJ
ajlm-2516	28	56	doctors	doctor	NOUN
ajlm-2516	28	57	,	,	PUNCT
ajlm-2516	28	58	and	and	CCONJ
ajlm-2516	28	59	in	in	ADP
ajlm-2516	28	60	nigeria	nigeria	PROPN
ajlm-2516	28	61	,	,	PUNCT
ajlm-2516	28	62	zenvus	zenvus	PROPN
ajlm-2516	28	63	,	,	PUNCT
ajlm-2516	28	64	an	an	DET
ajlm-2516	28	65	electronic	electronic	ADJ
ajlm-2516	28	66	sensor	sensor	NOUN
ajlm-2516	28	67	,	,	PUNCT
ajlm-2516	28	68	provides	provide	VERB
ajlm-2516	28	69	soil	soil	NOUN
ajlm-2516	28	70	component	component	NOUN
ajlm-2516	28	71	information	information	NOUN
ajlm-2516	28	72	to	to	ADP
ajlm-2516	28	73	farmers.3,6	farmers.3,6	PROPN
ajlm-2516	28	74	south	south	PROPN
ajlm-2516	28	75	africa	africa	PROPN
ajlm-2516	28	76	has	have	AUX
ajlm-2516	28	77	witnessed	witness	VERB
ajlm-2516	28	78	appreciable	appreciable	ADJ
ajlm-2516	28	79	growth	growth	NOUN
ajlm-2516	28	80	in	in	ADP
ajlm-2516	28	81	ai	ai	PRON
ajlm-2516	28	82	research	research	NOUN
ajlm-2516	28	83	and	and	CCONJ
ajlm-2516	28	84	application	application	NOUN
ajlm-2516	28	85	,	,	PUNCT
ajlm-2516	28	86	especially	especially	ADV
ajlm-2516	28	87	in	in	ADP
ajlm-2516	28	88	relation	relation	NOUN
ajlm-2516	28	89	to	to	ADP
ajlm-2516	28	90	power	power	NOUN
ajlm-2516	28	91	utilities	utility	NOUN
ajlm-2516	28	92	and	and	CCONJ
ajlm-2516	28	93	tax	tax	NOUN
ajlm-2516	28	94	compliance.11	compliance.11	PROPN
ajlm-2516	28	95	also	also	ADV
ajlm-2516	28	96	in	in	ADP
ajlm-2516	28	97	south	south	PROPN
ajlm-2516	28	98	africa	africa	PROPN
ajlm-2516	28	99	,	,	PUNCT
ajlm-2516	28	100	the	the	DET
ajlm-2516	28	101	mukuru	mukuru	PROPN
ajlm-2516	28	102	mobile	mobile	PROPN
ajlm-2516	28	103	phone	phone	NOUN
ajlm-2516	28	104	application	application	NOUN
ajlm-2516	28	105	is	be	AUX
ajlm-2516	28	106	assisting	assist	VERB
ajlm-2516	28	107	immigrants	immigrant	NOUN
ajlm-2516	28	108	to	to	PART
ajlm-2516	28	109	send	send	VERB
ajlm-2516	28	110	money	money	NOUN
ajlm-2516	28	111	home	home	ADV
ajlm-2516	28	112	to	to	ADP
ajlm-2516	28	113	their	their	PRON
ajlm-2516	28	114	loved	love	VERB
ajlm-2516	28	115	ones	one	NOUN
ajlm-2516	28	116	without	without	ADP
ajlm-2516	28	117	physically	physically	ADV
ajlm-2516	28	118	visiting	visit	VERB
ajlm-2516	28	119	a	a	DET
ajlm-2516	28	120	bank	bank	NOUN
ajlm-2516	28	121	for	for	ADP
ajlm-2516	28	122	such	such	ADJ
ajlm-2516	28	123	transactions.11	transactions.11	NOUN
ajlm-2516	28	124	in	in	ADP
ajlm-2516	28	125	2020	2020	NUM
ajlm-2516	28	126	,	,	PUNCT
ajlm-2516	29	1	okolo	okolo	PROPN
ajlm-2516	29	2	et	et	PROPN
ajlm-2516	29	3	al	al	PROPN
ajlm-2516	29	4	.	.	PROPN
ajlm-2516	29	5	also	also	ADV
ajlm-2516	29	6	noted	note	VERB
ajlm-2516	29	7	that	that	SCONJ
ajlm-2516	29	8	the	the	DET
ajlm-2516	29	9	implementation	implementation	NOUN
ajlm-2516	29	10	of	of	ADP
ajlm-2516	29	11	ai	ai	NOUN
ajlm-2516	29	12	in	in	ADP
ajlm-2516	29	13	african	african	ADJ
ajlm-2516	29	14	laboratories	laboratory	NOUN
ajlm-2516	29	15	,	,	PUNCT
ajlm-2516	29	16	particularly	particularly	ADV
ajlm-2516	29	17	in	in	ADP
ajlm-2516	29	18	low	low	ADJ
ajlm-2516	29	19	-	-	PUNCT
ajlm-2516	29	20	resource	resource	NOUN
ajlm-2516	29	21	contexts	contexts	NOUN
ajlm-2516	29	22	,	,	PUNCT
ajlm-2516	29	23	is	be	AUX
ajlm-2516	29	24	a	a	DET
ajlm-2516	29	25	growing	grow	VERB
ajlm-2516	29	26	area	area	NOUN
ajlm-2516	29	27	of	of	ADP
ajlm-2516	29	28	interest.12	interest.12	NOUN
ajlm-2516	29	29	the	the	DET
ajlm-2516	29	30	2023	2023	NUM
ajlm-2516	29	31	report	report	NOUN
ajlm-2516	29	32	of	of	ADP
ajlm-2516	29	33	manson13	manson13	NOUN
ajlm-2516	29	34	showed	show	VERB
ajlm-2516	29	35	that	that	SCONJ
ajlm-2516	29	36	ai	ai	NOUN
ajlm-2516	29	37	has	have	AUX
ajlm-2516	29	38	been	be	AUX
ajlm-2516	29	39	included	include	VERB
ajlm-2516	29	40	in	in	ADP
ajlm-2516	29	41	some	some	DET
ajlm-2516	29	42	fields	field	NOUN
ajlm-2516	29	43	of	of	ADP
ajlm-2516	29	44	medicine	medicine	NOUN
ajlm-2516	29	45	and	and	CCONJ
ajlm-2516	29	46	laboratories	laboratory	NOUN
ajlm-2516	29	47	in	in	ADP
ajlm-2516	29	48	africa	africa	PROPN
ajlm-2516	29	49	.	.	PUNCT
ajlm-2516	30	1	manson	manson	PROPN
ajlm-2516	30	2	also	also	ADV
ajlm-2516	30	3	noted	note	VERB
ajlm-2516	30	4	that	that	SCONJ
ajlm-2516	30	5	ai	ai	INTJ
ajlm-2516	30	6	can	can	AUX
ajlm-2516	30	7	support	support	VERB
ajlm-2516	30	8	knowledge	knowledge	NOUN
ajlm-2516	30	9	-	-	PUNCT
ajlm-2516	30	10	based	base	VERB
ajlm-2516	30	11	treatment	treatment	NOUN
ajlm-2516	30	12	planning	planning	NOUN
ajlm-2516	30	13	in	in	ADP
ajlm-2516	30	14	the	the	DET
ajlm-2516	30	15	field	field	NOUN
ajlm-2516	30	16	of	of	ADP
ajlm-2516	30	17	radiotherapy	radiotherapy	NOUN
ajlm-2516	30	18	,	,	PUNCT
ajlm-2516	30	19	although	although	SCONJ
ajlm-2516	30	20	prior	prior	ADJ
ajlm-2516	30	21	knowledge	knowledge	NOUN
ajlm-2516	30	22	and	and	CCONJ
ajlm-2516	30	23	inclusion	inclusion	NOUN
ajlm-2516	30	24	in	in	ADP
ajlm-2516	30	25	curricula	curricula	NOUN
ajlm-2516	30	26	for	for	ADP
ajlm-2516	30	27	training	training	NOUN
ajlm-2516	30	28	and	and	CCONJ
ajlm-2516	30	29	education	education	NOUN
ajlm-2516	30	30	may	may	AUX
ajlm-2516	30	31	be	be	AUX
ajlm-2516	30	32	important.13	important.13	PRON
ajlm-2516	30	33	the	the	DET
ajlm-2516	30	34	application	application	NOUN
ajlm-2516	30	35	of	of	ADP
ajlm-2516	30	36	meaningful	meaningful	ADJ
ajlm-2516	30	37	medical	medical	ADJ
ajlm-2516	30	38	ai	ai	NOUN
ajlm-2516	30	39	has	have	AUX
ajlm-2516	30	40	been	be	AUX
ajlm-2516	30	41	shown	show	VERB
ajlm-2516	30	42	to	to	PART
ajlm-2516	30	43	occur	occur	VERB
ajlm-2516	30	44	more	more	ADV
ajlm-2516	30	45	in	in	ADP
ajlm-2516	30	46	developed	develop	VERB
ajlm-2516	30	47	nations	nation	NOUN
ajlm-2516	30	48	in	in	ADP
ajlm-2516	30	49	comparison	comparison	NOUN
ajlm-2516	30	50	to	to	ADP
ajlm-2516	30	51	what	what	PRON
ajlm-2516	30	52	is	be	AUX
ajlm-2516	30	53	found	find	VERB
ajlm-2516	30	54	in	in	ADP
ajlm-2516	30	55	africa.8	africa.8	NOUN
ajlm-2516	30	56	to	to	PART
ajlm-2516	30	57	address	address	VERB
ajlm-2516	30	58	this	this	PRON
ajlm-2516	30	59	,	,	PUNCT
ajlm-2516	30	60	the	the	DET
ajlm-2516	30	61	united	united	PROPN
ajlm-2516	30	62	nations	nations	PROPN
ajlm-2516	30	63	has	have	AUX
ajlm-2516	30	64	indicated	indicate	VERB
ajlm-2516	30	65	that	that	SCONJ
ajlm-2516	30	66	there	there	PRON
ajlm-2516	30	67	is	be	VERB
ajlm-2516	30	68	a	a	DET
ajlm-2516	30	69	need	need	NOUN
ajlm-2516	30	70	for	for	SCONJ
ajlm-2516	30	71	all	all	DET
ajlm-2516	30	72	stakeholders	stakeholder	NOUN
ajlm-2516	30	73	to	to	PART
ajlm-2516	30	74	be	be	AUX
ajlm-2516	30	75	brought	bring	VERB
ajlm-2516	30	76	together	together	ADV
ajlm-2516	30	77	to	to	PART
ajlm-2516	30	78	deliberate	deliberate	VERB
ajlm-2516	30	79	on	on	ADP
ajlm-2516	30	80	how	how	SCONJ
ajlm-2516	30	81	ai	ai	NOUN
ajlm-2516	30	82	can	can	AUX
ajlm-2516	30	83	be	be	AUX
ajlm-2516	30	84	used	use	VERB
ajlm-2516	30	85	for	for	ADP
ajlm-2516	30	86	the	the	DET
ajlm-2516	30	87	provision	provision	NOUN
ajlm-2516	30	88	of	of	ADP
ajlm-2516	30	89	critical	critical	ADJ
ajlm-2516	30	90	services	service	NOUN
ajlm-2516	30	91	in	in	ADP
ajlm-2516	30	92	the	the	DET
ajlm-2516	30	93	public	public	ADJ
ajlm-2516	30	94	sector	sector	NOUN
ajlm-2516	30	95	so	so	SCONJ
ajlm-2516	30	96	that	that	SCONJ
ajlm-2516	30	97	the	the	DET
ajlm-2516	30	98	sustainable	sustainable	ADJ
ajlm-2516	30	99	development	development	NOUN
ajlm-2516	30	100	goals	goal	NOUN
ajlm-2516	30	101	can	can	AUX
ajlm-2516	30	102	be	be	AUX
ajlm-2516	30	103	achieved.8	achieved.8	ADJ
ajlm-2516	30	104	the	the	DET
ajlm-2516	30	105	introduction	introduction	NOUN
ajlm-2516	30	106	of	of	ADP
ajlm-2516	30	107	ai	ai	NOUN
ajlm-2516	30	108	in	in	ADP
ajlm-2516	30	109	world	world	NOUN
ajlm-2516	30	110	health	health	NOUN
ajlm-2516	30	111	organization	organization	NOUN
ajlm-2516	30	112	african	african	ADJ
ajlm-2516	30	113	regions	region	NOUN
ajlm-2516	30	114	is	be	AUX
ajlm-2516	30	115	still	still	ADV
ajlm-2516	30	116	emerging	emerge	VERB
ajlm-2516	30	117	and	and	CCONJ
ajlm-2516	30	118	there	there	PRON
ajlm-2516	30	119	is	be	VERB
ajlm-2516	30	120	a	a	DET
ajlm-2516	30	121	lack	lack	NOUN
ajlm-2516	30	122	of	of	ADP
ajlm-2516	30	123	studies	study	NOUN
ajlm-2516	30	124	or	or	CCONJ
ajlm-2516	30	125	research	research	NOUN
ajlm-2516	30	126	undertaken	undertake	VERB
ajlm-2516	30	127	due	due	ADP
ajlm-2516	30	128	to	to	ADP
ajlm-2516	30	129	inadequate	inadequate	ADJ
ajlm-2516	30	130	resources	resource	NOUN
ajlm-2516	30	131	,	,	PUNCT
ajlm-2516	30	132	lack	lack	NOUN
ajlm-2516	30	133	of	of	ADP
ajlm-2516	30	134	infrastructure	infrastructure	NOUN
ajlm-2516	30	135	,	,	PUNCT
ajlm-2516	30	136	and	and	CCONJ
ajlm-2516	30	137	lack	lack	NOUN
ajlm-2516	30	138	of	of	ADP
ajlm-2516	30	139	knowledge	knowledge	NOUN
ajlm-2516	30	140	about	about	ADP
ajlm-2516	30	141	ai	ai	VERB
ajlm-2516	30	142	among	among	ADP
ajlm-2516	30	143	healthcare	healthcare	NOUN
ajlm-2516	30	144	practitioners	practitioner	NOUN
ajlm-2516	30	145	compared	compare	VERB
ajlm-2516	30	146	to	to	ADP
ajlm-2516	30	147	those	those	PRON
ajlm-2516	30	148	in	in	ADP
ajlm-2516	30	149	better	well	ADV
ajlm-2516	30	150	-	-	PUNCT
ajlm-2516	30	151	resourced	resource	VERB
ajlm-2516	30	152	,	,	PUNCT
ajlm-2516	30	153	high	high	ADJ
ajlm-2516	30	154	-	-	PUNCT
ajlm-2516	30	155	income	income	NOUN
ajlm-2516	30	156	countries.14	countries.14	NOUN
ajlm-2516	30	157	the	the	DET
ajlm-2516	30	158	use	use	NOUN
ajlm-2516	30	159	of	of	ADP
ajlm-2516	30	160	information	information	NOUN
ajlm-2516	30	161	and	and	CCONJ
ajlm-2516	30	162	communications	communication	NOUN
ajlm-2516	30	163	technology	technology	NOUN
ajlm-2516	30	164	through	through	ADP
ajlm-2516	30	165	management	management	NOUN
ajlm-2516	30	166	systems	system	NOUN
ajlm-2516	30	167	employing	employ	VERB
ajlm-2516	30	168	mobile	mobile	ADJ
ajlm-2516	30	169	tools	tool	NOUN
ajlm-2516	30	170	and	and	CCONJ
ajlm-2516	30	171	technologies	technology	NOUN
ajlm-2516	30	172	has	have	AUX
ajlm-2516	30	173	become	become	VERB
ajlm-2516	30	174	the	the	DET
ajlm-2516	30	175	most	most	ADV
ajlm-2516	30	176	relevant	relevant	ADJ
ajlm-2516	30	177	emerging	emerge	VERB
ajlm-2516	30	178	trend	trend	NOUN
ajlm-2516	30	179	in	in	ADP
ajlm-2516	30	180	the	the	DET
ajlm-2516	30	181	monitoring	monitoring	NOUN
ajlm-2516	30	182	of	of	ADP
ajlm-2516	30	183	non	non	ADJ
ajlm-2516	30	184	-	-	ADJ
ajlm-2516	30	185	communicable	communicable	ADJ
ajlm-2516	30	186	diseases	disease	NOUN
ajlm-2516	30	187	in	in	ADP
ajlm-2516	30	188	africa	africa	PROPN
ajlm-2516	30	189	due	due	ADP
ajlm-2516	30	190	to	to	ADP
ajlm-2516	30	191	their	their	PRON
ajlm-2516	30	192	portability	portability	NOUN
ajlm-2516	30	193	,	,	PUNCT
ajlm-2516	30	194	low	low	ADJ
ajlm-2516	30	195	cost	cost	NOUN
ajlm-2516	30	196	,	,	PUNCT
ajlm-2516	30	197	continuous	continuous	ADJ
ajlm-2516	30	198	connectivity	connectivity	NOUN
ajlm-2516	30	199	,	,	PUNCT
ajlm-2516	30	200	personalised	personalised	ADJ
ajlm-2516	30	201	effects	effect	NOUN
ajlm-2516	30	202	,	,	PUNCT
ajlm-2516	30	203	and	and	CCONJ
ajlm-2516	30	204	ease	ease	NOUN
ajlm-2516	30	205	of	of	ADP
ajlm-2516	30	206	use.8	use.8	PROPN
ajlm-2516	30	207	nevertheless	nevertheless	ADV
ajlm-2516	30	208	,	,	PUNCT
ajlm-2516	30	209	there	there	PRON
ajlm-2516	30	210	has	have	AUX
ajlm-2516	30	211	been	be	AUX
ajlm-2516	30	212	limited	limit	VERB
ajlm-2516	30	213	literature	literature	NOUN
ajlm-2516	30	214	on	on	ADP
ajlm-2516	30	215	the	the	DET
ajlm-2516	30	216	use	use	NOUN
ajlm-2516	30	217	of	of	ADP
ajlm-2516	30	218	key	key	ADJ
ajlm-2516	30	219	enabling	enabling	ADJ
ajlm-2516	30	220	technologies	technology	NOUN
ajlm-2516	30	221	and	and	CCONJ
ajlm-2516	30	222	ai	ai	VERB
ajlm-2516	30	223	in	in	ADP
ajlm-2516	30	224	sub	sub	ADJ
ajlm-2516	30	225	-	-	ADJ
ajlm-2516	30	226	saharan	saharan	ADJ
ajlm-2516	30	227	african	african	ADJ
ajlm-2516	30	228	countries	country	NOUN
ajlm-2516	30	229	and	and	CCONJ
ajlm-2516	30	230	there	there	PRON
ajlm-2516	30	231	is	be	VERB
ajlm-2516	30	232	still	still	ADV
ajlm-2516	30	233	a	a	DET
ajlm-2516	30	234	need	need	NOUN
ajlm-2516	30	235	for	for	ADP
ajlm-2516	30	236	further	further	ADJ
ajlm-2516	30	237	studies	study	NOUN
ajlm-2516	30	238	to	to	PART
ajlm-2516	30	239	show	show	VERB
ajlm-2516	30	240	whether	whether	SCONJ
ajlm-2516	30	241	ai	ai	INTJ
ajlm-2516	30	242	may	may	AUX
ajlm-2516	30	243	still	still	ADV
ajlm-2516	30	244	be	be	AUX
ajlm-2516	30	245	crucial	crucial	ADJ
ajlm-2516	30	246	in	in	ADP
ajlm-2516	30	247	the	the	DET
ajlm-2516	30	248	expansion	expansion	NOUN
ajlm-2516	30	249	of	of	ADP
ajlm-2516	30	250	aids	aid	NOUN
ajlm-2516	30	251	for	for	ADP
ajlm-2516	30	252	diagnosis	diagnosis	NOUN
ajlm-2516	30	253	or	or	CCONJ
ajlm-2516	30	254	advancing	advance	VERB
ajlm-2516	30	255	signals	signal	NOUN
ajlm-2516	30	256	from	from	ADP
ajlm-2516	30	257	the	the	DET
ajlm-2516	30	258	use	use	NOUN
ajlm-2516	30	259	of	of	ADP
ajlm-2516	30	260	affordable	affordable	ADJ
ajlm-2516	30	261	sensors	sensor	NOUN
ajlm-2516	30	262	which	which	PRON
ajlm-2516	30	263	can	can	AUX
ajlm-2516	30	264	be	be	AUX
ajlm-2516	30	265	produced	produce	VERB
ajlm-2516	30	266	easily.15	easily.15	PROPN
ajlm-2516	30	267	within	within	ADP
ajlm-2516	30	268	the	the	DET
ajlm-2516	30	269	healthcare	healthcare	NOUN
ajlm-2516	30	270	sector	sector	NOUN
ajlm-2516	30	271	in	in	ADP
ajlm-2516	30	272	africa	africa	PROPN
ajlm-2516	30	273	,	,	PUNCT
ajlm-2516	30	274	the	the	DET
ajlm-2516	30	275	use	use	NOUN
ajlm-2516	30	276	of	of	ADP
ajlm-2516	30	277	ai	ai	NOUN
ajlm-2516	30	278	is	be	AUX
ajlm-2516	30	279	growing	grow	VERB
ajlm-2516	30	280	,	,	PUNCT
ajlm-2516	30	281	though	though	SCONJ
ajlm-2516	30	282	at	at	ADP
ajlm-2516	30	283	a	a	DET
ajlm-2516	30	284	lower	low	ADJ
ajlm-2516	30	285	speed	speed	NOUN
ajlm-2516	30	286	when	when	SCONJ
ajlm-2516	30	287	compared	compare	VERB
ajlm-2516	30	288	to	to	ADP
ajlm-2516	30	289	other	other	ADJ
ajlm-2516	30	290	regions	region	NOUN
ajlm-2516	30	291	of	of	ADP
ajlm-2516	30	292	the	the	DET
ajlm-2516	30	293	world.16	world.16	NOUN
ajlm-2516	30	294	in	in	ADP
ajlm-2516	30	295	african	african	ADJ
ajlm-2516	30	296	countries	country	NOUN
ajlm-2516	30	297	,	,	PUNCT
ajlm-2516	30	298	the	the	DET
ajlm-2516	30	299	dissemination	dissemination	NOUN
ajlm-2516	30	300	of	of	ADP
ajlm-2516	30	301	information	information	NOUN
ajlm-2516	30	302	on	on	ADP
ajlm-2516	30	303	health	health	NOUN
ajlm-2516	30	304	and	and	CCONJ
ajlm-2516	30	305	other	other	ADJ
ajlm-2516	30	306	areas	area	NOUN
ajlm-2516	30	307	is	be	AUX
ajlm-2516	30	308	done	do	VERB
ajlm-2516	30	309	via	via	ADP
ajlm-2516	30	310	the	the	DET
ajlm-2516	30	311	news	news	NOUN
ajlm-2516	30	312	media	medium	NOUN
ajlm-2516	30	313	,	,	PUNCT
ajlm-2516	30	314	involving	involve	VERB
ajlm-2516	30	315	television	television	NOUN
ajlm-2516	30	316	and	and	CCONJ
ajlm-2516	30	317	radio	radio	NOUN
ajlm-2516	30	318	services	service	NOUN
ajlm-2516	30	319	using	use	VERB
ajlm-2516	30	320	modern	modern	ADJ
ajlm-2516	30	321	technology	technology	NOUN
ajlm-2516	30	322	such	such	ADJ
ajlm-2516	30	323	as	as	ADP
ajlm-2516	30	324	cell	cell	NOUN
ajlm-2516	30	325	phones	phone	NOUN
ajlm-2516	30	326	or	or	CCONJ
ajlm-2516	30	327	other	other	ADJ
ajlm-2516	30	328	media.8,16	media.8,16	PROPN
ajlm-2516	30	329	despite	despite	SCONJ
ajlm-2516	30	330	this	this	DET
ajlm-2516	30	331	slow	slow	ADJ
ajlm-2516	30	332	development	development	NOUN
ajlm-2516	30	333	in	in	ADP
ajlm-2516	30	334	some	some	DET
ajlm-2516	30	335	countries	country	NOUN
ajlm-2516	30	336	of	of	ADP
ajlm-2516	30	337	sub	sub	ADJ
ajlm-2516	30	338	-	-	ADJ
ajlm-2516	30	339	saharan	saharan	ADJ
ajlm-2516	30	340	africa	africa	PROPN
ajlm-2516	30	341	,	,	PUNCT
ajlm-2516	30	342	ai	ai	VERB
ajlm-2516	30	343	has	have	AUX
ajlm-2516	30	344	been	be	AUX
ajlm-2516	30	345	used	use	VERB
ajlm-2516	30	346	in	in	ADP
ajlm-2516	30	347	some	some	DET
ajlm-2516	30	348	instances	instance	NOUN
ajlm-2516	30	349	to	to	PART
ajlm-2516	30	350	carry	carry	VERB
ajlm-2516	30	351	out	out	ADP
ajlm-2516	30	352	various	various	ADJ
ajlm-2516	30	353	duties	duty	NOUN
ajlm-2516	30	354	,	,	PUNCT
ajlm-2516	30	355	which	which	PRON
ajlm-2516	30	356	include	include	VERB
ajlm-2516	30	357	the	the	DET
ajlm-2516	30	358	prediction	prediction	NOUN
ajlm-2516	30	359	of	of	ADP
ajlm-2516	30	360	diseases	disease	NOUN
ajlm-2516	30	361	and	and	CCONJ
ajlm-2516	30	362	outbreaks	outbreak	NOUN
ajlm-2516	30	363	,	,	PUNCT
ajlm-2516	30	364	determining	determine	VERB
ajlm-2516	30	365	the	the	DET
ajlm-2516	30	366	extent	extent	NOUN
ajlm-2516	30	367	of	of	ADP
ajlm-2516	30	368	a	a	DET
ajlm-2516	30	369	disease	disease	NOUN
ajlm-2516	30	370	,	,	PUNCT
ajlm-2516	30	371	performing	perform	VERB
ajlm-2516	30	372	homecare	homecare	NOUN
ajlm-2516	30	373	and	and	CCONJ
ajlm-2516	30	374	distance	distance	NOUN
ajlm-2516	30	375	monitoring	monitoring	NOUN
ajlm-2516	30	376	of	of	ADP
ajlm-2516	30	377	patients	patient	NOUN
ajlm-2516	30	378	in	in	ADP
ajlm-2516	30	379	some	some	DET
ajlm-2516	30	380	settings.17	settings.17	ADJ
ajlm-2516	30	381	in	in	ADP
ajlm-2516	30	382	nigeria	nigeria	PROPN
ajlm-2516	30	383	,	,	PUNCT
ajlm-2516	30	384	mali	mali	PROPN
ajlm-2516	30	385	,	,	PUNCT
ajlm-2516	30	386	senegal	senegal	NOUN
ajlm-2516	30	387	,	,	PUNCT
ajlm-2516	30	388	and	and	CCONJ
ajlm-2516	30	389	burkina	burkina	PROPN
ajlm-2516	30	390	faso	faso	PROPN
ajlm-2516	30	391	,	,	PUNCT
ajlm-2516	30	392	among	among	ADP
ajlm-2516	30	393	others	other	NOUN
ajlm-2516	30	394	,	,	PUNCT
ajlm-2516	30	395	scientists	scientist	NOUN
ajlm-2516	30	396	have	have	AUX
ajlm-2516	30	397	developed	develop	VERB
ajlm-2516	30	398	models	model	NOUN
ajlm-2516	30	399	to	to	PART
ajlm-2516	30	400	monitor	monitor	VERB
ajlm-2516	30	401	and	and	CCONJ
ajlm-2516	30	402	predict	predict	VERB
ajlm-2516	30	403	the	the	DET
ajlm-2516	30	404	spread	spread	NOUN
ajlm-2516	30	405	of	of	ADP
ajlm-2516	30	406	malaria	malaria	NOUN
ajlm-2516	30	407	using	use	VERB
ajlm-2516	30	408	ml.18	ml.18	PROPN
ajlm-2516	30	409	in	in	ADP
ajlm-2516	30	410	south	south	PROPN
ajlm-2516	30	411	africa	africa	PROPN
ajlm-2516	30	412	and	and	CCONJ
ajlm-2516	30	413	zambia	zambia	PROPN
ajlm-2516	30	414	,	,	PUNCT
ajlm-2516	30	415	according	accord	VERB
ajlm-2516	30	416	to	to	ADP
ajlm-2516	30	417	a	a	DET
ajlm-2516	30	418	2021	2021	NUM
ajlm-2516	30	419	report	report	NOUN
ajlm-2516	30	420	by	by	ADP
ajlm-2516	30	421	yadav,19	yadav,19	PROPN
ajlm-2516	30	422	ai	ai	NOUN
ajlm-2516	30	423	has	have	AUX
ajlm-2516	30	424	been	be	AUX
ajlm-2516	30	425	used	use	VERB
ajlm-2516	30	426	to	to	PART
ajlm-2516	30	427	monitor	monitor	VERB
ajlm-2516	30	428	and	and	CCONJ
ajlm-2516	30	429	survey	survey	VERB
ajlm-2516	30	430	the	the	DET
ajlm-2516	30	431	epidemiology	epidemiology	NOUN
ajlm-2516	30	432	of	of	ADP
ajlm-2516	30	433	tuberculosis	tuberculosis	NOUN
ajlm-2516	30	434	,	,	PUNCT
ajlm-2516	30	435	and	and	CCONJ
ajlm-2516	30	436	hiv	hiv	PROPN
ajlm-2516	30	437	aids	aids	PROPN
ajlm-2516	30	438	.	.	PUNCT
ajlm-2516	31	1	in	in	ADP
ajlm-2516	31	2	2020	2020	NUM
ajlm-2516	31	3	,	,	PUNCT
ajlm-2516	31	4	onu	onu	PROPN
ajlm-2516	31	5	et	et	PROPN
ajlm-2516	31	6	al	al	PROPN
ajlm-2516	31	7	.	.	PROPN
ajlm-2516	31	8	also	also	ADV
ajlm-2516	31	9	reported	report	VERB
ajlm-2516	31	10	that	that	SCONJ
ajlm-2516	31	11	in	in	ADP
ajlm-2516	31	12	nigeria	nigeria	PROPN
ajlm-2516	31	13	,	,	PUNCT
ajlm-2516	31	14	a	a	DET
ajlm-2516	31	15	program	program	NOUN
ajlm-2516	31	16	called	call	VERB
ajlm-2516	31	17	‘	'	PUNCT
ajlm-2516	31	18	ubenwa	ubenwa	ADJ
ajlm-2516	31	19	’	'	PUNCT
ajlm-2516	31	20	used	use	VERB
ajlm-2516	31	21	ai	ai	VERB
ajlm-2516	31	22	to	to	PART
ajlm-2516	31	23	improve	improve	VERB
ajlm-2516	31	24	the	the	DET
ajlm-2516	31	25	diagnosis	diagnosis	NOUN
ajlm-2516	31	26	of	of	ADP
ajlm-2516	31	27	birth	birth	NOUN
ajlm-2516	31	28	asphyxia	asphyxia	NOUN
ajlm-2516	31	29	in	in	ADP
ajlm-2516	31	30	low	low	ADJ
ajlm-2516	31	31	-	-	PUNCT
ajlm-2516	31	32	income	income	NOUN
ajlm-2516	31	33	and	and	CCONJ
ajlm-2516	31	34	rural	rural	ADJ
ajlm-2516	31	35	areas	area	NOUN
ajlm-2516	31	36	of	of	ADP
ajlm-2516	31	37	the	the	DET
ajlm-2516	31	38	country.20	country.20	PROPN
ajlm-2516	31	39	one	one	NUM
ajlm-2516	31	40	of	of	ADP
ajlm-2516	31	41	the	the	DET
ajlm-2516	31	42	greatest	great	ADJ
ajlm-2516	31	43	challenges	challenge	NOUN
ajlm-2516	31	44	for	for	ADP
ajlm-2516	31	45	most	most	ADJ
ajlm-2516	31	46	african	african	ADJ
ajlm-2516	31	47	countries	country	NOUN
ajlm-2516	31	48	is	be	AUX
ajlm-2516	31	49	the	the	DET
ajlm-2516	31	50	current	current	ADJ
ajlm-2516	31	51	episode	episode	NOUN
ajlm-2516	31	52	of	of	ADP
ajlm-2516	31	53	brain	brain	NOUN
ajlm-2516	31	54	drain	drain	NOUN
ajlm-2516	31	55	,	,	PUNCT
ajlm-2516	31	56	which	which	PRON
ajlm-2516	31	57	is	be	AUX
ajlm-2516	31	58	not	not	PART
ajlm-2516	31	59	limited	limit	VERB
ajlm-2516	31	60	to	to	ADP
ajlm-2516	31	61	the	the	DET
ajlm-2516	31	62	health	health	NOUN
ajlm-2516	31	63	sector	sector	NOUN
ajlm-2516	31	64	only	only	ADV
ajlm-2516	31	65	.	.	PUNCT
ajlm-2516	32	1	most	most	ADJ
ajlm-2516	32	2	countries	country	NOUN
ajlm-2516	32	3	in	in	ADP
ajlm-2516	32	4	africa	africa	PROPN
ajlm-2516	32	5	lose	lose	VERB
ajlm-2516	32	6	qualified	qualified	ADJ
ajlm-2516	32	7	healthcare	healthcare	NOUN
ajlm-2516	32	8	personnel	personnel	NOUN
ajlm-2516	32	9	to	to	ADP
ajlm-2516	32	10	wealthier	wealthy	ADJ
ajlm-2516	32	11	countries	country	NOUN
ajlm-2516	32	12	,	,	PUNCT
ajlm-2516	32	13	both	both	CCONJ
ajlm-2516	32	14	within	within	ADP
ajlm-2516	32	15	and	and	CCONJ
ajlm-2516	32	16	outside	outside	ADP
ajlm-2516	32	17	the	the	DET
ajlm-2516	32	18	region	region	NOUN
ajlm-2516	32	19	.	.	PUNCT
ajlm-2516	33	1	the	the	DET
ajlm-2516	33	2	use	use	NOUN
ajlm-2516	33	3	of	of	ADP
ajlm-2516	33	4	ai	ai	NOUN
ajlm-2516	33	5	in	in	ADP
ajlm-2516	33	6	the	the	DET
ajlm-2516	33	7	african	african	ADJ
ajlm-2516	33	8	health	health	NOUN
ajlm-2516	33	9	sector	sector	NOUN
ajlm-2516	33	10	may	may	AUX
ajlm-2516	33	11	thus	thus	ADV
ajlm-2516	33	12	assist	assist	VERB
ajlm-2516	33	13	in	in	ADP
ajlm-2516	33	14	filling	fill	VERB
ajlm-2516	33	15	these	these	DET
ajlm-2516	33	16	gaps	gap	NOUN
ajlm-2516	33	17	by	by	ADP
ajlm-2516	33	18	providing	provide	VERB
ajlm-2516	33	19	improved	improved	ADJ
ajlm-2516	33	20	diagnosis	diagnosis	NOUN
ajlm-2516	33	21	,	,	PUNCT
ajlm-2516	33	22	treatment	treatment	NOUN
ajlm-2516	33	23	,	,	PUNCT
ajlm-2516	33	24	and	and	CCONJ
ajlm-2516	33	25	disease	disease	NOUN
ajlm-2516	33	26	monitoring	monitoring	NOUN
ajlm-2516	33	27	programmes	programme	NOUN
ajlm-2516	33	28	,	,	PUNCT
ajlm-2516	33	29	especially	especially	ADV
ajlm-2516	33	30	in	in	ADP
ajlm-2516	33	31	rural	rural	ADJ
ajlm-2516	33	32	areas.21	areas.21	NOUN
ajlm-2516	33	33	however	however	ADV
ajlm-2516	33	34	,	,	PUNCT
ajlm-2516	33	35	there	there	PRON
ajlm-2516	33	36	are	be	VERB
ajlm-2516	33	37	several	several	ADJ
ajlm-2516	33	38	drawbacks	drawback	NOUN
ajlm-2516	33	39	in	in	ADP
ajlm-2516	33	40	the	the	DET
ajlm-2516	33	41	adoption	adoption	NOUN
ajlm-2516	33	42	of	of	ADP
ajlm-2516	33	43	ai	ai	VERB
ajlm-2516	33	44	in	in	ADP
ajlm-2516	33	45	developing	develop	VERB
ajlm-2516	33	46	countries	country	NOUN
ajlm-2516	33	47	,	,	PUNCT
ajlm-2516	33	48	which	which	PRON
ajlm-2516	33	49	may	may	AUX
ajlm-2516	33	50	include	include	VERB
ajlm-2516	33	51	data	datum	NOUN
ajlm-2516	33	52	availability	availability	NOUN
ajlm-2516	33	53	,	,	PUNCT
ajlm-2516	33	54	analysis	analysis	NOUN
ajlm-2516	33	55	,	,	PUNCT
ajlm-2516	33	56	and	and	CCONJ
ajlm-2516	33	57	infrastructure.22	infrastructure.22	NOUN
ajlm-2516	33	58	in	in	ADP
ajlm-2516	33	59	addition	addition	NOUN
ajlm-2516	33	60	,	,	PUNCT
ajlm-2516	33	61	the	the	DET
ajlm-2516	33	62	state	state	NOUN
ajlm-2516	33	63	of	of	ADP
ajlm-2516	33	64	laboratories	laboratory	NOUN
ajlm-2516	33	65	and	and	CCONJ
ajlm-2516	33	66	hospitals	hospital	NOUN
ajlm-2516	33	67	,	,	PUNCT
ajlm-2516	33	68	level	level	NOUN
ajlm-2516	33	69	of	of	ADP
ajlm-2516	33	70	education	education	NOUN
ajlm-2516	33	71	,	,	PUNCT
ajlm-2516	33	72	shortage	shortage	NOUN
ajlm-2516	33	73	of	of	ADP
ajlm-2516	33	74	skills	skill	NOUN
ajlm-2516	33	75	,	,	PUNCT
ajlm-2516	33	76	and	and	CCONJ
ajlm-2516	33	77	development	development	NOUN
ajlm-2516	33	78	of	of	ADP
ajlm-2516	33	79	appropriate	appropriate	ADJ
ajlm-2516	33	80	software	software	NOUN
ajlm-2516	33	81	may	may	AUX
ajlm-2516	33	82	impact	impact	VERB
ajlm-2516	33	83	the	the	DET
ajlm-2516	33	84	application	application	NOUN
ajlm-2516	33	85	of	of	ADP
ajlm-2516	33	86	ai	ai	NOUN
ajlm-2516	33	87	,	,	PUNCT
ajlm-2516	33	88	thus	thus	ADV
ajlm-2516	33	89	leading	lead	VERB
ajlm-2516	33	90	to	to	ADP
ajlm-2516	33	91	an	an	DET
ajlm-2516	33	92	increased	increase	VERB
ajlm-2516	33	93	burden	burden	NOUN
ajlm-2516	33	94	of	of	ADP
ajlm-2516	33	95	communicable	communicable	NOUN
ajlm-2516	33	96	and	and	CCONJ
ajlm-2516	33	97	non	non	ADJ
ajlm-2516	33	98	-	-	ADJ
ajlm-2516	33	99	communicable	communicable	ADJ
ajlm-2516	33	100	diseases.21,22	diseases.21,22	ADV
ajlm-2516	33	101	non	non	ADJ
ajlm-2516	33	102	-	-	ADJ
ajlm-2516	33	103	communicable	communicable	ADJ
ajlm-2516	33	104	diseases	disease	NOUN
ajlm-2516	33	105	are	be	AUX
ajlm-2516	33	106	diseases	disease	NOUN
ajlm-2516	33	107	that	that	PRON
ajlm-2516	33	108	are	be	AUX
ajlm-2516	33	109	typically	typically	ADV
ajlm-2516	33	110	chronic	chronic	ADJ
ajlm-2516	33	111	and	and	CCONJ
ajlm-2516	33	112	not	not	PART
ajlm-2516	33	113	directly	directly	ADV
ajlm-2516	33	114	transmitted	transmit	VERB
ajlm-2516	33	115	from	from	ADP
ajlm-2516	33	116	one	one	NUM
ajlm-2516	33	117	person	person	NOUN
ajlm-2516	33	118	to	to	ADP
ajlm-2516	33	119	another	another	PRON
ajlm-2516	33	120	;	;	PUNCT
ajlm-2516	33	121	they	they	PRON
ajlm-2516	33	122	include	include	VERB
ajlm-2516	33	123	cardiovascular	cardiovascular	ADJ
ajlm-2516	33	124	disease	disease	NOUN
ajlm-2516	33	125	,	,	PUNCT
ajlm-2516	33	126	diabetes	diabetes	NOUN
ajlm-2516	33	127	,	,	PUNCT
ajlm-2516	33	128	and	and	CCONJ
ajlm-2516	33	129	cancer.23	cancer.23	VERB
ajlm-2516	33	130	communicable	communicable	NOUN
ajlm-2516	33	131	diseases	disease	NOUN
ajlm-2516	33	132	are	be	AUX
ajlm-2516	33	133	infectious	infectious	ADJ
ajlm-2516	33	134	diseases	disease	NOUN
ajlm-2516	33	135	which	which	PRON
ajlm-2516	33	136	spread	spread	VERB
ajlm-2516	33	137	by	by	ADP
ajlm-2516	33	138	contact	contact	NOUN
ajlm-2516	33	139	with	with	ADP
ajlm-2516	33	140	contaminated	contaminate	VERB
ajlm-2516	33	141	surfaces	surface	NOUN
ajlm-2516	33	142	,	,	PUNCT
ajlm-2516	33	143	bodily	bodily	ADJ
ajlm-2516	33	144	fluids	fluid	NOUN
ajlm-2516	33	145	,	,	PUNCT
ajlm-2516	33	146	blood	blood	NOUN
ajlm-2516	33	147	products	product	NOUN
ajlm-2516	33	148	,	,	PUNCT
ajlm-2516	33	149	insect	insect	NOUN
ajlm-2516	33	150	bites	bite	NOUN
ajlm-2516	33	151	,	,	PUNCT
ajlm-2516	33	152	or	or	CCONJ
ajlm-2516	33	153	through	through	ADP
ajlm-2516	33	154	the	the	DET
ajlm-2516	33	155	air.23,24	air.23,24	PROPN
ajlm-2516	33	156	in	in	ADP
ajlm-2516	33	157	africa	africa	PROPN
ajlm-2516	33	158	,	,	PUNCT
ajlm-2516	33	159	31.4	31.4	NUM
ajlm-2516	33	160	million	million	NUM
ajlm-2516	33	161	people	people	NOUN
ajlm-2516	33	162	die	die	VERB
ajlm-2516	33	163	annually	annually	ADV
ajlm-2516	33	164	from	from	ADP
ajlm-2516	33	165	non	non	ADJ
ajlm-2516	33	166	-	-	ADJ
ajlm-2516	33	167	communicable	communicable	ADJ
ajlm-2516	33	168	diseases	disease	NOUN
ajlm-2516	33	169	,	,	PUNCT
ajlm-2516	33	170	including	include	VERB
ajlm-2516	33	171	cancer	cancer	NOUN
ajlm-2516	33	172	,	,	PUNCT
ajlm-2516	33	173	diabetes	diabetes	NOUN
ajlm-2516	33	174	and	and	CCONJ
ajlm-2516	33	175	cardiovascular	cardiovascular	ADJ
ajlm-2516	33	176	disease	disease	NOUN
ajlm-2516	33	177	,	,	PUNCT
ajlm-2516	33	178	with	with	ADP
ajlm-2516	33	179	71	71	NUM
ajlm-2516	33	180	%	%	NOUN
ajlm-2516	33	181	of	of	ADP
ajlm-2516	33	182	deaths	death	NOUN
ajlm-2516	33	183	in	in	ADP
ajlm-2516	33	184	the	the	DET
ajlm-2516	33	185	30–70	30–70	NUM
ajlm-2516	33	186	years	year	NOUN
ajlm-2516	33	187	age	age	NOUN
ajlm-2516	33	188	range.24	range.24	NOUN
ajlm-2516	33	189	the	the	DET
ajlm-2516	33	190	three	three	NUM
ajlm-2516	33	191	most	most	ADV
ajlm-2516	33	192	prevalent	prevalent	ADJ
ajlm-2516	33	193	communicable	communicable	NOUN
ajlm-2516	33	194	diseases	disease	NOUN
ajlm-2516	33	195	in	in	ADP
ajlm-2516	33	196	africa	africa	PROPN
ajlm-2516	33	197	are	be	AUX
ajlm-2516	33	198	hiv	hiv	PROPN
ajlm-2516	33	199	/	/	SYM
ajlm-2516	33	200	aids	aids	PROPN
ajlm-2516	33	201	,	,	PUNCT
ajlm-2516	33	202	malaria	malaria	NOUN
ajlm-2516	33	203	and	and	CCONJ
ajlm-2516	33	204	tuberculosis	tuberculosis	NOUN
ajlm-2516	33	205	,	,	PUNCT
ajlm-2516	33	206	and	and	CCONJ
ajlm-2516	33	207	are	be	AUX
ajlm-2516	33	208	responsible	responsible	ADJ
ajlm-2516	33	209	for	for	ADP
ajlm-2516	33	210	nearly	nearly	ADV
ajlm-2516	33	211	80	80	NUM
ajlm-2516	33	212	%	%	NOUN
ajlm-2516	33	213	of	of	ADP
ajlm-2516	33	214	the	the	DET
ajlm-2516	33	215	total	total	ADJ
ajlm-2516	33	216	infectious	infectious	ADJ
ajlm-2516	33	217	disease	disease	NOUN
ajlm-2516	33	218	burden	burden	NOUN
ajlm-2516	33	219	,	,	PUNCT
ajlm-2516	33	220	claiming	claim	VERB
ajlm-2516	33	221	more	more	ADJ
ajlm-2516	33	222	than	than	ADP
ajlm-2516	33	223	6	6	NUM
ajlm-2516	33	224	million	million	NUM
ajlm-2516	33	225	people	people	NOUN
ajlm-2516	33	226	per	per	ADP
ajlm-2516	33	227	year	year	NOUN
ajlm-2516	33	228	in	in	ADP
ajlm-2516	33	229	africa.23,24	africa.23,24	NOUN
ajlm-2516	33	230	according	accord	VERB
ajlm-2516	33	231	to	to	ADP
ajlm-2516	33	232	oronti,25	oronti,25	PROPN
ajlm-2516	33	233	recently	recently	ADV
ajlm-2516	33	234	in	in	ADP
ajlm-2516	33	235	2024	2024	NUM
ajlm-2516	33	236	,	,	PUNCT
ajlm-2516	33	237	there	there	PRON
ajlm-2516	33	238	has	have	AUX
ajlm-2516	33	239	been	be	AUX
ajlm-2516	33	240	a	a	DET
ajlm-2516	33	241	need	need	NOUN
ajlm-2516	33	242	for	for	SCONJ
ajlm-2516	33	243	the	the	DET
ajlm-2516	33	244	world	world	NOUN
ajlm-2516	33	245	to	to	PART
ajlm-2516	33	246	move	move	VERB
ajlm-2516	33	247	away	away	ADV
ajlm-2516	33	248	from	from	ADP
ajlm-2516	33	249	responses	response	NOUN
ajlm-2516	33	250	to	to	ADP
ajlm-2516	33	251	the	the	DET
ajlm-2516	33	252	coronavirus	coronavirus	NOUN
ajlm-2516	33	253	disease	disease	NOUN
ajlm-2516	33	254	2019	2019	NUM
ajlm-2516	33	255	pandemic	pandemic	ADJ
ajlm-2516	33	256	and	and	CCONJ
ajlm-2516	33	257	to	to	PART
ajlm-2516	33	258	address	address	VERB
ajlm-2516	33	259	the	the	DET
ajlm-2516	33	260	other	other	ADJ
ajlm-2516	33	261	communicable	communicable	NOUN
ajlm-2516	33	262	and	and	CCONJ
ajlm-2516	33	263	non	non	ADJ
ajlm-2516	33	264	-	-	ADJ
ajlm-2516	33	265	communicable	communicable	ADJ
ajlm-2516	33	266	diseases	disease	NOUN
ajlm-2516	33	267	which	which	PRON
ajlm-2516	33	268	account	account	VERB
ajlm-2516	33	269	for	for	ADP
ajlm-2516	33	270	most	most	ADJ
ajlm-2516	33	271	of	of	ADP
ajlm-2516	33	272	the	the	DET
ajlm-2516	33	273	expenses	expense	NOUN
ajlm-2516	33	274	associated	associate	VERB
ajlm-2516	33	275	with	with	ADP
ajlm-2516	33	276	healthcare	healthcare	NOUN
ajlm-2516	33	277	and	and	CCONJ
ajlm-2516	33	278	mortality	mortality	NOUN
ajlm-2516	33	279	.	.	PUNCT
ajlm-2516	34	1	the	the	DET
ajlm-2516	34	2	united	united	PROPN
ajlm-2516	34	3	nations	nations	PROPN
ajlm-2516	34	4	general	general	PROPN
ajlm-2516	34	5	assembly	assembly	PROPN
ajlm-2516	34	6	has	have	AUX
ajlm-2516	34	7	proposed	propose	VERB
ajlm-2516	34	8	the	the	DET
ajlm-2516	34	9	sustainable	sustainable	ADJ
ajlm-2516	34	10	development	development	NOUN
ajlm-2516	34	11	goal	goal	NOUN
ajlm-2516	34	12	3.4	3.4	NUM
ajlm-2516	34	13	target	target	NOUN
ajlm-2516	34	14	to	to	PART
ajlm-2516	34	15	decrease	decrease	VERB
ajlm-2516	34	16	by	by	ADP
ajlm-2516	34	17	one	one	NUM
ajlm-2516	34	18	-	-	PUNCT
ajlm-2516	34	19	third	third	NOUN
ajlm-2516	34	20	the	the	DET
ajlm-2516	34	21	untimely	untimely	ADJ
ajlm-2516	34	22	deaths	death	NOUN
ajlm-2516	34	23	from	from	ADP
ajlm-2516	34	24	communicable	communicable	NOUN
ajlm-2516	34	25	and	and	CCONJ
ajlm-2516	34	26	non	non	ADJ
ajlm-2516	34	27	-	-	ADJ
ajlm-2516	34	28	communicable	communicable	ADJ
ajlm-2516	34	29	diseases	disease	NOUN
ajlm-2516	34	30	which	which	PRON
ajlm-2516	34	31	have	have	AUX
ajlm-2516	34	32	become	become	VERB
ajlm-2516	34	33	a	a	DET
ajlm-2516	34	34	global	global	ADJ
ajlm-2516	34	35	major	major	ADJ
ajlm-2516	34	36	challenge	challenge	NOUN
ajlm-2516	34	37	in	in	ADP
ajlm-2516	34	38	the	the	DET
ajlm-2516	34	39	past	past	ADJ
ajlm-2516	34	40	decade.26	decade.26	NOUN
ajlm-2516	34	41	by	by	ADP
ajlm-2516	34	42	2030	2030	NUM
ajlm-2516	34	43	,	,	PUNCT
ajlm-2516	34	44	investments	investment	NOUN
ajlm-2516	34	45	in	in	ADP
ajlm-2516	34	46	digital	digital	ADJ
ajlm-2516	34	47	health	health	NOUN
ajlm-2516	34	48	technologies	technology	NOUN
ajlm-2516	34	49	,	,	PUNCT
ajlm-2516	34	50	such	such	ADJ
ajlm-2516	34	51	as	as	ADP
ajlm-2516	34	52	telemedicine	telemedicine	NOUN
ajlm-2516	34	53	,	,	PUNCT
ajlm-2516	34	54	devices	device	NOUN
ajlm-2516	34	55	that	that	PRON
ajlm-2516	34	56	can	can	AUX
ajlm-2516	34	57	be	be	AUX
ajlm-2516	34	58	worn	wear	VERB
ajlm-2516	34	59	,	,	PUNCT
ajlm-2516	34	60	and	and	CCONJ
ajlm-2516	34	61	ai	ai	VERB
ajlm-2516	34	62	,	,	PUNCT
ajlm-2516	34	63	should	should	AUX
ajlm-2516	34	64	be	be	AUX
ajlm-2516	34	65	used	use	VERB
ajlm-2516	34	66	to	to	PART
ajlm-2516	34	67	offer	offer	VERB
ajlm-2516	34	68	support	support	NOUN
ajlm-2516	34	69	to	to	PART
ajlm-2516	34	70	accomplish	accomplish	VERB
ajlm-2516	34	71	the	the	DET
ajlm-2516	34	72	united	united	PROPN
ajlm-2516	34	73	nations	nations	PROPN
ajlm-2516	34	74	sustainable	sustainable	ADJ
ajlm-2516	34	75	development	development	NOUN
ajlm-2516	34	76	goal	goal	NOUN
ajlm-2516	34	77	for	for	ADP
ajlm-2516	34	78	health	health	NOUN
ajlm-2516	34	79	in	in	ADP
ajlm-2516	34	80	africa.26	africa.26	ADJ
ajlm-2516	34	81	one	one	NUM
ajlm-2516	34	82	of	of	ADP
ajlm-2516	34	83	the	the	DET
ajlm-2516	34	84	key	key	ADJ
ajlm-2516	34	85	aspects	aspect	NOUN
ajlm-2516	34	86	of	of	ADP
ajlm-2516	34	87	this	this	DET
ajlm-2516	34	88	review	review	NOUN
ajlm-2516	34	89	is	be	AUX
ajlm-2516	34	90	to	to	PART
ajlm-2516	34	91	highlight	highlight	VERB
ajlm-2516	34	92	the	the	DET
ajlm-2516	34	93	current	current	ADJ
ajlm-2516	34	94	state	state	NOUN
ajlm-2516	34	95	,	,	PUNCT
ajlm-2516	34	96	potential	potential	ADJ
ajlm-2516	34	97	and	and	CCONJ
ajlm-2516	34	98	challenges	challenge	NOUN
ajlm-2516	34	99	of	of	ADP
ajlm-2516	34	100	ai	ai	ADJ
ajlm-2516	34	101	and	and	CCONJ
ajlm-2516	34	102	digital	digital	ADJ
ajlm-2516	34	103	technology	technology	NOUN
ajlm-2516	34	104	in	in	ADP
ajlm-2516	34	105	african	african	ADJ
ajlm-2516	34	106	laboratories	laboratory	NOUN
ajlm-2516	34	107	and	and	CCONJ
ajlm-2516	34	108	hospitals	hospital	NOUN
ajlm-2516	34	109	,	,	PUNCT
ajlm-2516	34	110	especially	especially	ADV
ajlm-2516	34	111	in	in	ADP
ajlm-2516	34	112	the	the	DET
ajlm-2516	34	113	diagnosis	diagnosis	NOUN
ajlm-2516	34	114	and	and	CCONJ
ajlm-2516	34	115	treatment	treatment	NOUN
ajlm-2516	34	116	of	of	ADP
ajlm-2516	34	117	communicable	communicable	NOUN
ajlm-2516	34	118	and	and	CCONJ
ajlm-2516	34	119	non	non	ADJ
ajlm-2516	34	120	-	-	ADJ
ajlm-2516	34	121	communicable	communicable	ADJ
ajlm-2516	34	122	diseases	disease	NOUN
ajlm-2516	34	123	in	in	ADP
ajlm-2516	34	124	the	the	DET
ajlm-2516	34	125	past	past	ADJ
ajlm-2516	34	126	24	24	NUM
ajlm-2516	34	127	years	year	NOUN
ajlm-2516	34	128	.	.	PUNCT
ajlm-2516	35	1	an	an	DET
ajlm-2516	35	2	overview	overview	NOUN
ajlm-2516	35	3	of	of	ADP
ajlm-2516	35	4	the	the	DET
ajlm-2516	35	5	healthcare	healthcare	NOUN
ajlm-2516	35	6	system	system	NOUN
ajlm-2516	35	7	is	be	AUX
ajlm-2516	35	8	germane	germane	ADJ
ajlm-2516	35	9	to	to	ADP
ajlm-2516	35	10	the	the	DET
ajlm-2516	35	11	subject	subject	NOUN
ajlm-2516	35	12	matter	matter	NOUN
ajlm-2516	35	13	.	.	PUNCT
ajlm-2516	36	1	significance	significance	NOUN
ajlm-2516	36	2	of	of	ADP
ajlm-2516	36	3	the	the	DET
ajlm-2516	36	4	review	review	NOUN
ajlm-2516	36	5	the	the	DET
ajlm-2516	36	6	novelty	novelty	NOUN
ajlm-2516	36	7	of	of	ADP
ajlm-2516	36	8	this	this	DET
ajlm-2516	36	9	review	review	NOUN
ajlm-2516	36	10	lies	lie	VERB
ajlm-2516	36	11	in	in	ADP
ajlm-2516	36	12	its	its	PRON
ajlm-2516	36	13	comprehensive	comprehensive	ADJ
ajlm-2516	36	14	and	and	CCONJ
ajlm-2516	36	15	context	context	NOUN
ajlm-2516	36	16	-	-	PUNCT
ajlm-2516	36	17	specific	specific	ADJ
ajlm-2516	36	18	analysis	analysis	NOUN
ajlm-2516	36	19	of	of	ADP
ajlm-2516	36	20	ai	ai	NOUN
ajlm-2516	36	21	’s	’s	PART
ajlm-2516	36	22	application	application	NOUN
ajlm-2516	36	23	in	in	ADP
ajlm-2516	36	24	african	african	ADJ
ajlm-2516	36	25	healthcare	healthcare	NOUN
ajlm-2516	36	26	.	.	PUNCT
ajlm-2516	37	1	it	it	PRON
ajlm-2516	37	2	provides	provide	VERB
ajlm-2516	37	3	a	a	DET
ajlm-2516	37	4	holistic	holistic	ADJ
ajlm-2516	37	5	overview	overview	NOUN
ajlm-2516	37	6	of	of	ADP
ajlm-2516	37	7	current	current	ADJ
ajlm-2516	37	8	technological	technological	ADJ
ajlm-2516	37	9	implementations	implementation	NOUN
ajlm-2516	37	10	and	and	CCONJ
ajlm-2516	37	11	potential	potential	ADJ
ajlm-2516	37	12	benefits	benefit	NOUN
ajlm-2516	37	13	,	,	PUNCT
ajlm-2516	37	14	with	with	ADP
ajlm-2516	37	15	a	a	DET
ajlm-2516	37	16	particular	particular	ADJ
ajlm-2516	37	17	focus	focus	NOUN
ajlm-2516	37	18	on	on	ADP
ajlm-2516	37	19	the	the	DET
ajlm-2516	37	20	unique	unique	ADJ
ajlm-2516	37	21	infrastructural	infrastructural	ADJ
ajlm-2516	37	22	and	and	CCONJ
ajlm-2516	37	23	socio	socio	NOUN
ajlm-2516	37	24	-	-	PUNCT
ajlm-2516	37	25	economic	economic	ADJ
ajlm-2516	37	26	conditions	condition	NOUN
ajlm-2516	37	27	of	of	ADP
ajlm-2516	37	28	african	african	ADJ
ajlm-2516	37	29	countries	country	NOUN
ajlm-2516	37	30	.	.	PUNCT
ajlm-2516	38	1	moreover	moreover	ADV
ajlm-2516	38	2	,	,	PUNCT
ajlm-2516	38	3	it	it	PRON
ajlm-2516	38	4	also	also	ADV
ajlm-2516	38	5	provides	provide	VERB
ajlm-2516	38	6	the	the	DET
ajlm-2516	38	7	current	current	ADJ
ajlm-2516	38	8	state	state	NOUN
ajlm-2516	38	9	of	of	ADP
ajlm-2516	38	10	ai	ai	PROPN
ajlm-2516	38	11	and	and	CCONJ
ajlm-2516	38	12	digital	digital	ADJ
ajlm-2516	38	13	technology	technology	NOUN
ajlm-2516	38	14	,	,	PUNCT
ajlm-2516	38	15	and	and	CCONJ
ajlm-2516	38	16	their	their	PRON
ajlm-2516	38	17	impact	impact	NOUN
ajlm-2516	38	18	in	in	ADP
ajlm-2516	38	19	healthcare	healthcare	NOUN
ajlm-2516	38	20	and	and	CCONJ
ajlm-2516	38	21	laboratory	laboratory	NOUN
ajlm-2516	38	22	diagnostics	diagnostic	NOUN
ajlm-2516	38	23	of	of	ADP
ajlm-2516	38	24	communicable	communicable	NOUN
ajlm-2516	38	25	and	and	CCONJ
ajlm-2516	38	26	non	non	ADJ
ajlm-2516	38	27	-	-	ADJ
ajlm-2516	38	28	communicable	communicable	ADJ
ajlm-2516	38	29	diseases	disease	NOUN
ajlm-2516	38	30	in	in	ADP
ajlm-2516	38	31	africa	africa	PROPN
ajlm-2516	38	32	.	.	PUNCT
ajlm-2516	39	1	by	by	ADP
ajlm-2516	39	2	addressing	address	VERB
ajlm-2516	39	3	ethical	ethical	ADJ
ajlm-2516	39	4	considerations	consideration	NOUN
ajlm-2516	39	5	such	such	ADJ
ajlm-2516	39	6	as	as	ADP
ajlm-2516	39	7	equitable	equitable	ADJ
ajlm-2516	39	8	access	access	NOUN
ajlm-2516	39	9	,	,	PUNCT
ajlm-2516	39	10	the	the	DET
ajlm-2516	39	11	review	review	NOUN
ajlm-2516	39	12	underscores	underscore	VERB
ajlm-2516	39	13	the	the	DET
ajlm-2516	39	14	necessity	necessity	NOUN
ajlm-2516	39	15	of	of	ADP
ajlm-2516	39	16	robust	robust	ADJ
ajlm-2516	39	17	regulatory	regulatory	ADJ
ajlm-2516	39	18	frameworks	framework	NOUN
ajlm-2516	39	19	.	.	PUNCT
ajlm-2516	40	1	additionally	additionally	ADV
ajlm-2516	40	2	,	,	PUNCT
ajlm-2516	40	3	it	it	PRON
ajlm-2516	40	4	offers	offer	VERB
ajlm-2516	40	5	practical	practical	ADJ
ajlm-2516	40	6	,	,	PUNCT
ajlm-2516	40	7	actionable	actionable	ADJ
ajlm-2516	40	8	recommendations	recommendation	NOUN
ajlm-2516	40	9	for	for	ADP
ajlm-2516	40	10	governments	government	NOUN
ajlm-2516	40	11	,	,	PUNCT
ajlm-2516	40	12	educational	educational	ADJ
ajlm-2516	40	13	institutions	institution	NOUN
ajlm-2516	40	14	,	,	PUNCT
ajlm-2516	40	15	and	and	CCONJ
ajlm-2516	40	16	healthcare	healthcare	NOUN
ajlm-2516	40	17	organisations	organisation	NOUN
ajlm-2516	40	18	,	,	PUNCT
ajlm-2516	40	19	promoting	promote	VERB
ajlm-2516	40	20	targeted	target	VERB
ajlm-2516	40	21	investments	investment	NOUN
ajlm-2516	40	22	and	and	CCONJ
ajlm-2516	40	23	initiatives	initiative	NOUN
ajlm-2516	40	24	to	to	PART
ajlm-2516	40	25	enhance	enhance	VERB
ajlm-2516	40	26	ai	ai	VERB
ajlm-2516	40	27	adoption	adoption	NOUN
ajlm-2516	40	28	.	.	PUNCT
ajlm-2516	41	1	the	the	DET
ajlm-2516	41	2	review	review	NOUN
ajlm-2516	41	3	also	also	ADV
ajlm-2516	41	4	highlights	highlight	VERB
ajlm-2516	41	5	significant	significant	ADJ
ajlm-2516	41	6	gaps	gap	NOUN
ajlm-2516	41	7	in	in	ADP
ajlm-2516	41	8	research	research	NOUN
ajlm-2516	41	9	,	,	PUNCT
ajlm-2516	41	10	setting	set	VERB
ajlm-2516	41	11	an	an	DET
ajlm-2516	41	12	agenda	agenda	NOUN
ajlm-2516	41	13	for	for	ADP
ajlm-2516	41	14	future	future	ADJ
ajlm-2516	41	15	efforts	effort	NOUN
ajlm-2516	41	16	and	and	CCONJ
ajlm-2516	41	17	encouraging	encourage	VERB
ajlm-2516	41	18	collaborative	collaborative	ADJ
ajlm-2516	41	19	research	research	NOUN
ajlm-2516	41	20	between	between	ADP
ajlm-2516	41	21	african	african	ADJ
ajlm-2516	41	22	and	and	CCONJ
ajlm-2516	41	23	international	international	ADJ
ajlm-2516	41	24	partners	partner	NOUN
ajlm-2516	41	25	.	.	PUNCT
ajlm-2516	42	1	this	this	DET
ajlm-2516	42	2	focus	focus	NOUN
ajlm-2516	42	3	on	on	ADP
ajlm-2516	42	4	reducing	reduce	VERB
ajlm-2516	42	5	disparities	disparity	NOUN
ajlm-2516	42	6	and	and	CCONJ
ajlm-2516	42	7	fostering	foster	VERB
ajlm-2516	42	8	digital	digital	ADJ
ajlm-2516	42	9	inclusion	inclusion	NOUN
ajlm-2516	42	10	aims	aim	VERB
ajlm-2516	42	11	to	to	PART
ajlm-2516	42	12	ensure	ensure	VERB
ajlm-2516	42	13	sustainable	sustainable	ADJ
ajlm-2516	42	14	health	health	NOUN
ajlm-2516	42	15	improvements	improvement	NOUN
ajlm-2516	42	16	and	and	CCONJ
ajlm-2516	42	17	drive	drive	VERB
ajlm-2516	42	18	innovation	innovation	NOUN
ajlm-2516	42	19	in	in	ADP
ajlm-2516	42	20	ai	ai	PROPN
ajlm-2516	42	21	applications	application	NOUN
ajlm-2516	42	22	for	for	ADP
ajlm-2516	42	23	healthcare	healthcare	NOUN
ajlm-2516	42	24	across	across	ADP
ajlm-2516	42	25	the	the	DET
ajlm-2516	42	26	continent	continent	NOUN
ajlm-2516	42	27	.	.	PUNCT
ajlm-2516	43	1	aim	aim	VERB
ajlm-2516	43	2	and	and	CCONJ
ajlm-2516	43	3	objectives	objective	VERB
ajlm-2516	43	4	the	the	DET
ajlm-2516	43	5	aim	aim	NOUN
ajlm-2516	43	6	is	be	AUX
ajlm-2516	43	7	to	to	PART
ajlm-2516	43	8	provide	provide	VERB
ajlm-2516	43	9	a	a	DET
ajlm-2516	43	10	comprehensive	comprehensive	ADJ
ajlm-2516	43	11	and	and	CCONJ
ajlm-2516	43	12	structured	structured	ADJ
ajlm-2516	43	13	exploration	exploration	NOUN
ajlm-2516	43	14	of	of	ADP
ajlm-2516	43	15	the	the	DET
ajlm-2516	43	16	opportunities	opportunity	NOUN
ajlm-2516	43	17	presented	present	VERB
ajlm-2516	43	18	by	by	ADP
ajlm-2516	43	19	ai	ai	ADP
ajlm-2516	43	20	and	and	CCONJ
ajlm-2516	43	21	digital	digital	ADJ
ajlm-2516	43	22	technology	technology	NOUN
ajlm-2516	43	23	to	to	ADP
ajlm-2516	43	24	laboratory	laboratory	NOUN
ajlm-2516	43	25	diagnostics	diagnostic	NOUN
ajlm-2516	43	26	and	and	CCONJ
ajlm-2516	43	27	the	the	DET
ajlm-2516	43	28	management	management	NOUN
ajlm-2516	43	29	of	of	ADP
ajlm-2516	43	30	communicable	communicable	NOUN
ajlm-2516	43	31	and	and	CCONJ
ajlm-2516	43	32	non	non	ADJ
ajlm-2516	43	33	-	-	ADJ
ajlm-2516	43	34	communicable	communicable	ADJ
ajlm-2516	43	35	diseases	disease	NOUN
ajlm-2516	43	36	in	in	ADP
ajlm-2516	43	37	africa	africa	PROPN
ajlm-2516	43	38	.	.	PUNCT
ajlm-2516	44	1	to	to	PART
ajlm-2516	44	2	achieve	achieve	VERB
ajlm-2516	44	3	this	this	DET
ajlm-2516	44	4	aim	aim	NOUN
ajlm-2516	44	5	,	,	PUNCT
ajlm-2516	44	6	the	the	DET
ajlm-2516	44	7	study	study	NOUN
ajlm-2516	44	8	will	will	AUX
ajlm-2516	44	9	systematically	systematically	ADV
ajlm-2516	44	10	identify	identify	VERB
ajlm-2516	44	11	,	,	PUNCT
ajlm-2516	44	12	narrate	narrate	VERB
ajlm-2516	44	13	and	and	CCONJ
ajlm-2516	44	14	analyse	analyse	VERB
ajlm-2516	44	15	the	the	DET
ajlm-2516	44	16	various	various	ADJ
ajlm-2516	44	17	opportunities	opportunity	NOUN
ajlm-2516	44	18	of	of	ADP
ajlm-2516	44	19	ai	ai	NOUN
ajlm-2516	44	20	and	and	CCONJ
ajlm-2516	44	21	digital	digital	ADJ
ajlm-2516	44	22	technology	technology	NOUN
ajlm-2516	44	23	in	in	ADP
ajlm-2516	44	24	healthcare	healthcare	PROPN
ajlm-2516	44	25	and	and	CCONJ
ajlm-2516	44	26	laboratory	laboratory	NOUN
ajlm-2516	44	27	diagnostics	diagnostic	NOUN
ajlm-2516	44	28	in	in	ADP
ajlm-2516	44	29	africa	africa	PROPN
ajlm-2516	44	30	.	.	PUNCT
ajlm-2516	45	1	additionally	additionally	ADV
ajlm-2516	45	2	,	,	PUNCT
ajlm-2516	45	3	it	it	PRON
ajlm-2516	45	4	will	will	AUX
ajlm-2516	45	5	evaluate	evaluate	VERB
ajlm-2516	45	6	the	the	DET
ajlm-2516	45	7	current	current	ADJ
ajlm-2516	45	8	state	state	NOUN
ajlm-2516	45	9	of	of	ADP
ajlm-2516	45	10	ai	ai	PROPN
ajlm-2516	45	11	and	and	CCONJ
ajlm-2516	45	12	digital	digital	ADJ
ajlm-2516	45	13	technology	technology	NOUN
ajlm-2516	45	14	in	in	ADP
ajlm-2516	45	15	healthcare	healthcare	PROPN
ajlm-2516	45	16	and	and	CCONJ
ajlm-2516	45	17	laboratory	laboratory	NOUN
ajlm-2516	45	18	diagnostics	diagnostic	NOUN
ajlm-2516	45	19	in	in	ADP
ajlm-2516	45	20	africa	africa	PROPN
ajlm-2516	45	21	,	,	PUNCT
ajlm-2516	45	22	identify	identify	VERB
ajlm-2516	45	23	challenges	challenge	NOUN
ajlm-2516	45	24	,	,	PUNCT
ajlm-2516	45	25	and	and	CCONJ
ajlm-2516	45	26	make	make	VERB
ajlm-2516	45	27	recommendations	recommendation	NOUN
ajlm-2516	45	28	.	.	PUNCT
ajlm-2516	46	1	methods	method	NOUN
ajlm-2516	46	2	the	the	DET
ajlm-2516	46	3	preferred	preferred	ADJ
ajlm-2516	46	4	reporting	reporting	NOUN
ajlm-2516	46	5	items	item	NOUN
ajlm-2516	46	6	for	for	ADP
ajlm-2516	46	7	systematic	systematic	ADJ
ajlm-2516	46	8	reviews	review	NOUN
ajlm-2516	46	9	and	and	CCONJ
ajlm-2516	46	10	meta	meta	ADJ
ajlm-2516	46	11	-	-	PUNCT
ajlm-2516	46	12	analyses	analysis	NOUN
ajlm-2516	46	13	standards	standard	NOUN
ajlm-2516	46	14	and	and	CCONJ
ajlm-2516	46	15	bibliometric	bibliometric	ADJ
ajlm-2516	46	16	analysis	analysis	NOUN
ajlm-2516	46	17	were	be	AUX
ajlm-2516	46	18	employed	employ	VERB
ajlm-2516	46	19	in	in	ADP
ajlm-2516	46	20	the	the	DET
ajlm-2516	46	21	study.27	study.27	NOUN
ajlm-2516	46	22	this	this	PRON
ajlm-2516	46	23	was	be	AUX
ajlm-2516	46	24	to	to	PART
ajlm-2516	46	25	ensure	ensure	VERB
ajlm-2516	46	26	transparency	transparency	NOUN
ajlm-2516	46	27	,	,	PUNCT
ajlm-2516	46	28	consistency	consistency	NOUN
ajlm-2516	46	29	and	and	CCONJ
ajlm-2516	46	30	controlled	control	VERB
ajlm-2516	46	31	or	or	CCONJ
ajlm-2516	46	32	structured	structure	VERB
ajlm-2516	46	33	reproducible	reproducible	ADJ
ajlm-2516	46	34	review	review	NOUN
ajlm-2516	46	35	processes	process	NOUN
ajlm-2516	46	36	.	.	PUNCT
ajlm-2516	47	1	inclusion	inclusion	NOUN
ajlm-2516	47	2	and	and	CCONJ
ajlm-2516	47	3	exclusion	exclusion	NOUN
ajlm-2516	47	4	criteria	criterion	NOUN
ajlm-2516	47	5	,	,	PUNCT
ajlm-2516	47	6	and	and	CCONJ
ajlm-2516	47	7	a	a	DET
ajlm-2516	47	8	thorough	thorough	ADJ
ajlm-2516	47	9	search	search	NOUN
ajlm-2516	47	10	strategy	strategy	NOUN
ajlm-2516	47	11	,	,	PUNCT
ajlm-2516	47	12	formed	form	VERB
ajlm-2516	47	13	part	part	NOUN
ajlm-2516	47	14	of	of	ADP
ajlm-2516	47	15	the	the	DET
ajlm-2516	47	16	methods	method	NOUN
ajlm-2516	47	17	.	.	PUNCT
ajlm-2516	48	1	qualitative	qualitative	ADJ
ajlm-2516	48	2	thematic	thematic	ADJ
ajlm-2516	48	3	analysis	analysis	NOUN
ajlm-2516	48	4	was	be	AUX
ajlm-2516	48	5	employed	employ	VERB
ajlm-2516	48	6	for	for	ADP
ajlm-2516	48	7	a	a	DET
ajlm-2516	48	8	comprehensive	comprehensive	ADJ
ajlm-2516	48	9	literature	literature	NOUN
ajlm-2516	48	10	assessment	assessment	NOUN
ajlm-2516	48	11	on	on	ADP
ajlm-2516	48	12	ai	ai	PROPN
ajlm-2516	48	13	’s	’s	PART
ajlm-2516	48	14	prospects	prospect	NOUN
ajlm-2516	48	15	for	for	ADP
ajlm-2516	48	16	laboratory	laboratory	NOUN
ajlm-2516	48	17	diagnostics	diagnostic	NOUN
ajlm-2516	48	18	of	of	ADP
ajlm-2516	48	19	communicable	communicable	NOUN
ajlm-2516	48	20	and	and	CCONJ
ajlm-2516	48	21	non	non	ADJ
ajlm-2516	48	22	-	-	ADJ
ajlm-2516	48	23	communicable	communicable	ADJ
ajlm-2516	48	24	diseases	disease	NOUN
ajlm-2516	48	25	,	,	PUNCT
ajlm-2516	48	26	including	include	VERB
ajlm-2516	48	27	narratives	narrative	NOUN
ajlm-2516	48	28	on	on	ADP
ajlm-2516	48	29	salient	salient	ADJ
ajlm-2516	48	30	themes	theme	NOUN
ajlm-2516	48	31	,	,	PUNCT
ajlm-2516	48	32	concepts	concept	NOUN
ajlm-2516	48	33	,	,	PUNCT
ajlm-2516	48	34	or	or	CCONJ
ajlm-2516	48	35	patterns	pattern	NOUN
ajlm-2516	48	36	among	among	ADP
ajlm-2516	48	37	the	the	DET
ajlm-2516	48	38	chosen	choose	VERB
ajlm-2516	48	39	studies	study	NOUN
ajlm-2516	48	40	.	.	PUNCT
ajlm-2516	49	1	retrieval	retrieval	NOUN
ajlm-2516	49	2	of	of	ADP
ajlm-2516	49	3	evidence	evidence	NOUN
ajlm-2516	49	4	and	and	CCONJ
ajlm-2516	49	5	data	datum	NOUN
ajlm-2516	49	6	analysis	analysis	NOUN
ajlm-2516	49	7	the	the	DET
ajlm-2516	49	8	researchers	researcher	NOUN
ajlm-2516	49	9	utilised	utilise	VERB
ajlm-2516	49	10	databases	database	NOUN
ajlm-2516	49	11	of	of	ADP
ajlm-2516	49	12	pubmed	pubmed	PROPN
ajlm-2516	49	13	®	®	PROPN
ajlm-2516	49	14	(	(	PUNCT
ajlm-2516	49	15	united	united	PROPN
ajlm-2516	49	16	states	states	PROPN
ajlm-2516	49	17	national	national	PROPN
ajlm-2516	49	18	library	library	NOUN
ajlm-2516	49	19	of	of	ADP
ajlm-2516	49	20	medicine	medicine	NOUN
ajlm-2516	49	21	,	,	PUNCT
ajlm-2516	49	22	bethesda	bethesda	NOUN
ajlm-2516	49	23	,	,	PUNCT
ajlm-2516	49	24	maryland	maryland	PROPN
ajlm-2516	49	25	,	,	PUNCT
ajlm-2516	49	26	united	united	PROPN
ajlm-2516	49	27	states	states	PROPN
ajlm-2516	49	28	[	[	X
ajlm-2516	49	29	https://pubmed.ncbi.nlm.nih.gov	https://pubmed.ncbi.nlm.nih.gov	NOUN
ajlm-2516	49	30	]	]	PUNCT
ajlm-2516	49	31	,	,	PUNCT
ajlm-2516	49	32	web	web	NOUN
ajlm-2516	49	33	of	of	ADP
ajlm-2516	49	34	science	science	NOUN
ajlm-2516	49	35	™	™	NOUN
ajlm-2516	49	36	core	core	NOUN
ajlm-2516	49	37	collection	collection	NOUN
ajlm-2516	49	38	database	database	NOUN
ajlm-2516	49	39	(	(	PUNCT
ajlm-2516	49	40	clarivate	clarivate	NOUN
ajlm-2516	49	41	analysis	analysis	NOUN
ajlm-2516	49	42	,	,	PUNCT
ajlm-2516	49	43	boston	boston	PROPN
ajlm-2516	49	44	,	,	PUNCT
ajlm-2516	49	45	massachusetts	massachusetts	PROPN
ajlm-2516	49	46	,	,	PUNCT
ajlm-2516	49	47	united	united	PROPN
ajlm-2516	49	48	states	states	PROPN
ajlm-2516	50	1	[	[	X
ajlm-2516	50	2	https://clarivate.com/products/scientific-and-academic-research/research-discovery-and-workflow-solutions/webofscience-platform/web-of-science-core-collection	https://clarivate.com/products/scientific-and-academic-research/research-discovery-and-workflow-solutions/webofscience-platform/web-of-science-core-collection	NOUN
ajlm-2516	50	3	]	]	PUNCT
ajlm-2516	50	4	)	)	PUNCT
ajlm-2516	50	5	and	and	CCONJ
ajlm-2516	50	6	google	google	PROPN
ajlm-2516	50	7	scholar	scholar	NOUN
ajlm-2516	50	8	(	(	PUNCT
ajlm-2516	50	9	https://scholar.google.com	https://scholar.google.com	X
ajlm-2516	50	10	)	)	PUNCT
ajlm-2516	50	11	in	in	ADP
ajlm-2516	50	12	july	july	PROPN
ajlm-2516	50	13	2024	2024	NUM
ajlm-2516	50	14	,	,	PUNCT
ajlm-2516	50	15	to	to	PART
ajlm-2516	50	16	find	find	VERB
ajlm-2516	50	17	peer	peer	NOUN
ajlm-2516	50	18	-	-	PUNCT
ajlm-2516	50	19	reviewed	review	VERB
ajlm-2516	50	20	articles	article	NOUN
ajlm-2516	50	21	that	that	PRON
ajlm-2516	50	22	had	have	AUX
ajlm-2516	50	23	been	be	AUX
ajlm-2516	50	24	written	write	VERB
ajlm-2516	50	25	about	about	ADP
ajlm-2516	50	26	ai	ai	VERB
ajlm-2516	50	27	and	and	CCONJ
ajlm-2516	50	28	digital	digital	ADJ
ajlm-2516	50	29	technology	technology	NOUN
ajlm-2516	50	30	in	in	ADP
ajlm-2516	50	31	african	african	ADJ
ajlm-2516	50	32	healthcare	healthcare	PROPN
ajlm-2516	50	33	.	.	PUNCT
ajlm-2516	51	1	different	different	ADJ
ajlm-2516	51	2	kinds	kind	NOUN
ajlm-2516	51	3	of	of	ADP
ajlm-2516	51	4	research	research	NOUN
ajlm-2516	51	5	articles	article	NOUN
ajlm-2516	51	6	and	and	CCONJ
ajlm-2516	51	7	study	study	NOUN
ajlm-2516	51	8	designs	design	NOUN
ajlm-2516	51	9	were	be	AUX
ajlm-2516	51	10	included	include	VERB
ajlm-2516	51	11	in	in	ADP
ajlm-2516	51	12	this	this	DET
ajlm-2516	51	13	search	search	NOUN
ajlm-2516	51	14	.	.	PUNCT
ajlm-2516	52	1	however	however	ADV
ajlm-2516	52	2	,	,	PUNCT
ajlm-2516	52	3	the	the	DET
ajlm-2516	52	4	selection	selection	NOUN
ajlm-2516	52	5	of	of	ADP
ajlm-2516	52	6	the	the	DET
ajlm-2516	52	7	communicable	communicable	NOUN
ajlm-2516	52	8	and	and	CCONJ
ajlm-2516	52	9	non	non	ADJ
ajlm-2516	52	10	-	-	ADJ
ajlm-2516	52	11	communicable	communicable	ADJ
ajlm-2516	52	12	diseases	disease	NOUN
ajlm-2516	52	13	was	be	AUX
ajlm-2516	52	14	based	base	VERB
ajlm-2516	52	15	on	on	ADP
ajlm-2516	52	16	prevalence	prevalence	NOUN
ajlm-2516	52	17	in	in	ADP
ajlm-2516	52	18	africa	africa	PROPN
ajlm-2516	52	19	.	.	PUNCT
ajlm-2516	53	1	as	as	SCONJ
ajlm-2516	53	2	mentioned	mention	VERB
ajlm-2516	53	3	in	in	ADP
ajlm-2516	53	4	the	the	DET
ajlm-2516	53	5	foregoing	forego	VERB
ajlm-2516	53	6	section	section	NOUN
ajlm-2516	53	7	,	,	PUNCT
ajlm-2516	53	8	the	the	DET
ajlm-2516	53	9	three	three	NUM
ajlm-2516	53	10	most	most	ADV
ajlm-2516	53	11	prevalent	prevalent	ADJ
ajlm-2516	53	12	communicable	communicable	NOUN
ajlm-2516	53	13	diseases	disease	NOUN
ajlm-2516	53	14	in	in	ADP
ajlm-2516	53	15	africa	africa	PROPN
ajlm-2516	53	16	are	be	AUX
ajlm-2516	53	17	hiv	hiv	PROPN
ajlm-2516	53	18	/	/	SYM
ajlm-2516	53	19	aids	aids	PROPN
ajlm-2516	53	20	,	,	PUNCT
ajlm-2516	53	21	malaria	malaria	NOUN
ajlm-2516	53	22	and	and	CCONJ
ajlm-2516	53	23	tuberculosis.23,24	tuberculosis.23,24	NOUN
ajlm-2516	53	24	we	we	PRON
ajlm-2516	53	25	also	also	ADV
ajlm-2516	53	26	based	base	VERB
ajlm-2516	53	27	our	our	PRON
ajlm-2516	53	28	selection	selection	NOUN
ajlm-2516	53	29	on	on	ADP
ajlm-2516	53	30	non	non	ADJ
ajlm-2516	53	31	-	-	ADJ
ajlm-2516	53	32	communicable	communicable	ADJ
ajlm-2516	53	33	diseases	disease	NOUN
ajlm-2516	53	34	such	such	ADJ
ajlm-2516	53	35	as	as	ADP
ajlm-2516	53	36	cancer	cancer	NOUN
ajlm-2516	53	37	,	,	PUNCT
ajlm-2516	53	38	cardiovascular	cardiovascular	ADJ
ajlm-2516	53	39	disease	disease	NOUN
ajlm-2516	53	40	and	and	CCONJ
ajlm-2516	53	41	diabetes	diabetes	NOUN
ajlm-2516	53	42	,	,	PUNCT
ajlm-2516	53	43	which	which	PRON
ajlm-2516	53	44	are	be	AUX
ajlm-2516	53	45	the	the	DET
ajlm-2516	53	46	most	most	ADV
ajlm-2516	53	47	prevalent	prevalent	ADJ
ajlm-2516	53	48	non	non	ADJ
ajlm-2516	53	49	-	-	ADJ
ajlm-2516	53	50	infectious	infectious	ADJ
ajlm-2516	53	51	diseases	disease	NOUN
ajlm-2516	53	52	in	in	ADP
ajlm-2516	53	53	africa.23,24	africa.23,24	NOUN
ajlm-2516	53	54	the	the	DET
ajlm-2516	53	55	designated	designate	VERB
ajlm-2516	53	56	diseases	disease	NOUN
ajlm-2516	53	57	were	be	AUX
ajlm-2516	53	58	integrated	integrate	VERB
ajlm-2516	53	59	interchangeably	interchangeably	ADV
ajlm-2516	53	60	with	with	ADP
ajlm-2516	53	61	the	the	DET
ajlm-2516	53	62	keywords	keyword	NOUN
ajlm-2516	53	63	‘	'	PUNCT
ajlm-2516	53	64	artificial	artificial	ADJ
ajlm-2516	53	65	intelligence	intelligence	NOUN
ajlm-2516	53	66	’	'	PUNCT
ajlm-2516	53	67	or	or	CCONJ
ajlm-2516	53	68	‘	'	PUNCT
ajlm-2516	53	69	deep	deep	ADJ
ajlm-2516	53	70	learn	learn	NOUN
ajlm-2516	53	71	’	'	PUNCT
ajlm-2516	53	72	or	or	CCONJ
ajlm-2516	53	73	‘	'	PUNCT
ajlm-2516	53	74	machine	machine	NOUN
ajlm-2516	53	75	learning	learning	NOUN
ajlm-2516	53	76	’	'	PUNCT
ajlm-2516	53	77	or	or	CCONJ
ajlm-2516	53	78	‘	'	PUNCT
ajlm-2516	53	79	neural	neural	ADJ
ajlm-2516	53	80	network	network	NOUN
ajlm-2516	53	81	’	'	PUNCT
ajlm-2516	53	82	or	or	CCONJ
ajlm-2516	53	83	‘	'	PUNCT
ajlm-2516	53	84	compu	compu	X
ajlm-2516	53	85	intelligent	intelligent	ADJ
ajlm-2516	53	86	’	'	PUNCT
ajlm-2516	53	87	or	or	CCONJ
ajlm-2516	53	88	‘	'	PUNCT
ajlm-2516	53	89	robot	robot	NOUN
ajlm-2516	53	90	’	'	PUNCT
ajlm-2516	53	91	for	for	ADP
ajlm-2516	53	92	assessing	assess	VERB
ajlm-2516	53	93	the	the	DET
ajlm-2516	53	94	impact	impact	NOUN
ajlm-2516	53	95	of	of	ADP
ajlm-2516	53	96	ai	ai	NOUN
ajlm-2516	53	97	and	and	CCONJ
ajlm-2516	53	98	digital	digital	ADJ
ajlm-2516	53	99	technology	technology	NOUN
ajlm-2516	53	100	on	on	ADP
ajlm-2516	53	101	communicable	communicable	NOUN
ajlm-2516	53	102	and	and	CCONJ
ajlm-2516	53	103	non	non	ADJ
ajlm-2516	53	104	-	-	ADJ
ajlm-2516	53	105	communicable	communicable	ADJ
ajlm-2516	53	106	diseases	disease	NOUN
ajlm-2516	53	107	in	in	ADP
ajlm-2516	53	108	africa	africa	PROPN
ajlm-2516	53	109	.	.	PUNCT
ajlm-2516	54	1	we	we	PRON
ajlm-2516	54	2	limited	limit	VERB
ajlm-2516	54	3	the	the	DET
ajlm-2516	54	4	publication	publication	NOUN
ajlm-2516	54	5	years	year	NOUN
ajlm-2516	54	6	from	from	ADP
ajlm-2516	54	7	2000	2000	NUM
ajlm-2516	54	8	to	to	ADP
ajlm-2516	54	9	2024	2024	NUM
ajlm-2516	54	10	.	.	PUNCT
ajlm-2516	55	1	we	we	PRON
ajlm-2516	55	2	excluded	exclude	VERB
ajlm-2516	55	3	non	non	ADJ
ajlm-2516	55	4	-	-	ADJ
ajlm-2516	55	5	english	english	ADJ
ajlm-2516	55	6	language	language	NOUN
ajlm-2516	55	7	articles	article	NOUN
ajlm-2516	55	8	that	that	PRON
ajlm-2516	55	9	were	be	AUX
ajlm-2516	55	10	not	not	PART
ajlm-2516	55	11	focused	focus	VERB
ajlm-2516	55	12	on	on	ADP
ajlm-2516	55	13	healthcare	healthcare	PROPN
ajlm-2516	55	14	in	in	ADP
ajlm-2516	55	15	africa	africa	PROPN
ajlm-2516	55	16	.	.	PUNCT
ajlm-2516	56	1	extracted	extract	VERB
ajlm-2516	56	2	data	datum	NOUN
ajlm-2516	56	3	were	be	AUX
ajlm-2516	56	4	synthesised	synthesise	VERB
ajlm-2516	56	5	thematically	thematically	ADV
ajlm-2516	56	6	to	to	PART
ajlm-2516	56	7	identify	identify	VERB
ajlm-2516	56	8	patterns	pattern	NOUN
ajlm-2516	56	9	,	,	PUNCT
ajlm-2516	56	10	trends	trend	NOUN
ajlm-2516	56	11	,	,	PUNCT
ajlm-2516	56	12	and	and	CCONJ
ajlm-2516	56	13	key	key	ADJ
ajlm-2516	56	14	insights	insight	NOUN
ajlm-2516	56	15	related	relate	VERB
ajlm-2516	56	16	to	to	ADP
ajlm-2516	56	17	the	the	DET
ajlm-2516	56	18	opportunities	opportunity	NOUN
ajlm-2516	56	19	presented	present	VERB
ajlm-2516	56	20	by	by	ADP
ajlm-2516	56	21	ai	ai	ADP
ajlm-2516	56	22	and	and	CCONJ
ajlm-2516	56	23	digital	digital	ADJ
ajlm-2516	56	24	technology	technology	NOUN
ajlm-2516	56	25	-	-	PUNCT
ajlm-2516	56	26	based	base	VERB
ajlm-2516	56	27	diagnostic	diagnostic	ADJ
ajlm-2516	56	28	tools	tool	NOUN
ajlm-2516	56	29	for	for	ADP
ajlm-2516	56	30	communicable	communicable	NOUN
ajlm-2516	56	31	and	and	CCONJ
ajlm-2516	56	32	non	non	ADJ
ajlm-2516	56	33	-	-	ADJ
ajlm-2516	56	34	communicable	communicable	ADJ
ajlm-2516	56	35	diseases	disease	NOUN
ajlm-2516	56	36	in	in	ADP
ajlm-2516	56	37	africa	africa	PROPN
ajlm-2516	56	38	.	.	PUNCT
ajlm-2516	57	1	clusters	cluster	NOUN
ajlm-2516	57	2	that	that	PRON
ajlm-2516	57	3	reflected	reflect	VERB
ajlm-2516	57	4	commonalities	commonality	NOUN
ajlm-2516	57	5	and	and	CCONJ
ajlm-2516	57	6	areas	area	NOUN
ajlm-2516	57	7	of	of	ADP
ajlm-2516	57	8	focus	focus	NOUN
ajlm-2516	57	9	were	be	AUX
ajlm-2516	57	10	identified	identify	VERB
ajlm-2516	57	11	.	.	PUNCT
ajlm-2516	58	1	emerging	emerge	VERB
ajlm-2516	58	2	trends	trend	NOUN
ajlm-2516	58	3	and	and	CCONJ
ajlm-2516	58	4	patterns	pattern	NOUN
ajlm-2516	58	5	within	within	ADP
ajlm-2516	58	6	the	the	DET
ajlm-2516	58	7	selected	select	VERB
ajlm-2516	58	8	literature	literature	NOUN
ajlm-2516	58	9	were	be	AUX
ajlm-2516	58	10	noted	note	VERB
ajlm-2516	58	11	.	.	PUNCT
ajlm-2516	59	1	moreover	moreover	ADV
ajlm-2516	59	2	,	,	PUNCT
ajlm-2516	59	3	graphpad	graphpad	NOUN
ajlm-2516	59	4	prism	prism	NOUN
ajlm-2516	59	5	v.	v.	ADP
ajlm-2516	59	6	10.2.3	10.2.3	NUM
ajlm-2516	59	7	(	(	PUNCT
ajlm-2516	59	8	graphpad	graphpad	NOUN
ajlm-2516	59	9	,	,	PUNCT
ajlm-2516	59	10	la	la	PROPN
ajlm-2516	59	11	jolla	jolla	PROPN
ajlm-2516	59	12	,	,	PUNCT
ajlm-2516	59	13	california	california	PROPN
ajlm-2516	59	14	,	,	PUNCT
ajlm-2516	59	15	united	united	PROPN
ajlm-2516	59	16	states	states	PROPN
ajlm-2516	59	17	[	[	X
ajlm-2516	59	18	https://www.graphpad.com/features	https://www.graphpad.com/features	X
ajlm-2516	59	19	]	]	PUNCT
ajlm-2516	59	20	)	)	PUNCT
ajlm-2516	59	21	was	be	AUX
ajlm-2516	59	22	utilised	utilise	VERB
ajlm-2516	59	23	for	for	ADP
ajlm-2516	59	24	statistical	statistical	ADJ
ajlm-2516	59	25	analyses	analysis	NOUN
ajlm-2516	59	26	.	.	PUNCT
ajlm-2516	60	1	the	the	DET
ajlm-2516	60	2	pearson	pearson	PROPN
ajlm-2516	60	3	correlation	correlation	NOUN
ajlm-2516	60	4	was	be	AUX
ajlm-2516	60	5	calculated	calculate	VERB
ajlm-2516	60	6	to	to	PART
ajlm-2516	60	7	identify	identify	VERB
ajlm-2516	60	8	disproportionate	disproportionate	ADJ
ajlm-2516	60	9	national	national	ADJ
ajlm-2516	60	10	scientific	scientific	ADJ
ajlm-2516	60	11	and	and	CCONJ
ajlm-2516	60	12	socio	socio	NOUN
ajlm-2516	60	13	-	-	PUNCT
ajlm-2516	60	14	economic	economic	ADJ
ajlm-2516	60	15	characteristics	characteristic	NOUN
ajlm-2516	60	16	,	,	PUNCT
ajlm-2516	60	17	association	association	NOUN
ajlm-2516	60	18	between	between	ADP
ajlm-2516	60	19	publication	publication	NOUN
ajlm-2516	60	20	output	output	NOUN
ajlm-2516	60	21	and	and	CCONJ
ajlm-2516	60	22	gross	gross	ADJ
ajlm-2516	60	23	domestic	domestic	ADJ
ajlm-2516	60	24	expenditures	expenditure	NOUN
ajlm-2516	60	25	for	for	ADP
ajlm-2516	60	26	research	research	NOUN
ajlm-2516	60	27	and	and	CCONJ
ajlm-2516	60	28	development	development	NOUN
ajlm-2516	60	29	(	(	PUNCT
ajlm-2516	60	30	gerd	gerd	NOUN
ajlm-2516	60	31	)	)	PUNCT
ajlm-2516	60	32	,	,	PUNCT
ajlm-2516	60	33	number	number	NOUN
ajlm-2516	60	34	of	of	ADP
ajlm-2516	60	35	research	research	NOUN
ajlm-2516	60	36	funding	funding	NOUN
ajlm-2516	60	37	agents	agent	NOUN
ajlm-2516	60	38	,	,	PUNCT
ajlm-2516	60	39	and	and	CCONJ
ajlm-2516	60	40	gross	gross	ADJ
ajlm-2516	60	41	domestic	domestic	ADJ
ajlm-2516	60	42	product	product	NOUN
ajlm-2516	60	43	(	(	PUNCT
ajlm-2516	60	44	gdp	gdp	NOUN
ajlm-2516	60	45	)	)	PUNCT
ajlm-2516	60	46	.	.	PUNCT
ajlm-2516	61	1	variables	variable	NOUN
ajlm-2516	61	2	were	be	AUX
ajlm-2516	61	3	expressed	express	VERB
ajlm-2516	61	4	as	as	ADP
ajlm-2516	61	5	percentage	percentage	NOUN
ajlm-2516	61	6	and	and	CCONJ
ajlm-2516	61	7	mean	mean	ADJ
ajlm-2516	61	8	±	±	NUM
ajlm-2516	61	9	standard	standard	ADJ
ajlm-2516	61	10	deviation	deviation	NOUN
ajlm-2516	61	11	.	.	PUNCT
ajlm-2516	62	1	results	result	VERB
ajlm-2516	62	2	current	current	ADJ
ajlm-2516	62	3	state	state	NOUN
ajlm-2516	62	4	and	and	CCONJ
ajlm-2516	62	5	opportunities	opportunity	NOUN
ajlm-2516	62	6	of	of	ADP
ajlm-2516	62	7	artificial	artificial	ADJ
ajlm-2516	62	8	intelligence	intelligence	NOUN
ajlm-2516	62	9	and	and	CCONJ
ajlm-2516	62	10	digital	digital	ADJ
ajlm-2516	62	11	technology	technology	NOUN
ajlm-2516	62	12	comprehending	comprehend	VERB
ajlm-2516	62	13	the	the	DET
ajlm-2516	62	14	present	present	ADJ
ajlm-2516	62	15	status	status	NOUN
ajlm-2516	62	16	of	of	ADP
ajlm-2516	62	17	ai	ai	PROPN
ajlm-2516	62	18	and	and	CCONJ
ajlm-2516	62	19	digital	digital	ADJ
ajlm-2516	62	20	technology	technology	NOUN
ajlm-2516	62	21	research	research	NOUN
ajlm-2516	62	22	in	in	ADP
ajlm-2516	62	23	the	the	DET
ajlm-2516	62	24	african	african	ADJ
ajlm-2516	62	25	healthcare	healthcare	NOUN
ajlm-2516	62	26	sector	sector	NOUN
ajlm-2516	62	27	is	be	AUX
ajlm-2516	62	28	crucial	crucial	ADJ
ajlm-2516	62	29	for	for	ADP
ajlm-2516	62	30	creating	create	VERB
ajlm-2516	63	1	ai	ai	ADJ
ajlm-2516	63	2	solutions	solution	NOUN
ajlm-2516	63	3	that	that	PRON
ajlm-2516	63	4	are	be	AUX
ajlm-2516	63	5	customised	customise	VERB
ajlm-2516	63	6	to	to	ADP
ajlm-2516	63	7	the	the	DET
ajlm-2516	63	8	unique	unique	ADJ
ajlm-2516	63	9	circumstances	circumstance	NOUN
ajlm-2516	63	10	found	find	VERB
ajlm-2516	63	11	on	on	ADP
ajlm-2516	63	12	the	the	DET
ajlm-2516	63	13	continent	continent	NOUN
ajlm-2516	63	14	,	,	PUNCT
ajlm-2516	63	15	such	such	ADJ
ajlm-2516	63	16	as	as	ADP
ajlm-2516	63	17	the	the	DET
ajlm-2516	63	18	high	high	ADJ
ajlm-2516	63	19	incidence	incidence	NOUN
ajlm-2516	63	20	of	of	ADP
ajlm-2516	63	21	infectious	infectious	ADJ
ajlm-2516	63	22	diseases	disease	NOUN
ajlm-2516	63	23	and	and	CCONJ
ajlm-2516	63	24	resource	resource	NOUN
ajlm-2516	63	25	scarcity	scarcity	NOUN
ajlm-2516	63	26	.	.	PUNCT
ajlm-2516	64	1	with	with	ADP
ajlm-2516	64	2	the	the	DET
ajlm-2516	64	3	integration	integration	NOUN
ajlm-2516	64	4	of	of	ADP
ajlm-2516	64	5	ai	ai	ADJ
ajlm-2516	64	6	and	and	CCONJ
ajlm-2516	64	7	digital	digital	ADJ
ajlm-2516	64	8	technologies	technology	NOUN
ajlm-2516	64	9	,	,	PUNCT
ajlm-2516	64	10	the	the	DET
ajlm-2516	64	11	evidence	evidence	NOUN
ajlm-2516	64	12	from	from	ADP
ajlm-2516	64	13	the	the	DET
ajlm-2516	64	14	perused	peruse	VERB
ajlm-2516	64	15	pubmed	pubmed	PROPN
ajlm-2516	64	16	®	®	PROPN
ajlm-2516	64	17	,	,	PUNCT
ajlm-2516	64	18	web	web	NOUN
ajlm-2516	64	19	of	of	ADP
ajlm-2516	64	20	science	science	NOUN
ajlm-2516	64	21	™	™	NOUN
ajlm-2516	64	22	and	and	CCONJ
ajlm-2516	64	23	google	google	PROPN
ajlm-2516	64	24	scholar	scholar	NOUN
ajlm-2516	64	25	databases	database	NOUN
ajlm-2516	64	26	suggests	suggest	VERB
ajlm-2516	64	27	that	that	SCONJ
ajlm-2516	64	28	the	the	DET
ajlm-2516	64	29	african	african	ADJ
ajlm-2516	64	30	healthcare	healthcare	PROPN
ajlm-2516	64	31	landscape	landscape	NOUN
ajlm-2516	64	32	is	be	AUX
ajlm-2516	64	33	undergoing	undergo	VERB
ajlm-2516	64	34	an	an	DET
ajlm-2516	64	35	early	early	ADJ
ajlm-2516	64	36	-	-	PUNCT
ajlm-2516	64	37	stage	stage	NOUN
ajlm-2516	64	38	revolutionary	revolutionary	ADJ
ajlm-2516	64	39	shift	shift	NOUN
ajlm-2516	64	40	.	.	PUNCT
ajlm-2516	65	1	these	these	DET
ajlm-2516	65	2	improvements	improvement	NOUN
ajlm-2516	65	3	are	be	AUX
ajlm-2516	65	4	most	most	ADV
ajlm-2516	65	5	noticeable	noticeable	ADJ
ajlm-2516	65	6	in	in	ADP
ajlm-2516	65	7	laboratory	laboratory	NOUN
ajlm-2516	65	8	settings	setting	NOUN
ajlm-2516	65	9	,	,	PUNCT
ajlm-2516	65	10	where	where	SCONJ
ajlm-2516	65	11	ai	ai	NOUN
ajlm-2516	65	12	is	be	AUX
ajlm-2516	65	13	helping	help	VERB
ajlm-2516	65	14	to	to	PART
ajlm-2516	65	15	improve	improve	VERB
ajlm-2516	65	16	tailored	tailored	ADJ
ajlm-2516	65	17	treatment	treatment	NOUN
ajlm-2516	65	18	,	,	PUNCT
ajlm-2516	65	19	surveillance	surveillance	NOUN
ajlm-2516	65	20	for	for	ADP
ajlm-2516	65	21	communicable	communicable	NOUN
ajlm-2516	65	22	and	and	CCONJ
ajlm-2516	65	23	non	non	ADJ
ajlm-2516	65	24	-	-	ADJ
ajlm-2516	65	25	communicable	communicable	ADJ
ajlm-2516	65	26	diseases	disease	NOUN
ajlm-2516	65	27	,	,	PUNCT
ajlm-2516	65	28	and	and	CCONJ
ajlm-2516	65	29	diagnostic	diagnostic	ADJ
ajlm-2516	65	30	competencies	competency	NOUN
ajlm-2516	65	31	.	.	PUNCT
ajlm-2516	66	1	figure	figure	NOUN
ajlm-2516	66	2	1	1	NUM
ajlm-2516	66	3	displays	display	VERB
ajlm-2516	66	4	the	the	DET
ajlm-2516	66	5	medical	medical	ADJ
ajlm-2516	66	6	uses	use	NOUN
ajlm-2516	66	7	of	of	ADP
ajlm-2516	66	8	ai	ai	PROPN
ajlm-2516	66	9	domains	domain	NOUN
ajlm-2516	66	10	and	and	CCONJ
ajlm-2516	66	11	subdomains	subdomain	NOUN
ajlm-2516	66	12	in	in	ADP
ajlm-2516	66	13	africa	africa	PROPN
ajlm-2516	66	14	.	.	PUNCT
ajlm-2516	67	1	figure	figure	VERB
ajlm-2516	67	2	1	1	NUM
ajlm-2516	67	3	:	:	PUNCT
ajlm-2516	67	4	illustration	illustration	NOUN
ajlm-2516	67	5	of	of	ADP
ajlm-2516	67	6	artificial	artificial	ADJ
ajlm-2516	67	7	intelligence	intelligence	NOUN
ajlm-2516	67	8	and	and	CCONJ
ajlm-2516	67	9	digital	digital	ADJ
ajlm-2516	67	10	technology	technology	NOUN
ajlm-2516	67	11	,	,	PUNCT
ajlm-2516	67	12	and	and	CCONJ
ajlm-2516	67	13	their	their	PRON
ajlm-2516	67	14	importance	importance	NOUN
ajlm-2516	67	15	in	in	ADP
ajlm-2516	67	16	an	an	DET
ajlm-2516	67	17	african	african	ADJ
ajlm-2516	67	18	laboratory	laboratory	NOUN
ajlm-2516	67	19	environment	environment	NOUN
ajlm-2516	67	20	.	.	PUNCT
ajlm-2516	68	1	artificial	artificial	ADJ
ajlm-2516	68	2	intelligence	intelligence	NOUN
ajlm-2516	68	3	has	have	VERB
ajlm-2516	68	4	several	several	ADJ
ajlm-2516	68	5	applications	application	NOUN
ajlm-2516	68	6	in	in	ADP
ajlm-2516	68	7	the	the	DET
ajlm-2516	68	8	sector	sector	NOUN
ajlm-2516	68	9	of	of	ADP
ajlm-2516	68	10	digital	digital	ADJ
ajlm-2516	68	11	healthcare	healthcare	NOUN
ajlm-2516	68	12	.	.	PUNCT
ajlm-2516	69	1	the	the	DET
ajlm-2516	69	2	study	study	NOUN
ajlm-2516	69	3	incorporated	incorporate	VERB
ajlm-2516	69	4	a	a	DET
ajlm-2516	69	5	total	total	NOUN
ajlm-2516	69	6	of	of	ADP
ajlm-2516	69	7	1563	1563	NUM
ajlm-2516	69	8	peer	peer	NOUN
ajlm-2516	69	9	-	-	PUNCT
ajlm-2516	69	10	reviewed	review	VERB
ajlm-2516	69	11	scientific	scientific	ADJ
ajlm-2516	69	12	documents	document	NOUN
ajlm-2516	69	13	focusing	focus	VERB
ajlm-2516	69	14	on	on	ADP
ajlm-2516	69	15	research	research	NOUN
ajlm-2516	69	16	of	of	ADP
ajlm-2516	69	17	ai	ai	NOUN
ajlm-2516	69	18	and	and	CCONJ
ajlm-2516	69	19	digital	digital	ADJ
ajlm-2516	69	20	healthcare	healthcare	NOUN
ajlm-2516	69	21	for	for	ADP
ajlm-2516	69	22	communicable	communicable	NOUN
ajlm-2516	69	23	and	and	CCONJ
ajlm-2516	69	24	non	non	ADJ
ajlm-2516	69	25	-	-	ADJ
ajlm-2516	69	26	communicable	communicable	ADJ
ajlm-2516	69	27	diseases	disease	NOUN
ajlm-2516	69	28	that	that	PRON
ajlm-2516	69	29	are	be	AUX
ajlm-2516	69	30	most	most	ADV
ajlm-2516	69	31	prevalent	prevalent	ADJ
ajlm-2516	69	32	in	in	ADP
ajlm-2516	69	33	africa	africa	PROPN
ajlm-2516	69	34	;	;	PUNCT
ajlm-2516	69	35	after	after	ADP
ajlm-2516	69	36	filtration	filtration	NOUN
ajlm-2516	69	37	,	,	PUNCT
ajlm-2516	69	38	only	only	ADV
ajlm-2516	69	39	37	37	NUM
ajlm-2516	69	40	were	be	AUX
ajlm-2516	69	41	utilised	utilise	VERB
ajlm-2516	69	42	for	for	ADP
ajlm-2516	69	43	systematic	systematic	ADJ
ajlm-2516	69	44	review	review	NOUN
ajlm-2516	69	45	(	(	PUNCT
ajlm-2516	69	46	figure	figure	NOUN
ajlm-2516	69	47	2	2	NUM
ajlm-2516	69	48	)	)	PUNCT
ajlm-2516	69	49	.	.	PUNCT
ajlm-2516	70	1	table	table	NOUN
ajlm-2516	70	2	1	1	NUM
ajlm-2516	70	3	depicts	depict	VERB
ajlm-2516	70	4	various	various	ADJ
ajlm-2516	70	5	opportunities	opportunity	NOUN
ajlm-2516	70	6	of	of	ADP
ajlm-2516	70	7	ai	ai	NOUN
ajlm-2516	70	8	and	and	CCONJ
ajlm-2516	70	9	digital	digital	ADJ
ajlm-2516	70	10	technology	technology	NOUN
ajlm-2516	70	11	in	in	ADP
ajlm-2516	70	12	healthcare	healthcare	PROPN
ajlm-2516	70	13	and	and	CCONJ
ajlm-2516	70	14	laboratory	laboratory	NOUN
ajlm-2516	70	15	diagnostics	diagnostic	NOUN
ajlm-2516	70	16	in	in	ADP
ajlm-2516	70	17	africa	africa	PROPN
ajlm-2516	70	18	.	.	PUNCT
ajlm-2516	71	1	in	in	ADP
ajlm-2516	71	2	reference	reference	NOUN
ajlm-2516	71	3	to	to	ADP
ajlm-2516	71	4	non	non	ADJ
ajlm-2516	71	5	-	-	ADJ
ajlm-2516	71	6	communicable	communicable	ADJ
ajlm-2516	71	7	diseases	disease	NOUN
ajlm-2516	71	8	(	(	PUNCT
ajlm-2516	71	9	figure	figure	NOUN
ajlm-2516	71	10	3	3	NUM
ajlm-2516	71	11	)	)	PUNCT
ajlm-2516	71	12	,	,	PUNCT
ajlm-2516	71	13	the	the	DET
ajlm-2516	71	14	three	three	NUM
ajlm-2516	71	15	most	most	ADV
ajlm-2516	71	16	dominant	dominant	ADJ
ajlm-2516	71	17	african	african	ADJ
ajlm-2516	71	18	countries	country	NOUN
ajlm-2516	71	19	with	with	ADP
ajlm-2516	71	20	high	high	ADJ
ajlm-2516	71	21	ai	ai	NOUN
ajlm-2516	71	22	and	and	CCONJ
ajlm-2516	71	23	digital	digital	ADJ
ajlm-2516	71	24	technology	technology	NOUN
ajlm-2516	71	25	related	relate	VERB
ajlm-2516	71	26	to	to	ADP
ajlm-2516	71	27	cardiovascular	cardiovascular	ADJ
ajlm-2516	71	28	disease	disease	NOUN
ajlm-2516	71	29	research	research	NOUN
ajlm-2516	71	30	productivity	productivity	NOUN
ajlm-2516	71	31	are	be	AUX
ajlm-2516	71	32	south	south	PROPN
ajlm-2516	71	33	africa	africa	PROPN
ajlm-2516	71	34	(	(	PUNCT
ajlm-2516	71	35	29.73	29.73	NUM
ajlm-2516	71	36	%	%	NOUN
ajlm-2516	71	37	)	)	PUNCT
ajlm-2516	71	38	,	,	PUNCT
ajlm-2516	71	39	morocco	morocco	PROPN
ajlm-2516	71	40	(	(	PUNCT
ajlm-2516	71	41	27.02	27.02	NUM
ajlm-2516	71	42	%	%	NOUN
ajlm-2516	71	43	)	)	PUNCT
ajlm-2516	71	44	,	,	PUNCT
ajlm-2516	71	45	and	and	CCONJ
ajlm-2516	71	46	egypt	egypt	PROPN
ajlm-2516	71	47	(	(	PUNCT
ajlm-2516	71	48	21.62	21.62	NUM
ajlm-2516	71	49	%	%	NOUN
ajlm-2516	71	50	)	)	PUNCT
ajlm-2516	71	51	.	.	PUNCT
ajlm-2516	72	1	in	in	ADP
ajlm-2516	72	2	the	the	DET
ajlm-2516	72	3	case	case	NOUN
ajlm-2516	72	4	of	of	ADP
ajlm-2516	72	5	the	the	DET
ajlm-2516	72	6	research	research	NOUN
ajlm-2516	72	7	field	field	NOUN
ajlm-2516	72	8	of	of	ADP
ajlm-2516	72	9	ai	ai	PROPN
ajlm-2516	72	10	and	and	CCONJ
ajlm-2516	72	11	digital	digital	ADJ
ajlm-2516	72	12	technology	technology	NOUN
ajlm-2516	72	13	related	relate	VERB
ajlm-2516	72	14	to	to	ADP
ajlm-2516	72	15	diabetes	diabetes	NOUN
ajlm-2516	72	16	and	and	CCONJ
ajlm-2516	72	17	cancer	cancer	NOUN
ajlm-2516	72	18	diseases	disease	NOUN
ajlm-2516	72	19	,	,	PUNCT
ajlm-2516	72	20	the	the	DET
ajlm-2516	72	21	same	same	ADJ
ajlm-2516	72	22	three	three	NUM
ajlm-2516	72	23	countries	country	NOUN
ajlm-2516	72	24	remained	remain	VERB
ajlm-2516	72	25	dominant	dominant	ADJ
ajlm-2516	72	26	.	.	PUNCT
ajlm-2516	73	1	egypt	egypt	PROPN
ajlm-2516	73	2	(	(	PUNCT
ajlm-2516	73	3	25.00	25.00	NUM
ajlm-2516	73	4	%	%	NOUN
ajlm-2516	73	5	for	for	ADP
ajlm-2516	73	6	diabetes	diabetes	NOUN
ajlm-2516	73	7	;	;	PUNCT
ajlm-2516	73	8	43.28	43.28	NUM
ajlm-2516	73	9	%	%	NOUN
ajlm-2516	73	10	for	for	ADP
ajlm-2516	73	11	cancer	cancer	NOUN
ajlm-2516	73	12	)	)	PUNCT
ajlm-2516	73	13	,	,	PUNCT
ajlm-2516	73	14	was	be	AUX
ajlm-2516	73	15	ranked	rank	VERB
ajlm-2516	73	16	as	as	ADP
ajlm-2516	73	17	a	a	DET
ajlm-2516	73	18	high	high	ADV
ajlm-2516	73	19	-	-	PUNCT
ajlm-2516	73	20	producing	produce	VERB
ajlm-2516	73	21	african	african	ADJ
ajlm-2516	73	22	country	country	NOUN
ajlm-2516	73	23	in	in	ADP
ajlm-2516	73	24	these	these	DET
ajlm-2516	73	25	research	research	NOUN
ajlm-2516	73	26	fields	field	NOUN
ajlm-2516	73	27	of	of	ADP
ajlm-2516	73	28	ai	ai	NOUN
ajlm-2516	73	29	and	and	CCONJ
ajlm-2516	73	30	digital	digital	ADJ
ajlm-2516	73	31	technology	technology	NOUN
ajlm-2516	73	32	related	relate	VERB
ajlm-2516	73	33	to	to	ADP
ajlm-2516	73	34	diabetes	diabetes	NOUN
ajlm-2516	73	35	and	and	CCONJ
ajlm-2516	73	36	cancer	cancer	NOUN
ajlm-2516	73	37	diseases	disease	NOUN
ajlm-2516	73	38	.	.	PUNCT
ajlm-2516	74	1	morocco	morocco	PROPN
ajlm-2516	74	2	(	(	PUNCT
ajlm-2516	74	3	18.75	18.75	NUM
ajlm-2516	74	4	%	%	NOUN
ajlm-2516	74	5	for	for	ADP
ajlm-2516	74	6	diabetes	diabetes	NOUN
ajlm-2516	74	7	;	;	PUNCT
ajlm-2516	74	8	15.35	15.35	NUM
ajlm-2516	74	9	%	%	NOUN
ajlm-2516	74	10	for	for	ADP
ajlm-2516	74	11	cancer	cancer	NOUN
ajlm-2516	74	12	)	)	PUNCT
ajlm-2516	74	13	ranked	rank	VERB
ajlm-2516	74	14	second	second	ADV
ajlm-2516	74	15	,	,	PUNCT
ajlm-2516	74	16	and	and	CCONJ
ajlm-2516	74	17	south	south	PROPN
ajlm-2516	74	18	africa	africa	PROPN
ajlm-2516	74	19	(	(	PUNCT
ajlm-2516	74	20	12.50	12.50	NUM
ajlm-2516	74	21	%	%	NOUN
ajlm-2516	74	22	for	for	ADP
ajlm-2516	74	23	diabetes	diabetes	NOUN
ajlm-2516	74	24	;	;	PUNCT
ajlm-2516	74	25	14.92	14.92	NUM
ajlm-2516	74	26	%	%	NOUN
ajlm-2516	74	27	for	for	ADP
ajlm-2516	74	28	cancer	cancer	NOUN
ajlm-2516	74	29	)	)	PUNCT
ajlm-2516	74	30	ranked	rank	VERB
ajlm-2516	74	31	third	third	ADV
ajlm-2516	74	32	.	.	PUNCT
ajlm-2516	75	1	figure	figure	NOUN
ajlm-2516	75	2	2	2	NUM
ajlm-2516	75	3	:	:	PUNCT
ajlm-2516	75	4	preferred	preferred	ADJ
ajlm-2516	75	5	reporting	reporting	NOUN
ajlm-2516	75	6	items	item	NOUN
ajlm-2516	75	7	for	for	ADP
ajlm-2516	75	8	systematic	systematic	ADJ
ajlm-2516	75	9	reviews	review	NOUN
ajlm-2516	75	10	and	and	CCONJ
ajlm-2516	75	11	meta	meta	ADJ
ajlm-2516	75	12	-	-	PUNCT
ajlm-2516	75	13	analyses	analysis	NOUN
ajlm-2516	75	14	flow	flow	NOUN
ajlm-2516	75	15	diagram	diagram	NOUN
ajlm-2516	75	16	for	for	ADP
ajlm-2516	75	17	evaluating	evaluate	VERB
ajlm-2516	75	18	the	the	DET
ajlm-2516	75	19	impact	impact	NOUN
ajlm-2516	75	20	of	of	ADP
ajlm-2516	75	21	artificial	artificial	ADJ
ajlm-2516	75	22	intelligence	intelligence	NOUN
ajlm-2516	75	23	and	and	CCONJ
ajlm-2516	75	24	digital	digital	PROPN
ajlm-2516	75	25	technology	technology	NOUN
ajlm-2516	75	26	-	-	PUNCT
ajlm-2516	75	27	based	base	VERB
ajlm-2516	75	28	diagnostic	diagnostic	ADJ
ajlm-2516	75	29	tools	tool	NOUN
ajlm-2516	75	30	for	for	ADP
ajlm-2516	75	31	communicable	communicable	NOUN
ajlm-2516	75	32	and	and	CCONJ
ajlm-2516	75	33	non	non	ADJ
ajlm-2516	75	34	-	-	ADJ
ajlm-2516	75	35	communicable	communicable	ADJ
ajlm-2516	75	36	diseases	disease	NOUN
ajlm-2516	75	37	in	in	ADP
ajlm-2516	75	38	africa	africa	PROPN
ajlm-2516	75	39	.	.	PUNCT
ajlm-2516	76	1	figure	figure	VERB
ajlm-2516	76	2	3	3	NUM
ajlm-2516	76	3	:	:	PUNCT
ajlm-2516	76	4	overall	overall	ADJ
ajlm-2516	76	5	research	research	NOUN
ajlm-2516	76	6	status	status	NOUN
ajlm-2516	76	7	performance	performance	NOUN
ajlm-2516	76	8	of	of	ADP
ajlm-2516	76	9	artificial	artificial	ADJ
ajlm-2516	76	10	intelligence	intelligence	NOUN
ajlm-2516	76	11	and	and	CCONJ
ajlm-2516	76	12	digital	digital	ADJ
ajlm-2516	76	13	technology	technology	NOUN
ajlm-2516	76	14	in	in	ADP
ajlm-2516	76	15	healthcare	healthcare	PROPN
ajlm-2516	76	16	and	and	CCONJ
ajlm-2516	76	17	laboratory	laboratory	NOUN
ajlm-2516	76	18	diagnostics	diagnostic	NOUN
ajlm-2516	76	19	of	of	ADP
ajlm-2516	76	20	non	non	ADJ
ajlm-2516	76	21	-	-	ADJ
ajlm-2516	76	22	communicable	communicable	ADJ
ajlm-2516	76	23	diseases	disease	NOUN
ajlm-2516	76	24	in	in	ADP
ajlm-2516	76	25	different	different	ADJ
ajlm-2516	76	26	african	african	ADJ
ajlm-2516	76	27	countries	country	NOUN
ajlm-2516	76	28	:	:	PUNCT
ajlm-2516	76	29	(	(	PUNCT
ajlm-2516	76	30	a	a	X
ajlm-2516	76	31	)	)	PUNCT
ajlm-2516	76	32	cardiovascular	cardiovascular	ADJ
ajlm-2516	76	33	disease	disease	NOUN
ajlm-2516	76	34	,	,	PUNCT
ajlm-2516	76	35	(	(	PUNCT
ajlm-2516	76	36	b	b	NOUN
ajlm-2516	76	37	)	)	PUNCT
ajlm-2516	76	38	cancer	cancer	NOUN
ajlm-2516	76	39	and	and	CCONJ
ajlm-2516	76	40	(	(	PUNCT
ajlm-2516	76	41	c	c	NOUN
ajlm-2516	76	42	)	)	PUNCT
ajlm-2516	76	43	diabetes	diabetes	NOUN
ajlm-2516	76	44	.	.	PUNCT
ajlm-2516	77	1	table	table	NOUN
ajlm-2516	77	2	1	1	NUM
ajlm-2516	77	3	:	:	PUNCT
ajlm-2516	77	4	 	 	SPACE
ajlm-2516	77	5	classification	classification	NOUN
ajlm-2516	77	6	of	of	ADP
ajlm-2516	77	7	various	various	ADJ
ajlm-2516	77	8	opportunities	opportunity	NOUN
ajlm-2516	77	9	of	of	ADP
ajlm-2516	77	10	artificial	artificial	ADJ
ajlm-2516	77	11	intelligence	intelligence	NOUN
ajlm-2516	77	12	and	and	CCONJ
ajlm-2516	77	13	digital	digital	ADJ
ajlm-2516	77	14	technology	technology	NOUN
ajlm-2516	77	15	in	in	ADP
ajlm-2516	77	16	african	african	ADJ
ajlm-2516	77	17	healthcare	healthcare	PROPN
ajlm-2516	77	18	and	and	CCONJ
ajlm-2516	77	19	laboratory	laboratory	NOUN
ajlm-2516	77	20	diagnostics	diagnostic	NOUN
ajlm-2516	77	21	.	.	PUNCT
ajlm-2516	78	1	regarding	regard	VERB
ajlm-2516	78	2	communicable	communicable	NOUN
ajlm-2516	78	3	diseases	disease	NOUN
ajlm-2516	78	4	(	(	PUNCT
ajlm-2516	78	5	figure	figure	NOUN
ajlm-2516	78	6	4	4	NUM
ajlm-2516	78	7	)	)	PUNCT
ajlm-2516	78	8	,	,	PUNCT
ajlm-2516	78	9	the	the	DET
ajlm-2516	78	10	countries	country	NOUN
ajlm-2516	78	11	that	that	PRON
ajlm-2516	78	12	dominate	dominate	VERB
ajlm-2516	78	13	in	in	ADP
ajlm-2516	78	14	the	the	DET
ajlm-2516	78	15	research	research	NOUN
ajlm-2516	78	16	field	field	NOUN
ajlm-2516	78	17	of	of	ADP
ajlm-2516	78	18	ai	ai	PROPN
ajlm-2516	78	19	and	and	CCONJ
ajlm-2516	78	20	digital	digital	ADJ
ajlm-2516	78	21	technology	technology	NOUN
ajlm-2516	78	22	related	relate	VERB
ajlm-2516	78	23	to	to	ADP
ajlm-2516	78	24	hiv	hiv	PROPN
ajlm-2516	78	25	/	/	SYM
ajlm-2516	78	26	aids	aid	NOUN
ajlm-2516	78	27	diseases	disease	NOUN
ajlm-2516	78	28	are	be	AUX
ajlm-2516	78	29	algeria	algeria	PROPN
ajlm-2516	78	30	(	(	PUNCT
ajlm-2516	78	31	31.06	31.06	NUM
ajlm-2516	78	32	%	%	NOUN
ajlm-2516	78	33	,	,	PUNCT
ajlm-2516	78	34	ranked	rank	VERB
ajlm-2516	78	35	first	first	ADV
ajlm-2516	78	36	)	)	PUNCT
ajlm-2516	78	37	,	,	PUNCT
ajlm-2516	78	38	egypt	egypt	PROPN
ajlm-2516	78	39	(	(	PUNCT
ajlm-2516	78	40	26.71	26.71	NUM
ajlm-2516	78	41	%	%	NOUN
ajlm-2516	78	42	,	,	PUNCT
ajlm-2516	78	43	ranked	rank	VERB
ajlm-2516	78	44	second	second	ADJ
ajlm-2516	78	45	)	)	PUNCT
ajlm-2516	78	46	,	,	PUNCT
ajlm-2516	78	47	and	and	CCONJ
ajlm-2516	78	48	south	south	PROPN
ajlm-2516	78	49	africa	africa	PROPN
ajlm-2516	78	50	(	(	PUNCT
ajlm-2516	78	51	20.71	20.71	NUM
ajlm-2516	78	52	%	%	NOUN
ajlm-2516	78	53	,	,	PUNCT
ajlm-2516	78	54	ranked	rank	VERB
ajlm-2516	78	55	third	third	ADV
ajlm-2516	78	56	)	)	PUNCT
ajlm-2516	78	57	.	.	PUNCT
ajlm-2516	79	1	however	however	ADV
ajlm-2516	79	2	,	,	PUNCT
ajlm-2516	79	3	south	south	PROPN
ajlm-2516	79	4	africa	africa	PROPN
ajlm-2516	79	5	was	be	AUX
ajlm-2516	79	6	ranked	rank	VERB
ajlm-2516	79	7	as	as	ADP
ajlm-2516	79	8	the	the	DET
ajlm-2516	79	9	highest	highest	ADV
ajlm-2516	79	10	-	-	PUNCT
ajlm-2516	79	11	producing	produce	VERB
ajlm-2516	79	12	african	african	ADJ
ajlm-2516	79	13	country	country	NOUN
ajlm-2516	79	14	in	in	ADP
ajlm-2516	79	15	the	the	DET
ajlm-2516	79	16	research	research	NOUN
ajlm-2516	79	17	field	field	NOUN
ajlm-2516	79	18	of	of	ADP
ajlm-2516	79	19	ai	ai	PROPN
ajlm-2516	79	20	and	and	CCONJ
ajlm-2516	79	21	digital	digital	ADJ
ajlm-2516	79	22	technology	technology	NOUN
ajlm-2516	79	23	related	relate	VERB
ajlm-2516	79	24	to	to	ADP
ajlm-2516	79	25	tuberculosis	tuberculosis	NOUN
ajlm-2516	79	26	(	(	PUNCT
ajlm-2516	79	27	50.00	50.00	NUM
ajlm-2516	79	28	%	%	NOUN
ajlm-2516	79	29	)	)	PUNCT
ajlm-2516	79	30	and	and	CCONJ
ajlm-2516	79	31	malaria	malaria	NOUN
ajlm-2516	79	32	(	(	PUNCT
ajlm-2516	79	33	35.29	35.29	NUM
ajlm-2516	79	34	%	%	NOUN
ajlm-2516	79	35	)	)	PUNCT
ajlm-2516	79	36	,	,	PUNCT
ajlm-2516	79	37	and	and	CCONJ
ajlm-2516	79	38	nigeria	nigeria	PROPN
ajlm-2516	79	39	ranked	rank	VERB
ajlm-2516	79	40	second	second	ADJ
ajlm-2516	79	41	(	(	PUNCT
ajlm-2516	79	42	tuberculosis	tuberculosis	NOUN
ajlm-2516	79	43	,	,	PUNCT
ajlm-2516	79	44	16.21	16.21	NUM
ajlm-2516	79	45	%	%	NOUN
ajlm-2516	79	46	,	,	PUNCT
ajlm-2516	79	47	and	and	CCONJ
ajlm-2516	79	48	malaria	malaria	NOUN
ajlm-2516	79	49	,	,	PUNCT
ajlm-2516	79	50	20	20	NUM
ajlm-2516	79	51	%	%	NOUN
ajlm-2516	79	52	)	)	PUNCT
ajlm-2516	79	53	.	.	PUNCT
ajlm-2516	80	1	morocco	morocco	PROPN
ajlm-2516	80	2	ranked	rank	VERB
ajlm-2516	80	3	third	third	ADV
ajlm-2516	80	4	in	in	ADP
ajlm-2516	80	5	the	the	DET
ajlm-2516	80	6	fields	field	NOUN
ajlm-2516	80	7	of	of	ADP
ajlm-2516	80	8	ai	ai	NOUN
ajlm-2516	80	9	and	and	CCONJ
ajlm-2516	80	10	digital	digital	ADJ
ajlm-2516	80	11	technology	technology	NOUN
ajlm-2516	80	12	related	relate	VERB
ajlm-2516	80	13	to	to	ADP
ajlm-2516	80	14	tuberculosis	tuberculosis	NOUN
ajlm-2516	80	15	(	(	PUNCT
ajlm-2516	80	16	12.16	12.16	NUM
ajlm-2516	80	17	%	%	NOUN
ajlm-2516	80	18	)	)	PUNCT
ajlm-2516	80	19	,	,	PUNCT
ajlm-2516	80	20	and	and	CCONJ
ajlm-2516	80	21	ghana	ghana	PROPN
ajlm-2516	80	22	ranked	rank	VERB
ajlm-2516	80	23	third	third	ADV
ajlm-2516	80	24	in	in	ADP
ajlm-2516	80	25	the	the	DET
ajlm-2516	80	26	fields	field	NOUN
ajlm-2516	80	27	related	relate	VERB
ajlm-2516	80	28	to	to	ADP
ajlm-2516	80	29	malaria	malaria	NOUN
ajlm-2516	80	30	(	(	PUNCT
ajlm-2516	80	31	7.05	7.05	NUM
ajlm-2516	80	32	%	%	NOUN
ajlm-2516	80	33	)	)	PUNCT
ajlm-2516	80	34	.	.	PUNCT
ajlm-2516	81	1	figure	figure	VERB
ajlm-2516	81	2	4	4	NUM
ajlm-2516	81	3	:	:	PUNCT
ajlm-2516	81	4	overall	overall	ADJ
ajlm-2516	81	5	research	research	NOUN
ajlm-2516	81	6	status	status	NOUN
ajlm-2516	81	7	performance	performance	NOUN
ajlm-2516	81	8	of	of	ADP
ajlm-2516	81	9	artificial	artificial	ADJ
ajlm-2516	81	10	intelligence	intelligence	NOUN
ajlm-2516	81	11	and	and	CCONJ
ajlm-2516	81	12	digital	digital	ADJ
ajlm-2516	81	13	technology	technology	NOUN
ajlm-2516	81	14	in	in	ADP
ajlm-2516	81	15	healthcare	healthcare	PROPN
ajlm-2516	81	16	and	and	CCONJ
ajlm-2516	81	17	laboratory	laboratory	NOUN
ajlm-2516	81	18	diagnostics	diagnostic	NOUN
ajlm-2516	81	19	of	of	ADP
ajlm-2516	81	20	communicable	communicable	NOUN
ajlm-2516	81	21	diseases	disease	NOUN
ajlm-2516	81	22	in	in	ADP
ajlm-2516	81	23	different	different	ADJ
ajlm-2516	81	24	african	african	ADJ
ajlm-2516	81	25	countries	country	NOUN
ajlm-2516	81	26	:	:	PUNCT
ajlm-2516	81	27	(	(	PUNCT
ajlm-2516	81	28	a	a	X
ajlm-2516	81	29	)	)	PUNCT
ajlm-2516	81	30	hiv	hiv	PROPN
ajlm-2516	81	31	/	/	SYM
ajlm-2516	81	32	aids	aids	PROPN
ajlm-2516	81	33	,	,	PUNCT
ajlm-2516	81	34	(	(	PUNCT
ajlm-2516	81	35	b	b	NOUN
ajlm-2516	81	36	)	)	PUNCT
ajlm-2516	81	37	malaria	malaria	NOUN
ajlm-2516	81	38	and	and	CCONJ
ajlm-2516	81	39	(	(	PUNCT
ajlm-2516	81	40	c	c	NOUN
ajlm-2516	81	41	)	)	PUNCT
ajlm-2516	81	42	tuberculosis	tuberculosis	NOUN
ajlm-2516	81	43	.	.	PUNCT
ajlm-2516	82	1	artificial	artificial	ADJ
ajlm-2516	82	2	intelligence	intelligence	NOUN
ajlm-2516	82	3	and	and	CCONJ
ajlm-2516	82	4	digital	digital	ADJ
ajlm-2516	82	5	technology	technology	NOUN
ajlm-2516	82	6	for	for	ADP
ajlm-2516	82	7	non	non	ADJ
ajlm-2516	82	8	-	-	ADJ
ajlm-2516	82	9	communicable	communicable	ADJ
ajlm-2516	82	10	diseases	disease	NOUN
ajlm-2516	82	11	in	in	ADP
ajlm-2516	82	12	africa	africa	PROPN
ajlm-2516	82	13	cardiovascular	cardiovascular	ADJ
ajlm-2516	82	14	disease	disease	NOUN
ajlm-2516	82	15	one	one	NUM
ajlm-2516	82	16	of	of	ADP
ajlm-2516	82	17	the	the	DET
ajlm-2516	82	18	digital	digital	ADJ
ajlm-2516	82	19	technologies	technology	NOUN
ajlm-2516	82	20	that	that	PRON
ajlm-2516	82	21	is	be	AUX
ajlm-2516	82	22	common	common	ADJ
ajlm-2516	82	23	in	in	ADP
ajlm-2516	82	24	sub	sub	ADJ
ajlm-2516	82	25	-	-	ADJ
ajlm-2516	82	26	saharan	saharan	ADJ
ajlm-2516	82	27	countries	country	NOUN
ajlm-2516	82	28	is	be	AUX
ajlm-2516	82	29	the	the	DET
ajlm-2516	82	30	mobile	mobile	ADJ
ajlm-2516	82	31	phone	phone	NOUN
ajlm-2516	82	32	,	,	PUNCT
ajlm-2516	82	33	which	which	PRON
ajlm-2516	82	34	is	be	AUX
ajlm-2516	82	35	used	use	VERB
ajlm-2516	82	36	by	by	ADP
ajlm-2516	82	37	almost	almost	ADV
ajlm-2516	82	38	45	45	NUM
ajlm-2516	82	39	%	%	NOUN
ajlm-2516	82	40	of	of	ADP
ajlm-2516	82	41	the	the	DET
ajlm-2516	82	42	population.28	population.28	NOUN
ajlm-2516	82	43	the	the	DET
ajlm-2516	82	44	technology	technology	NOUN
ajlm-2516	82	45	of	of	ADP
ajlm-2516	82	46	mobile	mobile	ADJ
ajlm-2516	82	47	phones	phone	NOUN
ajlm-2516	82	48	,	,	PUNCT
ajlm-2516	82	49	in	in	ADP
ajlm-2516	82	50	particular	particular	ADJ
ajlm-2516	82	51	the	the	DET
ajlm-2516	82	52	use	use	NOUN
ajlm-2516	82	53	of	of	ADP
ajlm-2516	82	54	phone	phone	NOUN
ajlm-2516	82	55	calls	call	NOUN
ajlm-2516	82	56	,	,	PUNCT
ajlm-2516	82	57	mobile	mobile	ADJ
ajlm-2516	82	58	applications	application	NOUN
ajlm-2516	82	59	and	and	CCONJ
ajlm-2516	82	60	short	short	ADJ
ajlm-2516	82	61	message	message	NOUN
ajlm-2516	82	62	service	service	NOUN
ajlm-2516	82	63	(	(	PUNCT
ajlm-2516	82	64	sms	sms	PROPN
ajlm-2516	82	65	)	)	PUNCT
ajlm-2516	82	66	,	,	PUNCT
ajlm-2516	82	67	has	have	AUX
ajlm-2516	82	68	been	be	AUX
ajlm-2516	82	69	the	the	DET
ajlm-2516	82	70	most	most	ADV
ajlm-2516	82	71	reported	report	VERB
ajlm-2516	82	72	use	use	NOUN
ajlm-2516	82	73	of	of	ADP
ajlm-2516	82	74	a	a	DET
ajlm-2516	82	75	variety	variety	NOUN
ajlm-2516	82	76	of	of	ADP
ajlm-2516	82	77	technology	technology	NOUN
ajlm-2516	82	78	applications	application	NOUN
ajlm-2516	82	79	for	for	ADP
ajlm-2516	82	80	dealing	deal	VERB
ajlm-2516	82	81	with	with	ADP
ajlm-2516	82	82	hypertension	hypertension	NOUN
ajlm-2516	82	83	in	in	ADP
ajlm-2516	82	84	africa.28	africa.28	NOUN
ajlm-2516	82	85	even	even	ADV
ajlm-2516	82	86	though	though	SCONJ
ajlm-2516	82	87	there	there	PRON
ajlm-2516	82	88	has	have	AUX
ajlm-2516	82	89	been	be	AUX
ajlm-2516	82	90	more	more	ADJ
ajlm-2516	82	91	interest	interest	NOUN
ajlm-2516	82	92	in	in	ADP
ajlm-2516	82	93	the	the	DET
ajlm-2516	82	94	use	use	NOUN
ajlm-2516	82	95	of	of	ADP
ajlm-2516	82	96	mobile	mobile	ADJ
ajlm-2516	82	97	phones	phone	NOUN
ajlm-2516	82	98	for	for	ADP
ajlm-2516	82	99	healthcare	healthcare	NOUN
ajlm-2516	82	100	purposes	purpose	NOUN
ajlm-2516	82	101	in	in	ADP
ajlm-2516	82	102	children	child	NOUN
ajlm-2516	82	103	,	,	PUNCT
ajlm-2516	82	104	maternal	maternal	ADJ
ajlm-2516	82	105	health	health	NOUN
ajlm-2516	82	106	and	and	CCONJ
ajlm-2516	82	107	infectious	infectious	ADJ
ajlm-2516	82	108	diseases	disease	NOUN
ajlm-2516	82	109	in	in	ADP
ajlm-2516	82	110	sub	sub	ADJ
ajlm-2516	82	111	-	-	ADJ
ajlm-2516	82	112	saharan	saharan	ADJ
ajlm-2516	82	113	countries	country	NOUN
ajlm-2516	82	114	,	,	PUNCT
ajlm-2516	82	115	there	there	PRON
ajlm-2516	82	116	has	have	AUX
ajlm-2516	82	117	been	be	AUX
ajlm-2516	82	118	an	an	DET
ajlm-2516	82	119	escalating	escalate	VERB
ajlm-2516	82	120	interest	interest	NOUN
ajlm-2516	82	121	in	in	ADP
ajlm-2516	82	122	the	the	DET
ajlm-2516	82	123	use	use	NOUN
ajlm-2516	82	124	of	of	ADP
ajlm-2516	82	125	mobile	mobile	ADJ
ajlm-2516	82	126	phones	phone	NOUN
ajlm-2516	82	127	in	in	ADP
ajlm-2516	82	128	non	non	ADJ
ajlm-2516	82	129	-	-	ADJ
ajlm-2516	82	130	communicable	communicable	ADJ
ajlm-2516	82	131	diseases	disease	NOUN
ajlm-2516	82	132	.	.	PUNCT
ajlm-2516	83	1	according	accord	VERB
ajlm-2516	83	2	to	to	ADP
ajlm-2516	83	3	a	a	DET
ajlm-2516	83	4	study	study	NOUN
ajlm-2516	83	5	by	by	ADP
ajlm-2516	83	6	stokes	stoke	NOUN
ajlm-2516	83	7	et	et	PROPN
ajlm-2516	83	8	al	al	PROPN
ajlm-2516	83	9	.	.	PROPN
ajlm-2516	83	10	in	in	ADP
ajlm-2516	83	11	2022	2022	NUM
ajlm-2516	83	12	,	,	PUNCT
ajlm-2516	83	13	the	the	DET
ajlm-2516	83	14	strategy	strategy	NOUN
ajlm-2516	83	15	of	of	ADP
ajlm-2516	83	16	using	use	VERB
ajlm-2516	83	17	mobile	mobile	ADJ
ajlm-2516	83	18	communications	communication	NOUN
ajlm-2516	83	19	technology	technology	NOUN
ajlm-2516	83	20	in	in	ADP
ajlm-2516	83	21	sub	sub	ADJ
ajlm-2516	83	22	-	-	ADJ
ajlm-2516	83	23	saharan	saharan	ADJ
ajlm-2516	83	24	countries	country	NOUN
ajlm-2516	83	25	and	and	CCONJ
ajlm-2516	83	26	africa	africa	PROPN
ajlm-2516	83	27	as	as	ADP
ajlm-2516	83	28	a	a	DET
ajlm-2516	83	29	whole	whole	NOUN
ajlm-2516	83	30	has	have	AUX
ajlm-2516	83	31	been	be	AUX
ajlm-2516	83	32	shown	show	VERB
ajlm-2516	83	33	to	to	PART
ajlm-2516	83	34	have	have	VERB
ajlm-2516	83	35	a	a	DET
ajlm-2516	83	36	positive	positive	ADJ
ajlm-2516	83	37	impact	impact	NOUN
ajlm-2516	83	38	on	on	ADP
ajlm-2516	83	39	the	the	DET
ajlm-2516	83	40	control	control	NOUN
ajlm-2516	83	41	of	of	ADP
ajlm-2516	83	42	hypertension	hypertension	NOUN
ajlm-2516	83	43	that	that	PRON
ajlm-2516	83	44	is	be	AUX
ajlm-2516	83	45	related	relate	VERB
ajlm-2516	83	46	to	to	ADP
ajlm-2516	83	47	cardiovascular	cardiovascular	ADJ
ajlm-2516	83	48	diseases	disease	NOUN
ajlm-2516	83	49	through	through	ADP
ajlm-2516	83	50	adherence	adherence	NOUN
ajlm-2516	83	51	to	to	ADP
ajlm-2516	83	52	treatment	treatment	NOUN
ajlm-2516	83	53	and	and	CCONJ
ajlm-2516	83	54	health	health	NOUN
ajlm-2516	83	55	knowledge.29	knowledge.29	PROPN
ajlm-2516	83	56	in	in	ADP
ajlm-2516	83	57	addition	addition	NOUN
ajlm-2516	83	58	,	,	PUNCT
ajlm-2516	83	59	there	there	PRON
ajlm-2516	83	60	was	be	VERB
ajlm-2516	83	61	an	an	DET
ajlm-2516	83	62	indication	indication	NOUN
ajlm-2516	83	63	of	of	ADP
ajlm-2516	83	64	positive	positive	ADJ
ajlm-2516	83	65	perceptions	perception	NOUN
ajlm-2516	83	66	by	by	ADP
ajlm-2516	83	67	the	the	DET
ajlm-2516	83	68	stakeholders	stakeholder	NOUN
ajlm-2516	83	69	on	on	ADP
ajlm-2516	83	70	the	the	DET
ajlm-2516	83	71	management	management	NOUN
ajlm-2516	83	72	and	and	CCONJ
ajlm-2516	83	73	prevention	prevention	NOUN
ajlm-2516	83	74	of	of	ADP
ajlm-2516	83	75	hypertension	hypertension	NOUN
ajlm-2516	83	76	.	.	PUNCT
ajlm-2516	84	1	in	in	ADP
ajlm-2516	84	2	cape	cape	NOUN
ajlm-2516	84	3	town	town	NOUN
ajlm-2516	84	4	,	,	PUNCT
ajlm-2516	84	5	south	south	PROPN
ajlm-2516	84	6	africa	africa	PROPN
ajlm-2516	84	7	,	,	PUNCT
ajlm-2516	84	8	an	an	DET
ajlm-2516	84	9	intervention	intervention	NOUN
ajlm-2516	84	10	using	use	VERB
ajlm-2516	84	11	an	an	DET
ajlm-2516	84	12	automated	automate	VERB
ajlm-2516	84	13	system	system	NOUN
ajlm-2516	84	14	with	with	ADP
ajlm-2516	84	15	either	either	CCONJ
ajlm-2516	84	16	interactive	interactive	ADJ
ajlm-2516	84	17	or	or	CCONJ
ajlm-2516	84	18	informational	informational	ADJ
ajlm-2516	84	19	sms	sms	NOUN
ajlm-2516	84	20	text	text	NOUN
ajlm-2516	84	21	messages	message	NOUN
ajlm-2516	84	22	was	be	AUX
ajlm-2516	84	23	used	use	VERB
ajlm-2516	84	24	for	for	ADP
ajlm-2516	84	25	remote	remote	ADJ
ajlm-2516	84	26	delivery	delivery	NOUN
ajlm-2516	84	27	of	of	ADP
ajlm-2516	84	28	reminders	reminder	NOUN
ajlm-2516	84	29	for	for	ADP
ajlm-2516	84	30	pick	pick	NOUN
ajlm-2516	84	31	-	-	PUNCT
ajlm-2516	84	32	up	up	NOUN
ajlm-2516	84	33	of	of	ADP
ajlm-2516	84	34	medication	medication	NOUN
ajlm-2516	84	35	,	,	PUNCT
ajlm-2516	84	36	support	support	NOUN
ajlm-2516	84	37	for	for	ADP
ajlm-2516	84	38	medication	medication	NOUN
ajlm-2516	84	39	adherence	adherence	NOUN
ajlm-2516	84	40	,	,	PUNCT
ajlm-2516	84	41	education	education	NOUN
ajlm-2516	84	42	related	relate	VERB
ajlm-2516	84	43	to	to	ADP
ajlm-2516	84	44	cardiovascular	cardiovascular	ADJ
ajlm-2516	84	45	diseases	disease	NOUN
ajlm-2516	84	46	,	,	PUNCT
ajlm-2516	84	47	and	and	CCONJ
ajlm-2516	84	48	clinic	clinic	NOUN
ajlm-2516	84	49	appointments.30	appointments.30	VERB
ajlm-2516	84	50	in	in	ADP
ajlm-2516	84	51	this	this	DET
ajlm-2516	84	52	study	study	NOUN
ajlm-2516	84	53	,	,	PUNCT
ajlm-2516	84	54	a	a	DET
ajlm-2516	84	55	low	low	ADJ
ajlm-2516	84	56	-	-	PUNCT
ajlm-2516	84	57	cost	cost	NOUN
ajlm-2516	84	58	system	system	NOUN
ajlm-2516	84	59	was	be	AUX
ajlm-2516	84	60	based	base	VERB
ajlm-2516	84	61	on	on	ADP
ajlm-2516	84	62	a	a	DET
ajlm-2516	84	63	commonly	commonly	ADV
ajlm-2516	84	64	available	available	ADJ
ajlm-2516	84	65	mobile	mobile	ADJ
ajlm-2516	84	66	technology	technology	NOUN
ajlm-2516	84	67	to	to	PART
ajlm-2516	84	68	deliver	deliver	VERB
ajlm-2516	84	69	the	the	DET
ajlm-2516	84	70	sms	sms	NOUN
ajlm-2516	84	71	-	-	PUNCT
ajlm-2516	84	72	based	base	VERB
ajlm-2516	84	73	intervention	intervention	NOUN
ajlm-2516	84	74	for	for	ADP
ajlm-2516	84	75	the	the	DET
ajlm-2516	84	76	management	management	NOUN
ajlm-2516	84	77	of	of	ADP
ajlm-2516	84	78	communication	communication	NOUN
ajlm-2516	84	79	with	with	ADP
ajlm-2516	84	80	the	the	DET
ajlm-2516	84	81	patients.30	patients.30	NOUN
ajlm-2516	84	82	the	the	DET
ajlm-2516	84	83	sms	sms	PROPN
ajlm-2516	84	84	system	system	NOUN
ajlm-2516	84	85	,	,	PUNCT
ajlm-2516	84	86	together	together	ADV
ajlm-2516	84	87	with	with	ADP
ajlm-2516	84	88	voice	voice	NOUN
ajlm-2516	84	89	mail	mail	NOUN
ajlm-2516	84	90	reminder	reminder	NOUN
ajlm-2516	84	91	messages	message	NOUN
ajlm-2516	84	92	,	,	PUNCT
ajlm-2516	84	93	was	be	AUX
ajlm-2516	84	94	found	find	VERB
ajlm-2516	84	95	to	to	PART
ajlm-2516	84	96	be	be	AUX
ajlm-2516	84	97	more	more	ADV
ajlm-2516	84	98	applicable	applicable	ADJ
ajlm-2516	84	99	to	to	ADP
ajlm-2516	84	100	health	health	NOUN
ajlm-2516	84	101	education	education	NOUN
ajlm-2516	84	102	,	,	PUNCT
ajlm-2516	84	103	adherence	adherence	NOUN
ajlm-2516	84	104	to	to	ADP
ajlm-2516	84	105	taking	take	VERB
ajlm-2516	84	106	medication	medication	NOUN
ajlm-2516	84	107	,	,	PUNCT
ajlm-2516	84	108	healthy	healthy	ADJ
ajlm-2516	84	109	diets	diet	NOUN
ajlm-2516	84	110	,	,	PUNCT
ajlm-2516	84	111	and	and	CCONJ
ajlm-2516	84	112	promotion	promotion	NOUN
ajlm-2516	84	113	of	of	ADP
ajlm-2516	84	114	physical	physical	ADJ
ajlm-2516	84	115	exercises	exercise	NOUN
ajlm-2516	84	116	than	than	SCONJ
ajlm-2516	84	117	to	to	ADP
ajlm-2516	84	118	early	early	ADJ
ajlm-2516	84	119	prognosis	prognosis	NOUN
ajlm-2516	84	120	,	,	PUNCT
ajlm-2516	84	121	diagnosis	diagnosis	NOUN
ajlm-2516	84	122	,	,	PUNCT
ajlm-2516	84	123	and	and	CCONJ
ajlm-2516	84	124	detection.31	detection.31	VERB
ajlm-2516	84	125	a	a	DET
ajlm-2516	84	126	school	school	NOUN
ajlm-2516	84	127	of	of	ADP
ajlm-2516	84	128	thought	thought	NOUN
ajlm-2516	84	129	believes	believe	VERB
ajlm-2516	84	130	that	that	SCONJ
ajlm-2516	84	131	the	the	DET
ajlm-2516	84	132	general	general	ADJ
ajlm-2516	84	133	application	application	NOUN
ajlm-2516	84	134	of	of	ADP
ajlm-2516	84	135	the	the	DET
ajlm-2516	84	136	sms	sms	NOUN
ajlm-2516	84	137	intervention	intervention	NOUN
ajlm-2516	84	138	was	be	AUX
ajlm-2516	84	139	found	find	VERB
ajlm-2516	84	140	to	to	PART
ajlm-2516	84	141	be	be	AUX
ajlm-2516	84	142	doubtful	doubtful	ADJ
ajlm-2516	84	143	and	and	CCONJ
ajlm-2516	84	144	inapplicable	inapplicable	ADJ
ajlm-2516	84	145	to	to	ADP
ajlm-2516	84	146	every	every	DET
ajlm-2516	84	147	sector	sector	NOUN
ajlm-2516	84	148	of	of	ADP
ajlm-2516	84	149	the	the	DET
ajlm-2516	84	150	african	african	ADJ
ajlm-2516	84	151	population	population	NOUN
ajlm-2516	84	152	due	due	ADP
ajlm-2516	84	153	to	to	ADP
ajlm-2516	84	154	low	low	ADJ
ajlm-2516	84	155	literacy	literacy	NOUN
ajlm-2516	84	156	levels	level	NOUN
ajlm-2516	84	157	that	that	PRON
ajlm-2516	84	158	are	be	AUX
ajlm-2516	84	159	still	still	ADV
ajlm-2516	84	160	prevalent	prevalent	ADJ
ajlm-2516	84	161	in	in	ADP
ajlm-2516	84	162	many	many	ADJ
ajlm-2516	84	163	parts	part	NOUN
ajlm-2516	84	164	of	of	ADP
ajlm-2516	84	165	africa.15	africa.15	NOUN
ajlm-2516	84	166	hence	hence	ADV
ajlm-2516	84	167	,	,	PUNCT
ajlm-2516	84	168	there	there	PRON
ajlm-2516	84	169	was	be	VERB
ajlm-2516	84	170	a	a	DET
ajlm-2516	84	171	need	need	NOUN
ajlm-2516	84	172	to	to	PART
ajlm-2516	84	173	reassess	reassess	VERB
ajlm-2516	84	174	or	or	CCONJ
ajlm-2516	84	175	further	far	ADV
ajlm-2516	84	176	engage	engage	VERB
ajlm-2516	84	177	these	these	DET
ajlm-2516	84	178	innovative	innovative	ADJ
ajlm-2516	84	179	ways	way	NOUN
ajlm-2516	84	180	of	of	ADP
ajlm-2516	84	181	providing	provide	VERB
ajlm-2516	84	182	new	new	ADJ
ajlm-2516	84	183	focus	focus	NOUN
ajlm-2516	84	184	or	or	CCONJ
ajlm-2516	84	185	other	other	ADJ
ajlm-2516	84	186	combinations	combination	NOUN
ajlm-2516	84	187	with	with	ADP
ajlm-2516	84	188	the	the	DET
ajlm-2516	84	189	sms	sms	PROPN
ajlm-2516	84	190	.	.	PUNCT
ajlm-2516	85	1	the	the	DET
ajlm-2516	85	2	use	use	NOUN
ajlm-2516	85	3	of	of	ADP
ajlm-2516	85	4	sms	sms	PROPN
ajlm-2516	85	5	was	be	AUX
ajlm-2516	85	6	also	also	ADV
ajlm-2516	85	7	shown	show	VERB
ajlm-2516	85	8	to	to	PART
ajlm-2516	85	9	enhance	enhance	VERB
ajlm-2516	85	10	the	the	DET
ajlm-2516	85	11	positive	positive	ADJ
ajlm-2516	85	12	behaviour	behaviour	NOUN
ajlm-2516	85	13	of	of	ADP
ajlm-2516	85	14	patients	patient	NOUN
ajlm-2516	85	15	,	,	PUNCT
ajlm-2516	85	16	even	even	ADV
ajlm-2516	85	17	though	though	SCONJ
ajlm-2516	85	18	this	this	PRON
ajlm-2516	85	19	was	be	AUX
ajlm-2516	85	20	not	not	PART
ajlm-2516	85	21	shown	show	VERB
ajlm-2516	85	22	to	to	PART
ajlm-2516	85	23	have	have	AUX
ajlm-2516	85	24	contributed	contribute	VERB
ajlm-2516	85	25	to	to	ADP
ajlm-2516	85	26	reductions	reduction	NOUN
ajlm-2516	85	27	or	or	CCONJ
ajlm-2516	85	28	improvements	improvement	NOUN
ajlm-2516	85	29	in	in	ADP
ajlm-2516	85	30	the	the	DET
ajlm-2516	85	31	control	control	NOUN
ajlm-2516	85	32	of	of	ADP
ajlm-2516	85	33	hypertension	hypertension	NOUN
ajlm-2516	85	34	,	,	PUNCT
ajlm-2516	85	35	which	which	PRON
ajlm-2516	85	36	may	may	AUX
ajlm-2516	85	37	result	result	VERB
ajlm-2516	85	38	in	in	ADP
ajlm-2516	85	39	an	an	DET
ajlm-2516	85	40	enlarged	enlarge	VERB
ajlm-2516	85	41	heart.15	heart.15	NOUN
ajlm-2516	85	42	however	however	ADV
ajlm-2516	85	43	,	,	PUNCT
ajlm-2516	85	44	the	the	DET
ajlm-2516	85	45	use	use	NOUN
ajlm-2516	85	46	of	of	ADP
ajlm-2516	85	47	techniques	technique	NOUN
ajlm-2516	85	48	such	such	ADJ
ajlm-2516	85	49	as	as	ADP
ajlm-2516	85	50	ml	ml	NOUN
ajlm-2516	85	51	and	and	CCONJ
ajlm-2516	85	52	ai	ai	AUX
ajlm-2516	85	53	have	have	AUX
ajlm-2516	85	54	been	be	AUX
ajlm-2516	85	55	considered	consider	VERB
ajlm-2516	85	56	to	to	PART
ajlm-2516	85	57	offer	offer	VERB
ajlm-2516	85	58	superior	superior	ADJ
ajlm-2516	85	59	and	and	CCONJ
ajlm-2516	85	60	innovative	innovative	ADJ
ajlm-2516	85	61	ways	way	NOUN
ajlm-2516	85	62	for	for	ADP
ajlm-2516	85	63	providing	provide	VERB
ajlm-2516	85	64	efficient	efficient	ADJ
ajlm-2516	85	65	and	and	CCONJ
ajlm-2516	85	66	low	low	ADJ
ajlm-2516	85	67	-	-	PUNCT
ajlm-2516	85	68	cost	cost	NOUN
ajlm-2516	85	69	ways	way	NOUN
ajlm-2516	85	70	of	of	ADP
ajlm-2516	85	71	diagnosing	diagnosing	NOUN
ajlm-2516	85	72	,	,	PUNCT
ajlm-2516	85	73	monitoring	monitoring	NOUN
ajlm-2516	85	74	and	and	CCONJ
ajlm-2516	85	75	managing	manage	VERB
ajlm-2516	85	76	non	non	ADJ
ajlm-2516	85	77	-	-	ADJ
ajlm-2516	85	78	communicable	communicable	ADJ
ajlm-2516	85	79	diseases	disease	NOUN
ajlm-2516	85	80	related	relate	VERB
ajlm-2516	85	81	to	to	ADP
ajlm-2516	85	82	hypertension	hypertension	NOUN
ajlm-2516	85	83	and	and	CCONJ
ajlm-2516	85	84	cardiovascular	cardiovascular	ADJ
ajlm-2516	85	85	diseases.28,32	diseases.28,32	NOUN
ajlm-2516	85	86	it	it	PRON
ajlm-2516	85	87	was	be	AUX
ajlm-2516	85	88	hence	hence	ADV
ajlm-2516	85	89	recommended	recommend	VERB
ajlm-2516	85	90	that	that	SCONJ
ajlm-2516	85	91	other	other	ADJ
ajlm-2516	85	92	avenues	avenue	NOUN
ajlm-2516	85	93	that	that	PRON
ajlm-2516	85	94	could	could	AUX
ajlm-2516	85	95	be	be	AUX
ajlm-2516	85	96	employed	employ	VERB
ajlm-2516	85	97	to	to	PART
ajlm-2516	85	98	combat	combat	VERB
ajlm-2516	85	99	high	high	ADJ
ajlm-2516	85	100	literacy	literacy	NOUN
ajlm-2516	85	101	and	and	CCONJ
ajlm-2516	85	102	lack	lack	NOUN
ajlm-2516	85	103	of	of	ADP
ajlm-2516	85	104	specific	specific	ADJ
ajlm-2516	85	105	knowledge	knowledge	NOUN
ajlm-2516	85	106	were	be	AUX
ajlm-2516	85	107	applications	application	NOUN
ajlm-2516	85	108	that	that	PRON
ajlm-2516	85	109	use	use	VERB
ajlm-2516	85	110	graphical	graphical	ADJ
ajlm-2516	85	111	illustrations	illustration	NOUN
ajlm-2516	85	112	and	and	CCONJ
ajlm-2516	85	113	pictures	picture	NOUN
ajlm-2516	85	114	and	and	CCONJ
ajlm-2516	85	115	prudent	prudent	ADJ
ajlm-2516	85	116	design	design	NOUN
ajlm-2516	85	117	principles	principle	NOUN
ajlm-2516	85	118	.	.	PUNCT
ajlm-2516	86	1	in	in	ADP
ajlm-2516	86	2	addition	addition	NOUN
ajlm-2516	86	3	,	,	PUNCT
ajlm-2516	86	4	ml	ml	NOUN
ajlm-2516	86	5	,	,	PUNCT
ajlm-2516	86	6	three	three	NUM
ajlm-2516	86	7	-	-	PUNCT
ajlm-2516	86	8	dimensional	dimensional	ADJ
ajlm-2516	86	9	printing	printing	NOUN
ajlm-2516	86	10	technologies	technology	NOUN
ajlm-2516	86	11	and	and	CCONJ
ajlm-2516	86	12	ai	ai	VERB
ajlm-2516	86	13	could	could	AUX
ajlm-2516	86	14	be	be	AUX
ajlm-2516	86	15	employed	employ	VERB
ajlm-2516	86	16	successfully	successfully	ADV
ajlm-2516	86	17	through	through	ADP
ajlm-2516	86	18	elaborate	elaborate	ADJ
ajlm-2516	86	19	research	research	NOUN
ajlm-2516	86	20	that	that	PRON
ajlm-2516	86	21	was	be	AUX
ajlm-2516	86	22	based	base	VERB
ajlm-2516	86	23	on	on	ADP
ajlm-2516	86	24	quality	quality	NOUN
ajlm-2516	86	25	and	and	CCONJ
ajlm-2516	86	26	evidence	evidence	NOUN
ajlm-2516	86	27	-	-	PUNCT
ajlm-2516	86	28	based	base	VERB
ajlm-2516	86	29	results	result	NOUN
ajlm-2516	86	30	in	in	ADP
ajlm-2516	86	31	the	the	DET
ajlm-2516	86	32	health	health	NOUN
ajlm-2516	86	33	sector	sector	NOUN
ajlm-2516	86	34	in	in	ADP
ajlm-2516	86	35	africa.28,32,33,34	africa.28,32,33,34	PROPN
ajlm-2516	86	36	one	one	NUM
ajlm-2516	86	37	of	of	ADP
ajlm-2516	86	38	the	the	DET
ajlm-2516	86	39	mhealth	mhealth	NOUN
ajlm-2516	86	40	tools	tool	NOUN
ajlm-2516	86	41	that	that	PRON
ajlm-2516	86	42	has	have	AUX
ajlm-2516	86	43	been	be	AUX
ajlm-2516	86	44	used	use	VERB
ajlm-2516	86	45	in	in	ADP
ajlm-2516	86	46	africa	africa	PROPN
ajlm-2516	86	47	for	for	ADP
ajlm-2516	86	48	intervention	intervention	NOUN
ajlm-2516	86	49	to	to	PART
ajlm-2516	86	50	monitor	monitor	VERB
ajlm-2516	86	51	blood	blood	NOUN
ajlm-2516	86	52	pressure	pressure	NOUN
ajlm-2516	86	53	in	in	ADP
ajlm-2516	86	54	ghana	ghana	PROPN
ajlm-2516	86	55	,	,	PUNCT
ajlm-2516	86	56	included	include	VERB
ajlm-2516	86	57	the	the	DET
ajlm-2516	86	58	use	use	NOUN
ajlm-2516	86	59	of	of	ADP
ajlm-2516	86	60	a	a	DET
ajlm-2516	86	61	bluetooth	bluetooth	NOUN
ajlm-2516	86	62	-	-	PUNCT
ajlm-2516	86	63	enabled	enable	VERB
ajlm-2516	86	64	blood	blood	NOUN
ajlm-2516	86	65	pressure	pressure	NOUN
ajlm-2516	86	66	device	device	NOUN
ajlm-2516	86	67	together	together	ADV
ajlm-2516	86	68	with	with	ADP
ajlm-2516	86	69	a	a	DET
ajlm-2516	86	70	smartphone	smartphone	NOUN
ajlm-2516	86	71	application	application	NOUN
ajlm-2516	86	72	to	to	PART
ajlm-2516	86	73	monitor	monitor	VERB
ajlm-2516	86	74	the	the	DET
ajlm-2516	86	75	readings	reading	NOUN
ajlm-2516	86	76	of	of	ADP
ajlm-2516	86	77	blood	blood	NOUN
ajlm-2516	86	78	pressure	pressure	NOUN
ajlm-2516	86	79	and	and	CCONJ
ajlm-2516	86	80	the	the	DET
ajlm-2516	86	81	intake	intake	NOUN
ajlm-2516	86	82	of	of	ADP
ajlm-2516	86	83	medications	medication	NOUN
ajlm-2516	86	84	under	under	ADP
ajlm-2516	86	85	the	the	DET
ajlm-2516	86	86	guidance	guidance	NOUN
ajlm-2516	86	87	of	of	ADP
ajlm-2516	86	88	a	a	DET
ajlm-2516	86	89	nurse.31	nurse.31	PROPN
ajlm-2516	86	90	in	in	ADP
ajlm-2516	86	91	this	this	DET
ajlm-2516	86	92	study	study	NOUN
ajlm-2516	86	93	,	,	PUNCT
ajlm-2516	86	94	there	there	PRON
ajlm-2516	86	95	was	be	VERB
ajlm-2516	86	96	a	a	DET
ajlm-2516	86	97	positive	positive	ADJ
ajlm-2516	86	98	attitude	attitude	NOUN
ajlm-2516	86	99	and	and	CCONJ
ajlm-2516	86	100	satisfaction	satisfaction	NOUN
ajlm-2516	86	101	with	with	ADP
ajlm-2516	86	102	the	the	DET
ajlm-2516	86	103	intervention	intervention	NOUN
ajlm-2516	86	104	by	by	ADP
ajlm-2516	86	105	the	the	DET
ajlm-2516	86	106	majority	majority	NOUN
ajlm-2516	86	107	of	of	ADP
ajlm-2516	86	108	the	the	DET
ajlm-2516	86	109	participants	participant	NOUN
ajlm-2516	86	110	who	who	PRON
ajlm-2516	86	111	had	have	AUX
ajlm-2516	86	112	suffered	suffer	VERB
ajlm-2516	86	113	a	a	DET
ajlm-2516	86	114	stroke	stroke	NOUN
ajlm-2516	86	115	,	,	PUNCT
ajlm-2516	86	116	with	with	ADP
ajlm-2516	86	117	some	some	PRON
ajlm-2516	86	118	of	of	ADP
ajlm-2516	86	119	the	the	DET
ajlm-2516	86	120	participants	participant	NOUN
ajlm-2516	86	121	even	even	ADV
ajlm-2516	86	122	stating	state	VERB
ajlm-2516	86	123	that	that	SCONJ
ajlm-2516	86	124	they	they	PRON
ajlm-2516	86	125	regretted	regret	VERB
ajlm-2516	86	126	not	not	PART
ajlm-2516	86	127	having	having	AUX
ajlm-2516	86	128	been	be	AUX
ajlm-2516	86	129	exposed	expose	VERB
ajlm-2516	86	130	to	to	ADP
ajlm-2516	86	131	the	the	DET
ajlm-2516	86	132	intervention	intervention	NOUN
ajlm-2516	86	133	earlier	early	ADV
ajlm-2516	86	134	.	.	PUNCT
ajlm-2516	87	1	the	the	DET
ajlm-2516	87	2	technologies	technology	NOUN
ajlm-2516	87	3	in	in	ADP
ajlm-2516	87	4	mhealth	mhealth	NOUN
ajlm-2516	87	5	have	have	VERB
ajlm-2516	87	6	the	the	DET
ajlm-2516	87	7	potential	potential	NOUN
ajlm-2516	87	8	to	to	PART
ajlm-2516	87	9	achieve	achieve	VERB
ajlm-2516	87	10	a	a	DET
ajlm-2516	87	11	greater	great	ADJ
ajlm-2516	87	12	implementation	implementation	NOUN
ajlm-2516	87	13	to	to	PART
ajlm-2516	87	14	assuage	assuage	VERB
ajlm-2516	87	15	the	the	DET
ajlm-2516	87	16	burden	burden	NOUN
ajlm-2516	87	17	of	of	ADP
ajlm-2516	87	18	non	non	ADJ
ajlm-2516	87	19	-	-	ADJ
ajlm-2516	87	20	communicable	communicable	ADJ
ajlm-2516	87	21	diseases	disease	NOUN
ajlm-2516	87	22	in	in	ADP
ajlm-2516	87	23	africa.28	africa.28	NOUN
ajlm-2516	87	24	according	accord	VERB
ajlm-2516	87	25	to	to	ADP
ajlm-2516	87	26	opoku	opoku	PROPN
ajlm-2516	87	27	et	et	PROPN
ajlm-2516	87	28	al	al	PROPN
ajlm-2516	87	29	.	.	PROPN
ajlm-2516	88	1	in	in	ADP
ajlm-2516	88	2	2017	2017	NUM
ajlm-2516	88	3	,	,	PUNCT
ajlm-2516	88	4	the	the	DET
ajlm-2516	88	5	impact	impact	NOUN
ajlm-2516	88	6	of	of	ADP
ajlm-2516	88	7	mhealth	mhealth	NOUN
ajlm-2516	88	8	interventions	intervention	NOUN
ajlm-2516	88	9	in	in	ADP
ajlm-2516	88	10	sub	sub	ADJ
ajlm-2516	88	11	-	-	ADJ
ajlm-2516	88	12	saharan	saharan	ADJ
ajlm-2516	88	13	african	african	ADJ
ajlm-2516	88	14	countries	country	NOUN
ajlm-2516	88	15	to	to	PART
ajlm-2516	88	16	improve	improve	VERB
ajlm-2516	88	17	healthcare	healthcare	NOUN
ajlm-2516	88	18	and	and	CCONJ
ajlm-2516	88	19	treatment	treatment	NOUN
ajlm-2516	88	20	through	through	ADP
ajlm-2516	88	21	access	access	NOUN
ajlm-2516	88	22	to	to	ADP
ajlm-2516	88	23	specialised	specialise	VERB
ajlm-2516	88	24	services	service	NOUN
ajlm-2516	88	25	which	which	PRON
ajlm-2516	88	26	were	be	AUX
ajlm-2516	88	27	previously	previously	ADV
ajlm-2516	88	28	unavailable	unavailable	ADJ
ajlm-2516	88	29	in	in	ADP
ajlm-2516	88	30	a	a	DET
ajlm-2516	88	31	remote	remote	ADJ
ajlm-2516	88	32	manner	manner	NOUN
ajlm-2516	88	33	,	,	PUNCT
ajlm-2516	88	34	had	have	AUX
ajlm-2516	88	35	become	become	VERB
ajlm-2516	88	36	increasingly	increasingly	ADV
ajlm-2516	88	37	beneficial.35	beneficial.35	NOUN
ajlm-2516	88	38	according	accord	VERB
ajlm-2516	88	39	to	to	ADP
ajlm-2516	88	40	stephani36	stephani36	NOUN
ajlm-2516	88	41	in	in	ADP
ajlm-2516	88	42	2016	2016	NUM
ajlm-2516	88	43	,	,	PUNCT
ajlm-2516	88	44	it	it	PRON
ajlm-2516	88	45	is	be	AUX
ajlm-2516	88	46	not	not	PART
ajlm-2516	88	47	possible	possible	ADJ
ajlm-2516	88	48	as	as	SCONJ
ajlm-2516	88	49	yet	yet	ADV
ajlm-2516	88	50	to	to	PART
ajlm-2516	88	51	conclude	conclude	VERB
ajlm-2516	88	52	on	on	ADP
ajlm-2516	88	53	the	the	DET
ajlm-2516	88	54	efficiency	efficiency	NOUN
ajlm-2516	88	55	of	of	ADP
ajlm-2516	88	56	mhealth	mhealth	NOUN
ajlm-2516	88	57	interventions	intervention	NOUN
ajlm-2516	88	58	due	due	ADP
ajlm-2516	88	59	to	to	ADP
ajlm-2516	88	60	a	a	DET
ajlm-2516	88	61	limited	limited	ADJ
ajlm-2516	88	62	number	number	NOUN
ajlm-2516	88	63	of	of	ADP
ajlm-2516	88	64	studies	study	NOUN
ajlm-2516	88	65	and	and	CCONJ
ajlm-2516	88	66	vast	vast	ADJ
ajlm-2516	88	67	variations	variation	NOUN
ajlm-2516	88	68	in	in	ADP
ajlm-2516	88	69	the	the	DET
ajlm-2516	88	70	reported	report	VERB
ajlm-2516	88	71	outcomes	outcome	NOUN
ajlm-2516	88	72	and	and	CCONJ
ajlm-2516	88	73	heterogeneity	heterogeneity	NOUN
ajlm-2516	88	74	of	of	ADP
ajlm-2516	88	75	the	the	DET
ajlm-2516	88	76	mhealth	mhealth	NOUN
ajlm-2516	88	77	interventions	intervention	NOUN
ajlm-2516	88	78	evaluated	evaluate	VERB
ajlm-2516	88	79	.	.	PUNCT
ajlm-2516	89	1	hence	hence	ADV
ajlm-2516	89	2	,	,	PUNCT
ajlm-2516	89	3	there	there	PRON
ajlm-2516	89	4	is	be	VERB
ajlm-2516	89	5	a	a	DET
ajlm-2516	89	6	need	need	NOUN
ajlm-2516	89	7	for	for	SCONJ
ajlm-2516	89	8	further	further	ADJ
ajlm-2516	89	9	research	research	NOUN
ajlm-2516	89	10	to	to	PART
ajlm-2516	89	11	understand	understand	VERB
ajlm-2516	89	12	the	the	DET
ajlm-2516	89	13	particular	particular	ADJ
ajlm-2516	89	14	effects	effect	NOUN
ajlm-2516	89	15	of	of	ADP
ajlm-2516	89	16	different	different	ADJ
ajlm-2516	89	17	types	type	NOUN
ajlm-2516	89	18	of	of	ADP
ajlm-2516	89	19	mhealth	mhealth	NOUN
ajlm-2516	89	20	interventions	intervention	NOUN
ajlm-2516	89	21	on	on	ADP
ajlm-2516	89	22	a	a	DET
ajlm-2516	89	23	variety	variety	NOUN
ajlm-2516	89	24	of	of	ADP
ajlm-2516	89	25	people	people	NOUN
ajlm-2516	89	26	with	with	ADP
ajlm-2516	89	27	non	non	ADJ
ajlm-2516	89	28	-	-	ADJ
ajlm-2516	89	29	communicable	communicable	ADJ
ajlm-2516	89	30	diseases	disease	NOUN
ajlm-2516	89	31	in	in	ADP
ajlm-2516	89	32	lowand	lowand	ADJ
ajlm-2516	89	33	middle	middle	ADJ
ajlm-2516	89	34	-	-	PUNCT
ajlm-2516	89	35	income	income	NOUN
ajlm-2516	89	36	countries.36,37	countries.36,37	NOUN
ajlm-2516	89	37	diabetes	diabetes	PROPN
ajlm-2516	89	38	in	in	ADP
ajlm-2516	89	39	rwanda	rwanda	PROPN
ajlm-2516	89	40	,	,	PUNCT
ajlm-2516	89	41	screening	screen	VERB
ajlm-2516	89	42	that	that	PRON
ajlm-2516	89	43	was	be	AUX
ajlm-2516	89	44	supported	support	VERB
ajlm-2516	89	45	by	by	ADP
ajlm-2516	89	46	ai	ai	INTJ
ajlm-2516	89	47	increased	increase	VERB
ajlm-2516	89	48	the	the	DET
ajlm-2516	89	49	opportunity	opportunity	NOUN
ajlm-2516	89	50	for	for	ADP
ajlm-2516	89	51	the	the	DET
ajlm-2516	89	52	provision	provision	NOUN
ajlm-2516	89	53	of	of	ADP
ajlm-2516	89	54	immediate	immediate	ADJ
ajlm-2516	89	55	counselling	counselling	NOUN
ajlm-2516	89	56	and	and	CCONJ
ajlm-2516	89	57	health	health	NOUN
ajlm-2516	89	58	education	education	NOUN
ajlm-2516	89	59	on	on	ADP
ajlm-2516	89	60	eye	eye	NOUN
ajlm-2516	89	61	care	care	NOUN
ajlm-2516	89	62	for	for	ADP
ajlm-2516	89	63	diabetic	diabetic	ADJ
ajlm-2516	89	64	patients	patient	NOUN
ajlm-2516	89	65	who	who	PRON
ajlm-2516	89	66	required	require	VERB
ajlm-2516	89	67	referral.38	referral.38	NOUN
ajlm-2516	89	68	these	these	DET
ajlm-2516	89	69	referrals	referral	NOUN
ajlm-2516	89	70	contributed	contribute	VERB
ajlm-2516	89	71	to	to	ADP
ajlm-2516	89	72	enhanced	enhanced	ADJ
ajlm-2516	89	73	adherence	adherence	NOUN
ajlm-2516	89	74	in	in	ADP
ajlm-2516	89	75	grading	grade	VERB
ajlm-2516	89	76	of	of	ADP
ajlm-2516	89	77	diabetic	diabetic	ADJ
ajlm-2516	89	78	retinopathy	retinopathy	NOUN
ajlm-2516	89	79	when	when	SCONJ
ajlm-2516	89	80	compared	compare	VERB
ajlm-2516	89	81	to	to	ADP
ajlm-2516	89	82	cases	case	NOUN
ajlm-2516	89	83	where	where	SCONJ
ajlm-2516	89	84	there	there	PRON
ajlm-2516	89	85	was	be	AUX
ajlm-2516	89	86	delayed	delay	VERB
ajlm-2516	89	87	communication	communication	NOUN
ajlm-2516	89	88	of	of	ADP
ajlm-2516	89	89	results	result	NOUN
ajlm-2516	89	90	that	that	PRON
ajlm-2516	89	91	were	be	AUX
ajlm-2516	89	92	done	do	VERB
ajlm-2516	89	93	and	and	CCONJ
ajlm-2516	89	94	graded	grade	VERB
ajlm-2516	89	95	by	by	ADP
ajlm-2516	89	96	healthcare	healthcare	NOUN
ajlm-2516	89	97	workers.38,39	workers.38,39	NOUN
ajlm-2516	89	98	as	as	ADP
ajlm-2516	89	99	a	a	DET
ajlm-2516	89	100	result	result	NOUN
ajlm-2516	89	101	,	,	PUNCT
ajlm-2516	89	102	ai	ai	AUX
ajlm-2516	89	103	screening	screen	VERB
ajlm-2516	89	104	was	be	AUX
ajlm-2516	89	105	shown	show	VERB
ajlm-2516	89	106	to	to	PART
ajlm-2516	89	107	provide	provide	VERB
ajlm-2516	89	108	a	a	DET
ajlm-2516	89	109	crucial	crucial	ADJ
ajlm-2516	89	110	benefit	benefit	NOUN
ajlm-2516	89	111	in	in	ADP
ajlm-2516	89	112	promoting	promote	VERB
ajlm-2516	89	113	adherence	adherence	NOUN
ajlm-2516	89	114	to	to	ADP
ajlm-2516	89	115	the	the	DET
ajlm-2516	89	116	recommended	recommend	VERB
ajlm-2516	89	117	management	management	NOUN
ajlm-2516	89	118	of	of	ADP
ajlm-2516	89	119	diabetic	diabetic	ADJ
ajlm-2516	89	120	eye	eye	NOUN
ajlm-2516	89	121	care	care	NOUN
ajlm-2516	89	122	in	in	ADP
ajlm-2516	89	123	sub	sub	ADJ
ajlm-2516	89	124	-	-	ADJ
ajlm-2516	89	125	saharan	saharan	ADJ
ajlm-2516	89	126	africa.40,41,42,43	africa.40,41,42,43	PROPN
ajlm-2516	89	127	a	a	DET
ajlm-2516	89	128	similar	similar	ADJ
ajlm-2516	89	129	study	study	NOUN
ajlm-2516	89	130	on	on	ADP
ajlm-2516	89	131	the	the	DET
ajlm-2516	89	132	importance	importance	NOUN
ajlm-2516	89	133	of	of	ADP
ajlm-2516	89	134	ai	ai	PRON
ajlm-2516	89	135	diabetic	diabetic	ADJ
ajlm-2516	89	136	retinopathy	retinopathy	ADJ
ajlm-2516	89	137	screening	screen	VERB
ajlm-2516	89	138	software	software	NOUN
ajlm-2516	89	139	in	in	ADP
ajlm-2516	89	140	combination	combination	NOUN
ajlm-2516	89	141	with	with	ADP
ajlm-2516	89	142	a	a	DET
ajlm-2516	89	143	cheap	cheap	ADJ
ajlm-2516	89	144	hand	hand	NOUN
ajlm-2516	89	145	-	-	PUNCT
ajlm-2516	89	146	held	hold	VERB
ajlm-2516	89	147	fundus	fundus	NOUN
ajlm-2516	89	148	camera	camera	NOUN
ajlm-2516	89	149	,	,	PUNCT
ajlm-2516	89	150	to	to	PART
ajlm-2516	89	151	cater	cater	VERB
ajlm-2516	89	152	for	for	ADP
ajlm-2516	89	153	the	the	DET
ajlm-2516	89	154	needs	need	NOUN
ajlm-2516	89	155	of	of	ADP
ajlm-2516	89	156	patients	patient	NOUN
ajlm-2516	89	157	with	with	ADP
ajlm-2516	89	158	diabetes	diabetes	NOUN
ajlm-2516	89	159	in	in	ADP
ajlm-2516	89	160	a	a	DET
ajlm-2516	89	161	hospital	hospital	NOUN
ajlm-2516	89	162	,	,	PUNCT
ajlm-2516	89	163	was	be	AUX
ajlm-2516	89	164	carried	carry	VERB
ajlm-2516	89	165	out	out	ADP
ajlm-2516	89	166	in	in	ADP
ajlm-2516	89	167	malawi.44	malawi.44	NOUN
ajlm-2516	89	168	results	result	NOUN
ajlm-2516	89	169	of	of	ADP
ajlm-2516	89	170	the	the	DET
ajlm-2516	89	171	study	study	NOUN
ajlm-2516	89	172	showed	show	VERB
ajlm-2516	89	173	that	that	SCONJ
ajlm-2516	89	174	the	the	DET
ajlm-2516	89	175	ai	ai	PROPN
ajlm-2516	89	176	software	software	NOUN
ajlm-2516	89	177	was	be	AUX
ajlm-2516	89	178	able	able	ADJ
ajlm-2516	89	179	to	to	PART
ajlm-2516	89	180	pickup	pickup	VERB
ajlm-2516	89	181	images	image	NOUN
ajlm-2516	89	182	that	that	PRON
ajlm-2516	89	183	did	do	AUX
ajlm-2516	89	184	not	not	PART
ajlm-2516	89	185	satisfy	satisfy	VERB
ajlm-2516	89	186	the	the	DET
ajlm-2516	89	187	quality	quality	NOUN
ajlm-2516	89	188	standards	standard	NOUN
ajlm-2516	89	189	for	for	ADP
ajlm-2516	89	190	the	the	DET
ajlm-2516	89	191	precise	precise	ADJ
ajlm-2516	89	192	prediction	prediction	NOUN
ajlm-2516	89	193	of	of	ADP
ajlm-2516	89	194	diabetic	diabetic	ADJ
ajlm-2516	89	195	retinopathy	retinopathy	ADJ
ajlm-2516	89	196	grading.44	grading.44	NOUN
ajlm-2516	89	197	the	the	DET
ajlm-2516	89	198	ai	ai	NOUN
ajlm-2516	89	199	model	model	NOUN
ajlm-2516	89	200	using	use	VERB
ajlm-2516	89	201	deep	deep	ADJ
ajlm-2516	89	202	learning	learning	NOUN
ajlm-2516	89	203	showed	show	VERB
ajlm-2516	89	204	comparable	comparable	ADJ
ajlm-2516	89	205	outcomes	outcome	NOUN
ajlm-2516	89	206	with	with	ADP
ajlm-2516	89	207	humans	human	NOUN
ajlm-2516	89	208	in	in	ADP
ajlm-2516	89	209	the	the	DET
ajlm-2516	89	210	detection	detection	NOUN
ajlm-2516	89	211	of	of	ADP
ajlm-2516	89	212	prevalence	prevalence	NOUN
ajlm-2516	89	213	of	of	ADP
ajlm-2516	89	214	referable	referable	ADJ
ajlm-2516	89	215	diabetic	diabetic	ADJ
ajlm-2516	89	216	retinopathy	retinopathy	NOUN
ajlm-2516	89	217	and	and	CCONJ
ajlm-2516	89	218	associated	associate	VERB
ajlm-2516	89	219	risk	risk	NOUN
ajlm-2516	89	220	factors	factor	NOUN
ajlm-2516	89	221	in	in	ADP
ajlm-2516	89	222	the	the	DET
ajlm-2516	89	223	screening	screening	NOUN
ajlm-2516	89	224	programme	programme	NOUN
ajlm-2516	89	225	of	of	ADP
ajlm-2516	89	226	a	a	DET
ajlm-2516	89	227	population	population	NOUN
ajlm-2516	89	228	in	in	ADP
ajlm-2516	89	229	zambia.45	zambia.45	PROPN
ajlm-2516	89	230	the	the	DET
ajlm-2516	89	231	ai	ai	PROPN
ajlm-2516	89	232	model	model	NOUN
ajlm-2516	89	233	was	be	AUX
ajlm-2516	89	234	shown	show	VERB
ajlm-2516	89	235	to	to	PART
ajlm-2516	89	236	produce	produce	VERB
ajlm-2516	89	237	clinically	clinically	ADV
ajlm-2516	89	238	suitable	suitable	ADJ
ajlm-2516	89	239	performance	performance	NOUN
ajlm-2516	89	240	in	in	ADP
ajlm-2516	89	241	the	the	DET
ajlm-2516	89	242	detection	detection	NOUN
ajlm-2516	89	243	of	of	ADP
ajlm-2516	89	244	diabetic	diabetic	ADJ
ajlm-2516	89	245	retinopathy	retinopathy	NOUN
ajlm-2516	89	246	that	that	PRON
ajlm-2516	89	247	could	could	AUX
ajlm-2516	89	248	be	be	AUX
ajlm-2516	89	249	referred.45	referred.45	NOUN
ajlm-2516	89	250	cancer	cancer	NOUN
ajlm-2516	89	251	the	the	DET
ajlm-2516	89	252	application	application	NOUN
ajlm-2516	89	253	of	of	ADP
ajlm-2516	89	254	ai	ai	NOUN
ajlm-2516	89	255	in	in	ADP
ajlm-2516	89	256	the	the	DET
ajlm-2516	89	257	development	development	NOUN
ajlm-2516	89	258	of	of	ADP
ajlm-2516	89	259	reliable	reliable	ADJ
ajlm-2516	89	260	tools	tool	NOUN
ajlm-2516	89	261	for	for	ADP
ajlm-2516	89	262	cancer	cancer	NOUN
ajlm-2516	89	263	outcome	outcome	NOUN
ajlm-2516	89	264	predictions	prediction	NOUN
ajlm-2516	89	265	in	in	ADP
ajlm-2516	89	266	africa	africa	PROPN
ajlm-2516	89	267	is	be	AUX
ajlm-2516	89	268	a	a	DET
ajlm-2516	89	269	fairly	fairly	ADV
ajlm-2516	89	270	new	new	ADJ
ajlm-2516	89	271	attempt.46	attempt.46	NOUN
ajlm-2516	89	272	nevertheless	nevertheless	ADV
ajlm-2516	89	273	,	,	PUNCT
ajlm-2516	89	274	the	the	DET
ajlm-2516	89	275	advancement	advancement	NOUN
ajlm-2516	89	276	and	and	CCONJ
ajlm-2516	89	277	endorsement	endorsement	NOUN
ajlm-2516	89	278	of	of	ADP
ajlm-2516	89	279	the	the	DET
ajlm-2516	89	280	technical	technical	ADJ
ajlm-2516	89	281	aspects	aspect	NOUN
ajlm-2516	89	282	of	of	ADP
ajlm-2516	89	283	ai	ai	PROPN
ajlm-2516	89	284	models	model	NOUN
ajlm-2516	89	285	related	relate	VERB
ajlm-2516	89	286	to	to	ADP
ajlm-2516	89	287	cancer	cancer	NOUN
ajlm-2516	89	288	in	in	ADP
ajlm-2516	89	289	africa	africa	PROPN
ajlm-2516	89	290	are	be	AUX
ajlm-2516	89	291	on	on	ADP
ajlm-2516	89	292	the	the	DET
ajlm-2516	89	293	whole	whole	ADJ
ajlm-2516	89	294	satisfactory	satisfactory	NOUN
ajlm-2516	89	295	;	;	PUNCT
ajlm-2516	89	296	this	this	PRON
ajlm-2516	89	297	may	may	AUX
ajlm-2516	89	298	be	be	AUX
ajlm-2516	89	299	due	due	ADJ
ajlm-2516	89	300	to	to	ADP
ajlm-2516	89	301	the	the	DET
ajlm-2516	89	302	available	available	ADJ
ajlm-2516	89	303	knowledge	knowledge	NOUN
ajlm-2516	89	304	of	of	ADP
ajlm-2516	89	305	people	people	NOUN
ajlm-2516	89	306	with	with	ADP
ajlm-2516	89	307	adequate	adequate	ADJ
ajlm-2516	89	308	skills	skill	NOUN
ajlm-2516	89	309	to	to	PART
ajlm-2516	89	310	undertake	undertake	VERB
ajlm-2516	89	311	ideal	ideal	ADJ
ajlm-2516	89	312	model	model	NOUN
ajlm-2516	89	313	selection	selection	NOUN
ajlm-2516	89	314	,	,	PUNCT
ajlm-2516	89	315	pre	pre	ADJ
ajlm-2516	89	316	-	-	ADJ
ajlm-2516	89	317	processing	processing	NOUN
ajlm-2516	89	318	of	of	ADP
ajlm-2516	89	319	data	datum	NOUN
ajlm-2516	89	320	,	,	PUNCT
ajlm-2516	89	321	validation	validation	NOUN
ajlm-2516	89	322	,	,	PUNCT
ajlm-2516	89	323	tuning	tuning	NOUN
ajlm-2516	89	324	of	of	ADP
ajlm-2516	89	325	data	datum	NOUN
ajlm-2516	89	326	,	,	PUNCT
ajlm-2516	89	327	and	and	CCONJ
ajlm-2516	89	328	deployment	deployment	NOUN
ajlm-2516	89	329	of	of	ADP
ajlm-2516	89	330	data.47,48,49,50,51,52,53	data.47,48,49,50,51,52,53	PROPN
ajlm-2516	89	331	however	however	ADV
ajlm-2516	89	332	,	,	PUNCT
ajlm-2516	89	333	the	the	DET
ajlm-2516	89	334	models	model	NOUN
ajlm-2516	89	335	that	that	PRON
ajlm-2516	89	336	have	have	AUX
ajlm-2516	89	337	been	be	AUX
ajlm-2516	89	338	developed	develop	VERB
ajlm-2516	89	339	have	have	AUX
ajlm-2516	89	340	not	not	PART
ajlm-2516	89	341	yet	yet	ADV
ajlm-2516	89	342	been	be	AUX
ajlm-2516	89	343	evaluated	evaluate	VERB
ajlm-2516	89	344	for	for	ADP
ajlm-2516	89	345	their	their	PRON
ajlm-2516	89	346	efficiency	efficiency	NOUN
ajlm-2516	89	347	and	and	CCONJ
ajlm-2516	89	348	impact	impact	NOUN
ajlm-2516	89	349	in	in	ADP
ajlm-2516	89	350	assistive	assistive	ADJ
ajlm-2516	89	351	automated	automate	VERB
ajlm-2516	89	352	clinical	clinical	ADJ
ajlm-2516	89	353	risk	risk	NOUN
ajlm-2516	89	354	stratification	stratification	NOUN
ajlm-2516	89	355	and	and	CCONJ
ajlm-2516	89	356	decision	decision	NOUN
ajlm-2516	89	357	-	-	PUNCT
ajlm-2516	89	358	making	making	NOUN
ajlm-2516	89	359	.	.	PUNCT
ajlm-2516	90	1	there	there	PRON
ajlm-2516	90	2	is	be	VERB
ajlm-2516	90	3	an	an	DET
ajlm-2516	90	4	expectation	expectation	NOUN
ajlm-2516	90	5	that	that	SCONJ
ajlm-2516	90	6	there	there	PRON
ajlm-2516	90	7	will	will	AUX
ajlm-2516	90	8	be	be	AUX
ajlm-2516	90	9	an	an	DET
ajlm-2516	90	10	integration	integration	NOUN
ajlm-2516	90	11	of	of	ADP
ajlm-2516	90	12	digital	digital	ADJ
ajlm-2516	90	13	health	health	NOUN
ajlm-2516	90	14	technologies	technology	NOUN
ajlm-2516	90	15	and	and	CCONJ
ajlm-2516	90	16	ai	ai	NOUN
ajlm-2516	90	17	-	-	PUNCT
ajlm-2516	90	18	based	base	VERB
ajlm-2516	90	19	predictions	prediction	NOUN
ajlm-2516	90	20	to	to	PART
ajlm-2516	90	21	alleviate	alleviate	VERB
ajlm-2516	90	22	the	the	DET
ajlm-2516	90	23	challenges	challenge	NOUN
ajlm-2516	90	24	of	of	ADP
ajlm-2516	90	25	diminishing	diminish	VERB
ajlm-2516	90	26	facilities	facility	NOUN
ajlm-2516	90	27	,	,	PUNCT
ajlm-2516	90	28	manpower	manpower	NOUN
ajlm-2516	90	29	,	,	PUNCT
ajlm-2516	90	30	and	and	CCONJ
ajlm-2516	90	31	lack	lack	NOUN
ajlm-2516	90	32	of	of	ADP
ajlm-2516	90	33	access	access	NOUN
ajlm-2516	90	34	to	to	ADP
ajlm-2516	90	35	healthcare	healthcare	NOUN
ajlm-2516	90	36	that	that	PRON
ajlm-2516	90	37	are	be	AUX
ajlm-2516	90	38	being	be	AUX
ajlm-2516	90	39	experienced	experience	VERB
ajlm-2516	90	40	in	in	ADP
ajlm-2516	90	41	the	the	DET
ajlm-2516	90	42	management	management	NOUN
ajlm-2516	90	43	and	and	CCONJ
ajlm-2516	90	44	diagnosis	diagnosis	NOUN
ajlm-2516	90	45	of	of	ADP
ajlm-2516	90	46	cancer	cancer	NOUN
ajlm-2516	90	47	in	in	ADP
ajlm-2516	90	48	africa.45	africa.45	NOUN
ajlm-2516	90	49	the	the	DET
ajlm-2516	90	50	third	third	ADJ
ajlm-2516	90	51	most	most	ADV
ajlm-2516	90	52	common	common	ADJ
ajlm-2516	90	53	cancer	cancer	NOUN
ajlm-2516	90	54	contributing	contribute	VERB
ajlm-2516	90	55	to	to	ADP
ajlm-2516	90	56	death	death	NOUN
ajlm-2516	90	57	is	be	AUX
ajlm-2516	90	58	colorectal	colorectal	ADJ
ajlm-2516	90	59	cancer	cancer	NOUN
ajlm-2516	90	60	in	in	ADP
ajlm-2516	90	61	sub	sub	ADJ
ajlm-2516	90	62	-	-	ADJ
ajlm-2516	90	63	saharan	saharan	ADJ
ajlm-2516	90	64	africa	africa	PROPN
ajlm-2516	90	65	,	,	PUNCT
ajlm-2516	90	66	with	with	ADP
ajlm-2516	90	67	south	south	PROPN
ajlm-2516	90	68	africa	africa	PROPN
ajlm-2516	90	69	having	have	VERB
ajlm-2516	90	70	the	the	DET
ajlm-2516	90	71	highest	high	ADJ
ajlm-2516	90	72	incidence.53	incidence.53	NOUN
ajlm-2516	90	73	supervised	supervise	VERB
ajlm-2516	90	74	ml	ml	ADP
ajlm-2516	90	75	algorithms	algorithm	NOUN
ajlm-2516	90	76	used	use	VERB
ajlm-2516	90	77	together	together	ADV
ajlm-2516	90	78	with	with	ADP
ajlm-2516	90	79	statistical	statistical	ADJ
ajlm-2516	90	80	algorithms	algorithm	NOUN
ajlm-2516	90	81	have	have	AUX
ajlm-2516	90	82	been	be	AUX
ajlm-2516	90	83	shown	show	VERB
ajlm-2516	90	84	to	to	PART
ajlm-2516	90	85	be	be	AUX
ajlm-2516	90	86	able	able	ADJ
ajlm-2516	90	87	to	to	PART
ajlm-2516	90	88	offer	offer	VERB
ajlm-2516	90	89	crucial	crucial	ADJ
ajlm-2516	90	90	predictive	predictive	ADJ
ajlm-2516	90	91	factors	factor	NOUN
ajlm-2516	90	92	for	for	ADP
ajlm-2516	90	93	recurrences	recurrence	NOUN
ajlm-2516	90	94	of	of	ADP
ajlm-2516	90	95	colorectal	colorectal	ADJ
ajlm-2516	90	96	cancer	cancer	NOUN
ajlm-2516	90	97	,	,	PUNCT
ajlm-2516	90	98	survival	survival	NOUN
ajlm-2516	90	99	of	of	ADP
ajlm-2516	90	100	the	the	DET
ajlm-2516	90	101	patients	patient	NOUN
ajlm-2516	90	102	,	,	PUNCT
ajlm-2516	90	103	and	and	CCONJ
ajlm-2516	90	104	enhanced	enhance	VERB
ajlm-2516	90	105	interpretation	interpretation	NOUN
ajlm-2516	90	106	of	of	ADP
ajlm-2516	90	107	colorectal	colorectal	ADJ
ajlm-2516	90	108	cancer	cancer	NOUN
ajlm-2516	90	109	globally	globally	ADV
ajlm-2516	90	110	.	.	PUNCT
ajlm-2516	91	1	the	the	DET
ajlm-2516	91	2	importance	importance	NOUN
ajlm-2516	91	3	of	of	ADP
ajlm-2516	91	4	ml	ml	PROPN
ajlm-2516	91	5	is	be	AUX
ajlm-2516	91	6	that	that	SCONJ
ajlm-2516	91	7	it	it	PRON
ajlm-2516	91	8	can	can	AUX
ajlm-2516	91	9	be	be	AUX
ajlm-2516	91	10	used	use	VERB
ajlm-2516	91	11	for	for	ADP
ajlm-2516	91	12	the	the	DET
ajlm-2516	91	13	extrapolation	extrapolation	NOUN
ajlm-2516	91	14	of	of	ADP
ajlm-2516	91	15	the	the	DET
ajlm-2516	91	16	data	datum	NOUN
ajlm-2516	91	17	that	that	PRON
ajlm-2516	91	18	are	be	AUX
ajlm-2516	91	19	collected	collect	VERB
ajlm-2516	91	20	externally	externally	ADV
ajlm-2516	91	21	from	from	ADP
ajlm-2516	91	22	the	the	DET
ajlm-2516	91	23	hospitals	hospital	NOUN
ajlm-2516	91	24	,	,	PUNCT
ajlm-2516	91	25	because	because	SCONJ
ajlm-2516	91	26	the	the	DET
ajlm-2516	91	27	variables	variable	NOUN
ajlm-2516	91	28	that	that	PRON
ajlm-2516	91	29	regulate	regulate	VERB
ajlm-2516	91	30	the	the	DET
ajlm-2516	91	31	outcome	outcome	NOUN
ajlm-2516	91	32	are	be	AUX
ajlm-2516	91	33	as	as	ADV
ajlm-2516	91	34	important	important	ADJ
ajlm-2516	91	35	as	as	ADP
ajlm-2516	91	36	the	the	DET
ajlm-2516	91	37	pre	pre	ADJ
ajlm-2516	91	38	-	-	ADJ
ajlm-2516	91	39	hospital	hospital	ADJ
ajlm-2516	91	40	detection	detection	NOUN
ajlm-2516	91	41	of	of	ADP
ajlm-2516	91	42	colorectal	colorectal	ADJ
ajlm-2516	91	43	cancer	cancer	NOUN
ajlm-2516	91	44	patients	patient	NOUN
ajlm-2516	91	45	and	and	CCONJ
ajlm-2516	91	46	the	the	DET
ajlm-2516	91	47	treatment	treatment	NOUN
ajlm-2516	91	48	prescribed	prescribe	VERB
ajlm-2516	91	49	by	by	ADP
ajlm-2516	91	50	clinicians.53	clinicians.53	NOUN
ajlm-2516	91	51	in	in	ADP
ajlm-2516	91	52	2022	2022	NUM
ajlm-2516	91	53	,	,	PUNCT
ajlm-2516	91	54	a	a	DET
ajlm-2516	91	55	study	study	NOUN
ajlm-2516	91	56	by	by	ADP
ajlm-2516	91	57	joseph	joseph	PROPN
ajlm-2516	91	58	et	et	PROPN
ajlm-2516	91	59	al	al	PROPN
ajlm-2516	91	60	.	.	PROPN
ajlm-2516	91	61	showed	show	VERB
ajlm-2516	91	62	that	that	SCONJ
ajlm-2516	91	63	the	the	DET
ajlm-2516	91	64	use	use	NOUN
ajlm-2516	91	65	of	of	ADP
ajlm-2516	91	66	a	a	DET
ajlm-2516	91	67	handcrafted	handcraft	VERB
ajlm-2516	91	68	approach	approach	NOUN
ajlm-2516	91	69	for	for	ADP
ajlm-2516	91	70	the	the	DET
ajlm-2516	91	71	use	use	NOUN
ajlm-2516	91	72	of	of	ADP
ajlm-2516	91	73	algorithms	algorithm	NOUN
ajlm-2516	91	74	,	,	PUNCT
ajlm-2516	91	75	such	such	ADJ
ajlm-2516	91	76	as	as	ADP
ajlm-2516	91	77	deep	deep	ADJ
ajlm-2516	91	78	neural	neural	ADJ
ajlm-2516	91	79	network	network	NOUN
ajlm-2516	91	80	classifiers	classifier	NOUN
ajlm-2516	91	81	and	and	CCONJ
ajlm-2516	91	82	feature	feature	NOUN
ajlm-2516	91	83	extractors	extractor	NOUN
ajlm-2516	91	84	,	,	PUNCT
ajlm-2516	91	85	enhanced	enhance	VERB
ajlm-2516	91	86	performance	performance	NOUN
ajlm-2516	91	87	in	in	ADP
ajlm-2516	91	88	multi	multi	ADJ
ajlm-2516	91	89	-	-	NOUN
ajlm-2516	91	90	classification	classification	NOUN
ajlm-2516	91	91	of	of	ADP
ajlm-2516	91	92	breast	breast	NOUN
ajlm-2516	91	93	cancer	cancer	NOUN
ajlm-2516	91	94	in	in	ADP
ajlm-2516	91	95	nigeria	nigeria	PROPN
ajlm-2516	91	96	,	,	PUNCT
ajlm-2516	91	97	and	and	CCONJ
ajlm-2516	91	98	that	that	SCONJ
ajlm-2516	91	99	data	datum	NOUN
ajlm-2516	91	100	augmentation	augmentation	NOUN
ajlm-2516	91	101	played	play	VERB
ajlm-2516	91	102	the	the	DET
ajlm-2516	91	103	main	main	ADJ
ajlm-2516	91	104	role	role	NOUN
ajlm-2516	91	105	in	in	ADP
ajlm-2516	91	106	improving	improve	VERB
ajlm-2516	91	107	the	the	DET
ajlm-2516	91	108	accuracy	accuracy	NOUN
ajlm-2516	91	109	of	of	ADP
ajlm-2516	91	110	the	the	DET
ajlm-2516	91	111	classification	classification	NOUN
ajlm-2516	91	112	of	of	ADP
ajlm-2516	91	113	breast	breast	NOUN
ajlm-2516	91	114	cancer	cancer	NOUN
ajlm-2516	91	115	using	use	VERB
ajlm-2516	91	116	histopathological	histopathological	ADJ
ajlm-2516	91	117	images.54	images.54	PROPN
ajlm-2516	91	118	artificial	artificial	ADJ
ajlm-2516	91	119	intelligence	intelligence	NOUN
ajlm-2516	91	120	and	and	CCONJ
ajlm-2516	91	121	digital	digital	ADJ
ajlm-2516	91	122	technology	technology	NOUN
ajlm-2516	91	123	for	for	ADP
ajlm-2516	91	124	communicable	communicable	NOUN
ajlm-2516	91	125	diseases	disease	NOUN
ajlm-2516	91	126	in	in	ADP
ajlm-2516	91	127	africa	africa	PROPN
ajlm-2516	91	128	hiv	hiv	PROPN
ajlm-2516	91	129	/	/	SYM
ajlm-2516	91	130	aids	aids	PROPN
ajlm-2516	91	131	in	in	ADP
ajlm-2516	91	132	2010	2010	NUM
ajlm-2516	91	133	,	,	PUNCT
ajlm-2516	91	134	singh	singh	PROPN
ajlm-2516	91	135	and	and	CCONJ
ajlm-2516	91	136	mars	mar	NOUN
ajlm-2516	91	137	investigated	investigate	VERB
ajlm-2516	91	138	ml	ml	NOUN
ajlm-2516	91	139	application	application	NOUN
ajlm-2516	91	140	for	for	ADP
ajlm-2516	91	141	the	the	DET
ajlm-2516	91	142	prediction	prediction	NOUN
ajlm-2516	91	143	of	of	ADP
ajlm-2516	91	144	future	future	ADJ
ajlm-2516	91	145	cd4	cd4	PROPN
ajlm-2516	91	146	cell	cell	NOUN
ajlm-2516	91	147	count	count	NOUN
ajlm-2516	91	148	change	change	NOUN
ajlm-2516	91	149	in	in	ADP
ajlm-2516	91	150	south	south	PROPN
ajlm-2516	91	151	africa	africa	PROPN
ajlm-2516	91	152	,	,	PUNCT
ajlm-2516	91	153	since	since	SCONJ
ajlm-2516	91	154	cd4	cd4	PROPN
ajlm-2516	91	155	cell	cell	NOUN
ajlm-2516	91	156	count	count	NOUN
ajlm-2516	91	157	is	be	AUX
ajlm-2516	91	158	a	a	DET
ajlm-2516	91	159	preferred	prefer	VERB
ajlm-2516	91	160	surrogate	surrogate	ADJ
ajlm-2516	91	161	marker	marker	NOUN
ajlm-2516	91	162	and	and	CCONJ
ajlm-2516	91	163	assists	assist	VERB
ajlm-2516	91	164	clinicians	clinician	NOUN
ajlm-2516	91	165	and	and	CCONJ
ajlm-2516	91	166	other	other	ADJ
ajlm-2516	91	167	health	health	NOUN
ajlm-2516	91	168	practitioners	practitioner	NOUN
ajlm-2516	91	169	with	with	ADP
ajlm-2516	91	170	the	the	DET
ajlm-2516	91	171	management	management	NOUN
ajlm-2516	91	172	of	of	ADP
ajlm-2516	91	173	the	the	DET
ajlm-2516	91	174	infection	infection	NOUN
ajlm-2516	91	175	as	as	ADV
ajlm-2516	91	176	well	well	ADV
ajlm-2516	91	177	as	as	ADP
ajlm-2516	91	178	with	with	ADP
ajlm-2516	91	179	the	the	DET
ajlm-2516	91	180	allocation	allocation	NOUN
ajlm-2516	91	181	of	of	ADP
ajlm-2516	91	182	the	the	DET
ajlm-2516	91	183	resources	resource	NOUN
ajlm-2516	91	184	needed.55	needed.55	NOUN
ajlm-2516	91	185	it	it	PRON
ajlm-2516	91	186	was	be	AUX
ajlm-2516	91	187	reported	report	VERB
ajlm-2516	91	188	that	that	SCONJ
ajlm-2516	91	189	close	close	ADJ
ajlm-2516	91	190	monitoring	monitoring	NOUN
ajlm-2516	91	191	of	of	ADP
ajlm-2516	91	192	the	the	DET
ajlm-2516	91	193	progression	progression	NOUN
ajlm-2516	91	194	of	of	ADP
ajlm-2516	91	195	hiv	hiv	PROPN
ajlm-2516	91	196	infection	infection	NOUN
ajlm-2516	91	197	by	by	ADP
ajlm-2516	91	198	counting	count	VERB
ajlm-2516	91	199	cd4	cd4	PROPN
ajlm-2516	91	200	cells	cell	NOUN
ajlm-2516	91	201	is	be	AUX
ajlm-2516	91	202	vital	vital	ADJ
ajlm-2516	91	203	to	to	ADP
ajlm-2516	91	204	its	its	PRON
ajlm-2516	91	205	effective	effective	ADJ
ajlm-2516	91	206	management	management	NOUN
ajlm-2516	91	207	.	.	PUNCT
ajlm-2516	92	1	they	they	PRON
ajlm-2516	92	2	built	build	VERB
ajlm-2516	92	3	a	a	DET
ajlm-2516	92	4	support	support	NOUN
ajlm-2516	92	5	vector	vector	NOUN
ajlm-2516	92	6	machine	machine	NOUN
ajlm-2516	92	7	classification	classification	NOUN
ajlm-2516	92	8	model	model	NOUN
ajlm-2516	92	9	that	that	PRON
ajlm-2516	92	10	predicted	predict	VERB
ajlm-2516	92	11	the	the	DET
ajlm-2516	92	12	degree	degree	NOUN
ajlm-2516	92	13	of	of	ADP
ajlm-2516	92	14	cd4	cd4	PROPN
ajlm-2516	92	15	cell	cell	NOUN
ajlm-2516	92	16	count	count	NOUN
ajlm-2516	92	17	change.55	change.55	NOUN
ajlm-2516	92	18	the	the	DET
ajlm-2516	92	19	model	model	NOUN
ajlm-2516	92	20	took	take	VERB
ajlm-2516	92	21	as	as	ADP
ajlm-2516	92	22	input	input	NOUN
ajlm-2516	92	23	the	the	DET
ajlm-2516	92	24	genome	genome	NOUN
ajlm-2516	92	25	,	,	PUNCT
ajlm-2516	92	26	current	current	ADJ
ajlm-2516	92	27	viral	viral	ADJ
ajlm-2516	92	28	load	load	NOUN
ajlm-2516	92	29	,	,	PUNCT
ajlm-2516	92	30	and	and	CCONJ
ajlm-2516	92	31	number	number	NOUN
ajlm-2516	92	32	of	of	ADP
ajlm-2516	92	33	weeks	week	NOUN
ajlm-2516	92	34	from	from	ADP
ajlm-2516	92	35	baseline	baseline	NOUN
ajlm-2516	92	36	cd4	cd4	PROPN
ajlm-2516	92	37	cell	cell	NOUN
ajlm-2516	92	38	count	count	NOUN
ajlm-2516	92	39	,	,	PUNCT
ajlm-2516	92	40	and	and	CCONJ
ajlm-2516	92	41	predicted	predict	VERB
ajlm-2516	92	42	the	the	DET
ajlm-2516	92	43	range	range	NOUN
ajlm-2516	92	44	of	of	ADP
ajlm-2516	92	45	cd4	cd4	PROPN
ajlm-2516	92	46	cell	cell	NOUN
ajlm-2516	92	47	count	count	NOUN
ajlm-2516	92	48	change	change	NOUN
ajlm-2516	92	49	.	.	PUNCT
ajlm-2516	93	1	the	the	DET
ajlm-2516	93	2	model	model	NOUN
ajlm-2516	93	3	produced	produce	VERB
ajlm-2516	93	4	an	an	DET
ajlm-2516	93	5	accuracy	accuracy	NOUN
ajlm-2516	93	6	of	of	ADP
ajlm-2516	93	7	83	83	NUM
ajlm-2516	93	8	%	%	NOUN
ajlm-2516	93	9	.	.	PUNCT
ajlm-2516	94	1	this	this	DET
ajlm-2516	94	2	pilot	pilot	NOUN
ajlm-2516	94	3	project	project	NOUN
ajlm-2516	94	4	shows	show	VERB
ajlm-2516	94	5	that	that	SCONJ
ajlm-2516	94	6	a	a	DET
ajlm-2516	94	7	change	change	NOUN
ajlm-2516	94	8	in	in	ADP
ajlm-2516	94	9	cd4	cd4	PROPN
ajlm-2516	94	10	cell	cell	NOUN
ajlm-2516	94	11	count	count	NOUN
ajlm-2516	94	12	may	may	AUX
ajlm-2516	94	13	be	be	AUX
ajlm-2516	94	14	accurately	accurately	ADV
ajlm-2516	94	15	predicted	predict	VERB
ajlm-2516	94	16	using	use	VERB
ajlm-2516	94	17	ml	ml	NOUN
ajlm-2516	94	18	on	on	ADP
ajlm-2516	94	19	genotype	genotype	NOUN
ajlm-2516	94	20	,	,	PUNCT
ajlm-2516	94	21	viral	viral	ADJ
ajlm-2516	94	22	load	load	NOUN
ajlm-2516	94	23	,	,	PUNCT
ajlm-2516	94	24	and	and	CCONJ
ajlm-2516	94	25	time	time	NOUN
ajlm-2516	94	26	.	.	PUNCT
ajlm-2516	95	1	moreover	moreover	ADV
ajlm-2516	95	2	,	,	PUNCT
ajlm-2516	95	3	there	there	PRON
ajlm-2516	95	4	are	be	VERB
ajlm-2516	95	5	several	several	ADJ
ajlm-2516	95	6	mobile	mobile	ADJ
ajlm-2516	95	7	health	health	NOUN
ajlm-2516	95	8	interventions	intervention	NOUN
ajlm-2516	95	9	for	for	ADP
ajlm-2516	95	10	people	people	NOUN
ajlm-2516	95	11	living	live	VERB
ajlm-2516	95	12	with	with	ADP
ajlm-2516	95	13	hiv	hiv	PROPN
ajlm-2516	95	14	:	:	PUNCT
ajlm-2516	95	15	cell	cell	NOUN
ajlm-2516	95	16	phone	phone	NOUN
ajlm-2516	95	17	-	-	PUNCT
ajlm-2516	95	18	delivered	deliver	VERB
ajlm-2516	95	19	reminders	reminder	NOUN
ajlm-2516	95	20	and	and	CCONJ
ajlm-2516	95	21	inspirational	inspirational	ADJ
ajlm-2516	95	22	messages	message	NOUN
ajlm-2516	95	23	to	to	PART
ajlm-2516	95	24	boost	boost	VERB
ajlm-2516	95	25	clinic	clinic	ADJ
ajlm-2516	95	26	attendance	attendance	NOUN
ajlm-2516	95	27	and	and	CCONJ
ajlm-2516	95	28	antiretroviral	antiretroviral	ADJ
ajlm-2516	95	29	therapy	therapy	NOUN
ajlm-2516	95	30	adherence	adherence	NOUN
ajlm-2516	95	31	,	,	PUNCT
ajlm-2516	95	32	laboratory	laboratory	NOUN
ajlm-2516	95	33	test	test	NOUN
ajlm-2516	95	34	delivery	delivery	NOUN
ajlm-2516	95	35	,	,	PUNCT
ajlm-2516	95	36	and	and	CCONJ
ajlm-2516	95	37	behaviour	behaviour	NOUN
ajlm-2516	95	38	modification	modification	NOUN
ajlm-2516	95	39	messages	message	NOUN
ajlm-2516	95	40	are	be	AUX
ajlm-2516	95	41	some	some	PRON
ajlm-2516	95	42	of	of	ADP
ajlm-2516	95	43	the	the	DET
ajlm-2516	95	44	most	most	ADV
ajlm-2516	95	45	common.56,57,58	common.56,57,58	NOUN
ajlm-2516	95	46	tuberculosis	tuberculosis	NOUN
ajlm-2516	95	47	machine	machine	NOUN
ajlm-2516	95	48	learning	learning	NOUN
ajlm-2516	95	49	is	be	AUX
ajlm-2516	95	50	often	often	ADV
ajlm-2516	95	51	used	use	VERB
ajlm-2516	95	52	together	together	ADV
ajlm-2516	95	53	with	with	ADP
ajlm-2516	95	54	signal	signal	ADJ
ajlm-2516	95	55	processing	processing	NOUN
ajlm-2516	95	56	methods	method	NOUN
ajlm-2516	95	57	to	to	PART
ajlm-2516	95	58	automate	automate	VERB
ajlm-2516	95	59	communicable	communicable	NOUN
ajlm-2516	95	60	disease	disease	NOUN
ajlm-2516	95	61	diagnoses	diagnose	VERB
ajlm-2516	95	62	.	.	PUNCT
ajlm-2516	96	1	most	most	ADJ
ajlm-2516	96	2	interventions	intervention	NOUN
ajlm-2516	96	3	for	for	ADP
ajlm-2516	96	4	diagnoses	diagnosis	NOUN
ajlm-2516	96	5	with	with	ADP
ajlm-2516	96	6	the	the	DET
ajlm-2516	96	7	use	use	NOUN
ajlm-2516	96	8	of	of	ADP
ajlm-2516	96	9	ai	ai	NOUN
ajlm-2516	96	10	in	in	ADP
ajlm-2516	96	11	lowand	lowand	ADJ
ajlm-2516	96	12	middle	middle	ADJ
ajlm-2516	96	13	-	-	PUNCT
ajlm-2516	96	14	income	income	NOUN
ajlm-2516	96	15	countries	country	NOUN
ajlm-2516	96	16	reported	report	VERB
ajlm-2516	96	17	high	high	ADJ
ajlm-2516	96	18	specificity	specificity	NOUN
ajlm-2516	96	19	,	,	PUNCT
ajlm-2516	96	20	sensitivity	sensitivity	NOUN
ajlm-2516	96	21	and	and	CCONJ
ajlm-2516	96	22	accuracy	accuracy	NOUN
ajlm-2516	96	23	to	to	PART
ajlm-2516	96	24	comparator	comparator	VERB
ajlm-2516	96	25	diagnostic	diagnostic	ADJ
ajlm-2516	96	26	tools	tool	NOUN
ajlm-2516	96	27	.	.	PUNCT
ajlm-2516	97	1	machine	machine	NOUN
ajlm-2516	97	2	learning	learn	VERB
ajlm-2516	97	3	assists	assist	VERB
ajlm-2516	97	4	medical	medical	ADJ
ajlm-2516	97	5	practitioners	practitioner	NOUN
ajlm-2516	97	6	in	in	ADP
ajlm-2516	97	7	diagnosing	diagnose	VERB
ajlm-2516	97	8	tuberculosis	tuberculosis	NOUN
ajlm-2516	97	9	and	and	CCONJ
ajlm-2516	97	10	malaria	malaria	NOUN
ajlm-2516	97	11	with	with	ADP
ajlm-2516	97	12	expert	expert	NOUN
ajlm-2516	97	13	systems.59	systems.59	VERB
ajlm-2516	97	14	in	in	ADP
ajlm-2516	97	15	2020	2020	NUM
ajlm-2516	97	16	,	,	PUNCT
ajlm-2516	97	17	peiffer	peiffer	NOUN
ajlm-2516	97	18	-	-	PUNCT
ajlm-2516	97	19	smadja60	smadja60	NOUN
ajlm-2516	97	20	reported	report	VERB
ajlm-2516	97	21	the	the	DET
ajlm-2516	97	22	impact	impact	NOUN
ajlm-2516	97	23	of	of	ADP
ajlm-2516	97	24	current	current	ADJ
ajlm-2516	97	25	ai	ai	NOUN
ajlm-2516	97	26	tools	tool	NOUN
ajlm-2516	97	27	over	over	ADP
ajlm-2516	97	28	a	a	DET
ajlm-2516	97	29	range	range	NOUN
ajlm-2516	97	30	of	of	ADP
ajlm-2516	97	31	clinical	clinical	ADJ
ajlm-2516	97	32	outcomes	outcome	NOUN
ajlm-2516	97	33	such	such	ADJ
ajlm-2516	97	34	as	as	ADP
ajlm-2516	97	35	the	the	DET
ajlm-2516	97	36	diagnosis	diagnosis	NOUN
ajlm-2516	97	37	of	of	ADP
ajlm-2516	97	38	tuberculosis	tuberculosis	NOUN
ajlm-2516	97	39	or	or	CCONJ
ajlm-2516	97	40	surgical	surgical	ADJ
ajlm-2516	97	41	site	site	NOUN
ajlm-2516	97	42	infections	infection	NOUN
ajlm-2516	97	43	,	,	PUNCT
ajlm-2516	97	44	indicating	indicate	VERB
ajlm-2516	97	45	sensitivity	sensitivity	NOUN
ajlm-2516	97	46	and	and	CCONJ
ajlm-2516	97	47	specificity	specificity	NOUN
ajlm-2516	97	48	.	.	PUNCT
ajlm-2516	98	1	the	the	DET
ajlm-2516	98	2	ai	ai	PROPN
ajlm-2516	98	3	tool	tool	NOUN
ajlm-2516	98	4	predicted	predict	VERB
ajlm-2516	98	5	a	a	DET
ajlm-2516	98	6	bacterial	bacterial	ADJ
ajlm-2516	98	7	infection	infection	NOUN
ajlm-2516	98	8	in	in	ADP
ajlm-2516	98	9	individuals	individual	NOUN
ajlm-2516	98	10	who	who	PRON
ajlm-2516	98	11	were	be	AUX
ajlm-2516	98	12	not	not	PART
ajlm-2516	98	13	identified	identify	VERB
ajlm-2516	98	14	by	by	ADP
ajlm-2516	98	15	clinicians	clinician	NOUN
ajlm-2516	98	16	as	as	ADP
ajlm-2516	98	17	having	have	VERB
ajlm-2516	98	18	an	an	DET
ajlm-2516	98	19	infection	infection	NOUN
ajlm-2516	98	20	on	on	ADP
ajlm-2516	98	21	admission	admission	NOUN
ajlm-2516	98	22	,	,	PUNCT
ajlm-2516	98	23	but	but	CCONJ
ajlm-2516	98	24	were	be	AUX
ajlm-2516	98	25	diagnosed	diagnose	VERB
ajlm-2516	98	26	later	later	ADV
ajlm-2516	98	27	with	with	ADP
ajlm-2516	98	28	a	a	DET
ajlm-2516	98	29	bacterial	bacterial	ADJ
ajlm-2516	98	30	infection.60	infection.60	NOUN
ajlm-2516	98	31	moreover	moreover	ADV
ajlm-2516	98	32	,	,	PUNCT
ajlm-2516	98	33	ai	ai	VERB
ajlm-2516	98	34	and	and	CCONJ
ajlm-2516	98	35	digital	digital	ADJ
ajlm-2516	98	36	technologies	technology	NOUN
ajlm-2516	98	37	are	be	AUX
ajlm-2516	98	38	currently	currently	ADV
ajlm-2516	98	39	being	be	AUX
ajlm-2516	98	40	used	use	VERB
ajlm-2516	98	41	for	for	ADP
ajlm-2516	98	42	drug	drug	NOUN
ajlm-2516	98	43	discovery	discovery	NOUN
ajlm-2516	98	44	for	for	ADP
ajlm-2516	98	45	several	several	ADJ
ajlm-2516	98	46	research	research	NOUN
ajlm-2516	98	47	studies.61,62,63	studies.61,62,63	NOUN
ajlm-2516	98	48	malaria	malaria	NOUN
ajlm-2516	98	49	in	in	ADP
ajlm-2516	98	50	2023	2023	NUM
ajlm-2516	98	51	,	,	PUNCT
ajlm-2516	98	52	silka	silka	NOUN
ajlm-2516	98	53	et	et	PROPN
ajlm-2516	98	54	al	al	PROPN
ajlm-2516	98	55	.	.	PROPN
ajlm-2516	98	56	presented	present	VERB
ajlm-2516	98	57	a	a	DET
ajlm-2516	98	58	novel	novel	ADJ
ajlm-2516	98	59	convolutional	convolutional	ADJ
ajlm-2516	98	60	neural	neural	ADJ
ajlm-2516	98	61	network	network	NOUN
ajlm-2516	98	62	architecture	architecture	NOUN
ajlm-2516	98	63	for	for	ADP
ajlm-2516	98	64	the	the	DET
ajlm-2516	98	65	detection	detection	NOUN
ajlm-2516	98	66	of	of	ADP
ajlm-2516	98	67	malaria	malaria	NOUN
ajlm-2516	98	68	from	from	ADP
ajlm-2516	98	69	blood	blood	NOUN
ajlm-2516	98	70	samples	sample	NOUN
ajlm-2516	98	71	with	with	ADP
ajlm-2516	98	72	a	a	DET
ajlm-2516	98	73	99.68	99.68	NUM
ajlm-2516	98	74	%	%	NOUN
ajlm-2516	98	75	accuracy.64	accuracy.64	ADP
ajlm-2516	98	76	the	the	DET
ajlm-2516	98	77	novel	novel	ADJ
ajlm-2516	98	78	convolutional	convolutional	ADJ
ajlm-2516	98	79	neural	neural	ADJ
ajlm-2516	98	80	network	network	NOUN
ajlm-2516	98	81	accurately	accurately	ADV
ajlm-2516	98	82	classified	classify	VERB
ajlm-2516	98	83	infected	infected	ADJ
ajlm-2516	98	84	and	and	CCONJ
ajlm-2516	98	85	uninfected	uninfected	ADJ
ajlm-2516	98	86	samples	sample	NOUN
ajlm-2516	98	87	with	with	ADP
ajlm-2516	98	88	high	high	ADJ
ajlm-2516	98	89	specificity	specificity	NOUN
ajlm-2516	98	90	and	and	CCONJ
ajlm-2516	98	91	sensitivity	sensitivity	NOUN
ajlm-2516	98	92	.	.	PUNCT
ajlm-2516	99	1	an	an	DET
ajlm-2516	99	2	analysis	analysis	NOUN
ajlm-2516	99	3	of	of	ADP
ajlm-2516	99	4	model	model	NOUN
ajlm-2516	99	5	performance	performance	NOUN
ajlm-2516	99	6	on	on	ADP
ajlm-2516	99	7	different	different	ADJ
ajlm-2516	99	8	subtypes	subtype	NOUN
ajlm-2516	99	9	of	of	ADP
ajlm-2516	99	10	malaria	malaria	NOUN
ajlm-2516	99	11	was	be	AUX
ajlm-2516	99	12	performed	perform	VERB
ajlm-2516	99	13	and	and	CCONJ
ajlm-2516	99	14	the	the	DET
ajlm-2516	99	15	implications	implication	NOUN
ajlm-2516	99	16	of	of	ADP
ajlm-2516	99	17	the	the	DET
ajlm-2516	99	18	findings	finding	NOUN
ajlm-2516	99	19	for	for	ADP
ajlm-2516	99	20	the	the	DET
ajlm-2516	99	21	use	use	NOUN
ajlm-2516	99	22	of	of	ADP
ajlm-2516	99	23	deep	deep	ADJ
ajlm-2516	99	24	learning	learning	NOUN
ajlm-2516	99	25	in	in	ADP
ajlm-2516	99	26	infectious	infectious	ADJ
ajlm-2516	99	27	disease	disease	NOUN
ajlm-2516	99	28	diagnosis	diagnosis	NOUN
ajlm-2516	99	29	was	be	AUX
ajlm-2516	99	30	determined.16,17,64	determined.16,17,64	ADJ
ajlm-2516	99	31	moreover	moreover	ADV
ajlm-2516	99	32	,	,	PUNCT
ajlm-2516	99	33	there	there	PRON
ajlm-2516	99	34	are	be	VERB
ajlm-2516	99	35	several	several	ADJ
ajlm-2516	99	36	studies	study	NOUN
ajlm-2516	99	37	indicating	indicate	VERB
ajlm-2516	99	38	the	the	DET
ajlm-2516	99	39	benefits	benefit	NOUN
ajlm-2516	99	40	of	of	ADP
ajlm-2516	99	41	in	in	ADP
ajlm-2516	99	42	silico	silico	NOUN
ajlm-2516	99	43	research	research	NOUN
ajlm-2516	99	44	,	,	PUNCT
ajlm-2516	99	45	including	include	VERB
ajlm-2516	99	46	capacity	capacity	NOUN
ajlm-2516	99	47	to	to	PART
ajlm-2516	99	48	screen	screen	VERB
ajlm-2516	99	49	a	a	DET
ajlm-2516	99	50	huge	huge	ADJ
ajlm-2516	99	51	number	number	NOUN
ajlm-2516	99	52	of	of	ADP
ajlm-2516	99	53	drug	drug	NOUN
ajlm-2516	99	54	candidates	candidate	NOUN
ajlm-2516	99	55	in	in	ADP
ajlm-2516	99	56	a	a	DET
ajlm-2516	99	57	comparatively	comparatively	ADV
ajlm-2516	99	58	short	short	ADJ
ajlm-2516	99	59	length	length	NOUN
ajlm-2516	99	60	of	of	ADP
ajlm-2516	99	61	time	time	NOUN
ajlm-2516	99	62	,	,	PUNCT
ajlm-2516	99	63	which	which	PRON
ajlm-2516	99	64	saves	save	VERB
ajlm-2516	99	65	time	time	NOUN
ajlm-2516	99	66	and	and	CCONJ
ajlm-2516	99	67	money	money	NOUN
ajlm-2516	99	68	when	when	SCONJ
ajlm-2516	99	69	compared	compare	VERB
ajlm-2516	99	70	to	to	ADP
ajlm-2516	99	71	traditional	traditional	ADJ
ajlm-2516	99	72	drug	drug	NOUN
ajlm-2516	99	73	development	development	NOUN
ajlm-2516	99	74	methods.65,66,67	methods.65,66,67	NOUN
ajlm-2516	99	75	identification	identification	NOUN
ajlm-2516	99	76	of	of	ADP
ajlm-2516	99	77	national	national	ADJ
ajlm-2516	99	78	scientific	scientific	ADJ
ajlm-2516	99	79	and	and	CCONJ
ajlm-2516	99	80	socio	socio	NOUN
ajlm-2516	99	81	-	-	PUNCT
ajlm-2516	99	82	economic	economic	ADJ
ajlm-2516	99	83	characteristics	characteristic	NOUN
ajlm-2516	99	84	challenges	challenge	VERB
ajlm-2516	99	85	non	non	ADJ
ajlm-2516	99	86	-	-	ADJ
ajlm-2516	99	87	communicable	communicable	ADJ
ajlm-2516	99	88	diseases	disease	NOUN
ajlm-2516	99	89	in	in	ADP
ajlm-2516	99	90	africa	africa	PROPN
ajlm-2516	99	91	a	a	DET
ajlm-2516	99	92	pearson	pearson	PROPN
ajlm-2516	99	93	correlation	correlation	NOUN
ajlm-2516	99	94	was	be	AUX
ajlm-2516	99	95	performed	perform	VERB
ajlm-2516	99	96	to	to	PART
ajlm-2516	99	97	determine	determine	VERB
ajlm-2516	99	98	if	if	SCONJ
ajlm-2516	99	99	there	there	PRON
ajlm-2516	99	100	is	be	VERB
ajlm-2516	99	101	a	a	DET
ajlm-2516	99	102	correlation	correlation	NOUN
ajlm-2516	99	103	between	between	ADP
ajlm-2516	99	104	variable	variable	NOUN
ajlm-2516	99	105	of	of	ADP
ajlm-2516	99	106	publication	publication	NOUN
ajlm-2516	99	107	outputs	output	NOUN
ajlm-2516	99	108	and	and	CCONJ
ajlm-2516	99	109	variable	variable	NOUN
ajlm-2516	99	110	of	of	ADP
ajlm-2516	99	111	awarded	award	VERB
ajlm-2516	99	112	funding	funding	NOUN
ajlm-2516	99	113	or	or	CCONJ
ajlm-2516	99	114	with	with	ADP
ajlm-2516	99	115	gerd	gerd	NOUN
ajlm-2516	99	116	as	as	ADP
ajlm-2516	99	117	a	a	DET
ajlm-2516	99	118	share	share	NOUN
ajlm-2516	99	119	of	of	ADP
ajlm-2516	99	120	gdp	gdp	NOUN
ajlm-2516	99	121	(	(	PUNCT
ajlm-2516	99	122	figure	figure	NOUN
ajlm-2516	99	123	5	5	NUM
ajlm-2516	99	124	)	)	PUNCT
ajlm-2516	99	125	.	.	PUNCT
ajlm-2516	100	1	cardiovascular	cardiovascular	ADJ
ajlm-2516	100	2	disease	disease	NOUN
ajlm-2516	100	3	research	research	NOUN
ajlm-2516	100	4	metric	metric	ADJ
ajlm-2516	100	5	data	datum	NOUN
ajlm-2516	100	6	exhibited	exhibit	VERB
ajlm-2516	100	7	a	a	DET
ajlm-2516	100	8	positive	positive	ADJ
ajlm-2516	100	9	,	,	PUNCT
ajlm-2516	100	10	but	but	CCONJ
ajlm-2516	100	11	not	not	PART
ajlm-2516	100	12	significant	significant	ADJ
ajlm-2516	100	13	,	,	PUNCT
ajlm-2516	100	14	correlation	correlation	NOUN
ajlm-2516	100	15	(	(	PUNCT
ajlm-2516	100	16	r	r	NOUN
ajlm-2516	100	17	=	=	SYM
ajlm-2516	100	18	0.5	0.5	NUM
ajlm-2516	100	19	,	,	PUNCT
ajlm-2516	100	20	p	p	X
ajlm-2516	100	21	=	=	NOUN
ajlm-2516	100	22	0.17	0.17	NUM
ajlm-2516	100	23	)	)	PUNCT
ajlm-2516	100	24	between	between	ADP
ajlm-2516	100	25	variables	variable	NOUN
ajlm-2516	100	26	of	of	ADP
ajlm-2516	100	27	publication	publication	NOUN
ajlm-2516	100	28	outputs	output	NOUN
ajlm-2516	100	29	(	(	PUNCT
ajlm-2516	100	30	11.11	11.11	NUM
ajlm-2516	100	31	±	±	NUM
ajlm-2516	100	32	8.25	8.25	NUM
ajlm-2516	100	33	)	)	PUNCT
ajlm-2516	100	34	and	and	CCONJ
ajlm-2516	100	35	awarded	award	VERB
ajlm-2516	100	36	funds	fund	NOUN
ajlm-2516	100	37	(	(	PUNCT
ajlm-2516	100	38	11.11	11.11	NUM
ajlm-2516	100	39	±	±	NUM
ajlm-2516	100	40	26.26	26.26	NUM
ajlm-2516	100	41	)	)	PUNCT
ajlm-2516	100	42	even	even	ADV
ajlm-2516	100	43	with	with	ADP
ajlm-2516	100	44	the	the	DET
ajlm-2516	100	45	gerd	gerd	NOUN
ajlm-2516	100	46	as	as	ADP
ajlm-2516	100	47	a	a	DET
ajlm-2516	100	48	share	share	NOUN
ajlm-2516	100	49	of	of	ADP
ajlm-2516	100	50	gdp	gdp	NOUN
ajlm-2516	100	51	variable	variable	NOUN
ajlm-2516	100	52	(	(	PUNCT
ajlm-2516	100	53	0.56	0.56	NUM
ajlm-2516	100	54	±	±	NUM
ajlm-2516	100	55	0.25	0.25	NUM
ajlm-2516	100	56	;	;	PUNCT
ajlm-2516	100	57	r	r	NOUN
ajlm-2516	100	58	=	=	SYM
ajlm-2516	100	59	0.5	0.5	NUM
ajlm-2516	100	60	,	,	PUNCT
ajlm-2516	100	61	p	p	X
ajlm-2516	100	62	=	=	NOUN
ajlm-2516	100	63	0.158	0.158	NUM
ajlm-2516	100	64	)	)	PUNCT
ajlm-2516	100	65	.	.	PUNCT
ajlm-2516	101	1	egypt	egypt	PROPN
ajlm-2516	101	2	and	and	CCONJ
ajlm-2516	101	3	south	south	PROPN
ajlm-2516	101	4	africa	africa	PROPN
ajlm-2516	101	5	are	be	AUX
ajlm-2516	101	6	among	among	ADP
ajlm-2516	101	7	the	the	DET
ajlm-2516	101	8	countries	country	NOUN
ajlm-2516	101	9	that	that	PRON
ajlm-2516	101	10	are	be	AUX
ajlm-2516	101	11	awarded	award	VERB
ajlm-2516	101	12	more	more	ADJ
ajlm-2516	101	13	funding	funding	NOUN
ajlm-2516	101	14	.	.	PUNCT
ajlm-2516	102	1	morocco	morocco	PROPN
ajlm-2516	102	2	,	,	PUNCT
ajlm-2516	102	3	ethiopia	ethiopia	PROPN
ajlm-2516	102	4	,	,	PUNCT
ajlm-2516	102	5	kenya	kenya	PROPN
ajlm-2516	102	6	,	,	PUNCT
ajlm-2516	102	7	and	and	CCONJ
ajlm-2516	102	8	ghana	ghana	PROPN
ajlm-2516	102	9	did	do	AUX
ajlm-2516	102	10	not	not	PART
ajlm-2516	102	11	declare	declare	VERB
ajlm-2516	102	12	their	their	PRON
ajlm-2516	102	13	awarded	award	VERB
ajlm-2516	102	14	funding	funding	NOUN
ajlm-2516	102	15	(	(	PUNCT
ajlm-2516	102	16	figure	figure	NOUN
ajlm-2516	102	17	5a	5a	NUM
ajlm-2516	102	18	,	,	PUNCT
ajlm-2516	102	19	b	b	NOUN
ajlm-2516	102	20	)	)	PUNCT
ajlm-2516	102	21	.	.	PUNCT
ajlm-2516	103	1	figure	figure	VERB
ajlm-2516	103	2	5	5	NUM
ajlm-2516	103	3	:	:	PUNCT
ajlm-2516	103	4	correlational	correlational	ADJ
ajlm-2516	103	5	data	datum	NOUN
ajlm-2516	103	6	of	of	ADP
ajlm-2516	103	7	non	non	ADJ
ajlm-2516	103	8	-	-	ADJ
ajlm-2516	103	9	communicable	communicable	ADJ
ajlm-2516	103	10	disease	disease	NOUN
ajlm-2516	103	11	research	research	NOUN
ajlm-2516	103	12	in	in	ADP
ajlm-2516	103	13	africa	africa	PROPN
ajlm-2516	103	14	.	.	PUNCT
ajlm-2516	104	1	trends	trend	NOUN
ajlm-2516	104	2	of	of	ADP
ajlm-2516	104	3	research	research	NOUN
ajlm-2516	104	4	publications	publication	NOUN
ajlm-2516	104	5	output	output	NOUN
ajlm-2516	104	6	,	,	PUNCT
ajlm-2516	104	7	awarded	award	VERB
ajlm-2516	104	8	funds	fund	NOUN
ajlm-2516	104	9	for	for	ADP
ajlm-2516	104	10	(	(	PUNCT
ajlm-2516	104	11	a	a	DET
ajlm-2516	104	12	)	)	PUNCT
ajlm-2516	104	13	cardiovascular	cardiovascular	ADJ
ajlm-2516	104	14	disease	disease	NOUN
ajlm-2516	104	15	,	,	PUNCT
ajlm-2516	104	16	(	(	PUNCT
ajlm-2516	104	17	c	c	NOUN
ajlm-2516	104	18	)	)	PUNCT
ajlm-2516	104	19	diabetes	diabetes	NOUN
ajlm-2516	104	20	and	and	CCONJ
ajlm-2516	104	21	(	(	PUNCT
ajlm-2516	104	22	d	d	NOUN
ajlm-2516	104	23	)	)	PUNCT
ajlm-2516	104	24	cancer	cancer	NOUN
ajlm-2516	104	25	,	,	PUNCT
ajlm-2516	104	26	and	and	CCONJ
ajlm-2516	104	27	gross	gross	ADJ
ajlm-2516	104	28	domestic	domestic	ADJ
ajlm-2516	104	29	expenditures	expenditure	NOUN
ajlm-2516	104	30	for	for	ADP
ajlm-2516	104	31	research	research	NOUN
ajlm-2516	104	32	and	and	CCONJ
ajlm-2516	104	33	development	development	NOUN
ajlm-2516	104	34	as	as	ADP
ajlm-2516	104	35	a	a	DET
ajlm-2516	104	36	share	share	NOUN
ajlm-2516	104	37	of	of	ADP
ajlm-2516	104	38	gross	gross	ADJ
ajlm-2516	104	39	domestic	domestic	ADJ
ajlm-2516	104	40	product	product	NOUN
ajlm-2516	104	41	for	for	ADP
ajlm-2516	104	42	(	(	PUNCT
ajlm-2516	104	43	b	b	NOUN
ajlm-2516	104	44	)	)	PUNCT
ajlm-2516	104	45	cardiovascular	cardiovascular	ADJ
ajlm-2516	104	46	disease	disease	NOUN
ajlm-2516	104	47	,	,	PUNCT
ajlm-2516	104	48	(	(	PUNCT
ajlm-2516	104	49	d	d	X
ajlm-2516	104	50	)	)	PUNCT
ajlm-2516	104	51	diabetes	diabetes	NOUN
ajlm-2516	104	52	and	and	CCONJ
ajlm-2516	104	53	(	(	PUNCT
ajlm-2516	104	54	f	f	X
ajlm-2516	104	55	)	)	PUNCT
ajlm-2516	104	56	cancer	cancer	NOUN
ajlm-2516	104	57	.	.	PUNCT
ajlm-2516	105	1	however	however	ADV
ajlm-2516	105	2	,	,	PUNCT
ajlm-2516	105	3	there	there	PRON
ajlm-2516	105	4	was	be	VERB
ajlm-2516	105	5	no	no	DET
ajlm-2516	105	6	significant	significant	ADJ
ajlm-2516	105	7	positive	positive	ADJ
ajlm-2516	105	8	correlation	correlation	NOUN
ajlm-2516	105	9	when	when	SCONJ
ajlm-2516	105	10	metric	metric	ADJ
ajlm-2516	105	11	data	datum	NOUN
ajlm-2516	105	12	of	of	ADP
ajlm-2516	105	13	diabetic	diabetic	ADJ
ajlm-2516	105	14	disease	disease	NOUN
ajlm-2516	105	15	research	research	NOUN
ajlm-2516	105	16	were	be	AUX
ajlm-2516	105	17	utilised	utilise	VERB
ajlm-2516	105	18	(	(	PUNCT
ajlm-2516	105	19	r	r	NOUN
ajlm-2516	105	20	=	=	SYM
ajlm-2516	105	21	0.32	0.32	NUM
ajlm-2516	105	22	,	,	PUNCT
ajlm-2516	105	23	p	p	NOUN
ajlm-2516	105	24	=	=	NOUN
ajlm-2516	105	25	0.394	0.394	NUM
ajlm-2516	105	26	)	)	PUNCT
ajlm-2516	105	27	,	,	PUNCT
ajlm-2516	105	28	between	between	ADP
ajlm-2516	105	29	variables	variable	NOUN
ajlm-2516	105	30	of	of	ADP
ajlm-2516	105	31	publication	publication	NOUN
ajlm-2516	105	32	outputs	output	NOUN
ajlm-2516	105	33	(	(	PUNCT
ajlm-2516	105	34	11.11	11.11	NUM
ajlm-2516	105	35	±	±	NUM
ajlm-2516	105	36	8.3	8.3	NUM
ajlm-2516	105	37	)	)	PUNCT
ajlm-2516	105	38	and	and	CCONJ
ajlm-2516	105	39	awarded	award	VERB
ajlm-2516	105	40	funds	fund	NOUN
ajlm-2516	105	41	(	(	PUNCT
ajlm-2516	105	42	11.11	11.11	NUM
ajlm-2516	105	43	±	±	NUM
ajlm-2516	105	44	15.79	15.79	NUM
ajlm-2516	105	45	)	)	PUNCT
ajlm-2516	105	46	.	.	PUNCT
ajlm-2516	106	1	similar	similar	ADJ
ajlm-2516	106	2	findings	finding	NOUN
ajlm-2516	106	3	were	be	AUX
ajlm-2516	106	4	achieved	achieve	VERB
ajlm-2516	106	5	,	,	PUNCT
ajlm-2516	106	6	where	where	SCONJ
ajlm-2516	106	7	variables	variable	NOUN
ajlm-2516	106	8	of	of	ADP
ajlm-2516	106	9	gerd	gerd	NOUN
ajlm-2516	106	10	as	as	ADP
ajlm-2516	106	11	a	a	DET
ajlm-2516	106	12	share	share	NOUN
ajlm-2516	106	13	of	of	ADP
ajlm-2516	106	14	gdp	gdp	NOUN
ajlm-2516	106	15	(	(	PUNCT
ajlm-2516	106	16	0.56	0.56	NUM
ajlm-2516	106	17	±	±	NUM
ajlm-2516	106	18	0.25	0.25	NUM
ajlm-2516	106	19	)	)	PUNCT
ajlm-2516	106	20	exhibited	exhibit	VERB
ajlm-2516	106	21	association	association	NOUN
ajlm-2516	106	22	with	with	ADP
ajlm-2516	106	23	publication	publication	NOUN
ajlm-2516	106	24	outputs	output	NOUN
ajlm-2516	106	25	(	(	PUNCT
ajlm-2516	106	26	r	r	NOUN
ajlm-2516	106	27	=	=	SYM
ajlm-2516	106	28	0.35	0.35	NUM
ajlm-2516	106	29	,	,	PUNCT
ajlm-2516	106	30	p	p	X
ajlm-2516	106	31	=	=	NOUN
ajlm-2516	106	32	0.359	0.359	NUM
ajlm-2516	106	33	)	)	PUNCT
ajlm-2516	106	34	.	.	PUNCT
ajlm-2516	107	1	although	although	SCONJ
ajlm-2516	107	2	south	south	PROPN
ajlm-2516	107	3	africa	africa	PROPN
ajlm-2516	107	4	was	be	AUX
ajlm-2516	107	5	awarded	award	VERB
ajlm-2516	107	6	more	more	ADJ
ajlm-2516	107	7	funding	funding	NOUN
ajlm-2516	107	8	(	(	PUNCT
ajlm-2516	107	9	50	50	NUM
ajlm-2516	107	10	%	%	NOUN
ajlm-2516	107	11	)	)	PUNCT
ajlm-2516	107	12	compared	compare	VERB
ajlm-2516	107	13	to	to	ADP
ajlm-2516	107	14	other	other	ADJ
ajlm-2516	107	15	african	african	ADJ
ajlm-2516	107	16	countries	country	NOUN
ajlm-2516	107	17	,	,	PUNCT
ajlm-2516	107	18	the	the	DET
ajlm-2516	107	19	country	country	NOUN
ajlm-2516	107	20	had	have	VERB
ajlm-2516	107	21	fewer	few	ADJ
ajlm-2516	107	22	publication	publication	NOUN
ajlm-2516	107	23	outputs	output	NOUN
ajlm-2516	107	24	compared	compare	VERB
ajlm-2516	107	25	to	to	ADP
ajlm-2516	107	26	egypt	egypt	PROPN
ajlm-2516	107	27	and	and	CCONJ
ajlm-2516	107	28	morocco	morocco	PROPN
ajlm-2516	107	29	which	which	PRON
ajlm-2516	107	30	were	be	AUX
ajlm-2516	107	31	awarded	award	VERB
ajlm-2516	107	32	less	less	ADJ
ajlm-2516	107	33	funding	funding	NOUN
ajlm-2516	107	34	of	of	ADP
ajlm-2516	107	35	15.38	15.38	NUM
ajlm-2516	107	36	%	%	NOUN
ajlm-2516	107	37	(	(	PUNCT
ajlm-2516	107	38	egypt	egypt	PROPN
ajlm-2516	107	39	)	)	PUNCT
ajlm-2516	107	40	and	and	CCONJ
ajlm-2516	107	41	7.69	7.69	NUM
ajlm-2516	107	42	%	%	NOUN
ajlm-2516	107	43	(	(	PUNCT
ajlm-2516	107	44	morocco	morocco	PROPN
ajlm-2516	107	45	)	)	PUNCT
ajlm-2516	107	46	.	.	PUNCT
ajlm-2516	108	1	algeria	algeria	PROPN
ajlm-2516	108	2	,	,	PUNCT
ajlm-2516	108	3	tunisia	tunisia	PROPN
ajlm-2516	108	4	,	,	PUNCT
ajlm-2516	108	5	and	and	CCONJ
ajlm-2516	108	6	sierra	sierra	PROPN
ajlm-2516	108	7	leone	leone	PROPN
ajlm-2516	108	8	did	do	AUX
ajlm-2516	108	9	not	not	PART
ajlm-2516	108	10	declare	declare	VERB
ajlm-2516	108	11	their	their	PRON
ajlm-2516	108	12	awarded	award	VERB
ajlm-2516	108	13	funding	funding	NOUN
ajlm-2516	108	14	(	(	PUNCT
ajlm-2516	108	15	figure	figure	NOUN
ajlm-2516	108	16	5c	5c	NOUN
ajlm-2516	108	17	,	,	PUNCT
ajlm-2516	108	18	d	d	NOUN
ajlm-2516	108	19	)	)	PUNCT
ajlm-2516	108	20	.	.	PUNCT
ajlm-2516	109	1	cancer	cancer	NOUN
ajlm-2516	109	2	disease	disease	PROPN
ajlm-2516	109	3	research	research	NOUN
ajlm-2516	109	4	metric	metric	ADJ
ajlm-2516	109	5	data	datum	NOUN
ajlm-2516	109	6	exhibited	exhibit	VERB
ajlm-2516	109	7	a	a	DET
ajlm-2516	109	8	significant	significant	ADJ
ajlm-2516	109	9	correlation	correlation	NOUN
ajlm-2516	109	10	(	(	PUNCT
ajlm-2516	109	11	r	r	NOUN
ajlm-2516	109	12	=	=	SYM
ajlm-2516	109	13	0.92	0.92	NUM
ajlm-2516	109	14	,	,	PUNCT
ajlm-2516	109	15	p	p	NOUN
ajlm-2516	109	16	=	=	NOUN
ajlm-2516	109	17	0.001	0.001	NUM
ajlm-2516	109	18	)	)	PUNCT
ajlm-2516	109	19	between	between	ADP
ajlm-2516	109	20	publication	publication	NOUN
ajlm-2516	109	21	outputs	output	NOUN
ajlm-2516	109	22	(	(	PUNCT
ajlm-2516	109	23	6.67	6.67	NUM
ajlm-2516	109	24	±	±	NUM
ajlm-2516	109	25	11.41	11.41	NUM
ajlm-2516	109	26	)	)	PUNCT
ajlm-2516	109	27	and	and	CCONJ
ajlm-2516	109	28	awarded	award	VERB
ajlm-2516	109	29	funds	fund	NOUN
ajlm-2516	109	30	(	(	PUNCT
ajlm-2516	109	31	6.67	6.67	NUM
ajlm-2516	109	32	±	±	NUM
ajlm-2516	109	33	12.22	12.22	NUM
ajlm-2516	109	34	)	)	PUNCT
ajlm-2516	109	35	.	.	PUNCT
ajlm-2516	110	1	there	there	PRON
ajlm-2516	110	2	was	be	VERB
ajlm-2516	110	3	also	also	ADV
ajlm-2516	110	4	a	a	DET
ajlm-2516	110	5	significant	significant	ADJ
ajlm-2516	110	6	positive	positive	ADJ
ajlm-2516	110	7	association	association	NOUN
ajlm-2516	110	8	(	(	PUNCT
ajlm-2516	110	9	r	r	NOUN
ajlm-2516	110	10	=	=	SYM
ajlm-2516	110	11	0.53	0.53	NUM
ajlm-2516	110	12	,	,	PUNCT
ajlm-2516	110	13	p	p	X
ajlm-2516	110	14	=	=	NOUN
ajlm-2516	110	15	0.044	0.044	NUM
ajlm-2516	110	16	)	)	PUNCT
ajlm-2516	110	17	between	between	ADP
ajlm-2516	110	18	publication	publication	NOUN
ajlm-2516	110	19	and	and	CCONJ
ajlm-2516	110	20	gerd	gerd	NOUN
ajlm-2516	110	21	as	as	ADP
ajlm-2516	110	22	a	a	DET
ajlm-2516	110	23	share	share	NOUN
ajlm-2516	110	24	of	of	ADP
ajlm-2516	110	25	gdp	gdp	NOUN
ajlm-2516	110	26	(	(	PUNCT
ajlm-2516	110	27	0.44	0.44	NUM
ajlm-2516	110	28	±	±	NUM
ajlm-2516	110	29	0.26	0.26	NUM
ajlm-2516	110	30	)	)	PUNCT
ajlm-2516	110	31	.	.	PUNCT
ajlm-2516	111	1	egypt	egypt	PROPN
ajlm-2516	111	2	,	,	PUNCT
ajlm-2516	111	3	morocco	morocco	PROPN
ajlm-2516	111	4	,	,	PUNCT
ajlm-2516	111	5	and	and	CCONJ
ajlm-2516	111	6	south	south	PROPN
ajlm-2516	111	7	africa	africa	PROPN
ajlm-2516	111	8	are	be	AUX
ajlm-2516	111	9	among	among	ADP
ajlm-2516	111	10	the	the	DET
ajlm-2516	111	11	top	top	ADJ
ajlm-2516	111	12	three	three	NUM
ajlm-2516	111	13	countries	country	NOUN
ajlm-2516	111	14	with	with	ADP
ajlm-2516	111	15	high	high	ADJ
ajlm-2516	111	16	research	research	NOUN
ajlm-2516	111	17	output	output	NOUN
ajlm-2516	111	18	productivity	productivity	NOUN
ajlm-2516	111	19	and	and	CCONJ
ajlm-2516	111	20	more	more	ADV
ajlm-2516	111	21	awarded	award	VERB
ajlm-2516	111	22	funding	funding	NOUN
ajlm-2516	111	23	.	.	PUNCT
ajlm-2516	112	1	tunisia	tunisia	PROPN
ajlm-2516	112	2	,	,	PUNCT
ajlm-2516	112	3	ethiopia	ethiopia	PROPN
ajlm-2516	112	4	,	,	PUNCT
ajlm-2516	112	5	sudan	sudan	PROPN
ajlm-2516	112	6	,	,	PUNCT
ajlm-2516	112	7	botswana	botswana	PROPN
ajlm-2516	112	8	,	,	PUNCT
ajlm-2516	112	9	libya	libya	PROPN
ajlm-2516	112	10	,	,	PUNCT
ajlm-2516	112	11	sierra	sierra	PROPN
ajlm-2516	112	12	leone	leone	PROPN
ajlm-2516	112	13	,	,	PUNCT
ajlm-2516	112	14	tanzania	tanzania	PROPN
ajlm-2516	112	15	,	,	PUNCT
ajlm-2516	112	16	and	and	CCONJ
ajlm-2516	112	17	zambia	zambia	PROPN
ajlm-2516	112	18	did	do	AUX
ajlm-2516	112	19	not	not	PART
ajlm-2516	112	20	declare	declare	VERB
ajlm-2516	112	21	their	their	PRON
ajlm-2516	112	22	awarded	award	VERB
ajlm-2516	112	23	funding	funding	NOUN
ajlm-2516	112	24	(	(	PUNCT
ajlm-2516	112	25	figure	figure	NOUN
ajlm-2516	112	26	5e	5e	NOUN
ajlm-2516	112	27	,	,	PUNCT
ajlm-2516	112	28	f	f	NOUN
ajlm-2516	112	29	)	)	PUNCT
ajlm-2516	112	30	.	.	PUNCT
ajlm-2516	113	1	communicable	communicable	NOUN
ajlm-2516	113	2	diseases	disease	NOUN
ajlm-2516	113	3	in	in	ADP
ajlm-2516	113	4	africa	africa	PROPN
ajlm-2516	113	5	pearson	pearson	PROPN
ajlm-2516	113	6	correlation	correlation	NOUN
ajlm-2516	113	7	showed	show	VERB
ajlm-2516	113	8	that	that	SCONJ
ajlm-2516	113	9	there	there	PRON
ajlm-2516	113	10	was	be	VERB
ajlm-2516	113	11	a	a	DET
ajlm-2516	113	12	significant	significant	ADJ
ajlm-2516	113	13	correlation	correlation	NOUN
ajlm-2516	113	14	(	(	PUNCT
ajlm-2516	113	15	r	r	NOUN
ajlm-2516	113	16	=	=	SYM
ajlm-2516	113	17	0.79	0.79	NUM
ajlm-2516	113	18	,	,	PUNCT
ajlm-2516	113	19	p	p	NOUN
ajlm-2516	113	20	=	=	NOUN
ajlm-2516	113	21	0.001	0.001	NUM
ajlm-2516	113	22	)	)	PUNCT
ajlm-2516	113	23	between	between	ADP
ajlm-2516	113	24	publication	publication	NOUN
ajlm-2516	113	25	outputs	output	NOUN
ajlm-2516	113	26	(	(	PUNCT
ajlm-2516	113	27	4.55	4.55	NUM
ajlm-2516	113	28	±	±	NUM
ajlm-2516	113	29	9.14	9.14	NUM
ajlm-2516	113	30	)	)	PUNCT
ajlm-2516	113	31	and	and	CCONJ
ajlm-2516	113	32	awarded	award	VERB
ajlm-2516	113	33	funds	fund	NOUN
ajlm-2516	113	34	(	(	PUNCT
ajlm-2516	113	35	4.55	4.55	NUM
ajlm-2516	113	36	±	±	NUM
ajlm-2516	113	37	10.36	10.36	NUM
ajlm-2516	113	38	)	)	PUNCT
ajlm-2516	113	39	,	,	PUNCT
ajlm-2516	113	40	when	when	SCONJ
ajlm-2516	113	41	metric	metric	ADJ
ajlm-2516	113	42	data	datum	NOUN
ajlm-2516	113	43	of	of	ADP
ajlm-2516	113	44	hiv	hiv	PROPN
ajlm-2516	113	45	/	/	SYM
ajlm-2516	113	46	aids	aids	PROPN
ajlm-2516	113	47	research	research	NOUN
ajlm-2516	113	48	was	be	AUX
ajlm-2516	113	49	utilised	utilise	VERB
ajlm-2516	113	50	.	.	PUNCT
ajlm-2516	114	1	moreover	moreover	ADV
ajlm-2516	114	2	,	,	PUNCT
ajlm-2516	114	3	there	there	PRON
ajlm-2516	114	4	was	be	VERB
ajlm-2516	114	5	a	a	DET
ajlm-2516	114	6	significant	significant	ADJ
ajlm-2516	114	7	positive	positive	ADJ
ajlm-2516	114	8	association	association	NOUN
ajlm-2516	114	9	(	(	PUNCT
ajlm-2516	114	10	r	r	NOUN
ajlm-2516	114	11	=	=	SYM
ajlm-2516	114	12	0.63	0.63	NUM
ajlm-2516	114	13	,	,	PUNCT
ajlm-2516	114	14	p	p	X
ajlm-2516	114	15	=	=	NOUN
ajlm-2516	114	16	0.002	0.002	NUM
ajlm-2516	114	17	)	)	PUNCT
ajlm-2516	114	18	between	between	ADP
ajlm-2516	114	19	variables	variable	NOUN
ajlm-2516	114	20	of	of	ADP
ajlm-2516	114	21	publication	publication	NOUN
ajlm-2516	114	22	outputs	output	NOUN
ajlm-2516	114	23	and	and	CCONJ
ajlm-2516	114	24	gerd	gerd	NOUN
ajlm-2516	114	25	as	as	ADP
ajlm-2516	114	26	a	a	DET
ajlm-2516	114	27	share	share	NOUN
ajlm-2516	114	28	of	of	ADP
ajlm-2516	114	29	gdp	gdp	NOUN
ajlm-2516	114	30	(	(	PUNCT
ajlm-2516	114	31	0.29	0.29	NUM
ajlm-2516	114	32	±	±	NUM
ajlm-2516	114	33	0.28	0.28	NUM
ajlm-2516	114	34	)	)	PUNCT
ajlm-2516	114	35	.	.	PUNCT
ajlm-2516	115	1	egypt	egypt	PROPN
ajlm-2516	115	2	(	(	PUNCT
ajlm-2516	115	3	30.49	30.49	NUM
ajlm-2516	115	4	%	%	NOUN
ajlm-2516	115	5	)	)	PUNCT
ajlm-2516	115	6	and	and	CCONJ
ajlm-2516	115	7	south	south	PROPN
ajlm-2516	115	8	africa	africa	PROPN
ajlm-2516	115	9	(	(	PUNCT
ajlm-2516	115	10	40.32	40.32	NUM
ajlm-2516	115	11	%	%	NOUN
ajlm-2516	115	12	)	)	PUNCT
ajlm-2516	115	13	were	be	AUX
ajlm-2516	115	14	awarded	award	VERB
ajlm-2516	115	15	a	a	DET
ajlm-2516	115	16	greater	great	ADJ
ajlm-2516	115	17	amount	amount	NOUN
ajlm-2516	115	18	of	of	ADP
ajlm-2516	115	19	funding	funding	NOUN
ajlm-2516	115	20	compared	compare	VERB
ajlm-2516	115	21	to	to	ADP
ajlm-2516	115	22	other	other	ADJ
ajlm-2516	115	23	african	african	ADJ
ajlm-2516	115	24	countries	country	NOUN
ajlm-2516	115	25	.	.	PUNCT
ajlm-2516	116	1	however	however	ADV
ajlm-2516	116	2	,	,	PUNCT
ajlm-2516	116	3	these	these	DET
ajlm-2516	116	4	countries	country	NOUN
ajlm-2516	116	5	had	have	VERB
ajlm-2516	116	6	fewer	few	ADJ
ajlm-2516	116	7	publication	publication	NOUN
ajlm-2516	116	8	outputs	output	NOUN
ajlm-2516	116	9	compared	compare	VERB
ajlm-2516	116	10	to	to	ADP
ajlm-2516	116	11	algeria	algeria	PROPN
ajlm-2516	116	12	,	,	PUNCT
ajlm-2516	116	13	which	which	PRON
ajlm-2516	116	14	was	be	AUX
ajlm-2516	116	15	awarded	award	VERB
ajlm-2516	116	16	less	less	ADJ
ajlm-2516	116	17	funding	funding	NOUN
ajlm-2516	116	18	of	of	ADP
ajlm-2516	116	19	7.54	7.54	NUM
ajlm-2516	116	20	%	%	NOUN
ajlm-2516	116	21	.	.	PUNCT
ajlm-2516	117	1	namibia	namibia	PROPN
ajlm-2516	117	2	did	do	AUX
ajlm-2516	117	3	not	not	PART
ajlm-2516	117	4	declare	declare	VERB
ajlm-2516	117	5	its	its	PRON
ajlm-2516	117	6	awarded	award	VERB
ajlm-2516	117	7	funding	funding	NOUN
ajlm-2516	117	8	(	(	PUNCT
ajlm-2516	117	9	figure	figure	VERB
ajlm-2516	117	10	6a	6a	NOUN
ajlm-2516	117	11	,	,	PUNCT
ajlm-2516	117	12	b	b	NOUN
ajlm-2516	117	13	)	)	PUNCT
ajlm-2516	117	14	.	.	PUNCT
ajlm-2516	118	1	figure	figure	VERB
ajlm-2516	118	2	6	6	NUM
ajlm-2516	118	3	:	:	PUNCT
ajlm-2516	118	4	correlational	correlational	ADJ
ajlm-2516	118	5	data	datum	NOUN
ajlm-2516	118	6	of	of	ADP
ajlm-2516	118	7	communicable	communicable	NOUN
ajlm-2516	118	8	diseases	disease	NOUN
ajlm-2516	118	9	research	research	NOUN
ajlm-2516	118	10	in	in	ADP
ajlm-2516	118	11	africa	africa	PROPN
ajlm-2516	118	12	.	.	PUNCT
ajlm-2516	119	1	trends	trend	NOUN
ajlm-2516	119	2	of	of	ADP
ajlm-2516	119	3	research	research	NOUN
ajlm-2516	119	4	publications	publication	NOUN
ajlm-2516	119	5	output	output	NOUN
ajlm-2516	119	6	,	,	PUNCT
ajlm-2516	119	7	awarded	award	VERB
ajlm-2516	119	8	funds	fund	NOUN
ajlm-2516	119	9	for	for	ADP
ajlm-2516	119	10	(	(	PUNCT
ajlm-2516	119	11	a	a	X
ajlm-2516	119	12	)	)	PUNCT
ajlm-2516	119	13	hiv	hiv	PROPN
ajlm-2516	119	14	/	/	SYM
ajlm-2516	119	15	aids	aids	PROPN
ajlm-2516	119	16	,	,	PUNCT
ajlm-2516	119	17	(	(	PUNCT
ajlm-2516	119	18	c	c	NOUN
ajlm-2516	119	19	)	)	PUNCT
ajlm-2516	119	20	tuberculosis	tuberculosis	NOUN
ajlm-2516	119	21	and	and	CCONJ
ajlm-2516	119	22	(	(	PUNCT
ajlm-2516	119	23	e	e	NOUN
ajlm-2516	119	24	)	)	PUNCT
ajlm-2516	119	25	malaria	malaria	NOUN
ajlm-2516	119	26	,	,	PUNCT
ajlm-2516	119	27	and	and	CCONJ
ajlm-2516	119	28	gross	gross	ADJ
ajlm-2516	119	29	domestic	domestic	ADJ
ajlm-2516	119	30	expenditures	expenditure	NOUN
ajlm-2516	119	31	for	for	ADP
ajlm-2516	119	32	research	research	NOUN
ajlm-2516	119	33	and	and	CCONJ
ajlm-2516	119	34	development	development	NOUN
ajlm-2516	119	35	as	as	ADP
ajlm-2516	119	36	a	a	DET
ajlm-2516	119	37	share	share	NOUN
ajlm-2516	119	38	of	of	ADP
ajlm-2516	119	39	gross	gross	ADJ
ajlm-2516	119	40	domestic	domestic	ADJ
ajlm-2516	119	41	product	product	NOUN
ajlm-2516	119	42	for	for	ADP
ajlm-2516	119	43	(	(	PUNCT
ajlm-2516	119	44	b	b	NOUN
ajlm-2516	119	45	)	)	PUNCT
ajlm-2516	119	46	hiv	hiv	PROPN
ajlm-2516	119	47	/	/	SYM
ajlm-2516	119	48	aids	aids	PROPN
ajlm-2516	119	49	,	,	PUNCT
ajlm-2516	119	50	(	(	PUNCT
ajlm-2516	119	51	d	d	NOUN
ajlm-2516	119	52	)	)	PUNCT
ajlm-2516	119	53	tuberculosis	tuberculosis	NOUN
ajlm-2516	119	54	and	and	CCONJ
ajlm-2516	119	55	(	(	PUNCT
ajlm-2516	119	56	f	f	X
ajlm-2516	119	57	)	)	PUNCT
ajlm-2516	119	58	malaria	malaria	NOUN
ajlm-2516	119	59	.	.	PUNCT
ajlm-2516	120	1	metric	metric	ADJ
ajlm-2516	120	2	data	datum	NOUN
ajlm-2516	120	3	for	for	ADP
ajlm-2516	120	4	tuberculosis	tuberculosis	NOUN
ajlm-2516	120	5	research	research	NOUN
ajlm-2516	120	6	also	also	ADV
ajlm-2516	120	7	exhibited	exhibit	VERB
ajlm-2516	120	8	a	a	DET
ajlm-2516	120	9	significant	significant	ADJ
ajlm-2516	120	10	correlation	correlation	NOUN
ajlm-2516	120	11	(	(	PUNCT
ajlm-2516	120	12	r	r	NOUN
ajlm-2516	120	13	=	=	NOUN
ajlm-2516	120	14	0.69	0.69	NUM
ajlm-2516	120	15	,	,	PUNCT
ajlm-2516	120	16	p	p	NOUN
ajlm-2516	120	17	=	=	NOUN
ajlm-2516	120	18	0.001	0.001	NUM
ajlm-2516	120	19	)	)	PUNCT
ajlm-2516	120	20	between	between	ADP
ajlm-2516	120	21	publication	publication	NOUN
ajlm-2516	120	22	outputs	output	NOUN
ajlm-2516	120	23	(	(	PUNCT
ajlm-2516	120	24	3.70	3.70	NUM
ajlm-2516	120	25	±	±	NUM
ajlm-2516	120	26	7.20	7.20	NUM
ajlm-2516	120	27	)	)	PUNCT
ajlm-2516	120	28	and	and	CCONJ
ajlm-2516	120	29	awarded	award	VERB
ajlm-2516	120	30	funds	fund	NOUN
ajlm-2516	120	31	(	(	PUNCT
ajlm-2516	120	32	3.70	3.70	NUM
ajlm-2516	120	33	±	±	NUM
ajlm-2516	120	34	10.89	10.89	NUM
ajlm-2516	120	35	)	)	PUNCT
ajlm-2516	120	36	.	.	PUNCT
ajlm-2516	121	1	moreover	moreover	ADV
ajlm-2516	121	2	,	,	PUNCT
ajlm-2516	121	3	there	there	PRON
ajlm-2516	121	4	is	be	VERB
ajlm-2516	121	5	no	no	DET
ajlm-2516	121	6	significant	significant	ADJ
ajlm-2516	121	7	positive	positive	ADJ
ajlm-2516	121	8	association	association	NOUN
ajlm-2516	121	9	(	(	PUNCT
ajlm-2516	121	10	r	r	NOUN
ajlm-2516	121	11	=	=	PUNCT
ajlm-2516	121	12	0.365	0.365	NUM
ajlm-2516	121	13	,	,	PUNCT
ajlm-2516	121	14	p	p	X
ajlm-2516	121	15	=	=	NOUN
ajlm-2516	121	16	0.258	0.258	NUM
ajlm-2516	121	17	)	)	PUNCT
ajlm-2516	121	18	between	between	ADP
ajlm-2516	121	19	publication	publication	NOUN
ajlm-2516	121	20	and	and	CCONJ
ajlm-2516	121	21	gerd	gerd	NOUN
ajlm-2516	121	22	as	as	ADP
ajlm-2516	121	23	a	a	DET
ajlm-2516	121	24	share	share	NOUN
ajlm-2516	121	25	of	of	ADP
ajlm-2516	121	26	gdp	gdp	NOUN
ajlm-2516	121	27	(	(	PUNCT
ajlm-2516	121	28	0.27	0.27	NUM
ajlm-2516	121	29	±	±	NUM
ajlm-2516	121	30	0.27	0.27	NUM
ajlm-2516	121	31	)	)	PUNCT
ajlm-2516	121	32	.	.	PUNCT
ajlm-2516	122	1	even	even	ADV
ajlm-2516	122	2	though	though	SCONJ
ajlm-2516	122	3	south	south	PROPN
ajlm-2516	122	4	africa	africa	PROPN
ajlm-2516	122	5	received	receive	VERB
ajlm-2516	122	6	more	more	ADJ
ajlm-2516	122	7	funding	funding	NOUN
ajlm-2516	122	8	,	,	PUNCT
ajlm-2516	122	9	of	of	ADP
ajlm-2516	122	10	approximately	approximately	ADV
ajlm-2516	122	11	54.25	54.25	NUM
ajlm-2516	122	12	%	%	NOUN
ajlm-2516	122	13	compared	compare	VERB
ajlm-2516	122	14	to	to	ADP
ajlm-2516	122	15	other	other	ADJ
ajlm-2516	122	16	african	african	ADJ
ajlm-2516	122	17	countries	country	NOUN
ajlm-2516	122	18	,	,	PUNCT
ajlm-2516	122	19	it	it	PRON
ajlm-2516	122	20	had	have	VERB
ajlm-2516	122	21	fewer	few	ADJ
ajlm-2516	122	22	publication	publication	NOUN
ajlm-2516	122	23	outputs	output	NOUN
ajlm-2516	122	24	compared	compare	VERB
ajlm-2516	122	25	to	to	ADP
ajlm-2516	122	26	algeria	algeria	PROPN
ajlm-2516	122	27	and	and	CCONJ
ajlm-2516	122	28	egypt	egypt	PROPN
ajlm-2516	122	29	which	which	PRON
ajlm-2516	122	30	were	be	AUX
ajlm-2516	122	31	granted	grant	VERB
ajlm-2516	122	32	less	less	ADJ
ajlm-2516	122	33	funding	funding	NOUN
ajlm-2516	122	34	of	of	ADP
ajlm-2516	122	35	4.91	4.91	NUM
ajlm-2516	122	36	%	%	NOUN
ajlm-2516	122	37	(	(	PUNCT
ajlm-2516	122	38	algeria	algeria	PROPN
ajlm-2516	122	39	)	)	PUNCT
ajlm-2516	122	40	and	and	CCONJ
ajlm-2516	122	41	19.85	19.85	NUM
ajlm-2516	122	42	%	%	NOUN
ajlm-2516	122	43	(	(	PUNCT
ajlm-2516	122	44	egypt	egypt	PROPN
ajlm-2516	122	45	)	)	PUNCT
ajlm-2516	122	46	.	.	PUNCT
ajlm-2516	123	1	ghana	ghana	PROPN
ajlm-2516	123	2	managed	manage	VERB
ajlm-2516	123	3	to	to	PART
ajlm-2516	123	4	publish	publish	VERB
ajlm-2516	123	5	research	research	NOUN
ajlm-2516	123	6	outputs	output	NOUN
ajlm-2516	123	7	despite	despite	SCONJ
ajlm-2516	123	8	the	the	DET
ajlm-2516	123	9	non	non	ADJ
ajlm-2516	123	10	-	-	ADJ
ajlm-2516	123	11	declared	declare	VERB
ajlm-2516	123	12	awarded	award	VERB
ajlm-2516	123	13	funding	funding	NOUN
ajlm-2516	123	14	(	(	PUNCT
ajlm-2516	123	15	figure	figure	NOUN
ajlm-2516	123	16	6c	6c	NOUN
ajlm-2516	123	17	,	,	PUNCT
ajlm-2516	123	18	d	d	NOUN
ajlm-2516	123	19	)	)	PUNCT
ajlm-2516	123	20	.	.	PUNCT
ajlm-2516	124	1	metric	metric	ADJ
ajlm-2516	124	2	data	datum	NOUN
ajlm-2516	124	3	for	for	ADP
ajlm-2516	124	4	malaria	malaria	NOUN
ajlm-2516	124	5	research	research	NOUN
ajlm-2516	124	6	also	also	ADV
ajlm-2516	124	7	exhibited	exhibit	VERB
ajlm-2516	124	8	a	a	DET
ajlm-2516	124	9	significant	significant	ADJ
ajlm-2516	124	10	positive	positive	ADJ
ajlm-2516	124	11	correlation	correlation	NOUN
ajlm-2516	124	12	(	(	PUNCT
ajlm-2516	124	13	r	r	NOUN
ajlm-2516	124	14	=	=	NOUN
ajlm-2516	124	15	0.86	0.86	NUM
ajlm-2516	124	16	,	,	PUNCT
ajlm-2516	124	17	p	p	NOUN
ajlm-2516	124	18	=	=	NOUN
ajlm-2516	124	19	0.001	0.001	NUM
ajlm-2516	124	20	)	)	PUNCT
ajlm-2516	124	21	between	between	ADP
ajlm-2516	124	22	variables	variable	NOUN
ajlm-2516	124	23	of	of	ADP
ajlm-2516	124	24	publication	publication	NOUN
ajlm-2516	124	25	outputs	output	NOUN
ajlm-2516	124	26	(	(	PUNCT
ajlm-2516	124	27	4.55	4.55	NUM
ajlm-2516	124	28	±	±	NUM
ajlm-2516	124	29	8.85	8.85	NUM
ajlm-2516	124	30	)	)	PUNCT
ajlm-2516	124	31	and	and	CCONJ
ajlm-2516	124	32	awarded	award	VERB
ajlm-2516	124	33	funds	fund	NOUN
ajlm-2516	124	34	(	(	PUNCT
ajlm-2516	124	35	4.55	4.55	NUM
ajlm-2516	124	36	±	±	NUM
ajlm-2516	124	37	14.16	14.16	NUM
ajlm-2516	124	38	)	)	PUNCT
ajlm-2516	124	39	.	.	PUNCT
ajlm-2516	125	1	however	however	ADV
ajlm-2516	125	2	,	,	PUNCT
ajlm-2516	125	3	there	there	PRON
ajlm-2516	125	4	was	be	VERB
ajlm-2516	125	5	no	no	DET
ajlm-2516	125	6	positive	positive	ADJ
ajlm-2516	125	7	association	association	NOUN
ajlm-2516	125	8	(	(	PUNCT
ajlm-2516	125	9	r	r	NOUN
ajlm-2516	125	10	=	=	SYM
ajlm-2516	125	11	0.35	0.35	NUM
ajlm-2516	125	12	,	,	PUNCT
ajlm-2516	125	13	p	p	X
ajlm-2516	125	14	=	=	NOUN
ajlm-2516	125	15	0.359	0.359	NUM
ajlm-2516	125	16	)	)	PUNCT
ajlm-2516	125	17	between	between	ADP
ajlm-2516	125	18	variables	variable	NOUN
ajlm-2516	125	19	of	of	ADP
ajlm-2516	125	20	publication	publication	NOUN
ajlm-2516	125	21	outputs	output	NOUN
ajlm-2516	125	22	and	and	CCONJ
ajlm-2516	125	23	gerd	gerd	NOUN
ajlm-2516	125	24	as	as	ADP
ajlm-2516	125	25	a	a	DET
ajlm-2516	125	26	share	share	NOUN
ajlm-2516	125	27	of	of	ADP
ajlm-2516	125	28	gdp	gdp	NOUN
ajlm-2516	125	29	variable	variable	NOUN
ajlm-2516	125	30	(	(	PUNCT
ajlm-2516	125	31	0.32	0.32	NUM
ajlm-2516	125	32	±	±	NUM
ajlm-2516	125	33	0.28	0.28	NUM
ajlm-2516	125	34	)	)	PUNCT
ajlm-2516	125	35	.	.	PUNCT
ajlm-2516	126	1	south	south	PROPN
ajlm-2516	126	2	africa	africa	PROPN
ajlm-2516	126	3	had	have	VERB
ajlm-2516	126	4	more	more	ADJ
ajlm-2516	126	5	publication	publication	NOUN
ajlm-2516	126	6	outputs	output	NOUN
ajlm-2516	126	7	and	and	CCONJ
ajlm-2516	126	8	greater	great	ADJ
ajlm-2516	126	9	funding	funding	NOUN
ajlm-2516	126	10	compared	compare	VERB
ajlm-2516	126	11	to	to	ADP
ajlm-2516	126	12	other	other	ADJ
ajlm-2516	126	13	african	african	ADJ
ajlm-2516	126	14	countries	country	NOUN
ajlm-2516	126	15	.	.	PUNCT
ajlm-2516	127	1	chad	chad	PROPN
ajlm-2516	127	2	,	,	PUNCT
ajlm-2516	127	3	côte	côte	PROPN
ajlm-2516	127	4	d’ivoire	d’ivoire	NOUN
ajlm-2516	127	5	and	and	CCONJ
ajlm-2516	127	6	democratic	democratic	ADJ
ajlm-2516	127	7	republic	republic	NOUN
ajlm-2516	127	8	of	of	ADP
ajlm-2516	127	9	the	the	DET
ajlm-2516	127	10	congo	congo	NOUN
ajlm-2516	127	11	did	do	AUX
ajlm-2516	127	12	not	not	PART
ajlm-2516	127	13	declare	declare	VERB
ajlm-2516	127	14	any	any	DET
ajlm-2516	127	15	awarded	award	VERB
ajlm-2516	127	16	funding	funding	NOUN
ajlm-2516	127	17	(	(	PUNCT
ajlm-2516	127	18	figure	figure	NOUN
ajlm-2516	127	19	6e	6e	NOUN
ajlm-2516	127	20	,	,	PUNCT
ajlm-2516	127	21	f	f	NOUN
ajlm-2516	127	22	)	)	PUNCT
ajlm-2516	127	23	.	.	PUNCT
ajlm-2516	128	1	discussion	discussion	NOUN
ajlm-2516	128	2	the	the	DET
ajlm-2516	128	3	application	application	NOUN
ajlm-2516	128	4	of	of	ADP
ajlm-2516	128	5	ai	ai	PROPN
ajlm-2516	128	6	is	be	AUX
ajlm-2516	128	7	changing	change	VERB
ajlm-2516	128	8	the	the	DET
ajlm-2516	128	9	complex	complex	ADJ
ajlm-2516	128	10	nature	nature	NOUN
ajlm-2516	128	11	of	of	ADP
ajlm-2516	128	12	healthcare	healthcare	NOUN
ajlm-2516	128	13	due	due	ADP
ajlm-2516	128	14	to	to	ADP
ajlm-2516	128	15	its	its	PRON
ajlm-2516	128	16	role	role	NOUN
ajlm-2516	128	17	in	in	ADP
ajlm-2516	128	18	revolutionising	revolutionise	VERB
ajlm-2516	128	19	healthcare	healthcare	PROPN
ajlm-2516	128	20	systems	system	NOUN
ajlm-2516	128	21	,	,	PUNCT
ajlm-2516	128	22	thereby	thereby	ADV
ajlm-2516	128	23	enhancing	enhance	VERB
ajlm-2516	128	24	healthcare	healthcare	NOUN
ajlm-2516	128	25	delivery	delivery	NOUN
ajlm-2516	128	26	and	and	CCONJ
ajlm-2516	128	27	patient	patient	ADJ
ajlm-2516	128	28	satisfaction.68	satisfaction.68	NOUN
ajlm-2516	128	29	researchers	researcher	NOUN
ajlm-2516	128	30	have	have	AUX
ajlm-2516	128	31	noted	note	VERB
ajlm-2516	128	32	that	that	SCONJ
ajlm-2516	128	33	the	the	DET
ajlm-2516	128	34	use	use	NOUN
ajlm-2516	128	35	of	of	ADP
ajlm-2516	128	36	ai	ai	NOUN
ajlm-2516	128	37	in	in	ADP
ajlm-2516	128	38	the	the	DET
ajlm-2516	128	39	african	african	ADJ
ajlm-2516	128	40	health	health	NOUN
ajlm-2516	128	41	sector	sector	NOUN
ajlm-2516	128	42	is	be	AUX
ajlm-2516	128	43	still	still	ADV
ajlm-2516	128	44	at	at	ADP
ajlm-2516	128	45	the	the	DET
ajlm-2516	128	46	infant	infant	NOUN
ajlm-2516	128	47	stage	stage	NOUN
ajlm-2516	128	48	,	,	PUNCT
ajlm-2516	128	49	which	which	PRON
ajlm-2516	128	50	may	may	AUX
ajlm-2516	128	51	necessitate	necessitate	VERB
ajlm-2516	128	52	a	a	DET
ajlm-2516	128	53	continuous	continuous	ADJ
ajlm-2516	128	54	monitoring	monitoring	NOUN
ajlm-2516	128	55	process	process	NOUN
ajlm-2516	128	56	to	to	PART
ajlm-2516	128	57	identify	identify	VERB
ajlm-2516	128	58	potential	potential	ADJ
ajlm-2516	128	59	risks	risk	NOUN
ajlm-2516	128	60	and	and	CCONJ
ajlm-2516	128	61	hazards	hazard	NOUN
ajlm-2516	128	62	associated	associate	VERB
ajlm-2516	128	63	with	with	ADP
ajlm-2516	128	64	the	the	DET
ajlm-2516	128	65	use	use	NOUN
ajlm-2516	128	66	of	of	ADP
ajlm-2516	128	67	ai.69,70	ai.69,70	NOUN
ajlm-2516	128	68	this	this	DET
ajlm-2516	128	69	view	view	NOUN
ajlm-2516	128	70	can	can	AUX
ajlm-2516	128	71	be	be	AUX
ajlm-2516	128	72	consolidated	consolidate	VERB
ajlm-2516	128	73	with	with	ADP
ajlm-2516	128	74	our	our	PRON
ajlm-2516	128	75	findings	finding	NOUN
ajlm-2516	128	76	,	,	PUNCT
ajlm-2516	128	77	where	where	SCONJ
ajlm-2516	128	78	the	the	DET
ajlm-2516	128	79	research	research	NOUN
ajlm-2516	128	80	outputs	output	VERB
ajlm-2516	128	81	evidence	evidence	NOUN
ajlm-2516	128	82	suggests	suggest	VERB
ajlm-2516	128	83	that	that	SCONJ
ajlm-2516	128	84	the	the	DET
ajlm-2516	128	85	african	african	ADJ
ajlm-2516	128	86	healthcare	healthcare	PROPN
ajlm-2516	128	87	landscape	landscape	NOUN
ajlm-2516	128	88	is	be	AUX
ajlm-2516	128	89	undergoing	undergo	VERB
ajlm-2516	128	90	an	an	DET
ajlm-2516	128	91	early	early	ADJ
ajlm-2516	128	92	-	-	PUNCT
ajlm-2516	128	93	stage	stage	NOUN
ajlm-2516	128	94	revolutionary	revolutionary	ADJ
ajlm-2516	128	95	shift	shift	NOUN
ajlm-2516	128	96	in	in	ADP
ajlm-2516	128	97	terms	term	NOUN
ajlm-2516	128	98	of	of	ADP
ajlm-2516	128	99	integrating	integrate	VERB
ajlm-2516	128	100	ai	ai	VERB
ajlm-2516	128	101	and	and	CCONJ
ajlm-2516	128	102	digital	digital	ADJ
ajlm-2516	128	103	technologies	technology	NOUN
ajlm-2516	128	104	.	.	PUNCT
ajlm-2516	129	1	the	the	DET
ajlm-2516	129	2	application	application	NOUN
ajlm-2516	129	3	of	of	ADP
ajlm-2516	129	4	ai	ai	NOUN
ajlm-2516	129	5	and	and	CCONJ
ajlm-2516	129	6	digital	digital	ADJ
ajlm-2516	129	7	technologies	technology	NOUN
ajlm-2516	129	8	can	can	AUX
ajlm-2516	129	9	improve	improve	VERB
ajlm-2516	129	10	treatment	treatment	NOUN
ajlm-2516	129	11	effectiveness	effectiveness	NOUN
ajlm-2516	129	12	and	and	CCONJ
ajlm-2516	129	13	efficiency	efficiency	NOUN
ajlm-2516	129	14	through	through	ADP
ajlm-2516	129	15	various	various	ADJ
ajlm-2516	129	16	data	datum	NOUN
ajlm-2516	129	17	and	and	CCONJ
ajlm-2516	129	18	identification	identification	NOUN
ajlm-2516	129	19	processes.68,71,72	processes.68,71,72	NOUN
ajlm-2516	129	20	since	since	SCONJ
ajlm-2516	129	21	ai	ai	INTJ
ajlm-2516	129	22	is	be	AUX
ajlm-2516	129	23	a	a	DET
ajlm-2516	129	24	technology	technology	NOUN
ajlm-2516	129	25	that	that	PRON
ajlm-2516	129	26	relies	rely	VERB
ajlm-2516	129	27	on	on	ADP
ajlm-2516	129	28	the	the	DET
ajlm-2516	129	29	reduction	reduction	NOUN
ajlm-2516	129	30	of	of	ADP
ajlm-2516	129	31	human	human	ADJ
ajlm-2516	129	32	involvement	involvement	NOUN
ajlm-2516	129	33	in	in	ADP
ajlm-2516	129	34	healthcare	healthcare	PROPN
ajlm-2516	129	35	delivery	delivery	NOUN
ajlm-2516	129	36	,	,	PUNCT
ajlm-2516	129	37	speeding	speed	VERB
ajlm-2516	129	38	up	up	ADP
ajlm-2516	129	39	the	the	DET
ajlm-2516	129	40	process	process	NOUN
ajlm-2516	129	41	of	of	ADP
ajlm-2516	129	42	summarising	summarise	VERB
ajlm-2516	129	43	data	datum	NOUN
ajlm-2516	129	44	and	and	CCONJ
ajlm-2516	129	45	assisting	assist	VERB
ajlm-2516	129	46	in	in	ADP
ajlm-2516	129	47	identifying	identify	VERB
ajlm-2516	129	48	common	common	ADJ
ajlm-2516	129	49	factors	factor	NOUN
ajlm-2516	129	50	in	in	ADP
ajlm-2516	129	51	a	a	DET
ajlm-2516	129	52	problem.73,74,75	problem.73,74,75	ADJ
ajlm-2516	129	53	artificial	artificial	ADJ
ajlm-2516	129	54	intelligence	intelligence	NOUN
ajlm-2516	129	55	may	may	AUX
ajlm-2516	129	56	reduce	reduce	VERB
ajlm-2516	129	57	the	the	DET
ajlm-2516	129	58	over	over	NOUN
ajlm-2516	129	59	-	-	PUNCT
ajlm-2516	129	60	reliance	reliance	NOUN
ajlm-2516	129	61	on	on	ADP
ajlm-2516	129	62	manpower	manpower	NOUN
ajlm-2516	129	63	,	,	PUNCT
ajlm-2516	129	64	especially	especially	ADV
ajlm-2516	129	65	in	in	ADP
ajlm-2516	129	66	countries	country	NOUN
ajlm-2516	129	67	where	where	SCONJ
ajlm-2516	129	68	there	there	PRON
ajlm-2516	129	69	are	be	VERB
ajlm-2516	129	70	shortages	shortage	NOUN
ajlm-2516	129	71	of	of	ADP
ajlm-2516	129	72	both	both	CCONJ
ajlm-2516	129	73	skilled	skilled	ADJ
ajlm-2516	129	74	and	and	CCONJ
ajlm-2516	129	75	unskilled	unskilled	ADJ
ajlm-2516	129	76	workforce.72	workforce.72	NOUN
ajlm-2516	129	77	from	from	ADP
ajlm-2516	129	78	the	the	DET
ajlm-2516	129	79	patient	patient	NOUN
ajlm-2516	129	80	’s	’s	PART
ajlm-2516	129	81	perspective	perspective	NOUN
ajlm-2516	129	82	,	,	PUNCT
ajlm-2516	129	83	ai	ai	VERB
ajlm-2516	129	84	can	can	AUX
ajlm-2516	129	85	assist	assist	VERB
ajlm-2516	129	86	with	with	ADP
ajlm-2516	129	87	data	datum	NOUN
ajlm-2516	129	88	collection	collection	NOUN
ajlm-2516	129	89	and	and	CCONJ
ajlm-2516	129	90	management	management	NOUN
ajlm-2516	129	91	.	.	PUNCT
ajlm-2516	130	1	this	this	PRON
ajlm-2516	130	2	will	will	AUX
ajlm-2516	130	3	ease	ease	VERB
ajlm-2516	130	4	the	the	DET
ajlm-2516	130	5	burden	burden	NOUN
ajlm-2516	130	6	of	of	ADP
ajlm-2516	130	7	repeated	repeat	VERB
ajlm-2516	130	8	hospital	hospital	NOUN
ajlm-2516	130	9	visits	visit	NOUN
ajlm-2516	130	10	on	on	ADP
ajlm-2516	130	11	the	the	DET
ajlm-2516	130	12	part	part	NOUN
ajlm-2516	130	13	of	of	ADP
ajlm-2516	130	14	patients	patient	NOUN
ajlm-2516	130	15	and	and	CCONJ
ajlm-2516	130	16	may	may	AUX
ajlm-2516	130	17	also	also	ADV
ajlm-2516	130	18	provide	provide	VERB
ajlm-2516	130	19	warning	warning	NOUN
ajlm-2516	130	20	on	on	ADP
ajlm-2516	130	21	issues	issue	NOUN
ajlm-2516	130	22	of	of	ADP
ajlm-2516	130	23	drug	drug	NOUN
ajlm-2516	130	24	overdose	overdose	NOUN
ajlm-2516	130	25	,	,	PUNCT
ajlm-2516	130	26	drug	drug	NOUN
ajlm-2516	130	27	-	-	PUNCT
ajlm-2516	130	28	to	to	ADP
ajlm-2516	130	29	-	-	PUNCT
ajlm-2516	130	30	drug	drug	NOUN
ajlm-2516	130	31	interactions	interaction	NOUN
ajlm-2516	130	32	,	,	PUNCT
ajlm-2516	130	33	and	and	CCONJ
ajlm-2516	130	34	any	any	DET
ajlm-2516	130	35	unforeseen	unforeseen	ADJ
ajlm-2516	130	36	hazards.73,76,77,78	hazards.73,76,77,78	PROPN
ajlm-2516	130	37	there	there	PRON
ajlm-2516	130	38	are	be	VERB
ajlm-2516	130	39	,	,	PUNCT
ajlm-2516	130	40	however	however	ADV
ajlm-2516	130	41	,	,	PUNCT
ajlm-2516	130	42	some	some	DET
ajlm-2516	130	43	risks	risk	NOUN
ajlm-2516	130	44	associated	associate	VERB
ajlm-2516	130	45	with	with	ADP
ajlm-2516	130	46	the	the	DET
ajlm-2516	130	47	use	use	NOUN
ajlm-2516	130	48	of	of	ADP
ajlm-2516	130	49	ai.79,80,81,82,83	ai.79,80,81,82,83	VERB
ajlm-2516	130	50	a	a	DET
ajlm-2516	130	51	major	major	ADJ
ajlm-2516	130	52	consideration	consideration	NOUN
ajlm-2516	130	53	in	in	ADP
ajlm-2516	130	54	the	the	DET
ajlm-2516	130	55	use	use	NOUN
ajlm-2516	130	56	of	of	ADP
ajlm-2516	130	57	ai	ai	NOUN
ajlm-2516	130	58	in	in	ADP
ajlm-2516	130	59	laboratory	laboratory	NOUN
ajlm-2516	130	60	diagnostics	diagnostic	NOUN
ajlm-2516	130	61	and	and	CCONJ
ajlm-2516	130	62	healthcare	healthcare	NOUN
ajlm-2516	130	63	in	in	ADP
ajlm-2516	130	64	general	general	ADJ
ajlm-2516	130	65	are	be	AUX
ajlm-2516	130	66	inequality	inequality	NOUN
ajlm-2516	130	67	or	or	CCONJ
ajlm-2516	130	68	poverty	poverty	NOUN
ajlm-2516	130	69	,	,	PUNCT
ajlm-2516	130	70	and	and	CCONJ
ajlm-2516	130	71	income	income	NOUN
ajlm-2516	130	72	distribution	distribution	NOUN
ajlm-2516	130	73	in	in	ADP
ajlm-2516	130	74	africa.84,85	africa.84,85	NOUN
ajlm-2516	130	75	our	our	PRON
ajlm-2516	130	76	results	result	NOUN
ajlm-2516	130	77	reflected	reflect	VERB
ajlm-2516	130	78	the	the	DET
ajlm-2516	130	79	disproportionate	disproportionate	ADJ
ajlm-2516	130	80	research	research	NOUN
ajlm-2516	130	81	outputs	output	NOUN
ajlm-2516	130	82	distribution	distribution	NOUN
ajlm-2516	130	83	across	across	ADP
ajlm-2516	130	84	africa	africa	PROPN
ajlm-2516	130	85	for	for	ADP
ajlm-2516	130	86	three	three	NUM
ajlm-2516	130	87	most	most	ADV
ajlm-2516	130	88	prevalent	prevalent	ADJ
ajlm-2516	130	89	communicable	communicable	NOUN
ajlm-2516	130	90	and	and	CCONJ
ajlm-2516	130	91	non	non	ADJ
ajlm-2516	130	92	-	-	ADJ
ajlm-2516	130	93	communicable	communicable	ADJ
ajlm-2516	130	94	diseases	disease	NOUN
ajlm-2516	130	95	in	in	ADP
ajlm-2516	130	96	africa	africa	PROPN
ajlm-2516	130	97	.	.	PUNCT
ajlm-2516	131	1	in	in	ADP
ajlm-2516	131	2	terms	term	NOUN
ajlm-2516	131	3	of	of	ADP
ajlm-2516	131	4	non	non	ADJ
ajlm-2516	131	5	-	-	ADJ
ajlm-2516	131	6	communicable	communicable	ADJ
ajlm-2516	131	7	diseases	disease	NOUN
ajlm-2516	131	8	research	research	NOUN
ajlm-2516	131	9	,	,	PUNCT
ajlm-2516	131	10	south	south	PROPN
ajlm-2516	131	11	africa	africa	PROPN
ajlm-2516	131	12	,	,	PUNCT
ajlm-2516	131	13	egypt	egypt	PROPN
ajlm-2516	131	14	,	,	PUNCT
ajlm-2516	131	15	and	and	CCONJ
ajlm-2516	131	16	morocco	morocco	PROPN
ajlm-2516	131	17	contribute	contribute	VERB
ajlm-2516	131	18	78.38	78.38	NUM
ajlm-2516	131	19	%	%	NOUN
ajlm-2516	131	20	of	of	ADP
ajlm-2516	131	21	the	the	DET
ajlm-2516	131	22	entire	entire	ADJ
ajlm-2516	131	23	continent	continent	NOUN
ajlm-2516	131	24	’s	’s	PART
ajlm-2516	131	25	total	total	ADJ
ajlm-2516	131	26	cardiovascular	cardiovascular	ADJ
ajlm-2516	131	27	disease	disease	NOUN
ajlm-2516	131	28	research	research	NOUN
ajlm-2516	131	29	,	,	PUNCT
ajlm-2516	131	30	60	60	NUM
ajlm-2516	131	31	%	%	NOUN
ajlm-2516	131	32	for	for	ADP
ajlm-2516	131	33	diabetes	diabetes	NOUN
ajlm-2516	131	34	research	research	NOUN
ajlm-2516	131	35	,	,	PUNCT
ajlm-2516	131	36	and	and	CCONJ
ajlm-2516	131	37	73.56	73.56	NUM
ajlm-2516	131	38	%	%	NOUN
ajlm-2516	131	39	cancer	cancer	NOUN
ajlm-2516	131	40	research	research	NOUN
ajlm-2516	131	41	,	,	PUNCT
ajlm-2516	131	42	while	while	SCONJ
ajlm-2516	131	43	for	for	ADP
ajlm-2516	131	44	the	the	DET
ajlm-2516	131	45	communicable	communicable	NOUN
ajlm-2516	131	46	diseases	disease	NOUN
ajlm-2516	131	47	research	research	NOUN
ajlm-2516	131	48	field	field	NOUN
ajlm-2516	131	49	,	,	PUNCT
ajlm-2516	131	50	algeria	algeria	PROPN
ajlm-2516	131	51	,	,	PUNCT
ajlm-2516	131	52	south	south	PROPN
ajlm-2516	131	53	africa	africa	PROPN
ajlm-2516	131	54	,	,	PUNCT
ajlm-2516	131	55	nigeria	nigeria	PROPN
ajlm-2516	131	56	,	,	PUNCT
ajlm-2516	131	57	and	and	CCONJ
ajlm-2516	131	58	morocco	morocco	PROPN
ajlm-2516	131	59	contribute	contribute	VERB
ajlm-2516	131	60	86.11	86.11	NUM
ajlm-2516	131	61	%	%	NOUN
ajlm-2516	131	62	towards	towards	ADP
ajlm-2516	131	63	the	the	DET
ajlm-2516	131	64	field	field	NOUN
ajlm-2516	131	65	of	of	ADP
ajlm-2516	131	66	hiv	hiv	PROPN
ajlm-2516	131	67	/	/	SYM
ajlm-2516	131	68	aids	aids	PROPN
ajlm-2516	131	69	research	research	NOUN
ajlm-2516	131	70	,	,	PUNCT
ajlm-2516	131	71	and	and	CCONJ
ajlm-2516	131	72	79.72	79.72	NUM
ajlm-2516	131	73	%	%	NOUN
ajlm-2516	131	74	towards	towards	ADP
ajlm-2516	131	75	tuberculosis	tuberculosis	NOUN
ajlm-2516	131	76	research	research	NOUN
ajlm-2516	131	77	.	.	PUNCT
ajlm-2516	132	1	south	south	PROPN
ajlm-2516	132	2	africa	africa	PROPN
ajlm-2516	132	3	,	,	PUNCT
ajlm-2516	132	4	nigeria	nigeria	PROPN
ajlm-2516	132	5	,	,	PUNCT
ajlm-2516	132	6	and	and	CCONJ
ajlm-2516	132	7	ghana	ghana	PROPN
ajlm-2516	132	8	contribute	contribute	VERB
ajlm-2516	132	9	62.35	62.35	NUM
ajlm-2516	132	10	%	%	NOUN
ajlm-2516	132	11	for	for	ADP
ajlm-2516	132	12	the	the	DET
ajlm-2516	132	13	total	total	ADJ
ajlm-2516	132	14	research	research	NOUN
ajlm-2516	132	15	outputs	output	NOUN
ajlm-2516	132	16	in	in	ADP
ajlm-2516	132	17	the	the	DET
ajlm-2516	132	18	malaria	malaria	NOUN
ajlm-2516	132	19	research	research	NOUN
ajlm-2516	132	20	field	field	NOUN
ajlm-2516	132	21	.	.	PUNCT
ajlm-2516	133	1	these	these	DET
ajlm-2516	133	2	disproportionate	disproportionate	ADJ
ajlm-2516	133	3	research	research	NOUN
ajlm-2516	133	4	outputs	output	NOUN
ajlm-2516	133	5	can	can	AUX
ajlm-2516	133	6	be	be	AUX
ajlm-2516	133	7	elucidated	elucidate	VERB
ajlm-2516	133	8	by	by	ADP
ajlm-2516	133	9	a	a	DET
ajlm-2516	133	10	several	several	ADJ
ajlm-2516	133	11	factors	factor	NOUN
ajlm-2516	133	12	,	,	PUNCT
ajlm-2516	133	13	including	include	VERB
ajlm-2516	133	14	the	the	DET
ajlm-2516	133	15	reality	reality	NOUN
ajlm-2516	133	16	that	that	SCONJ
ajlm-2516	133	17	both	both	PRON
ajlm-2516	133	18	south	south	PROPN
ajlm-2516	133	19	africa	africa	PROPN
ajlm-2516	133	20	and	and	CCONJ
ajlm-2516	133	21	egypt	egypt	PROPN
ajlm-2516	133	22	are	be	AUX
ajlm-2516	133	23	rated	rate	VERB
ajlm-2516	133	24	as	as	ADP
ajlm-2516	133	25	the	the	DET
ajlm-2516	133	26	top	top	ADJ
ajlm-2516	133	27	two	two	NUM
ajlm-2516	133	28	countries	country	NOUN
ajlm-2516	133	29	with	with	ADP
ajlm-2516	133	30	the	the	DET
ajlm-2516	133	31	highest	high	ADJ
ajlm-2516	133	32	gdp	gdp	NOUN
ajlm-2516	133	33	on	on	ADP
ajlm-2516	133	34	the	the	DET
ajlm-2516	133	35	continent.86	continent.86	NOUN
ajlm-2516	133	36	besides	besides	SCONJ
ajlm-2516	133	37	,	,	PUNCT
ajlm-2516	133	38	south	south	PROPN
ajlm-2516	133	39	africa	africa	PROPN
ajlm-2516	133	40	,	,	PUNCT
ajlm-2516	133	41	morocco	morocco	PROPN
ajlm-2516	133	42	,	,	PUNCT
ajlm-2516	133	43	and	and	CCONJ
ajlm-2516	133	44	egypt	egypt	PROPN
ajlm-2516	133	45	are	be	AUX
ajlm-2516	133	46	still	still	ADV
ajlm-2516	133	47	statistically	statistically	ADV
ajlm-2516	133	48	recognised	recognise	VERB
ajlm-2516	133	49	as	as	SCONJ
ajlm-2516	133	50	the	the	DET
ajlm-2516	133	51	three	three	NUM
ajlm-2516	133	52	african	african	ADJ
ajlm-2516	133	53	countries	country	NOUN
ajlm-2516	133	54	with	with	ADP
ajlm-2516	133	55	the	the	DET
ajlm-2516	133	56	highest	high	ADJ
ajlm-2516	133	57	gerd	gerd	NOUN
ajlm-2516	133	58	,	,	PUNCT
ajlm-2516	133	59	which	which	PRON
ajlm-2516	133	60	is	be	AUX
ajlm-2516	133	61	approximately	approximately	ADV
ajlm-2516	133	62	between	between	ADP
ajlm-2516	133	63	6.2	6.2	NUM
ajlm-2516	133	64	and	and	CCONJ
ajlm-2516	133	65	8.86	8.86	NUM
ajlm-2516	133	66	billion	billion	NUM
ajlm-2516	133	67	united	united	PROPN
ajlm-2516	133	68	states	states	PROPN
ajlm-2516	133	69	dollars.87	dollars.87	PROPN
ajlm-2516	133	70	although	although	ADV
ajlm-2516	133	71	,	,	PUNCT
ajlm-2516	133	72	nigeria	nigeria	PROPN
ajlm-2516	133	73	and	and	CCONJ
ajlm-2516	133	74	ghana	ghana	PROPN
ajlm-2516	133	75	are	be	AUX
ajlm-2516	133	76	rated	rate	VERB
ajlm-2516	133	77	in	in	ADP
ajlm-2516	133	78	the	the	DET
ajlm-2516	133	79	top	top	ADJ
ajlm-2516	133	80	16	16	NUM
ajlm-2516	133	81	african	african	ADJ
ajlm-2516	133	82	countries	country	NOUN
ajlm-2516	133	83	in	in	ADP
ajlm-2516	133	84	terms	term	NOUN
ajlm-2516	133	85	of	of	ADP
ajlm-2516	133	86	gerd	gerd	NOUN
ajlm-2516	133	87	,	,	PUNCT
ajlm-2516	133	88	the	the	DET
ajlm-2516	133	89	results	result	NOUN
ajlm-2516	133	90	revealed	reveal	VERB
ajlm-2516	133	91	that	that	SCONJ
ajlm-2516	133	92	nigeria	nigeria	PROPN
ajlm-2516	133	93	contributes	contribute	VERB
ajlm-2516	133	94	54.25	54.25	NUM
ajlm-2516	133	95	%	%	NOUN
ajlm-2516	133	96	towards	towards	ADP
ajlm-2516	133	97	the	the	DET
ajlm-2516	133	98	communicable	communicable	NOUN
ajlm-2516	133	99	diseases	disease	NOUN
ajlm-2516	133	100	research	research	NOUN
ajlm-2516	133	101	field	field	NOUN
ajlm-2516	133	102	and	and	CCONJ
ajlm-2516	133	103	ghana	ghana	PROPN
ajlm-2516	133	104	contributes	contribute	VERB
ajlm-2516	133	105	21.82	21.82	NUM
ajlm-2516	133	106	%	%	NOUN
ajlm-2516	133	107	for	for	ADP
ajlm-2516	133	108	the	the	DET
ajlm-2516	133	109	non	non	ADJ
ajlm-2516	133	110	-	-	ADJ
ajlm-2516	133	111	communicable	communicable	ADJ
ajlm-2516	133	112	diseases	disease	NOUN
ajlm-2516	133	113	research	research	NOUN
ajlm-2516	133	114	field	field	NOUN
ajlm-2516	133	115	.	.	PUNCT
ajlm-2516	134	1	there	there	PRON
ajlm-2516	134	2	is	be	VERB
ajlm-2516	134	3	a	a	DET
ajlm-2516	134	4	notion	notion	NOUN
ajlm-2516	134	5	that	that	SCONJ
ajlm-2516	134	6	only	only	ADV
ajlm-2516	134	7	rich	rich	ADJ
ajlm-2516	134	8	people	people	NOUN
ajlm-2516	134	9	will	will	AUX
ajlm-2516	134	10	be	be	AUX
ajlm-2516	134	11	able	able	ADJ
ajlm-2516	134	12	to	to	PART
ajlm-2516	134	13	afford	afford	VERB
ajlm-2516	134	14	new	new	ADJ
ajlm-2516	134	15	technologies	technology	NOUN
ajlm-2516	134	16	for	for	ADP
ajlm-2516	134	17	healthcare	healthcare	NOUN
ajlm-2516	134	18	,	,	PUNCT
ajlm-2516	134	19	while	while	SCONJ
ajlm-2516	134	20	the	the	DET
ajlm-2516	134	21	poor	poor	ADJ
ajlm-2516	134	22	may	may	AUX
ajlm-2516	134	23	trail	trail	VERB
ajlm-2516	134	24	behind	behind	ADV
ajlm-2516	134	25	,	,	PUNCT
ajlm-2516	134	26	eventually	eventually	ADV
ajlm-2516	134	27	creating	create	VERB
ajlm-2516	134	28	social	social	ADJ
ajlm-2516	134	29	unrest	unrest	NOUN
ajlm-2516	134	30	.	.	PUNCT
ajlm-2516	135	1	as	as	ADP
ajlm-2516	135	2	a	a	DET
ajlm-2516	135	3	matter	matter	NOUN
ajlm-2516	135	4	of	of	ADP
ajlm-2516	135	5	fact	fact	NOUN
ajlm-2516	135	6	,	,	PUNCT
ajlm-2516	135	7	the	the	DET
ajlm-2516	135	8	overall	overall	ADJ
ajlm-2516	135	9	success	success	NOUN
ajlm-2516	135	10	of	of	ADP
ajlm-2516	135	11	the	the	DET
ajlm-2516	135	12	use	use	NOUN
ajlm-2516	135	13	of	of	ADP
ajlm-2516	135	14	ai	ai	VERB
ajlm-2516	135	15	to	to	PART
ajlm-2516	135	16	foster	foster	VERB
ajlm-2516	135	17	healthcare	healthcare	NOUN
ajlm-2516	135	18	,	,	PUNCT
ajlm-2516	135	19	including	include	VERB
ajlm-2516	135	20	laboratory	laboratory	NOUN
ajlm-2516	135	21	diagnostics	diagnostic	NOUN
ajlm-2516	135	22	,	,	PUNCT
ajlm-2516	135	23	should	should	AUX
ajlm-2516	135	24	be	be	AUX
ajlm-2516	135	25	viewed	view	VERB
ajlm-2516	135	26	in	in	ADP
ajlm-2516	135	27	terms	term	NOUN
ajlm-2516	135	28	of	of	ADP
ajlm-2516	135	29	the	the	DET
ajlm-2516	135	30	impact	impact	NOUN
ajlm-2516	135	31	on	on	ADP
ajlm-2516	135	32	people	people	NOUN
ajlm-2516	135	33	at	at	ADP
ajlm-2516	135	34	various	various	ADJ
ajlm-2516	135	35	socio	socio	NOUN
ajlm-2516	135	36	-	-	PUNCT
ajlm-2516	135	37	economic	economic	ADJ
ajlm-2516	135	38	levels	level	NOUN
ajlm-2516	135	39	,	,	PUNCT
ajlm-2516	135	40	and	and	CCONJ
ajlm-2516	135	41	their	their	PRON
ajlm-2516	135	42	intercultural	intercultural	ADJ
ajlm-2516	135	43	perspectives.84	perspectives.84	NOUN
ajlm-2516	135	44	other	other	ADJ
ajlm-2516	135	45	challenges	challenge	NOUN
ajlm-2516	135	46	regarding	regard	VERB
ajlm-2516	135	47	the	the	DET
ajlm-2516	135	48	use	use	NOUN
ajlm-2516	135	49	of	of	ADP
ajlm-2516	135	50	new	new	ADJ
ajlm-2516	135	51	technologies	technology	NOUN
ajlm-2516	135	52	include	include	VERB
ajlm-2516	135	53	inadequate	inadequate	ADJ
ajlm-2516	135	54	funding	funding	NOUN
ajlm-2516	135	55	for	for	ADP
ajlm-2516	135	56	healthcare	healthcare	NOUN
ajlm-2516	135	57	,	,	PUNCT
ajlm-2516	135	58	exposure	exposure	NOUN
ajlm-2516	135	59	of	of	ADP
ajlm-2516	135	60	healthcare	healthcare	NOUN
ajlm-2516	135	61	workers	worker	NOUN
ajlm-2516	135	62	to	to	ADP
ajlm-2516	135	63	changing	change	VERB
ajlm-2516	135	64	technologies	technology	NOUN
ajlm-2516	135	65	,	,	PUNCT
ajlm-2516	135	66	fostering	foster	VERB
ajlm-2516	135	67	self	self	NOUN
ajlm-2516	135	68	-	-	PUNCT
ajlm-2516	135	69	learning	learning	NOUN
ajlm-2516	135	70	and	and	CCONJ
ajlm-2516	135	71	discovery	discovery	NOUN
ajlm-2516	135	72	,	,	PUNCT
ajlm-2516	135	73	promoting	promote	VERB
ajlm-2516	135	74	imaginative	imaginative	ADJ
ajlm-2516	135	75	and	and	CCONJ
ajlm-2516	135	76	critical	critical	ADJ
ajlm-2516	135	77	thinking	thinking	NOUN
ajlm-2516	135	78	,	,	PUNCT
ajlm-2516	135	79	and	and	CCONJ
ajlm-2516	135	80	systemic	systemic	ADJ
ajlm-2516	135	81	change	change	NOUN
ajlm-2516	135	82	management	management	NOUN
ajlm-2516	135	83	.	.	PUNCT
ajlm-2516	136	1	the	the	DET
ajlm-2516	136	2	analysed	analyse	VERB
ajlm-2516	136	3	data	datum	NOUN
ajlm-2516	136	4	of	of	ADP
ajlm-2516	136	5	this	this	DET
ajlm-2516	136	6	study	study	NOUN
ajlm-2516	136	7	depict	depict	VERB
ajlm-2516	136	8	special	special	ADJ
ajlm-2516	136	9	consideration	consideration	NOUN
ajlm-2516	136	10	to	to	ADP
ajlm-2516	136	11	a	a	DET
ajlm-2516	136	12	clear	clear	ADJ
ajlm-2516	136	13	correlating	correlate	VERB
ajlm-2516	136	14	trajectory	trajectory	NOUN
ajlm-2516	136	15	of	of	ADP
ajlm-2516	136	16	africa	africa	PROPN
ajlm-2516	136	17	’s	’s	PART
ajlm-2516	136	18	research	research	NOUN
ajlm-2516	136	19	outputs	output	NOUN
ajlm-2516	136	20	and	and	CCONJ
ajlm-2516	136	21	obtained	obtain	VERB
ajlm-2516	136	22	research	research	NOUN
ajlm-2516	136	23	funds	fund	NOUN
ajlm-2516	136	24	.	.	PUNCT
ajlm-2516	137	1	the	the	DET
ajlm-2516	137	2	designation	designation	NOUN
ajlm-2516	137	3	of	of	ADP
ajlm-2516	137	4	a	a	DET
ajlm-2516	137	5	superior	superior	ADJ
ajlm-2516	137	6	share	share	NOUN
ajlm-2516	137	7	of	of	ADP
ajlm-2516	137	8	south	south	ADJ
ajlm-2516	137	9	african	african	ADJ
ajlm-2516	137	10	local	local	ADJ
ajlm-2516	137	11	funding	funding	NOUN
ajlm-2516	137	12	may	may	AUX
ajlm-2516	137	13	possibly	possibly	ADV
ajlm-2516	137	14	be	be	AUX
ajlm-2516	137	15	rationalised	rationalise	VERB
ajlm-2516	137	16	given	give	VERB
ajlm-2516	137	17	that	that	SCONJ
ajlm-2516	137	18	in	in	ADP
ajlm-2516	137	19	the	the	DET
ajlm-2516	137	20	year	year	NOUN
ajlm-2516	137	21	2003	2003	NUM
ajlm-2516	137	22	,	,	PUNCT
ajlm-2516	137	23	the	the	DET
ajlm-2516	137	24	south	south	ADJ
ajlm-2516	137	25	african	african	ADJ
ajlm-2516	137	26	government	government	NOUN
ajlm-2516	137	27	assigned	assign	VERB
ajlm-2516	137	28	a	a	DET
ajlm-2516	137	29	new	new	ADJ
ajlm-2516	137	30	funding	funding	NOUN
ajlm-2516	137	31	system	system	NOUN
ajlm-2516	137	32	that	that	PRON
ajlm-2516	137	33	is	be	AUX
ajlm-2516	137	34	grounded	ground	VERB
ajlm-2516	137	35	in	in	ADP
ajlm-2516	137	36	the	the	DET
ajlm-2516	137	37	research	research	NOUN
ajlm-2516	137	38	output	output	NOUN
ajlm-2516	137	39	of	of	ADP
ajlm-2516	137	40	tertiary	tertiary	ADJ
ajlm-2516	137	41	institutions.87	institutions.87	VERB
ajlm-2516	137	42	moreover	moreover	ADV
ajlm-2516	137	43	,	,	PUNCT
ajlm-2516	137	44	south	south	PROPN
ajlm-2516	137	45	africa	africa	PROPN
ajlm-2516	137	46	spends	spend	VERB
ajlm-2516	137	47	approximately	approximately	ADV
ajlm-2516	137	48	1	1	NUM
ajlm-2516	137	49	%	%	NOUN
ajlm-2516	137	50	of	of	ADP
ajlm-2516	137	51	its	its	PRON
ajlm-2516	137	52	gdp	gdp	NOUN
ajlm-2516	137	53	on	on	ADP
ajlm-2516	137	54	research	research	NOUN
ajlm-2516	137	55	and	and	CCONJ
ajlm-2516	137	56	development	development	NOUN
ajlm-2516	137	57	,	,	PUNCT
ajlm-2516	137	58	as	as	SCONJ
ajlm-2516	137	59	recommended	recommend	VERB
ajlm-2516	137	60	by	by	ADP
ajlm-2516	137	61	the	the	DET
ajlm-2516	137	62	african	african	PROPN
ajlm-2516	137	63	union.87,88	union.87,88	PROPN
ajlm-2516	137	64	accordingly	accordingly	ADV
ajlm-2516	137	65	,	,	PUNCT
ajlm-2516	137	66	the	the	DET
ajlm-2516	137	67	mapping	mapping	NOUN
ajlm-2516	137	68	of	of	ADP
ajlm-2516	137	69	ai	ai	PROPN
ajlm-2516	137	70	and	and	CCONJ
ajlm-2516	137	71	digital	digital	ADJ
ajlm-2516	137	72	health	health	NOUN
ajlm-2516	137	73	research	research	NOUN
ajlm-2516	137	74	in	in	ADP
ajlm-2516	137	75	africa	africa	PROPN
ajlm-2516	137	76	can	can	AUX
ajlm-2516	137	77	play	play	VERB
ajlm-2516	137	78	an	an	DET
ajlm-2516	137	79	important	important	ADJ
ajlm-2516	137	80	role	role	NOUN
ajlm-2516	137	81	in	in	ADP
ajlm-2516	137	82	providing	provide	VERB
ajlm-2516	137	83	strategic	strategic	ADJ
ajlm-2516	137	84	guidance	guidance	NOUN
ajlm-2516	137	85	to	to	ADP
ajlm-2516	137	86	governments	government	NOUN
ajlm-2516	137	87	.	.	PUNCT
ajlm-2516	138	1	this	this	PRON
ajlm-2516	138	2	can	can	AUX
ajlm-2516	138	3	assist	assist	VERB
ajlm-2516	138	4	the	the	DET
ajlm-2516	138	5	governments	government	NOUN
ajlm-2516	138	6	to	to	PART
ajlm-2516	138	7	prioritise	prioritise	VERB
ajlm-2516	138	8	investments	investment	NOUN
ajlm-2516	138	9	in	in	ADP
ajlm-2516	138	10	digital	digital	ADJ
ajlm-2516	138	11	health	health	NOUN
ajlm-2516	138	12	technology	technology	NOUN
ajlm-2516	138	13	according	accord	VERB
ajlm-2516	138	14	to	to	ADP
ajlm-2516	138	15	the	the	DET
ajlm-2516	138	16	particularities	particularity	NOUN
ajlm-2516	138	17	of	of	ADP
ajlm-2516	138	18	each	each	DET
ajlm-2516	138	19	country	country	NOUN
ajlm-2516	138	20	in	in	ADP
ajlm-2516	138	21	establishing	establish	VERB
ajlm-2516	138	22	sustainable	sustainable	ADJ
ajlm-2516	138	23	economic	economic	ADJ
ajlm-2516	138	24	development	development	NOUN
ajlm-2516	138	25	and	and	CCONJ
ajlm-2516	138	26	health	health	NOUN
ajlm-2516	138	27	returns.84,85	returns.84,85	NOUN
ajlm-2516	138	28	hence	hence	ADV
ajlm-2516	138	29	,	,	PUNCT
ajlm-2516	138	30	digital	digital	ADJ
ajlm-2516	138	31	infrastructure	infrastructure	NOUN
ajlm-2516	138	32	should	should	AUX
ajlm-2516	138	33	be	be	AUX
ajlm-2516	138	34	in	in	ADP
ajlm-2516	138	35	place	place	NOUN
ajlm-2516	138	36	to	to	PART
ajlm-2516	138	37	sustain	sustain	VERB
ajlm-2516	138	38	the	the	DET
ajlm-2516	138	39	health	health	NOUN
ajlm-2516	138	40	sector	sector	NOUN
ajlm-2516	138	41	and	and	CCONJ
ajlm-2516	138	42	economy	economy	NOUN
ajlm-2516	138	43	in	in	ADP
ajlm-2516	138	44	most	most	ADJ
ajlm-2516	138	45	african	african	ADJ
ajlm-2516	138	46	countries	country	NOUN
ajlm-2516	138	47	.	.	PUNCT
ajlm-2516	139	1	recommendations	recommendation	NOUN
ajlm-2516	139	2	based	base	VERB
ajlm-2516	139	3	on	on	ADP
ajlm-2516	139	4	the	the	DET
ajlm-2516	139	5	results	result	NOUN
ajlm-2516	139	6	of	of	ADP
ajlm-2516	139	7	this	this	DET
ajlm-2516	139	8	review	review	NOUN
ajlm-2516	139	9	,	,	PUNCT
ajlm-2516	139	10	the	the	DET
ajlm-2516	139	11	following	follow	VERB
ajlm-2516	139	12	recommendations	recommendation	NOUN
ajlm-2516	139	13	are	be	AUX
ajlm-2516	139	14	made	make	VERB
ajlm-2516	139	15	to	to	PART
ajlm-2516	139	16	guide	guide	VERB
ajlm-2516	139	17	future	future	NOUN
ajlm-2516	139	18	ai	ai	VERB
ajlm-2516	139	19	implementation	implementation	NOUN
ajlm-2516	139	20	in	in	ADP
ajlm-2516	139	21	laboratory	laboratory	NOUN
ajlm-2516	139	22	diagnostics	diagnostic	NOUN
ajlm-2516	139	23	in	in	ADP
ajlm-2516	139	24	africa	africa	PROPN
ajlm-2516	139	25	.	.	PUNCT
ajlm-2516	140	1	to	to	PART
ajlm-2516	140	2	facilitate	facilitate	VERB
ajlm-2516	140	3	the	the	DET
ajlm-2516	140	4	widespread	widespread	ADJ
ajlm-2516	140	5	adoption	adoption	NOUN
ajlm-2516	140	6	of	of	ADP
ajlm-2516	140	7	ai	ai	NOUN
ajlm-2516	140	8	and	and	CCONJ
ajlm-2516	140	9	digital	digital	ADJ
ajlm-2516	140	10	technology	technology	NOUN
ajlm-2516	140	11	in	in	ADP
ajlm-2516	140	12	laboratory	laboratory	NOUN
ajlm-2516	140	13	diagnostics	diagnostic	NOUN
ajlm-2516	140	14	across	across	ADP
ajlm-2516	140	15	africa	africa	PROPN
ajlm-2516	140	16	,	,	PUNCT
ajlm-2516	140	17	a	a	DET
ajlm-2516	140	18	multifaceted	multifaceted	ADJ
ajlm-2516	140	19	approach	approach	NOUN
ajlm-2516	140	20	is	be	AUX
ajlm-2516	140	21	recommended	recommend	VERB
ajlm-2516	140	22	.	.	PUNCT
ajlm-2516	141	1	firstly	firstly	ADV
ajlm-2516	141	2	,	,	PUNCT
ajlm-2516	141	3	streamlining	streamline	VERB
ajlm-2516	141	4	of	of	ADP
ajlm-2516	141	5	the	the	DET
ajlm-2516	141	6	curriculum	curriculum	NOUN
ajlm-2516	141	7	of	of	ADP
ajlm-2516	141	8	universities	university	NOUN
ajlm-2516	141	9	in	in	ADP
ajlm-2516	141	10	africa	africa	PROPN
ajlm-2516	141	11	,	,	PUNCT
ajlm-2516	141	12	especially	especially	ADV
ajlm-2516	141	13	in	in	ADP
ajlm-2516	141	14	medical	medical	ADJ
ajlm-2516	141	15	schools	school	NOUN
ajlm-2516	141	16	,	,	PUNCT
ajlm-2516	141	17	to	to	PART
ajlm-2516	141	18	align	align	VERB
ajlm-2516	141	19	with	with	ADP
ajlm-2516	141	20	the	the	DET
ajlm-2516	141	21	era	era	NOUN
ajlm-2516	141	22	of	of	ADP
ajlm-2516	141	23	ai	ai	PROPN
ajlm-2516	141	24	,	,	PUNCT
ajlm-2516	141	25	digital	digital	ADJ
ajlm-2516	141	26	technology	technology	NOUN
ajlm-2516	141	27	,	,	PUNCT
ajlm-2516	141	28	and	and	CCONJ
ajlm-2516	141	29	the	the	DET
ajlm-2516	141	30	changing	change	VERB
ajlm-2516	141	31	landscape	landscape	NOUN
ajlm-2516	141	32	of	of	ADP
ajlm-2516	141	33	innovations	innovation	NOUN
ajlm-2516	141	34	and	and	CCONJ
ajlm-2516	141	35	rapidly	rapidly	ADV
ajlm-2516	141	36	emerging	emerge	VERB
ajlm-2516	141	37	technologies	technology	NOUN
ajlm-2516	141	38	.	.	PUNCT
ajlm-2516	142	1	this	this	DET
ajlm-2516	142	2	educational	educational	ADJ
ajlm-2516	142	3	reform	reform	NOUN
ajlm-2516	142	4	will	will	AUX
ajlm-2516	142	5	empower	empower	VERB
ajlm-2516	142	6	future	future	ADJ
ajlm-2516	142	7	healthcare	healthcare	PROPN
ajlm-2516	142	8	professionals	professional	NOUN
ajlm-2516	142	9	with	with	ADP
ajlm-2516	142	10	the	the	DET
ajlm-2516	142	11	requisite	requisite	ADJ
ajlm-2516	142	12	skills	skill	NOUN
ajlm-2516	142	13	to	to	PART
ajlm-2516	142	14	effectively	effectively	ADV
ajlm-2516	142	15	utilise	utilise	VERB
ajlm-2516	142	16	these	these	DET
ajlm-2516	142	17	technologies	technology	NOUN
ajlm-2516	142	18	in	in	ADP
ajlm-2516	142	19	diagnostics	diagnostic	NOUN
ajlm-2516	142	20	.	.	PUNCT
ajlm-2516	143	1	healthcare	healthcare	NOUN
ajlm-2516	143	2	practitioners	practitioner	NOUN
ajlm-2516	143	3	should	should	AUX
ajlm-2516	143	4	be	be	AUX
ajlm-2516	143	5	taught	teach	VERB
ajlm-2516	143	6	the	the	DET
ajlm-2516	143	7	need	need	NOUN
ajlm-2516	143	8	to	to	PART
ajlm-2516	143	9	adapt	adapt	VERB
ajlm-2516	143	10	readily	readily	ADV
ajlm-2516	143	11	to	to	ADP
ajlm-2516	143	12	emerging	emerge	VERB
ajlm-2516	143	13	situations	situation	NOUN
ajlm-2516	143	14	by	by	ADP
ajlm-2516	143	15	learning	learn	VERB
ajlm-2516	143	16	,	,	PUNCT
ajlm-2516	143	17	unlearning	unlearning	NOUN
ajlm-2516	143	18	and	and	CCONJ
ajlm-2516	143	19	re	re	ADJ
ajlm-2516	143	20	-	-	NOUN
ajlm-2516	143	21	learning	learn	VERB
ajlm-2516	143	22	in	in	ADP
ajlm-2516	143	23	order	order	NOUN
ajlm-2516	143	24	to	to	PART
ajlm-2516	143	25	catch	catch	VERB
ajlm-2516	143	26	up	up	ADP
ajlm-2516	143	27	with	with	ADP
ajlm-2516	143	28	the	the	DET
ajlm-2516	143	29	momentum	momentum	NOUN
ajlm-2516	143	30	of	of	ADP
ajlm-2516	143	31	developments	development	NOUN
ajlm-2516	143	32	in	in	ADP
ajlm-2516	143	33	the	the	DET
ajlm-2516	143	34	field	field	NOUN
ajlm-2516	143	35	.	.	PUNCT
ajlm-2516	144	1	secondly	secondly	ADV
ajlm-2516	144	2	,	,	PUNCT
ajlm-2516	144	3	concerted	concert	VERB
ajlm-2516	144	4	public	public	ADJ
ajlm-2516	144	5	awareness	awareness	NOUN
ajlm-2516	144	6	campaigns	campaign	NOUN
ajlm-2516	144	7	are	be	AUX
ajlm-2516	144	8	essential	essential	ADJ
ajlm-2516	144	9	to	to	PART
ajlm-2516	144	10	educate	educate	VERB
ajlm-2516	144	11	communities	community	NOUN
ajlm-2516	144	12	about	about	ADP
ajlm-2516	144	13	the	the	DET
ajlm-2516	144	14	benefits	benefit	NOUN
ajlm-2516	144	15	and	and	CCONJ
ajlm-2516	144	16	applications	application	NOUN
ajlm-2516	144	17	of	of	ADP
ajlm-2516	144	18	ai	ai	NOUN
ajlm-2516	144	19	in	in	ADP
ajlm-2516	144	20	laboratory	laboratory	NOUN
ajlm-2516	144	21	diagnostics	diagnostic	NOUN
ajlm-2516	144	22	,	,	PUNCT
ajlm-2516	144	23	dispelling	dispel	VERB
ajlm-2516	144	24	misconceptions	misconception	NOUN
ajlm-2516	144	25	and	and	CCONJ
ajlm-2516	144	26	fostering	foster	VERB
ajlm-2516	144	27	trust	trust	NOUN
ajlm-2516	144	28	.	.	PUNCT
ajlm-2516	145	1	policy	policy	NOUN
ajlm-2516	145	2	formulators	formulator	NOUN
ajlm-2516	145	3	and	and	CCONJ
ajlm-2516	145	4	decision	decision	NOUN
ajlm-2516	145	5	-	-	PUNCT
ajlm-2516	145	6	makers	maker	NOUN
ajlm-2516	145	7	,	,	PUNCT
ajlm-2516	145	8	including	include	VERB
ajlm-2516	145	9	executive	executive	ADJ
ajlm-2516	145	10	and	and	CCONJ
ajlm-2516	145	11	legislative	legislative	ADJ
ajlm-2516	145	12	arms	arm	NOUN
ajlm-2516	145	13	of	of	ADP
ajlm-2516	145	14	governments	government	NOUN
ajlm-2516	145	15	in	in	ADP
ajlm-2516	145	16	africa	africa	PROPN
ajlm-2516	145	17	,	,	PUNCT
ajlm-2516	145	18	should	should	AUX
ajlm-2516	145	19	make	make	VERB
ajlm-2516	145	20	substantial	substantial	ADJ
ajlm-2516	145	21	improvements	improvement	NOUN
ajlm-2516	145	22	in	in	ADP
ajlm-2516	145	23	healthcare	healthcare	PROPN
ajlm-2516	145	24	delivery	delivery	NOUN
ajlm-2516	145	25	systems	system	NOUN
ajlm-2516	145	26	and	and	CCONJ
ajlm-2516	145	27	infrastructural	infrastructural	ADJ
ajlm-2516	145	28	facilities	facility	NOUN
ajlm-2516	145	29	to	to	PART
ajlm-2516	145	30	support	support	VERB
ajlm-2516	145	31	ai	ai	VERB
ajlm-2516	145	32	laboratory	laboratory	NOUN
ajlm-2516	145	33	diagnostics	diagnostic	NOUN
ajlm-2516	145	34	.	.	PUNCT
ajlm-2516	146	1	thirdly	thirdly	ADV
ajlm-2516	146	2	,	,	PUNCT
ajlm-2516	146	3	substantial	substantial	ADJ
ajlm-2516	146	4	investments	investment	NOUN
ajlm-2516	146	5	in	in	ADP
ajlm-2516	146	6	infrastructure	infrastructure	NOUN
ajlm-2516	146	7	are	be	AUX
ajlm-2516	146	8	imperative	imperative	ADJ
ajlm-2516	146	9	to	to	PART
ajlm-2516	146	10	support	support	VERB
ajlm-2516	146	11	ai	ai	VERB
ajlm-2516	146	12	implementation	implementation	NOUN
ajlm-2516	146	13	,	,	PUNCT
ajlm-2516	146	14	addressing	address	VERB
ajlm-2516	146	15	challenges	challenge	NOUN
ajlm-2516	146	16	such	such	ADJ
ajlm-2516	146	17	as	as	ADP
ajlm-2516	146	18	power	power	NOUN
ajlm-2516	146	19	outages	outage	NOUN
ajlm-2516	146	20	and	and	CCONJ
ajlm-2516	146	21	inadequate	inadequate	ADJ
ajlm-2516	146	22	internet	internet	NOUN
ajlm-2516	146	23	connectivity	connectivity	NOUN
ajlm-2516	146	24	.	.	PUNCT
ajlm-2516	147	1	additionally	additionally	ADV
ajlm-2516	147	2	,	,	PUNCT
ajlm-2516	147	3	comprehensive	comprehensive	ADJ
ajlm-2516	147	4	capacity	capacity	NOUN
ajlm-2516	147	5	-	-	PUNCT
ajlm-2516	147	6	building	building	NOUN
ajlm-2516	147	7	programmes	programme	NOUN
ajlm-2516	147	8	should	should	AUX
ajlm-2516	147	9	be	be	AUX
ajlm-2516	147	10	established	establish	VERB
ajlm-2516	147	11	to	to	PART
ajlm-2516	147	12	enhance	enhance	VERB
ajlm-2516	147	13	the	the	DET
ajlm-2516	147	14	proficiency	proficiency	NOUN
ajlm-2516	147	15	of	of	ADP
ajlm-2516	147	16	healthcare	healthcare	NOUN
ajlm-2516	147	17	professionals	professional	NOUN
ajlm-2516	147	18	in	in	ADP
ajlm-2516	147	19	utilising	utilise	VERB
ajlm-2516	147	20	ai	ai	NOUN
ajlm-2516	147	21	and	and	CCONJ
ajlm-2516	147	22	digital	digital	ADJ
ajlm-2516	147	23	tools	tool	NOUN
ajlm-2516	147	24	for	for	ADP
ajlm-2516	147	25	diagnostics	diagnostic	NOUN
ajlm-2516	147	26	,	,	PUNCT
ajlm-2516	147	27	potentially	potentially	ADV
ajlm-2516	147	28	through	through	ADP
ajlm-2516	147	29	collaborations	collaboration	NOUN
ajlm-2516	147	30	with	with	ADP
ajlm-2516	147	31	international	international	ADJ
ajlm-2516	147	32	organisations	organisation	NOUN
ajlm-2516	147	33	and	and	CCONJ
ajlm-2516	147	34	technology	technology	NOUN
ajlm-2516	147	35	firms	firm	NOUN
ajlm-2516	147	36	.	.	PUNCT
ajlm-2516	148	1	fourthly	fourthly	ADV
ajlm-2516	148	2	,	,	PUNCT
ajlm-2516	148	3	african	african	ADJ
ajlm-2516	148	4	academic	academic	ADJ
ajlm-2516	148	5	and	and	CCONJ
ajlm-2516	148	6	research	research	NOUN
ajlm-2516	148	7	institutes	institute	NOUN
ajlm-2516	148	8	and	and	CCONJ
ajlm-2516	148	9	academics	academic	NOUN
ajlm-2516	148	10	must	must	AUX
ajlm-2516	148	11	develop	develop	VERB
ajlm-2516	148	12	self	self	NOUN
ajlm-2516	148	13	-	-	PUNCT
ajlm-2516	148	14	governing	govern	VERB
ajlm-2516	148	15	sources	source	NOUN
ajlm-2516	148	16	of	of	ADP
ajlm-2516	148	17	funding	funding	NOUN
ajlm-2516	148	18	for	for	ADP
ajlm-2516	148	19	federal	federal	ADJ
ajlm-2516	148	20	and	and	CCONJ
ajlm-2516	148	21	philanthropic	philanthropic	NOUN
ajlm-2516	148	22	gestures	gesture	NOUN
ajlm-2516	148	23	.	.	PUNCT
ajlm-2516	149	1	this	this	PRON
ajlm-2516	149	2	will	will	AUX
ajlm-2516	149	3	enable	enable	VERB
ajlm-2516	149	4	africans	africans	PROPN
ajlm-2516	149	5	to	to	PART
ajlm-2516	149	6	introduce	introduce	VERB
ajlm-2516	149	7	their	their	PRON
ajlm-2516	149	8	special	special	ADJ
ajlm-2516	149	9	research	research	NOUN
ajlm-2516	149	10	agenda	agenda	NOUN
ajlm-2516	149	11	which	which	PRON
ajlm-2516	149	12	will	will	AUX
ajlm-2516	149	13	permit	permit	VERB
ajlm-2516	149	14	less	less	ADJ
ajlm-2516	149	15	reliance	reliance	NOUN
ajlm-2516	149	16	on	on	ADP
ajlm-2516	149	17	international	international	ADJ
ajlm-2516	149	18	research	research	NOUN
ajlm-2516	149	19	funding	funding	NOUN
ajlm-2516	149	20	agents	agent	NOUN
ajlm-2516	149	21	.	.	PUNCT
ajlm-2516	150	1	fifthly	fifthly	ADV
ajlm-2516	150	2	,	,	PUNCT
ajlm-2516	150	3	african	african	ADJ
ajlm-2516	150	4	countries	country	NOUN
ajlm-2516	150	5	must	must	AUX
ajlm-2516	150	6	utilise	utilise	VERB
ajlm-2516	150	7	a	a	DET
ajlm-2516	150	8	full	full	ADJ
ajlm-2516	150	9	1	1	NUM
ajlm-2516	150	10	%	%	NOUN
ajlm-2516	150	11	of	of	ADP
ajlm-2516	150	12	gdp	gdp	NOUN
ajlm-2516	150	13	for	for	ADP
ajlm-2516	150	14	gerd	gerd	NOUN
ajlm-2516	150	15	.	.	PUNCT
ajlm-2516	151	1	lastly	lastly	ADV
ajlm-2516	151	2	,	,	PUNCT
ajlm-2516	151	3	fostering	foster	VERB
ajlm-2516	151	4	collaborative	collaborative	ADJ
ajlm-2516	151	5	research	research	NOUN
ajlm-2516	151	6	endeavours	endeavour	NOUN
ajlm-2516	151	7	among	among	ADP
ajlm-2516	151	8	researchers	researcher	NOUN
ajlm-2516	151	9	,	,	PUNCT
ajlm-2516	151	10	healthcare	healthcare	NOUN
ajlm-2516	151	11	practitioners	practitioner	NOUN
ajlm-2516	151	12	,	,	PUNCT
ajlm-2516	151	13	and	and	CCONJ
ajlm-2516	151	14	technology	technology	NOUN
ajlm-2516	151	15	experts	expert	NOUN
ajlm-2516	151	16	is	be	AUX
ajlm-2516	151	17	crucial	crucial	ADJ
ajlm-2516	151	18	for	for	ADP
ajlm-2516	151	19	evaluating	evaluate	VERB
ajlm-2516	151	20	the	the	DET
ajlm-2516	151	21	effectiveness	effectiveness	NOUN
ajlm-2516	151	22	and	and	CCONJ
ajlm-2516	151	23	feasibility	feasibility	NOUN
ajlm-2516	151	24	of	of	ADP
ajlm-2516	151	25	ai	ai	PROPN
ajlm-2516	151	26	applications	application	NOUN
ajlm-2516	151	27	within	within	ADP
ajlm-2516	151	28	the	the	DET
ajlm-2516	151	29	african	african	ADJ
ajlm-2516	151	30	context	context	NOUN
ajlm-2516	151	31	,	,	PUNCT
ajlm-2516	151	32	thus	thus	ADV
ajlm-2516	151	33	informing	inform	VERB
ajlm-2516	151	34	evidence	evidence	NOUN
ajlm-2516	151	35	-	-	PUNCT
ajlm-2516	151	36	based	base	VERB
ajlm-2516	151	37	policies	policy	NOUN
ajlm-2516	151	38	and	and	CCONJ
ajlm-2516	151	39	strategies	strategy	NOUN
ajlm-2516	151	40	for	for	ADP
ajlm-2516	151	41	scaling	scale	VERB
ajlm-2516	151	42	up	up	ADP
ajlm-2516	151	43	ai	ai	PRON
ajlm-2516	151	44	adoption	adoption	NOUN
ajlm-2516	151	45	in	in	ADP
ajlm-2516	151	46	healthcare	healthcare	PROPN
ajlm-2516	151	47	.	.	PUNCT
ajlm-2516	152	1	by	by	ADP
ajlm-2516	152	2	implementing	implement	VERB
ajlm-2516	152	3	these	these	DET
ajlm-2516	152	4	recommendations	recommendation	NOUN
ajlm-2516	152	5	,	,	PUNCT
ajlm-2516	152	6	africa	africa	PROPN
ajlm-2516	152	7	can	can	AUX
ajlm-2516	152	8	overcome	overcome	VERB
ajlm-2516	152	9	existing	exist	VERB
ajlm-2516	152	10	barriers	barrier	NOUN
ajlm-2516	152	11	and	and	CCONJ
ajlm-2516	152	12	realise	realise	VERB
ajlm-2516	152	13	the	the	DET
ajlm-2516	152	14	full	full	ADJ
ajlm-2516	152	15	potential	potential	NOUN
ajlm-2516	152	16	of	of	ADP
ajlm-2516	152	17	ai	ai	NOUN
ajlm-2516	152	18	in	in	ADP
ajlm-2516	152	19	improving	improve	VERB
ajlm-2516	152	20	laboratory	laboratory	NOUN
ajlm-2516	152	21	diagnostics	diagnostic	NOUN
ajlm-2516	152	22	and	and	CCONJ
ajlm-2516	152	23	enhancing	enhance	VERB
ajlm-2516	152	24	healthcare	healthcare	NOUN
ajlm-2516	152	25	delivery	delivery	NOUN
ajlm-2516	152	26	across	across	ADP
ajlm-2516	152	27	the	the	DET
ajlm-2516	152	28	continent	continent	NOUN
ajlm-2516	152	29	.	.	PUNCT
ajlm-2516	153	1	conclusion	conclusion	NOUN
ajlm-2516	153	2	it	it	PRON
ajlm-2516	153	3	is	be	AUX
ajlm-2516	153	4	concluded	conclude	VERB
ajlm-2516	153	5	that	that	SCONJ
ajlm-2516	153	6	while	while	SCONJ
ajlm-2516	153	7	ai	ai	VERB
ajlm-2516	153	8	and	and	CCONJ
ajlm-2516	153	9	digital	digital	ADJ
ajlm-2516	153	10	technology	technology	NOUN
ajlm-2516	153	11	are	be	AUX
ajlm-2516	153	12	useful	useful	ADJ
ajlm-2516	153	13	in	in	ADP
ajlm-2516	153	14	the	the	DET
ajlm-2516	153	15	laboratory	laboratory	NOUN
ajlm-2516	153	16	diagnosis	diagnosis	NOUN
ajlm-2516	153	17	of	of	ADP
ajlm-2516	153	18	communicable	communicable	NOUN
ajlm-2516	153	19	and	and	CCONJ
ajlm-2516	153	20	non	non	ADJ
ajlm-2516	153	21	-	-	ADJ
ajlm-2516	153	22	communicable	communicable	ADJ
ajlm-2516	153	23	diseases	disease	NOUN
ajlm-2516	153	24	in	in	ADP
ajlm-2516	153	25	africa	africa	PROPN
ajlm-2516	153	26	,	,	PUNCT
ajlm-2516	153	27	the	the	DET
ajlm-2516	153	28	paucity	paucity	NOUN
ajlm-2516	153	29	of	of	ADP
ajlm-2516	153	30	data	datum	NOUN
ajlm-2516	153	31	and	and	CCONJ
ajlm-2516	153	32	practices	practice	NOUN
ajlm-2516	153	33	on	on	ADP
ajlm-2516	153	34	such	such	ADJ
ajlm-2516	153	35	use	use	NOUN
ajlm-2516	153	36	shows	show	VERB
ajlm-2516	153	37	that	that	SCONJ
ajlm-2516	153	38	the	the	DET
ajlm-2516	153	39	method	method	NOUN
ajlm-2516	153	40	of	of	ADP
ajlm-2516	153	41	diagnosis	diagnosis	NOUN
ajlm-2516	153	42	may	may	AUX
ajlm-2516	153	43	not	not	PART
ajlm-2516	153	44	be	be	AUX
ajlm-2516	153	45	widespread	widespread	ADJ
ajlm-2516	153	46	,	,	PUNCT
ajlm-2516	153	47	most	most	ADV
ajlm-2516	153	48	likely	likely	ADJ
ajlm-2516	153	49	as	as	ADP
ajlm-2516	153	50	a	a	DET
ajlm-2516	153	51	result	result	NOUN
ajlm-2516	153	52	of	of	ADP
ajlm-2516	153	53	inadequate	inadequate	ADJ
ajlm-2516	153	54	resources	resource	NOUN
ajlm-2516	153	55	in	in	ADP
ajlm-2516	153	56	several	several	ADJ
ajlm-2516	153	57	countries	country	NOUN
ajlm-2516	153	58	on	on	ADP
ajlm-2516	153	59	the	the	DET
ajlm-2516	153	60	continent	continent	NOUN
ajlm-2516	153	61	,	,	PUNCT
ajlm-2516	153	62	especially	especially	ADV
ajlm-2516	153	63	in	in	ADP
ajlm-2516	153	64	rural	rural	ADJ
ajlm-2516	153	65	and	and	CCONJ
ajlm-2516	153	66	peri	peri	NOUN
ajlm-2516	153	67	-	-	PUNCT
ajlm-2516	153	68	urban	urban	ADJ
ajlm-2516	153	69	areas	area	NOUN
ajlm-2516	153	70	.	.	PUNCT
ajlm-2516	154	1	machine	machine	NOUN
ajlm-2516	154	2	learning	learning	NOUN
ajlm-2516	154	3	,	,	PUNCT
ajlm-2516	154	4	alongside	alongside	ADP
ajlm-2516	154	5	signal	signal	NOUN
ajlm-2516	154	6	processing	processing	NOUN
ajlm-2516	154	7	methods	method	NOUN
ajlm-2516	154	8	and	and	CCONJ
ajlm-2516	154	9	mobile	mobile	ADJ
ajlm-2516	154	10	communication	communication	NOUN
ajlm-2516	154	11	strategies	strategy	NOUN
ajlm-2516	154	12	,	,	PUNCT
ajlm-2516	154	13	is	be	AUX
ajlm-2516	154	14	often	often	ADV
ajlm-2516	154	15	used	use	VERB
ajlm-2516	154	16	to	to	PART
ajlm-2516	154	17	automate	automate	VERB
ajlm-2516	154	18	the	the	DET
ajlm-2516	154	19	diagnosis	diagnosis	NOUN
ajlm-2516	154	20	of	of	ADP
ajlm-2516	154	21	communicable	communicable	NOUN
ajlm-2516	154	22	diseases	disease	NOUN
ajlm-2516	154	23	.	.	PUNCT
ajlm-2516	155	1	screening	screen	VERB
ajlm-2516	155	2	involving	involve	VERB
ajlm-2516	155	3	the	the	DET
ajlm-2516	155	4	use	use	NOUN
ajlm-2516	155	5	of	of	ADP
ajlm-2516	155	6	ai	ai	NOUN
ajlm-2516	155	7	has	have	AUX
ajlm-2516	155	8	been	be	AUX
ajlm-2516	155	9	demonstrated	demonstrate	VERB
ajlm-2516	155	10	to	to	PART
ajlm-2516	155	11	be	be	AUX
ajlm-2516	155	12	beneficial	beneficial	ADJ
ajlm-2516	155	13	in	in	ADP
ajlm-2516	155	14	enhancing	enhance	VERB
ajlm-2516	155	15	adherence	adherence	NOUN
ajlm-2516	155	16	to	to	ADP
ajlm-2516	155	17	the	the	DET
ajlm-2516	155	18	management	management	NOUN
ajlm-2516	155	19	of	of	ADP
ajlm-2516	155	20	non	non	ADJ
ajlm-2516	155	21	-	-	ADJ
ajlm-2516	155	22	communicable	communicable	ADJ
ajlm-2516	155	23	diseases	disease	NOUN
ajlm-2516	155	24	such	such	ADJ
ajlm-2516	155	25	as	as	ADP
ajlm-2516	155	26	diabetic	diabetic	ADJ
ajlm-2516	155	27	retinopathy	retinopathy	NOUN
ajlm-2516	155	28	.	.	PUNCT
ajlm-2516	156	1	it	it	PRON
ajlm-2516	156	2	is	be	AUX
ajlm-2516	156	3	also	also	ADV
ajlm-2516	156	4	concluded	conclude	VERB
ajlm-2516	156	5	that	that	SCONJ
ajlm-2516	156	6	algeria	algeria	PROPN
ajlm-2516	156	7	,	,	PUNCT
ajlm-2516	156	8	egypt	egypt	PROPN
ajlm-2516	156	9	,	,	PUNCT
ajlm-2516	156	10	south	south	PROPN
ajlm-2516	156	11	africa	africa	PROPN
ajlm-2516	156	12	,	,	PUNCT
ajlm-2516	156	13	and	and	CCONJ
ajlm-2516	156	14	morocco	morocco	PROPN
ajlm-2516	156	15	were	be	AUX
ajlm-2516	156	16	the	the	DET
ajlm-2516	156	17	leading	lead	VERB
ajlm-2516	156	18	african	african	ADJ
ajlm-2516	156	19	countries	country	NOUN
ajlm-2516	156	20	in	in	ADP
ajlm-2516	156	21	terms	term	NOUN
ajlm-2516	156	22	of	of	ADP
ajlm-2516	156	23	published	publish	VERB
ajlm-2516	156	24	data	datum	NOUN
ajlm-2516	156	25	,	,	PUNCT
ajlm-2516	156	26	where	where	SCONJ
ajlm-2516	156	27	the	the	DET
ajlm-2516	156	28	use	use	NOUN
ajlm-2516	156	29	of	of	ADP
ajlm-2516	156	30	ai	ai	NOUN
ajlm-2516	156	31	in	in	ADP
ajlm-2516	156	32	the	the	DET
ajlm-2516	156	33	diagnosis	diagnosis	NOUN
ajlm-2516	156	34	of	of	ADP
ajlm-2516	156	35	non	non	ADJ
ajlm-2516	156	36	-	-	ADJ
ajlm-2516	156	37	communicable	communicable	ADJ
ajlm-2516	156	38	and	and	CCONJ
ajlm-2516	156	39	non	non	ADJ
ajlm-2516	156	40	-	-	ADJ
ajlm-2516	156	41	communicable	communicable	ADJ
ajlm-2516	156	42	diseases	disease	NOUN
ajlm-2516	156	43	,	,	PUNCT
ajlm-2516	156	44	such	such	ADJ
ajlm-2516	156	45	as	as	ADP
ajlm-2516	156	46	cardiovascular	cardiovascular	ADJ
ajlm-2516	156	47	,	,	PUNCT
ajlm-2516	156	48	diabetes	diabetes	NOUN
ajlm-2516	156	49	and	and	CCONJ
ajlm-2516	156	50	cancer	cancer	NOUN
ajlm-2516	156	51	,	,	PUNCT
ajlm-2516	156	52	as	as	ADV
ajlm-2516	156	53	well	well	ADV
ajlm-2516	156	54	as	as	ADP
ajlm-2516	156	55	hiv	hiv	PROPN
ajlm-2516	156	56	/	/	SYM
ajlm-2516	156	57	aids	aids	PROPN
ajlm-2516	156	58	,	,	PUNCT
ajlm-2516	156	59	have	have	AUX
ajlm-2516	156	60	been	be	AUX
ajlm-2516	156	61	extensively	extensively	ADV
ajlm-2516	156	62	researched	research	VERB
ajlm-2516	156	63	.	.	PUNCT
ajlm-2516	157	1	in	in	ADP
ajlm-2516	157	2	relation	relation	NOUN
ajlm-2516	157	3	to	to	ADP
ajlm-2516	157	4	malaria	malaria	NOUN
ajlm-2516	157	5	and	and	CCONJ
ajlm-2516	157	6	tuberculosis	tuberculosis	NOUN
ajlm-2516	157	7	,	,	PUNCT
ajlm-2516	157	8	data	datum	NOUN
ajlm-2516	157	9	revealed	reveal	VERB
ajlm-2516	157	10	that	that	SCONJ
ajlm-2516	157	11	south	south	PROPN
ajlm-2516	157	12	africa	africa	PROPN
ajlm-2516	157	13	,	,	PUNCT
ajlm-2516	157	14	nigeria	nigeria	PROPN
ajlm-2516	157	15	,	,	PUNCT
ajlm-2516	157	16	ghana	ghana	PROPN
ajlm-2516	157	17	,	,	PUNCT
ajlm-2516	157	18	and	and	CCONJ
ajlm-2516	157	19	morocco	morocco	PROPN
ajlm-2516	157	20	were	be	AUX
ajlm-2516	157	21	the	the	DET
ajlm-2516	157	22	dominant	dominant	ADJ
ajlm-2516	157	23	countries	country	NOUN
ajlm-2516	157	24	in	in	ADP
ajlm-2516	157	25	the	the	DET
ajlm-2516	157	26	integration	integration	NOUN
ajlm-2516	157	27	of	of	ADP
ajlm-2516	157	28	ai	ai	VERB
ajlm-2516	157	29	to	to	ADP
ajlm-2516	157	30	the	the	DET
ajlm-2516	157	31	diagnosis	diagnosis	NOUN
ajlm-2516	157	32	,	,	PUNCT
ajlm-2516	157	33	management	management	NOUN
ajlm-2516	157	34	,	,	PUNCT
ajlm-2516	157	35	and	and	CCONJ
ajlm-2516	157	36	adherence	adherence	NOUN
ajlm-2516	157	37	to	to	ADP
ajlm-2516	157	38	medication	medication	NOUN
ajlm-2516	157	39	of	of	ADP
ajlm-2516	157	40	the	the	DET
ajlm-2516	157	41	designated	designate	VERB
ajlm-2516	157	42	diseases	disease	NOUN
ajlm-2516	157	43	.	.	PUNCT
ajlm-2516	158	1	however	however	ADV
ajlm-2516	158	2	,	,	PUNCT
ajlm-2516	158	3	there	there	PRON
ajlm-2516	158	4	is	be	VERB
ajlm-2516	158	5	still	still	ADV
ajlm-2516	158	6	room	room	NOUN
ajlm-2516	158	7	for	for	ADP
ajlm-2516	158	8	improvement	improvement	NOUN
ajlm-2516	158	9	for	for	ADP
ajlm-2516	158	10	acquiring	acquire	VERB
ajlm-2516	158	11	enough	enough	ADJ
ajlm-2516	158	12	funding	funding	NOUN
ajlm-2516	158	13	.	.	PUNCT
ajlm-2516	159	1	as	as	SCONJ
ajlm-2516	159	2	it	it	PRON
ajlm-2516	159	3	is	be	AUX
ajlm-2516	159	4	flagged	flag	VERB
ajlm-2516	159	5	as	as	ADP
ajlm-2516	159	6	a	a	DET
ajlm-2516	159	7	major	major	ADJ
ajlm-2516	159	8	research	research	NOUN
ajlm-2516	159	9	outputs	output	VERB
ajlm-2516	159	10	drawback	drawback	NOUN
ajlm-2516	159	11	among	among	ADP
ajlm-2516	159	12	african	african	ADJ
ajlm-2516	159	13	countries	country	NOUN
ajlm-2516	159	14	.	.	PUNCT
ajlm-2516	160	1	acknowledgements	acknowledgement	NOUN
ajlm-2516	160	2	competing	compete	VERB
ajlm-2516	160	3	interests	interest	NOUN
ajlm-2516	160	4	the	the	DET
ajlm-2516	160	5	authors	author	NOUN
ajlm-2516	160	6	declare	declare	VERB
ajlm-2516	160	7	that	that	SCONJ
ajlm-2516	160	8	they	they	PRON
ajlm-2516	160	9	have	have	VERB
ajlm-2516	160	10	no	no	DET
ajlm-2516	160	11	financial	financial	ADJ
ajlm-2516	160	12	or	or	CCONJ
ajlm-2516	160	13	personal	personal	ADJ
ajlm-2516	160	14	relationships	relationship	NOUN
ajlm-2516	160	15	that	that	PRON
ajlm-2516	160	16	may	may	AUX
ajlm-2516	160	17	have	have	AUX
ajlm-2516	160	18	inappropriately	inappropriately	ADV
ajlm-2516	160	19	influenced	influence	VERB
ajlm-2516	160	20	them	they	PRON
ajlm-2516	160	21	in	in	ADP
ajlm-2516	160	22	writing	write	VERB
ajlm-2516	160	23	this	this	DET
ajlm-2516	160	24	article	article	NOUN
ajlm-2516	160	25	.	.	PUNCT
ajlm-2516	161	1	authors	author	NOUN
ajlm-2516	161	2	’	’	PART
ajlm-2516	161	3	contributions	contribution	NOUN
ajlm-2516	161	4	c.l.o	c.l.o	NOUN
ajlm-2516	161	5	.	.	PUNCT
ajlm-2516	161	6	conceived	conceive	VERB
ajlm-2516	161	7	the	the	DET
ajlm-2516	161	8	idea	idea	NOUN
ajlm-2516	161	9	.	.	PUNCT
ajlm-2516	162	1	c.l.o	c.l.o	NOUN
ajlm-2516	162	2	,	,	PUNCT
ajlm-2516	162	3	j.o.o	j.o.o	PROPN
ajlm-2516	162	4	.	.	PUNCT
ajlm-2516	162	5	,	,	PUNCT
ajlm-2516	162	6	t.d.m	t.d.m	PROPN
ajlm-2516	162	7	.	.	PROPN
ajlm-2516	162	8	,	,	PUNCT
ajlm-2516	162	9	l.l.m	l.l.m	NOUN
ajlm-2516	162	10	.	.	PUNCT
ajlm-2516	162	11	,	,	PUNCT
ajlm-2516	162	12	t.h	t.h	PROPN
ajlm-2516	162	13	.	.	PROPN
ajlm-2516	162	14	,	,	PUNCT
ajlm-2516	162	15	m.o.o	m.o.o	PROPN
ajlm-2516	162	16	.	.	PROPN
ajlm-2516	162	17	,	,	PUNCT
ajlm-2516	162	18	and	and	CCONJ
ajlm-2516	162	19	n.m.m	n.m.m	NOUN
ajlm-2516	162	20	.	.	PROPN
ajlm-2516	162	21	collected	collect	VERB
ajlm-2516	162	22	and	and	CCONJ
ajlm-2516	162	23	analysed	analyse	VERB
ajlm-2516	162	24	the	the	DET
ajlm-2516	162	25	data	datum	NOUN
ajlm-2516	162	26	,	,	PUNCT
ajlm-2516	162	27	drafted	draft	VERB
ajlm-2516	162	28	the	the	DET
ajlm-2516	162	29	article	article	NOUN
ajlm-2516	162	30	,	,	PUNCT
ajlm-2516	162	31	reviewed	review	VERB
ajlm-2516	162	32	,	,	PUNCT
ajlm-2516	162	33	revised	revise	VERB
ajlm-2516	162	34	and	and	CCONJ
ajlm-2516	162	35	agreed	agree	VERB
ajlm-2516	162	36	to	to	ADP
ajlm-2516	162	37	the	the	DET
ajlm-2516	162	38	published	publish	VERB
ajlm-2516	162	39	version	version	NOUN
ajlm-2516	162	40	of	of	ADP
ajlm-2516	162	41	the	the	DET
ajlm-2516	162	42	article	article	NOUN
ajlm-2516	162	43	.	.	PUNCT
ajlm-2516	163	1	ethical	ethical	ADJ
ajlm-2516	163	2	considerations	consideration	NOUN
ajlm-2516	163	3	this	this	DET
ajlm-2516	163	4	article	article	NOUN
ajlm-2516	163	5	does	do	AUX
ajlm-2516	163	6	not	not	PART
ajlm-2516	163	7	contain	contain	VERB
ajlm-2516	163	8	any	any	DET
ajlm-2516	163	9	studies	study	NOUN
ajlm-2516	163	10	involving	involve	VERB
ajlm-2516	163	11	human	human	ADJ
ajlm-2516	163	12	participants	participant	NOUN
ajlm-2516	163	13	performed	perform	VERB
ajlm-2516	163	14	by	by	ADP
ajlm-2516	163	15	any	any	PRON
ajlm-2516	163	16	of	of	ADP
ajlm-2516	163	17	the	the	DET
ajlm-2516	163	18	authors	author	NOUN
ajlm-2516	163	19	.	.	PUNCT
ajlm-2516	164	1	sources	source	NOUN
ajlm-2516	164	2	of	of	ADP
ajlm-2516	164	3	support	support	NOUN
ajlm-2516	164	4	this	this	DET
ajlm-2516	164	5	research	research	NOUN
ajlm-2516	164	6	received	receive	VERB
ajlm-2516	164	7	no	no	DET
ajlm-2516	164	8	specific	specific	ADJ
ajlm-2516	164	9	grant	grant	NOUN
ajlm-2516	164	10	from	from	ADP
ajlm-2516	164	11	any	any	DET
ajlm-2516	164	12	funding	funding	NOUN
ajlm-2516	164	13	agency	agency	NOUN
ajlm-2516	164	14	in	in	ADP
ajlm-2516	164	15	the	the	DET
ajlm-2516	164	16	public	public	ADJ
ajlm-2516	164	17	,	,	PUNCT
ajlm-2516	164	18	commercial	commercial	ADJ
ajlm-2516	164	19	,	,	PUNCT
ajlm-2516	164	20	or	or	CCONJ
ajlm-2516	164	21	not	not	PART
ajlm-2516	164	22	-	-	PUNCT
ajlm-2516	164	23	for	for	ADP
ajlm-2516	164	24	-	-	PUNCT
ajlm-2516	164	25	profit	profit	NOUN
ajlm-2516	164	26	sectors	sector	NOUN
ajlm-2516	164	27	.	.	PUNCT
ajlm-2516	165	1	data	datum	NOUN
ajlm-2516	165	2	availability	availability	NOUN
ajlm-2516	165	3	in	in	ADP
ajlm-2516	165	4	this	this	DET
ajlm-2516	165	5	study	study	NOUN
ajlm-2516	165	6	,	,	PUNCT
ajlm-2516	165	7	the	the	DET
ajlm-2516	165	8	data	data	NOUN
ajlm-2516	165	9	sources	source	NOUN
ajlm-2516	165	10	used	use	VERB
ajlm-2516	165	11	are	be	AUX
ajlm-2516	165	12	available	available	ADJ
ajlm-2516	165	13	in	in	ADP
ajlm-2516	165	14	google	google	PROPN
ajlm-2516	165	15	scholar	scholar	NOUN
ajlm-2516	165	16	,	,	PUNCT
ajlm-2516	165	17	web	web	NOUN
ajlm-2516	165	18	of	of	ADP
ajlm-2516	165	19	science	science	NOUN
ajlm-2516	165	20	,	,	PUNCT
ajlm-2516	165	21	and	and	CCONJ
ajlm-2516	165	22	pubmed	pubmed	PROPN
ajlm-2516	165	23	databases	database	NOUN
ajlm-2516	165	24	.	.	PUNCT
ajlm-2516	166	1	further	further	ADJ
ajlm-2516	166	2	inquiries	inquiry	NOUN
ajlm-2516	166	3	can	can	AUX
ajlm-2516	166	4	be	be	AUX
ajlm-2516	166	5	directed	direct	VERB
ajlm-2516	166	6	to	to	ADP
ajlm-2516	166	7	the	the	DET
ajlm-2516	166	8	corresponding	corresponding	ADJ
ajlm-2516	166	9	author	author	NOUN
ajlm-2516	166	10	,	,	PUNCT
ajlm-2516	166	11	n.m.m	n.m.m	NOUN
ajlm-2516	166	12	.	.	PUNCT
ajlm-2516	166	13	disclaimer	disclaimer	VERB
ajlm-2516	166	14	the	the	DET
ajlm-2516	166	15	views	view	NOUN
ajlm-2516	166	16	and	and	CCONJ
ajlm-2516	166	17	opinions	opinion	NOUN
ajlm-2516	166	18	expressed	express	VERB
ajlm-2516	166	19	in	in	ADP
ajlm-2516	166	20	this	this	DET
ajlm-2516	166	21	article	article	NOUN
ajlm-2516	166	22	are	be	AUX
ajlm-2516	166	23	those	those	PRON
ajlm-2516	166	24	of	of	ADP
ajlm-2516	166	25	the	the	DET
ajlm-2516	166	26	authors	author	NOUN
ajlm-2516	166	27	and	and	CCONJ
ajlm-2516	166	28	are	be	AUX
ajlm-2516	166	29	the	the	DET
ajlm-2516	166	30	product	product	NOUN
ajlm-2516	166	31	of	of	ADP
ajlm-2516	166	32	professional	professional	ADJ
ajlm-2516	166	33	research	research	NOUN
ajlm-2516	166	34	.	.	PUNCT
ajlm-2516	167	1	they	they	PRON
ajlm-2516	167	2	do	do	AUX
ajlm-2516	167	3	not	not	PART
ajlm-2516	167	4	necessarily	necessarily	ADV
ajlm-2516	167	5	reflect	reflect	VERB
ajlm-2516	167	6	the	the	DET
ajlm-2516	167	7	official	official	ADJ
ajlm-2516	167	8	policy	policy	NOUN
ajlm-2516	167	9	or	or	CCONJ
ajlm-2516	167	10	position	position	NOUN
ajlm-2516	167	11	of	of	ADP
ajlm-2516	167	12	any	any	DET
ajlm-2516	167	13	affiliated	affiliated	ADJ
ajlm-2516	167	14	institution	institution	NOUN
ajlm-2516	167	15	,	,	PUNCT
ajlm-2516	167	16	funder	funder	NOUN
ajlm-2516	167	17	,	,	PUNCT
ajlm-2516	167	18	agency	agency	NOUN
ajlm-2516	167	19	,	,	PUNCT
ajlm-2516	167	20	or	or	CCONJ
ajlm-2516	167	21	that	that	PRON
ajlm-2516	167	22	of	of	ADP
ajlm-2516	167	23	the	the	DET
ajlm-2516	167	24	publisher	publisher	NOUN
ajlm-2516	167	25	.	.	PUNCT
ajlm-2516	168	1	the	the	DET
ajlm-2516	168	2	authors	author	NOUN
ajlm-2516	168	3	are	be	AUX
ajlm-2516	168	4	responsible	responsible	ADJ
ajlm-2516	168	5	for	for	ADP
ajlm-2516	168	6	this	this	DET
ajlm-2516	168	7	article	article	NOUN
ajlm-2516	168	8	’s	’s	PART
ajlm-2516	168	9	results	result	NOUN
ajlm-2516	168	10	,	,	PUNCT
ajlm-2516	168	11	findings	finding	NOUN
ajlm-2516	168	12	,	,	PUNCT
ajlm-2516	168	13	and	and	CCONJ
ajlm-2516	168	14	content	content	NOUN
ajlm-2516	168	15	.	.	PUNCT
ajlm-2516	169	1	references	reference	NOUN
ajlm-2516	169	2	kayembe	kayembe	ADV
ajlm-2516	169	3	c	c	PROPN
ajlm-2516	169	4	,	,	PUNCT
ajlm-2516	169	5	nel	nel	PROPN
ajlm-2516	169	6	d.	d.	PROPN
ajlm-2516	169	7	challenges	challenge	NOUN
ajlm-2516	169	8	and	and	CCONJ
ajlm-2516	169	9	opportunities	opportunity	NOUN
ajlm-2516	169	10	for	for	ADP
ajlm-2516	169	11	education	education	NOUN
ajlm-2516	169	12	in	in	ADP
ajlm-2516	169	13	the	the	DET
ajlm-2516	169	14	fourth	fourth	ADJ
ajlm-2516	169	15	industrial	industrial	ADJ
ajlm-2516	169	16	revolution	revolution	NOUN
ajlm-2516	169	17	.	.	PUNCT
ajlm-2516	170	1	afr	afr	PROPN
ajlm-2516	170	2	j	j	PROPN
ajlm-2516	170	3	public	public	PROPN
ajlm-2516	170	4	aff	aff	PROPN
ajlm-2516	170	5	.	.	PUNCT
ajlm-2516	171	1	2019;11(3):79–94	2019;11(3):79–94	X
ajlm-2516	171	2	.	.	PROPN
ajlm-2516	171	3	taylor	taylor	PROPN
ajlm-2516	171	4	-	-	PUNCT
ajlm-2516	171	5	sakyi	sakyi	PROPN
ajlm-2516	171	6	k.	k.	PROPN
ajlm-2516	171	7	big	big	PROPN
ajlm-2516	171	8	data	data	PROPN
ajlm-2516	171	9	:	:	PUNCT
ajlm-2516	171	10	understanding	understand	VERB
ajlm-2516	171	11	big	big	ADJ
ajlm-2516	171	12	data	datum	NOUN
ajlm-2516	171	13	.	.	PUNCT
ajlm-2516	172	1	arxiv	arxiv	PROPN
ajlm-2516	172	2	preprint	preprint	PROPN
ajlm-2516	172	3	arxiv:1601.04602	arxiv:1601.04602	PROPN
ajlm-2516	172	4	;	;	PUNCT
ajlm-2516	172	5	2016	2016	NUM
ajlm-2516	172	6	.	.	PUNCT
ajlm-2516	173	1	pedro	pedro	PROPN
ajlm-2516	173	2	f	f	PROPN
ajlm-2516	173	3	,	,	PUNCT
ajlm-2516	173	4	subosa	subosa	PROPN
ajlm-2516	173	5	m	m	PROPN
ajlm-2516	173	6	,	,	PUNCT
ajlm-2516	173	7	rivas	rivas	PROPN
ajlm-2516	173	8	a	a	X
ajlm-2516	173	9	,	,	PUNCT
ajlm-2516	173	10	valverde	valverde	PROPN
ajlm-2516	173	11	p.	p.	PROPN
ajlm-2516	173	12	artificial	artificial	ADJ
ajlm-2516	173	13	intelligence	intelligence	NOUN
ajlm-2516	173	14	in	in	ADP
ajlm-2516	173	15	education	education	NOUN
ajlm-2516	173	16	:	:	PUNCT
ajlm-2516	173	17	challenges	challenge	NOUN
ajlm-2516	173	18	and	and	CCONJ
ajlm-2516	173	19	opportunities	opportunity	NOUN
ajlm-2516	173	20	for	for	ADP
ajlm-2516	173	21	sustainable	sustainable	ADJ
ajlm-2516	173	22	development	development	NOUN
ajlm-2516	173	23	.	.	PUNCT
ajlm-2516	174	1	unesco	unesco	PROPN
ajlm-2516	174	2	bull	bull	PROPN
ajlm-2516	174	3	.	.	PUNCT
ajlm-2516	175	1	2019	2019	NUM
ajlm-2516	176	1	[	[	X
ajlm-2516	176	2	cited	cite	VERB
ajlm-2516	176	3	2024	2024	NUM
ajlm-2516	176	4	may	may	AUX
ajlm-2516	176	5	30	30	NUM
ajlm-2516	176	6	]	]	PUNCT
ajlm-2516	176	7	.	.	PUNCT
ajlm-2516	177	1	available	available	ADJ
ajlm-2516	177	2	from	from	ADP
ajlm-2516	177	3	:	:	PUNCT
ajlm-2516	177	4	https://unesdoc.unesco.org/ark:/48223/pf0000366994?posinset=22&queryid=9d8ca6cf-6a26-4f09-9b10-5e339c0e75da	https://unesdoc.unesco.org/ark:/48223/pf0000366994?posinset=22&queryid=9d8ca6cf-6a26-4f09-9b10-5e339c0e75da	PROPN
ajlm-2516	177	5	oecd	oecd	PROPN
ajlm-2516	177	6	.	.	PUNCT
ajlm-2516	178	1	learning	learn	VERB
ajlm-2516	178	2	framework	framework	NOUN
ajlm-2516	178	3	2030	2030	NUM
ajlm-2516	178	4	.	.	PUNCT
ajlm-2516	179	1	in	in	ADP
ajlm-2516	179	2	:	:	PUNCT
ajlm-2516	179	3	bast	bast	NOUN
ajlm-2516	179	4	g	g	PROPN
ajlm-2516	179	5	,	,	PUNCT
ajlm-2516	179	6	carayannis	carayannis	VERB
ajlm-2516	179	7	eg	eg	NOUN
ajlm-2516	179	8	,	,	PUNCT
ajlm-2516	179	9	campbell	campbell	PROPN
ajlm-2516	179	10	dfj	dfj	PROPN
ajlm-2516	179	11	,	,	PUNCT
ajlm-2516	179	12	editors	editor	NOUN
ajlm-2516	179	13	.	.	PUNCT
ajlm-2516	180	1	the	the	DET
ajlm-2516	180	2	future	future	NOUN
ajlm-2516	180	3	of	of	ADP
ajlm-2516	180	4	education	education	NOUN
ajlm-2516	180	5	and	and	CCONJ
ajlm-2516	180	6	labor	labor	NOUN
ajlm-2516	180	7	.	.	PUNCT
ajlm-2516	181	1	arts	art	NOUN
ajlm-2516	181	2	,	,	PUNCT
ajlm-2516	181	3	research	research	NOUN
ajlm-2516	181	4	,	,	PUNCT
ajlm-2516	181	5	innovation	innovation	NOUN
ajlm-2516	181	6	and	and	CCONJ
ajlm-2516	181	7	society	society	NOUN
ajlm-2516	181	8	.	.	PUNCT
ajlm-2516	182	1	cham	cham	PROPN
ajlm-2516	182	2	:	:	PUNCT
ajlm-2516	182	3	springer	springer	NOUN
ajlm-2516	182	4	,	,	PUNCT
ajlm-2516	182	5	2019	2019	NUM
ajlm-2516	182	6	;	;	PUNCT
ajlm-2516	182	7	p.	p.	PROPN
ajlm-2516	182	8	9–19	9–19	PROPN
ajlm-2516	182	9	.	.	PUNCT
ajlm-2516	183	1	ross	ross	PROPN
ajlm-2516	183	2	a	a	PRON
ajlm-2516	183	3	,	,	PUNCT
ajlm-2516	183	4	doshi	doshi	PROPN
ajlm-2516	183	5	-	-	PUNCT
ajlm-2516	183	6	velez	velez	PROPN
ajlm-2516	183	7	f.	f.	PROPN
ajlm-2516	183	8	improving	improve	VERB
ajlm-2516	183	9	the	the	DET
ajlm-2516	183	10	adversarial	adversarial	ADJ
ajlm-2516	183	11	robustness	robustness	NOUN
ajlm-2516	183	12	and	and	CCONJ
ajlm-2516	183	13	interpretability	interpretability	NOUN
ajlm-2516	183	14	of	of	ADP
ajlm-2516	183	15	deep	deep	ADJ
ajlm-2516	183	16	neural	neural	ADJ
ajlm-2516	183	17	networks	network	NOUN
ajlm-2516	183	18	by	by	ADP
ajlm-2516	183	19	regularizing	regularize	VERB
ajlm-2516	183	20	their	their	PRON
ajlm-2516	183	21	input	input	NOUN
ajlm-2516	183	22	gradients	gradient	NOUN
ajlm-2516	184	1	[	[	X
ajlm-2516	184	2	homepage	homepage	NOUN
ajlm-2516	184	3	on	on	ADP
ajlm-2516	184	4	the	the	DET
ajlm-2516	184	5	internet	internet	NOUN
ajlm-2516	184	6	]	]	PUNCT
ajlm-2516	184	7	.	.	PUNCT
ajlm-2516	185	1	aaai	aaai	PROPN
ajlm-2516	185	2	;	;	PUNCT
ajlm-2516	185	3	2018	2018	NUM
ajlm-2516	185	4	[	[	PRON
ajlm-2516	185	5	cited	cite	VERB
ajlm-2516	185	6	2024	2024	NUM
ajlm-2516	185	7	may	may	AUX
ajlm-2516	185	8	10	10	NUM
ajlm-2516	185	9	]	]	PUNCT
ajlm-2516	185	10	;	;	PUNCT
ajlm-2516	185	11	32(1	32(1	NUM
ajlm-2516	185	12	)	)	PUNCT
ajlm-2516	185	13	.	.	PUNCT
ajlm-2516	186	1	available	available	ADJ
ajlm-2516	186	2	from	from	ADP
ajlm-2516	186	3	:	:	PUNCT
ajlm-2516	186	4	https://ojs.aaai.org/index.php/aaai/article/view/11504	https://ojs.aaai.org/index.php/aaai/article/view/11504	PROPN
ajlm-2516	186	5	kaul	kaul	PROPN
ajlm-2516	186	6	v	v	PROPN
ajlm-2516	186	7	,	,	PUNCT
ajlm-2516	186	8	enslin	enslin	PROPN
ajlm-2516	186	9	s	s	PROPN
ajlm-2516	186	10	,	,	PUNCT
ajlm-2516	186	11	gross	gross	ADJ
ajlm-2516	186	12	sa	sa	PROPN
ajlm-2516	186	13	.	.	PUNCT
ajlm-2516	187	1	history	history	NOUN
ajlm-2516	187	2	of	of	ADP
ajlm-2516	187	3	artificial	artificial	ADJ
ajlm-2516	187	4	intelligence	intelligence	NOUN
ajlm-2516	187	5	in	in	ADP
ajlm-2516	187	6	medicine	medicine	NOUN
ajlm-2516	187	7	.	.	PUNCT
ajlm-2516	188	1	gastrointest	gastrointest	ADJ
ajlm-2516	188	2	endosc	endosc	NOUN
ajlm-2516	188	3	.	.	PUNCT
ajlm-2516	189	1	2020;92(4):807–812	2020;92(4):807–812	X
ajlm-2516	189	2	.	.	NUM
ajlm-2516	189	3	https://doi.org/10.1016/j.gie.2020.06.040	https://doi.org/10.1016/j.gie.2020.06.040	VERB
ajlm-2516	189	4	ade	ade	PROPN
ajlm-2516	189	5	-	-	PUNCT
ajlm-2516	189	6	ibijola	ibijola	PROPN
ajlm-2516	189	7	a	a	PRON
ajlm-2516	189	8	,	,	PUNCT
ajlm-2516	189	9	okonkwo	okonkwo	PROPN
ajlm-2516	189	10	c.	c.	PROPN
ajlm-2516	189	11	artificial	artificial	PROPN
ajlm-2516	189	12	intelligence	intelligence	NOUN
ajlm-2516	189	13	in	in	ADP
ajlm-2516	189	14	africa	africa	PROPN
ajlm-2516	189	15	:	:	PUNCT
ajlm-2516	189	16	emerging	emerge	VERB
ajlm-2516	189	17	challenges	challenge	NOUN
ajlm-2516	189	18	.	.	PUNCT
ajlm-2516	190	1	in	in	ADP
ajlm-2516	190	2	:	:	PUNCT
ajlm-2516	190	3	eke	eke	ADJ
ajlm-2516	190	4	do	do	AUX
ajlm-2516	190	5	,	,	PUNCT
ajlm-2516	190	6	wakunuma	wakunuma	PROPN
ajlm-2516	190	7	k	k	PROPN
ajlm-2516	190	8	,	,	PUNCT
ajlm-2516	190	9	akintoye	akintoye	PROPN
ajlm-2516	190	10	s	s	PART
ajlm-2516	190	11	,	,	PUNCT
ajlm-2516	190	12	editors	editor	NOUN
ajlm-2516	190	13	.	.	PUNCT
ajlm-2516	191	1	responsible	responsible	ADJ
ajlm-2516	191	2	ai	ai	VERB
ajlm-2516	191	3	in	in	ADP
ajlm-2516	191	4	africa	africa	PROPN
ajlm-2516	191	5	.	.	PUNCT
ajlm-2516	192	1	social	social	ADJ
ajlm-2516	192	2	and	and	CCONJ
ajlm-2516	192	3	cultural	cultural	ADJ
ajlm-2516	192	4	studies	study	NOUN
ajlm-2516	192	5	of	of	ADP
ajlm-2516	192	6	robots	robot	NOUN
ajlm-2516	192	7	and	and	CCONJ
ajlm-2516	192	8	ai	ai	PROPN
ajlm-2516	192	9	.	.	PROPN
ajlm-2516	192	10	cham	cham	PROPN
ajlm-2516	192	11	:	:	PUNCT
ajlm-2516	192	12	palgrave	palgrave	PROPN
ajlm-2516	192	13	macmillan	macmillan	PROPN
ajlm-2516	192	14	,	,	PUNCT
ajlm-2516	192	15	2023	2023	NUM
ajlm-2516	192	16	;	;	PUNCT
ajlm-2516	193	1	p.	p.	NOUN
ajlm-2516	193	2	101–117	101–117	NUM
ajlm-2516	193	3	.	.	PUNCT
ajlm-2516	194	1	owoyemi	owoyemi	PROPN
ajlm-2516	194	2	a	a	PRON
ajlm-2516	194	3	,	,	PUNCT
ajlm-2516	194	4	owoyemi	owoyemi	ADP
ajlm-2516	194	5	j	j	PROPN
ajlm-2516	194	6	,	,	PUNCT
ajlm-2516	194	7	osiyemi	osiyemi	VERB
ajlm-2516	194	8	a	a	PRON
ajlm-2516	194	9	,	,	PUNCT
ajlm-2516	194	10	boyd	boyd	PROPN
ajlm-2516	194	11	a.	a.	PROPN
ajlm-2516	194	12	artificial	artificial	PROPN
ajlm-2516	194	13	intelligence	intelligence	NOUN
ajlm-2516	194	14	for	for	ADP
ajlm-2516	194	15	healthcare	healthcare	PROPN
ajlm-2516	194	16	in	in	ADP
ajlm-2516	194	17	africa	africa	PROPN
ajlm-2516	194	18	.	.	PUNCT
ajlm-2516	195	1	front	front	ADJ
ajlm-2516	195	2	digit	digit	NOUN
ajlm-2516	195	3	health	health	NOUN
ajlm-2516	195	4	.	.	PUNCT
ajlm-2516	196	1	2020;7(2):6	2020;7(2):6	NOUN
ajlm-2516	196	2	.	.	PUNCT
ajlm-2516	197	1	https://doi.org/10.3389/fdgth.2020.00006	https://doi.org/10.3389/fdgth.2020.00006	PROPN
ajlm-2516	197	2	murphy	murphy	PROPN
ajlm-2516	197	3	k	k	PROPN
ajlm-2516	197	4	,	,	PUNCT
ajlm-2516	197	5	di	di	X
ajlm-2516	197	6	ruggiero	ruggiero	PROPN
ajlm-2516	197	7	e	e	PROPN
ajlm-2516	197	8	,	,	PUNCT
ajlm-2516	197	9	upshur	upshur	PROPN
ajlm-2516	197	10	r	r	PROPN
ajlm-2516	197	11	,	,	PUNCT
ajlm-2516	197	12	et	et	PROPN
ajlm-2516	197	13	al	al	PROPN
ajlm-2516	197	14	.	.	PUNCT
ajlm-2516	197	15	artificial	artificial	ADJ
ajlm-2516	197	16	intelligence	intelligence	NOUN
ajlm-2516	197	17	for	for	ADP
ajlm-2516	197	18	good	good	ADJ
ajlm-2516	197	19	health	health	NOUN
ajlm-2516	197	20	:	:	PUNCT
ajlm-2516	197	21	a	a	DET
ajlm-2516	197	22	scoping	scope	VERB
ajlm-2516	197	23	review	review	NOUN
ajlm-2516	197	24	of	of	ADP
ajlm-2516	197	25	the	the	DET
ajlm-2516	197	26	ethics	ethic	NOUN
ajlm-2516	197	27	literature	literature	NOUN
ajlm-2516	197	28	.	.	PUNCT
ajlm-2516	198	1	bmc	bmc	ADJ
ajlm-2516	198	2	med	med	ADJ
ajlm-2516	198	3	ethics	ethic	NOUN
ajlm-2516	198	4	.	.	PUNCT
ajlm-2516	199	1	2021;22(1):14	2021;22(1):14	NUM
ajlm-2516	199	2	.	.	PUNCT
ajlm-2516	200	1	https://doi.org/10.1186/s12910-021-00577-8	https://doi.org/10.1186/s12910-021-00577-8	NUM
ajlm-2516	200	2	sahni	sahni	PROPN
ajlm-2516	200	3	nr	nr	PROPN
ajlm-2516	200	4	,	,	PUNCT
ajlm-2516	200	5	carrus	carrus	PROPN
ajlm-2516	200	6	b.	b.	PROPN
ajlm-2516	200	7	artificial	artificial	PROPN
ajlm-2516	200	8	intelligence	intelligence	PROPN
ajlm-2516	200	9	in	in	ADP
ajlm-2516	200	10	u.s	u.s	PROPN
ajlm-2516	200	11	.	.	PROPN
ajlm-2516	200	12	health	health	PROPN
ajlm-2516	200	13	care	care	NOUN
ajlm-2516	200	14	delivery	delivery	NOUN
ajlm-2516	200	15	.	.	PUNCT
ajlm-2516	201	1	n	n	PROPN
ajlm-2516	201	2	engl	engl	PROPN
ajlm-2516	201	3	j	j	PROPN
ajlm-2516	201	4	med	me	VERB
ajlm-2516	201	5	.	.	PUNCT
ajlm-2516	202	1	2023;389(4):348–358	2023;389(4):348–358	NUM
ajlm-2516	202	2	.	.	PUNCT
ajlm-2516	202	3	https://doi.org/10.1056/nejmra2204673	https://doi.org/10.1056/nejmra2204673	PROPN
ajlm-2516	202	4	moodley	moodley	PROPN
ajlm-2516	202	5	k.	k.	PROPN
ajlm-2516	202	6	research	research	PROPN
ajlm-2516	202	7	imperialism	imperialism	NOUN
ajlm-2516	202	8	resurfaces	resurface	VERB
ajlm-2516	202	9	in	in	ADP
ajlm-2516	202	10	south	south	PROPN
ajlm-2516	202	11	africa	africa	PROPN
ajlm-2516	202	12	in	in	ADP
ajlm-2516	202	13	the	the	DET
ajlm-2516	202	14	midst	midst	NOUN
ajlm-2516	202	15	of	of	ADP
ajlm-2516	202	16	the	the	DET
ajlm-2516	202	17	covid-19	covid-19	PROPN
ajlm-2516	202	18	pandemic	pandemic	NOUN
ajlm-2516	202	19	–	–	PUNCT
ajlm-2516	202	20	this	this	DET
ajlm-2516	202	21	time	time	NOUN
ajlm-2516	202	22	,	,	PUNCT
ajlm-2516	202	23	via	via	ADP
ajlm-2516	202	24	a	a	DET
ajlm-2516	202	25	digital	digital	ADJ
ajlm-2516	202	26	portal	portal	NOUN
ajlm-2516	202	27	.	.	PUNCT
ajlm-2516	203	1	s	s	PROPN
ajlm-2516	203	2	afr	afr	PROPN
ajlm-2516	203	3	med	med	PROPN
ajlm-2516	203	4	j.	j.	PROPN
ajlm-2516	203	5	2020;110(11	2020;110(11	PROPN
ajlm-2516	203	6	):	):	PUNCT
ajlm-2516	203	7	1068–1069	1068–1069	NUM
ajlm-2516	203	8	.	.	PUNCT
ajlm-2516	204	1	https://doi.org/10.7196/samj.2020.v110i11.15285	https://doi.org/10.7196/samj.2020.v110i11.15285	PROPN
ajlm-2516	204	2	okolo	okolo	PROPN
ajlm-2516	204	3	ct	ct	INTJ
ajlm-2516	204	4	.	.	PUNCT
ajlm-2516	205	1	ai	ai	VERB
ajlm-2516	205	2	in	in	ADP
ajlm-2516	205	3	the	the	DET
ajlm-2516	205	4	‘	'	PUNCT
ajlm-2516	205	5	real	real	ADJ
ajlm-2516	205	6	world	world	NOUN
ajlm-2516	205	7	’	'	PUNCT
ajlm-2516	205	8	:	:	PUNCT
ajlm-2516	205	9	examining	examine	VERB
ajlm-2516	205	10	the	the	DET
ajlm-2516	205	11	impact	impact	NOUN
ajlm-2516	205	12	of	of	ADP
ajlm-2516	205	13	ai	ai	ADJ
ajlm-2516	205	14	deployment	deployment	NOUN
ajlm-2516	205	15	in	in	ADP
ajlm-2516	205	16	low	low	ADJ
ajlm-2516	205	17	-	-	PUNCT
ajlm-2516	205	18	resource	resource	NOUN
ajlm-2516	205	19	contexts	contexts	NOUN
ajlm-2516	205	20	.	.	PUNCT
ajlm-2516	206	1	arxiv	arxiv	PROPN
ajlm-2516	206	2	preprint	preprint	NOUN
ajlm-2516	206	3	arxiv:2012.01165	arxiv:2012.01165	NOUN
ajlm-2516	206	4	.	.	PUNCT
ajlm-2516	207	1	2020;28	2020;28	X
ajlm-2516	207	2	.	.	PUNCT
ajlm-2516	208	1	https://doi.org/10.48550/arxiv.2012.01165	https://doi.org/10.48550/arxiv.2012.01165	PROPN
ajlm-2516	208	2	manson	manson	PROPN
ajlm-2516	208	3	en	en	PROPN
ajlm-2516	208	4	,	,	PUNCT
ajlm-2516	208	5	hasford	hasford	PROPN
ajlm-2516	208	6	f	f	X
ajlm-2516	208	7	,	,	PUNCT
ajlm-2516	208	8	trauernicht	trauernicht	NOUN
ajlm-2516	208	9	c	c	NOUN
ajlm-2516	208	10	,	,	PUNCT
ajlm-2516	208	11	et	et	PROPN
ajlm-2516	208	12	al	al	PROPN
ajlm-2516	208	13	.	.	PROPN
ajlm-2516	208	14	africa	africa	PROPN
ajlm-2516	208	15	’s	’s	PART
ajlm-2516	208	16	readiness	readiness	NOUN
ajlm-2516	208	17	for	for	ADP
ajlm-2516	208	18	artificial	artificial	ADJ
ajlm-2516	208	19	intelligence	intelligence	NOUN
ajlm-2516	208	20	in	in	ADP
ajlm-2516	208	21	clinical	clinical	ADJ
ajlm-2516	208	22	radiotherapy	radiotherapy	NOUN
ajlm-2516	208	23	delivery	delivery	NOUN
ajlm-2516	208	24	:	:	PUNCT
ajlm-2516	208	25	medical	medical	ADJ
ajlm-2516	208	26	physicists	physicist	NOUN
ajlm-2516	208	27	to	to	PART
ajlm-2516	208	28	lead	lead	VERB
ajlm-2516	208	29	the	the	DET
ajlm-2516	208	30	way	way	NOUN
ajlm-2516	208	31	.	.	PUNCT
ajlm-2516	209	1	phys	phy	NOUN
ajlm-2516	209	2	med	me	VERB
ajlm-2516	209	3	.	.	PUNCT
ajlm-2516	210	1	2023;1(113):102653	2023;1(113):102653	PROPN
ajlm-2516	210	2	.	.	PUNCT
ajlm-2516	211	1	https://doi.org/10.1016/j.ejmp.2023.102653	https://doi.org/10.1016/j.ejmp.2023.102653	PROPN
ajlm-2516	211	2	okeibunor	okeibunor	PROPN
ajlm-2516	211	3	jc	jc	PROPN
ajlm-2516	211	4	,	,	PUNCT
ajlm-2516	211	5	jaca	jaca	PROPN
ajlm-2516	211	6	a	a	PRON
ajlm-2516	211	7	,	,	PUNCT
ajlm-2516	211	8	iwu	iwu	NOUN
ajlm-2516	211	9	-	-	PUNCT
ajlm-2516	211	10	jaja	jaja	PROPN
ajlm-2516	211	11	cj	cj	PROPN
ajlm-2516	211	12	,	,	PUNCT
ajlm-2516	211	13	et	et	PROPN
ajlm-2516	211	14	al	al	PROPN
ajlm-2516	211	15	.	.	PUNCT
ajlm-2516	212	1	the	the	DET
ajlm-2516	212	2	use	use	NOUN
ajlm-2516	212	3	of	of	ADP
ajlm-2516	212	4	artificial	artificial	ADJ
ajlm-2516	212	5	intelligence	intelligence	NOUN
ajlm-2516	212	6	for	for	ADP
ajlm-2516	212	7	delivery	delivery	NOUN
ajlm-2516	212	8	of	of	ADP
ajlm-2516	212	9	essential	essential	ADJ
ajlm-2516	212	10	health	health	NOUN
ajlm-2516	212	11	services	service	NOUN
ajlm-2516	212	12	across	across	ADP
ajlm-2516	212	13	who	who	PRON
ajlm-2516	212	14	regions	region	VERB
ajlm-2516	212	15	:	:	PUNCT
ajlm-2516	212	16	a	a	DET
ajlm-2516	212	17	scoping	scope	VERB
ajlm-2516	212	18	review	review	NOUN
ajlm-2516	212	19	.	.	PUNCT
ajlm-2516	213	1	front	front	ADJ
ajlm-2516	213	2	public	public	ADJ
ajlm-2516	213	3	health	health	NOUN
ajlm-2516	213	4	.	.	PUNCT
ajlm-2516	214	1	2023;4(11):1102185	2023;4(11):1102185	NUM
ajlm-2516	214	2	.	.	PUNCT
ajlm-2516	215	1	https://doi.org/10.3389/fpubh.2023.1102185	https://doi.org/10.3389/fpubh.2023.1102185	PROPN
ajlm-2516	215	2	toniolo	toniolo	PROPN
ajlm-2516	215	3	j	j	PROPN
ajlm-2516	215	4	,	,	PUNCT
ajlm-2516	215	5	ngoungou	ngoungou	PROPN
ajlm-2516	215	6	eb	eb	PROPN
ajlm-2516	215	7	,	,	PUNCT
ajlm-2516	215	8	preux	preux	PROPN
ajlm-2516	215	9	pm	pm	PROPN
ajlm-2516	215	10	,	,	PUNCT
ajlm-2516	215	11	beloni	beloni	NOUN
ajlm-2516	215	12	p.	p.	NOUN
ajlm-2516	215	13	role	role	NOUN
ajlm-2516	215	14	and	and	CCONJ
ajlm-2516	215	15	knowledge	knowledge	NOUN
ajlm-2516	215	16	of	of	ADP
ajlm-2516	215	17	nurses	nurse	NOUN
ajlm-2516	215	18	in	in	ADP
ajlm-2516	215	19	the	the	DET
ajlm-2516	215	20	management	management	NOUN
ajlm-2516	215	21	of	of	ADP
ajlm-2516	215	22	non	non	ADJ
ajlm-2516	215	23	-	-	ADJ
ajlm-2516	215	24	communicable	communicable	ADJ
ajlm-2516	215	25	diseases	disease	NOUN
ajlm-2516	215	26	in	in	ADP
ajlm-2516	215	27	africa	africa	PROPN
ajlm-2516	215	28	:	:	PUNCT
ajlm-2516	215	29	a	a	DET
ajlm-2516	215	30	scoping	scope	VERB
ajlm-2516	215	31	review	review	NOUN
ajlm-2516	215	32	.	.	PUNCT
ajlm-2516	216	1	plos	plos	PROPN
ajlm-2516	216	2	one	one	NUM
ajlm-2516	216	3	.	.	PUNCT
ajlm-2516	217	1	2024;19(4):e0297165	2024;19(4):e0297165	X
ajlm-2516	217	2	.	.	PUNCT
ajlm-2516	218	1	https://doi.org/10.1371/journal.pone.0297165	https://doi.org/10.1371/journal.pone.0297165	AUX
ajlm-2516	218	2	mbunge	mbunge	VERB
ajlm-2516	218	3	e	e	NOUN
ajlm-2516	218	4	,	,	PUNCT
ajlm-2516	218	5	batani	batani	PROPN
ajlm-2516	218	6	j.	j.	PROPN
ajlm-2516	218	7	application	application	PROPN
ajlm-2516	218	8	of	of	ADP
ajlm-2516	218	9	deep	deep	ADJ
ajlm-2516	218	10	learning	learning	NOUN
ajlm-2516	218	11	and	and	CCONJ
ajlm-2516	218	12	machine	machine	NOUN
ajlm-2516	218	13	learning	learning	NOUN
ajlm-2516	218	14	models	model	NOUN
ajlm-2516	218	15	to	to	PART
ajlm-2516	218	16	improve	improve	VERB
ajlm-2516	218	17	healthcare	healthcare	NOUN
ajlm-2516	218	18	in	in	ADP
ajlm-2516	218	19	sub	sub	ADJ
ajlm-2516	218	20	-	-	ADJ
ajlm-2516	218	21	saharan	saharan	ADJ
ajlm-2516	218	22	africa	africa	PROPN
ajlm-2516	218	23	:	:	PUNCT
ajlm-2516	218	24	emerging	emerge	VERB
ajlm-2516	218	25	opportunities	opportunity	NOUN
ajlm-2516	218	26	,	,	PUNCT
ajlm-2516	218	27	trends	trend	NOUN
ajlm-2516	218	28	and	and	CCONJ
ajlm-2516	218	29	implications	implication	NOUN
ajlm-2516	218	30	.	.	PUNCT
ajlm-2516	219	1	tel	tel	NOUN
ajlm-2516	219	2	info	info	PROPN
ajlm-2516	219	3	rep	rep	PROPN
ajlm-2516	219	4	.	.	PROPN
ajlm-2516	219	5	2023;1:100097	2023;1:100097	NUM
ajlm-2516	219	6	.	.	PUNCT
ajlm-2516	220	1	https://doi.org/10.1016/j.teler.2023.100097	https://doi.org/10.1016/j.teler.2023.100097	PROPN
ajlm-2516	220	2	otaigbe	otaigbe	NOUN
ajlm-2516	220	3	i.	i.	NOUN
ajlm-2516	220	4	scaling	scale	VERB
ajlm-2516	220	5	up	up	ADP
ajlm-2516	220	6	artificial	artificial	ADJ
ajlm-2516	220	7	intelligence	intelligence	NOUN
ajlm-2516	220	8	to	to	PART
ajlm-2516	220	9	curb	curb	VERB
ajlm-2516	220	10	infectious	infectious	ADJ
ajlm-2516	220	11	diseases	disease	NOUN
ajlm-2516	220	12	in	in	ADP
ajlm-2516	220	13	africa	africa	PROPN
ajlm-2516	220	14	.	.	PUNCT
ajlm-2516	221	1	front	front	ADJ
ajlm-2516	221	2	digit	digit	NOUN
ajlm-2516	221	3	health	health	NOUN
ajlm-2516	221	4	.	.	PUNCT
ajlm-2516	222	1	2022;4:1030427	2022;4:1030427	NOUN
ajlm-2516	222	2	.	.	PUNCT
ajlm-2516	223	1	https://doi.org/10.3389/fdgth.2022.1030427	https://doi.org/10.3389/fdgth.2022.1030427	PROPN
ajlm-2516	223	2	nkiruka	nkiruka	PROPN
ajlm-2516	223	3	o	o	NOUN
ajlm-2516	223	4	,	,	PUNCT
ajlm-2516	223	5	prasad	prasad	PROPN
ajlm-2516	223	6	r	r	PROPN
ajlm-2516	223	7	,	,	PUNCT
ajlm-2516	223	8	clement	clement	NOUN
ajlm-2516	223	9	o.	o.	PROPN
ajlm-2516	223	10	prediction	prediction	NOUN
ajlm-2516	223	11	of	of	ADP
ajlm-2516	223	12	malaria	malaria	NOUN
ajlm-2516	223	13	incidence	incidence	NOUN
ajlm-2516	223	14	using	use	VERB
ajlm-2516	223	15	climate	climate	NOUN
ajlm-2516	223	16	variability	variability	NOUN
ajlm-2516	223	17	and	and	CCONJ
ajlm-2516	223	18	machine	machine	NOUN
ajlm-2516	223	19	learning	learning	NOUN
ajlm-2516	223	20	.	.	PUNCT
ajlm-2516	224	1	inform	inform	VERB
ajlm-2516	224	2	med	me	VERB
ajlm-2516	224	3	unlocked	unlocked	ADJ
ajlm-2516	224	4	.	.	PUNCT
ajlm-2516	225	1	2021;22:100508	2021;22:100508	NUM
ajlm-2516	225	2	.	.	PUNCT
ajlm-2516	226	1	https://doi.org/10.1016/j.imu.2020.100508	https://doi.org/10.1016/j.imu.2020.100508	PROPN
ajlm-2516	226	2	yadav	yadav	PROPN
ajlm-2516	226	3	an	an	PROPN
ajlm-2516	226	4	.	.	PUNCT
ajlm-2516	226	5	beneficial	beneficial	ADJ
ajlm-2516	226	6	plant	plant	NOUN
ajlm-2516	226	7	-	-	PUNCT
ajlm-2516	226	8	microbe	microbe	NOUN
ajlm-2516	226	9	interactions	interaction	NOUN
ajlm-2516	226	10	for	for	ADP
ajlm-2516	226	11	agricultural	agricultural	ADJ
ajlm-2516	226	12	sustainability	sustainability	NOUN
ajlm-2516	226	13	.	.	PUNCT
ajlm-2516	227	1	j	j	PROPN
ajlm-2516	227	2	appl	appl	PROPN
ajlm-2516	227	3	biol	biol	PROPN
ajlm-2516	227	4	biotechnol	biotechnol	NOUN
ajlm-2516	227	5	.	.	PUNCT
ajlm-2516	228	1	2021;9(1):i	2021;9(1):i	NUM
ajlm-2516	228	2	–	–	PUNCT
ajlm-2516	228	3	iv	iv	NUM
ajlm-2516	228	4	.	.	PUNCT
ajlm-2516	229	1	https://doi.org/10.7324/jabb.2021.91ed	https://doi.org/10.7324/jabb.2021.91ed	PROPN
ajlm-2516	229	2	onu	onu	PROPN
ajlm-2516	229	3	ce	ce	PROPN
ajlm-2516	229	4	,	,	PUNCT
ajlm-2516	229	5	igbokwe	igbokwe	ADJ
ajlm-2516	229	6	pk	pk	NOUN
ajlm-2516	229	7	,	,	PUNCT
ajlm-2516	229	8	nwabanne	nwabanne	PROPN
ajlm-2516	229	9	jt	jt	PROPN
ajlm-2516	229	10	,	,	PUNCT
ajlm-2516	229	11	nwajinka	nwajinka	PROPN
ajlm-2516	229	12	co	co	PROPN
ajlm-2516	229	13	,	,	PUNCT
ajlm-2516	229	14	ohale	ohale	PROPN
ajlm-2516	229	15	pe	pe	PROPN
ajlm-2516	229	16	.	.	PUNCT
ajlm-2516	229	17	evaluation	evaluation	NOUN
ajlm-2516	229	18	of	of	ADP
ajlm-2516	229	19	optimization	optimization	NOUN
ajlm-2516	229	20	techniques	technique	NOUN
ajlm-2516	229	21	in	in	ADP
ajlm-2516	229	22	predicting	predict	VERB
ajlm-2516	229	23	optimum	optimum	ADJ
ajlm-2516	229	24	moisture	moisture	NOUN
ajlm-2516	229	25	content	content	NOUN
ajlm-2516	229	26	reduction	reduction	NOUN
ajlm-2516	229	27	in	in	ADP
ajlm-2516	229	28	drying	dry	VERB
ajlm-2516	229	29	potato	potato	NOUN
ajlm-2516	229	30	slices	slice	NOUN
ajlm-2516	229	31	.	.	PUNCT
ajlm-2516	230	1	art	art	NOUN
ajlm-2516	230	2	intel	intel	PROPN
ajlm-2516	230	3	agri	agri	NOUN
ajlm-2516	230	4	.	.	PUNCT
ajlm-2516	231	1	2020;1(4):39–47	2020;1(4):39–47	NUM
ajlm-2516	231	2	.	.	PUNCT
ajlm-2516	232	1	https://doi.org/10.1016/j.aiia.2020.04.001	https://doi.org/10.1016/j.aiia.2020.04.001	PROPN
ajlm-2516	232	2	etori	etori	PROPN
ajlm-2516	232	3	n	n	CCONJ
ajlm-2516	232	4	,	,	PUNCT
ajlm-2516	232	5	temesgen	temesgen	NOUN
ajlm-2516	232	6	e	e	NOUN
ajlm-2516	232	7	,	,	PUNCT
ajlm-2516	232	8	gini	gini	PROPN
ajlm-2516	232	9	m.	m.	NOUN
ajlm-2516	232	10	what	what	PRON
ajlm-2516	232	11	we	we	PRON
ajlm-2516	232	12	know	know	VERB
ajlm-2516	232	13	so	so	ADV
ajlm-2516	232	14	far	far	ADV
ajlm-2516	232	15	:	:	PUNCT
ajlm-2516	232	16	artificial	artificial	ADJ
ajlm-2516	232	17	intelligence	intelligence	NOUN
ajlm-2516	232	18	in	in	ADP
ajlm-2516	232	19	african	african	ADJ
ajlm-2516	232	20	healthcare	healthcare	PROPN
ajlm-2516	232	21	.	.	PUNCT
ajlm-2516	233	1	2023	2023	NUM
ajlm-2516	233	2	.	.	PUNCT
ajlm-2516	234	1	[	[	X
ajlm-2516	234	2	cited	cite	VERB
ajlm-2516	234	3	2024	2024	NUM
ajlm-2516	234	4	may	may	AUX
ajlm-2516	234	5	10	10	NUM
ajlm-2516	234	6	]	]	PUNCT
ajlm-2516	234	7	.	.	PUNCT
ajlm-2516	235	1	available	available	ADJ
ajlm-2516	235	2	from	from	ADP
ajlm-2516	235	3	:	:	PUNCT
ajlm-2516	235	4	arxiv	arxiv	PROPN
ajlm-2516	235	5	preprint	preprint	NOUN
ajlm-2516	235	6	arxiv:2305.18302	arxiv:2305.18302	PROPN
ajlm-2516	235	7	zuhair	zuhair	PROPN
ajlm-2516	235	8	v	v	PROPN
ajlm-2516	235	9	,	,	PUNCT
ajlm-2516	235	10	babar	babar	PROPN
ajlm-2516	235	11	a	a	PROPN
ajlm-2516	235	12	,	,	PUNCT
ajlm-2516	235	13	ali	ali	PROPN
ajlm-2516	235	14	r	r	PROPN
ajlm-2516	235	15	,	,	PUNCT
ajlm-2516	235	16	et	et	PROPN
ajlm-2516	235	17	al	al	PROPN
ajlm-2516	235	18	.	.	PUNCT
ajlm-2516	236	1	exploring	explore	VERB
ajlm-2516	236	2	the	the	DET
ajlm-2516	236	3	impact	impact	NOUN
ajlm-2516	236	4	of	of	ADP
ajlm-2516	236	5	artificial	artificial	ADJ
ajlm-2516	236	6	intelligence	intelligence	NOUN
ajlm-2516	236	7	on	on	ADP
ajlm-2516	236	8	global	global	ADJ
ajlm-2516	236	9	health	health	NOUN
ajlm-2516	236	10	and	and	CCONJ
ajlm-2516	236	11	enhancing	enhance	VERB
ajlm-2516	236	12	healthcare	healthcare	NOUN
ajlm-2516	236	13	in	in	ADP
ajlm-2516	236	14	developing	develop	VERB
ajlm-2516	236	15	nations	nation	NOUN
ajlm-2516	236	16	.	.	PUNCT
ajlm-2516	237	1	j	j	PROPN
ajlm-2516	237	2	prim	prim	PROPN
ajlm-2516	237	3	care	care	PROPN
ajlm-2516	237	4	community	community	NOUN
ajlm-2516	237	5	health	health	NOUN
ajlm-2516	237	6	.	.	PUNCT
ajlm-2516	238	1	2024;15:21501319241245847	2024;15:21501319241245847	NUM
ajlm-2516	238	2	.	.	PUNCT
ajlm-2516	239	1	https://doi.org/10.1177/21501319241245847	https://doi.org/10.1177/21501319241245847	PROPN
ajlm-2516	239	2	niohuru	niohuru	PROPN
ajlm-2516	239	3	i.	i.	NOUN
ajlm-2516	239	4	disease	disease	PROPN
ajlm-2516	239	5	burden	burden	NOUN
ajlm-2516	239	6	and	and	CCONJ
ajlm-2516	239	7	mortality	mortality	NOUN
ajlm-2516	239	8	.	.	PUNCT
ajlm-2516	240	1	in	in	ADP
ajlm-2516	240	2	:	:	PUNCT
ajlm-2516	240	3	klimowich	klimowich	ADJ
ajlm-2516	240	4	l	l	NOUN
ajlm-2516	240	5	,	,	PUNCT
ajlm-2516	240	6	editor	editor	NOUN
ajlm-2516	240	7	.	.	PUNCT
ajlm-2516	241	1	healthcare	healthcare	PROPN
ajlm-2516	241	2	and	and	CCONJ
ajlm-2516	241	3	disease	disease	NOUN
ajlm-2516	241	4	burden	burden	NOUN
ajlm-2516	241	5	in	in	ADP
ajlm-2516	241	6	africa	africa	PROPN
ajlm-2516	241	7	.	.	PUNCT
ajlm-2516	242	1	briefs	brief	NOUN
ajlm-2516	242	2	in	in	ADP
ajlm-2516	242	3	economics	economic	NOUN
ajlm-2516	242	4	.	.	PUNCT
ajlm-2516	243	1	cham	cham	PROPN
ajlm-2516	243	2	:	:	PUNCT
ajlm-2516	243	3	springer	springer	NOUN
ajlm-2516	243	4	,	,	PUNCT
ajlm-2516	243	5	2023	2023	NUM
ajlm-2516	243	6	;	;	PUNCT
ajlm-2516	243	7	p.	p.	NOUN
ajlm-2516	243	8	35–58	35–58	NUM
ajlm-2516	243	9	.	.	PUNCT
ajlm-2516	244	1	world	world	PROPN
ajlm-2516	244	2	health	health	PROPN
ajlm-2516	244	3	organization	organization	NOUN
ajlm-2516	244	4	(	(	PUNCT
ajlm-2516	244	5	who	who	PRON
ajlm-2516	244	6	)	)	PUNCT
ajlm-2516	244	7	.	.	PUNCT
ajlm-2516	245	1	communicable	communicable	NOUN
ajlm-2516	245	2	and	and	CCONJ
ajlm-2516	245	3	non	non	ADJ
ajlm-2516	245	4	-	-	ADJ
ajlm-2516	245	5	communicable	communicable	ADJ
ajlm-2516	245	6	diseases	disease	NOUN
ajlm-2516	245	7	in	in	ADP
ajlm-2516	245	8	africa	africa	PROPN
ajlm-2516	245	9	,	,	PUNCT
ajlm-2516	245	10	2021/22	2021/22	NUM
ajlm-2516	246	1	[	[	X
ajlm-2516	246	2	homepage	homepage	NOUN
ajlm-2516	246	3	on	on	ADP
ajlm-2516	246	4	the	the	DET
ajlm-2516	246	5	internet	internet	NOUN
ajlm-2516	246	6	]	]	PUNCT
ajlm-2516	246	7	.	.	PUNCT
ajlm-2516	247	1	[	[	X
ajlm-2516	247	2	cited	cite	VERB
ajlm-2516	247	3	2024	2024	NUM
ajlm-2516	247	4	jul	jul	NOUN
ajlm-2516	247	5	26	26	NUM
ajlm-2516	247	6	]	]	PUNCT
ajlm-2516	247	7	.	.	PUNCT
ajlm-2516	248	1	available	available	ADJ
ajlm-2516	248	2	from	from	ADP
ajlm-2516	248	3	:	:	PUNCT
ajlm-2516	248	4	https://www.afro.who.int/publications/communicable-and-non-communicable-diseases-africa-202122	https://www.afro.who.int/publications/communicable-and-non-communicable-diseases-africa-202122	PROPN
ajlm-2516	248	5	oronti	oronti	PROPN
ajlm-2516	248	6	ib	ib	PROPN
ajlm-2516	248	7	,	,	PUNCT
ajlm-2516	248	8	iadanza	iadanza	ADJ
ajlm-2516	248	9	e	e	NOUN
ajlm-2516	248	10	,	,	PUNCT
ajlm-2516	248	11	pecchia	pecchia	VERB
ajlm-2516	248	12	l.	l.	PROPN
ajlm-2516	248	13	hypertension	hypertension	PROPN
ajlm-2516	248	14	diagnosis	diagnosis	NOUN
ajlm-2516	248	15	and	and	CCONJ
ajlm-2516	248	16	management	management	NOUN
ajlm-2516	248	17	in	in	ADP
ajlm-2516	248	18	africa	africa	PROPN
ajlm-2516	248	19	using	use	VERB
ajlm-2516	248	20	mobile	mobile	ADJ
ajlm-2516	248	21	phones	phone	NOUN
ajlm-2516	248	22	:	:	PUNCT
ajlm-2516	248	23	a	a	DET
ajlm-2516	248	24	scoping	scope	VERB
ajlm-2516	248	25	review	review	NOUN
ajlm-2516	248	26	.	.	PUNCT
ajlm-2516	249	1	ieee	ieee	PROPN
ajlm-2516	249	2	rev	rev	PROPN
ajlm-2516	249	3	biomed	biome	VERB
ajlm-2516	249	4	eng	eng	PROPN
ajlm-2516	249	5	.	.	PUNCT
ajlm-2516	250	1	2024;7:197–211	2024;7:197–211	PROPN
ajlm-2516	250	2	.	.	PUNCT
ajlm-2516	251	1	https://doi.org/10.1109/rbme.2022.3186828	https://doi.org/10.1109/rbme.2022.3186828	PROPN
ajlm-2516	251	2	iibeneme	iibeneme	NOUN
ajlm-2516	251	3	s	s	PART
ajlm-2516	251	4	,	,	PUNCT
ajlm-2516	251	5	ongom	ongom	ADP
ajlm-2516	251	6	m	m	PROPN
ajlm-2516	251	7	,	,	PUNCT
ajlm-2516	251	8	ukor	ukor	PROPN
ajlm-2516	251	9	n	n	CCONJ
ajlm-2516	251	10	,	,	PUNCT
ajlm-2516	251	11	okeibunor	okeibunor	NOUN
ajlm-2516	251	12	j.	j.	PROPN
ajlm-2516	251	13	realigning	realign	VERB
ajlm-2516	251	14	health	health	NOUN
ajlm-2516	251	15	systems	system	NOUN
ajlm-2516	251	16	strategies	strategy	NOUN
ajlm-2516	251	17	and	and	CCONJ
ajlm-2516	251	18	approaches	approach	NOUN
ajlm-2516	251	19	;	;	PUNCT
ajlm-2516	251	20	what	what	PRON
ajlm-2516	251	21	should	should	AUX
ajlm-2516	251	22	african	african	ADJ
ajlm-2516	251	23	countries	country	NOUN
ajlm-2516	251	24	do	do	VERB
ajlm-2516	251	25	to	to	PART
ajlm-2516	251	26	strengthen	strengthen	VERB
ajlm-2516	251	27	health	health	NOUN
ajlm-2516	251	28	systems	system	NOUN
ajlm-2516	251	29	for	for	ADP
ajlm-2516	251	30	the	the	DET
ajlm-2516	251	31	sustainable	sustainable	ADJ
ajlm-2516	251	32	development	development	NOUN
ajlm-2516	251	33	goals	goal	NOUN
ajlm-2516	251	34	?	?	PUNCT
ajlm-2516	252	1	front	front	ADJ
ajlm-2516	252	2	public	public	ADJ
ajlm-2516	252	3	health	health	NOUN
ajlm-2516	252	4	.	.	PUNCT
ajlm-2516	253	1	2020;8:372	2020;8:372	NUM
ajlm-2516	253	2	.	.	PUNCT
ajlm-2516	254	1	https://doi.org/10.3389/fpubh.2020.00372	https://doi.org/10.3389/fpubh.2020.00372	PROPN
ajlm-2516	254	2	page	page	NOUN
ajlm-2516	254	3	mj	mj	PROPN
ajlm-2516	254	4	,	,	PUNCT
ajlm-2516	254	5	mckenzie	mckenzie	PROPN
ajlm-2516	254	6	je	je	PROPN
ajlm-2516	254	7	,	,	PUNCT
ajlm-2516	254	8	bossuyt	bossuyt	NOUN
ajlm-2516	254	9	pm	pm	NOUN
ajlm-2516	254	10	,	,	PUNCT
ajlm-2516	254	11	et	et	PROPN
ajlm-2516	254	12	al	al	PROPN
ajlm-2516	254	13	.	.	PUNCT
ajlm-2516	255	1	the	the	DET
ajlm-2516	255	2	prisma	prisma	PROPN
ajlm-2516	255	3	2020	2020	NUM
ajlm-2516	255	4	statement	statement	NOUN
ajlm-2516	255	5	:	:	PUNCT
ajlm-2516	255	6	an	an	DET
ajlm-2516	255	7	updated	update	VERB
ajlm-2516	255	8	guideline	guideline	NOUN
ajlm-2516	255	9	for	for	ADP
ajlm-2516	255	10	reporting	report	VERB
ajlm-2516	255	11	systematic	systematic	ADJ
ajlm-2516	255	12	reviews	review	NOUN
ajlm-2516	255	13	.	.	PUNCT
ajlm-2516	256	1	bmj	bmj	PROPN
ajlm-2516	256	2	.	.	PUNCT
ajlm-2516	257	1	2021;372	2021;372	NUM
ajlm-2516	257	2	:	:	PUNCT
ajlm-2516	257	3	n71	n71	ADJ
ajlm-2516	257	4	.	.	PUNCT
ajlm-2516	258	1	https://doi.org/10.1136/bmj.n71	https://doi.org/10.1136/bmj.n71	PROPN
ajlm-2516	258	2	michalakeas	michalakea	NOUN
ajlm-2516	258	3	c	c	NOUN
ajlm-2516	258	4	,	,	PUNCT
ajlm-2516	258	5	katsi	katsi	PROPN
ajlm-2516	258	6	v	v	PROPN
ajlm-2516	258	7	,	,	PUNCT
ajlm-2516	258	8	soulaidopoulos	soulaidopoulos	PROPN
ajlm-2516	258	9	s	s	PROPN
ajlm-2516	258	10	,	,	PUNCT
ajlm-2516	258	11	et	et	PROPN
ajlm-2516	258	12	al	al	PROPN
ajlm-2516	258	13	.	.	PUNCT
ajlm-2516	259	1	mobile	mobile	ADJ
ajlm-2516	259	2	phones	phone	NOUN
ajlm-2516	259	3	and	and	CCONJ
ajlm-2516	259	4	applications	application	NOUN
ajlm-2516	259	5	in	in	ADP
ajlm-2516	259	6	the	the	DET
ajlm-2516	259	7	management	management	NOUN
ajlm-2516	259	8	of	of	ADP
ajlm-2516	259	9	patients	patient	NOUN
ajlm-2516	259	10	with	with	ADP
ajlm-2516	259	11	arterial	arterial	ADJ
ajlm-2516	259	12	hypertension	hypertension	NOUN
ajlm-2516	259	13	.	.	PUNCT
ajlm-2516	260	1	am	be	AUX
ajlm-2516	260	2	j	j	PROPN
ajlm-2516	260	3	cardiovasc	cardiovasc	PROPN
ajlm-2516	260	4	dis	dis	PROPN
ajlm-2516	260	5	.	.	PUNCT
ajlm-2516	261	1	2020;10(4):419–431	2020;10(4):419–431	X
ajlm-2516	261	2	.	.	PUNCT
ajlm-2516	262	1	stokes	stokes	PROPN
ajlm-2516	262	2	k	k	PROPN
ajlm-2516	262	3	,	,	PUNCT
ajlm-2516	262	4	oronti	oronti	PROPN
ajlm-2516	262	5	b	b	PROPN
ajlm-2516	262	6	,	,	PUNCT
ajlm-2516	262	7	cappuccio	cappuccio	PROPN
ajlm-2516	262	8	fp	fp	PROPN
ajlm-2516	262	9	,	,	PUNCT
ajlm-2516	262	10	et	et	PROPN
ajlm-2516	262	11	al	al	PROPN
ajlm-2516	262	12	.	.	PUNCT
ajlm-2516	262	13	use	use	NOUN
ajlm-2516	262	14	of	of	ADP
ajlm-2516	262	15	technology	technology	NOUN
ajlm-2516	262	16	to	to	PART
ajlm-2516	262	17	prevent	prevent	VERB
ajlm-2516	262	18	,	,	PUNCT
ajlm-2516	262	19	detect	detect	NOUN
ajlm-2516	262	20	,	,	PUNCT
ajlm-2516	262	21	manage	manage	VERB
ajlm-2516	262	22	and	and	CCONJ
ajlm-2516	262	23	control	control	NOUN
ajlm-2516	262	24	hypertension	hypertension	NOUN
ajlm-2516	262	25	in	in	ADP
ajlm-2516	262	26	sub	sub	ADJ
ajlm-2516	262	27	-	-	ADJ
ajlm-2516	262	28	saharan	saharan	ADJ
ajlm-2516	262	29	africa	africa	PROPN
ajlm-2516	262	30	:	:	PUNCT
ajlm-2516	262	31	a	a	DET
ajlm-2516	262	32	systematic	systematic	ADJ
ajlm-2516	262	33	review	review	NOUN
ajlm-2516	262	34	.	.	PUNCT
ajlm-2516	263	1	bmj	bmj	PROPN
ajlm-2516	263	2	open	open	ADJ
ajlm-2516	263	3	.	.	PUNCT
ajlm-2516	264	1	2022;12(4):e058840	2022;12(4):e058840	X
ajlm-2516	264	2	.	.	PUNCT
ajlm-2516	265	1	https://doi.org/10.1136/bmjopen-2021-058840	https://doi.org/10.1136/bmjopen-2021-058840	PROPN
ajlm-2516	265	2	bobrow	bobrow	VERB
ajlm-2516	265	3	k	k	PROPN
ajlm-2516	265	4	,	,	PUNCT
ajlm-2516	265	5	brennan	brennan	PROPN
ajlm-2516	265	6	t	t	PROPN
ajlm-2516	265	7	,	,	PUNCT
ajlm-2516	265	8	springer	springer	NOUN
ajlm-2516	265	9	d	d	PROPN
ajlm-2516	265	10	,	,	PUNCT
ajlm-2516	265	11	et	et	PROPN
ajlm-2516	265	12	al	al	PROPN
ajlm-2516	265	13	.	.	PROPN
ajlm-2516	266	1	efficacy	efficacy	NOUN
ajlm-2516	266	2	of	of	ADP
ajlm-2516	266	3	a	a	DET
ajlm-2516	266	4	text	text	NOUN
ajlm-2516	266	5	messaging	messaging	NOUN
ajlm-2516	266	6	(	(	PUNCT
ajlm-2516	266	7	sms	sms	PROPN
ajlm-2516	266	8	)	)	PUNCT
ajlm-2516	266	9	based	base	VERB
ajlm-2516	266	10	intervention	intervention	NOUN
ajlm-2516	266	11	for	for	ADP
ajlm-2516	266	12	adults	adult	NOUN
ajlm-2516	266	13	with	with	ADP
ajlm-2516	266	14	hypertension	hypertension	NOUN
ajlm-2516	266	15	:	:	PUNCT
ajlm-2516	266	16	protocol	protocol	NOUN
ajlm-2516	266	17	for	for	ADP
ajlm-2516	266	18	the	the	DET
ajlm-2516	266	19	star	star	NOUN
ajlm-2516	266	20	(	(	PUNCT
ajlm-2516	266	21	sms	sms	NOUN
ajlm-2516	266	22	text	text	NOUN
ajlm-2516	266	23	-	-	PUNCT
ajlm-2516	266	24	message	message	NOUN
ajlm-2516	266	25	adherence	adherence	NOUN
ajlm-2516	266	26	support	support	NOUN
ajlm-2516	266	27	trial	trial	NOUN
ajlm-2516	266	28	)	)	PUNCT
ajlm-2516	266	29	randomised	randomise	VERB
ajlm-2516	266	30	controlled	control	VERB
ajlm-2516	266	31	trial	trial	NOUN
ajlm-2516	266	32	.	.	PUNCT
ajlm-2516	267	1	bmc	bmc	ADJ
ajlm-2516	267	2	public	public	ADJ
ajlm-2516	267	3	health	health	NOUN
ajlm-2516	267	4	.	.	PUNCT
ajlm-2516	268	1	2014;14:28	2014;14:28	NUM
ajlm-2516	268	2	.	.	PUNCT
ajlm-2516	269	1	https://doi.org/10.1186/1471-2458-14-28	https://doi.org/10.1186/1471-2458-14-28	PROPN
ajlm-2516	269	2	sarfo	sarfo	PROPN
ajlm-2516	269	3	fs	fs	PROPN
ajlm-2516	269	4	,	,	PUNCT
ajlm-2516	269	5	treiber	treiber	PROPN
ajlm-2516	269	6	f	f	PROPN
ajlm-2516	269	7	,	,	PUNCT
ajlm-2516	269	8	gebregziabher	gebregziabher	NOUN
ajlm-2516	269	9	m	m	PROPN
ajlm-2516	269	10	,	,	PUNCT
ajlm-2516	269	11	et	et	PROPN
ajlm-2516	269	12	al	al	PROPN
ajlm-2516	269	13	.	.	PUNCT
ajlm-2516	269	14	phone	phone	NOUN
ajlm-2516	269	15	-	-	PUNCT
ajlm-2516	269	16	based	base	VERB
ajlm-2516	269	17	intervention	intervention	NOUN
ajlm-2516	269	18	for	for	ADP
ajlm-2516	269	19	blood	blood	NOUN
ajlm-2516	269	20	pressure	pressure	NOUN
ajlm-2516	269	21	control	control	NOUN
ajlm-2516	269	22	among	among	ADP
ajlm-2516	269	23	ghanaian	ghanaian	ADJ
ajlm-2516	269	24	stroke	stroke	NOUN
ajlm-2516	269	25	survivors	survivor	NOUN
ajlm-2516	269	26	:	:	PUNCT
ajlm-2516	269	27	a	a	DET
ajlm-2516	269	28	pilot	pilot	NOUN
ajlm-2516	269	29	randomized	randomize	VERB
ajlm-2516	269	30	controlled	control	VERB
ajlm-2516	269	31	trial	trial	NOUN
ajlm-2516	269	32	.	.	PUNCT
ajlm-2516	270	1	int	int	NOUN
ajlm-2516	270	2	j	j	PROPN
ajlm-2516	270	3	stroke	stroke	NOUN
ajlm-2516	270	4	.	.	PUNCT
ajlm-2516	271	1	2019;4(6):630–638	2019;4(6):630–638	NUM
ajlm-2516	271	2	.	.	PUNCT
ajlm-2516	271	3	https://doi.org/10.1177/1747493018816423	https://doi.org/10.1177/1747493018816423	X
ajlm-2516	271	4	ezzat	ezzat	ADJ
ajlm-2516	271	5	a	a	PRON
ajlm-2516	271	6	,	,	PUNCT
ajlm-2516	271	7	omer	omer	PROPN
ajlm-2516	271	8	o	o	PROPN
ajlm-2516	271	9	,	,	PUNCT
ajlm-2516	271	10	mohamed	mohamed	PROPN
ajlm-2516	271	11	u	u	PROPN
ajlm-2516	271	12	,	,	PUNCT
ajlm-2516	271	13	mubarak	mubarak	PROPN
ajlm-2516	271	14	a.	a.	NOUN
ajlm-2516	271	15	blood	blood	NOUN
ajlm-2516	271	16	pressure	pressure	NOUN
ajlm-2516	271	17	estimation	estimation	NOUN
ajlm-2516	271	18	from	from	ADP
ajlm-2516	271	19	photoplethysmogram	photoplethysmogram	PROPN
ajlm-2516	271	20	using	use	VERB
ajlm-2516	271	21	hybrid	hybrid	ADJ
ajlm-2516	271	22	bidirectional	bidirectional	ADJ
ajlm-2516	271	23	long	long	ADJ
ajlm-2516	271	24	short	short	ADJ
ajlm-2516	271	25	-	-	PUNCT
ajlm-2516	271	26	term	term	NOUN
ajlm-2516	271	27	memory	memory	NOUN
ajlm-2516	271	28	and	and	CCONJ
ajlm-2516	271	29	convolutional	convolutional	ADJ
ajlm-2516	271	30	neural	neural	ADJ
ajlm-2516	271	31	network	network	NOUN
ajlm-2516	271	32	architecture	architecture	NOUN
ajlm-2516	271	33	.	.	PUNCT
ajlm-2516	272	1	trait	trait	NOUN
ajlm-2516	272	2	signal	signal	NOUN
ajlm-2516	272	3	.	.	PUNCT
ajlm-2516	273	1	2023;40:2443–2453	2023;40:2443–2453	NUM
ajlm-2516	273	2	.	.	PUNCT
ajlm-2516	273	3	https://doi.org/10.18280/ts.400610	https://doi.org/10.18280/ts.400610	PROPN
ajlm-2516	273	4	hesse	hesse	PROPN
ajlm-2516	273	5	r	r	PROPN
ajlm-2516	273	6	,	,	PUNCT
ajlm-2516	273	7	raal	raal	NOUN
ajlm-2516	273	8	fj	fj	PROPN
ajlm-2516	273	9	,	,	PUNCT
ajlm-2516	273	10	blom	blom	NOUN
ajlm-2516	273	11	dj	dj	PROPN
ajlm-2516	273	12	,	,	PUNCT
ajlm-2516	273	13	george	george	PROPN
ajlm-2516	273	14	ja	ja	PROPN
ajlm-2516	273	15	.	.	PUNCT
ajlm-2516	273	16	familial	familial	ADJ
ajlm-2516	273	17	hypercholesterolemia	hypercholesterolemia	NOUN
ajlm-2516	273	18	identification	identification	NOUN
ajlm-2516	273	19	by	by	ADP
ajlm-2516	273	20	machine	machine	NOUN
ajlm-2516	273	21	learning	learning	NOUN
ajlm-2516	273	22	using	use	VERB
ajlm-2516	273	23	lipid	lipid	NOUN
ajlm-2516	273	24	profile	profile	NOUN
ajlm-2516	273	25	data	datum	NOUN
ajlm-2516	273	26	performs	perform	VERB
ajlm-2516	273	27	as	as	ADV
ajlm-2516	273	28	well	well	ADV
ajlm-2516	273	29	as	as	ADP
ajlm-2516	273	30	clinical	clinical	ADJ
ajlm-2516	273	31	diagnostic	diagnostic	ADJ
ajlm-2516	273	32	criteria	criterion	NOUN
ajlm-2516	273	33	.	.	PUNCT
ajlm-2516	274	1	circ	circ	PROPN
ajlm-2516	274	2	genom	genom	PROPN
ajlm-2516	274	3	precis	precis	PROPN
ajlm-2516	274	4	med	me	VERB
ajlm-2516	274	5	.	.	PUNCT
ajlm-2516	275	1	2022;15(5):e003324	2022;15(5):e003324	X
ajlm-2516	275	2	.	.	X
ajlm-2516	276	1	https://doi.org/10.1161/circgen.121.003324	https://doi.org/10.1161/circgen.121.003324	ADJ
ajlm-2516	276	2	abdelgaber	abdelgaber	PROPN
ajlm-2516	276	3	km	km	PROPN
ajlm-2516	276	4	,	,	PUNCT
ajlm-2516	276	5	salah	salah	PROPN
ajlm-2516	276	6	m	m	PROPN
ajlm-2516	276	7	,	,	PUNCT
ajlm-2516	276	8	omer	omer	PROPN
ajlm-2516	276	9	oa	oa	PROPN
ajlm-2516	276	10	,	,	PUNCT
ajlm-2516	276	11	farghal	farghal	PROPN
ajlm-2516	276	12	aea	aea	PROPN
ajlm-2516	276	13	,	,	PUNCT
ajlm-2516	276	14	mubarak	mubarak	PROPN
ajlm-2516	276	15	as	as	ADP
ajlm-2516	276	16	.	.	PUNCT
ajlm-2516	276	17	subject	subject	NOUN
ajlm-2516	276	18	-	-	PUNCT
ajlm-2516	276	19	independent	independent	NOUN
ajlm-2516	276	20	per	per	ADP
ajlm-2516	276	21	beat	beat	NOUN
ajlm-2516	276	22	ppg	ppg	NOUN
ajlm-2516	276	23	to	to	ADP
ajlm-2516	276	24	single	single	ADJ
ajlm-2516	276	25	-	-	PUNCT
ajlm-2516	276	26	lead	lead	NOUN
ajlm-2516	276	27	ecg	ecg	PROPN
ajlm-2516	276	28	mapping	mapping	NOUN
ajlm-2516	276	29	.	.	PUNCT
ajlm-2516	277	1	information	information	NOUN
ajlm-2516	277	2	.	.	PUNCT
ajlm-2516	278	1	2023;14(7):377	2023;14(7):377	X
ajlm-2516	278	2	.	.	PUNCT
ajlm-2516	278	3	https://doi.org/10.3390/info14070377	https://doi.org/10.3390/info14070377	PROPN
ajlm-2516	278	4	opoku	opoku	PROPN
ajlm-2516	278	5	d	d	PROPN
ajlm-2516	278	6	,	,	PUNCT
ajlm-2516	278	7	stephani	stephani	PROPN
ajlm-2516	278	8	v	v	PROPN
ajlm-2516	278	9	,	,	PUNCT
ajlm-2516	278	10	quentin	quentin	PROPN
ajlm-2516	278	11	w.	w.	PROPN
ajlm-2516	278	12	a	a	DET
ajlm-2516	278	13	realist	realist	ADJ
ajlm-2516	278	14	review	review	NOUN
ajlm-2516	278	15	of	of	ADP
ajlm-2516	278	16	mobile	mobile	ADJ
ajlm-2516	278	17	phone	phone	NOUN
ajlm-2516	278	18	-	-	PUNCT
ajlm-2516	278	19	based	base	VERB
ajlm-2516	278	20	health	health	NOUN
ajlm-2516	278	21	interventions	intervention	NOUN
ajlm-2516	278	22	for	for	ADP
ajlm-2516	278	23	non	non	ADJ
ajlm-2516	278	24	-	-	ADJ
ajlm-2516	278	25	communicable	communicable	ADJ
ajlm-2516	278	26	disease	disease	NOUN
ajlm-2516	278	27	management	management	NOUN
ajlm-2516	278	28	in	in	ADP
ajlm-2516	278	29	sub	sub	ADJ
ajlm-2516	278	30	-	-	ADJ
ajlm-2516	278	31	saharan	saharan	ADJ
ajlm-2516	278	32	africa	africa	PROPN
ajlm-2516	278	33	.	.	PUNCT
ajlm-2516	279	1	bmc	bmc	PROPN
ajlm-2516	279	2	med	med	PROPN
ajlm-2516	279	3	.	.	PUNCT
ajlm-2516	280	1	2017;15(1):24	2017;15(1):24	X
ajlm-2516	280	2	.	.	PUNCT
ajlm-2516	281	1	https://doi.org/10.1186/s12916-017-0782-z	https://doi.org/10.1186/s12916-017-0782-z	PROPN
ajlm-2516	281	2	stephani	stephani	PROPN
ajlm-2516	281	3	v	v	PROPN
ajlm-2516	281	4	,	,	PUNCT
ajlm-2516	281	5	opoku	opoku	PROPN
ajlm-2516	281	6	d	d	PROPN
ajlm-2516	281	7	,	,	PUNCT
ajlm-2516	281	8	quentin	quentin	PROPN
ajlm-2516	281	9	wa	wa	PROPN
ajlm-2516	281	10	.	.	PROPN
ajlm-2516	281	11	systematic	systematic	PROPN
ajlm-2516	281	12	review	review	NOUN
ajlm-2516	281	13	of	of	ADP
ajlm-2516	281	14	randomized	randomized	ADJ
ajlm-2516	281	15	controlled	control	VERB
ajlm-2516	281	16	trials	trial	NOUN
ajlm-2516	281	17	of	of	ADP
ajlm-2516	281	18	mhealth	mhealth	NOUN
ajlm-2516	281	19	interventions	intervention	NOUN
ajlm-2516	281	20	against	against	ADP
ajlm-2516	281	21	non	non	ADJ
ajlm-2516	281	22	-	-	ADJ
ajlm-2516	281	23	communicable	communicable	ADJ
ajlm-2516	281	24	diseases	disease	NOUN
ajlm-2516	281	25	in	in	ADP
ajlm-2516	281	26	developing	develop	VERB
ajlm-2516	281	27	countries	country	NOUN
ajlm-2516	281	28	.	.	PUNCT
ajlm-2516	282	1	bmc	bmc	ADJ
ajlm-2516	282	2	public	public	ADJ
ajlm-2516	282	3	health	health	NOUN
ajlm-2516	282	4	.	.	PUNCT
ajlm-2516	283	1	2016;16:572	2016;16:572	X
ajlm-2516	283	2	.	.	X
ajlm-2516	283	3	https://doi.org/10.1186/s12889-016-3226-3	https://doi.org/10.1186/s12889-016-3226-3	NUM
ajlm-2516	283	4	mpanya	mpanya	PROPN
ajlm-2516	283	5	d	d	PROPN
ajlm-2516	283	6	,	,	PUNCT
ajlm-2516	283	7	celik	celik	VERB
ajlm-2516	283	8	t	t	PROPN
ajlm-2516	283	9	,	,	PUNCT
ajlm-2516	283	10	klug	klug	PROPN
ajlm-2516	283	11	e	e	PROPN
ajlm-2516	283	12	,	,	PUNCT
ajlm-2516	283	13	ntsinjana	ntsinjana	PROPN
ajlm-2516	283	14	h.	h.	PROPN
ajlm-2516	283	15	predicting	predict	VERB
ajlm-2516	283	16	in	in	ADP
ajlm-2516	283	17	-	-	PUNCT
ajlm-2516	283	18	hospital	hospital	NOUN
ajlm-2516	283	19	all	all	DET
ajlm-2516	283	20	-	-	PUNCT
ajlm-2516	283	21	cause	cause	NOUN
ajlm-2516	283	22	mortality	mortality	NOUN
ajlm-2516	283	23	in	in	ADP
ajlm-2516	283	24	heart	heart	NOUN
ajlm-2516	283	25	failure	failure	NOUN
ajlm-2516	283	26	using	use	VERB
ajlm-2516	283	27	machine	machine	NOUN
ajlm-2516	283	28	learning	learning	NOUN
ajlm-2516	283	29	.	.	PUNCT
ajlm-2516	284	1	front	front	PROPN
ajlm-2516	284	2	cardiovasc	cardiovasc	PROPN
ajlm-2516	284	3	med	me	VERB
ajlm-2516	284	4	.	.	PUNCT
ajlm-2516	284	5	2023;9:1032524	2023;9:1032524	PROPN
ajlm-2516	284	6	.	.	PUNCT
ajlm-2516	285	1	https://doi.org/10.3389/fcvm.2022.1032524	https://doi.org/10.3389/fcvm.2022.1032524	PROPN
ajlm-2516	285	2	mathenge	mathenge	PROPN
ajlm-2516	285	3	w	w	PROPN
ajlm-2516	285	4	,	,	PUNCT
ajlm-2516	285	5	whitestone	whitestone	PROPN
ajlm-2516	285	6	n	n	CCONJ
ajlm-2516	285	7	,	,	PUNCT
ajlm-2516	285	8	nkurikiye	nkurikiye	PROPN
ajlm-2516	285	9	j	j	PROPN
ajlm-2516	285	10	,	,	PUNCT
ajlm-2516	285	11	et	et	PROPN
ajlm-2516	285	12	al	al	PROPN
ajlm-2516	285	13	.	.	PROPN
ajlm-2516	285	14	impact	impact	NOUN
ajlm-2516	285	15	of	of	ADP
ajlm-2516	285	16	artificial	artificial	ADJ
ajlm-2516	285	17	intelligence	intelligence	NOUN
ajlm-2516	285	18	assessment	assessment	NOUN
ajlm-2516	285	19	of	of	ADP
ajlm-2516	285	20	diabetic	diabetic	ADJ
ajlm-2516	285	21	retinopathy	retinopathy	NOUN
ajlm-2516	285	22	on	on	ADP
ajlm-2516	285	23	referral	referral	ADJ
ajlm-2516	285	24	service	service	NOUN
ajlm-2516	285	25	uptake	uptake	ADJ
ajlm-2516	285	26	in	in	ADP
ajlm-2516	285	27	a	a	DET
ajlm-2516	285	28	low	low	ADJ
ajlm-2516	285	29	-	-	PUNCT
ajlm-2516	285	30	resource	resource	NOUN
ajlm-2516	285	31	setting	setting	NOUN
ajlm-2516	285	32	:	:	PUNCT
ajlm-2516	285	33	the	the	DET
ajlm-2516	285	34	raiders	raider	NOUN
ajlm-2516	285	35	randomized	randomize	VERB
ajlm-2516	285	36	trial	trial	NOUN
ajlm-2516	285	37	.	.	PUNCT
ajlm-2516	286	1	ophthalmol	ophthalmol	PROPN
ajlm-2516	287	1	sci	sci	PROPN
ajlm-2516	287	2	.	.	PUNCT
ajlm-2516	288	1	2022;2(4):100168	2022;2(4):100168	X
ajlm-2516	288	2	.	.	PUNCT
ajlm-2516	288	3	https://doi.org/10.1016/j.xops.2022.100168	https://doi.org/10.1016/j.xops.2022.100168	PROPN
ajlm-2516	288	4	hansen	hansen	PROPN
ajlm-2516	288	5	mb	mb	PROPN
ajlm-2516	288	6	,	,	PUNCT
ajlm-2516	288	7	abràmoff	abràmoff	PROPN
ajlm-2516	288	8	md	md	PROPN
ajlm-2516	288	9	,	,	PUNCT
ajlm-2516	288	10	folk	folk	PROPN
ajlm-2516	288	11	jc	jc	PROPN
ajlm-2516	288	12	,	,	PUNCT
ajlm-2516	288	13	mathenge	mathenge	VERB
ajlm-2516	288	14	w	w	PROPN
ajlm-2516	288	15	,	,	PUNCT
ajlm-2516	288	16	bastawrous	bastawrous	ADJ
ajlm-2516	288	17	a	a	PRON
ajlm-2516	288	18	,	,	PUNCT
ajlm-2516	288	19	peto	peto	NOUN
ajlm-2516	288	20	t.	t.	NOUN
ajlm-2516	288	21	results	result	NOUN
ajlm-2516	288	22	of	of	ADP
ajlm-2516	288	23	automated	automate	VERB
ajlm-2516	288	24	retinal	retinal	ADJ
ajlm-2516	288	25	image	image	NOUN
ajlm-2516	288	26	analysis	analysis	NOUN
ajlm-2516	288	27	for	for	ADP
ajlm-2516	288	28	detection	detection	NOUN
ajlm-2516	288	29	of	of	ADP
ajlm-2516	288	30	diabetic	diabetic	ADJ
ajlm-2516	288	31	retinopathy	retinopathy	NOUN
ajlm-2516	288	32	from	from	ADP
ajlm-2516	288	33	the	the	DET
ajlm-2516	288	34	nakuru	nakuru	PROPN
ajlm-2516	288	35	study	study	NOUN
ajlm-2516	288	36	,	,	PUNCT
ajlm-2516	288	37	kenya	kenya	PROPN
ajlm-2516	288	38	.	.	PUNCT
ajlm-2516	289	1	plos	plos	PROPN
ajlm-2516	289	2	one	one	NUM
ajlm-2516	289	3	.	.	PUNCT
ajlm-2516	290	1	2015;10(10):e0139148	2015;10(10):e0139148	NOUN
ajlm-2516	290	2	.	.	PUNCT
ajlm-2516	291	1	https://doi.org/10.1371/journal.pone.0139148	https://doi.org/10.1371/journal.pone.0139148	PROPN
ajlm-2516	291	2	walle	walle	PROPN
ajlm-2516	291	3	ad	ad	NOUN
ajlm-2516	291	4	,	,	PUNCT
ajlm-2516	291	5	ferede	ferede	PROPN
ajlm-2516	291	6	ta	ta	PROPN
ajlm-2516	291	7	,	,	PUNCT
ajlm-2516	291	8	shibabaw	shibabaw	VERB
ajlm-2516	291	9	aa	aa	NOUN
ajlm-2516	291	10	,	,	PUNCT
ajlm-2516	291	11	et	et	PROPN
ajlm-2516	291	12	al	al	PROPN
ajlm-2516	291	13	.	.	PROPN
ajlm-2516	291	14	willingness	willingness	NOUN
ajlm-2516	291	15	of	of	ADP
ajlm-2516	291	16	diabetes	diabetes	NOUN
ajlm-2516	291	17	mellitus	mellitus	NOUN
ajlm-2516	291	18	patients	patient	NOUN
ajlm-2516	291	19	to	to	PART
ajlm-2516	291	20	use	use	VERB
ajlm-2516	291	21	mhealth	mhealth	NOUN
ajlm-2516	291	22	applications	application	NOUN
ajlm-2516	291	23	and	and	CCONJ
ajlm-2516	291	24	its	its	PRON
ajlm-2516	291	25	associated	associated	ADJ
ajlm-2516	291	26	factors	factor	NOUN
ajlm-2516	291	27	for	for	ADP
ajlm-2516	291	28	self	self	NOUN
ajlm-2516	291	29	-	-	PUNCT
ajlm-2516	291	30	care	care	NOUN
ajlm-2516	291	31	management	management	NOUN
ajlm-2516	291	32	in	in	ADP
ajlm-2516	291	33	a	a	DET
ajlm-2516	291	34	low	low	ADJ
ajlm-2516	291	35	-	-	PUNCT
ajlm-2516	291	36	income	income	NOUN
ajlm-2516	291	37	country	country	NOUN
ajlm-2516	291	38	:	:	PUNCT
ajlm-2516	291	39	an	an	DET
ajlm-2516	291	40	input	input	NOUN
ajlm-2516	291	41	for	for	ADP
ajlm-2516	291	42	digital	digital	ADJ
ajlm-2516	291	43	health	health	NOUN
ajlm-2516	291	44	implementation	implementation	NOUN
ajlm-2516	291	45	.	.	PUNCT
ajlm-2516	292	1	bmj	bmj	PROPN
ajlm-2516	292	2	health	health	NOUN
ajlm-2516	292	3	care	care	NOUN
ajlm-2516	292	4	inform	inform	NOUN
ajlm-2516	292	5	.	.	PUNCT
ajlm-2516	293	1	2023;30(1):e100761	2023;30(1):e100761	NUM
ajlm-2516	293	2	.	.	PUNCT
ajlm-2516	294	1	https://doi.org/10.1136/bmjhci-2023-100761	https://doi.org/10.1136/bmjhci-2023-100761	VERB
ajlm-2516	294	2	abdelsalam	abdelsalam	PROPN
ajlm-2516	294	3	m	m	PROPN
ajlm-2516	294	4	,	,	PUNCT
ajlm-2516	294	5	zahran	zahran	PROPN
ajlm-2516	294	6	m.	m.	PROPN
ajlm-2516	294	7	a	a	DET
ajlm-2516	294	8	novel	novel	ADJ
ajlm-2516	294	9	approach	approach	NOUN
ajlm-2516	294	10	of	of	ADP
ajlm-2516	294	11	diabetic	diabetic	ADJ
ajlm-2516	294	12	retinopathy	retinopathy	ADJ
ajlm-2516	294	13	early	early	ADJ
ajlm-2516	294	14	detection	detection	NOUN
ajlm-2516	294	15	based	base	VERB
ajlm-2516	294	16	on	on	ADP
ajlm-2516	294	17	multifractal	multifractal	ADJ
ajlm-2516	294	18	geometry	geometry	NOUN
ajlm-2516	294	19	analysis	analysis	NOUN
ajlm-2516	294	20	for	for	ADP
ajlm-2516	294	21	octa	octa	PROPN
ajlm-2516	294	22	macular	macular	ADJ
ajlm-2516	294	23	images	image	NOUN
ajlm-2516	294	24	using	use	VERB
ajlm-2516	294	25	support	support	NOUN
ajlm-2516	294	26	vector	vector	NOUN
ajlm-2516	294	27	machine	machine	NOUN
ajlm-2516	294	28	.	.	PUNCT
ajlm-2516	295	1	ieee	ieee	NOUN
ajlm-2516	295	2	access	access	NOUN
ajlm-2516	295	3	.	.	PUNCT
ajlm-2516	296	1	2021;9:22844–22858	2021;9:22844–22858	X
ajlm-2516	296	2	.	.	PUNCT
ajlm-2516	297	1	https://doi.org/10.1109/access.2021.3054743	https://doi.org/10.1109/access.2021.3054743	PROPN
ajlm-2516	297	2	sbai	sbai	VERB
ajlm-2516	297	3	a	a	PRON
ajlm-2516	297	4	,	,	PUNCT
ajlm-2516	297	5	oukhouya	oukhouya	PROPN
ajlm-2516	297	6	l	l	NOUN
ajlm-2516	297	7	,	,	PUNCT
ajlm-2516	297	8	touil	touil	NOUN
ajlm-2516	297	9	a.	a.	NOUN
ajlm-2516	297	10	classification	classification	NOUN
ajlm-2516	297	11	of	of	ADP
ajlm-2516	297	12	ocular	ocular	ADJ
ajlm-2516	297	13	diseases	disease	NOUN
ajlm-2516	297	14	related	relate	VERB
ajlm-2516	297	15	to	to	ADP
ajlm-2516	297	16	diabetes	diabetes	NOUN
ajlm-2516	297	17	using	use	VERB
ajlm-2516	297	18	transfer	transfer	NOUN
ajlm-2516	297	19	learning	learning	NOUN
ajlm-2516	297	20	.	.	PUNCT
ajlm-2516	298	1	ijoe	ijoe	PROPN
ajlm-2516	298	2	.	.	PUNCT
ajlm-2516	299	1	2023;19(11):112–128	2023;19(11):112–128	X
ajlm-2516	299	2	.	.	PUNCT
ajlm-2516	300	1	https://doi.org/10.3991/ijoe.v19i11.40997	https://doi.org/10.3991/ijoe.v19i11.40997	ADJ
ajlm-2516	300	2	bensmail	bensmail	NOUN
ajlm-2516	300	3	i	i	PRON
ajlm-2516	300	4	,	,	PUNCT
ajlm-2516	300	5	messadi	messadi	PROPN
ajlm-2516	300	6	m	m	PROPN
ajlm-2516	300	7	,	,	PUNCT
ajlm-2516	300	8	feroui	feroui	PROPN
ajlm-2516	300	9	a	a	PRON
ajlm-2516	300	10	,	,	PUNCT
ajlm-2516	300	11	lazouni	lazouni	NOUN
ajlm-2516	300	12	a	a	NOUN
ajlm-2516	300	13	,	,	PUNCT
ajlm-2516	300	14	bessaid	bessaid	VERB
ajlm-2516	300	15	a.	a.	NOUN
ajlm-2516	300	16	new	new	ADJ
ajlm-2516	300	17	methodology	methodology	NOUN
ajlm-2516	300	18	based	base	VERB
ajlm-2516	300	19	on	on	ADP
ajlm-2516	300	20	images	image	NOUN
ajlm-2516	300	21	processing	process	VERB
ajlm-2516	300	22	for	for	ADP
ajlm-2516	300	23	the	the	DET
ajlm-2516	300	24	diabetic	diabetic	ADJ
ajlm-2516	300	25	retinopathy	retinopathy	ADJ
ajlm-2516	300	26	disease	disease	NOUN
ajlm-2516	300	27	classification	classification	NOUN
ajlm-2516	300	28	.	.	PUNCT
ajlm-2516	301	1	ijoe	ijoe	NOUN
ajlm-2516	301	2	.	.	PUNCT
ajlm-2516	302	1	2022;39:170–187	2022;39:170–187	NUM
ajlm-2516	302	2	.	.	PUNCT
ajlm-2516	303	1	https://doi.org/10.1504/ijbet.2022.124017	https://doi.org/10.1504/ijbet.2022.124017	PROPN
ajlm-2516	303	2	soliz	soliz	NOUN
ajlm-2516	303	3	p	p	X
ajlm-2516	303	4	,	,	PUNCT
ajlm-2516	303	5	nemeth	nemeth	PROPN
ajlm-2516	303	6	sc	sc	PROPN
ajlm-2516	303	7	,	,	PUNCT
ajlm-2516	303	8	barriga	barriga	PROPN
ajlm-2516	303	9	es	es	PROPN
ajlm-2516	303	10	,	,	PUNCT
ajlm-2516	303	11	et	et	PROPN
ajlm-2516	303	12	al	al	PROPN
ajlm-2516	303	13	.	.	PROPN
ajlm-2516	303	14	comparison	comparison	NOUN
ajlm-2516	303	15	of	of	ADP
ajlm-2516	303	16	the	the	DET
ajlm-2516	303	17	effectiveness	effectiveness	NOUN
ajlm-2516	303	18	of	of	ADP
ajlm-2516	303	19	three	three	NUM
ajlm-2516	303	20	retinal	retinal	ADJ
ajlm-2516	303	21	camera	camera	NOUN
ajlm-2516	303	22	technologies	technology	NOUN
ajlm-2516	303	23	for	for	ADP
ajlm-2516	303	24	malarial	malarial	ADJ
ajlm-2516	303	25	retinopathy	retinopathy	ADJ
ajlm-2516	303	26	detection	detection	NOUN
ajlm-2516	303	27	in	in	ADP
ajlm-2516	303	28	malawi	malawi	PROPN
ajlm-2516	303	29	.	.	PUNCT
ajlm-2516	304	1	proc	proc	PROPN
ajlm-2516	304	2	spie	spie	PROPN
ajlm-2516	304	3	int	int	PROPN
ajlm-2516	304	4	soc	soc	NOUN
ajlm-2516	304	5	opt	opt	VERB
ajlm-2516	304	6	eng	eng	PROPN
ajlm-2516	304	7	.	.	PUNCT
ajlm-2516	304	8	2016;9693:96930b	2016;9693:96930b	PROPN
ajlm-2516	304	9	.	.	PUNCT
ajlm-2516	305	1	https://doi.org/10.1117/12.2213282	https://doi.org/10.1117/12.2213282	PROPN
ajlm-2516	305	2	bellemo	bellemo	PROPN
ajlm-2516	305	3	v	v	PROPN
ajlm-2516	305	4	,	,	PUNCT
ajlm-2516	305	5	lim	lim	PROPN
ajlm-2516	305	6	zw	zw	PROPN
ajlm-2516	305	7	,	,	PUNCT
ajlm-2516	305	8	lim	lim	PROPN
ajlm-2516	305	9	g	g	PROPN
ajlm-2516	305	10	,	,	PUNCT
ajlm-2516	305	11	et	et	PROPN
ajlm-2516	305	12	al	al	PROPN
ajlm-2516	305	13	.	.	PUNCT
ajlm-2516	306	1	artificial	artificial	ADJ
ajlm-2516	306	2	intelligence	intelligence	NOUN
ajlm-2516	306	3	using	use	VERB
ajlm-2516	306	4	deep	deep	ADJ
ajlm-2516	306	5	learning	learning	NOUN
ajlm-2516	306	6	to	to	PART
ajlm-2516	306	7	screen	screen	VERB
ajlm-2516	306	8	for	for	ADP
ajlm-2516	306	9	referable	referable	ADJ
ajlm-2516	306	10	and	and	CCONJ
ajlm-2516	306	11	vision	vision	NOUN
ajlm-2516	306	12	-	-	PUNCT
ajlm-2516	306	13	threatening	threaten	VERB
ajlm-2516	306	14	diabetic	diabetic	ADJ
ajlm-2516	306	15	retinopathy	retinopathy	NOUN
ajlm-2516	306	16	in	in	ADP
ajlm-2516	306	17	africa	africa	PROPN
ajlm-2516	306	18	:	:	PUNCT
ajlm-2516	306	19	a	a	DET
ajlm-2516	306	20	clinical	clinical	ADJ
ajlm-2516	306	21	validation	validation	NOUN
ajlm-2516	306	22	study	study	NOUN
ajlm-2516	306	23	.	.	PUNCT
ajlm-2516	307	1	lancet	lancet	PROPN
ajlm-2516	307	2	digital	digital	PROPN
ajlm-2516	307	3	health	health	NOUN
ajlm-2516	307	4	.	.	PUNCT
ajlm-2516	308	1	2019;1(1):e35	2019;1(1):e35	X
ajlm-2516	308	2	–	–	PUNCT
ajlm-2516	308	3	e44	e44	NOUN
ajlm-2516	308	4	.	.	PUNCT
ajlm-2516	309	1	https://doi.org/10.1016/s2589-7500(19)30004-4	https://doi.org/10.1016/s2589-7500(19)30004-4	PROPN
ajlm-2516	309	2	adeoye	adeoye	PROPN
ajlm-2516	309	3	j	j	PROPN
ajlm-2516	309	4	,	,	PUNCT
ajlm-2516	309	5	akinshipo	akinshipo	PROPN
ajlm-2516	309	6	a	a	PROPN
ajlm-2516	309	7	,	,	PUNCT
ajlm-2516	309	8	thomson	thomson	PROPN
ajlm-2516	309	9	p	p	PROPN
ajlm-2516	309	10	,	,	PUNCT
ajlm-2516	309	11	su	su	PROPN
ajlm-2516	309	12	yx	yx	PROPN
ajlm-2516	309	13	.	.	PUNCT
ajlm-2516	309	14	artificial	artificial	ADJ
ajlm-2516	309	15	intelligence	intelligence	NOUN
ajlm-2516	309	16	-	-	PUNCT
ajlm-2516	309	17	based	base	VERB
ajlm-2516	309	18	prediction	prediction	NOUN
ajlm-2516	309	19	for	for	ADP
ajlm-2516	309	20	cancer	cancer	NOUN
ajlm-2516	309	21	-	-	PUNCT
ajlm-2516	309	22	related	relate	VERB
ajlm-2516	309	23	outcomes	outcome	NOUN
ajlm-2516	309	24	in	in	ADP
ajlm-2516	309	25	africa	africa	PROPN
ajlm-2516	309	26	:	:	PUNCT
ajlm-2516	309	27	status	status	NOUN
ajlm-2516	309	28	and	and	CCONJ
ajlm-2516	309	29	potential	potential	ADJ
ajlm-2516	309	30	refinements	refinement	NOUN
ajlm-2516	309	31	.	.	PUNCT
ajlm-2516	310	1	j	j	PROPN
ajlm-2516	310	2	glob	glob	PROPN
ajlm-2516	310	3	health	health	NOUN
ajlm-2516	310	4	.	.	PUNCT
ajlm-2516	311	1	2022;12:03017	2022;12:03017	X
ajlm-2516	311	2	.	.	PUNCT
ajlm-2516	311	3	https://doi.org/10.7189/jogh.12.03017	https://doi.org/10.7189/jogh.12.03017	VERB
ajlm-2516	311	4	abdelghaffar	abdelghaffar	ADV
ajlm-2516	311	5	m	m	PROPN
ajlm-2516	311	6	,	,	PUNCT
ajlm-2516	311	7	gamal	gamal	PROPN
ajlm-2516	311	8	y	y	PROPN
ajlm-2516	311	9	,	,	PUNCT
ajlm-2516	311	10	el	el	PROPN
ajlm-2516	311	11	-	-	PUNCT
ajlm-2516	311	12	khoribi	khoribi	NOUN
ajlm-2516	311	13	r	r	NOUN
ajlm-2516	311	14	,	,	PUNCT
ajlm-2516	311	15	et	et	PROPN
ajlm-2516	311	16	al	al	PROPN
ajlm-2516	311	17	.	.	PUNCT
ajlm-2516	312	1	highly	highly	ADV
ajlm-2516	312	2	sensitive	sensitive	ADJ
ajlm-2516	312	3	v	v	ADV
ajlm-2516	312	4	-	-	PUNCT
ajlm-2516	312	5	shaped	shape	VERB
ajlm-2516	312	6	spr	spr	PROPN
ajlm-2516	312	7	pcf	pcf	PROPN
ajlm-2516	312	8	biosensor	biosensor	NOUN
ajlm-2516	312	9	for	for	ADP
ajlm-2516	312	10	cancer	cancer	NOUN
ajlm-2516	312	11	detection	detection	NOUN
ajlm-2516	312	12	.	.	PUNCT
ajlm-2516	313	1	opt	opt	VERB
ajlm-2516	313	2	quantum	quantum	NOUN
ajlm-2516	313	3	electron	electron	NOUN
ajlm-2516	313	4	.	.	PUNCT
ajlm-2516	314	1	2023;55:472	2023;55:472	NUM
ajlm-2516	314	2	.	.	PUNCT
ajlm-2516	315	1	https://doi.org/10.1007/s11082-023-04740-w	https://doi.org/10.1007/s11082-023-04740-w	PROPN
ajlm-2516	315	2	aniq	aniq	PROPN
ajlm-2516	315	3	e	e	NOUN
ajlm-2516	315	4	,	,	PUNCT
ajlm-2516	315	5	chakraoui	chakraoui	ADJ
ajlm-2516	315	6	m	m	PROPN
ajlm-2516	315	7	,	,	PUNCT
ajlm-2516	315	8	mouhni	mouhni	PROPN
ajlm-2516	315	9	n.	n.	PROPN
ajlm-2516	315	10	artificial	artificial	PROPN
ajlm-2516	315	11	intelligence	intelligence	NOUN
ajlm-2516	315	12	in	in	ADP
ajlm-2516	315	13	pathological	pathological	ADJ
ajlm-2516	315	14	anatomy	anatomy	NOUN
ajlm-2516	315	15	:	:	PUNCT
ajlm-2516	315	16	digitization	digitization	NOUN
ajlm-2516	315	17	of	of	ADP
ajlm-2516	315	18	the	the	DET
ajlm-2516	315	19	calculation	calculation	NOUN
ajlm-2516	315	20	of	of	ADP
ajlm-2516	315	21	the	the	DET
ajlm-2516	315	22	proliferation	proliferation	NOUN
ajlm-2516	315	23	index	index	NOUN
ajlm-2516	315	24	(	(	PUNCT
ajlm-2516	315	25	ki-67	ki-67	X
ajlm-2516	315	26	)	)	PUNCT
ajlm-2516	315	27	in	in	ADP
ajlm-2516	315	28	breast	breast	NOUN
ajlm-2516	315	29	carcinoma	carcinoma	NOUN
ajlm-2516	315	30	.	.	PUNCT
ajlm-2516	316	1	artif	artif	PROPN
ajlm-2516	316	2	life	life	NOUN
ajlm-2516	316	3	robot	robot	NOUN
ajlm-2516	316	4	.	.	PUNCT
ajlm-2516	317	1	2024;29:177–186	2024;29:177–186	PROPN
ajlm-2516	317	2	.	.	PROPN
ajlm-2516	317	3	https://doi.org/10.1007/s10015-023-00923-6	https://doi.org/10.1007/s10015-023-00923-6	PROPN
ajlm-2516	318	1	abdelrahman	abdelrahman	PROPN
ajlm-2516	318	2	a	a	PROPN
ajlm-2516	318	3	,	,	PUNCT
ajlm-2516	318	4	viriri	viriri	PROPN
ajlm-2516	318	5	s.	s.	PROPN
ajlm-2516	318	6	fpn	fpn	PROPN
ajlm-2516	318	7	-	-	PUNCT
ajlm-2516	318	8	se	se	NOUN
ajlm-2516	318	9	-	-	ADJ
ajlm-2516	318	10	resnet	resnet	ADJ
ajlm-2516	318	11	model	model	NOUN
ajlm-2516	318	12	for	for	ADP
ajlm-2516	318	13	accurate	accurate	ADJ
ajlm-2516	318	14	diagnosis	diagnosis	NOUN
ajlm-2516	318	15	of	of	ADP
ajlm-2516	318	16	kidney	kidney	NOUN
ajlm-2516	318	17	tumors	tumor	NOUN
ajlm-2516	318	18	using	use	VERB
ajlm-2516	318	19	ct	ct	NUM
ajlm-2516	318	20	images	image	NOUN
ajlm-2516	318	21	.	.	PUNCT
ajlm-2516	319	1	appl	appl	PROPN
ajlm-2516	319	2	sci	sci	PROPN
ajlm-2516	319	3	.	.	PUNCT
ajlm-2516	320	1	2023;13(17):9802	2023;13(17):9802	X
ajlm-2516	320	2	.	.	PUNCT
ajlm-2516	320	3	https://doi.org/10.3390/app13179802	https://doi.org/10.3390/app13179802	PROPN
ajlm-2516	320	4	bouarara	bouarara	PROPN
ajlm-2516	320	5	h.	h.	PROPN
ajlm-2516	320	6	a	a	DET
ajlm-2516	320	7	computer	computer	NOUN
ajlm-2516	320	8	-	-	PUNCT
ajlm-2516	320	9	assisted	assist	VERB
ajlm-2516	320	10	diagnostic	diagnostic	ADJ
ajlm-2516	320	11	(	(	PUNCT
ajlm-2516	320	12	cad	cad	NOUN
ajlm-2516	320	13	)	)	PUNCT
ajlm-2516	320	14	of	of	ADP
ajlm-2516	320	15	screening	screen	VERB
ajlm-2516	320	16	mammography	mammography	NOUN
ajlm-2516	320	17	to	to	PART
ajlm-2516	320	18	detect	detect	VERB
ajlm-2516	320	19	breast	breast	NOUN
ajlm-2516	320	20	cancer	cancer	NOUN
ajlm-2516	320	21	without	without	ADP
ajlm-2516	320	22	a	a	DET
ajlm-2516	320	23	surgical	surgical	ADJ
ajlm-2516	320	24	biopsy	biopsy	NOUN
ajlm-2516	320	25	.	.	PUNCT
ajlm-2516	321	1	ijssci	ijssci	PROPN
ajlm-2516	321	2	.	.	PUNCT
ajlm-2516	322	1	2019;4(11):31–49	2019;4(11):31–49	NUM
ajlm-2516	322	2	.	.	PUNCT
ajlm-2516	322	3	https://doi.org/10.4018/ijssci.2019100103	https://doi.org/10.4018/ijssci.2019100103	PROPN
ajlm-2516	323	1	adedigba	adedigba	PROPN
ajlm-2516	323	2	ap	ap	PROPN
ajlm-2516	323	3	,	,	PUNCT
ajlm-2516	323	4	adeshina	adeshina	PROPN
ajlm-2516	323	5	sa	sa	PROPN
ajlm-2516	323	6	,	,	PUNCT
ajlm-2516	323	7	aibinu	aibinu	PROPN
ajlm-2516	323	8	am	am	NOUN
ajlm-2516	323	9	.	.	PUNCT
ajlm-2516	324	1	performance	performance	NOUN
ajlm-2516	324	2	evaluation	evaluation	NOUN
ajlm-2516	324	3	of	of	ADP
ajlm-2516	324	4	deep	deep	ADJ
ajlm-2516	324	5	learning	learning	NOUN
ajlm-2516	324	6	models	model	NOUN
ajlm-2516	324	7	on	on	ADP
ajlm-2516	324	8	mammogram	mammogram	NOUN
ajlm-2516	324	9	classification	classification	NOUN
ajlm-2516	324	10	using	use	VERB
ajlm-2516	324	11	small	small	ADJ
ajlm-2516	324	12	dataset	dataset	NOUN
ajlm-2516	324	13	.	.	PUNCT
ajlm-2516	325	1	bioengineering	bioengineering	NOUN
ajlm-2516	325	2	(	(	PUNCT
ajlm-2516	325	3	basel	basel	PROPN
ajlm-2516	325	4	)	)	PUNCT
ajlm-2516	325	5	.	.	PUNCT
ajlm-2516	326	1	2022;9(4):161	2022;9(4):161	X
ajlm-2516	326	2	.	.	PUNCT
ajlm-2516	326	3	https://doi.org/10.3390/bioengineering9040161	https://doi.org/10.3390/bioengineering9040161	PROPN
ajlm-2516	326	4	barbouchi	barbouchi	PROPN
ajlm-2516	326	5	k	k	PROPN
ajlm-2516	326	6	,	,	PUNCT
ajlm-2516	326	7	el	el	PROPN
ajlm-2516	326	8	hamdi	hamdi	PROPN
ajlm-2516	326	9	d	d	PROPN
ajlm-2516	326	10	,	,	PUNCT
ajlm-2516	326	11	elouedi	elouedi	PROPN
ajlm-2516	326	12	i	i	PROPN
ajlm-2516	326	13	,	,	PUNCT
ajlm-2516	326	14	aïcha	aïcha	PROPN
ajlm-2516	326	15	t	t	PROPN
ajlm-2516	326	16	,	,	PUNCT
ajlm-2516	326	17	echi	echi	PROPN
ajlm-2516	326	18	a	a	PROPN
ajlm-2516	326	19	,	,	PUNCT
ajlm-2516	326	20	slim	slim	ADJ
ajlm-2516	326	21	i.	i.	PROPN
ajlm-2516	326	22	a	a	DET
ajlm-2516	326	23	transformer	transformer	NOUN
ajlm-2516	326	24	-	-	PUNCT
ajlm-2516	326	25	based	base	VERB
ajlm-2516	326	26	deep	deep	ADJ
ajlm-2516	326	27	neural	neural	ADJ
ajlm-2516	326	28	network	network	NOUN
ajlm-2516	326	29	for	for	ADP
ajlm-2516	326	30	detection	detection	NOUN
ajlm-2516	326	31	and	and	CCONJ
ajlm-2516	326	32	classification	classification	NOUN
ajlm-2516	326	33	of	of	ADP
ajlm-2516	326	34	lung	lung	NOUN
ajlm-2516	326	35	cancer	cancer	NOUN
ajlm-2516	326	36	via	via	ADP
ajlm-2516	326	37	pet	pet	PROPN
ajlm-2516	326	38	/	/	SYM
ajlm-2516	326	39	ct	ct	NUM
ajlm-2516	326	40	images	image	NOUN
ajlm-2516	326	41	.	.	PUNCT
ajlm-2516	327	1	ijssci	ijssci	PROPN
ajlm-2516	327	2	.	.	PUNCT
ajlm-2516	328	1	2023;4(33):1383–1395	2023;4(33):1383–1395	NOUN
ajlm-2516	328	2	.	.	PUNCT
ajlm-2516	329	1	https://doi.org/10.1002/ima.22858	https://doi.org/10.1002/ima.22858	NOUN
ajlm-2516	329	2	achilonu	achilonu	NOUN
ajlm-2516	329	3	oj	oj	PROPN
ajlm-2516	329	4	,	,	PUNCT
ajlm-2516	329	5	fabian	fabian	PROPN
ajlm-2516	329	6	j	j	PROPN
ajlm-2516	329	7	,	,	PUNCT
ajlm-2516	329	8	bebington	bebington	PROPN
ajlm-2516	329	9	b	b	PROPN
ajlm-2516	329	10	,	,	PUNCT
ajlm-2516	329	11	et	et	PROPN
ajlm-2516	329	12	al	al	PROPN
ajlm-2516	329	13	.	.	PROPN
ajlm-2516	329	14	predicting	predict	VERB
ajlm-2516	329	15	colorectal	colorectal	ADJ
ajlm-2516	329	16	cancer	cancer	NOUN
ajlm-2516	329	17	recurrence	recurrence	NOUN
ajlm-2516	329	18	and	and	CCONJ
ajlm-2516	329	19	patient	patient	ADJ
ajlm-2516	329	20	survival	survival	NOUN
ajlm-2516	329	21	using	use	VERB
ajlm-2516	329	22	supervised	supervised	ADJ
ajlm-2516	329	23	machine	machine	NOUN
ajlm-2516	329	24	learning	learning	NOUN
ajlm-2516	329	25	approach	approach	NOUN
ajlm-2516	329	26	:	:	PUNCT
ajlm-2516	329	27	a	a	DET
ajlm-2516	329	28	south	south	ADJ
ajlm-2516	329	29	african	african	ADJ
ajlm-2516	329	30	population	population	NOUN
ajlm-2516	329	31	-	-	PUNCT
ajlm-2516	329	32	based	base	VERB
ajlm-2516	329	33	study	study	NOUN
ajlm-2516	329	34	.	.	PUNCT
ajlm-2516	330	1	front	front	ADJ
ajlm-2516	330	2	public	public	ADJ
ajlm-2516	330	3	health	health	NOUN
ajlm-2516	330	4	.	.	PUNCT
ajlm-2516	331	1	2021;9:694306	2021;9:694306	NUM
ajlm-2516	331	2	.	.	PUNCT
ajlm-2516	332	1	https://doi.org/10.3389/fpubh.2021.694306	https://doi.org/10.3389/fpubh.2021.694306	PROPN
ajlm-2516	332	2	joseph	joseph	PROPN
ajlm-2516	332	3	aa	aa	PROPN
ajlm-2516	332	4	,	,	PUNCT
ajlm-2516	332	5	abdullahi	abdullahi	PROPN
ajlm-2516	332	6	m	m	PROPN
ajlm-2516	332	7	,	,	PUNCT
ajlm-2516	332	8	junaidu	junaidu	PROPN
ajlm-2516	332	9	sb	sb	PROPN
ajlm-2516	332	10	,	,	PUNCT
ajlm-2516	332	11	ibrahim	ibrahim	PROPN
ajlm-2516	332	12	hh	hh	PROPN
ajlm-2516	332	13	,	,	PUNCT
ajlm-2516	332	14	chiroma	chiroma	PROPN
ajlm-2516	332	15	h.	h.	PROPN
ajlm-2516	332	16	improved	improve	VERB
ajlm-2516	332	17	multi	multi	ADJ
ajlm-2516	332	18	-	-	NOUN
ajlm-2516	332	19	classification	classification	NOUN
ajlm-2516	332	20	of	of	ADP
ajlm-2516	332	21	breast	breast	NOUN
ajlm-2516	332	22	cancer	cancer	NOUN
ajlm-2516	332	23	histopathological	histopathological	ADJ
ajlm-2516	332	24	images	image	NOUN
ajlm-2516	332	25	using	use	VERB
ajlm-2516	332	26	handcrafted	handcraft	VERB
ajlm-2516	332	27	features	feature	NOUN
ajlm-2516	332	28	and	and	CCONJ
ajlm-2516	332	29	deep	deep	ADJ
ajlm-2516	332	30	neural	neural	ADJ
ajlm-2516	332	31	network	network	NOUN
ajlm-2516	332	32	(	(	PUNCT
ajlm-2516	332	33	dense	dense	ADJ
ajlm-2516	332	34	layer	layer	NOUN
ajlm-2516	332	35	)	)	PUNCT
ajlm-2516	332	36	.	.	PUNCT
ajlm-2516	333	1	intell	intell	PROPN
ajlm-2516	333	2	syst	syst	PROPN
ajlm-2516	333	3	appl	appl	PROPN
ajlm-2516	333	4	.	.	PUNCT
ajlm-2516	334	1	2022;14:200066	2022;14:200066	NUM
ajlm-2516	334	2	.	.	PUNCT
ajlm-2516	335	1	https://doi.org/10.1016/j.iswa.2022.200066	https://doi.org/10.1016/j.iswa.2022.200066	ADJ
ajlm-2516	335	2	singh	singh	PROPN
ajlm-2516	335	3	s	s	PROPN
ajlm-2516	335	4	,	,	PUNCT
ajlm-2516	335	5	mars	mar	NOUN
ajlm-2516	335	6	m.	m.	NOUN
ajlm-2516	335	7	support	support	NOUN
ajlm-2516	335	8	vector	vector	NOUN
ajlm-2516	335	9	machines	machine	NOUN
ajlm-2516	335	10	to	to	PART
ajlm-2516	335	11	forecast	forecast	VERB
ajlm-2516	335	12	changes	change	NOUN
ajlm-2516	335	13	in	in	ADP
ajlm-2516	335	14	cd4	cd4	PROPN
ajlm-2516	335	15	count	count	NOUN
ajlm-2516	335	16	of	of	ADP
ajlm-2516	335	17	hiv-1	hiv-1	PUNCT
ajlm-2516	335	18	positive	positive	ADJ
ajlm-2516	335	19	patients	patient	NOUN
ajlm-2516	335	20	.	.	PUNCT
ajlm-2516	336	1	sci	sci	PROPN
ajlm-2516	336	2	res	re	NOUN
ajlm-2516	336	3	essays	essay	NOUN
ajlm-2516	336	4	.	.	PUNCT
ajlm-2516	337	1	2010;5(17):2384–2390	2010;5(17):2384–2390	PROPN
ajlm-2516	337	2	.	.	PUNCT
ajlm-2516	338	1	dzansi	dzansi	PROPN
ajlm-2516	338	2	g	g	PROPN
ajlm-2516	338	3	,	,	PUNCT
ajlm-2516	338	4	chipps	chipps	PROPN
ajlm-2516	338	5	j	j	PROPN
ajlm-2516	338	6	,	,	PUNCT
ajlm-2516	338	7	lartey	lartey	PROPN
ajlm-2516	338	8	m.	m.	NOUN
ajlm-2516	338	9	use	use	NOUN
ajlm-2516	338	10	of	of	ADP
ajlm-2516	338	11	mobile	mobile	ADJ
ajlm-2516	338	12	phone	phone	NOUN
ajlm-2516	338	13	among	among	ADP
ajlm-2516	338	14	patients	patient	NOUN
ajlm-2516	338	15	with	with	ADP
ajlm-2516	338	16	hiv	hiv	PROPN
ajlm-2516	338	17	/	/	SYM
ajlm-2516	338	18	aids	aids	PROPN
ajlm-2516	338	19	in	in	ADP
ajlm-2516	338	20	a	a	DET
ajlm-2516	338	21	low	low	ADJ
ajlm-2516	338	22	-	-	PUNCT
ajlm-2516	338	23	middle	middle	ADJ
ajlm-2516	338	24	income	income	NOUN
ajlm-2516	338	25	setting	set	VERB
ajlm-2516	338	26	:	:	PUNCT
ajlm-2516	338	27	a	a	DET
ajlm-2516	338	28	descriptive	descriptive	ADJ
ajlm-2516	338	29	exploratory	exploratory	ADJ
ajlm-2516	338	30	study	study	NOUN
ajlm-2516	338	31	.	.	PUNCT
ajlm-2516	339	1	behav	behav	NOUN
ajlm-2516	339	2	inform	inform	VERB
ajlm-2516	339	3	technol	technol	NOUN
ajlm-2516	339	4	.	.	PUNCT
ajlm-2516	340	1	2020;41(2):796–804	2020;41(2):796–804	PROPN
ajlm-2516	340	2	.	.	PUNCT
ajlm-2516	341	1	https://doi.org/10.1080/0144929x.2020.1836257	https://doi.org/10.1080/0144929x.2020.1836257	VERB
ajlm-2516	341	2	phanguphangu	phanguphangu	NOUN
ajlm-2516	341	3	m	m	PROPN
ajlm-2516	341	4	,	,	PUNCT
ajlm-2516	341	5	ross	ross	PROPN
ajlm-2516	341	6	aj	aj	PROPN
ajlm-2516	341	7	.	.	PROPN
ajlm-2516	342	1	clinical	clinical	ADJ
ajlm-2516	342	2	utility	utility	NOUN
ajlm-2516	342	3	of	of	ADP
ajlm-2516	342	4	smartphone	smartphone	NOUN
ajlm-2516	342	5	-	-	PUNCT
ajlm-2516	342	6	based	base	VERB
ajlm-2516	342	7	audiometry	audiometry	NOUN
ajlm-2516	342	8	for	for	ADP
ajlm-2516	342	9	early	early	ADJ
ajlm-2516	342	10	hearing	hearing	NOUN
ajlm-2516	342	11	loss	loss	NOUN
ajlm-2516	342	12	detection	detection	NOUN
ajlm-2516	342	13	in	in	ADP
ajlm-2516	342	14	hiv	hiv	PROPN
ajlm-2516	342	15	-	-	PUNCT
ajlm-2516	342	16	positive	positive	ADJ
ajlm-2516	342	17	children	child	NOUN
ajlm-2516	342	18	:	:	PUNCT
ajlm-2516	342	19	a	a	DET
ajlm-2516	342	20	feasibility	feasibility	NOUN
ajlm-2516	342	21	study	study	NOUN
ajlm-2516	342	22	.	.	PUNCT
ajlm-2516	343	1	afr	afr	PROPN
ajlm-2516	343	2	j	j	PROPN
ajlm-2516	343	3	prim	prim	PROPN
ajlm-2516	343	4	health	health	PROPN
ajlm-2516	343	5	care	care	PROPN
ajlm-2516	343	6	fam	fam	PROPN
ajlm-2516	343	7	med	me	VERB
ajlm-2516	343	8	.	.	PUNCT
ajlm-2516	344	1	2021;13(1):e1	2021;13(1):e1	NUM
ajlm-2516	344	2	–	–	PUNCT
ajlm-2516	344	3	e4	e4	PROPN
ajlm-2516	344	4	.	.	PUNCT
ajlm-2516	345	1	https://doi.org/10.4102/phcfm.v13i1.3077	https://doi.org/10.4102/phcfm.v13i1.3077	X
ajlm-2516	345	2	kasande	kasande	PROPN
ajlm-2516	345	3	m	m	PROPN
ajlm-2516	345	4	,	,	PUNCT
ajlm-2516	345	5	taremwa	taremwa	PROPN
ajlm-2516	345	6	m	m	PROPN
ajlm-2516	345	7	,	,	PUNCT
ajlm-2516	345	8	tusimiirwe	tusimiirwe	NOUN
ajlm-2516	345	9	h	h	PROPN
ajlm-2516	345	10	,	,	PUNCT
ajlm-2516	345	11	et	et	PROPN
ajlm-2516	345	12	al	al	PROPN
ajlm-2516	345	13	.	.	PROPN
ajlm-2516	345	14	experiences	experience	NOUN
ajlm-2516	345	15	and	and	CCONJ
ajlm-2516	345	16	perceptions	perception	NOUN
ajlm-2516	345	17	on	on	ADP
ajlm-2516	345	18	community	community	NOUN
ajlm-2516	345	19	client	client	NOUN
ajlm-2516	345	20	-	-	PUNCT
ajlm-2516	345	21	led	lead	VERB
ajlm-2516	345	22	art	art	NOUN
ajlm-2516	345	23	delivery	delivery	NOUN
ajlm-2516	345	24	(	(	PUNCT
ajlm-2516	345	25	cclads	cclad	NOUN
ajlm-2516	345	26	)	)	PUNCT
ajlm-2516	345	27	model	model	NOUN
ajlm-2516	345	28	of	of	ADP
ajlm-2516	345	29	antiretroviral	antiretroviral	ADJ
ajlm-2516	345	30	(	(	PUNCT
ajlm-2516	345	31	art	art	NOUN
ajlm-2516	345	32	)	)	PUNCT
ajlm-2516	345	33	delivery	delivery	NOUN
ajlm-2516	345	34	:	:	PUNCT
ajlm-2516	345	35	patients	patient	NOUN
ajlm-2516	345	36	’	'	PUNCT
ajlm-2516	345	37	and	and	CCONJ
ajlm-2516	345	38	providers	provider	NOUN
ajlm-2516	345	39	’	’	PART
ajlm-2516	345	40	perspectives	perspective	NOUN
ajlm-2516	345	41	in	in	ADP
ajlm-2516	345	42	south	south	ADJ
ajlm-2516	345	43	western	western	ADJ
ajlm-2516	345	44	uganda	uganda	PROPN
ajlm-2516	345	45	.	.	PUNCT
ajlm-2516	346	1	hiv	hiv	PROPN
ajlm-2516	346	2	aids	aids	PROPN
ajlm-2516	346	3	(	(	PUNCT
ajlm-2516	346	4	auckl	auckl	NOUN
ajlm-2516	346	5	)	)	PUNCT
ajlm-2516	346	6	.	.	PUNCT
ajlm-2516	347	1	2022;14:539–551	2022;14:539–551	X
ajlm-2516	347	2	.	.	PUNCT
ajlm-2516	348	1	https://doi.org/10.2147/hiv.s387190	https://doi.org/10.2147/hiv.s387190	NUM
ajlm-2516	348	2	schwalbe	schwalbe	NOUN
ajlm-2516	348	3	n	n	CCONJ
ajlm-2516	348	4	,	,	PUNCT
ajlm-2516	348	5	wahl	wahl	PROPN
ajlm-2516	348	6	b.	b.	PROPN
ajlm-2516	348	7	artificial	artificial	PROPN
ajlm-2516	348	8	intelligence	intelligence	NOUN
ajlm-2516	348	9	and	and	CCONJ
ajlm-2516	348	10	the	the	DET
ajlm-2516	348	11	future	future	NOUN
ajlm-2516	348	12	of	of	ADP
ajlm-2516	348	13	global	global	ADJ
ajlm-2516	348	14	health	health	NOUN
ajlm-2516	348	15	.	.	PUNCT
ajlm-2516	349	1	lancet	lancet	PROPN
ajlm-2516	349	2	.	.	PUNCT
ajlm-2516	350	1	2020;395(10236):1579–1586	2020;395(10236):1579–1586	NUM
ajlm-2516	350	2	.	.	PUNCT
ajlm-2516	351	1	https://doi.org/10.1016/s0140-6736(20)30226-9	https://doi.org/10.1016/s0140-6736(20)30226-9	PROPN
ajlm-2516	351	2	georgiou	georgiou	PROPN
ajlm-2516	351	3	p	p	NOUN
ajlm-2516	351	4	,	,	PUNCT
ajlm-2516	351	5	lescure	lescure	NOUN
ajlm-2516	351	6	fx	fx	PROPN
ajlm-2516	351	7	,	,	PUNCT
ajlm-2516	351	8	birgand	birgand	VERB
ajlm-2516	351	9	g	g	PROPN
ajlm-2516	351	10	,	,	PUNCT
ajlm-2516	351	11	holmes	holmes	PROPN
ajlm-2516	351	12	ah	ah	INTJ
ajlm-2516	351	13	.	.	PUNCT
ajlm-2516	352	1	machine	machine	NOUN
ajlm-2516	352	2	learning	learn	VERB
ajlm-2516	352	3	for	for	ADP
ajlm-2516	352	4	clinical	clinical	ADJ
ajlm-2516	352	5	decision	decision	NOUN
ajlm-2516	352	6	support	support	NOUN
ajlm-2516	352	7	in	in	ADP
ajlm-2516	352	8	infectious	infectious	ADJ
ajlm-2516	352	9	diseases	disease	NOUN
ajlm-2516	352	10	:	:	PUNCT
ajlm-2516	352	11	a	a	DET
ajlm-2516	352	12	narrative	narrative	NOUN
ajlm-2516	352	13	review	review	NOUN
ajlm-2516	352	14	of	of	ADP
ajlm-2516	352	15	current	current	ADJ
ajlm-2516	352	16	applications	application	NOUN
ajlm-2516	352	17	.	.	PUNCT
ajlm-2516	353	1	clin	clin	PROPN
ajlm-2516	353	2	microbiol	microbiol	PROPN
ajlm-2516	353	3	infect	infect	PROPN
ajlm-2516	353	4	.	.	PUNCT
ajlm-2516	354	1	2020;26(5):584–595	2020;26(5):584–595	NUM
ajlm-2516	354	2	.	.	PUNCT
ajlm-2516	355	1	https://doi.org/10.1016/j.cmi.2019.09.009	https://doi.org/10.1016/j.cmi.2019.09.009	PROPN
ajlm-2516	355	2	dilebo	dilebo	PROPN
ajlm-2516	355	3	k	k	PROPN
ajlm-2516	355	4	,	,	PUNCT
ajlm-2516	355	5	gumede	gumede	NOUN
ajlm-2516	355	6	n	n	CCONJ
ajlm-2516	355	7	,	,	PUNCT
ajlm-2516	355	8	nxumalo	nxumalo	PROPN
ajlm-2516	355	9	w	w	PROPN
ajlm-2516	355	10	,	,	PUNCT
ajlm-2516	355	11	et	et	PROPN
ajlm-2516	355	12	al	al	PROPN
ajlm-2516	355	13	.	.	PUNCT
ajlm-2516	355	14	synthesis	synthesis	PROPN
ajlm-2516	355	15	,	,	PUNCT
ajlm-2516	355	16	in	in	ADP
ajlm-2516	355	17	vitro	vitro	X
ajlm-2516	355	18	cytotoxic	cytotoxic	ADJ
ajlm-2516	355	19	,	,	PUNCT
ajlm-2516	355	20	anti	anti	ADJ
ajlm-2516	355	21	-	-	ADJ
ajlm-2516	355	22	mycobacterium	mycobacterium	ADJ
ajlm-2516	355	23	tuberculosis	tuberculosis	NOUN
ajlm-2516	355	24	and	and	CCONJ
ajlm-2516	355	25	molecular	molecular	ADJ
ajlm-2516	355	26	docking	docking	NOUN
ajlm-2516	355	27	studies	study	NOUN
ajlm-2516	355	28	of	of	ADP
ajlm-2516	355	29	4	4	NUM
ajlm-2516	355	30	-	-	PUNCT
ajlm-2516	355	31	pyridylaminoand	pyridylaminoand	NOUN
ajlm-2516	355	32	4-(ethynylpyridine)quinazolines	4-(ethynylpyridine)quinazolines	NUM
ajlm-2516	355	33	.	.	PUNCT
ajlm-2516	356	1	j	j	PROPN
ajlm-2516	356	2	mol	mol	ADP
ajlm-2516	356	3	struct	struct	NOUN
ajlm-2516	356	4	.	.	PUNCT
ajlm-2516	357	1	2021;1243:130824	2021;1243:130824	NUM
ajlm-2516	357	2	.	.	PUNCT
ajlm-2516	358	1	https://doi.org/10.1016/j.molstruc.2021.130824	https://doi.org/10.1016/j.molstruc.2021.130824	ADJ
ajlm-2516	358	2	akinpelu	akinpelu	PROPN
ajlm-2516	358	3	o	o	PROPN
ajlm-2516	358	4	,	,	PUNCT
ajlm-2516	358	5	lawal	lawal	PROPN
ajlm-2516	358	6	m	m	PROPN
ajlm-2516	358	7	,	,	PUNCT
ajlm-2516	358	8	kumalo	kumalo	PROPN
ajlm-2516	358	9	h	h	PROPN
ajlm-2516	358	10	,	,	PUNCT
ajlm-2516	358	11	mhlongo	mhlongo	PROPN
ajlm-2516	358	12	n.	n.	PROPN
ajlm-2516	358	13	drug	drug	NOUN
ajlm-2516	358	14	repurposing	repurposing	NOUN
ajlm-2516	358	15	:	:	PUNCT
ajlm-2516	358	16	fusidic	fusidic	ADJ
ajlm-2516	358	17	acid	acid	NOUN
ajlm-2516	358	18	as	as	ADP
ajlm-2516	358	19	a	a	DET
ajlm-2516	358	20	potential	potential	ADJ
ajlm-2516	358	21	inhibitor	inhibitor	NOUN
ajlm-2516	358	22	of	of	ADP
ajlm-2516	358	23	m.	m.	NOUN
ajlm-2516	358	24	tuberculosis	tuberculosis	NOUN
ajlm-2516	358	25	ftsz	ftsz	PROPN
ajlm-2516	358	26	polymerization	polymerization	NOUN
ajlm-2516	358	27	–	–	PUNCT
ajlm-2516	358	28	insight	insight	NOUN
ajlm-2516	358	29	from	from	ADP
ajlm-2516	358	30	dft	dft	PROPN
ajlm-2516	358	31	calculations	calculation	NOUN
ajlm-2516	358	32	,	,	PUNCT
ajlm-2516	358	33	molecular	molecular	ADJ
ajlm-2516	358	34	docking	docking	NOUN
ajlm-2516	358	35	and	and	CCONJ
ajlm-2516	358	36	molecular	molecular	ADJ
ajlm-2516	358	37	dynamics	dynamic	NOUN
ajlm-2516	358	38	simulations	simulation	NOUN
ajlm-2516	358	39	.	.	PUNCT
ajlm-2516	359	1	tuberculosis	tuberculosis	NOUN
ajlm-2516	359	2	(	(	PUNCT
ajlm-2516	359	3	edinb	edinb	NOUN
ajlm-2516	359	4	)	)	PUNCT
ajlm-2516	359	5	.	.	PUNCT
ajlm-2516	360	1	2020;121:101920	2020;121:101920	X
ajlm-2516	360	2	.	.	PUNCT
ajlm-2516	361	1	https://doi.org/10.1016/j.tube.2020.101920	https://doi.org/10.1016/j.tube.2020.101920	VERB
ajlm-2516	361	2	cloete	cloete	ADJ
ajlm-2516	361	3	r	r	NOUN
ajlm-2516	361	4	,	,	PUNCT
ajlm-2516	361	5	kapp	kapp	PROPN
ajlm-2516	361	6	e	e	PROPN
ajlm-2516	361	7	,	,	PUNCT
ajlm-2516	361	8	joubert	joubert	PROPN
ajlm-2516	361	9	j	j	PROPN
ajlm-2516	361	10	,	,	PUNCT
ajlm-2516	361	11	christoffels	christoffel	VERB
ajlm-2516	361	12	a	a	PRON
ajlm-2516	361	13	,	,	PUNCT
ajlm-2516	361	14	malan	malan	PROPN
ajlm-2516	361	15	s.	s.	PROPN
ajlm-2516	361	16	molecular	molecular	ADJ
ajlm-2516	361	17	modelling	modelling	NOUN
ajlm-2516	361	18	and	and	CCONJ
ajlm-2516	361	19	simulation	simulation	NOUN
ajlm-2516	361	20	studies	study	NOUN
ajlm-2516	361	21	of	of	ADP
ajlm-2516	361	22	the	the	DET
ajlm-2516	361	23	mycobacterium	mycobacterium	NOUN
ajlm-2516	361	24	tuberculosis	tuberculosis	NOUN
ajlm-2516	361	25	multidrug	multidrug	NOUN
ajlm-2516	361	26	efflux	efflux	NOUN
ajlm-2516	361	27	pump	pump	NOUN
ajlm-2516	361	28	protein	protein	NOUN
ajlm-2516	361	29	rv1258c	rv1258c	PROPN
ajlm-2516	361	30	.	.	PUNCT
ajlm-2516	362	1	plos	plos	PROPN
ajlm-2516	362	2	one	one	NUM
ajlm-2516	362	3	.	.	PUNCT
ajlm-2516	363	1	2018;13(11):e0207605	2018;13(11):e0207605	NUM
ajlm-2516	363	2	.	.	PUNCT
ajlm-2516	364	1	https://doi.org/10.1371/journal.pone.0207605	https://doi.org/10.1371/journal.pone.0207605	NOUN
ajlm-2516	364	2	silka	silka	PROPN
ajlm-2516	364	3	w	w	PROPN
ajlm-2516	364	4	,	,	PUNCT
ajlm-2516	364	5	wieczorek	wieczorek	NOUN
ajlm-2516	364	6	m	m	PROPN
ajlm-2516	364	7	,	,	PUNCT
ajlm-2516	364	8	siłka	siłka	PROPN
ajlm-2516	364	9	j	j	PROPN
ajlm-2516	364	10	,	,	PUNCT
ajlm-2516	364	11	woźniak	woźniak	PROPN
ajlm-2516	364	12	m.	m.	NOUN
ajlm-2516	364	13	malaria	malaria	NOUN
ajlm-2516	364	14	detection	detection	NOUN
ajlm-2516	364	15	using	use	VERB
ajlm-2516	364	16	advanced	advanced	ADJ
ajlm-2516	364	17	deep	deep	ADJ
ajlm-2516	364	18	learning	learning	NOUN
ajlm-2516	364	19	architecture	architecture	NOUN
ajlm-2516	364	20	.	.	PUNCT
ajlm-2516	365	1	sensors	sensor	NOUN
ajlm-2516	365	2	(	(	PUNCT
ajlm-2516	365	3	basel	basel	PROPN
ajlm-2516	365	4	)	)	PUNCT
ajlm-2516	365	5	.	.	PUNCT
ajlm-2516	366	1	2023;23(3):1501	2023;23(3):1501	NUM
ajlm-2516	366	2	.	.	PUNCT
ajlm-2516	367	1	https://doi.org/10.3390/s23031501	https://doi.org/10.3390/s23031501	NUM
ajlm-2516	367	2	adigun	adigun	NUM
ajlm-2516	367	3	ra	ra	PROPN
ajlm-2516	367	4	,	,	PUNCT
ajlm-2516	367	5	malan	malan	PROPN
ajlm-2516	367	6	fp	fp	PROPN
ajlm-2516	367	7	,	,	PUNCT
ajlm-2516	367	8	balogun	balogun	VERB
ajlm-2516	367	9	mo	mo	PROPN
ajlm-2516	367	10	,	,	PUNCT
ajlm-2516	367	11	et	et	PROPN
ajlm-2516	367	12	al	al	PROPN
ajlm-2516	367	13	.	.	PROPN
ajlm-2516	367	14	design	design	NOUN
ajlm-2516	367	15	,	,	PUNCT
ajlm-2516	367	16	synthesis	synthesis	NOUN
ajlm-2516	367	17	,	,	PUNCT
ajlm-2516	367	18	and	and	CCONJ
ajlm-2516	367	19	in	in	ADP
ajlm-2516	367	20	silico	silico	NOUN
ajlm-2516	367	21	-	-	PUNCT
ajlm-2516	367	22	in	in	X
ajlm-2516	367	23	vitro	vitro	X
ajlm-2516	367	24	antimalarial	antimalarial	ADJ
ajlm-2516	367	25	evaluation	evaluation	NOUN
ajlm-2516	367	26	of	of	ADP
ajlm-2516	367	27	1,2,3	1,2,3	NUM
ajlm-2516	367	28	-	-	PUNCT
ajlm-2516	367	29	triazole	triazole	NOUN
ajlm-2516	367	30	-	-	PUNCT
ajlm-2516	367	31	linked	link	VERB
ajlm-2516	367	32	dihydropyrimidinone	dihydropyrimidinone	NOUN
ajlm-2516	367	33	quinoline	quinoline	NOUN
ajlm-2516	367	34	hybrids	hybrid	NOUN
ajlm-2516	367	35	.	.	PUNCT
ajlm-2516	368	1	struct	struct	NOUN
ajlm-2516	368	2	chem	chem	NOUN
ajlm-2516	368	3	.	.	PUNCT
ajlm-2516	369	1	2023;34:2065–2082	2023;34:2065–2082	NUM
ajlm-2516	369	2	.	.	PUNCT
ajlm-2516	370	1	https://doi.org/10.1007/s11224-023-02142-y	https://doi.org/10.1007/s11224-023-02142-y	PRON
ajlm-2516	370	2	amod	amod	PROPN
ajlm-2516	370	3	l	l	NOUN
ajlm-2516	370	4	,	,	PUNCT
ajlm-2516	370	5	mohunlal	mohunlal	NOUN
ajlm-2516	370	6	r	r	PROPN
ajlm-2516	370	7	,	,	PUNCT
ajlm-2516	370	8	teixeira	teixeira	PROPN
ajlm-2516	370	9	n	n	NUM
ajlm-2516	370	10	,	,	PUNCT
ajlm-2516	370	11	egan	egan	PROPN
ajlm-2516	370	12	tj	tj	PROPN
ajlm-2516	370	13	,	,	PUNCT
ajlm-2516	370	14	wicht	wicht	NOUN
ajlm-2516	370	15	kj	kj	PROPN
ajlm-2516	370	16	.	.	PUNCT
ajlm-2516	371	1	identifying	identify	VERB
ajlm-2516	371	2	inhibitors	inhibitor	NOUN
ajlm-2516	371	3	of	of	ADP
ajlm-2516	371	4	β	β	X
ajlm-2516	371	5	-	-	ADJ
ajlm-2516	371	6	haematin	haematin	PRON
ajlm-2516	371	7	formation	formation	NOUN
ajlm-2516	371	8	with	with	ADP
ajlm-2516	371	9	activity	activity	NOUN
ajlm-2516	371	10	against	against	ADP
ajlm-2516	371	11	chloroquine	chloroquine	NOUN
ajlm-2516	371	12	-	-	PUNCT
ajlm-2516	371	13	resistant	resistant	ADJ
ajlm-2516	371	14	plasmodium	plasmodium	NOUN
ajlm-2516	371	15	falciparum	falciparum	NOUN
ajlm-2516	371	16	malaria	malaria	NOUN
ajlm-2516	371	17	parasites	parasite	NOUN
ajlm-2516	371	18	via	via	ADP
ajlm-2516	371	19	virtual	virtual	ADJ
ajlm-2516	371	20	screening	screening	NOUN
ajlm-2516	371	21	approaches	approach	NOUN
ajlm-2516	371	22	.	.	PUNCT
ajlm-2516	372	1	sci	sci	PROPN
ajlm-2516	372	2	rep	rep	PROPN
ajlm-2516	372	3	.	.	PROPN
ajlm-2516	372	4	2023;13(1):2648	2023;13(1):2648	NUM
ajlm-2516	372	5	.	.	PUNCT
ajlm-2516	373	1	https://doi.org/10.1038/s41598-023-29273-w	https://doi.org/10.1038/s41598-023-29273-w	PROPN
ajlm-2516	373	2	benjamin	benjamin	PROPN
ajlm-2516	373	3	i	i	PROPN
ajlm-2516	373	4	,	,	PUNCT
ajlm-2516	373	5	udoikono	udoikono	PROPN
ajlm-2516	373	6	ad	ad	NOUN
ajlm-2516	373	7	,	,	PUNCT
ajlm-2516	373	8	louis	louis	PROPN
ajlm-2516	373	9	h	h	PROPN
ajlm-2516	373	10	,	,	PUNCT
ajlm-2516	373	11	et	et	PROPN
ajlm-2516	373	12	al	al	PROPN
ajlm-2516	373	13	.	.	PUNCT
ajlm-2516	374	1	antimalarial	antimalarial	ADJ
ajlm-2516	374	2	potential	potential	NOUN
ajlm-2516	374	3	of	of	ADP
ajlm-2516	374	4	naphthalene	naphthalene	NOUN
ajlm-2516	374	5	-	-	PUNCT
ajlm-2516	374	6	sulfonic	sulfonic	ADJ
ajlm-2516	374	7	acid	acid	NOUN
ajlm-2516	374	8	derivatives	derivative	NOUN
ajlm-2516	374	9	:	:	PUNCT
ajlm-2516	374	10	molecular	molecular	ADJ
ajlm-2516	374	11	electronic	electronic	ADJ
ajlm-2516	374	12	properties	property	NOUN
ajlm-2516	374	13	,	,	PUNCT
ajlm-2516	374	14	vibrational	vibrational	ADJ
ajlm-2516	374	15	assignments	assignment	NOUN
ajlm-2516	374	16	,	,	PUNCT
ajlm-2516	374	17	and	and	CCONJ
ajlm-2516	374	18	in	in	ADP
ajlm-2516	374	19	-	-	PUNCT
ajlm-2516	374	20	silico	silico	NOUN
ajlm-2516	374	21	molecular	molecular	ADJ
ajlm-2516	374	22	docking	docking	NOUN
ajlm-2516	374	23	studies	study	NOUN
ajlm-2516	374	24	.	.	PUNCT
ajlm-2516	375	1	j	j	PROPN
ajlm-2516	375	2	mol	mol	ADP
ajlm-2516	375	3	struct	struct	NOUN
ajlm-2516	375	4	.	.	PUNCT
ajlm-2516	376	1	2022;1264:133298	2022;1264:133298	NUM
ajlm-2516	376	2	.	.	PUNCT
ajlm-2516	377	1	https://doi.org/10.1016/j.molstruc.2022.133298	https://doi.org/10.1016/j.molstruc.2022.133298	PROPN
ajlm-2516	377	2	higuchi	higuchi	PROPN
ajlm-2516	377	3	a	a	PRON
ajlm-2516	377	4	,	,	PUNCT
ajlm-2516	377	5	shiraishi	shiraishi	PROPN
ajlm-2516	377	6	j	j	PROPN
ajlm-2516	377	7	,	,	PUNCT
ajlm-2516	377	8	kurita	kurita	PROPN
ajlm-2516	377	9	y	y	PROPN
ajlm-2516	377	10	,	,	PUNCT
ajlm-2516	377	11	shibata	shibata	NOUN
ajlm-2516	377	12	t.	t.	NOUN
ajlm-2516	377	13	effects	effect	NOUN
ajlm-2516	377	14	of	of	ADP
ajlm-2516	377	15	gait	gait	NOUN
ajlm-2516	377	16	inducing	induce	VERB
ajlm-2516	377	17	assist	assist	NOUN
ajlm-2516	377	18	for	for	ADP
ajlm-2516	377	19	patients	patient	NOUN
ajlm-2516	377	20	with	with	ADP
ajlm-2516	377	21	parkinson	parkinson	NOUN
ajlm-2516	377	22	’s	’s	PART
ajlm-2516	377	23	disease	disease	NOUN
ajlm-2516	377	24	on	on	ADP
ajlm-2516	377	25	double	double	ADJ
ajlm-2516	377	26	support	support	NOUN
ajlm-2516	377	27	phase	phase	NOUN
ajlm-2516	377	28	during	during	ADP
ajlm-2516	377	29	gait	gait	NOUN
ajlm-2516	377	30	.	.	PUNCT
ajlm-2516	378	1	j	j	PROPN
ajlm-2516	378	2	robot	robot	PROPN
ajlm-2516	378	3	mechatron	mechatron	NOUN
ajlm-2516	378	4	.	.	PUNCT
ajlm-2516	379	1	2020;32(4):798–811	2020;32(4):798–811	NUM
ajlm-2516	379	2	.	.	PUNCT
ajlm-2516	379	3	https://doi.org/10.20965/jrm.2020.p0798	https://doi.org/10.20965/jrm.2020.p0798	PROPN
ajlm-2516	379	4	goirand	goirand	PROPN
ajlm-2516	379	5	m	m	PROPN
ajlm-2516	379	6	,	,	PUNCT
ajlm-2516	379	7	austin	austin	PROPN
ajlm-2516	379	8	e	e	PROPN
ajlm-2516	379	9	,	,	PUNCT
ajlm-2516	379	10	clay	clay	NOUN
ajlm-2516	379	11	-	-	PUNCT
ajlm-2516	379	12	williams	williams	PROPN
ajlm-2516	379	13	r.	r.	PROPN
ajlm-2516	379	14	implementing	implement	VERB
ajlm-2516	379	15	ethics	ethic	NOUN
ajlm-2516	379	16	in	in	ADP
ajlm-2516	379	17	healthcare	healthcare	PROPN
ajlm-2516	379	18	ai	ai	PROPN
ajlm-2516	379	19	-	-	PUNCT
ajlm-2516	379	20	based	base	VERB
ajlm-2516	379	21	applications	application	NOUN
ajlm-2516	379	22	:	:	PUNCT
ajlm-2516	379	23	a	a	DET
ajlm-2516	379	24	scoping	scope	VERB
ajlm-2516	379	25	review	review	NOUN
ajlm-2516	379	26	.	.	PUNCT
ajlm-2516	380	1	sci	sci	PROPN
ajlm-2516	380	2	eng	eng	PROPN
ajlm-2516	380	3	ethics	ethic	NOUN
ajlm-2516	380	4	.	.	PUNCT
ajlm-2516	381	1	2021;27(5):61	2021;27(5):61	X
ajlm-2516	381	2	.	.	PUNCT
ajlm-2516	382	1	https://doi.org/10.1007/s11948-021-00336-3	https://doi.org/10.1007/s11948-021-00336-3	PROPN
ajlm-2516	382	2	qoseem	qoseem	VERB
ajlm-2516	382	3	io	io	PROPN
ajlm-2516	382	4	,	,	PUNCT
ajlm-2516	382	5	okesanya	okesanya	ADJ
ajlm-2516	382	6	oj	oj	NOUN
ajlm-2516	382	7	,	,	PUNCT
ajlm-2516	382	8	olaleke	olaleke	ADJ
ajlm-2516	382	9	no	no	INTJ
ajlm-2516	382	10	,	,	PUNCT
ajlm-2516	382	11	et	et	PROPN
ajlm-2516	382	12	al	al	PROPN
ajlm-2516	382	13	.	.	PUNCT
ajlm-2516	383	1	digital	digital	PROPN
ajlm-2516	383	2	health	health	PROPN
ajlm-2516	383	3	and	and	CCONJ
ajlm-2516	383	4	health	health	NOUN
ajlm-2516	383	5	equity	equity	NOUN
ajlm-2516	383	6	:	:	PUNCT
ajlm-2516	383	7	how	how	SCONJ
ajlm-2516	383	8	digital	digital	ADJ
ajlm-2516	383	9	health	health	NOUN
ajlm-2516	383	10	can	can	AUX
ajlm-2516	383	11	address	address	VERB
ajlm-2516	383	12	healthcare	healthcare	NOUN
ajlm-2516	383	13	disparities	disparity	NOUN
ajlm-2516	383	14	and	and	CCONJ
ajlm-2516	383	15	improve	improve	VERB
ajlm-2516	383	16	access	access	NOUN
ajlm-2516	383	17	to	to	ADP
ajlm-2516	383	18	quality	quality	NOUN
ajlm-2516	383	19	care	care	NOUN
ajlm-2516	383	20	in	in	ADP
ajlm-2516	383	21	africa	africa	PROPN
ajlm-2516	383	22	.	.	PUNCT
ajlm-2516	384	1	health	health	NOUN
ajlm-2516	384	2	promot	promot	NOUN
ajlm-2516	384	3	perspect	perspect	NOUN
ajlm-2516	384	4	.	.	PUNCT
ajlm-2516	385	1	2024;14(1):3–8	2024;14(1):3–8	X
ajlm-2516	385	2	.	.	PUNCT
ajlm-2516	386	1	https://doi.org/10.34172/hpp.42822	https://doi.org/10.34172/hpp.42822	NOUN
ajlm-2516	386	2	khavandi	khavandi	PROPN
ajlm-2516	386	3	s	s	X
ajlm-2516	386	4	,	,	PUNCT
ajlm-2516	386	5	zaghloul	zaghloul	PROPN
ajlm-2516	386	6	f	f	PROPN
ajlm-2516	386	7	,	,	PUNCT
ajlm-2516	386	8	higham	higham	PROPN
ajlm-2516	386	9	a	a	PROPN
ajlm-2516	386	10	,	,	PUNCT
ajlm-2516	386	11	lim	lim	PROPN
ajlm-2516	386	12	e	e	PROPN
ajlm-2516	386	13	,	,	PUNCT
ajlm-2516	386	14	de	de	PROPN
ajlm-2516	386	15	pennington	pennington	PROPN
ajlm-2516	386	16	n	n	CCONJ
ajlm-2516	386	17	,	,	PUNCT
ajlm-2516	386	18	celi	celi	PROPN
ajlm-2516	386	19	la	la	PROPN
ajlm-2516	386	20	.	.	PUNCT
ajlm-2516	387	1	investigating	investigate	VERB
ajlm-2516	387	2	the	the	DET
ajlm-2516	387	3	impact	impact	NOUN
ajlm-2516	387	4	of	of	ADP
ajlm-2516	387	5	automation	automation	NOUN
ajlm-2516	387	6	on	on	ADP
ajlm-2516	387	7	the	the	DET
ajlm-2516	387	8	health	health	NOUN
ajlm-2516	387	9	care	care	NOUN
ajlm-2516	387	10	workforce	workforce	NOUN
ajlm-2516	387	11	through	through	ADP
ajlm-2516	387	12	autonomous	autonomous	ADJ
ajlm-2516	387	13	telemedicine	telemedicine	NOUN
ajlm-2516	387	14	in	in	ADP
ajlm-2516	387	15	the	the	DET
ajlm-2516	387	16	cataract	cataract	NOUN
ajlm-2516	387	17	pathway	pathway	NOUN
ajlm-2516	387	18	:	:	PUNCT
ajlm-2516	387	19	protocol	protocol	NOUN
ajlm-2516	387	20	for	for	ADP
ajlm-2516	387	21	a	a	DET
ajlm-2516	387	22	multicenter	multicenter	ADJ
ajlm-2516	387	23	study	study	NOUN
ajlm-2516	387	24	.	.	PUNCT
ajlm-2516	388	1	jmir	jmir	PROPN
ajlm-2516	388	2	res	re	NOUN
ajlm-2516	388	3	protoc	protoc	VERB
ajlm-2516	388	4	.	.	PUNCT
ajlm-2516	389	1	2023;12	2023;12	NUM
ajlm-2516	389	2	:	:	PUNCT
ajlm-2516	389	3	e49374	e49374	NOUN
ajlm-2516	389	4	.	.	PUNCT
ajlm-2516	390	1	https://doi.org/10.2196/49374	https://doi.org/10.2196/49374	VERB
ajlm-2516	391	1	mei	mei	PROPN
ajlm-2516	391	2	x	x	PROPN
ajlm-2516	391	3	,	,	PUNCT
ajlm-2516	391	4	lee	lee	PROPN
ajlm-2516	391	5	hc	hc	PROPN
ajlm-2516	391	6	,	,	PUNCT
ajlm-2516	391	7	diao	diao	PROPN
ajlm-2516	391	8	ky	ky	PROPN
ajlm-2516	391	9	,	,	PUNCT
ajlm-2516	391	10	et	et	PROPN
ajlm-2516	391	11	al	al	PROPN
ajlm-2516	391	12	.	.	PUNCT
ajlm-2516	391	13	artificial	artificial	ADJ
ajlm-2516	391	14	intelligence	intelligence	NOUN
ajlm-2516	391	15	-	-	PUNCT
ajlm-2516	391	16	enabled	enable	VERB
ajlm-2516	391	17	rapid	rapid	ADJ
ajlm-2516	391	18	diagnosis	diagnosis	NOUN
ajlm-2516	391	19	of	of	ADP
ajlm-2516	391	20	patients	patient	NOUN
ajlm-2516	391	21	with	with	ADP
ajlm-2516	391	22	covid-19	covid-19	PROPN
ajlm-2516	391	23	.	.	PUNCT
ajlm-2516	392	1	nat	nat	PROPN
ajlm-2516	392	2	med	med	PROPN
ajlm-2516	392	3	.	.	PUNCT
ajlm-2516	393	1	2020;26(8):1224–1228	2020;26(8):1224–1228	NUM
ajlm-2516	393	2	.	.	PUNCT
ajlm-2516	394	1	https://doi.org/10.1038/s41591-020-0931-3	https://doi.org/10.1038/s41591-020-0931-3	X
ajlm-2516	395	1	khullar	khullar	ADJ
ajlm-2516	395	2	d	d	PROPN
ajlm-2516	395	3	,	,	PUNCT
ajlm-2516	395	4	casalino	casalino	PROPN
ajlm-2516	395	5	lp	lp	PROPN
ajlm-2516	395	6	,	,	PUNCT
ajlm-2516	395	7	qian	qian	PROPN
ajlm-2516	395	8	y	y	PROPN
ajlm-2516	395	9	,	,	PUNCT
ajlm-2516	395	10	lu	lu	PROPN
ajlm-2516	395	11	y	y	PROPN
ajlm-2516	395	12	,	,	PUNCT
ajlm-2516	395	13	krumholz	krumholz	PROPN
ajlm-2516	395	14	hm	hm	INTJ
ajlm-2516	395	15	,	,	PUNCT
ajlm-2516	395	16	aneja	aneja	PROPN
ajlm-2516	395	17	s.	s.	PROPN
ajlm-2516	395	18	perspectives	perspective	NOUN
ajlm-2516	395	19	of	of	ADP
ajlm-2516	395	20	patients	patient	NOUN
ajlm-2516	395	21	about	about	ADP
ajlm-2516	395	22	artificial	artificial	ADJ
ajlm-2516	395	23	intelligence	intelligence	NOUN
ajlm-2516	395	24	in	in	ADP
ajlm-2516	395	25	health	health	NOUN
ajlm-2516	395	26	care	care	NOUN
ajlm-2516	395	27	.	.	PUNCT
ajlm-2516	396	1	jama	jama	PROPN
ajlm-2516	396	2	network	network	PROPN
ajlm-2516	396	3	open	open	ADJ
ajlm-2516	396	4	.	.	PUNCT
ajlm-2516	397	1	2022;5(5):e2210309	2022;5(5):e2210309	NOUN
ajlm-2516	397	2	.	.	PUNCT
ajlm-2516	398	1	https://doi.org/10.1001/jamanetworkopen.2022.10309	https://doi.org/10.1001/jamanetworkopen.2022.10309	PROPN
ajlm-2516	398	2	peyroteo	peyroteo	NOUN
ajlm-2516	398	3	m	m	PROPN
ajlm-2516	398	4	,	,	PUNCT
ajlm-2516	398	5	ferreira	ferreira	PROPN
ajlm-2516	398	6	ia	ia	PROPN
ajlm-2516	398	7	,	,	PUNCT
ajlm-2516	398	8	elvas	elvas	PROPN
ajlm-2516	398	9	lb	lb	PROPN
ajlm-2516	398	10	,	,	PUNCT
ajlm-2516	398	11	ferreira	ferreira	PROPN
ajlm-2516	398	12	jc	jc	PROPN
ajlm-2516	398	13	,	,	PUNCT
ajlm-2516	398	14	lapão	lapão	PROPN
ajlm-2516	398	15	lv	lv	PROPN
ajlm-2516	398	16	.	.	PUNCT
ajlm-2516	399	1	remote	remote	ADJ
ajlm-2516	399	2	monitoring	monitoring	NOUN
ajlm-2516	399	3	systems	system	NOUN
ajlm-2516	399	4	for	for	ADP
ajlm-2516	399	5	patients	patient	NOUN
ajlm-2516	399	6	with	with	ADP
ajlm-2516	399	7	chronic	chronic	ADJ
ajlm-2516	399	8	diseases	disease	NOUN
ajlm-2516	399	9	in	in	ADP
ajlm-2516	399	10	primary	primary	ADJ
ajlm-2516	399	11	health	health	NOUN
ajlm-2516	399	12	care	care	NOUN
ajlm-2516	399	13	:	:	PUNCT
ajlm-2516	399	14	systematic	systematic	ADJ
ajlm-2516	399	15	review	review	NOUN
ajlm-2516	399	16	.	.	PUNCT
ajlm-2516	400	1	jmir	jmir	PROPN
ajlm-2516	400	2	mhealth	mhealth	PROPN
ajlm-2516	400	3	uhealth	uhealth	PROPN
ajlm-2516	400	4	.	.	PUNCT
ajlm-2516	401	1	2021;9(12):e28285	2021;9(12):e28285	NUM
ajlm-2516	401	2	.	.	PUNCT
ajlm-2516	402	1	https://doi.org/10.2196/28285	https://doi.org/10.2196/28285	PROPN
ajlm-2516	402	2	pelly	pelly	PROPN
ajlm-2516	402	3	m	m	PROPN
ajlm-2516	402	4	,	,	PUNCT
ajlm-2516	402	5	fatehi	fatehi	PROPN
ajlm-2516	402	6	f	f	NOUN
ajlm-2516	402	7	,	,	PUNCT
ajlm-2516	402	8	liew	liew	PROPN
ajlm-2516	402	9	d	d	NOUN
ajlm-2516	402	10	,	,	PUNCT
ajlm-2516	402	11	verdejo	verdejo	PROPN
ajlm-2516	402	12	-	-	PUNCT
ajlm-2516	402	13	garcia	garcia	PROPN
ajlm-2516	402	14	a.	a.	NOUN
ajlm-2516	402	15	artificial	artificial	PROPN
ajlm-2516	402	16	intelligence	intelligence	NOUN
ajlm-2516	402	17	for	for	ADP
ajlm-2516	402	18	secondary	secondary	ADJ
ajlm-2516	402	19	prevention	prevention	NOUN
ajlm-2516	402	20	of	of	ADP
ajlm-2516	402	21	myocardial	myocardial	ADJ
ajlm-2516	402	22	infarction	infarction	NOUN
ajlm-2516	402	23	:	:	PUNCT
ajlm-2516	402	24	a	a	DET
ajlm-2516	402	25	qualitative	qualitative	ADJ
ajlm-2516	402	26	study	study	NOUN
ajlm-2516	402	27	of	of	ADP
ajlm-2516	402	28	patient	patient	NOUN
ajlm-2516	402	29	and	and	CCONJ
ajlm-2516	402	30	health	health	NOUN
ajlm-2516	402	31	professional	professional	ADJ
ajlm-2516	402	32	perspectives	perspective	NOUN
ajlm-2516	402	33	.	.	PUNCT
ajlm-2516	403	1	int	int	PROPN
ajlm-2516	403	2	j	j	PROPN
ajlm-2516	403	3	med	med	ADJ
ajlm-2516	403	4	inform	inform	NOUN
ajlm-2516	403	5	.	.	PUNCT
ajlm-2516	404	1	2023;173:105041	2023;173:105041	X
ajlm-2516	404	2	.	.	PUNCT
ajlm-2516	405	1	https://doi.org/10.1016/j.ijmedinf.2023.105041	https://doi.org/10.1016/j.ijmedinf.2023.105041	VERB
ajlm-2516	405	2	gray	gray	ADJ
ajlm-2516	405	3	k	k	PROPN
ajlm-2516	405	4	,	,	PUNCT
ajlm-2516	405	5	yam	yam	PROPN
ajlm-2516	405	6	kc	kc	PROPN
ajlm-2516	405	7	,	,	PUNCT
ajlm-2516	405	8	zhean	zhean	PROPN
ajlm-2516	405	9	ae	ae	PROPN
ajlm-2516	405	10	,	,	PUNCT
ajlm-2516	405	11	wibank	wibank	PROPN
ajlm-2516	405	12	d	d	NOUN
ajlm-2516	405	13	,	,	PUNCT
ajlm-2516	405	14	waytz	waytz	ADJ
ajlm-2516	405	15	a.	a.	NOUN
ajlm-2516	405	16	the	the	DET
ajlm-2516	405	17	psychology	psychology	NOUN
ajlm-2516	405	18	of	of	ADP
ajlm-2516	405	19	robots	robot	NOUN
ajlm-2516	405	20	and	and	CCONJ
ajlm-2516	405	21	artificial	artificial	ADJ
ajlm-2516	405	22	intelligence	intelligence	NOUN
ajlm-2516	405	23	.	.	PUNCT
ajlm-2516	406	1	in	in	ADP
ajlm-2516	406	2	:	:	PUNCT
ajlm-2516	406	3	gilbert	gilbert	PROPN
ajlm-2516	406	4	d	d	PROPN
ajlm-2516	406	5	,	,	PUNCT
ajlm-2516	406	6	editor	editor	NOUN
ajlm-2516	406	7	.	.	PUNCT
ajlm-2516	407	1	the	the	DET
ajlm-2516	407	2	handbook	handbook	NOUN
ajlm-2516	407	3	of	of	ADP
ajlm-2516	407	4	social	social	ADJ
ajlm-2516	407	5	psychology	psychology	NOUN
ajlm-2516	407	6	.	.	PUNCT
ajlm-2516	408	1	6th	6th	ADJ
ajlm-2516	408	2	ed	ed	NOUN
ajlm-2516	408	3	.	.	PUNCT
ajlm-2516	409	1	cambridge	cambridge	PROPN
ajlm-2516	409	2	,	,	PUNCT
ajlm-2516	409	3	ma	ma	PROPN
ajlm-2516	409	4	:	:	PUNCT
ajlm-2516	409	5	situationist	situationist	ADJ
ajlm-2516	409	6	press	press	NOUN
ajlm-2516	409	7	,	,	PUNCT
ajlm-2516	409	8	2023	2023	NUM
ajlm-2516	409	9	;	;	PUNCT
ajlm-2516	409	10	p.	p.	PROPN
ajlm-2516	409	11	1–91	1–91	PROPN
ajlm-2516	409	12	.	.	PUNCT
ajlm-2516	410	1	guerrisi	guerrisi	VERB
ajlm-2516	410	2	a	a	PRON
ajlm-2516	410	3	,	,	PUNCT
ajlm-2516	410	4	falcone	falcone	PROPN
ajlm-2516	410	5	i	i	PROPN
ajlm-2516	410	6	,	,	PUNCT
ajlm-2516	410	7	valenti	valenti	PROPN
ajlm-2516	410	8	f	f	PROPN
ajlm-2516	410	9	,	,	PUNCT
ajlm-2516	410	10	et	et	PROPN
ajlm-2516	410	11	al	al	PROPN
ajlm-2516	410	12	.	.	PUNCT
ajlm-2516	410	13	artificial	artificial	ADJ
ajlm-2516	410	14	intelligence	intelligence	NOUN
ajlm-2516	410	15	and	and	CCONJ
ajlm-2516	410	16	advanced	advanced	ADJ
ajlm-2516	410	17	melanoma	melanoma	NOUN
ajlm-2516	410	18	:	:	PUNCT
ajlm-2516	410	19	treatment	treatment	NOUN
ajlm-2516	410	20	management	management	NOUN
ajlm-2516	410	21	implications	implication	NOUN
ajlm-2516	410	22	.	.	PUNCT
ajlm-2516	411	1	cells	cell	NOUN
ajlm-2516	411	2	.	.	PUNCT
ajlm-2516	412	1	2022;11(24):3965	2022;11(24):3965	X
ajlm-2516	412	2	.	.	PUNCT
ajlm-2516	413	1	https://doi.org/10.3390/cells11243965	https://doi.org/10.3390/cells11243965	PROPN
ajlm-2516	413	2	nwachuya	nwachuya	PROPN
ajlm-2516	413	3	ca	ca	PROPN
ajlm-2516	413	4	,	,	PUNCT
ajlm-2516	413	5	umeh	umeh	NOUN
ajlm-2516	413	6	au	au	ADV
ajlm-2516	413	7	,	,	PUNCT
ajlm-2516	413	8	ogwurumba	ogwurumba	NOUN
ajlm-2516	413	9	jc	jc	PROPN
ajlm-2516	413	10	,	,	PUNCT
ajlm-2516	413	11	chinedu	chinedu	NOUN
ajlm-2516	413	12	-	-	PUNCT
ajlm-2516	413	13	eze	eze	ADJ
ajlm-2516	413	14	in	in	ADP
ajlm-2516	413	15	,	,	PUNCT
ajlm-2516	413	16	azubuike	azubuike	PROPN
ajlm-2516	413	17	cc	cc	PROPN
ajlm-2516	413	18	,	,	PUNCT
ajlm-2516	413	19	isah	isah	PROPN
ajlm-2516	413	20	a.	a.	NOUN
ajlm-2516	413	21	effectiveness	effectiveness	NOUN
ajlm-2516	413	22	of	of	ADP
ajlm-2516	413	23	telepharmacy	telepharmacy	NOUN
ajlm-2516	413	24	in	in	ADP
ajlm-2516	413	25	rural	rural	ADJ
ajlm-2516	413	26	communities	community	NOUN
ajlm-2516	413	27	in	in	ADP
ajlm-2516	413	28	africa	africa	PROPN
ajlm-2516	413	29	:	:	PUNCT
ajlm-2516	413	30	a	a	DET
ajlm-2516	413	31	scoping	scope	VERB
ajlm-2516	413	32	review	review	NOUN
ajlm-2516	413	33	.	.	PUNCT
ajlm-2516	414	1	j	j	PROPN
ajlm-2516	414	2	pharm	pharm	PROPN
ajlm-2516	414	3	technol	technol	PROPN
ajlm-2516	414	4	.	.	PUNCT
ajlm-2516	415	1	2023;39(5):241–246	2023;39(5):241–246	NUM
ajlm-2516	415	2	.	.	X
ajlm-2516	416	1	https://doi.org/10.1177/87551225231190567	https://doi.org/10.1177/87551225231190567	PROPN
ajlm-2516	416	2	reed	reed	PROPN
ajlm-2516	416	3	c.	c.	PROPN
ajlm-2516	417	1	how	how	SCONJ
ajlm-2516	417	2	should	should	AUX
ajlm-2516	417	3	we	we	PRON
ajlm-2516	417	4	regulate	regulate	VERB
ajlm-2516	417	5	artificial	artificial	ADJ
ajlm-2516	417	6	intelligence	intelligence	NOUN
ajlm-2516	417	7	?	?	PUNCT
ajlm-2516	418	1	philos	philos	PROPN
ajlm-2516	418	2	trans	trans	PROPN
ajlm-2516	419	1	a	a	DET
ajlm-2516	419	2	math	math	NOUN
ajlm-2516	419	3	phys	phy	NOUN
ajlm-2516	419	4	eng	eng	PROPN
ajlm-2516	419	5	sci	sci	PROPN
ajlm-2516	419	6	.	.	PROPN
ajlm-2516	419	7	2018;376(2128):20170360	2018;376(2128):20170360	NUM
ajlm-2516	419	8	.	.	PUNCT
ajlm-2516	420	1	https://doi.org/10.1098/rsta.2017.0360	https://doi.org/10.1098/rsta.2017.0360	PROPN
ajlm-2516	420	2	jabbar	jabbar	PROPN
ajlm-2516	420	3	ma	ma	PROPN
ajlm-2516	420	4	,	,	PUNCT
ajlm-2516	420	5	iqbal	iqbal	PROPN
ajlm-2516	420	6	h	h	PROPN
ajlm-2516	420	7	,	,	PUNCT
ajlm-2516	420	8	chawla	chawla	PROPN
ajlm-2516	420	9	u.	u.	PROPN
ajlm-2516	420	10	patient	patient	PROPN
ajlm-2516	420	11	satisfaction	satisfaction	NOUN
ajlm-2516	420	12	:	:	PUNCT
ajlm-2516	420	13	the	the	DET
ajlm-2516	420	14	role	role	NOUN
ajlm-2516	420	15	of	of	ADP
ajlm-2516	420	16	artificial	artificial	ADJ
ajlm-2516	420	17	intelligence	intelligence	NOUN
ajlm-2516	420	18	in	in	ADP
ajlm-2516	420	19	healthcare	healthcare	PROPN
ajlm-2516	420	20	.	.	PUNCT
ajlm-2516	421	1	j	j	PROPN
ajlm-2516	421	2	health	health	NOUN
ajlm-2516	421	3	manag	manag	NOUN
ajlm-2516	421	4	.	.	PUNCT
ajlm-2516	422	1	2024;0(0):1–11	2024;0(0):1–11	NUM
ajlm-2516	422	2	.	.	PUNCT
ajlm-2516	423	1	https://doi.org/10.1177/09720634241246331	https://doi.org/10.1177/09720634241246331	VERB
ajlm-2516	423	2	khan	khan	PROPN
ajlm-2516	423	3	an	an	PROPN
ajlm-2516	423	4	,	,	PUNCT
ajlm-2516	423	5	jabeen	jabeen	NOUN
ajlm-2516	423	6	f	f	PROPN
ajlm-2516	423	7	,	,	PUNCT
ajlm-2516	423	8	mehmood	mehmood	PROPN
ajlm-2516	423	9	k	k	PROPN
ajlm-2516	423	10	,	,	PUNCT
ajlm-2516	423	11	soomro	soomro	PROPN
ajlm-2516	423	12	ma	ma	PROPN
ajlm-2516	423	13	,	,	PUNCT
ajlm-2516	423	14	bresciani	bresciani	PROPN
ajlm-2516	423	15	s.	s.	PROPN
ajlm-2516	423	16	paving	pave	VERB
ajlm-2516	423	17	the	the	DET
ajlm-2516	423	18	way	way	NOUN
ajlm-2516	423	19	for	for	ADP
ajlm-2516	423	20	technological	technological	ADJ
ajlm-2516	423	21	innovation	innovation	NOUN
ajlm-2516	423	22	through	through	ADP
ajlm-2516	423	23	adoption	adoption	NOUN
ajlm-2516	423	24	of	of	ADP
ajlm-2516	423	25	artificial	artificial	ADJ
ajlm-2516	423	26	intelligence	intelligence	NOUN
ajlm-2516	423	27	in	in	ADP
ajlm-2516	423	28	conservative	conservative	ADJ
ajlm-2516	423	29	industries	industry	NOUN
ajlm-2516	423	30	.	.	PUNCT
ajlm-2516	424	1	j	j	PROPN
ajlm-2516	424	2	bus	bus	NOUN
ajlm-2516	424	3	res	re	NOUN
ajlm-2516	424	4	.	.	PUNCT
ajlm-2516	425	1	2023;165:114019	2023;165:114019	NUM
ajlm-2516	425	2	.	.	PUNCT
ajlm-2516	426	1	https://doi.org/10.1016/j.jbusres.2023.114019	https://doi.org/10.1016/j.jbusres.2023.114019	NOUN
ajlm-2516	426	2	gama	gama	NOUN
ajlm-2516	427	1	f	f	X
ajlm-2516	427	2	,	,	PUNCT
ajlm-2516	427	3	tyskbo	tyskbo	PROPN
ajlm-2516	427	4	d	d	X
ajlm-2516	427	5	,	,	PUNCT
ajlm-2516	427	6	nygren	nygren	PROPN
ajlm-2516	427	7	j	j	PROPN
ajlm-2516	427	8	,	,	PUNCT
ajlm-2516	427	9	barlow	barlow	PROPN
ajlm-2516	427	10	j	j	PROPN
ajlm-2516	427	11	,	,	PUNCT
ajlm-2516	427	12	reed	reed	PROPN
ajlm-2516	427	13	j	j	PROPN
ajlm-2516	427	14	,	,	PUNCT
ajlm-2516	427	15	svedberg	svedberg	PROPN
ajlm-2516	427	16	p.	p.	NOUN
ajlm-2516	427	17	implementation	implementation	NOUN
ajlm-2516	427	18	frameworks	framework	NOUN
ajlm-2516	427	19	for	for	ADP
ajlm-2516	427	20	artificial	artificial	ADJ
ajlm-2516	427	21	intelligence	intelligence	NOUN
ajlm-2516	427	22	translation	translation	NOUN
ajlm-2516	427	23	into	into	ADP
ajlm-2516	427	24	health	health	NOUN
ajlm-2516	427	25	care	care	NOUN
ajlm-2516	427	26	practice	practice	NOUN
ajlm-2516	427	27	:	:	PUNCT
ajlm-2516	427	28	scoping	scope	VERB
ajlm-2516	427	29	review	review	NOUN
ajlm-2516	427	30	.	.	PUNCT
ajlm-2516	428	1	j	j	PROPN
ajlm-2516	428	2	med	med	PROPN
ajlm-2516	428	3	internet	internet	NOUN
ajlm-2516	428	4	res	re	NOUN
ajlm-2516	428	5	.	.	PUNCT
ajlm-2516	429	1	2022;24(1):e32215	2022;24(1):e32215	X
ajlm-2516	429	2	.	.	PUNCT
ajlm-2516	429	3	https://doi.org/10.2196/32215	https://doi.org/10.2196/32215	PROPN
ajlm-2516	429	4	kang	kang	PROPN
ajlm-2516	429	5	sk	sk	PROPN
ajlm-2516	429	6	,	,	PUNCT
ajlm-2516	429	7	lee	lee	PROPN
ajlm-2516	429	8	ci	ci	PROPN
ajlm-2516	429	9	,	,	PUNCT
ajlm-2516	429	10	pandharipande	pandharipande	NOUN
ajlm-2516	429	11	pv	pv	INTJ
ajlm-2516	429	12	,	,	PUNCT
ajlm-2516	429	13	sanelli	sanelli	ADJ
ajlm-2516	429	14	pc	pc	NOUN
ajlm-2516	429	15	,	,	PUNCT
ajlm-2516	429	16	recht	recht	PROPN
ajlm-2516	429	17	mp	mp	PROPN
ajlm-2516	429	18	.	.	PUNCT
ajlm-2516	430	1	residents	resident	NOUN
ajlm-2516	430	2	’	’	PART
ajlm-2516	430	3	introduction	introduction	NOUN
ajlm-2516	430	4	to	to	ADP
ajlm-2516	430	5	comparative	comparative	ADJ
ajlm-2516	430	6	effectiveness	effectiveness	NOUN
ajlm-2516	430	7	research	research	NOUN
ajlm-2516	430	8	and	and	CCONJ
ajlm-2516	430	9	big	big	ADJ
ajlm-2516	430	10	data	datum	NOUN
ajlm-2516	430	11	analytics	analytic	NOUN
ajlm-2516	430	12	.	.	PUNCT
ajlm-2516	431	1	j	j	PROPN
ajlm-2516	431	2	am	be	AUX
ajlm-2516	431	3	coll	coll	PROPN
ajlm-2516	431	4	radiol	radiol	NOUN
ajlm-2516	431	5	.	.	PUNCT
ajlm-2516	432	1	2017;14(4):534–536	2017;14(4):534–536	X
ajlm-2516	432	2	.	.	PUNCT
ajlm-2516	433	1	https://doi.org/10.1016/j.jacr.2016.10.032	https://doi.org/10.1016/j.jacr.2016.10.032	NOUN
ajlm-2516	433	2	manyazewal	manyazewal	PROPN
ajlm-2516	433	3	t	t	PROPN
ajlm-2516	433	4	,	,	PUNCT
ajlm-2516	433	5	woldeamanuel	woldeamanuel	PROPN
ajlm-2516	433	6	y	y	PROPN
ajlm-2516	433	7	,	,	PUNCT
ajlm-2516	433	8	blumberg	blumberg	PROPN
ajlm-2516	433	9	hm	hm	PROPN
ajlm-2516	433	10	,	,	PUNCT
ajlm-2516	433	11	fekadu	fekadu	NOUN
ajlm-2516	433	12	a	a	PRON
ajlm-2516	433	13	,	,	PUNCT
ajlm-2516	433	14	marconi	marconi	PROPN
ajlm-2516	433	15	vc	vc	PROPN
ajlm-2516	433	16	.	.	PUNCT
ajlm-2516	434	1	the	the	DET
ajlm-2516	434	2	potential	potential	ADJ
ajlm-2516	434	3	use	use	NOUN
ajlm-2516	434	4	of	of	ADP
ajlm-2516	434	5	digital	digital	ADJ
ajlm-2516	434	6	health	health	NOUN
ajlm-2516	434	7	technologies	technology	NOUN
ajlm-2516	434	8	in	in	ADP
ajlm-2516	434	9	the	the	DET
ajlm-2516	434	10	african	african	ADJ
ajlm-2516	434	11	context	context	NOUN
ajlm-2516	434	12	:	:	PUNCT
ajlm-2516	434	13	a	a	DET
ajlm-2516	434	14	systematic	systematic	ADJ
ajlm-2516	434	15	review	review	NOUN
ajlm-2516	434	16	of	of	ADP
ajlm-2516	434	17	evidence	evidence	NOUN
ajlm-2516	434	18	from	from	ADP
ajlm-2516	434	19	ethiopia	ethiopia	PROPN
ajlm-2516	434	20	.	.	PUNCT
ajlm-2516	435	1	npj	npj	PROPN
ajlm-2516	435	2	digit	digit	NOUN
ajlm-2516	435	3	med	med	PROPN
ajlm-2516	435	4	.	.	PUNCT
ajlm-2516	436	1	2021;4(1):125	2021;4(1):125	NUM
ajlm-2516	436	2	.	.	PUNCT
ajlm-2516	436	3	https://doi.org/10.1038/s41746-021-00487-4	https://doi.org/10.1038/s41746-021-00487-4	PROPN
ajlm-2516	436	4	penprase	penprase	PROPN
ajlm-2516	436	5	be	be	AUX
ajlm-2516	436	6	.	.	PUNCT
ajlm-2516	437	1	the	the	DET
ajlm-2516	437	2	fourth	fourth	PROPN
ajlm-2516	437	3	industrial	industrial	ADJ
ajlm-2516	437	4	revolution	revolution	NOUN
ajlm-2516	437	5	and	and	CCONJ
ajlm-2516	437	6	higher	high	ADJ
ajlm-2516	437	7	education	education	NOUN
ajlm-2516	437	8	.	.	PUNCT
ajlm-2516	438	1	in	in	ADP
ajlm-2516	438	2	:	:	PUNCT
ajlm-2516	438	3	gleason	gleason	PROPN
ajlm-2516	438	4	nw	nw	PROPN
ajlm-2516	438	5	,	,	PUNCT
ajlm-2516	438	6	editor	editor	NOUN
ajlm-2516	438	7	.	.	PUNCT
ajlm-2516	439	1	higher	high	ADJ
ajlm-2516	439	2	education	education	NOUN
ajlm-2516	439	3	in	in	ADP
ajlm-2516	439	4	the	the	DET
ajlm-2516	439	5	era	era	NOUN
ajlm-2516	439	6	of	of	ADP
ajlm-2516	439	7	the	the	DET
ajlm-2516	439	8	fourth	fourth	ADJ
ajlm-2516	439	9	industrial	industrial	ADJ
ajlm-2516	439	10	revolution	revolution	NOUN
ajlm-2516	439	11	.	.	PUNCT
ajlm-2516	440	1	singapore	singapore	PROPN
ajlm-2516	440	2	:	:	PUNCT
ajlm-2516	440	3	palgrave	palgrave	PROPN
ajlm-2516	440	4	macmillan	macmillan	PROPN
ajlm-2516	440	5	,	,	PUNCT
ajlm-2516	440	6	2018	2018	NUM
ajlm-2516	440	7	;	;	PUNCT
ajlm-2516	440	8	p.	p.	PROPN
ajlm-2516	440	9	207–229	207–229	NUM
ajlm-2516	440	10	.	.	PUNCT
ajlm-2516	441	1	galal	galal	PROPN
ajlm-2516	441	2	s.	s.	PROPN
ajlm-2516	441	3	value	value	PROPN
ajlm-2516	441	4	of	of	ADP
ajlm-2516	441	5	gross	gross	ADJ
ajlm-2516	441	6	domestic	domestic	ADJ
ajlm-2516	441	7	expenditure	expenditure	NOUN
ajlm-2516	441	8	on	on	ADP
ajlm-2516	441	9	r&d	r&d	NOUN
ajlm-2516	441	10	in	in	ADP
ajlm-2516	441	11	africa	africa	PROPN
ajlm-2516	441	12	2020–2022	2020–2022	PROPN
ajlm-2516	441	13	,	,	PUNCT
ajlm-2516	441	14	by	by	ADP
ajlm-2516	441	15	country	country	NOUN
ajlm-2516	442	1	[	[	X
ajlm-2516	442	2	homepage	homepage	NOUN
ajlm-2516	442	3	on	on	ADP
ajlm-2516	442	4	the	the	DET
ajlm-2516	442	5	internet	internet	NOUN
ajlm-2516	442	6	]	]	PUNCT
ajlm-2516	442	7	.	.	PUNCT
ajlm-2516	443	1	2023	2023	NUM
ajlm-2516	444	1	[	[	X
ajlm-2516	444	2	cited	cite	VERB
ajlm-2516	444	3	2024	2024	NUM
ajlm-2516	444	4	aug	aug	NOUN
ajlm-2516	444	5	15	15	NUM
ajlm-2516	444	6	]	]	PUNCT
ajlm-2516	444	7	.	.	PUNCT
ajlm-2516	445	1	available	available	ADJ
ajlm-2516	445	2	from	from	ADP
ajlm-2516	445	3	:	:	PUNCT
ajlm-2516	445	4	https://www.statista.com/	https://www.statista.com/	PROPN
ajlm-2516	445	5	dst	dst	PROPN
ajlm-2516	445	6	.	.	PROPN
ajlm-2516	445	7	department	department	PROPN
ajlm-2516	445	8	of	of	ADP
ajlm-2516	445	9	science	science	NOUN
ajlm-2516	445	10	and	and	CCONJ
ajlm-2516	445	11	innovation	innovation	NOUN
ajlm-2516	445	12	on	on	ADP
ajlm-2516	445	13	south	south	PROPN
ajlm-2516	445	14	africa	africa	PROPN
ajlm-2516	445	15	’s	’s	PART
ajlm-2516	445	16	expenditure	expenditure	NOUN
ajlm-2516	445	17	on	on	ADP
ajlm-2516	445	18	research	research	NOUN
ajlm-2516	445	19	and	and	CCONJ
ajlm-2516	445	20	development	development	NOUN
ajlm-2516	446	1	[	[	X
ajlm-2516	446	2	homepage	homepage	NOUN
ajlm-2516	446	3	on	on	ADP
ajlm-2516	446	4	the	the	DET
ajlm-2516	446	5	internet	internet	NOUN
ajlm-2516	446	6	]	]	PUNCT
ajlm-2516	446	7	.	.	PUNCT
ajlm-2516	447	1	2009	2009	NUM
ajlm-2516	448	1	[	[	X
ajlm-2516	448	2	cited	cite	VERB
ajlm-2516	448	3	2024	2024	NUM
ajlm-2516	448	4	aug	aug	NOUN
ajlm-2516	448	5	15	15	NUM
ajlm-2516	448	6	]	]	PUNCT
ajlm-2516	448	7	.	.	PUNCT
ajlm-2516	449	1	available	available	ADJ
ajlm-2516	449	2	from	from	ADP
ajlm-2516	449	3	:	:	PUNCT
ajlm-2516	449	4	http://www.gov.za/	http://www.gov.za/	PROPN
ajlm-2516	449	5	united	united	PROPN
ajlm-2516	449	6	nations	nations	PROPN
ajlm-2516	449	7	(	(	PUNCT
ajlm-2516	449	8	un	un	PROPN
ajlm-2516	449	9	)	)	PUNCT
ajlm-2516	449	10	.	.	PUNCT
ajlm-2516	450	1	economic	economic	ADJ
ajlm-2516	450	2	commission	commission	PROPN
ajlm-2516	450	3	for	for	ADP
ajlm-2516	450	4	africa	africa	PROPN
ajlm-2516	450	5	towards	towards	ADP
ajlm-2516	450	6	achieving	achieve	VERB
ajlm-2516	450	7	the	the	DET
ajlm-2516	450	8	african	african	PROPN
ajlm-2516	450	9	union	union	PROPN
ajlm-2516	450	10	’s	’s	PART
ajlm-2516	450	11	recommendation	recommendation	NOUN
ajlm-2516	450	12	of	of	ADP
ajlm-2516	450	13	expenditure	expenditure	NOUN
ajlm-2516	450	14	of	of	ADP
ajlm-2516	450	15	1	1	NUM
ajlm-2516	450	16	%	%	NOUN
ajlm-2516	450	17	of	of	ADP
ajlm-2516	450	18	gdp	gdp	NOUN
ajlm-2516	450	19	on	on	ADP
ajlm-2516	450	20	research	research	NOUN
ajlm-2516	450	21	and	and	CCONJ
ajlm-2516	450	22	development	development	NOUN
ajlm-2516	451	1	[	[	X
ajlm-2516	451	2	homepage	homepage	NOUN
ajlm-2516	451	3	on	on	ADP
ajlm-2516	451	4	the	the	DET
ajlm-2516	451	5	internet	internet	NOUN
ajlm-2516	451	6	]	]	PUNCT
ajlm-2516	451	7	.	.	PUNCT
ajlm-2516	452	1	addis	addis	PROPN
ajlm-2516	452	2	ababa	ababa	PROPN
ajlm-2516	452	3	;	;	PUNCT
ajlm-2516	452	4	2018	2018	NUM
ajlm-2516	453	1	[	[	PRON
ajlm-2516	453	2	cited	cite	VERB
ajlm-2516	453	3	2024	2024	NUM
ajlm-2516	453	4	aug	aug	NOUN
ajlm-2516	453	5	15	15	NUM
ajlm-2516	453	6	]	]	PUNCT
ajlm-2516	453	7	.	.	PUNCT
ajlm-2516	454	1	available	available	ADJ
ajlm-2516	454	2	from	from	ADP
ajlm-2516	454	3	:	:	PUNCT
ajlm-2516	454	4	https://hdl.handle.net/10855/24306	https://hdl.handle.net/10855/24306	PROPN