id	sid	tid	token	lemma	pos
gp-29	1	1	99	99	NUM
gp-29	1	2	american	american	ADJ
gp-29	1	3	journal	journal	PROPN
gp-29	1	4	of	of	ADP
gp-29	1	5	economic	economic	ADJ
gp-29	1	6	and	and	CCONJ
gp-29	1	7	management	management	NOUN
gp-29	1	8	business	business	NOUN
gp-29	1	9	e	e	NOUN
gp-29	1	10	-	-	NOUN
gp-29	1	11	issn	issn	ADJ
gp-29	1	12	:	:	PUNCT
gp-29	1	13	2835	2835	NUM
gp-29	1	14	-	-	SYM
gp-29	1	15	5199	5199	NUM
gp-29	1	16	vol	vol	NOUN
gp-29	1	17	.	.	NOUN
gp-29	1	18	2	2	NUM
gp-29	1	19	no	no	NOUN
gp-29	1	20	.	.	NOUN
gp-29	1	21	3	3	NUM
gp-29	1	22	march	march	NOUN
gp-29	1	23	2023	2023	NUM
gp-29	1	24	exploring	explore	VERB
gp-29	1	25	the	the	DET
gp-29	1	26	role	role	NOUN
gp-29	1	27	of	of	ADP
gp-29	1	28	machine	machine	NOUN
gp-29	1	29	learning	learn	VERB
gp-29	1	30	in	in	ADP
gp-29	1	31	contact	contact	NOUN
gp-29	1	32	tracing	trace	VERB
gp-29	1	33	for	for	ADP
gp-29	1	34	public	public	ADJ
gp-29	1	35	health	health	NOUN
gp-29	1	36	:	:	PUNCT
gp-29	1	37	benefits	benefit	NOUN
gp-29	1	38	,	,	PUNCT
gp-29	1	39	challenges	challenge	NOUN
gp-29	1	40	,	,	PUNCT
gp-29	1	41	and	and	CCONJ
gp-29	1	42	ethical	ethical	ADJ
gp-29	1	43	considerations	consideration	NOUN
gp-29	1	44	moazzam	moazzam	NOUN
gp-29	1	45	siddiq	siddiq	PROPN
gp-29	1	46	university	university	PROPN
gp-29	1	47	of	of	ADP
gp-29	1	48	north	north	PROPN
gp-29	1	49	america	america	PROPN
gp-29	1	50	,	,	PUNCT
gp-29	1	51	virginia	virginia	PROPN
gp-29	1	52	,	,	PUNCT
gp-29	1	53	usa	usa	PROPN
gp-29	1	54	email	email	NOUN
gp-29	1	55	:	:	PUNCT
gp-29	1	56	moazzam.siddiq86@gmail.com	moazzam.siddiq86@gmail.com	X
gp-29	1	57	abstract	abstract	PROPN
gp-29	1	58	this	this	DET
gp-29	1	59	article	article	NOUN
gp-29	1	60	discusses	discuss	VERB
gp-29	1	61	the	the	DET
gp-29	1	62	role	role	NOUN
gp-29	1	63	of	of	ADP
gp-29	1	64	machine	machine	NOUN
gp-29	1	65	learning	learn	VERB
gp-29	1	66	in	in	ADP
gp-29	1	67	contact	contact	NOUN
gp-29	1	68	tracing	trace	VERB
gp-29	1	69	for	for	ADP
gp-29	1	70	public	public	ADJ
gp-29	1	71	health	health	NOUN
gp-29	1	72	,	,	PUNCT
gp-29	1	73	particularly	particularly	ADV
gp-29	1	74	in	in	ADP
gp-29	1	75	controlling	control	VERB
gp-29	1	76	the	the	DET
gp-29	1	77	spread	spread	NOUN
gp-29	1	78	of	of	ADP
gp-29	1	79	infectious	infectious	ADJ
gp-29	1	80	diseases	disease	NOUN
gp-29	1	81	like	like	ADP
gp-29	1	82	covid-19	covid-19	PROPN
gp-29	1	83	.	.	PUNCT
gp-29	2	1	the	the	DET
gp-29	2	2	traditional	traditional	ADJ
gp-29	2	3	methods	method	NOUN
gp-29	2	4	of	of	ADP
gp-29	2	5	contact	contact	NOUN
gp-29	2	6	tracing	trace	VERB
gp-29	2	7	have	have	AUX
gp-29	2	8	proven	prove	VERB
gp-29	2	9	to	to	PART
gp-29	2	10	be	be	AUX
gp-29	2	11	insufficient	insufficient	ADJ
gp-29	2	12	in	in	ADP
gp-29	2	13	dealing	deal	VERB
gp-29	2	14	with	with	ADP
gp-29	2	15	the	the	DET
gp-29	2	16	scale	scale	NOUN
gp-29	2	17	and	and	CCONJ
gp-29	2	18	complexity	complexity	NOUN
gp-29	2	19	of	of	ADP
gp-29	2	20	the	the	DET
gp-29	2	21	pandemic	pandemic	ADJ
gp-29	2	22	,	,	PUNCT
gp-29	2	23	leading	lead	VERB
gp-29	2	24	to	to	ADP
gp-29	2	25	the	the	DET
gp-29	2	26	exploration	exploration	NOUN
gp-29	2	27	of	of	ADP
gp-29	2	28	new	new	ADJ
gp-29	2	29	technologies	technology	NOUN
gp-29	2	30	such	such	ADJ
gp-29	2	31	as	as	ADP
gp-29	2	32	machine	machine	NOUN
gp-29	2	33	learning	learning	NOUN
gp-29	2	34	.	.	PUNCT
gp-29	3	1	the	the	DET
gp-29	3	2	article	article	NOUN
gp-29	3	3	reviews	review	VERB
gp-29	3	4	various	various	ADJ
gp-29	3	5	machine	machine	NOUN
gp-29	3	6	learning	learning	NOUN
gp-29	3	7	models	model	NOUN
gp-29	3	8	and	and	CCONJ
gp-29	3	9	techniques	technique	NOUN
gp-29	3	10	that	that	PRON
gp-29	3	11	have	have	AUX
gp-29	3	12	been	be	AUX
gp-29	3	13	developed	develop	VERB
gp-29	3	14	for	for	ADP
gp-29	3	15	contact	contact	NOUN
gp-29	3	16	tracing	tracing	NOUN
gp-29	3	17	and	and	CCONJ
gp-29	3	18	highlights	highlight	NOUN
gp-29	3	19	the	the	DET
gp-29	3	20	potential	potential	ADJ
gp-29	3	21	benefits	benefit	NOUN
gp-29	3	22	of	of	ADP
gp-29	3	23	using	use	VERB
gp-29	3	24	machine	machine	NOUN
gp-29	3	25	learning	learning	NOUN
gp-29	3	26	,	,	PUNCT
gp-29	3	27	including	include	VERB
gp-29	3	28	improved	improved	ADJ
gp-29	3	29	accuracy	accuracy	NOUN
gp-29	3	30	,	,	PUNCT
gp-29	3	31	efficiency	efficiency	NOUN
gp-29	3	32	,	,	PUNCT
gp-29	3	33	and	and	CCONJ
gp-29	3	34	personalized	personalized	ADJ
gp-29	3	35	risk	risk	NOUN
gp-29	3	36	assessments	assessment	NOUN
gp-29	3	37	.	.	PUNCT
gp-29	4	1	one	one	NUM
gp-29	4	2	of	of	ADP
gp-29	4	3	the	the	DET
gp-29	4	4	major	major	ADJ
gp-29	4	5	challenges	challenge	NOUN
gp-29	4	6	in	in	ADP
gp-29	4	7	contact	contact	NOUN
gp-29	4	8	tracing	trace	VERB
gp-29	4	9	using	use	VERB
gp-29	4	10	machine	machine	NOUN
gp-29	4	11	learning	learning	NOUN
gp-29	4	12	is	be	AUX
gp-29	4	13	data	datum	NOUN
gp-29	4	14	collection	collection	NOUN
gp-29	4	15	and	and	CCONJ
gp-29	4	16	integration	integration	NOUN
gp-29	4	17	.	.	PUNCT
gp-29	5	1	the	the	DET
gp-29	5	2	article	article	NOUN
gp-29	5	3	discusses	discuss	VERB
gp-29	5	4	the	the	DET
gp-29	5	5	importance	importance	NOUN
gp-29	5	6	of	of	ADP
gp-29	5	7	data	datum	NOUN
gp-29	5	8	quality	quality	NOUN
gp-29	5	9	and	and	CCONJ
gp-29	5	10	integration	integration	NOUN
gp-29	5	11	in	in	ADP
gp-29	5	12	developing	develop	VERB
gp-29	5	13	effective	effective	ADJ
gp-29	5	14	machine	machine	NOUN
gp-29	5	15	learning	learning	NOUN
gp-29	5	16	models	model	NOUN
gp-29	5	17	.	.	PUNCT
gp-29	6	1	it	it	PRON
gp-29	6	2	also	also	ADV
gp-29	6	3	highlights	highlight	VERB
gp-29	6	4	the	the	DET
gp-29	6	5	need	need	NOUN
gp-29	6	6	for	for	ADP
gp-29	6	7	privacy	privacy	NOUN
gp-29	6	8	and	and	CCONJ
gp-29	6	9	security	security	NOUN
gp-29	6	10	protocols	protocol	NOUN
gp-29	6	11	to	to	PART
gp-29	6	12	protect	protect	VERB
gp-29	6	13	sensitive	sensitive	ADJ
gp-29	6	14	data	datum	NOUN
gp-29	6	15	and	and	CCONJ
gp-29	6	16	ensure	ensure	VERB
gp-29	6	17	ethical	ethical	ADJ
gp-29	6	18	use	use	NOUN
gp-29	6	19	of	of	ADP
gp-29	6	20	machine	machine	NOUN
gp-29	6	21	learning	learn	VERB
gp-29	6	22	in	in	ADP
gp-29	6	23	contact	contact	NOUN
gp-29	6	24	tracing	tracing	NOUN
gp-29	6	25	.	.	PUNCT
gp-29	7	1	the	the	DET
gp-29	7	2	article	article	NOUN
gp-29	7	3	also	also	ADV
gp-29	7	4	discusses	discuss	VERB
gp-29	7	5	various	various	ADJ
gp-29	7	6	evaluation	evaluation	NOUN
gp-29	7	7	metrics	metric	NOUN
gp-29	7	8	and	and	CCONJ
gp-29	7	9	techniques	technique	NOUN
gp-29	7	10	that	that	PRON
gp-29	7	11	can	can	AUX
gp-29	7	12	be	be	AUX
gp-29	7	13	used	use	VERB
gp-29	7	14	to	to	PART
gp-29	7	15	assess	assess	VERB
gp-29	7	16	the	the	DET
gp-29	7	17	performance	performance	NOUN
gp-29	7	18	of	of	ADP
gp-29	7	19	machine	machine	NOUN
gp-29	7	20	learning	learning	NOUN
gp-29	7	21	models	model	NOUN
gp-29	7	22	in	in	ADP
gp-29	7	23	contact	contact	NOUN
gp-29	7	24	tracing	tracing	NOUN
gp-29	7	25	.	.	PUNCT
gp-29	8	1	the	the	DET
gp-29	8	2	ethical	ethical	ADJ
gp-29	8	3	considerations	consideration	NOUN
gp-29	8	4	and	and	CCONJ
gp-29	8	5	challenges	challenge	NOUN
gp-29	8	6	of	of	ADP
gp-29	8	7	using	use	VERB
gp-29	8	8	machine	machine	NOUN
gp-29	8	9	learning	learning	NOUN
gp-29	8	10	in	in	ADP
gp-29	8	11	contact	contact	NOUN
gp-29	8	12	tracing	trace	VERB
gp-29	8	13	are	be	AUX
gp-29	8	14	also	also	ADV
gp-29	8	15	discussed	discuss	VERB
gp-29	8	16	in	in	ADP
gp-29	8	17	detail	detail	NOUN
gp-29	8	18	,	,	PUNCT
gp-29	8	19	highlighting	highlight	VERB
gp-29	8	20	the	the	DET
gp-29	8	21	importance	importance	NOUN
gp-29	8	22	of	of	ADP
gp-29	8	23	developing	develop	VERB
gp-29	8	24	ethical	ethical	ADJ
gp-29	8	25	frameworks	framework	NOUN
gp-29	8	26	that	that	PRON
gp-29	8	27	can	can	AUX
gp-29	8	28	guide	guide	VERB
gp-29	8	29	the	the	DET
gp-29	8	30	use	use	NOUN
gp-29	8	31	of	of	ADP
gp-29	8	32	machine	machine	NOUN
gp-29	8	33	learning	learn	VERB
gp-29	8	34	in	in	ADP
gp-29	8	35	contact	contact	NOUN
gp-29	8	36	tracing	trace	VERB
gp-29	8	37	,	,	PUNCT
gp-29	8	38	ensuring	ensure	VERB
gp-29	8	39	that	that	SCONJ
gp-29	8	40	it	it	PRON
gp-29	8	41	is	be	AUX
gp-29	8	42	both	both	CCONJ
gp-29	8	43	effective	effective	ADJ
gp-29	8	44	and	and	CCONJ
gp-29	8	45	socially	socially	ADV
gp-29	8	46	responsible	responsible	ADJ
gp-29	8	47	.	.	PUNCT
gp-29	9	1	the	the	DET
gp-29	9	2	article	article	NOUN
gp-29	9	3	provides	provide	VERB
gp-29	9	4	case	case	NOUN
gp-29	9	5	studies	study	NOUN
gp-29	9	6	of	of	ADP
gp-29	9	7	the	the	DET
gp-29	9	8	use	use	NOUN
gp-29	9	9	of	of	ADP
gp-29	9	10	machine	machine	NOUN
gp-29	9	11	learning	learn	VERB
gp-29	9	12	in	in	ADP
gp-29	9	13	contact	contact	NOUN
gp-29	9	14	tracing	trace	VERB
gp-29	9	15	,	,	PUNCT
gp-29	9	16	including	include	VERB
gp-29	9	17	lessons	lesson	NOUN
gp-29	9	18	learned	learn	VERB
gp-29	9	19	and	and	CCONJ
gp-29	9	20	best	good	ADJ
gp-29	9	21	practices	practice	NOUN
gp-29	9	22	.	.	PUNCT
gp-29	10	1	the	the	DET
gp-29	10	2	article	article	NOUN
gp-29	10	3	discusses	discuss	VERB
gp-29	10	4	future	future	ADJ
gp-29	10	5	directions	direction	NOUN
gp-29	10	6	and	and	CCONJ
gp-29	10	7	opportunities	opportunity	NOUN
gp-29	10	8	for	for	ADP
gp-29	10	9	the	the	DET
gp-29	10	10	use	use	NOUN
gp-29	10	11	of	of	ADP
gp-29	10	12	machine	machine	NOUN
gp-29	10	13	learning	learn	VERB
gp-29	10	14	in	in	ADP
gp-29	10	15	contact	contact	NOUN
gp-29	10	16	tracing	trace	VERB
gp-29	10	17	,	,	PUNCT
gp-29	10	18	highlighting	highlight	VERB
gp-29	10	19	the	the	DET
gp-29	10	20	need	need	NOUN
gp-29	10	21	for	for	ADP
gp-29	10	22	ongoing	ongoing	ADJ
gp-29	10	23	research	research	NOUN
gp-29	10	24	and	and	CCONJ
gp-29	10	25	development	development	NOUN
gp-29	10	26	in	in	ADP
gp-29	10	27	this	this	DET
gp-29	10	28	area	area	NOUN
gp-29	10	29	to	to	PART
gp-29	10	30	improve	improve	VERB
gp-29	10	31	the	the	DET
gp-29	10	32	accuracy	accuracy	NOUN
gp-29	10	33	,	,	PUNCT
gp-29	10	34	efficiency	efficiency	NOUN
gp-29	10	35	,	,	PUNCT
gp-29	10	36	and	and	CCONJ
gp-29	10	37	accessibility	accessibility	NOUN
gp-29	10	38	of	of	ADP
gp-29	10	39	machine	machine	NOUN
gp-29	10	40	learning	learning	NOUN
gp-29	10	41	models	model	NOUN
gp-29	10	42	for	for	ADP
gp-29	10	43	contact	contact	NOUN
gp-29	10	44	tracing	tracing	NOUN
gp-29	10	45	.	.	PUNCT
gp-29	11	1	this	this	DET
gp-29	11	2	article	article	NOUN
gp-29	11	3	provides	provide	VERB
gp-29	11	4	a	a	DET
gp-29	11	5	comprehensive	comprehensive	ADJ
gp-29	11	6	overview	overview	NOUN
gp-29	11	7	of	of	ADP
gp-29	11	8	the	the	DET
gp-29	11	9	potential	potential	ADJ
gp-29	11	10	benefits	benefit	NOUN
gp-29	11	11	of	of	ADP
gp-29	11	12	using	use	VERB
gp-29	11	13	machine	machine	NOUN
gp-29	11	14	learning	learning	NOUN
gp-29	11	15	in	in	ADP
gp-29	11	16	contact	contact	NOUN
gp-29	11	17	tracing	trace	VERB
gp-29	11	18	and	and	CCONJ
gp-29	11	19	the	the	DET
gp-29	11	20	challenges	challenge	NOUN
gp-29	11	21	and	and	CCONJ
gp-29	11	22	ethical	ethical	ADJ
gp-29	11	23	considerations	consideration	NOUN
gp-29	11	24	that	that	PRON
gp-29	11	25	must	must	AUX
gp-29	11	26	be	be	AUX
gp-29	11	27	addressed	address	VERB
gp-29	11	28	.	.	PUNCT
gp-29	12	1	keywords	keyword	NOUN
gp-29	12	2	:	:	PUNCT
gp-29	12	3	covid-19	covid-19	PROPN
gp-29	12	4	;	;	PUNCT
gp-29	12	5	pandemic	pandemic	ADJ
gp-29	12	6	;	;	PUNCT
gp-29	12	7	infectious	infectious	ADJ
gp-29	12	8	disease	disease	NOUN
gp-29	12	9	;	;	PUNCT
gp-29	12	10	machine	machine	NOUN
gp-29	12	11	learning	learn	VERB
gp-29	12	12	this	this	DET
gp-29	12	13	article	article	NOUN
gp-29	12	14	is	be	AUX
gp-29	12	15	licensed	license	VERB
gp-29	12	16	under	under	ADP
gp-29	12	17	a	a	DET
gp-29	12	18	creative	creative	ADJ
gp-29	12	19	commons	common	NOUN
gp-29	12	20	attribution	attribution	NOUN
gp-29	12	21	-	-	PUNCT
gp-29	12	22	sharealike	sharealike	ADJ
gp-29	12	23	4.0	4.0	NUM
gp-29	12	24	international	international	ADJ
gp-29	12	25	introduction	introduction	NOUN
gp-29	12	26	the	the	DET
gp-29	12	27	emergence	emergence	NOUN
gp-29	12	28	of	of	ADP
gp-29	12	29	the	the	DET
gp-29	12	30	covid-19	covid-19	PROPN
gp-29	12	31	pandemic	pandemic	NOUN
gp-29	12	32	has	have	AUX
gp-29	12	33	brought	bring	VERB
gp-29	12	34	public	public	ADJ
gp-29	12	35	health	health	NOUN
gp-29	12	36	to	to	ADP
gp-29	12	37	the	the	DET
gp-29	12	38	forefront	forefront	NOUN
gp-29	12	39	of	of	ADP
gp-29	12	40	global	global	ADJ
gp-29	12	41	attention	attention	NOUN
gp-29	12	42	(	(	PUNCT
gp-29	12	43	alison	alison	PROPN
gp-29	12	44	et	et	PROPN
gp-29	12	45	al	al	PROPN
gp-29	12	46	.	.	PROPN
gp-29	12	47	,	,	PUNCT
gp-29	12	48	2013	2013	NUM
gp-29	12	49	)	)	PUNCT
gp-29	12	50	.	.	PUNCT
gp-29	13	1	one	one	NUM
gp-29	13	2	of	of	ADP
gp-29	13	3	the	the	DET
gp-29	13	4	most	most	ADV
gp-29	13	5	crucial	crucial	ADJ
gp-29	13	6	aspects	aspect	NOUN
gp-29	13	7	of	of	ADP
gp-29	13	8	pandemic	pandemic	ADJ
gp-29	13	9	response	response	NOUN
gp-29	13	10	is	be	AUX
gp-29	13	11	contact	contact	NOUN
gp-29	13	12	tracing	tracing	NOUN
gp-29	13	13	,	,	PUNCT
gp-29	13	14	a	a	DET
gp-29	13	15	method	method	NOUN
gp-29	13	16	of	of	ADP
gp-29	13	17	identifying	identify	VERB
gp-29	13	18	individuals	individual	NOUN
gp-29	13	19	who	who	PRON
gp-29	13	20	have	have	VERB
gp-29	13	21	https://creativecommons.org/licenses/by-sa/4.0/	https://creativecommons.org/licenses/by-sa/4.0/	PROPN
gp-29	13	22	https://creativecommons.org/licenses/by-sa/4.0/	https://creativecommons.org/licenses/by-sa/4.0/	PROPN
gp-29	13	23	https://creativecommons.org/licenses/by-sa/4.0/	https://creativecommons.org/licenses/by-sa/4.0/	PROPN
gp-29	13	24	american	american	PROPN
gp-29	13	25	journal	journal	PROPN
gp-29	13	26	of	of	ADP
gp-29	13	27	economic	economic	ADJ
gp-29	13	28	and	and	CCONJ
gp-29	13	29	management	management	NOUN
gp-29	13	30	business	business	NOUN
gp-29	13	31	vol	vol	NOUN
gp-29	13	32	.	.	PROPN
gp-29	14	1	2	2	NUM
gp-29	15	1	no	no	NOUN
gp-29	15	2	.	.	NOUN
gp-29	15	3	3	3	NUM
gp-29	15	4	march	march	PROPN
gp-29	15	5	2023	2023	NUM
gp-29	15	6	100	100	NUM
gp-29	15	7	come	come	VERB
gp-29	15	8	into	into	ADP
gp-29	15	9	contact	contact	NOUN
gp-29	15	10	with	with	ADP
gp-29	15	11	an	an	DET
gp-29	15	12	infected	infected	ADJ
gp-29	15	13	person	person	NOUN
gp-29	15	14	to	to	PART
gp-29	15	15	prevent	prevent	VERB
gp-29	15	16	further	further	ADJ
gp-29	15	17	transmission	transmission	NOUN
gp-29	15	18	of	of	ADP
gp-29	15	19	the	the	DET
gp-29	15	20	virus	virus	NOUN
gp-29	15	21	(	(	PUNCT
gp-29	15	22	sridhar	sridhar	VERB
gp-29	15	23	et	et	NOUN
gp-29	15	24	al	al	PROPN
gp-29	15	25	.	.	PROPN
gp-29	15	26	,	,	PUNCT
gp-29	15	27	2022	2022	NUM
gp-29	15	28	)	)	PUNCT
gp-29	15	29	.	.	PUNCT
gp-29	16	1	contact	contact	NOUN
gp-29	16	2	tracing	tracing	NOUN
gp-29	16	3	has	have	AUX
gp-29	16	4	been	be	AUX
gp-29	16	5	a	a	DET
gp-29	16	6	key	key	ADJ
gp-29	16	7	strategy	strategy	NOUN
gp-29	16	8	in	in	ADP
gp-29	16	9	controlling	control	VERB
gp-29	16	10	the	the	DET
gp-29	16	11	spread	spread	NOUN
gp-29	16	12	of	of	ADP
gp-29	16	13	infectious	infectious	ADJ
gp-29	16	14	diseases	disease	NOUN
gp-29	16	15	,	,	PUNCT
gp-29	16	16	such	such	ADJ
gp-29	16	17	as	as	ADP
gp-29	16	18	tuberculosis	tuberculosis	NOUN
gp-29	16	19	,	,	PUNCT
gp-29	16	20	hiv	hiv	PROPN
gp-29	16	21	,	,	PUNCT
gp-29	16	22	and	and	CCONJ
gp-29	16	23	ebola	ebola	NOUN
gp-29	16	24	.	.	PUNCT
gp-29	17	1	it	it	PRON
gp-29	17	2	is	be	AUX
gp-29	17	3	an	an	DET
gp-29	17	4	essential	essential	ADJ
gp-29	17	5	tool	tool	NOUN
gp-29	17	6	in	in	ADP
gp-29	17	7	containing	contain	VERB
gp-29	17	8	the	the	DET
gp-29	17	9	transmission	transmission	NOUN
gp-29	17	10	of	of	ADP
gp-29	17	11	covid-19	covid-19	PROPN
gp-29	17	12	and	and	CCONJ
gp-29	17	13	preventing	prevent	VERB
gp-29	17	14	outbreaks	outbreak	NOUN
gp-29	17	15	.	.	PUNCT
gp-29	18	1	contact	contact	NOUN
gp-29	18	2	tracing	trace	VERB
gp-29	18	3	is	be	AUX
gp-29	18	4	a	a	DET
gp-29	18	5	labor	labor	NOUN
gp-29	18	6	-	-	PUNCT
gp-29	18	7	intensive	intensive	ADJ
gp-29	18	8	process	process	NOUN
gp-29	18	9	that	that	PRON
gp-29	18	10	involves	involve	VERB
gp-29	18	11	identifying	identify	VERB
gp-29	18	12	and	and	CCONJ
gp-29	18	13	tracking	track	VERB
gp-29	18	14	down	down	ADP
gp-29	18	15	individuals	individual	NOUN
gp-29	18	16	who	who	PRON
gp-29	18	17	may	may	AUX
gp-29	18	18	have	have	AUX
gp-29	18	19	been	be	AUX
gp-29	18	20	in	in	ADP
gp-29	18	21	close	close	ADJ
gp-29	18	22	contact	contact	NOUN
gp-29	18	23	with	with	ADP
gp-29	18	24	an	an	DET
gp-29	18	25	infected	infected	ADJ
gp-29	18	26	person	person	NOUN
gp-29	18	27	(	(	PUNCT
gp-29	18	28	sridhar	sridhar	NOUN
gp-29	18	29	et	et	PROPN
gp-29	18	30	al	al	PROPN
gp-29	18	31	.	.	PROPN
gp-29	18	32	,	,	PUNCT
gp-29	18	33	2022	2022	NUM
gp-29	18	34	)	)	PUNCT
gp-29	18	35	.	.	PUNCT
gp-29	19	1	traditional	traditional	ADJ
gp-29	19	2	methods	method	NOUN
gp-29	19	3	of	of	ADP
gp-29	19	4	contact	contact	NOUN
gp-29	19	5	tracing	trace	VERB
gp-29	19	6	,	,	PUNCT
gp-29	19	7	such	such	ADJ
gp-29	19	8	as	as	ADP
gp-29	19	9	manual	manual	ADJ
gp-29	19	10	interviews	interview	NOUN
gp-29	19	11	and	and	CCONJ
gp-29	19	12	phone	phone	NOUN
gp-29	19	13	calls	call	NOUN
gp-29	19	14	,	,	PUNCT
gp-29	19	15	are	be	AUX
gp-29	19	16	time	time	NOUN
gp-29	19	17	-	-	PUNCT
gp-29	19	18	consuming	consume	VERB
gp-29	19	19	and	and	CCONJ
gp-29	19	20	can	can	AUX
gp-29	19	21	be	be	AUX
gp-29	19	22	prone	prone	ADJ
gp-29	19	23	to	to	ADP
gp-29	19	24	errors	error	NOUN
gp-29	19	25	.	.	PUNCT
gp-29	20	1	the	the	DET
gp-29	20	2	exponential	exponential	ADJ
gp-29	20	3	growth	growth	NOUN
gp-29	20	4	in	in	ADP
gp-29	20	5	the	the	DET
gp-29	20	6	number	number	NOUN
gp-29	20	7	of	of	ADP
gp-29	20	8	covid-19	covid-19	PROPN
gp-29	20	9	cases	case	NOUN
gp-29	20	10	has	have	AUX
gp-29	20	11	made	make	VERB
gp-29	20	12	it	it	PRON
gp-29	20	13	difficult	difficult	ADJ
gp-29	20	14	for	for	SCONJ
gp-29	20	15	public	public	ADJ
gp-29	20	16	health	health	NOUN
gp-29	20	17	officials	official	NOUN
gp-29	20	18	to	to	PART
gp-29	20	19	keep	keep	VERB
gp-29	20	20	up	up	ADP
gp-29	20	21	with	with	ADP
gp-29	20	22	the	the	DET
gp-29	20	23	pace	pace	NOUN
gp-29	20	24	of	of	ADP
gp-29	20	25	contact	contact	NOUN
gp-29	20	26	tracing	trace	VERB
gp-29	20	27	using	use	VERB
gp-29	20	28	traditional	traditional	ADJ
gp-29	20	29	methods	method	NOUN
gp-29	20	30	[	[	X
gp-29	20	31	4	4	NUM
gp-29	20	32	]	]	PUNCT
gp-29	20	33	.	.	PUNCT
gp-29	21	1	this	this	PRON
gp-29	21	2	has	have	AUX
gp-29	21	3	led	lead	VERB
gp-29	21	4	to	to	ADP
gp-29	21	5	the	the	DET
gp-29	21	6	development	development	NOUN
gp-29	21	7	of	of	ADP
gp-29	21	8	machine	machine	NOUN
gp-29	21	9	learning	learning	NOUN
gp-29	21	10	models	model	NOUN
gp-29	21	11	that	that	PRON
gp-29	21	12	can	can	AUX
gp-29	21	13	help	help	VERB
gp-29	21	14	automate	automate	VERB
gp-29	21	15	and	and	CCONJ
gp-29	21	16	streamline	streamline	VERB
gp-29	21	17	the	the	DET
gp-29	21	18	contact	contact	NOUN
gp-29	21	19	tracing	trace	VERB
gp-29	21	20	process	process	NOUN
gp-29	21	21	.	.	PUNCT
gp-29	22	1	public	public	ADJ
gp-29	22	2	health	health	NOUN
gp-29	22	3	officials	official	NOUN
gp-29	22	4	rely	rely	VERB
gp-29	22	5	on	on	ADP
gp-29	22	6	contact	contact	NOUN
gp-29	22	7	tracing	trace	VERB
gp-29	22	8	to	to	PART
gp-29	22	9	identify	identify	VERB
gp-29	22	10	and	and	CCONJ
gp-29	22	11	isolate	isolate	VERB
gp-29	22	12	individuals	individual	NOUN
gp-29	22	13	who	who	PRON
gp-29	22	14	may	may	AUX
gp-29	22	15	have	have	AUX
gp-29	22	16	been	be	AUX
gp-29	22	17	exposed	expose	VERB
gp-29	22	18	to	to	ADP
gp-29	22	19	the	the	DET
gp-29	22	20	virus	virus	NOUN
gp-29	22	21	.	.	PUNCT
gp-29	23	1	this	this	PRON
gp-29	23	2	helps	help	VERB
gp-29	23	3	to	to	PART
gp-29	23	4	reduce	reduce	VERB
gp-29	23	5	the	the	DET
gp-29	23	6	spread	spread	NOUN
gp-29	23	7	of	of	ADP
gp-29	23	8	the	the	DET
gp-29	23	9	virus	virus	NOUN
gp-29	23	10	and	and	CCONJ
gp-29	23	11	protect	protect	VERB
gp-29	23	12	vulnerable	vulnerable	ADJ
gp-29	23	13	populations	population	NOUN
gp-29	23	14	,	,	PUNCT
gp-29	23	15	such	such	ADJ
gp-29	23	16	as	as	ADP
gp-29	23	17	the	the	DET
gp-29	23	18	elderly	elderly	ADJ
gp-29	23	19	and	and	CCONJ
gp-29	23	20	those	those	PRON
gp-29	23	21	with	with	ADP
gp-29	23	22	underlying	underlying	ADJ
gp-29	23	23	medical	medical	ADJ
gp-29	23	24	conditions	condition	NOUN
gp-29	23	25	[	[	X
gp-29	23	26	5	5	NUM
gp-29	23	27	]	]	PUNCT
gp-29	23	28	.	.	PUNCT
gp-29	24	1	contact	contact	NOUN
gp-29	24	2	tracing	trace	VERB
gp-29	24	3	is	be	AUX
gp-29	24	4	an	an	DET
gp-29	24	5	essential	essential	ADJ
gp-29	24	6	tool	tool	NOUN
gp-29	24	7	in	in	ADP
gp-29	24	8	controlling	control	VERB
gp-29	24	9	the	the	DET
gp-29	24	10	spread	spread	NOUN
gp-29	24	11	of	of	ADP
gp-29	24	12	the	the	DET
gp-29	24	13	virus	virus	NOUN
gp-29	24	14	and	and	CCONJ
gp-29	24	15	preventing	prevent	VERB
gp-29	24	16	outbreaks	outbreak	NOUN
gp-29	24	17	,	,	PUNCT
gp-29	24	18	as	as	SCONJ
gp-29	24	19	it	it	PRON
gp-29	24	20	allows	allow	VERB
gp-29	24	21	public	public	ADJ
gp-29	24	22	health	health	NOUN
gp-29	24	23	officials	official	NOUN
gp-29	24	24	to	to	PART
gp-29	24	25	quickly	quickly	ADV
gp-29	24	26	identify	identify	VERB
gp-29	24	27	and	and	CCONJ
gp-29	24	28	isolate	isolate	VERB
gp-29	24	29	individuals	individual	NOUN
gp-29	24	30	who	who	PRON
gp-29	24	31	may	may	AUX
gp-29	24	32	have	have	AUX
gp-29	24	33	been	be	AUX
gp-29	24	34	exposed	expose	VERB
gp-29	24	35	to	to	ADP
gp-29	24	36	the	the	DET
gp-29	24	37	virus	virus	NOUN
gp-29	24	38	.	.	PUNCT
gp-29	25	1	machine	machine	NOUN
gp-29	25	2	learning	learning	NOUN
gp-29	25	3	has	have	VERB
gp-29	25	4	the	the	DET
gp-29	25	5	potential	potential	NOUN
gp-29	25	6	to	to	PART
gp-29	25	7	revolutionize	revolutionize	VERB
gp-29	25	8	the	the	DET
gp-29	25	9	contact	contact	NOUN
gp-29	25	10	tracing	tracing	NOUN
gp-29	25	11	process	process	NOUN
gp-29	25	12	by	by	ADP
gp-29	25	13	automating	automate	VERB
gp-29	25	14	the	the	DET
gp-29	25	15	identification	identification	NOUN
gp-29	25	16	and	and	CCONJ
gp-29	25	17	tracking	tracking	NOUN
gp-29	25	18	of	of	ADP
gp-29	25	19	potentially	potentially	ADV
gp-29	25	20	infected	infect	VERB
gp-29	25	21	individuals	individual	NOUN
gp-29	25	22	[	[	X
gp-29	25	23	6	6	NUM
gp-29	25	24	]	]	PUNCT
gp-29	25	25	.	.	PUNCT
gp-29	26	1	machine	machine	NOUN
gp-29	26	2	learning	learning	NOUN
gp-29	26	3	models	model	NOUN
gp-29	26	4	can	can	AUX
gp-29	26	5	process	process	VERB
gp-29	26	6	large	large	ADJ
gp-29	26	7	amounts	amount	NOUN
gp-29	26	8	of	of	ADP
gp-29	26	9	data	datum	NOUN
gp-29	26	10	and	and	CCONJ
gp-29	26	11	identify	identify	VERB
gp-29	26	12	patterns	pattern	NOUN
gp-29	26	13	and	and	CCONJ
gp-29	26	14	connections	connection	NOUN
gp-29	26	15	that	that	PRON
gp-29	26	16	may	may	AUX
gp-29	26	17	be	be	AUX
gp-29	26	18	missed	miss	VERB
gp-29	26	19	by	by	ADP
gp-29	26	20	human	human	ADJ
gp-29	26	21	contact	contact	NOUN
gp-29	26	22	tracers	tracer	NOUN
gp-29	26	23	.	.	PUNCT
gp-29	27	1	this	this	PRON
gp-29	27	2	can	can	AUX
gp-29	27	3	help	help	VERB
gp-29	27	4	to	to	PART
gp-29	27	5	reduce	reduce	VERB
gp-29	27	6	the	the	DET
gp-29	27	7	time	time	NOUN
gp-29	27	8	and	and	CCONJ
gp-29	27	9	resources	resource	NOUN
gp-29	27	10	required	require	VERB
gp-29	27	11	for	for	ADP
gp-29	27	12	contact	contact	NOUN
gp-29	27	13	tracing	tracing	NOUN
gp-29	27	14	,	,	PUNCT
gp-29	27	15	while	while	SCONJ
gp-29	27	16	also	also	ADV
gp-29	27	17	increasing	increase	VERB
gp-29	27	18	the	the	DET
gp-29	27	19	accuracy	accuracy	NOUN
gp-29	27	20	and	and	CCONJ
gp-29	27	21	efficiency	efficiency	NOUN
gp-29	27	22	of	of	ADP
gp-29	27	23	the	the	DET
gp-29	27	24	process	process	NOUN
gp-29	27	25	[	[	X
gp-29	27	26	7	7	NUM
gp-29	27	27	]	]	PUNCT
gp-29	27	28	.	.	PUNCT
gp-29	28	1	however	however	ADV
gp-29	28	2	,	,	PUNCT
gp-29	28	3	the	the	DET
gp-29	28	4	use	use	NOUN
gp-29	28	5	of	of	ADP
gp-29	28	6	machine	machine	NOUN
gp-29	28	7	learning	learning	NOUN
gp-29	28	8	models	model	NOUN
gp-29	28	9	in	in	ADP
gp-29	28	10	contact	contact	NOUN
gp-29	28	11	tracing	trace	VERB
gp-29	28	12	also	also	ADV
gp-29	28	13	raises	raise	VERB
gp-29	28	14	important	important	ADJ
gp-29	28	15	ethical	ethical	ADJ
gp-29	28	16	and	and	CCONJ
gp-29	28	17	privacy	privacy	NOUN
gp-29	28	18	concerns	concern	NOUN
gp-29	28	19	.	.	PUNCT
gp-29	29	1	there	there	PRON
gp-29	29	2	are	be	VERB
gp-29	29	3	concerns	concern	NOUN
gp-29	29	4	that	that	SCONJ
gp-29	29	5	the	the	DET
gp-29	29	6	use	use	NOUN
gp-29	29	7	of	of	ADP
gp-29	29	8	machine	machine	NOUN
gp-29	29	9	learning	learning	NOUN
gp-29	29	10	models	model	NOUN
gp-29	29	11	may	may	AUX
gp-29	29	12	compromise	compromise	VERB
gp-29	29	13	the	the	DET
gp-29	29	14	privacy	privacy	NOUN
gp-29	29	15	of	of	ADP
gp-29	29	16	individuals	individual	NOUN
gp-29	29	17	,	,	PUNCT
gp-29	29	18	particularly	particularly	ADV
gp-29	29	19	with	with	ADP
gp-29	29	20	regard	regard	NOUN
gp-29	29	21	to	to	ADP
gp-29	29	22	the	the	DET
gp-29	29	23	collection	collection	NOUN
gp-29	29	24	and	and	CCONJ
gp-29	29	25	storage	storage	NOUN
gp-29	29	26	of	of	ADP
gp-29	29	27	personal	personal	ADJ
gp-29	29	28	health	health	NOUN
gp-29	29	29	data	datum	NOUN
gp-29	29	30	[	[	X
gp-29	29	31	8	8	NUM
gp-29	29	32	]	]	PUNCT
gp-29	29	33	.	.	PUNCT
gp-29	30	1	there	there	PRON
gp-29	30	2	are	be	VERB
gp-29	30	3	also	also	ADV
gp-29	30	4	concerns	concern	NOUN
gp-29	30	5	about	about	ADP
gp-29	30	6	the	the	DET
gp-29	30	7	potential	potential	NOUN
gp-29	30	8	for	for	ADP
gp-29	30	9	bias	bias	NOUN
gp-29	30	10	in	in	ADP
gp-29	30	11	the	the	DET
gp-29	30	12	use	use	NOUN
gp-29	30	13	of	of	ADP
gp-29	30	14	machine	machine	NOUN
gp-29	30	15	learning	learning	NOUN
gp-29	30	16	models	model	NOUN
gp-29	30	17	,	,	PUNCT
gp-29	30	18	particularly	particularly	ADV
gp-29	30	19	in	in	ADP
gp-29	30	20	relation	relation	NOUN
gp-29	30	21	to	to	ADP
gp-29	30	22	marginalized	marginalize	VERB
gp-29	30	23	populations	population	NOUN
gp-29	30	24	.	.	PUNCT
gp-29	31	1	contact	contact	NOUN
gp-29	31	2	tracing	trace	VERB
gp-29	31	3	is	be	AUX
gp-29	31	4	a	a	DET
gp-29	31	5	critical	critical	ADJ
gp-29	31	6	tool	tool	NOUN
gp-29	31	7	in	in	ADP
gp-29	31	8	controlling	control	VERB
gp-29	31	9	the	the	DET
gp-29	31	10	spread	spread	NOUN
gp-29	31	11	of	of	ADP
gp-29	31	12	infectious	infectious	ADJ
gp-29	31	13	diseases	disease	NOUN
gp-29	31	14	,	,	PUNCT
gp-29	31	15	particularly	particularly	ADV
gp-29	31	16	during	during	ADP
gp-29	31	17	pandemics	pandemic	NOUN
gp-29	31	18	such	such	ADJ
gp-29	31	19	as	as	ADP
gp-29	31	20	covid-19	covid-19	PROPN
gp-29	31	21	[	[	X
gp-29	31	22	9	9	NUM
gp-29	31	23	]	]	PUNCT
gp-29	31	24	.	.	PUNCT
gp-29	32	1	the	the	DET
gp-29	32	2	emergence	emergence	NOUN
gp-29	32	3	of	of	ADP
gp-29	32	4	machine	machine	NOUN
gp-29	32	5	learning	learning	NOUN
gp-29	32	6	models	model	NOUN
gp-29	32	7	has	have	VERB
gp-29	32	8	the	the	DET
gp-29	32	9	potential	potential	NOUN
gp-29	32	10	to	to	PART
gp-29	32	11	revolutionize	revolutionize	VERB
gp-29	32	12	the	the	DET
gp-29	32	13	contact	contact	NOUN
gp-29	32	14	tracing	tracing	NOUN
gp-29	32	15	process	process	NOUN
gp-29	32	16	by	by	ADP
gp-29	32	17	increasing	increase	VERB
gp-29	32	18	its	its	PRON
gp-29	32	19	accuracy	accuracy	NOUN
gp-29	32	20	and	and	CCONJ
gp-29	32	21	efficiency	efficiency	NOUN
gp-29	32	22	.	.	PUNCT
gp-29	33	1	however	however	ADV
gp-29	33	2	,	,	PUNCT
gp-29	33	3	it	it	PRON
gp-29	33	4	is	be	AUX
gp-29	33	5	important	important	ADJ
gp-29	33	6	to	to	PART
gp-29	33	7	carefully	carefully	ADV
gp-29	33	8	consider	consider	VERB
gp-29	33	9	the	the	DET
gp-29	33	10	ethical	ethical	ADJ
gp-29	33	11	and	and	CCONJ
gp-29	33	12	privacy	privacy	NOUN
gp-29	33	13	implications	implication	NOUN
gp-29	33	14	of	of	ADP
gp-29	33	15	using	use	VERB
gp-29	33	16	these	these	DET
gp-29	33	17	models	model	NOUN
gp-29	33	18	and	and	CCONJ
gp-29	33	19	ensure	ensure	VERB
gp-29	33	20	that	that	SCONJ
gp-29	33	21	they	they	PRON
gp-29	33	22	are	be	AUX
gp-29	33	23	used	use	VERB
gp-29	33	24	in	in	ADP
gp-29	33	25	a	a	DET
gp-29	33	26	way	way	NOUN
gp-29	33	27	that	that	PRON
gp-29	33	28	respects	respect	VERB
gp-29	33	29	individual	individual	ADJ
gp-29	33	30	rights	right	NOUN
gp-29	33	31	and	and	CCONJ
gp-29	33	32	promotes	promote	VERB
gp-29	33	33	public	public	ADJ
gp-29	33	34	health	health	NOUN
gp-29	34	1	[	[	X
gp-29	34	2	10	10	NUM
gp-29	34	3	]	]	PUNCT
gp-29	34	4	.	.	PUNCT
gp-29	35	1	role	role	NOUN
gp-29	35	2	of	of	ADP
gp-29	35	3	machine	machine	NOUN
gp-29	35	4	learning	learn	VERB
gp-29	35	5	in	in	ADP
gp-29	35	6	contact	contact	NOUN
gp-29	35	7	tracing	trace	VERB
gp-29	35	8	contact	contact	NOUN
gp-29	35	9	tracing	tracing	NOUN
gp-29	35	10	has	have	AUX
gp-29	35	11	been	be	AUX
gp-29	35	12	a	a	DET
gp-29	35	13	critical	critical	ADJ
gp-29	35	14	tool	tool	NOUN
gp-29	35	15	in	in	ADP
gp-29	35	16	controlling	control	VERB
gp-29	35	17	the	the	DET
gp-29	35	18	spread	spread	NOUN
gp-29	35	19	of	of	ADP
gp-29	35	20	infectious	infectious	ADJ
gp-29	35	21	diseases	disease	NOUN
gp-29	35	22	,	,	PUNCT
gp-29	35	23	including	include	VERB
gp-29	35	24	covid-19	covid-19	PROPN
gp-29	35	25	.	.	PUNCT
gp-29	36	1	however	however	ADV
gp-29	36	2	,	,	PUNCT
gp-29	36	3	traditional	traditional	ADJ
gp-29	36	4	contact	contact	NOUN
gp-29	36	5	tracing	trace	VERB
gp-29	36	6	methods	method	NOUN
gp-29	36	7	can	can	AUX
gp-29	36	8	be	be	AUX
gp-29	36	9	time	time	NOUN
gp-29	36	10	-	-	PUNCT
gp-29	36	11	consuming	consume	VERB
gp-29	36	12	and	and	CCONJ
gp-29	36	13	resource	resource	NOUN
gp-29	36	14	-	-	PUNCT
gp-29	36	15	intensive	intensive	ADJ
gp-29	36	16	,	,	PUNCT
gp-29	36	17	especially	especially	ADV
gp-29	36	18	when	when	SCONJ
gp-29	36	19	dealing	deal	VERB
gp-29	36	20	with	with	ADP
gp-29	36	21	a	a	DET
gp-29	36	22	large	large	ADJ
gp-29	36	23	number	number	NOUN
gp-29	36	24	of	of	ADP
gp-29	36	25	cases	case	NOUN
gp-29	36	26	[	[	X
gp-29	36	27	11	11	NUM
gp-29	36	28	]	]	PUNCT
gp-29	36	29	.	.	PUNCT
gp-29	37	1	machine	machine	NOUN
gp-29	37	2	learning	learning	NOUN
gp-29	37	3	(	(	PUNCT
gp-29	37	4	ml	ml	NOUN
gp-29	37	5	)	)	PUNCT
gp-29	37	6	has	have	AUX
gp-29	37	7	emerged	emerge	VERB
gp-29	37	8	as	as	ADP
gp-29	37	9	a	a	DET
gp-29	37	10	promising	promising	ADJ
gp-29	37	11	technology	technology	NOUN
gp-29	37	12	for	for	ADP
gp-29	37	13	improving	improve	VERB
gp-29	37	14	the	the	DET
gp-29	37	15	accuracy	accuracy	NOUN
gp-29	37	16	and	and	CCONJ
gp-29	37	17	efficiency	efficiency	NOUN
gp-29	37	18	of	of	ADP
gp-29	37	19	contact	contact	NOUN
gp-29	37	20	tracing	trace	VERB
gp-29	37	21	.	.	PUNCT
gp-29	38	1	machine	machine	NOUN
gp-29	38	2	learning	learning	NOUN
gp-29	38	3	is	be	AUX
gp-29	38	4	a	a	DET
gp-29	38	5	branch	branch	NOUN
gp-29	38	6	of	of	ADP
gp-29	38	7	artificial	artificial	ADJ
gp-29	38	8	intelligence	intelligence	NOUN
gp-29	38	9	that	that	PRON
gp-29	38	10	allows	allow	VERB
gp-29	38	11	computer	computer	NOUN
gp-29	38	12	systems	system	NOUN
gp-29	38	13	to	to	PART
gp-29	38	14	learn	learn	VERB
gp-29	38	15	from	from	ADP
gp-29	38	16	data	datum	NOUN
gp-29	38	17	,	,	PUNCT
gp-29	38	18	identify	identify	VERB
gp-29	38	19	patterns	pattern	NOUN
gp-29	38	20	,	,	PUNCT
gp-29	38	21	and	and	CCONJ
gp-29	38	22	make	make	VERB
gp-29	38	23	predictions	prediction	NOUN
gp-29	38	24	without	without	ADP
gp-29	38	25	being	be	AUX
gp-29	38	26	explicitly	explicitly	ADV
gp-29	38	27	programmed	program	VERB
gp-29	38	28	.	.	PUNCT
gp-29	39	1	in	in	ADP
gp-29	39	2	the	the	DET
gp-29	39	3	context	context	NOUN
gp-29	39	4	of	of	ADP
gp-29	39	5	contact	contact	NOUN
gp-29	39	6	tracing	trace	VERB
gp-29	39	7	,	,	PUNCT
gp-29	39	8	ml	ml	ADP
gp-29	39	9	algorithms	algorithm	NOUN
gp-29	39	10	can	can	AUX
gp-29	39	11	analyze	analyze	VERB
gp-29	39	12	large	large	ADJ
gp-29	39	13	amounts	amount	NOUN
gp-29	39	14	of	of	ADP
gp-29	39	15	data	datum	NOUN
gp-29	39	16	from	from	ADP
gp-29	39	17	various	various	ADJ
gp-29	39	18	sources	source	NOUN
gp-29	39	19	,	,	PUNCT
gp-29	39	20	including	include	VERB
gp-29	39	21	mobile	mobile	ADJ
gp-29	39	22	devices	device	NOUN
gp-29	39	23	,	,	PUNCT
gp-29	39	24	wearables	wearable	NOUN
gp-29	39	25	,	,	PUNCT
gp-29	39	26	social	social	ADJ
gp-29	39	27	media	medium	NOUN
gp-29	39	28	,	,	PUNCT
gp-29	39	29	and	and	CCONJ
gp-29	39	30	public	public	ADJ
gp-29	39	31	transportation	transportation	NOUN
gp-29	39	32	data	datum	NOUN
gp-29	39	33	,	,	PUNCT
gp-29	39	34	to	to	PART
gp-29	39	35	identify	identify	VERB
gp-29	39	36	individuals	individual	NOUN
gp-29	39	37	who	who	PRON
gp-29	39	38	may	may	AUX
gp-29	39	39	have	have	AUX
gp-29	39	40	been	be	AUX
gp-29	39	41	exposed	expose	VERB
gp-29	39	42	to	to	ADP
gp-29	39	43	the	the	DET
gp-29	39	44	virus	virus	NOUN
gp-29	39	45	.	.	PUNCT
gp-29	40	1	one	one	NUM
gp-29	40	2	of	of	ADP
gp-29	40	3	the	the	DET
gp-29	40	4	key	key	ADJ
gp-29	40	5	advantages	advantage	NOUN
gp-29	40	6	of	of	ADP
gp-29	40	7	ml	ml	NOUN
gp-29	40	8	in	in	ADP
gp-29	40	9	contact	contact	NOUN
gp-29	40	10	tracing	trace	VERB
gp-29	40	11	is	be	AUX
gp-29	40	12	its	its	PRON
gp-29	40	13	ability	ability	NOUN
gp-29	40	14	to	to	PART
gp-29	40	15	process	process	VERB
gp-29	40	16	large	large	ADJ
gp-29	40	17	amounts	amount	NOUN
gp-29	40	18	of	of	ADP
gp-29	40	19	data	datum	NOUN
gp-29	40	20	quickly	quickly	ADV
gp-29	40	21	and	and	CCONJ
gp-29	40	22	accurately	accurately	ADV
gp-29	40	23	[	[	X
gp-29	40	24	12	12	NUM
gp-29	40	25	]	]	PUNCT
gp-29	40	26	.	.	PUNCT
gp-29	41	1	ml	ml	PROPN
gp-29	41	2	algorithms	algorithm	NOUN
gp-29	41	3	can	can	AUX
gp-29	41	4	analyze	analyze	VERB
gp-29	41	5	data	datum	NOUN
gp-29	41	6	from	from	ADP
gp-29	41	7	multiple	multiple	ADJ
gp-29	41	8	sources	source	NOUN
gp-29	41	9	simultaneously	simultaneously	ADV
gp-29	41	10	,	,	PUNCT
gp-29	41	11	moazzam	moazzam	NOUN
gp-29	41	12	siddiq	siddiq	X
gp-29	41	13	101	101	NUM
gp-29	41	14	which	which	PRON
gp-29	41	15	can	can	AUX
gp-29	41	16	help	help	VERB
gp-29	41	17	to	to	PART
gp-29	41	18	identify	identify	VERB
gp-29	41	19	potential	potential	ADJ
gp-29	41	20	exposure	exposure	NOUN
gp-29	41	21	events	event	NOUN
gp-29	41	22	more	more	ADV
gp-29	41	23	quickly	quickly	ADV
gp-29	41	24	and	and	CCONJ
gp-29	41	25	accurately	accurately	ADV
gp-29	41	26	than	than	ADP
gp-29	41	27	traditional	traditional	ADJ
gp-29	41	28	contact	contact	NOUN
gp-29	41	29	tracing	trace	VERB
gp-29	41	30	methods	method	NOUN
gp-29	41	31	.	.	PUNCT
gp-29	42	1	this	this	PRON
gp-29	42	2	can	can	AUX
gp-29	42	3	help	help	VERB
gp-29	42	4	public	public	ADJ
gp-29	42	5	health	health	NOUN
gp-29	42	6	officials	official	NOUN
gp-29	42	7	to	to	PART
gp-29	42	8	quickly	quickly	ADV
gp-29	42	9	identify	identify	VERB
gp-29	42	10	and	and	CCONJ
gp-29	42	11	isolate	isolate	VERB
gp-29	42	12	infected	infected	ADJ
gp-29	42	13	individuals	individual	NOUN
gp-29	42	14	,	,	PUNCT
gp-29	42	15	reducing	reduce	VERB
gp-29	42	16	the	the	DET
gp-29	42	17	spread	spread	NOUN
gp-29	42	18	of	of	ADP
gp-29	42	19	the	the	DET
gp-29	42	20	virus	virus	NOUN
gp-29	42	21	.	.	PUNCT
gp-29	43	1	another	another	DET
gp-29	43	2	advantage	advantage	NOUN
gp-29	43	3	of	of	ADP
gp-29	43	4	ml	ml	NOUN
gp-29	43	5	in	in	ADP
gp-29	43	6	contact	contact	NOUN
gp-29	43	7	tracing	trace	VERB
gp-29	43	8	is	be	AUX
gp-29	43	9	its	its	PRON
gp-29	43	10	ability	ability	NOUN
gp-29	43	11	to	to	PART
gp-29	43	12	identify	identify	VERB
gp-29	43	13	patterns	pattern	NOUN
gp-29	43	14	and	and	CCONJ
gp-29	43	15	connections	connection	NOUN
gp-29	43	16	that	that	PRON
gp-29	43	17	may	may	AUX
gp-29	43	18	not	not	PART
gp-29	43	19	be	be	AUX
gp-29	43	20	apparent	apparent	ADJ
gp-29	43	21	to	to	ADP
gp-29	43	22	human	human	ADJ
gp-29	43	23	contact	contact	NOUN
gp-29	43	24	tracers	tracer	NOUN
gp-29	43	25	[	[	X
gp-29	43	26	13	13	NUM
gp-29	43	27	]	]	PUNCT
gp-29	43	28	.	.	PUNCT
gp-29	44	1	ml	ml	PROPN
gp-29	44	2	algorithms	algorithm	NOUN
gp-29	44	3	can	can	AUX
gp-29	44	4	analyze	analyze	VERB
gp-29	44	5	data	datum	NOUN
gp-29	44	6	from	from	ADP
gp-29	44	7	multiple	multiple	ADJ
gp-29	44	8	sources	source	NOUN
gp-29	44	9	to	to	PART
gp-29	44	10	identify	identify	VERB
gp-29	44	11	patterns	pattern	NOUN
gp-29	44	12	and	and	CCONJ
gp-29	44	13	connections	connection	NOUN
gp-29	44	14	between	between	ADP
gp-29	44	15	individuals	individual	NOUN
gp-29	44	16	,	,	PUNCT
gp-29	44	17	such	such	ADJ
gp-29	44	18	as	as	ADP
gp-29	44	19	shared	share	VERB
gp-29	44	20	transportation	transportation	NOUN
gp-29	44	21	routes	route	NOUN
gp-29	44	22	or	or	CCONJ
gp-29	44	23	social	social	ADJ
gp-29	44	24	connections	connection	NOUN
gp-29	44	25	that	that	PRON
gp-29	44	26	may	may	AUX
gp-29	44	27	indicate	indicate	VERB
gp-29	44	28	a	a	DET
gp-29	44	29	potential	potential	ADJ
gp-29	44	30	exposure	exposure	NOUN
gp-29	44	31	event	event	NOUN
gp-29	44	32	.	.	PUNCT
gp-29	45	1	this	this	PRON
gp-29	45	2	can	can	AUX
gp-29	45	3	help	help	VERB
gp-29	45	4	to	to	PART
gp-29	45	5	identify	identify	VERB
gp-29	45	6	potential	potential	ADJ
gp-29	45	7	cases	case	NOUN
gp-29	45	8	and	and	CCONJ
gp-29	45	9	exposures	exposure	VERB
gp-29	45	10	more	more	ADV
gp-29	45	11	accurately	accurately	ADV
gp-29	45	12	and	and	CCONJ
gp-29	45	13	quickly	quickly	ADV
gp-29	45	14	than	than	ADP
gp-29	45	15	traditional	traditional	ADJ
gp-29	45	16	contact	contact	NOUN
gp-29	45	17	tracing	trace	VERB
gp-29	45	18	methods	method	NOUN
gp-29	45	19	[	[	X
gp-29	45	20	14	14	NUM
gp-29	45	21	]	]	PUNCT
gp-29	45	22	.	.	PUNCT
gp-29	46	1	machine	machine	NOUN
gp-29	46	2	learning	learning	NOUN
gp-29	46	3	can	can	AUX
gp-29	46	4	also	also	ADV
gp-29	46	5	help	help	VERB
gp-29	46	6	to	to	PART
gp-29	46	7	automate	automate	VERB
gp-29	46	8	certain	certain	ADJ
gp-29	46	9	aspects	aspect	NOUN
gp-29	46	10	of	of	ADP
gp-29	46	11	the	the	DET
gp-29	46	12	contact	contact	NOUN
gp-29	46	13	tracing	tracing	NOUN
gp-29	46	14	process	process	NOUN
gp-29	46	15	,	,	PUNCT
gp-29	46	16	such	such	ADJ
gp-29	46	17	as	as	ADP
gp-29	46	18	identifying	identify	VERB
gp-29	46	19	and	and	CCONJ
gp-29	46	20	contacting	contact	VERB
gp-29	46	21	potentially	potentially	ADV
gp-29	46	22	exposed	expose	VERB
gp-29	46	23	individuals	individual	NOUN
gp-29	46	24	.	.	PUNCT
gp-29	47	1	ml	ml	PROPN
gp-29	47	2	algorithms	algorithm	NOUN
gp-29	47	3	can	can	AUX
gp-29	47	4	automatically	automatically	ADV
gp-29	47	5	send	send	VERB
gp-29	47	6	notifications	notification	NOUN
gp-29	47	7	to	to	ADP
gp-29	47	8	individuals	individual	NOUN
gp-29	47	9	who	who	PRON
gp-29	47	10	may	may	AUX
gp-29	47	11	have	have	AUX
gp-29	47	12	been	be	AUX
gp-29	47	13	exposed	expose	VERB
gp-29	47	14	to	to	ADP
gp-29	47	15	the	the	DET
gp-29	47	16	virus	virus	NOUN
gp-29	47	17	,	,	PUNCT
gp-29	47	18	directing	direct	VERB
gp-29	47	19	them	they	PRON
gp-29	47	20	to	to	PART
gp-29	47	21	quarantine	quarantine	NOUN
gp-29	47	22	and	and	CCONJ
gp-29	47	23	get	get	AUX
gp-29	47	24	tested	test	VERB
gp-29	47	25	[	[	X
gp-29	47	26	15	15	NUM
gp-29	47	27	]	]	PUNCT
gp-29	47	28	.	.	PUNCT
gp-29	48	1	this	this	PRON
gp-29	48	2	can	can	AUX
gp-29	48	3	help	help	VERB
gp-29	48	4	to	to	PART
gp-29	48	5	reduce	reduce	VERB
gp-29	48	6	the	the	DET
gp-29	48	7	workload	workload	NOUN
gp-29	48	8	of	of	ADP
gp-29	48	9	human	human	ADJ
gp-29	48	10	contact	contact	NOUN
gp-29	48	11	tracers	tracer	NOUN
gp-29	48	12	and	and	CCONJ
gp-29	48	13	improve	improve	VERB
gp-29	48	14	the	the	DET
gp-29	48	15	efficiency	efficiency	NOUN
gp-29	48	16	of	of	ADP
gp-29	48	17	the	the	DET
gp-29	48	18	contact	contact	NOUN
gp-29	48	19	tracing	trace	VERB
gp-29	48	20	process	process	NOUN
gp-29	48	21	.	.	PUNCT
gp-29	49	1	however	however	ADV
gp-29	49	2	,	,	PUNCT
gp-29	49	3	there	there	PRON
gp-29	49	4	are	be	VERB
gp-29	49	5	also	also	ADV
gp-29	49	6	challenges	challenge	NOUN
gp-29	49	7	associated	associate	VERB
gp-29	49	8	with	with	ADP
gp-29	49	9	the	the	DET
gp-29	49	10	use	use	NOUN
gp-29	49	11	of	of	ADP
gp-29	49	12	ml	ml	NOUN
gp-29	49	13	in	in	ADP
gp-29	49	14	contact	contact	NOUN
gp-29	49	15	tracing	tracing	NOUN
gp-29	49	16	.	.	PUNCT
gp-29	50	1	one	one	NUM
gp-29	50	2	of	of	ADP
gp-29	50	3	the	the	DET
gp-29	50	4	main	main	ADJ
gp-29	50	5	challenges	challenge	NOUN
gp-29	50	6	is	be	AUX
gp-29	50	7	the	the	DET
gp-29	50	8	need	need	NOUN
gp-29	50	9	for	for	ADP
gp-29	50	10	high	high	ADJ
gp-29	50	11	-	-	PUNCT
gp-29	50	12	quality	quality	NOUN
gp-29	50	13	data	datum	NOUN
gp-29	50	14	[	[	X
gp-29	50	15	16	16	NUM
gp-29	50	16	]	]	PUNCT
gp-29	50	17	.	.	PUNCT
gp-29	51	1	ml	ml	PROPN
gp-29	51	2	algorithms	algorithm	NOUN
gp-29	51	3	require	require	VERB
gp-29	51	4	large	large	ADJ
gp-29	51	5	amounts	amount	NOUN
gp-29	51	6	of	of	ADP
gp-29	51	7	data	datum	NOUN
gp-29	51	8	to	to	PART
gp-29	51	9	be	be	AUX
gp-29	51	10	effective	effective	ADJ
gp-29	51	11	,	,	PUNCT
gp-29	51	12	and	and	CCONJ
gp-29	51	13	the	the	DET
gp-29	51	14	quality	quality	NOUN
gp-29	51	15	of	of	ADP
gp-29	51	16	the	the	DET
gp-29	51	17	data	datum	NOUN
gp-29	51	18	can	can	AUX
gp-29	51	19	impact	impact	VERB
gp-29	51	20	the	the	DET
gp-29	51	21	accuracy	accuracy	NOUN
gp-29	51	22	and	and	CCONJ
gp-29	51	23	reliability	reliability	NOUN
gp-29	51	24	of	of	ADP
gp-29	51	25	the	the	DET
gp-29	51	26	predictions	prediction	NOUN
gp-29	51	27	.	.	PUNCT
gp-29	52	1	inaccurate	inaccurate	ADJ
gp-29	52	2	or	or	CCONJ
gp-29	52	3	incomplete	incomplete	ADJ
gp-29	52	4	data	datum	NOUN
gp-29	52	5	can	can	AUX
gp-29	52	6	lead	lead	VERB
gp-29	52	7	to	to	ADP
gp-29	52	8	false	false	ADJ
gp-29	52	9	positives	positive	NOUN
gp-29	52	10	or	or	CCONJ
gp-29	52	11	false	false	ADJ
gp-29	52	12	negatives	negative	NOUN
gp-29	52	13	,	,	PUNCT
gp-29	52	14	which	which	PRON
gp-29	52	15	can	can	AUX
gp-29	52	16	undermine	undermine	VERB
gp-29	52	17	the	the	DET
gp-29	52	18	effectiveness	effectiveness	NOUN
gp-29	52	19	of	of	ADP
gp-29	52	20	the	the	DET
gp-29	52	21	contact	contact	NOUN
gp-29	52	22	tracing	tracing	NOUN
gp-29	52	23	process	process	NOUN
gp-29	52	24	[	[	X
gp-29	52	25	17	17	NUM
gp-29	52	26	]	]	PUNCT
gp-29	52	27	.	.	PUNCT
gp-29	53	1	another	another	DET
gp-29	53	2	challenge	challenge	NOUN
gp-29	53	3	is	be	AUX
gp-29	53	4	the	the	DET
gp-29	53	5	need	need	NOUN
gp-29	53	6	to	to	PART
gp-29	53	7	ensure	ensure	VERB
gp-29	53	8	the	the	DET
gp-29	53	9	privacy	privacy	NOUN
gp-29	53	10	and	and	CCONJ
gp-29	53	11	security	security	NOUN
gp-29	53	12	of	of	ADP
gp-29	53	13	the	the	DET
gp-29	53	14	data	datum	NOUN
gp-29	53	15	.	.	PUNCT
gp-29	54	1	contact	contact	NOUN
gp-29	54	2	tracing	trace	VERB
gp-29	54	3	data	datum	NOUN
gp-29	54	4	is	be	AUX
gp-29	54	5	sensitive	sensitive	ADJ
gp-29	54	6	and	and	CCONJ
gp-29	54	7	must	must	AUX
gp-29	54	8	be	be	AUX
gp-29	54	9	protected	protect	VERB
gp-29	54	10	to	to	PART
gp-29	54	11	prevent	prevent	VERB
gp-29	54	12	it	it	PRON
gp-29	54	13	from	from	ADP
gp-29	54	14	being	be	AUX
gp-29	54	15	misused	misuse	VERB
gp-29	54	16	or	or	CCONJ
gp-29	54	17	accessed	access	VERB
gp-29	54	18	by	by	ADP
gp-29	54	19	unauthorized	unauthorized	ADJ
gp-29	54	20	parties	party	NOUN
gp-29	54	21	[	[	X
gp-29	54	22	18	18	NUM
gp-29	54	23	]	]	PUNCT
gp-29	54	24	.	.	PUNCT
gp-29	55	1	there	there	PRON
gp-29	55	2	are	be	VERB
gp-29	55	3	concerns	concern	NOUN
gp-29	55	4	that	that	SCONJ
gp-29	55	5	the	the	DET
gp-29	55	6	use	use	NOUN
gp-29	55	7	of	of	ADP
gp-29	55	8	ml	ml	NOUN
gp-29	55	9	in	in	ADP
gp-29	55	10	contact	contact	NOUN
gp-29	55	11	tracing	trace	VERB
gp-29	55	12	may	may	AUX
gp-29	55	13	compromise	compromise	VERB
gp-29	55	14	individual	individual	ADJ
gp-29	55	15	privacy	privacy	NOUN
gp-29	55	16	,	,	PUNCT
gp-29	55	17	particularly	particularly	ADV
gp-29	55	18	with	with	ADP
gp-29	55	19	regard	regard	NOUN
gp-29	55	20	to	to	ADP
gp-29	55	21	the	the	DET
gp-29	55	22	collection	collection	NOUN
gp-29	55	23	and	and	CCONJ
gp-29	55	24	storage	storage	NOUN
gp-29	55	25	of	of	ADP
gp-29	55	26	personal	personal	ADJ
gp-29	55	27	health	health	NOUN
gp-29	55	28	data	datum	NOUN
gp-29	55	29	.	.	PUNCT
gp-29	56	1	in	in	ADP
gp-29	56	2	conclusion	conclusion	NOUN
gp-29	56	3	,	,	PUNCT
gp-29	56	4	machine	machine	NOUN
gp-29	56	5	learning	learning	NOUN
gp-29	56	6	has	have	VERB
gp-29	56	7	the	the	DET
gp-29	56	8	potential	potential	NOUN
gp-29	56	9	to	to	PART
gp-29	56	10	revolutionize	revolutionize	VERB
gp-29	56	11	the	the	DET
gp-29	56	12	contact	contact	NOUN
gp-29	56	13	tracing	tracing	NOUN
gp-29	56	14	process	process	NOUN
gp-29	56	15	by	by	ADP
gp-29	56	16	improving	improve	VERB
gp-29	56	17	its	its	PRON
gp-29	56	18	accuracy	accuracy	NOUN
gp-29	56	19	and	and	CCONJ
gp-29	56	20	efficiency	efficiency	NOUN
gp-29	56	21	.	.	PUNCT
gp-29	57	1	ml	ml	X
gp-29	57	2	algorithms	algorithm	NOUN
gp-29	57	3	can	can	AUX
gp-29	57	4	analyze	analyze	VERB
gp-29	57	5	large	large	ADJ
gp-29	57	6	amounts	amount	NOUN
gp-29	57	7	of	of	ADP
gp-29	57	8	data	datum	NOUN
gp-29	57	9	quickly	quickly	ADV
gp-29	57	10	and	and	CCONJ
gp-29	57	11	accurately	accurately	ADV
gp-29	57	12	,	,	PUNCT
gp-29	57	13	identify	identify	VERB
gp-29	57	14	patterns	pattern	NOUN
gp-29	57	15	and	and	CCONJ
gp-29	57	16	connections	connection	NOUN
gp-29	57	17	between	between	ADP
gp-29	57	18	individuals	individual	NOUN
gp-29	57	19	,	,	PUNCT
gp-29	57	20	and	and	CCONJ
gp-29	57	21	automate	automate	VERB
gp-29	57	22	certain	certain	ADJ
gp-29	57	23	aspects	aspect	NOUN
gp-29	57	24	of	of	ADP
gp-29	57	25	the	the	DET
gp-29	57	26	contact	contact	NOUN
gp-29	57	27	tracing	trace	VERB
gp-29	57	28	process	process	NOUN
gp-29	57	29	.	.	PUNCT
gp-29	58	1	however	however	ADV
gp-29	58	2	,	,	PUNCT
gp-29	58	3	there	there	PRON
gp-29	58	4	are	be	VERB
gp-29	58	5	also	also	ADV
gp-29	58	6	challenges	challenge	NOUN
gp-29	58	7	associated	associate	VERB
gp-29	58	8	with	with	ADP
gp-29	58	9	the	the	DET
gp-29	58	10	use	use	NOUN
gp-29	58	11	of	of	ADP
gp-29	58	12	ml	ml	NOUN
gp-29	58	13	in	in	ADP
gp-29	58	14	contact	contact	NOUN
gp-29	58	15	tracing	trace	VERB
gp-29	58	16	,	,	PUNCT
gp-29	58	17	particularly	particularly	ADV
gp-29	58	18	with	with	ADP
gp-29	58	19	regard	regard	NOUN
gp-29	58	20	to	to	ADP
gp-29	58	21	data	datum	NOUN
gp-29	58	22	quality	quality	NOUN
gp-29	58	23	and	and	CCONJ
gp-29	58	24	privacy	privacy	NOUN
gp-29	58	25	concerns	concern	NOUN
gp-29	58	26	.	.	PUNCT
gp-29	59	1	these	these	DET
gp-29	59	2	challenges	challenge	NOUN
gp-29	59	3	must	must	AUX
gp-29	59	4	be	be	AUX
gp-29	59	5	carefully	carefully	ADV
gp-29	59	6	considered	consider	VERB
gp-29	59	7	and	and	CCONJ
gp-29	59	8	addressed	address	VERB
gp-29	59	9	to	to	PART
gp-29	59	10	ensure	ensure	VERB
gp-29	59	11	that	that	SCONJ
gp-29	59	12	ml	ml	NOUN
gp-29	59	13	is	be	AUX
gp-29	59	14	used	use	VERB
gp-29	59	15	effectively	effectively	ADV
gp-29	59	16	and	and	CCONJ
gp-29	59	17	ethically	ethically	ADV
gp-29	59	18	in	in	ADP
gp-29	59	19	the	the	DET
gp-29	59	20	contact	contact	NOUN
gp-29	59	21	tracing	tracing	NOUN
gp-29	59	22	process	process	NOUN
gp-29	59	23	[	[	X
gp-29	59	24	20	20	NUM
gp-29	59	25	]	]	PUNCT
gp-29	59	26	.	.	PUNCT
gp-29	60	1	machine	machine	NOUN
gp-29	60	2	learning	learn	VERB
gp-29	60	3	applications	application	NOUN
gp-29	60	4	in	in	ADP
gp-29	60	5	contact	contact	NOUN
gp-29	60	6	tracing	trace	VERB
gp-29	60	7	machine	machine	NOUN
gp-29	60	8	learning	learning	NOUN
gp-29	60	9	has	have	AUX
gp-29	60	10	been	be	AUX
gp-29	60	11	applied	apply	VERB
gp-29	60	12	in	in	ADP
gp-29	60	13	various	various	ADJ
gp-29	60	14	ways	way	NOUN
gp-29	60	15	to	to	PART
gp-29	60	16	improve	improve	VERB
gp-29	60	17	contact	contact	NOUN
gp-29	60	18	tracing	trace	VERB
gp-29	60	19	efforts	effort	NOUN
gp-29	60	20	during	during	ADP
gp-29	60	21	the	the	DET
gp-29	60	22	covid-19	covid-19	PROPN
gp-29	60	23	pandemic	pandemic	NOUN
gp-29	60	24	.	.	PUNCT
gp-29	61	1	here	here	ADV
gp-29	61	2	are	be	AUX
gp-29	61	3	some	some	DET
gp-29	61	4	examples	example	NOUN
gp-29	61	5	of	of	ADP
gp-29	61	6	how	how	SCONJ
gp-29	61	7	ml	ml	AUX
gp-29	61	8	is	be	AUX
gp-29	61	9	being	be	AUX
gp-29	61	10	used	use	VERB
gp-29	61	11	to	to	PART
gp-29	61	12	enhance	enhance	VERB
gp-29	61	13	the	the	DET
gp-29	61	14	contact	contact	NOUN
gp-29	61	15	tracing	tracing	NOUN
gp-29	61	16	process	process	NOUN
gp-29	61	17	[	[	X
gp-29	61	18	21	21	NUM
gp-29	61	19	]	]	PUNCT
gp-29	61	20	:	:	PUNCT
gp-29	61	21	here	here	ADV
gp-29	61	22	you	you	PRON
gp-29	61	23	can	can	AUX
gp-29	61	24	see	see	VERB
gp-29	61	25	figure	figure	NOUN
gp-29	61	26	1	1	NUM
gp-29	61	27	american	american	PROPN
gp-29	61	28	journal	journal	PROPN
gp-29	61	29	of	of	ADP
gp-29	61	30	economic	economic	ADJ
gp-29	61	31	and	and	CCONJ
gp-29	61	32	management	management	NOUN
gp-29	61	33	business	business	NOUN
gp-29	61	34	vol	vol	NOUN
gp-29	61	35	.	.	PROPN
gp-29	62	1	2	2	NUM
gp-29	62	2	no	no	NOUN
gp-29	62	3	.	.	NOUN
gp-29	62	4	3	3	NUM
gp-29	62	5	march	march	PROPN
gp-29	62	6	2023	2023	NUM
gp-29	62	7	102	102	NUM
gp-29	62	8	figure	figure	NOUN
gp-29	62	9	1	1	NUM
gp-29	62	10	.	.	PUNCT
gp-29	62	11	machine	machine	NOUN
gp-29	62	12	learning	learn	VERB
gp-29	62	13	applications	application	NOUN
gp-29	62	14	in	in	ADP
gp-29	62	15	contact	contact	NOUN
gp-29	62	16	tracing	trace	VERB
gp-29	62	17	mobile	mobile	ADJ
gp-29	62	18	apps	app	NOUN
gp-29	62	19	mobile	mobile	ADJ
gp-29	62	20	apps	app	NOUN
gp-29	62	21	have	have	AUX
gp-29	62	22	been	be	AUX
gp-29	62	23	developed	develop	VERB
gp-29	62	24	that	that	PRON
gp-29	62	25	use	use	VERB
gp-29	62	26	machine	machine	NOUN
gp-29	62	27	learning	learn	VERB
gp-29	62	28	algorithms	algorithm	NOUN
gp-29	62	29	to	to	PART
gp-29	62	30	track	track	VERB
gp-29	62	31	user	user	NOUN
gp-29	62	32	movements	movement	NOUN
gp-29	62	33	and	and	CCONJ
gp-29	62	34	identify	identify	VERB
gp-29	62	35	potential	potential	ADJ
gp-29	62	36	exposure	exposure	NOUN
gp-29	62	37	events	event	NOUN
gp-29	62	38	[	[	X
gp-29	62	39	22	22	NUM
gp-29	62	40	]	]	PUNCT
gp-29	62	41	.	.	PUNCT
gp-29	63	1	for	for	ADP
gp-29	63	2	example	example	NOUN
gp-29	63	3	,	,	PUNCT
gp-29	63	4	the	the	DET
gp-29	63	5	aarogya	aarogya	PROPN
gp-29	63	6	setu	setu	PROPN
gp-29	63	7	app	app	PROPN
gp-29	63	8	in	in	ADP
gp-29	63	9	india	india	PROPN
gp-29	63	10	uses	use	VERB
gp-29	63	11	gps	gps	PROPN
gp-29	63	12	and	and	CCONJ
gp-29	63	13	bluetooth	bluetooth	NOUN
gp-29	63	14	signals	signal	NOUN
gp-29	63	15	to	to	PART
gp-29	63	16	track	track	VERB
gp-29	63	17	user	user	NOUN
gp-29	63	18	movements	movement	NOUN
gp-29	63	19	and	and	CCONJ
gp-29	63	20	identify	identify	VERB
gp-29	63	21	potential	potential	ADJ
gp-29	63	22	exposure	exposure	NOUN
gp-29	63	23	events	event	NOUN
gp-29	63	24	.	.	PUNCT
gp-29	64	1	the	the	DET
gp-29	64	2	app	app	NOUN
gp-29	64	3	also	also	ADV
gp-29	64	4	uses	use	VERB
gp-29	64	5	machine	machine	NOUN
gp-29	64	6	learning	learn	VERB
gp-29	64	7	to	to	PART
gp-29	64	8	provide	provide	VERB
gp-29	64	9	personalized	personalized	ADJ
gp-29	64	10	risk	risk	NOUN
gp-29	64	11	assessments	assessment	NOUN
gp-29	64	12	and	and	CCONJ
gp-29	64	13	recommendations	recommendation	NOUN
gp-29	64	14	based	base	VERB
gp-29	64	15	on	on	ADP
gp-29	64	16	the	the	DET
gp-29	64	17	user	user	NOUN
gp-29	64	18	's	's	PART
gp-29	64	19	location	location	NOUN
gp-29	64	20	and	and	CCONJ
gp-29	64	21	exposure	exposure	NOUN
gp-29	64	22	history	history	NOUN
gp-29	64	23	[	[	X
gp-29	64	24	23	23	NUM
gp-29	64	25	]	]	PUNCT
gp-29	64	26	.	.	PUNCT
gp-29	65	1	wearables	wearables	ADJ
gp-29	65	2	wearable	wearable	ADJ
gp-29	65	3	devices	device	NOUN
gp-29	65	4	,	,	PUNCT
gp-29	65	5	such	such	ADJ
gp-29	65	6	as	as	ADP
gp-29	65	7	smartwatches	smartwatche	NOUN
gp-29	65	8	and	and	CCONJ
gp-29	65	9	fitness	fitness	NOUN
gp-29	65	10	trackers	tracker	NOUN
gp-29	65	11	,	,	PUNCT
gp-29	65	12	have	have	AUX
gp-29	65	13	also	also	ADV
gp-29	65	14	been	be	AUX
gp-29	65	15	used	use	VERB
gp-29	65	16	to	to	PART
gp-29	65	17	collect	collect	VERB
gp-29	65	18	data	datum	NOUN
gp-29	65	19	for	for	ADP
gp-29	65	20	contact	contact	NOUN
gp-29	65	21	tracing	trace	VERB
gp-29	65	22	purposes[24	purposes[24	NOUN
gp-29	65	23	]	]	PUNCT
gp-29	65	24	.	.	PUNCT
gp-29	66	1	machine	machine	NOUN
gp-29	66	2	learning	learn	VERB
gp-29	66	3	algorithms	algorithm	NOUN
gp-29	66	4	can	can	AUX
gp-29	66	5	analyze	analyze	VERB
gp-29	66	6	data	datum	NOUN
gp-29	66	7	from	from	ADP
gp-29	66	8	these	these	DET
gp-29	66	9	devices	device	NOUN
gp-29	66	10	to	to	PART
gp-29	66	11	identify	identify	VERB
gp-29	66	12	potential	potential	ADJ
gp-29	66	13	exposure	exposure	NOUN
gp-29	66	14	events	event	NOUN
gp-29	66	15	and	and	CCONJ
gp-29	66	16	notify	notify	VERB
gp-29	66	17	users	user	NOUN
gp-29	66	18	if	if	SCONJ
gp-29	66	19	they	they	PRON
gp-29	66	20	have	have	AUX
gp-29	66	21	been	be	AUX
gp-29	66	22	in	in	ADP
gp-29	66	23	close	close	ADJ
gp-29	66	24	proximity	proximity	NOUN
gp-29	66	25	to	to	ADP
gp-29	66	26	someone	someone	PRON
gp-29	66	27	who	who	PRON
gp-29	66	28	has	have	AUX
gp-29	66	29	tested	test	VERB
gp-29	66	30	positive	positive	ADJ
gp-29	66	31	for	for	ADP
gp-29	66	32	the	the	DET
gp-29	66	33	virus	virus	NOUN
gp-29	66	34	.	.	PUNCT
gp-29	67	1	for	for	ADP
gp-29	67	2	example	example	NOUN
gp-29	67	3	,	,	PUNCT
gp-29	67	4	the	the	DET
gp-29	67	5	care19	care19	NOUN
gp-29	67	6	app	app	NOUN
gp-29	67	7	in	in	ADP
gp-29	67	8	north	north	PROPN
gp-29	67	9	dakota	dakota	PROPN
gp-29	67	10	uses	use	VERB
gp-29	67	11	data	datum	NOUN
gp-29	67	12	from	from	ADP
gp-29	67	13	smartwatches	smartwatche	NOUN
gp-29	67	14	to	to	PART
gp-29	67	15	identify	identify	VERB
gp-29	67	16	potential	potential	ADJ
gp-29	67	17	exposure	exposure	NOUN
gp-29	67	18	events[25	events[25	NOUN
gp-29	67	19	]	]	PUNCT
gp-29	67	20	.	.	PUNCT
gp-29	68	1	social	social	ADJ
gp-29	68	2	media	medium	NOUN
gp-29	68	3	machine	machine	NOUN
gp-29	68	4	learning	learning	NOUN
gp-29	68	5	can	can	AUX
gp-29	68	6	also	also	ADV
gp-29	68	7	be	be	AUX
gp-29	68	8	used	use	VERB
gp-29	68	9	to	to	PART
gp-29	68	10	analyze	analyze	VERB
gp-29	68	11	social	social	ADJ
gp-29	68	12	media	medium	NOUN
gp-29	68	13	data	datum	NOUN
gp-29	68	14	to	to	PART
gp-29	68	15	identify	identify	VERB
gp-29	68	16	potential	potential	ADJ
gp-29	68	17	exposure	exposure	NOUN
gp-29	68	18	events	event	NOUN
gp-29	68	19	.	.	PUNCT
gp-29	69	1	for	for	ADP
gp-29	69	2	example	example	NOUN
gp-29	69	3	,	,	PUNCT
gp-29	69	4	researchers	researcher	NOUN
gp-29	69	5	at	at	ADP
gp-29	69	6	the	the	DET
gp-29	69	7	university	university	NOUN
gp-29	69	8	of	of	ADP
gp-29	69	9	waterloo	waterloo	PROPN
gp-29	69	10	in	in	ADP
gp-29	69	11	canada	canada	PROPN
gp-29	69	12	developed	develop	VERB
gp-29	69	13	a	a	DET
gp-29	69	14	machine	machine	NOUN
gp-29	69	15	learning	learn	VERB
gp-29	69	16	algorithm	algorithm	NOUN
gp-29	69	17	that	that	PRON
gp-29	69	18	can	can	AUX
gp-29	69	19	analyze	analyze	VERB
gp-29	69	20	twitter	twitter	NOUN
gp-29	69	21	data	datum	NOUN
gp-29	69	22	to	to	PART
gp-29	69	23	identify	identify	VERB
gp-29	69	24	potential	potential	ADJ
gp-29	69	25	exposure	exposure	NOUN
gp-29	69	26	events	event	NOUN
gp-29	69	27	and	and	CCONJ
gp-29	69	28	track	track	VERB
gp-29	69	29	the	the	DET
gp-29	69	30	spread	spread	NOUN
gp-29	69	31	of	of	ADP
gp-29	69	32	the	the	DET
gp-29	69	33	virus	virus	NOUN
gp-29	69	34	in	in	ADP
gp-29	69	35	real	real	ADJ
gp-29	69	36	-	-	PUNCT
gp-29	69	37	time	time	NOUN
gp-29	69	38	[	[	X
gp-29	69	39	26	26	NUM
gp-29	69	40	]	]	PUNCT
gp-29	69	41	.	.	PUNCT
gp-29	70	1	public	public	ADJ
gp-29	70	2	transportation	transportation	NOUN
gp-29	70	3	data	datum	NOUN
gp-29	70	4	machine	machine	NOUN
gp-29	70	5	learning	learn	VERB
gp-29	70	6	algorithms	algorithm	NOUN
gp-29	70	7	can	can	AUX
gp-29	70	8	analyze	analyze	VERB
gp-29	70	9	data	datum	NOUN
gp-29	70	10	from	from	ADP
gp-29	70	11	public	public	ADJ
gp-29	70	12	transportation	transportation	NOUN
gp-29	70	13	systems	system	NOUN
gp-29	70	14	to	to	PART
gp-29	70	15	identify	identify	VERB
gp-29	70	16	potential	potential	ADJ
gp-29	70	17	exposure	exposure	NOUN
gp-29	70	18	events	event	NOUN
gp-29	70	19	[	[	X
gp-29	70	20	27	27	NUM
gp-29	70	21	]	]	PUNCT
gp-29	70	22	.	.	PUNCT
gp-29	71	1	for	for	ADP
gp-29	71	2	example	example	NOUN
gp-29	71	3	,	,	PUNCT
gp-29	71	4	researchers	researcher	NOUN
gp-29	71	5	at	at	ADP
gp-29	71	6	the	the	DET
gp-29	71	7	university	university	PROPN
gp-29	71	8	of	of	ADP
gp-29	71	9	utah	utah	PROPN
gp-29	71	10	developed	develop	VERB
gp-29	71	11	a	a	DET
gp-29	71	12	machine	machine	NOUN
gp-29	71	13	learning	learn	VERB
gp-29	71	14	algorithm	algorithm	NOUN
gp-29	71	15	that	that	PRON
gp-29	71	16	can	can	AUX
gp-29	71	17	analyze	analyze	VERB
gp-29	71	18	data	datum	NOUN
gp-29	71	19	from	from	ADP
gp-29	71	20	public	public	ADJ
gp-29	71	21	transportation	transportation	NOUN
gp-29	71	22	systems	system	NOUN
gp-29	71	23	to	to	PART
gp-29	71	24	identify	identify	VERB
gp-29	71	25	potential	potential	ADJ
gp-29	71	26	exposure	exposure	NOUN
gp-29	71	27	events	event	NOUN
gp-29	71	28	and	and	CCONJ
gp-29	71	29	predict	predict	VERB
gp-29	71	30	the	the	DET
gp-29	71	31	spread	spread	NOUN
gp-29	71	32	of	of	ADP
gp-29	71	33	the	the	DET
gp-29	71	34	virus	virus	NOUN
gp-29	71	35	in	in	ADP
gp-29	71	36	different	different	ADJ
gp-29	71	37	geographic	geographic	ADJ
gp-29	71	38	areas	area	NOUN
gp-29	71	39	.	.	PUNCT
gp-29	72	1	automated	automate	VERB
gp-29	72	2	contact	contact	NOUN
gp-29	72	3	tracing	trace	VERB
gp-29	72	4	machine	machine	NOUN
gp-29	72	5	learning	learn	VERB
gp-29	72	6	algorithms	algorithm	NOUN
gp-29	72	7	can	can	AUX
gp-29	72	8	also	also	ADV
gp-29	72	9	be	be	AUX
gp-29	72	10	used	use	VERB
gp-29	72	11	to	to	PART
gp-29	72	12	automate	automate	VERB
gp-29	72	13	certain	certain	ADJ
gp-29	72	14	aspects	aspect	NOUN
gp-29	72	15	of	of	ADP
gp-29	72	16	the	the	DET
gp-29	72	17	contact	contact	NOUN
gp-29	72	18	tracing	tracing	NOUN
gp-29	72	19	process	process	NOUN
gp-29	72	20	,	,	PUNCT
gp-29	72	21	such	such	ADJ
gp-29	72	22	as	as	ADP
gp-29	72	23	identifying	identify	VERB
gp-29	72	24	potential	potential	ADJ
gp-29	72	25	exposure	exposure	NOUN
gp-29	72	26	events	event	NOUN
gp-29	72	27	and	and	CCONJ
gp-29	72	28	contacting	contact	VERB
gp-29	72	29	potentially	potentially	ADV
gp-29	72	30	exposed	expose	VERB
gp-29	72	31	individuals	individual	NOUN
gp-29	72	32	[	[	X
gp-29	72	33	28	28	NUM
gp-29	72	34	]	]	PUNCT
gp-29	72	35	.	.	PUNCT
gp-29	73	1	for	for	ADP
gp-29	73	2	example	example	NOUN
gp-29	73	3	,	,	PUNCT
gp-29	73	4	researchers	researcher	NOUN
gp-29	73	5	at	at	ADP
gp-29	73	6	carnegie	carnegie	PROPN
gp-29	73	7	mellon	mellon	PROPN
gp-29	73	8	university	university	PROPN
gp-29	73	9	developed	develop	VERB
gp-29	73	10	a	a	DET
gp-29	73	11	machine	machine	NOUN
gp-29	73	12	learning	learn	VERB
gp-29	73	13	algorithm	algorithm	NOUN
gp-29	73	14	that	that	PRON
gp-29	73	15	can	can	AUX
gp-29	73	16	automatically	automatically	ADV
gp-29	73	17	identify	identify	VERB
gp-29	73	18	potential	potential	ADJ
gp-29	73	19	exposure	exposure	NOUN
gp-29	73	20	events	event	NOUN
gp-29	73	21	and	and	CCONJ
gp-29	73	22	send	send	VERB
gp-29	73	23	notifications	notification	NOUN
gp-29	73	24	to	to	ADP
gp-29	73	25	individuals	individual	NOUN
gp-29	73	26	who	who	PRON
gp-29	73	27	may	may	AUX
gp-29	73	28	have	have	AUX
gp-29	73	29	been	be	AUX
gp-29	73	30	exposed	expose	VERB
gp-29	73	31	to	to	ADP
gp-29	73	32	the	the	DET
gp-29	73	33	virus	virus	NOUN
gp-29	73	34	.	.	PUNCT
gp-29	74	1	these	these	PRON
gp-29	74	2	are	be	AUX
gp-29	74	3	just	just	ADV
gp-29	74	4	a	a	DET
gp-29	74	5	few	few	ADJ
gp-29	74	6	examples	example	NOUN
gp-29	74	7	of	of	ADP
gp-29	74	8	how	how	SCONJ
gp-29	74	9	machine	machine	NOUN
gp-29	74	10	learning	learning	NOUN
gp-29	74	11	is	be	AUX
gp-29	74	12	being	be	AUX
gp-29	74	13	applied	apply	VERB
gp-29	74	14	to	to	PART
gp-29	74	15	enhance	enhance	VERB
gp-29	74	16	the	the	DET
gp-29	74	17	contact	contact	NOUN
gp-29	74	18	tracing	trace	VERB
gp-29	74	19	process	process	NOUN
gp-29	74	20	.	.	PUNCT
gp-29	75	1	as	as	SCONJ
gp-29	75	2	the	the	DET
gp-29	75	3	covid-19	covid-19	PROPN
gp-29	75	4	pandemic	pandemic	NOUN
gp-29	75	5	continues	continue	VERB
gp-29	75	6	,	,	PUNCT
gp-29	75	7	it	it	PRON
gp-29	75	8	is	be	AUX
gp-29	75	9	likely	likely	ADJ
gp-29	75	10	that	that	SCONJ
gp-29	75	11	more	more	ADV
gp-29	75	12	innovative	innovative	ADJ
gp-29	75	13	uses	use	NOUN
gp-29	75	14	of	of	ADP
gp-29	75	15	ml	ml	NOUN
gp-29	75	16	in	in	ADP
gp-29	75	17	contact	contact	NOUN
gp-29	75	18	tracing	trace	VERB
gp-29	75	19	will	will	AUX
gp-29	75	20	emerge	emerge	VERB
gp-29	75	21	,	,	PUNCT
gp-29	75	22	helping	help	VERB
gp-29	75	23	public	public	ADJ
gp-29	75	24	health	health	NOUN
gp-29	75	25	officials	official	NOUN
gp-29	75	26	to	to	PART
gp-29	75	27	quickly	quickly	ADV
gp-29	75	28	identify	identify	VERB
gp-29	75	29	and	and	CCONJ
gp-29	75	30	isolate	isolate	VERB
gp-29	75	31	individuals	individual	NOUN
gp-29	75	32	who	who	PRON
gp-29	75	33	may	may	AUX
gp-29	75	34	have	have	AUX
gp-29	75	35	been	be	AUX
gp-29	75	36	exposed	expose	VERB
gp-29	75	37	to	to	ADP
gp-29	75	38	the	the	DET
gp-29	75	39	virus	virus	NOUN
gp-29	75	40	,	,	PUNCT
gp-29	75	41	and	and	CCONJ
gp-29	75	42	ultimately	ultimately	ADV
gp-29	75	43	,	,	PUNCT
gp-29	75	44	control	control	VERB
gp-29	75	45	its	its	PRON
gp-29	75	46	spread	spread	NOUN
gp-29	75	47	.	.	PUNCT
gp-29	76	1	data	datum	NOUN
gp-29	76	2	collection	collection	NOUN
gp-29	76	3	and	and	CCONJ
gp-29	76	4	integration	integration	NOUN
gp-29	76	5	for	for	ADP
gp-29	76	6	contact	contact	NOUN
gp-29	76	7	tracing	trace	VERB
gp-29	76	8	using	use	VERB
gp-29	76	9	machine	machine	NOUN
gp-29	76	10	learning	learn	VERB
gp-29	76	11	machine	machine	NOUN
gp-29	76	12	learning	learning	NOUN
gp-29	76	13	algorithms	algorithm	NOUN
gp-29	76	14	can	can	AUX
gp-29	76	15	greatly	greatly	ADV
gp-29	76	16	enhance	enhance	VERB
gp-29	76	17	the	the	DET
gp-29	76	18	accuracy	accuracy	NOUN
gp-29	76	19	and	and	CCONJ
gp-29	76	20	efficiency	efficiency	NOUN
gp-29	76	21	of	of	ADP
gp-29	76	22	contact	contact	NOUN
gp-29	76	23	tracing	trace	VERB
gp-29	76	24	efforts	effort	NOUN
gp-29	76	25	.	.	PUNCT
gp-29	77	1	however	however	ADV
gp-29	77	2	,	,	PUNCT
gp-29	77	3	these	these	DET
gp-29	77	4	algorithms	algorithm	NOUN
gp-29	77	5	require	require	VERB
gp-29	77	6	large	large	ADJ
gp-29	77	7	amounts	amount	NOUN
gp-29	77	8	of	of	ADP
gp-29	77	9	data	datum	NOUN
gp-29	77	10	to	to	PART
gp-29	77	11	function	function	VERB
gp-29	77	12	effectively	effectively	ADV
gp-29	77	13	[	[	X
gp-29	77	14	29	29	NUM
gp-29	77	15	]	]	PUNCT
gp-29	77	16	.	.	PUNCT
gp-29	78	1	in	in	ADP
gp-29	78	2	the	the	DET
gp-29	78	3	context	context	NOUN
gp-29	78	4	of	of	ADP
gp-29	78	5	contact	contact	NOUN
gp-29	78	6	tracing	tracing	NOUN
gp-29	78	7	,	,	PUNCT
gp-29	78	8	data	datum	NOUN
gp-29	78	9	collection	collection	NOUN
gp-29	78	10	and	and	CCONJ
gp-29	78	11	integration	integration	NOUN
gp-29	78	12	is	be	AUX
gp-29	78	13	a	a	DET
gp-29	78	14	critical	critical	ADJ
gp-29	78	15	component	component	NOUN
gp-29	78	16	in	in	ADP
gp-29	78	17	ensuring	ensure	VERB
gp-29	78	18	that	that	SCONJ
gp-29	78	19	machine	machine	NOUN
gp-29	78	20	learning	learning	NOUN
gp-29	78	21	models	model	NOUN
gp-29	78	22	produce	produce	VERB
gp-29	78	23	accurate	accurate	ADJ
gp-29	78	24	and	and	CCONJ
gp-29	78	25	actionable	actionable	ADJ
gp-29	78	26	results	result	NOUN
gp-29	78	27	.	.	PUNCT
gp-29	79	1	data	datum	NOUN
gp-29	79	2	collection	collection	NOUN
gp-29	79	3	involves	involve	VERB
gp-29	79	4	obtaining	obtain	VERB
gp-29	79	5	accurate	accurate	ADJ
gp-29	79	6	and	and	CCONJ
gp-29	79	7	up	up	ADJ
gp-29	79	8	-	-	PUNCT
gp-29	79	9	todate	todate	VERB
gp-29	79	10	information	information	NOUN
gp-29	79	11	on	on	ADP
gp-29	79	12	individuals	individual	NOUN
gp-29	79	13	'	'	PART
gp-29	79	14	movements	movement	NOUN
gp-29	79	15	,	,	PUNCT
gp-29	79	16	interactions	interaction	NOUN
gp-29	79	17	,	,	PUNCT
gp-29	79	18	and	and	CCONJ
gp-29	79	19	health	health	NOUN
gp-29	79	20	status[30	status[30	PROPN
gp-29	79	21	]	]	PUNCT
gp-29	79	22	.	.	PUNCT
gp-29	80	1	this	this	DET
gp-29	80	2	information	information	NOUN
gp-29	80	3	can	can	AUX
gp-29	80	4	be	be	AUX
gp-29	80	5	obtained	obtain	VERB
gp-29	80	6	through	through	ADP
gp-29	80	7	various	various	ADJ
gp-29	80	8	methods	method	NOUN
gp-29	80	9	such	such	ADJ
gp-29	80	10	as	as	ADP
gp-29	80	11	interviews	interview	NOUN
gp-29	80	12	,	,	PUNCT
gp-29	80	13	mobile	mobile	NOUN
gp-29	80	14	moazzam	moazzam	NOUN
gp-29	80	15	siddiq	siddiq	PROPN
gp-29	80	16	103	103	NUM
gp-29	80	17	applications	application	NOUN
gp-29	80	18	,	,	PUNCT
gp-29	80	19	and	and	CCONJ
gp-29	80	20	wearable	wearable	ADJ
gp-29	80	21	technology	technology	NOUN
gp-29	80	22	.	.	PUNCT
gp-29	81	1	it	it	PRON
gp-29	81	2	is	be	AUX
gp-29	81	3	important	important	ADJ
gp-29	81	4	to	to	PART
gp-29	81	5	ensure	ensure	VERB
gp-29	81	6	that	that	SCONJ
gp-29	81	7	data	datum	NOUN
gp-29	81	8	is	be	AUX
gp-29	81	9	collected	collect	VERB
gp-29	81	10	in	in	ADP
gp-29	81	11	a	a	DET
gp-29	81	12	standardized	standardized	ADJ
gp-29	81	13	manner	manner	NOUN
gp-29	81	14	,	,	PUNCT
gp-29	81	15	so	so	SCONJ
gp-29	81	16	that	that	SCONJ
gp-29	81	17	it	it	PRON
gp-29	81	18	can	can	AUX
gp-29	81	19	be	be	AUX
gp-29	81	20	used	use	VERB
gp-29	81	21	effectively	effectively	ADV
gp-29	81	22	by	by	ADP
gp-29	81	23	machine	machine	NOUN
gp-29	81	24	learning	learning	NOUN
gp-29	81	25	algorithms	algorithm	NOUN
gp-29	81	26	.	.	PUNCT
gp-29	82	1	in	in	ADP
gp-29	82	2	addition	addition	NOUN
gp-29	82	3	,	,	PUNCT
gp-29	82	4	data	datum	NOUN
gp-29	82	5	quality	quality	NOUN
gp-29	82	6	and	and	CCONJ
gp-29	82	7	completeness	completeness	NOUN
gp-29	82	8	is	be	AUX
gp-29	82	9	important	important	ADJ
gp-29	82	10	to	to	PART
gp-29	82	11	ensure	ensure	VERB
gp-29	82	12	that	that	SCONJ
gp-29	82	13	the	the	DET
gp-29	82	14	models	model	NOUN
gp-29	82	15	are	be	AUX
gp-29	82	16	producing	produce	VERB
gp-29	82	17	accurate	accurate	ADJ
gp-29	82	18	results	result	NOUN
gp-29	82	19	.	.	PUNCT
gp-29	83	1	one	one	NUM
gp-29	83	2	challenge	challenge	NOUN
gp-29	83	3	in	in	ADP
gp-29	83	4	data	datum	NOUN
gp-29	83	5	collection	collection	NOUN
gp-29	83	6	for	for	ADP
gp-29	83	7	contact	contact	NOUN
gp-29	83	8	tracing	trace	VERB
gp-29	83	9	is	be	AUX
gp-29	83	10	ensuring	ensure	VERB
gp-29	83	11	that	that	SCONJ
gp-29	83	12	the	the	DET
gp-29	83	13	data	datum	NOUN
gp-29	83	14	collected	collect	VERB
gp-29	83	15	is	be	AUX
gp-29	83	16	of	of	ADP
gp-29	83	17	high	high	ADJ
gp-29	83	18	quality	quality	NOUN
gp-29	84	1	[	[	X
gp-29	84	2	31	31	NUM
gp-29	84	3	]	]	PUNCT
gp-29	84	4	.	.	PUNCT
gp-29	85	1	for	for	ADP
gp-29	85	2	example	example	NOUN
gp-29	85	3	,	,	PUNCT
gp-29	85	4	in	in	ADP
gp-29	85	5	lowresource	lowresource	PROPN
gp-29	85	6	settings	setting	NOUN
gp-29	85	7	or	or	CCONJ
gp-29	85	8	areas	area	NOUN
gp-29	85	9	where	where	SCONJ
gp-29	85	10	access	access	NOUN
gp-29	85	11	to	to	ADP
gp-29	85	12	technology	technology	NOUN
gp-29	85	13	is	be	AUX
gp-29	85	14	limited	limit	VERB
gp-29	85	15	,	,	PUNCT
gp-29	85	16	the	the	DET
gp-29	85	17	accuracy	accuracy	NOUN
gp-29	85	18	and	and	CCONJ
gp-29	85	19	completeness	completeness	NOUN
gp-29	85	20	of	of	ADP
gp-29	85	21	data	datum	NOUN
gp-29	85	22	can	can	AUX
gp-29	85	23	be	be	AUX
gp-29	85	24	compromised	compromise	VERB
gp-29	85	25	.	.	PUNCT
gp-29	86	1	to	to	PART
gp-29	86	2	address	address	VERB
gp-29	86	3	this	this	PRON
gp-29	86	4	,	,	PUNCT
gp-29	86	5	it	it	PRON
gp-29	86	6	is	be	AUX
gp-29	86	7	important	important	ADJ
gp-29	86	8	to	to	PART
gp-29	86	9	standardize	standardize	VERB
gp-29	86	10	data	datum	NOUN
gp-29	86	11	collection	collection	NOUN
gp-29	86	12	procedures	procedure	NOUN
gp-29	86	13	and	and	CCONJ
gp-29	86	14	ensure	ensure	VERB
gp-29	86	15	that	that	SCONJ
gp-29	86	16	data	datum	NOUN
gp-29	86	17	is	be	AUX
gp-29	86	18	validated	validate	VERB
gp-29	86	19	and	and	CCONJ
gp-29	86	20	cleaned	clean	VERB
gp-29	86	21	before	before	SCONJ
gp-29	86	22	it	it	PRON
gp-29	86	23	is	be	AUX
gp-29	86	24	used	use	VERB
gp-29	86	25	for	for	ADP
gp-29	86	26	analysis	analysis	NOUN
gp-29	86	27	.	.	PUNCT
gp-29	87	1	another	another	DET
gp-29	87	2	challenge	challenge	NOUN
gp-29	87	3	is	be	AUX
gp-29	87	4	integrating	integrate	VERB
gp-29	87	5	data	datum	NOUN
gp-29	87	6	from	from	ADP
gp-29	87	7	multiple	multiple	ADJ
gp-29	87	8	sources	source	NOUN
gp-29	87	9	.	.	PUNCT
gp-29	88	1	in	in	ADP
gp-29	88	2	addition	addition	NOUN
gp-29	88	3	to	to	ADP
gp-29	88	4	health	health	NOUN
gp-29	88	5	data	datum	NOUN
gp-29	88	6	,	,	PUNCT
gp-29	88	7	location	location	NOUN
gp-29	88	8	data	datum	NOUN
gp-29	88	9	and	and	CCONJ
gp-29	88	10	social	social	ADJ
gp-29	88	11	media	medium	NOUN
gp-29	88	12	data	datum	NOUN
gp-29	88	13	can	can	AUX
gp-29	88	14	also	also	ADV
gp-29	88	15	be	be	AUX
gp-29	88	16	used	use	VERB
gp-29	88	17	to	to	PART
gp-29	88	18	improve	improve	VERB
gp-29	88	19	the	the	DET
gp-29	88	20	accuracy	accuracy	NOUN
gp-29	88	21	of	of	ADP
gp-29	88	22	contact	contact	NOUN
gp-29	88	23	tracing	trace	VERB
gp-29	88	24	.	.	PUNCT
gp-29	89	1	however	however	ADV
gp-29	89	2	,	,	PUNCT
gp-29	89	3	integrating	integrate	VERB
gp-29	89	4	data	datum	NOUN
gp-29	89	5	from	from	ADP
gp-29	89	6	different	different	ADJ
gp-29	89	7	sources	source	NOUN
gp-29	89	8	can	can	AUX
gp-29	89	9	be	be	AUX
gp-29	89	10	challenging	challenge	VERB
gp-29	89	11	due	due	ADJ
gp-29	89	12	to	to	ADP
gp-29	89	13	differences	difference	NOUN
gp-29	89	14	in	in	ADP
gp-29	89	15	data	datum	NOUN
gp-29	89	16	formats	format	NOUN
gp-29	89	17	,	,	PUNCT
gp-29	89	18	privacy	privacy	NOUN
gp-29	89	19	concerns	concern	NOUN
gp-29	89	20	,	,	PUNCT
gp-29	89	21	and	and	CCONJ
gp-29	89	22	the	the	DET
gp-29	89	23	need	need	NOUN
gp-29	89	24	for	for	ADP
gp-29	89	25	secure	secure	ADJ
gp-29	89	26	data	datum	NOUN
gp-29	89	27	sharing	sharing	NOUN
gp-29	89	28	.	.	PUNCT
gp-29	90	1	to	to	PART
gp-29	90	2	address	address	VERB
gp-29	90	3	these	these	DET
gp-29	90	4	challenges	challenge	NOUN
gp-29	90	5	,	,	PUNCT
gp-29	90	6	data	datum	NOUN
gp-29	90	7	integration	integration	NOUN
gp-29	90	8	frameworks	framework	NOUN
gp-29	90	9	can	can	AUX
gp-29	90	10	be	be	AUX
gp-29	90	11	developed	develop	VERB
gp-29	90	12	to	to	PART
gp-29	90	13	facilitate	facilitate	VERB
gp-29	90	14	the	the	DET
gp-29	90	15	sharing	sharing	NOUN
gp-29	90	16	of	of	ADP
gp-29	90	17	data	datum	NOUN
gp-29	90	18	between	between	ADP
gp-29	90	19	different	different	ADJ
gp-29	90	20	organizations	organization	NOUN
gp-29	90	21	while	while	SCONJ
gp-29	90	22	maintaining	maintain	VERB
gp-29	90	23	data	data	NOUN
gp-29	90	24	privacy	privacy	NOUN
gp-29	90	25	and	and	CCONJ
gp-29	90	26	security	security	NOUN
gp-29	90	27	.	.	PUNCT
gp-29	91	1	these	these	DET
gp-29	91	2	frameworks	framework	NOUN
gp-29	91	3	can	can	AUX
gp-29	91	4	also	also	ADV
gp-29	91	5	be	be	AUX
gp-29	91	6	designed	design	VERB
gp-29	91	7	to	to	PART
gp-29	91	8	support	support	VERB
gp-29	91	9	the	the	DET
gp-29	91	10	use	use	NOUN
gp-29	91	11	of	of	ADP
gp-29	91	12	machine	machine	NOUN
gp-29	91	13	learning	learning	NOUN
gp-29	91	14	algorithms	algorithm	NOUN
gp-29	91	15	,	,	PUNCT
gp-29	91	16	allowing	allow	VERB
gp-29	91	17	for	for	ADP
gp-29	91	18	automated	automate	VERB
gp-29	91	19	data	data	NOUN
gp-29	91	20	integration	integration	NOUN
gp-29	91	21	and	and	CCONJ
gp-29	91	22	analysis	analysis	NOUN
gp-29	91	23	.	.	PUNCT
gp-29	92	1	machine	machine	NOUN
gp-29	92	2	learning	learn	VERB
gp-29	92	3	algorithms	algorithm	NOUN
gp-29	92	4	can	can	AUX
gp-29	92	5	be	be	AUX
gp-29	92	6	used	use	VERB
gp-29	92	7	to	to	PART
gp-29	92	8	identify	identify	VERB
gp-29	92	9	patterns	pattern	NOUN
gp-29	92	10	in	in	ADP
gp-29	92	11	data	datum	NOUN
gp-29	92	12	and	and	CCONJ
gp-29	92	13	to	to	PART
gp-29	92	14	predict	predict	VERB
gp-29	92	15	future	future	ADJ
gp-29	92	16	outcomes	outcome	NOUN
gp-29	92	17	.	.	PUNCT
gp-29	93	1	for	for	ADP
gp-29	93	2	example	example	NOUN
gp-29	93	3	,	,	PUNCT
gp-29	93	4	predictive	predictive	ADJ
gp-29	93	5	models	model	NOUN
gp-29	93	6	can	can	AUX
gp-29	93	7	be	be	AUX
gp-29	93	8	used	use	VERB
gp-29	93	9	to	to	PART
gp-29	93	10	identify	identify	VERB
gp-29	93	11	individuals	individual	NOUN
gp-29	93	12	who	who	PRON
gp-29	93	13	are	be	AUX
gp-29	93	14	likely	likely	ADJ
gp-29	93	15	to	to	PART
gp-29	93	16	have	have	AUX
gp-29	93	17	been	be	AUX
gp-29	93	18	exposed	expose	VERB
gp-29	93	19	to	to	ADP
gp-29	93	20	covid-19	covid-19	PROPN
gp-29	93	21	based	base	VERB
gp-29	93	22	on	on	ADP
gp-29	93	23	their	their	PRON
gp-29	93	24	movements	movement	NOUN
gp-29	93	25	and	and	CCONJ
gp-29	93	26	interactions	interaction	NOUN
gp-29	93	27	.	.	PUNCT
gp-29	94	1	these	these	DET
gp-29	94	2	predictions	prediction	NOUN
gp-29	94	3	can	can	AUX
gp-29	94	4	then	then	ADV
gp-29	94	5	be	be	AUX
gp-29	94	6	used	use	VERB
gp-29	94	7	to	to	PART
gp-29	94	8	inform	inform	VERB
gp-29	94	9	public	public	ADJ
gp-29	94	10	health	health	NOUN
gp-29	94	11	strategies	strategy	NOUN
gp-29	94	12	and	and	CCONJ
gp-29	94	13	support	support	VERB
gp-29	94	14	the	the	DET
gp-29	94	15	development	development	NOUN
gp-29	94	16	of	of	ADP
gp-29	94	17	targeted	target	VERB
gp-29	94	18	interventions	intervention	NOUN
gp-29	94	19	.	.	PUNCT
gp-29	95	1	data	datum	NOUN
gp-29	95	2	collection	collection	NOUN
gp-29	95	3	and	and	CCONJ
gp-29	95	4	integration	integration	NOUN
gp-29	95	5	is	be	AUX
gp-29	95	6	a	a	DET
gp-29	95	7	critical	critical	ADJ
gp-29	95	8	component	component	NOUN
gp-29	95	9	of	of	ADP
gp-29	95	10	machine	machine	NOUN
gp-29	95	11	learning	learn	VERB
gp-29	95	12	for	for	ADP
gp-29	95	13	contact	contact	NOUN
gp-29	95	14	tracing	tracing	NOUN
gp-29	95	15	.	.	PUNCT
gp-29	96	1	by	by	ADP
gp-29	96	2	improving	improve	VERB
gp-29	96	3	the	the	DET
gp-29	96	4	quality	quality	NOUN
gp-29	96	5	and	and	CCONJ
gp-29	96	6	completeness	completeness	NOUN
gp-29	96	7	of	of	ADP
gp-29	96	8	data	datum	NOUN
gp-29	96	9	,	,	PUNCT
gp-29	96	10	and	and	CCONJ
gp-29	96	11	integrating	integrate	VERB
gp-29	96	12	data	datum	NOUN
gp-29	96	13	from	from	ADP
gp-29	96	14	multiple	multiple	ADJ
gp-29	96	15	sources	source	NOUN
gp-29	96	16	,	,	PUNCT
gp-29	96	17	machine	machine	NOUN
gp-29	96	18	learning	learning	NOUN
gp-29	96	19	algorithms	algorithm	NOUN
gp-29	96	20	can	can	AUX
gp-29	96	21	produce	produce	VERB
gp-29	96	22	more	more	ADV
gp-29	96	23	accurate	accurate	ADJ
gp-29	96	24	and	and	CCONJ
gp-29	96	25	actionable	actionable	ADJ
gp-29	96	26	results	result	NOUN
gp-29	96	27	,	,	PUNCT
gp-29	96	28	supporting	support	VERB
gp-29	96	29	the	the	DET
gp-29	96	30	development	development	NOUN
gp-29	96	31	of	of	ADP
gp-29	96	32	effective	effective	ADJ
gp-29	96	33	public	public	ADJ
gp-29	96	34	health	health	NOUN
gp-29	96	35	strategies	strategy	NOUN
gp-29	96	36	.	.	PUNCT
gp-29	97	1	however	however	ADV
gp-29	97	2	,	,	PUNCT
gp-29	97	3	it	it	PRON
gp-29	97	4	is	be	AUX
gp-29	97	5	important	important	ADJ
gp-29	97	6	to	to	PART
gp-29	97	7	address	address	VERB
gp-29	97	8	challenges	challenge	NOUN
gp-29	97	9	related	relate	VERB
gp-29	97	10	to	to	ADP
gp-29	97	11	data	datum	NOUN
gp-29	97	12	quality	quality	NOUN
gp-29	97	13	and	and	CCONJ
gp-29	97	14	integration	integration	NOUN
gp-29	97	15	to	to	PART
gp-29	97	16	ensure	ensure	VERB
gp-29	97	17	that	that	SCONJ
gp-29	97	18	these	these	DET
gp-29	97	19	models	model	NOUN
gp-29	97	20	are	be	AUX
gp-29	97	21	effective	effective	ADJ
gp-29	97	22	in	in	ADP
gp-29	97	23	real	real	ADJ
gp-29	97	24	-	-	PUNCT
gp-29	97	25	world	world	NOUN
gp-29	97	26	settings	setting	NOUN
gp-29	97	27	.	.	PUNCT
gp-29	98	1	contact	contact	NOUN
gp-29	98	2	tracing	trace	VERB
gp-29	98	3	accuracy	accuracy	NOUN
gp-29	98	4	and	and	CCONJ
gp-29	98	5	efficiency	efficiency	NOUN
gp-29	98	6	:	:	PUNCT
gp-29	98	7	evaluating	evaluate	VERB
gp-29	98	8	the	the	DET
gp-29	98	9	performance	performance	NOUN
gp-29	98	10	of	of	ADP
gp-29	98	11	machine	machine	NOUN
gp-29	98	12	learning	learning	NOUN
gp-29	98	13	models	model	NOUN
gp-29	98	14	one	one	NUM
gp-29	98	15	of	of	ADP
gp-29	98	16	the	the	DET
gp-29	98	17	key	key	ADJ
gp-29	98	18	benefits	benefit	NOUN
gp-29	98	19	of	of	ADP
gp-29	98	20	using	use	VERB
gp-29	98	21	machine	machine	NOUN
gp-29	98	22	learning	learning	NOUN
gp-29	98	23	in	in	ADP
gp-29	98	24	contact	contact	NOUN
gp-29	98	25	tracing	trace	VERB
gp-29	98	26	is	be	AUX
gp-29	98	27	its	its	PRON
gp-29	98	28	potential	potential	NOUN
gp-29	98	29	to	to	PART
gp-29	98	30	improve	improve	VERB
gp-29	98	31	the	the	DET
gp-29	98	32	accuracy	accuracy	NOUN
gp-29	98	33	and	and	CCONJ
gp-29	98	34	efficiency	efficiency	NOUN
gp-29	98	35	of	of	ADP
gp-29	98	36	the	the	DET
gp-29	98	37	process	process	NOUN
gp-29	98	38	.	.	PUNCT
gp-29	99	1	machine	machine	NOUN
gp-29	99	2	learning	learn	VERB
gp-29	99	3	algorithms	algorithm	NOUN
gp-29	99	4	can	can	AUX
gp-29	99	5	analyze	analyze	VERB
gp-29	99	6	large	large	ADJ
gp-29	99	7	amounts	amount	NOUN
gp-29	99	8	of	of	ADP
gp-29	99	9	data	datum	NOUN
gp-29	99	10	and	and	CCONJ
gp-29	99	11	identify	identify	VERB
gp-29	99	12	patterns	pattern	NOUN
gp-29	99	13	that	that	PRON
gp-29	99	14	may	may	AUX
gp-29	99	15	not	not	PART
gp-29	99	16	be	be	AUX
gp-29	99	17	immediately	immediately	ADV
gp-29	99	18	apparent	apparent	ADJ
gp-29	99	19	to	to	ADP
gp-29	99	20	human	human	ADJ
gp-29	99	21	contact	contact	NOUN
gp-29	99	22	tracers	tracer	NOUN
gp-29	99	23	[	[	X
gp-29	99	24	32	32	NUM
gp-29	99	25	-	-	SYM
gp-29	99	26	33	33	NUM
gp-29	99	27	]	]	PUNCT
gp-29	99	28	.	.	PUNCT
gp-29	100	1	however	however	ADV
gp-29	100	2	,	,	PUNCT
gp-29	100	3	the	the	DET
gp-29	100	4	accuracy	accuracy	NOUN
gp-29	100	5	and	and	CCONJ
gp-29	100	6	efficiency	efficiency	NOUN
gp-29	100	7	of	of	ADP
gp-29	100	8	these	these	DET
gp-29	100	9	models	model	NOUN
gp-29	100	10	can	can	AUX
gp-29	100	11	vary	vary	VERB
gp-29	100	12	depending	depend	VERB
gp-29	100	13	on	on	ADP
gp-29	100	14	a	a	DET
gp-29	100	15	variety	variety	NOUN
gp-29	100	16	of	of	ADP
gp-29	100	17	factors	factor	NOUN
gp-29	100	18	.	.	PUNCT
gp-29	101	1	one	one	NUM
gp-29	101	2	factor	factor	NOUN
gp-29	101	3	that	that	PRON
gp-29	101	4	can	can	AUX
gp-29	101	5	affect	affect	VERB
gp-29	101	6	the	the	DET
gp-29	101	7	accuracy	accuracy	NOUN
gp-29	101	8	of	of	ADP
gp-29	101	9	machine	machine	NOUN
gp-29	101	10	learning	learning	NOUN
gp-29	101	11	models	model	NOUN
gp-29	101	12	is	be	AUX
gp-29	101	13	the	the	DET
gp-29	101	14	quality	quality	NOUN
gp-29	101	15	of	of	ADP
gp-29	101	16	the	the	DET
gp-29	101	17	data	datum	NOUN
gp-29	101	18	used	use	VERB
gp-29	101	19	for	for	ADP
gp-29	101	20	training	training	NOUN
gp-29	101	21	.	.	PUNCT
gp-29	102	1	if	if	SCONJ
gp-29	102	2	the	the	DET
gp-29	102	3	data	data	NOUN
gp-29	102	4	is	be	AUX
gp-29	102	5	incomplete	incomplete	ADJ
gp-29	102	6	or	or	CCONJ
gp-29	102	7	inaccurate	inaccurate	ADJ
gp-29	102	8	,	,	PUNCT
gp-29	102	9	the	the	DET
gp-29	102	10	model	model	NOUN
gp-29	102	11	may	may	AUX
gp-29	102	12	not	not	PART
gp-29	102	13	be	be	AUX
gp-29	102	14	able	able	ADJ
gp-29	102	15	to	to	PART
gp-29	102	16	accurately	accurately	ADV
gp-29	102	17	identify	identify	VERB
gp-29	102	18	individuals	individual	NOUN
gp-29	102	19	who	who	PRON
gp-29	102	20	have	have	AUX
gp-29	102	21	been	be	AUX
gp-29	102	22	exposed	expose	VERB
gp-29	102	23	to	to	ADP
gp-29	102	24	covid-19	covid-19	PROPN
gp-29	103	1	[	[	X
gp-29	103	2	34	34	NUM
gp-29	103	3	]	]	PUNCT
gp-29	103	4	.	.	PUNCT
gp-29	104	1	therefore	therefore	ADV
gp-29	104	2	,	,	PUNCT
gp-29	104	3	it	it	PRON
gp-29	104	4	is	be	AUX
gp-29	104	5	important	important	ADJ
gp-29	104	6	to	to	PART
gp-29	104	7	ensure	ensure	VERB
gp-29	104	8	that	that	SCONJ
gp-29	104	9	the	the	DET
gp-29	104	10	data	datum	NOUN
gp-29	104	11	used	use	VERB
gp-29	104	12	to	to	PART
gp-29	104	13	train	train	VERB
gp-29	104	14	machine	machine	NOUN
gp-29	104	15	learning	learning	NOUN
gp-29	104	16	models	model	NOUN
gp-29	104	17	is	be	AUX
gp-29	104	18	accurate	accurate	ADJ
gp-29	104	19	and	and	CCONJ
gp-29	104	20	representative	representative	NOUN
gp-29	104	21	of	of	ADP
gp-29	104	22	the	the	DET
gp-29	104	23	population	population	NOUN
gp-29	104	24	being	be	AUX
gp-29	104	25	analyzed	analyze	VERB
gp-29	104	26	.	.	PUNCT
gp-29	105	1	another	another	DET
gp-29	105	2	factor	factor	NOUN
gp-29	105	3	that	that	PRON
gp-29	105	4	can	can	AUX
gp-29	105	5	affect	affect	VERB
gp-29	105	6	accuracy	accuracy	NOUN
gp-29	105	7	is	be	AUX
gp-29	105	8	the	the	DET
gp-29	105	9	algorithm	algorithm	NOUN
gp-29	105	10	used	use	VERB
gp-29	105	11	for	for	ADP
gp-29	105	12	analysis	analysis	NOUN
gp-29	105	13	.	.	PUNCT
gp-29	106	1	different	different	ADJ
gp-29	106	2	algorithms	algorithm	NOUN
gp-29	106	3	may	may	AUX
gp-29	106	4	be	be	AUX
gp-29	106	5	more	more	ADV
gp-29	106	6	effective	effective	ADJ
gp-29	106	7	at	at	ADP
gp-29	106	8	identifying	identify	VERB
gp-29	106	9	patterns	pattern	NOUN
gp-29	106	10	in	in	ADP
gp-29	106	11	different	different	ADJ
gp-29	106	12	types	type	NOUN
gp-29	106	13	of	of	ADP
gp-29	106	14	data	datum	NOUN
gp-29	106	15	.	.	PUNCT
gp-29	107	1	it	it	PRON
gp-29	107	2	is	be	AUX
gp-29	107	3	important	important	ADJ
gp-29	107	4	to	to	PART
gp-29	107	5	evaluate	evaluate	VERB
gp-29	107	6	the	the	DET
gp-29	107	7	performance	performance	NOUN
gp-29	107	8	of	of	ADP
gp-29	107	9	different	different	ADJ
gp-29	107	10	algorithms	algorithm	NOUN
gp-29	107	11	and	and	CCONJ
gp-29	107	12	select	select	VERB
gp-29	107	13	the	the	DET
gp-29	107	14	one	one	NOUN
gp-29	107	15	that	that	PRON
gp-29	107	16	is	be	AUX
gp-29	107	17	best	well	ADV
gp-29	107	18	suited	suit	VERB
gp-29	107	19	for	for	ADP
gp-29	107	20	the	the	DET
gp-29	107	21	specific	specific	ADJ
gp-29	107	22	use	use	NOUN
gp-29	107	23	case	case	NOUN
gp-29	107	24	.	.	PUNCT
gp-29	108	1	efficiency	efficiency	NOUN
gp-29	108	2	is	be	AUX
gp-29	108	3	another	another	DET
gp-29	108	4	important	important	ADJ
gp-29	108	5	consideration	consideration	NOUN
gp-29	108	6	when	when	SCONJ
gp-29	108	7	using	use	VERB
gp-29	108	8	machine	machine	NOUN
gp-29	108	9	learning	learning	NOUN
gp-29	108	10	for	for	ADP
gp-29	108	11	contact	contact	NOUN
gp-29	108	12	tracing	tracing	NOUN
gp-29	108	13	.	.	PUNCT
gp-29	109	1	contact	contact	NOUN
gp-29	109	2	tracing	trace	VERB
gp-29	109	3	must	must	AUX
gp-29	109	4	be	be	AUX
gp-29	109	5	conducted	conduct	VERB
gp-29	109	6	quickly	quickly	ADV
gp-29	109	7	in	in	ADP
gp-29	109	8	order	order	NOUN
gp-29	109	9	to	to	PART
gp-29	109	10	prevent	prevent	VERB
gp-29	109	11	the	the	DET
gp-29	109	12	spread	spread	NOUN
gp-29	109	13	of	of	ADP
gp-29	109	14	the	the	DET
gp-29	109	15	virus	virus	NOUN
gp-29	109	16	.	.	PUNCT
gp-29	110	1	machine	machine	NOUN
gp-29	110	2	learning	learn	VERB
gp-29	110	3	algorithms	algorithm	NOUN
gp-29	110	4	can	can	AUX
gp-29	110	5	help	help	VERB
gp-29	110	6	speed	speed	VERB
gp-29	110	7	up	up	ADP
gp-29	110	8	the	the	DET
gp-29	110	9	process	process	NOUN
gp-29	110	10	by	by	ADP
gp-29	110	11	identifying	identify	VERB
gp-29	110	12	highrisk	highrisk	NOUN
gp-29	110	13	individuals	individual	NOUN
gp-29	110	14	more	more	ADV
gp-29	110	15	quickly	quickly	ADV
gp-29	110	16	than	than	ADP
gp-29	110	17	traditional	traditional	ADJ
gp-29	110	18	contact	contact	NOUN
gp-29	110	19	tracing	trace	VERB
gp-29	110	20	methods	method	NOUN
gp-29	110	21	[	[	X
gp-29	110	22	35	35	NUM
gp-29	110	23	]	]	PUNCT
gp-29	110	24	.	.	PUNCT
gp-29	111	1	however	however	ADV
gp-29	111	2	,	,	PUNCT
gp-29	111	3	if	if	SCONJ
gp-29	111	4	the	the	DET
gp-29	111	5	algorithm	algorithm	NOUN
gp-29	111	6	is	be	AUX
gp-29	111	7	not	not	PART
gp-29	111	8	efficient	efficient	ADJ
gp-29	111	9	,	,	PUNCT
gp-29	111	10	it	it	PRON
gp-29	111	11	may	may	AUX
gp-29	111	12	not	not	PART
gp-29	111	13	be	be	AUX
gp-29	111	14	able	able	ADJ
gp-29	111	15	to	to	PART
gp-29	111	16	analyze	analyze	VERB
gp-29	111	17	the	the	DET
gp-29	111	18	data	datum	NOUN
gp-29	111	19	quickly	quickly	ADV
gp-29	111	20	enough	enough	ADV
gp-29	111	21	to	to	PART
gp-29	111	22	be	be	AUX
gp-29	111	23	useful	useful	ADJ
gp-29	111	24	.	.	PUNCT
gp-29	112	1	to	to	PART
gp-29	112	2	evaluate	evaluate	VERB
gp-29	112	3	the	the	DET
gp-29	112	4	accuracy	accuracy	NOUN
gp-29	112	5	and	and	CCONJ
gp-29	112	6	efficiency	efficiency	NOUN
gp-29	112	7	of	of	ADP
gp-29	112	8	machine	machine	NOUN
gp-29	112	9	learning	learning	NOUN
gp-29	112	10	models	model	NOUN
gp-29	112	11	for	for	ADP
gp-29	112	12	american	american	ADJ
gp-29	112	13	journal	journal	PROPN
gp-29	112	14	of	of	ADP
gp-29	112	15	economic	economic	ADJ
gp-29	112	16	and	and	CCONJ
gp-29	112	17	management	management	NOUN
gp-29	112	18	business	business	NOUN
gp-29	112	19	vol	vol	NOUN
gp-29	112	20	.	.	PROPN
gp-29	113	1	2	2	NUM
gp-29	114	1	no	no	NOUN
gp-29	114	2	.	.	NOUN
gp-29	114	3	3	3	NUM
gp-29	114	4	march	march	PROPN
gp-29	114	5	2023	2023	NUM
gp-29	114	6	104	104	NUM
gp-29	114	7	contact	contact	NOUN
gp-29	114	8	tracing	trace	VERB
gp-29	114	9	,	,	PUNCT
gp-29	114	10	various	various	ADJ
gp-29	114	11	metrics	metric	NOUN
gp-29	114	12	can	can	AUX
gp-29	114	13	be	be	AUX
gp-29	114	14	used	use	VERB
gp-29	114	15	.	.	PUNCT
gp-29	115	1	these	these	DET
gp-29	115	2	metrics	metric	NOUN
gp-29	115	3	may	may	AUX
gp-29	115	4	include	include	VERB
gp-29	115	5	sensitivity	sensitivity	NOUN
gp-29	115	6	,	,	PUNCT
gp-29	115	7	specificity	specificity	NOUN
gp-29	115	8	,	,	PUNCT
gp-29	115	9	and	and	CCONJ
gp-29	115	10	positive	positive	ADJ
gp-29	115	11	predictive	predictive	ADJ
gp-29	115	12	value	value	NOUN
gp-29	115	13	.	.	PUNCT
gp-29	116	1	sensitivity	sensitivity	NOUN
gp-29	116	2	refers	refer	VERB
gp-29	116	3	to	to	ADP
gp-29	116	4	the	the	DET
gp-29	116	5	proportion	proportion	NOUN
gp-29	116	6	of	of	ADP
gp-29	116	7	true	true	ADJ
gp-29	116	8	positives	positive	NOUN
gp-29	116	9	[	[	X
gp-29	116	10	36](i.e	36](i.e	NUM
gp-29	116	11	.	.	NOUN
gp-29	116	12	,	,	PUNCT
gp-29	116	13	individuals	individual	NOUN
gp-29	116	14	who	who	PRON
gp-29	116	15	have	have	AUX
gp-29	116	16	been	be	AUX
gp-29	116	17	exposed	expose	VERB
gp-29	116	18	to	to	ADP
gp-29	116	19	covid-19	covid-19	PROPN
gp-29	116	20	and	and	CCONJ
gp-29	116	21	are	be	AUX
gp-29	116	22	correctly	correctly	ADV
gp-29	116	23	identified	identify	VERB
gp-29	116	24	by	by	ADP
gp-29	116	25	the	the	DET
gp-29	116	26	model	model	NOUN
gp-29	116	27	)	)	PUNCT
gp-29	116	28	.	.	PUNCT
gp-29	117	1	specificity	specificity	NOUN
gp-29	117	2	refers	refer	VERB
gp-29	117	3	to	to	ADP
gp-29	117	4	the	the	DET
gp-29	117	5	proportion	proportion	NOUN
gp-29	117	6	of	of	ADP
gp-29	117	7	true	true	ADJ
gp-29	117	8	negatives	negative	NOUN
gp-29	117	9	(	(	PUNCT
gp-29	117	10	i.e.	i.e.	X
gp-29	117	11	,	,	PUNCT
gp-29	117	12	individuals	individual	NOUN
gp-29	117	13	who	who	PRON
gp-29	117	14	have	have	AUX
gp-29	117	15	not	not	PART
gp-29	117	16	been	be	AUX
gp-29	117	17	exposed	expose	VERB
gp-29	117	18	to	to	ADP
gp-29	117	19	covid-19	covid-19	PROPN
gp-29	117	20	and	and	CCONJ
gp-29	117	21	are	be	AUX
gp-29	117	22	correctly	correctly	ADV
gp-29	117	23	identified	identify	VERB
gp-29	117	24	by	by	ADP
gp-29	117	25	the	the	DET
gp-29	117	26	model	model	NOUN
gp-29	117	27	)	)	PUNCT
gp-29	117	28	.	.	PUNCT
gp-29	118	1	positive	positive	ADJ
gp-29	118	2	predictive	predictive	ADJ
gp-29	118	3	value	value	NOUN
gp-29	118	4	refers	refer	VERB
gp-29	118	5	to	to	ADP
gp-29	118	6	the	the	DET
gp-29	118	7	proportion	proportion	NOUN
gp-29	118	8	of	of	ADP
gp-29	118	9	true	true	ADJ
gp-29	118	10	positives	positive	NOUN
gp-29	118	11	among	among	ADP
gp-29	118	12	all	all	DET
gp-29	118	13	individuals	individual	NOUN
gp-29	118	14	identified	identify	VERB
gp-29	118	15	by	by	ADP
gp-29	118	16	the	the	DET
gp-29	118	17	model	model	NOUN
gp-29	118	18	.	.	PUNCT
gp-29	119	1	in	in	ADP
gp-29	119	2	addition	addition	NOUN
gp-29	119	3	to	to	ADP
gp-29	119	4	these	these	DET
gp-29	119	5	metrics	metric	NOUN
gp-29	119	6	,	,	PUNCT
gp-29	119	7	it	it	PRON
gp-29	119	8	is	be	AUX
gp-29	119	9	important	important	ADJ
gp-29	119	10	to	to	PART
gp-29	119	11	evaluate	evaluate	VERB
gp-29	119	12	the	the	DET
gp-29	119	13	performance	performance	NOUN
gp-29	119	14	of	of	ADP
gp-29	119	15	machine	machine	NOUN
gp-29	119	16	learning	learning	NOUN
gp-29	119	17	models	model	NOUN
gp-29	119	18	in	in	ADP
gp-29	119	19	real	real	ADJ
gp-29	119	20	-	-	PUNCT
gp-29	119	21	world	world	NOUN
gp-29	119	22	settings	setting	NOUN
gp-29	119	23	[	[	X
gp-29	119	24	37	37	NUM
gp-29	119	25	]	]	PUNCT
gp-29	119	26	.	.	PUNCT
gp-29	120	1	this	this	PRON
gp-29	120	2	can	can	AUX
gp-29	120	3	be	be	AUX
gp-29	120	4	done	do	VERB
gp-29	120	5	by	by	ADP
gp-29	120	6	conducting	conduct	VERB
gp-29	120	7	pilot	pilot	NOUN
gp-29	120	8	studies	study	NOUN
gp-29	120	9	or	or	CCONJ
gp-29	120	10	field	field	NOUN
gp-29	120	11	trials	trial	NOUN
gp-29	120	12	to	to	PART
gp-29	120	13	test	test	VERB
gp-29	120	14	the	the	DET
gp-29	120	15	effectiveness	effectiveness	NOUN
gp-29	120	16	of	of	ADP
gp-29	120	17	the	the	DET
gp-29	120	18	model	model	NOUN
gp-29	120	19	in	in	ADP
gp-29	120	20	identifying	identify	VERB
gp-29	120	21	individuals	individual	NOUN
gp-29	120	22	who	who	PRON
gp-29	120	23	have	have	AUX
gp-29	120	24	been	be	AUX
gp-29	120	25	exposed	expose	VERB
gp-29	120	26	to	to	ADP
gp-29	120	27	covid-19	covid-19	PROPN
gp-29	120	28	.	.	PUNCT
gp-29	121	1	one	one	NUM
gp-29	121	2	challenge	challenge	NOUN
gp-29	121	3	in	in	ADP
gp-29	121	4	evaluating	evaluate	VERB
gp-29	121	5	the	the	DET
gp-29	121	6	performance	performance	NOUN
gp-29	121	7	of	of	ADP
gp-29	121	8	machine	machine	NOUN
gp-29	121	9	learning	learning	NOUN
gp-29	121	10	models	model	NOUN
gp-29	121	11	is	be	AUX
gp-29	121	12	the	the	DET
gp-29	121	13	lack	lack	NOUN
gp-29	121	14	of	of	ADP
gp-29	121	15	a	a	DET
gp-29	121	16	gold	gold	NOUN
gp-29	121	17	standard	standard	NOUN
gp-29	121	18	for	for	ADP
gp-29	121	19	comparison	comparison	NOUN
gp-29	121	20	.	.	PUNCT
gp-29	122	1	traditional	traditional	ADJ
gp-29	122	2	contact	contact	NOUN
gp-29	122	3	tracing	trace	VERB
gp-29	122	4	methods	method	NOUN
gp-29	122	5	may	may	AUX
gp-29	122	6	not	not	PART
gp-29	122	7	be	be	AUX
gp-29	122	8	completely	completely	ADV
gp-29	122	9	accurate	accurate	ADJ
gp-29	122	10	,	,	PUNCT
gp-29	122	11	making	make	VERB
gp-29	122	12	it	it	PRON
gp-29	122	13	difficult	difficult	ADJ
gp-29	122	14	to	to	PART
gp-29	122	15	compare	compare	VERB
gp-29	122	16	the	the	DET
gp-29	122	17	performance	performance	NOUN
gp-29	122	18	of	of	ADP
gp-29	122	19	machine	machine	NOUN
gp-29	122	20	learning	learning	NOUN
gp-29	122	21	models	model	NOUN
gp-29	122	22	to	to	ADP
gp-29	122	23	existing	exist	VERB
gp-29	122	24	methods	method	NOUN
gp-29	122	25	.	.	PUNCT
gp-29	123	1	however	however	ADV
gp-29	123	2	,	,	PUNCT
gp-29	123	3	it	it	PRON
gp-29	123	4	is	be	AUX
gp-29	123	5	still	still	ADV
gp-29	123	6	important	important	ADJ
gp-29	123	7	to	to	PART
gp-29	123	8	evaluate	evaluate	VERB
gp-29	123	9	the	the	DET
gp-29	123	10	performance	performance	NOUN
gp-29	123	11	of	of	ADP
gp-29	123	12	these	these	DET
gp-29	123	13	models	model	NOUN
gp-29	123	14	in	in	ADP
gp-29	123	15	order	order	NOUN
gp-29	123	16	to	to	PART
gp-29	123	17	identify	identify	VERB
gp-29	123	18	areas	area	NOUN
gp-29	123	19	for	for	ADP
gp-29	123	20	improvement	improvement	NOUN
gp-29	123	21	.	.	PUNCT
gp-29	124	1	in	in	ADP
gp-29	124	2	short	short	ADJ
gp-29	124	3	we	we	PRON
gp-29	124	4	can	can	AUX
gp-29	124	5	say	say	VERB
gp-29	124	6	that	that	PRON
gp-29	124	7	,	,	PUNCT
gp-29	124	8	evaluating	evaluate	VERB
gp-29	124	9	the	the	DET
gp-29	124	10	accuracy	accuracy	NOUN
gp-29	124	11	and	and	CCONJ
gp-29	124	12	efficiency	efficiency	NOUN
gp-29	124	13	of	of	ADP
gp-29	124	14	machine	machine	NOUN
gp-29	124	15	learning	learning	NOUN
gp-29	124	16	models	model	NOUN
gp-29	124	17	for	for	ADP
gp-29	124	18	contact	contact	NOUN
gp-29	124	19	tracing	trace	VERB
gp-29	124	20	is	be	AUX
gp-29	124	21	critical	critical	ADJ
gp-29	124	22	to	to	ADP
gp-29	124	23	ensuring	ensure	VERB
gp-29	124	24	that	that	SCONJ
gp-29	124	25	these	these	DET
gp-29	124	26	models	model	NOUN
gp-29	124	27	are	be	AUX
gp-29	124	28	effective	effective	ADJ
gp-29	124	29	in	in	ADP
gp-29	124	30	preventing	prevent	VERB
gp-29	124	31	the	the	DET
gp-29	124	32	spread	spread	NOUN
gp-29	124	33	of	of	ADP
gp-29	124	34	covid-19[38	covid-19[38	NOUN
gp-29	124	35	]	]	PUNCT
gp-29	124	36	.	.	PUNCT
gp-29	125	1	by	by	ADP
gp-29	125	2	using	use	VERB
gp-29	125	3	appropriate	appropriate	ADJ
gp-29	125	4	metrics	metric	NOUN
gp-29	125	5	and	and	CCONJ
gp-29	125	6	conducting	conduct	VERB
gp-29	125	7	real	real	ADJ
gp-29	125	8	-	-	PUNCT
gp-29	125	9	world	world	NOUN
gp-29	125	10	evaluations	evaluation	NOUN
gp-29	125	11	,	,	PUNCT
gp-29	125	12	researchers	researcher	NOUN
gp-29	125	13	can	can	AUX
gp-29	125	14	identify	identify	VERB
gp-29	125	15	the	the	DET
gp-29	125	16	strengths	strength	NOUN
gp-29	125	17	and	and	CCONJ
gp-29	125	18	weaknesses	weakness	NOUN
gp-29	125	19	of	of	ADP
gp-29	125	20	these	these	DET
gp-29	125	21	models	model	NOUN
gp-29	125	22	and	and	CCONJ
gp-29	125	23	work	work	VERB
gp-29	125	24	to	to	PART
gp-29	125	25	improve	improve	VERB
gp-29	125	26	their	their	PRON
gp-29	125	27	performance	performance	NOUN
gp-29	125	28	[	[	X
gp-29	125	29	39	39	NUM
gp-29	125	30	-	-	SYM
gp-29	125	31	40	40	NUM
gp-29	125	32	]	]	PUNCT
gp-29	125	33	.	.	PUNCT
gp-29	126	1	while	while	SCONJ
gp-29	126	2	in	in	ADP
gp-29	126	3	figure	figure	NOUN
gp-29	126	4	2	2	NUM
gp-29	126	5	,	,	PUNCT
gp-29	126	6	i	i	PRON
gp-29	126	7	show	show	VERB
gp-29	126	8	the	the	DET
gp-29	126	9	steps	step	NOUN
gp-29	126	10	of	of	ADP
gp-29	126	11	disease	disease	NOUN
gp-29	126	12	diagnosis	diagnosis	NOUN
gp-29	126	13	that	that	PRON
gp-29	126	14	which	which	PRON
gp-29	126	15	are	be	AUX
gp-29	126	16	necessary	necessary	ADJ
gp-29	126	17	things	thing	NOUN
gp-29	126	18	to	to	PART
gp-29	126	19	diagnose	diagnose	VERB
gp-29	126	20	a	a	DET
gp-29	126	21	disease	disease	NOUN
gp-29	126	22	.	.	PUNCT
gp-29	127	1	figure	figure	NOUN
gp-29	127	2	2	2	NUM
gp-29	127	3	.	.	PUNCT
gp-29	127	4	steps	step	NOUN
gp-29	127	5	of	of	ADP
gp-29	127	6	disease	disease	NOUN
gp-29	127	7	diagnosis	diagnosis	NOUN
gp-29	127	8	privacy	privacy	NOUN
gp-29	127	9	and	and	CCONJ
gp-29	127	10	security	security	NOUN
gp-29	127	11	concerns	concern	NOUN
gp-29	127	12	in	in	ADP
gp-29	127	13	contact	contact	NOUN
gp-29	127	14	tracing	trace	VERB
gp-29	127	15	using	use	VERB
gp-29	127	16	machine	machine	NOUN
gp-29	127	17	learning	learning	NOUN
gp-29	127	18	models	model	NOUN
gp-29	127	19	as	as	ADP
gp-29	127	20	with	with	ADP
gp-29	127	21	any	any	DET
gp-29	127	22	technology	technology	NOUN
gp-29	127	23	that	that	PRON
gp-29	127	24	involves	involve	VERB
gp-29	127	25	the	the	DET
gp-29	127	26	collection	collection	NOUN
gp-29	127	27	and	and	CCONJ
gp-29	127	28	analysis	analysis	NOUN
gp-29	127	29	of	of	ADP
gp-29	127	30	personal	personal	ADJ
gp-29	127	31	data	datum	NOUN
gp-29	127	32	,	,	PUNCT
gp-29	127	33	there	there	PRON
gp-29	127	34	are	be	VERB
gp-29	127	35	privacy	privacy	NOUN
gp-29	127	36	and	and	CCONJ
gp-29	127	37	security	security	NOUN
gp-29	127	38	concerns	concern	NOUN
gp-29	127	39	associated	associate	VERB
gp-29	127	40	with	with	ADP
gp-29	127	41	using	use	VERB
gp-29	127	42	machine	machine	NOUN
gp-29	127	43	learning	learning	NOUN
gp-29	127	44	models	model	NOUN
gp-29	127	45	for	for	ADP
gp-29	127	46	contact	contact	NOUN
gp-29	127	47	tracing	tracing	NOUN
gp-29	127	48	.	.	PUNCT
gp-29	128	1	in	in	ADP
gp-29	128	2	order	order	NOUN
gp-29	128	3	to	to	PART
gp-29	128	4	effectively	effectively	ADV
gp-29	128	5	use	use	VERB
gp-29	128	6	these	these	DET
gp-29	128	7	models	model	NOUN
gp-29	128	8	while	while	SCONJ
gp-29	128	9	protecting	protect	VERB
gp-29	128	10	individuals	individual	NOUN
gp-29	128	11	'	'	PART
gp-29	128	12	privacy	privacy	NOUN
gp-29	128	13	,	,	PUNCT
gp-29	128	14	it	it	PRON
gp-29	128	15	is	be	AUX
gp-29	128	16	important	important	ADJ
gp-29	128	17	to	to	PART
gp-29	128	18	understand	understand	VERB
gp-29	128	19	these	these	DET
gp-29	128	20	concerns	concern	NOUN
gp-29	128	21	and	and	CCONJ
gp-29	128	22	take	take	VERB
gp-29	128	23	steps	step	NOUN
gp-29	128	24	to	to	PART
gp-29	128	25	address	address	VERB
gp-29	128	26	them	they	PRON
gp-29	128	27	[	[	X
gp-29	128	28	41	41	NUM
gp-29	128	29	]	]	PUNCT
gp-29	128	30	.	.	PUNCT
gp-29	129	1	one	one	NUM
gp-29	129	2	of	of	ADP
gp-29	129	3	the	the	DET
gp-29	129	4	main	main	ADJ
gp-29	129	5	concerns	concern	NOUN
gp-29	129	6	is	be	AUX
gp-29	129	7	the	the	DET
gp-29	129	8	potential	potential	NOUN
gp-29	129	9	for	for	ADP
gp-29	129	10	data	data	NOUN
gp-29	129	11	breaches	breach	NOUN
gp-29	129	12	.	.	PUNCT
gp-29	130	1	machine	machine	NOUN
gp-29	130	2	learning	learning	NOUN
gp-29	130	3	models	model	NOUN
gp-29	130	4	require	require	VERB
gp-29	130	5	access	access	NOUN
gp-29	130	6	to	to	ADP
gp-29	130	7	large	large	ADJ
gp-29	130	8	amounts	amount	NOUN
gp-29	130	9	of	of	ADP
gp-29	130	10	data	datum	NOUN
gp-29	130	11	,	,	PUNCT
gp-29	130	12	including	include	VERB
gp-29	130	13	personal	personal	ADJ
gp-29	130	14	information	information	NOUN
gp-29	130	15	such	such	ADJ
gp-29	130	16	as	as	ADP
gp-29	130	17	names	name	NOUN
gp-29	130	18	,	,	PUNCT
gp-29	130	19	addresses	address	NOUN
gp-29	130	20	,	,	PUNCT
gp-29	130	21	and	and	CCONJ
gp-29	130	22	phone	phone	NOUN
gp-29	130	23	numbers	number	NOUN
gp-29	130	24	.	.	PUNCT
gp-29	131	1	if	if	SCONJ
gp-29	131	2	this	this	DET
gp-29	131	3	data	data	NOUN
gp-29	131	4	is	be	AUX
gp-29	131	5	not	not	PART
gp-29	131	6	properly	properly	ADV
gp-29	131	7	secured	secure	VERB
gp-29	131	8	,	,	PUNCT
gp-29	131	9	it	it	PRON
gp-29	131	10	could	could	AUX
gp-29	131	11	be	be	AUX
gp-29	131	12	vulnerable	vulnerable	ADJ
gp-29	131	13	to	to	ADP
gp-29	131	14	hackers	hacker	NOUN
gp-29	131	15	and	and	CCONJ
gp-29	131	16	other	other	ADJ
gp-29	131	17	malicious	malicious	ADJ
gp-29	131	18	actors	actor	NOUN
gp-29	131	19	.	.	PUNCT
gp-29	132	1	this	this	PRON
gp-29	132	2	could	could	AUX
gp-29	132	3	result	result	VERB
gp-29	132	4	in	in	ADP
gp-29	132	5	sensitive	sensitive	ADJ
gp-29	132	6	information	information	NOUN
gp-29	132	7	being	be	AUX
gp-29	132	8	exposed	expose	VERB
gp-29	132	9	,	,	PUNCT
gp-29	132	10	leading	lead	VERB
gp-29	132	11	to	to	ADP
gp-29	132	12	identity	identity	NOUN
gp-29	132	13	theft	theft	NOUN
gp-29	132	14	,	,	PUNCT
gp-29	132	15	financial	financial	ADJ
gp-29	132	16	fraud	fraud	NOUN
gp-29	132	17	,	,	PUNCT
gp-29	132	18	and	and	CCONJ
gp-29	132	19	other	other	ADJ
gp-29	132	20	forms	form	NOUN
gp-29	132	21	of	of	ADP
gp-29	132	22	harm	harm	NOUN
gp-29	132	23	.	.	PUNCT
gp-29	133	1	another	another	DET
gp-29	133	2	concern	concern	NOUN
gp-29	133	3	is	be	AUX
gp-29	133	4	the	the	DET
gp-29	133	5	potential	potential	NOUN
gp-29	133	6	for	for	ADP
gp-29	133	7	misuse	misuse	NOUN
gp-29	133	8	of	of	ADP
gp-29	133	9	data	datum	NOUN
gp-29	133	10	.	.	PUNCT
gp-29	134	1	in	in	ADP
gp-29	134	2	some	some	DET
gp-29	134	3	cases	case	NOUN
gp-29	134	4	,	,	PUNCT
gp-29	134	5	governments	government	NOUN
gp-29	134	6	or	or	CCONJ
gp-29	134	7	other	other	ADJ
gp-29	134	8	entities	entity	NOUN
gp-29	134	9	may	may	AUX
gp-29	134	10	use	use	VERB
gp-29	134	11	contact	contact	NOUN
gp-29	134	12	tracing	trace	VERB
gp-29	134	13	data	datum	NOUN
gp-29	134	14	for	for	ADP
gp-29	134	15	purposes	purpose	NOUN
gp-29	134	16	beyond	beyond	ADP
gp-29	134	17	preventing	prevent	VERB
gp-29	134	18	the	the	DET
gp-29	134	19	spread	spread	NOUN
gp-29	134	20	moazzam	moazzam	NOUN
gp-29	134	21	siddiq	siddiq	NOUN
gp-29	134	22	105	105	NUM
gp-29	134	23	figure	figure	NOUN
gp-29	134	24	3	3	NUM
gp-29	134	25	.	.	PUNCT
gp-29	134	26	covid	covid	PROPN
gp-29	134	27	19	19	NUM
gp-29	134	28	detection	detection	NOUN
gp-29	134	29	by	by	ADP
gp-29	134	30	use	use	NOUN
gp-29	134	31	of	of	ADP
gp-29	134	32	a	a	DET
gp-29	134	33	model	model	NOUN
gp-29	134	34	of	of	ADP
gp-29	134	35	covid-19	covid-19	PROPN
gp-29	134	36	,	,	PUNCT
gp-29	134	37	such	such	ADJ
gp-29	134	38	as	as	ADP
gp-29	134	39	surveillance	surveillance	NOUN
gp-29	134	40	or	or	CCONJ
gp-29	134	41	monitoring	monitoring	NOUN
gp-29	134	42	of	of	ADP
gp-29	134	43	individuals	individual	NOUN
gp-29	134	44	[	[	X
gp-29	134	45	42	42	NUM
gp-29	134	46	]	]	PUNCT
gp-29	134	47	.	.	PUNCT
gp-29	135	1	this	this	PRON
gp-29	135	2	could	could	AUX
gp-29	135	3	infringe	infringe	VERB
gp-29	135	4	on	on	ADP
gp-29	135	5	individuals	individual	NOUN
gp-29	135	6	'	'	PART
gp-29	135	7	privacy	privacy	NOUN
gp-29	135	8	and	and	CCONJ
gp-29	135	9	civil	civil	ADJ
gp-29	135	10	liberties	liberty	NOUN
gp-29	135	11	,	,	PUNCT
gp-29	135	12	and	and	CCONJ
gp-29	135	13	erode	erode	VERB
gp-29	135	14	trust	trust	NOUN
gp-29	135	15	in	in	ADP
gp-29	135	16	the	the	DET
gp-29	135	17	contact	contact	NOUN
gp-29	135	18	tracing	trace	VERB
gp-29	135	19	system	system	NOUN
gp-29	135	20	.	.	PUNCT
gp-29	136	1	to	to	PART
gp-29	136	2	address	address	VERB
gp-29	136	3	these	these	DET
gp-29	136	4	concerns	concern	NOUN
gp-29	136	5	,	,	PUNCT
gp-29	136	6	it	it	PRON
gp-29	136	7	is	be	AUX
gp-29	136	8	important	important	ADJ
gp-29	136	9	to	to	PART
gp-29	136	10	implement	implement	VERB
gp-29	136	11	strong	strong	ADJ
gp-29	136	12	data	datum	NOUN
gp-29	136	13	security	security	NOUN
gp-29	136	14	measures[43	measures[43	PROPN
gp-29	136	15	]	]	PUNCT
gp-29	136	16	,	,	PUNCT
gp-29	136	17	such	such	ADJ
gp-29	136	18	as	as	ADP
gp-29	136	19	encryption	encryption	NOUN
gp-29	136	20	and	and	CCONJ
gp-29	136	21	access	access	NOUN
gp-29	136	22	controls	control	NOUN
gp-29	136	23	,	,	PUNCT
gp-29	136	24	to	to	PART
gp-29	136	25	protect	protect	VERB
gp-29	136	26	personal	personal	ADJ
gp-29	136	27	data	datum	NOUN
gp-29	136	28	from	from	ADP
gp-29	136	29	unauthorized	unauthorized	ADJ
gp-29	136	30	access	access	NOUN
gp-29	136	31	.	.	PUNCT
gp-29	137	1	it	it	PRON
gp-29	137	2	is	be	AUX
gp-29	137	3	also	also	ADV
gp-29	137	4	important	important	ADJ
gp-29	137	5	to	to	PART
gp-29	137	6	limit	limit	VERB
gp-29	137	7	the	the	DET
gp-29	137	8	collection	collection	NOUN
gp-29	137	9	and	and	CCONJ
gp-29	137	10	use	use	NOUN
gp-29	137	11	of	of	ADP
gp-29	137	12	personal	personal	ADJ
gp-29	137	13	data	datum	NOUN
gp-29	137	14	to	to	ADP
gp-29	137	15	only	only	ADV
gp-29	137	16	what	what	PRON
gp-29	137	17	is	be	AUX
gp-29	137	18	necessary	necessary	ADJ
gp-29	137	19	for	for	ADP
gp-29	137	20	contact	contact	NOUN
gp-29	137	21	tracing	trace	VERB
gp-29	137	22	purposes	purpose	NOUN
gp-29	137	23	.	.	PUNCT
gp-29	138	1	this	this	PRON
gp-29	138	2	can	can	AUX
gp-29	138	3	help	help	VERB
gp-29	138	4	prevent	prevent	VERB
gp-29	138	5	the	the	DET
gp-29	138	6	misuse	misuse	NOUN
gp-29	138	7	of	of	ADP
gp-29	138	8	data	datum	NOUN
gp-29	138	9	and	and	CCONJ
gp-29	138	10	minimize	minimize	VERB
gp-29	138	11	the	the	DET
gp-29	138	12	risk	risk	NOUN
gp-29	138	13	of	of	ADP
gp-29	138	14	data	datum	NOUN
gp-29	138	15	breaches	breach	NOUN
gp-29	138	16	.	.	PUNCT
gp-29	139	1	in	in	ADP
gp-29	139	2	addition	addition	NOUN
gp-29	139	3	,	,	PUNCT
gp-29	139	4	transparency	transparency	NOUN
gp-29	139	5	and	and	CCONJ
gp-29	139	6	accountability	accountability	NOUN
gp-29	139	7	are	be	AUX
gp-29	139	8	important	important	ADJ
gp-29	139	9	in	in	ADP
gp-29	139	10	ensuring	ensure	VERB
gp-29	139	11	that	that	SCONJ
gp-29	139	12	individuals	individual	NOUN
gp-29	139	13	'	'	PART
gp-29	139	14	privacy	privacy	NOUN
gp-29	139	15	rights	right	NOUN
gp-29	139	16	are	be	AUX
gp-29	139	17	respected	respect	VERB
gp-29	139	18	.	.	PUNCT
gp-29	140	1	this	this	PRON
gp-29	140	2	includes	include	VERB
gp-29	140	3	providing	provide	VERB
gp-29	140	4	clear	clear	ADJ
gp-29	140	5	and	and	CCONJ
gp-29	140	6	accessible	accessible	ADJ
gp-29	140	7	information	information	NOUN
gp-29	140	8	about	about	ADP
gp-29	140	9	the	the	DET
gp-29	140	10	data	datum	NOUN
gp-29	140	11	being	be	AUX
gp-29	140	12	collected	collect	VERB
gp-29	140	13	and	and	CCONJ
gp-29	140	14	how	how	SCONJ
gp-29	140	15	it	it	PRON
gp-29	140	16	will	will	AUX
gp-29	140	17	be	be	AUX
gp-29	140	18	used	use	VERB
gp-29	140	19	,	,	PUNCT
gp-29	140	20	as	as	ADV
gp-29	140	21	well	well	ADV
gp-29	140	22	as	as	ADP
gp-29	140	23	establishing	establish	VERB
gp-29	140	24	clear	clear	ADJ
gp-29	140	25	policies	policy	NOUN
gp-29	140	26	and	and	CCONJ
gp-29	140	27	procedures	procedure	NOUN
gp-29	140	28	for	for	ADP
gp-29	140	29	handling	handle	VERB
gp-29	140	30	and	and	CCONJ
gp-29	140	31	protecting	protect	VERB
gp-29	140	32	personal	personal	ADJ
gp-29	140	33	data	datum	NOUN
gp-29	140	34	.	.	PUNCT
gp-29	141	1	another	another	DET
gp-29	141	2	approach	approach	NOUN
gp-29	141	3	to	to	ADP
gp-29	141	4	addressing	address	VERB
gp-29	141	5	privacy	privacy	NOUN
gp-29	141	6	concerns	concern	NOUN
gp-29	141	7	is	be	AUX
gp-29	141	8	to	to	PART
gp-29	141	9	use	use	VERB
gp-29	141	10	privacy	privacy	NOUN
gp-29	141	11	-	-	PUNCT
gp-29	141	12	preserving	preserve	VERB
gp-29	141	13	techniques	technique	NOUN
gp-29	141	14	in	in	ADP
gp-29	141	15	the	the	DET
gp-29	141	16	design	design	NOUN
gp-29	141	17	and	and	CCONJ
gp-29	141	18	implementation	implementation	NOUN
gp-29	141	19	of	of	ADP
gp-29	141	20	machine	machine	NOUN
gp-29	141	21	learning	learning	NOUN
gp-29	141	22	models	model	NOUN
gp-29	141	23	for	for	ADP
gp-29	141	24	contact	contact	NOUN
gp-29	141	25	tracing	trace	VERB
gp-29	141	26	[	[	X
gp-29	141	27	44	44	NUM
gp-29	141	28	]	]	PUNCT
gp-29	141	29	.	.	PUNCT
gp-29	142	1	these	these	DET
gp-29	142	2	techniques	technique	NOUN
gp-29	142	3	allow	allow	VERB
gp-29	142	4	for	for	ADP
gp-29	142	5	the	the	DET
gp-29	142	6	analysis	analysis	NOUN
gp-29	142	7	of	of	ADP
gp-29	142	8	data	datum	NOUN
gp-29	142	9	without	without	ADP
gp-29	142	10	directly	directly	ADV
gp-29	142	11	exposing	expose	VERB
gp-29	142	12	individuals	individual	NOUN
gp-29	142	13	'	'	PART
gp-29	142	14	personal	personal	ADJ
gp-29	142	15	information	information	NOUN
gp-29	142	16	.	.	PUNCT
gp-29	143	1	for	for	ADP
gp-29	143	2	example	example	NOUN
gp-29	143	3	,	,	PUNCT
gp-29	143	4	one	one	NUM
gp-29	143	5	approach	approach	NOUN
gp-29	143	6	is	be	AUX
gp-29	143	7	to	to	PART
gp-29	143	8	use	use	VERB
gp-29	143	9	differential	differential	ADJ
gp-29	143	10	privacy	privacy	NOUN
gp-29	143	11	,	,	PUNCT
gp-29	143	12	which	which	PRON
gp-29	143	13	adds	add	VERB
gp-29	143	14	noise	noise	NOUN
gp-29	143	15	to	to	ADP
gp-29	143	16	the	the	DET
gp-29	143	17	data	datum	NOUN
gp-29	143	18	in	in	ADP
gp-29	143	19	order	order	NOUN
gp-29	143	20	to	to	PART
gp-29	143	21	protect	protect	VERB
gp-29	143	22	individual	individual	ADJ
gp-29	143	23	privacy	privacy	NOUN
gp-29	143	24	while	while	SCONJ
gp-29	143	25	still	still	ADV
gp-29	143	26	allowing	allow	VERB
gp-29	143	27	for	for	ADP
gp-29	143	28	accurate	accurate	ADJ
gp-29	143	29	analysis	analysis	NOUN
gp-29	143	30	[	[	X
gp-29	143	31	45	45	NUM
gp-29	143	32	]	]	PUNCT
gp-29	143	33	.	.	PUNCT
gp-29	144	1	it	it	PRON
gp-29	144	2	is	be	AUX
gp-29	144	3	important	important	ADJ
gp-29	144	4	to	to	PART
gp-29	144	5	engage	engage	VERB
gp-29	144	6	with	with	ADP
gp-29	144	7	stakeholders	stakeholder	NOUN
gp-29	144	8	,	,	PUNCT
gp-29	144	9	including	include	VERB
gp-29	144	10	individuals	individual	NOUN
gp-29	144	11	,	,	PUNCT
gp-29	144	12	public	public	ADJ
gp-29	144	13	health	health	NOUN
gp-29	144	14	officials	official	NOUN
gp-29	144	15	,	,	PUNCT
gp-29	144	16	and	and	CCONJ
gp-29	144	17	policymakers	policymaker	NOUN
gp-29	144	18	,	,	PUNCT
gp-29	144	19	in	in	ADP
gp-29	144	20	order	order	NOUN
gp-29	144	21	to	to	PART
gp-29	144	22	build	build	VERB
gp-29	144	23	trust	trust	NOUN
gp-29	144	24	and	and	CCONJ
gp-29	144	25	ensure	ensure	VERB
gp-29	144	26	that	that	SCONJ
gp-29	144	27	privacy	privacy	NOUN
gp-29	144	28	concerns	concern	NOUN
gp-29	144	29	are	be	AUX
gp-29	144	30	being	be	AUX
gp-29	144	31	addressed	address	VERB
gp-29	144	32	[	[	X
gp-29	144	33	46	46	NUM
gp-29	144	34	]	]	PUNCT
gp-29	144	35	.	.	PUNCT
gp-29	145	1	this	this	PRON
gp-29	145	2	can	can	AUX
gp-29	145	3	involve	involve	VERB
gp-29	145	4	providing	provide	VERB
gp-29	145	5	opportunities	opportunity	NOUN
gp-29	145	6	for	for	ADP
gp-29	145	7	feedback	feedback	NOUN
gp-29	145	8	and	and	CCONJ
gp-29	145	9	input	input	NOUN
gp-29	145	10	,	,	PUNCT
gp-29	145	11	as	as	ADV
gp-29	145	12	well	well	ADV
gp-29	145	13	as	as	ADP
gp-29	145	14	establishing	establish	VERB
gp-29	145	15	clear	clear	ADJ
gp-29	145	16	channels	channel	NOUN
gp-29	145	17	for	for	ADP
gp-29	145	18	addressing	address	VERB
gp-29	145	19	concerns	concern	NOUN
gp-29	145	20	and	and	CCONJ
gp-29	145	21	complaints	complaint	NOUN
gp-29	145	22	.	.	PUNCT
gp-29	146	1	the	the	DET
gp-29	146	2	privacy	privacy	NOUN
gp-29	146	3	and	and	CCONJ
gp-29	146	4	security	security	NOUN
gp-29	146	5	concerns	concern	NOUN
gp-29	146	6	must	must	AUX
gp-29	146	7	be	be	AUX
gp-29	146	8	taken	take	VERB
gp-29	146	9	seriously	seriously	ADV
gp-29	146	10	when	when	SCONJ
gp-29	146	11	using	use	VERB
gp-29	146	12	machine	machine	NOUN
gp-29	146	13	learning	learning	NOUN
gp-29	146	14	models	model	NOUN
gp-29	146	15	for	for	ADP
gp-29	146	16	contact	contact	NOUN
gp-29	146	17	tracing	tracing	NOUN
gp-29	146	18	.	.	PUNCT
gp-29	147	1	by	by	ADP
gp-29	147	2	implementing	implement	VERB
gp-29	147	3	strong	strong	ADJ
gp-29	147	4	data	datum	NOUN
gp-29	147	5	security	security	NOUN
gp-29	147	6	measures	measure	NOUN
gp-29	147	7	,	,	PUNCT
gp-29	147	8	limiting	limit	VERB
gp-29	147	9	the	the	DET
gp-29	147	10	collection	collection	NOUN
gp-29	147	11	and	and	CCONJ
gp-29	147	12	use	use	NOUN
gp-29	147	13	of	of	ADP
gp-29	147	14	personal	personal	ADJ
gp-29	147	15	data	datum	NOUN
gp-29	147	16	,	,	PUNCT
gp-29	147	17	using	use	VERB
gp-29	147	18	privacy	privacy	NOUN
gp-29	147	19	-	-	PUNCT
gp-29	147	20	preserving	preserve	VERB
gp-29	147	21	techniques	technique	NOUN
gp-29	147	22	,	,	PUNCT
gp-29	147	23	and	and	CCONJ
gp-29	147	24	engaging	engage	VERB
gp-29	147	25	with	with	ADP
gp-29	147	26	stakeholders	stakeholder	NOUN
gp-29	147	27	,	,	PUNCT
gp-29	147	28	it	it	PRON
gp-29	147	29	is	be	AUX
gp-29	147	30	possible	possible	ADJ
gp-29	147	31	to	to	PART
gp-29	147	32	use	use	VERB
gp-29	147	33	these	these	DET
gp-29	147	34	models	model	NOUN
gp-29	147	35	effectively	effectively	ADV
gp-29	147	36	while	while	SCONJ
gp-29	147	37	still	still	ADV
gp-29	147	38	protecting	protect	VERB
gp-29	147	39	individuals	individual	NOUN
gp-29	147	40	'	'	PART
gp-29	147	41	privacy	privacy	NOUN
gp-29	147	42	rights	right	NOUN
gp-29	147	43	[	[	X
gp-29	147	44	47	47	NUM
gp-29	147	45	]	]	PUNCT
gp-29	147	46	.	.	PUNCT
gp-29	148	1	here	here	ADV
gp-29	148	2	in	in	ADP
gp-29	148	3	figure	figure	NOUN
gp-29	148	4	3	3	NUM
gp-29	148	5	i	i	PRON
gp-29	148	6	put	put	VERB
gp-29	148	7	the	the	DET
gp-29	148	8	graphical	graphical	ADJ
gp-29	148	9	explanation	explanation	NOUN
gp-29	148	10	of	of	ADP
gp-29	148	11	detection	detection	NOUN
gp-29	148	12	covid-19	covid-19	PROPN
gp-29	148	13	by	by	ADP
gp-29	148	14	use	use	NOUN
gp-29	148	15	of	of	ADP
gp-29	148	16	a	a	DET
gp-29	148	17	model	model	NOUN
gp-29	148	18	.	.	PUNCT
gp-29	149	1	ethical	ethical	ADJ
gp-29	149	2	considerations	consideration	NOUN
gp-29	149	3	and	and	CCONJ
gp-29	149	4	challenges	challenge	NOUN
gp-29	149	5	in	in	ADP
gp-29	149	6	contact	contact	NOUN
gp-29	149	7	tracing	trace	VERB
gp-29	149	8	with	with	ADP
gp-29	149	9	machine	machine	NOUN
gp-29	149	10	learning	learning	NOUN
gp-29	149	11	in	in	ADP
gp-29	149	12	addition	addition	NOUN
gp-29	149	13	to	to	ADP
gp-29	149	14	privacy	privacy	NOUN
gp-29	149	15	and	and	CCONJ
gp-29	149	16	security	security	NOUN
gp-29	149	17	concerns	concern	NOUN
gp-29	149	18	,	,	PUNCT
gp-29	149	19	there	there	PRON
gp-29	149	20	are	be	VERB
gp-29	149	21	also	also	ADV
gp-29	149	22	ethical	ethical	ADJ
gp-29	149	23	considerations	consideration	NOUN
gp-29	149	24	and	and	CCONJ
gp-29	149	25	challenges	challenge	NOUN
gp-29	149	26	associated	associate	VERB
gp-29	149	27	with	with	ADP
gp-29	149	28	using	use	VERB
gp-29	149	29	machine	machine	NOUN
gp-29	149	30	learning	learning	NOUN
gp-29	149	31	for	for	ADP
gp-29	149	32	contact	contact	NOUN
gp-29	149	33	tracing	trace	VERB
gp-29	149	34	[	[	X
gp-29	149	35	48	48	NUM
gp-29	149	36	]	]	PUNCT
gp-29	149	37	.	.	PUNCT
gp-29	150	1	it	it	PRON
gp-29	150	2	is	be	AUX
gp-29	150	3	important	important	ADJ
gp-29	150	4	to	to	PART
gp-29	150	5	consider	consider	VERB
gp-29	150	6	these	these	DET
gp-29	150	7	factors	factor	NOUN
gp-29	150	8	in	in	ADP
gp-29	150	9	order	order	NOUN
gp-29	150	10	to	to	PART
gp-29	150	11	ensure	ensure	VERB
gp-29	150	12	that	that	SCONJ
gp-29	150	13	the	the	DET
gp-29	150	14	use	use	NOUN
gp-29	150	15	of	of	ADP
gp-29	150	16	this	this	DET
gp-29	150	17	technology	technology	NOUN
gp-29	150	18	is	be	AUX
gp-29	150	19	ethical	ethical	ADJ
gp-29	150	20	and	and	CCONJ
gp-29	150	21	aligned	align	VERB
gp-29	150	22	with	with	ADP
gp-29	150	23	public	public	ADJ
gp-29	150	24	health	health	NOUN
gp-29	150	25	goals	goal	NOUN
gp-29	150	26	.	.	PUNCT
gp-29	151	1	one	one	NUM
gp-29	151	2	of	of	ADP
gp-29	151	3	the	the	DET
gp-29	151	4	main	main	ADJ
gp-29	151	5	ethical	ethical	ADJ
gp-29	151	6	considerations	consideration	NOUN
gp-29	151	7	is	be	AUX
gp-29	151	8	american	american	ADJ
gp-29	151	9	journal	journal	PROPN
gp-29	151	10	of	of	ADP
gp-29	151	11	economic	economic	ADJ
gp-29	151	12	and	and	CCONJ
gp-29	151	13	management	management	NOUN
gp-29	151	14	business	business	NOUN
gp-29	151	15	vol	vol	NOUN
gp-29	151	16	.	.	PROPN
gp-29	152	1	2	2	NUM
gp-29	153	1	no	no	NOUN
gp-29	153	2	.	.	NOUN
gp-29	153	3	3	3	NUM
gp-29	153	4	march	march	PROPN
gp-29	153	5	2023	2023	NUM
gp-29	153	6	106	106	NUM
gp-29	153	7	the	the	DET
gp-29	153	8	potential	potential	NOUN
gp-29	153	9	for	for	ADP
gp-29	153	10	bias	bias	NOUN
gp-29	153	11	in	in	ADP
gp-29	153	12	the	the	DET
gp-29	153	13	data	datum	NOUN
gp-29	153	14	and	and	CCONJ
gp-29	153	15	models	model	NOUN
gp-29	153	16	used	use	VERB
gp-29	153	17	for	for	ADP
gp-29	153	18	contact	contact	NOUN
gp-29	153	19	tracing	trace	VERB
gp-29	153	20	[	[	X
gp-29	153	21	49	49	NUM
gp-29	153	22	]	]	PUNCT
gp-29	153	23	.	.	PUNCT
gp-29	154	1	machine	machine	NOUN
gp-29	154	2	learning	learning	NOUN
gp-29	154	3	models	model	NOUN
gp-29	154	4	are	be	AUX
gp-29	154	5	only	only	ADV
gp-29	154	6	as	as	ADV
gp-29	154	7	good	good	ADJ
gp-29	154	8	as	as	ADP
gp-29	154	9	the	the	DET
gp-29	154	10	data	datum	NOUN
gp-29	154	11	they	they	PRON
gp-29	154	12	are	be	AUX
gp-29	154	13	trained	train	VERB
gp-29	154	14	on	on	ADP
gp-29	154	15	,	,	PUNCT
gp-29	154	16	and	and	CCONJ
gp-29	154	17	if	if	SCONJ
gp-29	154	18	this	this	DET
gp-29	154	19	data	data	NOUN
gp-29	154	20	is	be	AUX
gp-29	154	21	biased	bias	VERB
gp-29	154	22	,	,	PUNCT
gp-29	154	23	the	the	DET
gp-29	154	24	models	model	NOUN
gp-29	154	25	will	will	AUX
gp-29	154	26	be	be	AUX
gp-29	154	27	as	as	ADV
gp-29	154	28	well	well	ADV
gp-29	154	29	.	.	PUNCT
gp-29	155	1	this	this	PRON
gp-29	155	2	could	could	AUX
gp-29	155	3	lead	lead	VERB
gp-29	155	4	to	to	ADP
gp-29	155	5	certain	certain	ADJ
gp-29	155	6	groups	group	NOUN
gp-29	155	7	being	be	AUX
gp-29	155	8	unfairly	unfairly	ADV
gp-29	155	9	targeted	target	VERB
gp-29	155	10	or	or	CCONJ
gp-29	155	11	excluded	exclude	VERB
gp-29	155	12	from	from	ADP
gp-29	155	13	contact	contact	NOUN
gp-29	155	14	tracing	trace	VERB
gp-29	155	15	efforts	effort	NOUN
gp-29	155	16	,	,	PUNCT
gp-29	155	17	which	which	PRON
gp-29	155	18	could	could	AUX
gp-29	155	19	exacerbate	exacerbate	VERB
gp-29	155	20	existing	exist	VERB
gp-29	155	21	health	health	NOUN
gp-29	155	22	disparities	disparity	NOUN
gp-29	155	23	[	[	X
gp-29	155	24	50	50	NUM
gp-29	155	25	]	]	PUNCT
gp-29	155	26	.	.	PUNCT
gp-29	156	1	another	another	DET
gp-29	156	2	ethical	ethical	ADJ
gp-29	156	3	consideration	consideration	NOUN
gp-29	156	4	is	be	AUX
gp-29	156	5	the	the	DET
gp-29	156	6	potential	potential	NOUN
gp-29	156	7	for	for	ADP
gp-29	156	8	unintended	unintended	ADJ
gp-29	156	9	consequences	consequence	NOUN
gp-29	156	10	.	.	PUNCT
gp-29	157	1	for	for	ADP
gp-29	157	2	example	example	NOUN
gp-29	157	3	,	,	PUNCT
gp-29	157	4	if	if	SCONJ
gp-29	157	5	contact	contact	NOUN
gp-29	157	6	tracing	trace	VERB
gp-29	157	7	efforts	effort	NOUN
gp-29	157	8	are	be	AUX
gp-29	157	9	too	too	ADV
gp-29	157	10	aggressive	aggressive	ADJ
gp-29	157	11	,	,	PUNCT
gp-29	157	12	individuals	individual	NOUN
gp-29	157	13	may	may	AUX
gp-29	157	14	be	be	AUX
gp-29	157	15	reluctant	reluctant	ADJ
gp-29	157	16	to	to	PART
gp-29	157	17	share	share	VERB
gp-29	157	18	information	information	NOUN
gp-29	157	19	or	or	CCONJ
gp-29	157	20	cooperate	cooperate	VERB
gp-29	157	21	with	with	ADP
gp-29	157	22	public	public	ADJ
gp-29	157	23	health	health	NOUN
gp-29	157	24	officials	official	NOUN
gp-29	157	25	,	,	PUNCT
gp-29	157	26	which	which	PRON
gp-29	157	27	could	could	AUX
gp-29	157	28	ultimately	ultimately	ADV
gp-29	157	29	undermine	undermine	VERB
gp-29	157	30	the	the	DET
gp-29	157	31	effectiveness	effectiveness	NOUN
gp-29	157	32	of	of	ADP
gp-29	157	33	the	the	DET
gp-29	157	34	program	program	NOUN
gp-29	157	35	[	[	X
gp-29	157	36	51	51	NUM
gp-29	157	37	]	]	PUNCT
gp-29	157	38	.	.	PUNCT
gp-29	158	1	there	there	PRON
gp-29	158	2	are	be	VERB
gp-29	158	3	challenges	challenge	NOUN
gp-29	158	4	related	relate	VERB
gp-29	158	5	to	to	ADP
gp-29	158	6	the	the	DET
gp-29	158	7	collection	collection	NOUN
gp-29	158	8	and	and	CCONJ
gp-29	158	9	use	use	NOUN
gp-29	158	10	of	of	ADP
gp-29	158	11	personal	personal	ADJ
gp-29	158	12	data	datum	NOUN
gp-29	158	13	for	for	ADP
gp-29	158	14	contact	contact	NOUN
gp-29	158	15	tracing	tracing	NOUN
gp-29	158	16	.	.	PUNCT
gp-29	159	1	for	for	ADP
gp-29	159	2	example	example	NOUN
gp-29	159	3	,	,	PUNCT
gp-29	159	4	individuals	individual	NOUN
gp-29	159	5	may	may	AUX
gp-29	159	6	be	be	AUX
gp-29	159	7	hesitant	hesitant	ADJ
gp-29	159	8	to	to	PART
gp-29	159	9	share	share	VERB
gp-29	159	10	their	their	PRON
gp-29	159	11	personal	personal	ADJ
gp-29	159	12	information	information	NOUN
gp-29	159	13	with	with	ADP
gp-29	159	14	public	public	ADJ
gp-29	159	15	health	health	NOUN
gp-29	159	16	officials	official	NOUN
gp-29	159	17	,	,	PUNCT
gp-29	159	18	particularly	particularly	ADV
gp-29	159	19	if	if	SCONJ
gp-29	159	20	they	they	PRON
gp-29	159	21	do	do	AUX
gp-29	159	22	not	not	PART
gp-29	159	23	trust	trust	VERB
gp-29	159	24	the	the	DET
gp-29	159	25	government	government	NOUN
gp-29	159	26	or	or	CCONJ
gp-29	159	27	have	have	VERB
gp-29	159	28	concerns	concern	NOUN
gp-29	159	29	about	about	ADP
gp-29	159	30	how	how	SCONJ
gp-29	159	31	their	their	PRON
gp-29	159	32	data	datum	NOUN
gp-29	159	33	will	will	AUX
gp-29	159	34	be	be	AUX
gp-29	159	35	used	use	VERB
gp-29	159	36	.	.	PUNCT
gp-29	160	1	to	to	PART
gp-29	160	2	address	address	VERB
gp-29	160	3	these	these	DET
gp-29	160	4	ethical	ethical	ADJ
gp-29	160	5	considerations	consideration	NOUN
gp-29	160	6	and	and	CCONJ
gp-29	160	7	challenges	challenge	NOUN
gp-29	160	8	,	,	PUNCT
gp-29	160	9	it	it	PRON
gp-29	160	10	is	be	AUX
gp-29	160	11	important	important	ADJ
gp-29	160	12	to	to	PART
gp-29	160	13	prioritize	prioritize	VERB
gp-29	160	14	transparency	transparency	NOUN
gp-29	160	15	and	and	CCONJ
gp-29	160	16	fairness	fairness	NOUN
gp-29	160	17	in	in	ADP
gp-29	160	18	the	the	DET
gp-29	160	19	development	development	NOUN
gp-29	160	20	and	and	CCONJ
gp-29	160	21	implementation	implementation	NOUN
gp-29	160	22	of	of	ADP
gp-29	160	23	machine	machine	NOUN
gp-29	160	24	learning	learning	NOUN
gp-29	160	25	models	model	NOUN
gp-29	160	26	for	for	ADP
gp-29	160	27	contact	contact	NOUN
gp-29	160	28	tracing	tracing	NOUN
gp-29	160	29	.	.	PUNCT
gp-29	161	1	this	this	PRON
gp-29	161	2	includes	include	VERB
gp-29	161	3	ensuring	ensure	VERB
gp-29	161	4	that	that	SCONJ
gp-29	161	5	the	the	DET
gp-29	161	6	data	datum	NOUN
gp-29	161	7	used	use	VERB
gp-29	161	8	to	to	PART
gp-29	161	9	train	train	VERB
gp-29	161	10	the	the	DET
gp-29	161	11	models	model	NOUN
gp-29	161	12	is	be	AUX
gp-29	161	13	diverse	diverse	ADJ
gp-29	161	14	and	and	CCONJ
gp-29	161	15	representative	representative	NOUN
gp-29	161	16	of	of	ADP
gp-29	161	17	the	the	DET
gp-29	161	18	population	population	NOUN
gp-29	161	19	,	,	PUNCT
gp-29	161	20	and	and	CCONJ
gp-29	161	21	that	that	SCONJ
gp-29	161	22	the	the	DET
gp-29	161	23	models	model	NOUN
gp-29	161	24	are	be	AUX
gp-29	161	25	designed	design	VERB
gp-29	161	26	to	to	PART
gp-29	161	27	minimize	minimize	VERB
gp-29	161	28	bias	bias	NOUN
gp-29	161	29	[	[	X
gp-29	161	30	52	52	NUM
gp-29	161	31	]	]	PUNCT
gp-29	161	32	.	.	PUNCT
gp-29	162	1	in	in	ADP
gp-29	162	2	addition	addition	NOUN
gp-29	162	3	,	,	PUNCT
gp-29	162	4	it	it	PRON
gp-29	162	5	is	be	AUX
gp-29	162	6	important	important	ADJ
gp-29	162	7	to	to	PART
gp-29	162	8	engage	engage	VERB
gp-29	162	9	with	with	ADP
gp-29	162	10	communities	community	NOUN
gp-29	162	11	and	and	CCONJ
gp-29	162	12	individuals	individual	NOUN
gp-29	162	13	to	to	PART
gp-29	162	14	build	build	VERB
gp-29	162	15	trust	trust	NOUN
gp-29	162	16	and	and	CCONJ
gp-29	162	17	address	address	VERB
gp-29	162	18	concerns	concern	NOUN
gp-29	162	19	about	about	ADP
gp-29	162	20	the	the	DET
gp-29	162	21	collection	collection	NOUN
gp-29	162	22	and	and	CCONJ
gp-29	162	23	use	use	NOUN
gp-29	162	24	of	of	ADP
gp-29	162	25	personal	personal	ADJ
gp-29	162	26	data	datum	NOUN
gp-29	162	27	.	.	PUNCT
gp-29	163	1	this	this	PRON
gp-29	163	2	can	can	AUX
gp-29	163	3	involve	involve	VERB
gp-29	163	4	providing	provide	VERB
gp-29	163	5	clear	clear	ADJ
gp-29	163	6	and	and	CCONJ
gp-29	163	7	accessible	accessible	ADJ
gp-29	163	8	information	information	NOUN
gp-29	163	9	about	about	ADP
gp-29	163	10	the	the	DET
gp-29	163	11	data	datum	NOUN
gp-29	163	12	being	be	AUX
gp-29	163	13	collected	collect	VERB
gp-29	163	14	and	and	CCONJ
gp-29	163	15	how	how	SCONJ
gp-29	163	16	it	it	PRON
gp-29	163	17	will	will	AUX
gp-29	163	18	be	be	AUX
gp-29	163	19	used	use	VERB
gp-29	163	20	,	,	PUNCT
gp-29	163	21	as	as	ADV
gp-29	163	22	well	well	ADV
gp-29	163	23	as	as	ADP
gp-29	163	24	establishing	establish	VERB
gp-29	163	25	clear	clear	ADJ
gp-29	163	26	policies	policy	NOUN
gp-29	163	27	and	and	CCONJ
gp-29	163	28	procedures	procedure	NOUN
gp-29	163	29	for	for	ADP
gp-29	163	30	handling	handle	VERB
gp-29	163	31	and	and	CCONJ
gp-29	163	32	protecting	protect	VERB
gp-29	163	33	personal	personal	ADJ
gp-29	163	34	data	datum	NOUN
gp-29	163	35	.	.	PUNCT
gp-29	164	1	another	another	DET
gp-29	164	2	approach	approach	NOUN
gp-29	164	3	to	to	ADP
gp-29	164	4	addressing	address	VERB
gp-29	164	5	ethical	ethical	ADJ
gp-29	164	6	considerations	consideration	NOUN
gp-29	164	7	is	be	AUX
gp-29	164	8	to	to	PART
gp-29	164	9	prioritize	prioritize	VERB
gp-29	164	10	the	the	DET
gp-29	164	11	principles	principle	NOUN
gp-29	164	12	of	of	ADP
gp-29	164	13	beneficence	beneficence	NOUN
gp-29	164	14	and	and	CCONJ
gp-29	164	15	nonmaleficence	nonmaleficence	NOUN
gp-29	164	16	in	in	ADP
gp-29	164	17	the	the	DET
gp-29	164	18	development	development	NOUN
gp-29	164	19	and	and	CCONJ
gp-29	164	20	implementation	implementation	NOUN
gp-29	164	21	of	of	ADP
gp-29	164	22	machine	machine	NOUN
gp-29	164	23	learning	learning	NOUN
gp-29	164	24	models	model	NOUN
gp-29	164	25	for	for	ADP
gp-29	164	26	contact	contact	NOUN
gp-29	164	27	tracing	trace	VERB
gp-29	164	28	[	[	X
gp-29	164	29	53	53	NUM
gp-29	164	30	]	]	PUNCT
gp-29	164	31	.	.	PUNCT
gp-29	165	1	this	this	PRON
gp-29	165	2	means	mean	VERB
gp-29	165	3	ensuring	ensure	VERB
gp-29	165	4	that	that	SCONJ
gp-29	165	5	the	the	DET
gp-29	165	6	benefits	benefit	NOUN
gp-29	165	7	of	of	ADP
gp-29	165	8	the	the	DET
gp-29	165	9	program	program	NOUN
gp-29	165	10	outweigh	outweigh	VERB
gp-29	165	11	any	any	DET
gp-29	165	12	potential	potential	ADJ
gp-29	165	13	harms	harm	NOUN
gp-29	165	14	,	,	PUNCT
gp-29	165	15	and	and	CCONJ
gp-29	165	16	taking	take	VERB
gp-29	165	17	steps	step	NOUN
gp-29	165	18	to	to	PART
gp-29	165	19	minimize	minimize	VERB
gp-29	165	20	the	the	DET
gp-29	165	21	risk	risk	NOUN
gp-29	165	22	of	of	ADP
gp-29	165	23	unintended	unintended	ADJ
gp-29	165	24	consequences	consequence	NOUN
gp-29	165	25	.	.	PUNCT
gp-29	166	1	it	it	PRON
gp-29	166	2	is	be	AUX
gp-29	166	3	important	important	ADJ
gp-29	166	4	to	to	PART
gp-29	166	5	consider	consider	VERB
gp-29	166	6	the	the	DET
gp-29	166	7	broader	broad	ADJ
gp-29	166	8	societal	societal	ADJ
gp-29	166	9	implications	implication	NOUN
gp-29	166	10	of	of	ADP
gp-29	166	11	using	use	VERB
gp-29	166	12	machine	machine	NOUN
gp-29	166	13	learning	learning	NOUN
gp-29	166	14	for	for	ADP
gp-29	166	15	contact	contact	NOUN
gp-29	166	16	tracing	tracing	NOUN
gp-29	166	17	.	.	PUNCT
gp-29	167	1	for	for	ADP
gp-29	167	2	example	example	NOUN
gp-29	167	3	,	,	PUNCT
gp-29	167	4	the	the	DET
gp-29	167	5	use	use	NOUN
gp-29	167	6	of	of	ADP
gp-29	167	7	this	this	DET
gp-29	167	8	technology	technology	NOUN
gp-29	167	9	could	could	AUX
gp-29	167	10	have	have	VERB
gp-29	167	11	implications	implication	NOUN
gp-29	167	12	for	for	ADP
gp-29	167	13	civil	civil	ADJ
gp-29	167	14	liberties	liberty	NOUN
gp-29	167	15	and	and	CCONJ
gp-29	167	16	human	human	ADJ
gp-29	167	17	rights	right	NOUN
gp-29	167	18	,	,	PUNCT
gp-29	167	19	and	and	CCONJ
gp-29	167	20	could	could	AUX
gp-29	167	21	impact	impact	VERB
gp-29	167	22	public	public	ADJ
gp-29	167	23	trust	trust	NOUN
gp-29	167	24	in	in	ADP
gp-29	167	25	government	government	NOUN
gp-29	167	26	and	and	CCONJ
gp-29	167	27	public	public	ADJ
gp-29	167	28	health	health	NOUN
gp-29	167	29	institutions	institution	NOUN
gp-29	167	30	.	.	PUNCT
gp-29	168	1	it	it	PRON
gp-29	168	2	is	be	AUX
gp-29	168	3	important	important	ADJ
gp-29	168	4	to	to	PART
gp-29	168	5	consider	consider	VERB
gp-29	168	6	these	these	DET
gp-29	168	7	factors	factor	NOUN
gp-29	168	8	and	and	CCONJ
gp-29	168	9	take	take	VERB
gp-29	168	10	steps	step	NOUN
gp-29	168	11	to	to	PART
gp-29	168	12	mitigate	mitigate	VERB
gp-29	168	13	any	any	DET
gp-29	168	14	negative	negative	ADJ
gp-29	168	15	impacts	impact	NOUN
gp-29	168	16	[	[	X
gp-29	168	17	54	54	NUM
gp-29	168	18	]	]	PUNCT
gp-29	168	19	.	.	PUNCT
gp-29	169	1	ethical	ethical	ADJ
gp-29	169	2	considerations	consideration	NOUN
gp-29	169	3	and	and	CCONJ
gp-29	169	4	challenges	challenge	NOUN
gp-29	169	5	must	must	AUX
gp-29	169	6	be	be	AUX
gp-29	169	7	taken	take	VERB
gp-29	169	8	seriously	seriously	ADV
gp-29	169	9	when	when	SCONJ
gp-29	169	10	using	use	VERB
gp-29	169	11	machine	machine	NOUN
gp-29	169	12	learning	learning	NOUN
gp-29	169	13	models	model	NOUN
gp-29	169	14	for	for	ADP
gp-29	169	15	contact	contact	NOUN
gp-29	169	16	tracing	trace	VERB
gp-29	169	17	[	[	X
gp-29	169	18	55	55	NUM
gp-29	169	19	]	]	PUNCT
gp-29	169	20	.	.	PUNCT
gp-29	170	1	by	by	ADP
gp-29	170	2	prioritizing	prioritize	VERB
gp-29	170	3	transparency	transparency	NOUN
gp-29	170	4	,	,	PUNCT
gp-29	170	5	fairness	fairness	NOUN
gp-29	170	6	,	,	PUNCT
gp-29	170	7	and	and	CCONJ
gp-29	170	8	the	the	DET
gp-29	170	9	principles	principle	NOUN
gp-29	170	10	of	of	ADP
gp-29	170	11	beneficence	beneficence	NOUN
gp-29	170	12	and	and	CCONJ
gp-29	170	13	non	non	ADJ
gp-29	170	14	-	-	NOUN
gp-29	170	15	maleficence	maleficence	ADJ
gp-29	170	16	,	,	PUNCT
gp-29	170	17	and	and	CCONJ
gp-29	170	18	engaging	engage	VERB
gp-29	170	19	with	with	ADP
gp-29	170	20	communities	community	NOUN
gp-29	170	21	and	and	CCONJ
gp-29	170	22	individuals	individual	NOUN
gp-29	170	23	to	to	PART
gp-29	170	24	build	build	VERB
gp-29	170	25	trust	trust	NOUN
gp-29	170	26	and	and	CCONJ
gp-29	170	27	address	address	NOUN
gp-29	170	28	concerns	concern	NOUN
gp-29	170	29	,	,	PUNCT
gp-29	170	30	it	it	PRON
gp-29	170	31	is	be	AUX
gp-29	170	32	possible	possible	ADJ
gp-29	170	33	to	to	PART
gp-29	170	34	use	use	VERB
gp-29	170	35	this	this	DET
gp-29	170	36	technology	technology	NOUN
gp-29	170	37	in	in	ADP
gp-29	170	38	an	an	DET
gp-29	170	39	ethical	ethical	ADJ
gp-29	170	40	and	and	CCONJ
gp-29	170	41	effective	effective	ADJ
gp-29	170	42	manner	manner	NOUN
gp-29	170	43	[	[	X
gp-29	170	44	56	56	NUM
gp-29	170	45	]	]	PUNCT
gp-29	170	46	.	.	PUNCT
gp-29	171	1	research	research	NOUN
gp-29	171	2	methods	method	NOUN
gp-29	171	3	case	case	NOUN
gp-29	171	4	studies	study	NOUN
gp-29	171	5	of	of	ADP
gp-29	171	6	machine	machine	NOUN
gp-29	171	7	learning	learn	VERB
gp-29	171	8	in	in	ADP
gp-29	171	9	contact	contact	NOUN
gp-29	171	10	tracing	trace	VERB
gp-29	171	11	:	:	PUNCT
gp-29	171	12	lessons	lesson	NOUN
gp-29	171	13	learned	learn	VERB
gp-29	171	14	case	case	NOUN
gp-29	171	15	studies	study	NOUN
gp-29	171	16	of	of	ADP
gp-29	171	17	machine	machine	NOUN
gp-29	171	18	learning	learn	VERB
gp-29	171	19	in	in	ADP
gp-29	171	20	ethical	ethical	ADJ
gp-29	171	21	considerations	consideration	NOUN
gp-29	171	22	:	:	PUNCT
gp-29	171	23	as	as	ADP
gp-29	171	24	with	with	ADP
gp-29	171	25	any	any	DET
gp-29	171	26	technology	technology	NOUN
gp-29	171	27	,	,	PUNCT
gp-29	171	28	there	there	PRON
gp-29	171	29	are	be	VERB
gp-29	171	30	important	important	ADJ
gp-29	171	31	ethical	ethical	ADJ
gp-29	171	32	considerations	consideration	NOUN
gp-29	171	33	that	that	PRON
gp-29	171	34	need	need	VERB
gp-29	171	35	to	to	PART
gp-29	171	36	be	be	AUX
gp-29	171	37	taken	take	VERB
gp-29	171	38	into	into	ADP
gp-29	171	39	account	account	NOUN
gp-29	171	40	when	when	SCONJ
gp-29	171	41	developing	develop	VERB
gp-29	171	42	machine	machine	NOUN
gp-29	171	43	learning	learning	NOUN
gp-29	171	44	models	model	NOUN
gp-29	171	45	for	for	ADP
gp-29	171	46	contact	contact	NOUN
gp-29	171	47	tracing	tracing	NOUN
gp-29	171	48	.	.	PUNCT
gp-29	172	1	future	future	ADJ
gp-29	172	2	contact	contact	NOUN
gp-29	172	3	tracing	trace	VERB
gp-29	172	4	can	can	AUX
gp-29	172	5	provide	provide	VERB
gp-29	172	6	valuable	valuable	ADJ
gp-29	172	7	insights	insight	NOUN
gp-29	172	8	into	into	ADP
gp-29	172	9	the	the	DET
gp-29	172	10	effectiveness	effectiveness	NOUN
gp-29	172	11	and	and	CCONJ
gp-29	172	12	challenges	challenge	NOUN
gp-29	172	13	associated	associate	VERB
gp-29	172	14	with	with	ADP
gp-29	172	15	using	use	VERB
gp-29	172	16	this	this	DET
gp-29	172	17	technology	technology	NOUN
gp-29	172	18	in	in	ADP
gp-29	172	19	public	public	ADJ
gp-29	172	20	health	health	NOUN
gp-29	172	21	.	.	PUNCT
gp-29	173	1	by	by	ADP
gp-29	173	2	examining	examine	VERB
gp-29	173	3	real	real	ADJ
gp-29	173	4	-	-	PUNCT
gp-29	173	5	world	world	NOUN
gp-29	173	6	examples	example	NOUN
gp-29	173	7	,	,	PUNCT
gp-29	173	8	we	we	PRON
gp-29	173	9	can	can	AUX
gp-29	173	10	gain	gain	VERB
gp-29	173	11	a	a	DET
gp-29	173	12	better	well	ADJ
gp-29	173	13	understanding	understanding	NOUN
gp-29	173	14	of	of	ADP
gp-29	173	15	how	how	SCONJ
gp-29	173	16	machine	machine	NOUN
gp-29	173	17	learning	learning	NOUN
gp-29	173	18	models	model	NOUN
gp-29	173	19	are	be	AUX
gp-29	173	20	being	be	AUX
gp-29	173	21	used	use	VERB
gp-29	173	22	,	,	PUNCT
gp-29	173	23	what	what	PRON
gp-29	173	24	is	be	AUX
gp-29	173	25	working	work	VERB
gp-29	173	26	well	well	ADV
gp-29	173	27	,	,	PUNCT
gp-29	173	28	and	and	CCONJ
gp-29	173	29	what	what	PRON
gp-29	173	30	can	can	AUX
gp-29	173	31	be	be	AUX
gp-29	173	32	improved	improve	VERB
gp-29	173	33	.	.	PUNCT
gp-29	174	1	one	one	NUM
gp-29	174	2	example	example	NOUN
gp-29	174	3	of	of	ADP
gp-29	174	4	a	a	DET
gp-29	174	5	successful	successful	ADJ
gp-29	174	6	implementation	implementation	NOUN
gp-29	174	7	of	of	ADP
gp-29	174	8	machine	machine	NOUN
gp-29	174	9	learning	learn	VERB
gp-29	174	10	for	for	ADP
gp-29	174	11	contact	contact	NOUN
gp-29	174	12	tracing	trace	VERB
gp-29	174	13	is	be	AUX
gp-29	174	14	the	the	DET
gp-29	174	15	system	system	NOUN
gp-29	174	16	developed	develop	VERB
gp-29	174	17	by	by	ADP
gp-29	174	18	the	the	DET
gp-29	174	19	government	government	NOUN
gp-29	174	20	of	of	ADP
gp-29	174	21	singapore	singapore	PROPN
gp-29	174	22	.	.	PUNCT
gp-29	175	1	this	this	DET
gp-29	175	2	system	system	NOUN
gp-29	175	3	uses	use	VERB
gp-29	175	4	a	a	DET
gp-29	175	5	combination	combination	NOUN
gp-29	175	6	of	of	ADP
gp-29	175	7	bluetooth	bluetooth	PROPN
gp-29	175	8	and	and	CCONJ
gp-29	175	9	geolocation	geolocation	NOUN
gp-29	175	10	data	datum	NOUN
gp-29	175	11	to	to	PART
gp-29	175	12	track	track	VERB
gp-29	175	13	individuals	individual	NOUN
gp-29	175	14	'	'	PART
gp-29	175	15	movements	movement	NOUN
gp-29	175	16	and	and	CCONJ
gp-29	175	17	identify	identify	VERB
gp-29	175	18	potential	potential	ADJ
gp-29	175	19	moazzam	moazzam	NOUN
gp-29	175	20	siddiq	siddiq	PROPN
gp-29	175	21	107	107	NUM
gp-29	175	22	contacts	contact	NOUN
gp-29	175	23	with	with	ADP
gp-29	175	24	covid-19	covid-19	PROPN
gp-29	175	25	cases	case	NOUN
gp-29	175	26	[	[	X
gp-29	175	27	57	57	NUM
gp-29	175	28	]	]	PUNCT
gp-29	175	29	.	.	PUNCT
gp-29	176	1	the	the	DET
gp-29	176	2	system	system	NOUN
gp-29	176	3	has	have	AUX
gp-29	176	4	been	be	AUX
gp-29	176	5	credited	credit	VERB
gp-29	176	6	with	with	ADP
gp-29	176	7	helping	help	VERB
gp-29	176	8	to	to	PART
gp-29	176	9	control	control	VERB
gp-29	176	10	the	the	DET
gp-29	176	11	spread	spread	NOUN
gp-29	176	12	of	of	ADP
gp-29	176	13	the	the	DET
gp-29	176	14	virus	virus	NOUN
gp-29	176	15	in	in	ADP
gp-29	176	16	singapore	singapore	PROPN
gp-29	176	17	,	,	PUNCT
gp-29	176	18	and	and	CCONJ
gp-29	176	19	has	have	AUX
gp-29	176	20	been	be	AUX
gp-29	176	21	praised	praise	VERB
gp-29	176	22	for	for	ADP
gp-29	176	23	its	its	PRON
gp-29	176	24	effectiveness	effectiveness	NOUN
gp-29	176	25	and	and	CCONJ
gp-29	176	26	transparency	transparency	NOUN
gp-29	177	1	[	[	X
gp-29	177	2	58	58	NUM
gp-29	177	3	]	]	PUNCT
gp-29	177	4	.	.	PUNCT
gp-29	178	1	another	another	DET
gp-29	178	2	example	example	NOUN
gp-29	178	3	is	be	AUX
gp-29	178	4	the	the	DET
gp-29	178	5	covid	covid	PROPN
gp-29	178	6	safe	safe	ADJ
gp-29	178	7	app	app	NOUN
gp-29	178	8	developed	develop	VERB
gp-29	178	9	by	by	ADP
gp-29	178	10	the	the	DET
gp-29	178	11	australian	australian	ADJ
gp-29	178	12	government	government	NOUN
gp-29	178	13	.	.	PUNCT
gp-29	179	1	this	this	DET
gp-29	179	2	app	app	PROPN
gp-29	179	3	uses	use	VERB
gp-29	179	4	bluetooth	bluetooth	PROPN
gp-29	179	5	signals	signal	NOUN
gp-29	179	6	to	to	PART
gp-29	179	7	identify	identify	VERB
gp-29	179	8	potential	potential	ADJ
gp-29	179	9	contacts	contact	NOUN
gp-29	179	10	with	with	ADP
gp-29	179	11	covid-19	covid-19	PROPN
gp-29	179	12	cases	case	NOUN
gp-29	179	13	,	,	PUNCT
gp-29	179	14	and	and	CCONJ
gp-29	179	15	has	have	AUX
gp-29	179	16	been	be	AUX
gp-29	179	17	widely	widely	ADV
gp-29	179	18	adopted	adopt	VERB
gp-29	179	19	by	by	ADP
gp-29	179	20	the	the	DET
gp-29	179	21	australian	australian	ADJ
gp-29	179	22	population	population	NOUN
gp-29	179	23	.	.	PUNCT
gp-29	180	1	while	while	SCONJ
gp-29	180	2	the	the	DET
gp-29	180	3	app	app	NOUN
gp-29	180	4	has	have	AUX
gp-29	180	5	been	be	AUX
gp-29	180	6	successful	successful	ADJ
gp-29	180	7	in	in	ADP
gp-29	180	8	identifying	identify	VERB
gp-29	180	9	potential	potential	ADJ
gp-29	180	10	contacts	contact	NOUN
gp-29	180	11	,	,	PUNCT
gp-29	180	12	there	there	PRON
gp-29	180	13	have	have	AUX
gp-29	180	14	been	be	AUX
gp-29	180	15	concerns	concern	NOUN
gp-29	180	16	about	about	ADP
gp-29	180	17	its	its	PRON
gp-29	180	18	effectiveness	effectiveness	NOUN
gp-29	180	19	in	in	ADP
gp-29	180	20	rural	rural	ADJ
gp-29	180	21	areas	area	NOUN
gp-29	180	22	with	with	ADP
gp-29	180	23	poor	poor	ADJ
gp-29	180	24	connectivity	connectivity	NOUN
gp-29	180	25	,	,	PUNCT
gp-29	180	26	and	and	CCONJ
gp-29	180	27	about	about	ADP
gp-29	180	28	the	the	DET
gp-29	180	29	potential	potential	NOUN
gp-29	180	30	for	for	ADP
gp-29	180	31	false	false	ADJ
gp-29	180	32	positives	positive	NOUN
gp-29	180	33	and	and	CCONJ
gp-29	180	34	false	false	ADJ
gp-29	180	35	negatives	negative	NOUN
gp-29	180	36	.	.	PUNCT
gp-29	181	1	a	a	DET
gp-29	181	2	third	third	ADJ
gp-29	181	3	example	example	NOUN
gp-29	181	4	is	be	AUX
gp-29	181	5	the	the	DET
gp-29	181	6	use	use	NOUN
gp-29	181	7	of	of	ADP
gp-29	181	8	machine	machine	NOUN
gp-29	181	9	learning	learn	VERB
gp-29	181	10	for	for	ADP
gp-29	181	11	contact	contact	NOUN
gp-29	181	12	tracing	trace	VERB
gp-29	181	13	in	in	ADP
gp-29	181	14	the	the	DET
gp-29	181	15	united	united	PROPN
gp-29	181	16	states	states	PROPN
gp-29	181	17	.	.	PUNCT
gp-29	182	1	while	while	SCONJ
gp-29	182	2	there	there	PRON
gp-29	182	3	have	have	AUX
gp-29	182	4	been	be	AUX
gp-29	182	5	several	several	ADJ
gp-29	182	6	initiatives	initiative	NOUN
gp-29	182	7	aimed	aim	VERB
gp-29	182	8	at	at	ADP
gp-29	182	9	using	use	VERB
gp-29	182	10	machine	machine	NOUN
gp-29	182	11	learning	learning	NOUN
gp-29	182	12	for	for	ADP
gp-29	182	13	contact	contact	NOUN
gp-29	182	14	tracing	tracing	NOUN
gp-29	182	15	,	,	PUNCT
gp-29	182	16	including	include	VERB
gp-29	182	17	the	the	DET
gp-29	182	18	covid	covid	ADJ
gp-29	182	19	safe	safe	ADJ
gp-29	182	20	paths	path	NOUN
gp-29	182	21	project	project	NOUN
gp-29	182	22	and	and	CCONJ
gp-29	182	23	the	the	DET
gp-29	182	24	apple	apple	NOUN
gp-29	182	25	-	-	PUNCT
gp-29	182	26	google	google	NOUN
gp-29	182	27	exposure	exposure	NOUN
gp-29	182	28	notification	notification	NOUN
gp-29	182	29	system	system	NOUN
gp-29	182	30	,	,	PUNCT
gp-29	182	31	these	these	DET
gp-29	182	32	efforts	effort	NOUN
gp-29	182	33	have	have	AUX
gp-29	182	34	faced	face	VERB
gp-29	182	35	challenges	challenge	NOUN
gp-29	182	36	related	relate	VERB
gp-29	182	37	to	to	ADP
gp-29	182	38	privacy	privacy	NOUN
gp-29	182	39	concerns	concern	NOUN
gp-29	182	40	,	,	PUNCT
gp-29	182	41	data	datum	NOUN
gp-29	182	42	quality	quality	NOUN
gp-29	182	43	,	,	PUNCT
gp-29	182	44	and	and	CCONJ
gp-29	182	45	interoperability	interoperability	NOUN
gp-29	182	46	.	.	PUNCT
gp-29	183	1	these	these	DET
gp-29	183	2	case	case	NOUN
gp-29	183	3	studies	study	NOUN
gp-29	183	4	highlight	highlight	VERB
gp-29	183	5	both	both	CCONJ
gp-29	183	6	the	the	DET
gp-29	183	7	potential	potential	ADJ
gp-29	183	8	benefits	benefit	NOUN
gp-29	183	9	and	and	CCONJ
gp-29	183	10	challenges	challenge	NOUN
gp-29	183	11	associated	associate	VERB
gp-29	183	12	with	with	ADP
gp-29	183	13	using	use	VERB
gp-29	183	14	machine	machine	NOUN
gp-29	183	15	learning	learning	NOUN
gp-29	183	16	for	for	ADP
gp-29	183	17	contact	contact	NOUN
gp-29	183	18	tracing	trace	VERB
gp-29	183	19	[	[	X
gp-29	183	20	59,60	59,60	NUM
gp-29	183	21	]	]	PUNCT
gp-29	183	22	.	.	PUNCT
gp-29	184	1	one	one	NUM
gp-29	184	2	of	of	ADP
gp-29	184	3	the	the	DET
gp-29	184	4	key	key	ADJ
gp-29	184	5	lessons	lesson	NOUN
gp-29	184	6	learned	learn	VERB
gp-29	184	7	is	be	AUX
gp-29	184	8	the	the	DET
gp-29	184	9	importance	importance	NOUN
gp-29	184	10	of	of	ADP
gp-29	184	11	ensuring	ensure	VERB
gp-29	184	12	that	that	SCONJ
gp-29	184	13	the	the	DET
gp-29	184	14	data	datum	NOUN
gp-29	184	15	used	use	VERB
gp-29	184	16	to	to	PART
gp-29	184	17	train	train	VERB
gp-29	184	18	the	the	DET
gp-29	184	19	models	model	NOUN
gp-29	184	20	is	be	AUX
gp-29	184	21	diverse	diverse	ADJ
gp-29	184	22	and	and	CCONJ
gp-29	184	23	representative	representative	NOUN
gp-29	184	24	of	of	ADP
gp-29	184	25	the	the	DET
gp-29	184	26	population	population	NOUN
gp-29	184	27	.	.	PUNCT
gp-29	185	1	this	this	PRON
gp-29	185	2	can	can	AUX
gp-29	185	3	help	help	VERB
gp-29	185	4	to	to	PART
gp-29	185	5	minimize	minimize	VERB
gp-29	185	6	bias	bias	NOUN
gp-29	185	7	and	and	CCONJ
gp-29	185	8	ensure	ensure	VERB
gp-29	185	9	that	that	SCONJ
gp-29	185	10	the	the	DET
gp-29	185	11	models	model	NOUN
gp-29	185	12	are	be	AUX
gp-29	185	13	effective	effective	ADJ
gp-29	185	14	in	in	ADP
gp-29	185	15	identifying	identify	VERB
gp-29	185	16	potential	potential	ADJ
gp-29	185	17	contacts	contact	NOUN
gp-29	185	18	.	.	PUNCT
gp-29	186	1	result	result	NOUN
gp-29	186	2	and	and	CCONJ
gp-29	186	3	discussion	discussion	NOUN
gp-29	186	4	case	case	NOUN
gp-29	186	5	studies	study	NOUN
gp-29	186	6	of	of	ADP
gp-29	186	7	machine	machine	NOUN
gp-29	186	8	learning	learn	VERB
gp-29	186	9	in	in	ADP
gp-29	186	10	contact	contact	NOUN
gp-29	186	11	tracing	trace	VERB
gp-29	186	12	:	:	PUNCT
gp-29	186	13	lessons	lesson	NOUN
gp-29	186	14	learned	learn	VERB
gp-29	186	15	case	case	NOUN
gp-29	186	16	studies	study	NOUN
gp-29	186	17	of	of	ADP
gp-29	186	18	machine	machine	NOUN
gp-29	186	19	learning	learn	VERB
gp-29	186	20	in	in	ADP
gp-29	186	21	contact	contact	NOUN
gp-29	186	22	tracing	trace	VERB
gp-29	186	23	can	can	AUX
gp-29	186	24	provide	provide	VERB
gp-29	186	25	valuable	valuable	ADJ
gp-29	186	26	insights	insight	NOUN
gp-29	186	27	into	into	ADP
gp-29	186	28	the	the	DET
gp-29	186	29	effectiveness	effectiveness	NOUN
gp-29	186	30	and	and	CCONJ
gp-29	186	31	challenges	challenge	NOUN
gp-29	186	32	associated	associate	VERB
gp-29	186	33	with	with	ADP
gp-29	186	34	using	use	VERB
gp-29	186	35	this	this	DET
gp-29	186	36	technology	technology	NOUN
gp-29	186	37	in	in	ADP
gp-29	186	38	public	public	ADJ
gp-29	186	39	health	health	NOUN
gp-29	186	40	.	.	PUNCT
gp-29	187	1	by	by	ADP
gp-29	187	2	examining	examine	VERB
gp-29	187	3	real	real	ADJ
gp-29	187	4	-	-	PUNCT
gp-29	187	5	world	world	NOUN
gp-29	187	6	examples	example	NOUN
gp-29	187	7	,	,	PUNCT
gp-29	187	8	we	we	PRON
gp-29	187	9	can	can	AUX
gp-29	187	10	gain	gain	VERB
gp-29	187	11	a	a	DET
gp-29	187	12	better	well	ADJ
gp-29	187	13	understanding	understanding	NOUN
gp-29	187	14	of	of	ADP
gp-29	187	15	how	how	SCONJ
gp-29	187	16	machine	machine	NOUN
gp-29	187	17	learning	learning	NOUN
gp-29	187	18	models	model	NOUN
gp-29	187	19	are	be	AUX
gp-29	187	20	being	be	AUX
gp-29	187	21	used	use	VERB
gp-29	187	22	,	,	PUNCT
gp-29	187	23	what	what	PRON
gp-29	187	24	is	be	AUX
gp-29	187	25	working	work	VERB
gp-29	187	26	well	well	ADV
gp-29	187	27	,	,	PUNCT
gp-29	187	28	and	and	CCONJ
gp-29	187	29	what	what	PRON
gp-29	187	30	can	can	AUX
gp-29	187	31	be	be	AUX
gp-29	187	32	improved	improve	VERB
gp-29	187	33	.	.	PUNCT
gp-29	188	1	one	one	NUM
gp-29	188	2	example	example	NOUN
gp-29	188	3	of	of	ADP
gp-29	188	4	a	a	DET
gp-29	188	5	successful	successful	ADJ
gp-29	188	6	implementation	implementation	NOUN
gp-29	188	7	of	of	ADP
gp-29	188	8	machine	machine	NOUN
gp-29	188	9	learning	learn	VERB
gp-29	188	10	for	for	ADP
gp-29	188	11	contact	contact	NOUN
gp-29	188	12	tracing	trace	VERB
gp-29	188	13	is	be	AUX
gp-29	188	14	the	the	DET
gp-29	188	15	system	system	NOUN
gp-29	188	16	developed	develop	VERB
gp-29	188	17	by	by	ADP
gp-29	188	18	the	the	DET
gp-29	188	19	government	government	NOUN
gp-29	188	20	of	of	ADP
gp-29	188	21	singapore	singapore	PROPN
gp-29	188	22	.	.	PUNCT
gp-29	189	1	this	this	DET
gp-29	189	2	system	system	NOUN
gp-29	189	3	uses	use	VERB
gp-29	189	4	a	a	DET
gp-29	189	5	combination	combination	NOUN
gp-29	189	6	of	of	ADP
gp-29	189	7	bluetooth	bluetooth	PROPN
gp-29	189	8	and	and	CCONJ
gp-29	189	9	geolocation	geolocation	NOUN
gp-29	189	10	data	datum	NOUN
gp-29	189	11	to	to	PART
gp-29	189	12	track	track	VERB
gp-29	189	13	individuals	individual	NOUN
gp-29	189	14	'	'	PART
gp-29	189	15	movements	movement	NOUN
gp-29	189	16	and	and	CCONJ
gp-29	189	17	identify	identify	VERB
gp-29	189	18	potential	potential	ADJ
gp-29	189	19	contacts	contact	NOUN
gp-29	189	20	with	with	ADP
gp-29	189	21	covid-19	covid-19	PROPN
gp-29	189	22	cases	case	NOUN
gp-29	189	23	[	[	X
gp-29	189	24	57	57	NUM
gp-29	189	25	]	]	PUNCT
gp-29	189	26	.	.	PUNCT
gp-29	190	1	the	the	DET
gp-29	190	2	system	system	NOUN
gp-29	190	3	has	have	AUX
gp-29	190	4	been	be	AUX
gp-29	190	5	credited	credit	VERB
gp-29	190	6	with	with	ADP
gp-29	190	7	helping	help	VERB
gp-29	190	8	to	to	PART
gp-29	190	9	control	control	VERB
gp-29	190	10	the	the	DET
gp-29	190	11	spread	spread	NOUN
gp-29	190	12	of	of	ADP
gp-29	190	13	the	the	DET
gp-29	190	14	virus	virus	NOUN
gp-29	190	15	in	in	ADP
gp-29	190	16	singapore	singapore	PROPN
gp-29	190	17	,	,	PUNCT
gp-29	190	18	and	and	CCONJ
gp-29	190	19	has	have	AUX
gp-29	190	20	been	be	AUX
gp-29	190	21	praised	praise	VERB
gp-29	190	22	for	for	ADP
gp-29	190	23	its	its	PRON
gp-29	190	24	effectiveness	effectiveness	NOUN
gp-29	190	25	and	and	CCONJ
gp-29	190	26	transparency	transparency	NOUN
gp-29	191	1	[	[	X
gp-29	191	2	58	58	NUM
gp-29	191	3	]	]	PUNCT
gp-29	191	4	.	.	PUNCT
gp-29	192	1	another	another	DET
gp-29	192	2	example	example	NOUN
gp-29	192	3	is	be	AUX
gp-29	192	4	the	the	DET
gp-29	192	5	covid	covid	PROPN
gp-29	192	6	safe	safe	ADJ
gp-29	192	7	app	app	NOUN
gp-29	192	8	developed	develop	VERB
gp-29	192	9	by	by	ADP
gp-29	192	10	the	the	DET
gp-29	192	11	australian	australian	ADJ
gp-29	192	12	government	government	NOUN
gp-29	192	13	.	.	PUNCT
gp-29	193	1	this	this	DET
gp-29	193	2	app	app	PROPN
gp-29	193	3	uses	use	VERB
gp-29	193	4	bluetooth	bluetooth	PROPN
gp-29	193	5	signals	signal	NOUN
gp-29	193	6	to	to	PART
gp-29	193	7	identify	identify	VERB
gp-29	193	8	potential	potential	ADJ
gp-29	193	9	contacts	contact	NOUN
gp-29	193	10	with	with	ADP
gp-29	193	11	covid-19	covid-19	PROPN
gp-29	193	12	cases	case	NOUN
gp-29	193	13	,	,	PUNCT
gp-29	193	14	and	and	CCONJ
gp-29	193	15	has	have	AUX
gp-29	193	16	been	be	AUX
gp-29	193	17	widely	widely	ADV
gp-29	193	18	adopted	adopt	VERB
gp-29	193	19	by	by	ADP
gp-29	193	20	the	the	DET
gp-29	193	21	australian	australian	ADJ
gp-29	193	22	population	population	NOUN
gp-29	193	23	.	.	PUNCT
gp-29	194	1	while	while	SCONJ
gp-29	194	2	the	the	DET
gp-29	194	3	app	app	NOUN
gp-29	194	4	has	have	AUX
gp-29	194	5	been	be	AUX
gp-29	194	6	successful	successful	ADJ
gp-29	194	7	in	in	ADP
gp-29	194	8	identifying	identify	VERB
gp-29	194	9	potential	potential	ADJ
gp-29	194	10	contacts	contact	NOUN
gp-29	194	11	,	,	PUNCT
gp-29	194	12	there	there	PRON
gp-29	194	13	have	have	AUX
gp-29	194	14	been	be	AUX
gp-29	194	15	concerns	concern	NOUN
gp-29	194	16	about	about	ADP
gp-29	194	17	its	its	PRON
gp-29	194	18	effectiveness	effectiveness	NOUN
gp-29	194	19	in	in	ADP
gp-29	194	20	rural	rural	ADJ
gp-29	194	21	areas	area	NOUN
gp-29	194	22	with	with	ADP
gp-29	194	23	poor	poor	ADJ
gp-29	194	24	connectivity	connectivity	NOUN
gp-29	194	25	,	,	PUNCT
gp-29	194	26	and	and	CCONJ
gp-29	194	27	about	about	ADP
gp-29	194	28	the	the	DET
gp-29	194	29	potential	potential	NOUN
gp-29	194	30	for	for	ADP
gp-29	194	31	false	false	ADJ
gp-29	194	32	positives	positive	NOUN
gp-29	194	33	and	and	CCONJ
gp-29	194	34	false	false	ADJ
gp-29	194	35	negatives	negative	NOUN
gp-29	194	36	.	.	PUNCT
gp-29	195	1	a	a	DET
gp-29	195	2	third	third	ADJ
gp-29	195	3	example	example	NOUN
gp-29	195	4	is	be	AUX
gp-29	195	5	the	the	DET
gp-29	195	6	use	use	NOUN
gp-29	195	7	of	of	ADP
gp-29	195	8	machine	machine	NOUN
gp-29	195	9	learning	learn	VERB
gp-29	195	10	for	for	ADP
gp-29	195	11	contact	contact	NOUN
gp-29	195	12	tracing	trace	VERB
gp-29	195	13	in	in	ADP
gp-29	195	14	the	the	DET
gp-29	195	15	united	united	PROPN
gp-29	195	16	states	states	PROPN
gp-29	195	17	.	.	PUNCT
gp-29	196	1	while	while	SCONJ
gp-29	196	2	there	there	PRON
gp-29	196	3	have	have	AUX
gp-29	196	4	been	be	AUX
gp-29	196	5	several	several	ADJ
gp-29	196	6	initiatives	initiative	NOUN
gp-29	196	7	aimed	aim	VERB
gp-29	196	8	at	at	ADP
gp-29	196	9	using	use	VERB
gp-29	196	10	machine	machine	NOUN
gp-29	196	11	learning	learning	NOUN
gp-29	196	12	for	for	ADP
gp-29	196	13	contact	contact	NOUN
gp-29	196	14	tracing	tracing	NOUN
gp-29	196	15	,	,	PUNCT
gp-29	196	16	including	include	VERB
gp-29	196	17	the	the	DET
gp-29	196	18	covid	covid	ADJ
gp-29	196	19	safe	safe	ADJ
gp-29	196	20	paths	path	NOUN
gp-29	196	21	project	project	NOUN
gp-29	196	22	and	and	CCONJ
gp-29	196	23	the	the	DET
gp-29	196	24	apple	apple	NOUN
gp-29	196	25	-	-	PUNCT
gp-29	196	26	google	google	NOUN
gp-29	196	27	exposure	exposure	NOUN
gp-29	196	28	notification	notification	NOUN
gp-29	196	29	system	system	NOUN
gp-29	196	30	,	,	PUNCT
gp-29	196	31	these	these	DET
gp-29	196	32	efforts	effort	NOUN
gp-29	196	33	have	have	AUX
gp-29	196	34	faced	face	VERB
gp-29	196	35	challenges	challenge	NOUN
gp-29	196	36	related	relate	VERB
gp-29	196	37	to	to	ADP
gp-29	196	38	privacy	privacy	NOUN
gp-29	196	39	concerns	concern	NOUN
gp-29	196	40	,	,	PUNCT
gp-29	196	41	data	datum	NOUN
gp-29	196	42	quality	quality	NOUN
gp-29	196	43	,	,	PUNCT
gp-29	196	44	and	and	CCONJ
gp-29	196	45	interoperability	interoperability	NOUN
gp-29	196	46	.	.	PUNCT
gp-29	197	1	these	these	DET
gp-29	197	2	case	case	NOUN
gp-29	197	3	studies	study	NOUN
gp-29	197	4	highlight	highlight	VERB
gp-29	197	5	both	both	CCONJ
gp-29	197	6	the	the	DET
gp-29	197	7	potential	potential	ADJ
gp-29	197	8	benefits	benefit	NOUN
gp-29	197	9	and	and	CCONJ
gp-29	197	10	challenges	challenge	NOUN
gp-29	197	11	associated	associate	VERB
gp-29	197	12	with	with	ADP
gp-29	197	13	using	use	VERB
gp-29	197	14	machine	machine	NOUN
gp-29	197	15	learning	learning	NOUN
gp-29	197	16	for	for	ADP
gp-29	197	17	contact	contact	NOUN
gp-29	197	18	tracing	trace	VERB
gp-29	197	19	[	[	X
gp-29	197	20	59,60	59,60	NUM
gp-29	197	21	]	]	PUNCT
gp-29	197	22	.	.	PUNCT
gp-29	198	1	one	one	NUM
gp-29	198	2	of	of	ADP
gp-29	198	3	the	the	DET
gp-29	198	4	key	key	ADJ
gp-29	198	5	lessons	lesson	NOUN
gp-29	198	6	learned	learn	VERB
gp-29	198	7	is	be	AUX
gp-29	198	8	the	the	DET
gp-29	198	9	importance	importance	NOUN
gp-29	198	10	of	of	ADP
gp-29	198	11	ensuring	ensure	VERB
gp-29	198	12	that	that	SCONJ
gp-29	198	13	the	the	DET
gp-29	198	14	data	datum	NOUN
gp-29	198	15	used	use	VERB
gp-29	198	16	to	to	PART
gp-29	198	17	train	train	VERB
gp-29	198	18	the	the	DET
gp-29	198	19	models	model	NOUN
gp-29	198	20	is	be	AUX
gp-29	198	21	diverse	diverse	ADJ
gp-29	198	22	and	and	CCONJ
gp-29	198	23	representative	representative	NOUN
gp-29	198	24	of	of	ADP
gp-29	198	25	the	the	DET
gp-29	198	26	population	population	NOUN
gp-29	198	27	.	.	PUNCT
gp-29	199	1	this	this	PRON
gp-29	199	2	can	can	AUX
gp-29	199	3	help	help	VERB
gp-29	199	4	to	to	PART
gp-29	199	5	minimize	minimize	VERB
gp-29	199	6	bias	bias	NOUN
gp-29	199	7	and	and	CCONJ
gp-29	199	8	ensure	ensure	VERB
gp-29	199	9	that	that	SCONJ
gp-29	199	10	the	the	DET
gp-29	199	11	models	model	NOUN
gp-29	199	12	are	be	AUX
gp-29	199	13	effective	effective	ADJ
gp-29	199	14	in	in	ADP
gp-29	199	15	identifying	identify	VERB
gp-29	199	16	potential	potential	ADJ
gp-29	199	17	contacts	contact	NOUN
gp-29	199	18	.	.	PUNCT
gp-29	200	1	conclusion	conclusion	NOUN
gp-29	200	2	american	american	PROPN
gp-29	200	3	journal	journal	PROPN
gp-29	200	4	of	of	ADP
gp-29	200	5	economic	economic	ADJ
gp-29	200	6	and	and	CCONJ
gp-29	200	7	management	management	NOUN
gp-29	200	8	business	business	NOUN
gp-29	200	9	vol	vol	NOUN
gp-29	200	10	.	.	PROPN
gp-29	201	1	2	2	NUM
gp-29	201	2	no	no	NOUN
gp-29	201	3	.	.	NOUN
gp-29	201	4	3	3	NUM
gp-29	201	5	march	march	PROPN
gp-29	201	6	2023	2023	NUM
gp-29	201	7	108	108	NUM
gp-29	201	8	machine	machine	NOUN
gp-29	201	9	learning	learning	NOUN
gp-29	201	10	has	have	AUX
gp-29	201	11	had	have	VERB
gp-29	201	12	a	a	DET
gp-29	201	13	significant	significant	ADJ
gp-29	201	14	impact	impact	NOUN
gp-29	201	15	on	on	ADP
gp-29	201	16	the	the	DET
gp-29	201	17	field	field	NOUN
gp-29	201	18	of	of	ADP
gp-29	201	19	public	public	ADJ
gp-29	201	20	health	health	NOUN
gp-29	201	21	,	,	PUNCT
gp-29	201	22	particularly	particularly	ADV
gp-29	201	23	in	in	ADP
gp-29	201	24	the	the	DET
gp-29	201	25	area	area	NOUN
gp-29	201	26	of	of	ADP
gp-29	201	27	contact	contact	NOUN
gp-29	201	28	tracing	tracing	NOUN
gp-29	201	29	.	.	PUNCT
gp-29	202	1	by	by	ADP
gp-29	202	2	leveraging	leverage	VERB
gp-29	202	3	large	large	ADJ
gp-29	202	4	amounts	amount	NOUN
gp-29	202	5	of	of	ADP
gp-29	202	6	data	datum	NOUN
gp-29	202	7	and	and	CCONJ
gp-29	202	8	advanced	advanced	ADJ
gp-29	202	9	algorithms	algorithm	NOUN
gp-29	202	10	,	,	PUNCT
gp-29	202	11	machine	machine	NOUN
gp-29	202	12	learning	learning	NOUN
gp-29	202	13	models	model	NOUN
gp-29	202	14	have	have	AUX
gp-29	202	15	helped	help	VERB
gp-29	202	16	public	public	ADJ
gp-29	202	17	health	health	NOUN
gp-29	202	18	officials	official	NOUN
gp-29	202	19	to	to	PART
gp-29	202	20	quickly	quickly	ADV
gp-29	202	21	identify	identify	VERB
gp-29	202	22	and	and	CCONJ
gp-29	202	23	isolate	isolate	VERB
gp-29	202	24	individuals	individual	NOUN
gp-29	202	25	who	who	PRON
gp-29	202	26	may	may	AUX
gp-29	202	27	have	have	AUX
gp-29	202	28	been	be	AUX
gp-29	202	29	exposed	expose	VERB
gp-29	202	30	to	to	ADP
gp-29	202	31	infectious	infectious	ADJ
gp-29	202	32	diseases	disease	NOUN
gp-29	202	33	,	,	PUNCT
gp-29	202	34	including	include	VERB
gp-29	202	35	the	the	DET
gp-29	202	36	covid-19	covid-19	PROPN
gp-29	202	37	virus	virus	NOUN
gp-29	202	38	.	.	PUNCT
gp-29	203	1	the	the	DET
gp-29	203	2	role	role	NOUN
gp-29	203	3	of	of	ADP
gp-29	203	4	machine	machine	NOUN
gp-29	203	5	learning	learn	VERB
gp-29	203	6	in	in	ADP
gp-29	203	7	contact	contact	NOUN
gp-29	203	8	tracing	tracing	NOUN
gp-29	203	9	has	have	AUX
gp-29	203	10	been	be	AUX
gp-29	203	11	multifaceted	multifacete	VERB
gp-29	203	12	.	.	PUNCT
gp-29	204	1	machine	machine	NOUN
gp-29	204	2	learning	learning	NOUN
gp-29	204	3	models	model	NOUN
gp-29	204	4	have	have	AUX
gp-29	204	5	been	be	AUX
gp-29	204	6	used	use	VERB
gp-29	204	7	to	to	PART
gp-29	204	8	develop	develop	VERB
gp-29	204	9	accurate	accurate	ADJ
gp-29	204	10	and	and	CCONJ
gp-29	204	11	efficient	efficient	ADJ
gp-29	204	12	methods	method	NOUN
gp-29	204	13	for	for	ADP
gp-29	204	14	identifying	identify	VERB
gp-29	204	15	potential	potential	ADJ
gp-29	204	16	contacts	contact	NOUN
gp-29	204	17	,	,	PUNCT
gp-29	204	18	predicting	predict	VERB
gp-29	204	19	the	the	DET
gp-29	204	20	likelihood	likelihood	NOUN
gp-29	204	21	of	of	ADP
gp-29	204	22	transmission	transmission	NOUN
gp-29	204	23	,	,	PUNCT
gp-29	204	24	and	and	CCONJ
gp-29	204	25	prioritizing	prioritize	VERB
gp-29	204	26	interventions	intervention	NOUN
gp-29	204	27	.	.	PUNCT
gp-29	205	1	they	they	PRON
gp-29	205	2	have	have	AUX
gp-29	205	3	also	also	ADV
gp-29	205	4	been	be	AUX
gp-29	205	5	used	use	VERB
gp-29	205	6	to	to	PART
gp-29	205	7	improve	improve	VERB
gp-29	205	8	data	datum	NOUN
gp-29	205	9	quality	quality	NOUN
gp-29	205	10	and	and	CCONJ
gp-29	205	11	integration	integration	NOUN
gp-29	205	12	,	,	PUNCT
gp-29	205	13	enable	enable	VERB
gp-29	205	14	real	real	ADJ
gp-29	205	15	-	-	PUNCT
gp-29	205	16	time	time	NOUN
gp-29	205	17	monitoring	monitoring	NOUN
gp-29	205	18	and	and	CCONJ
gp-29	205	19	prediction	prediction	NOUN
gp-29	205	20	,	,	PUNCT
gp-29	205	21	and	and	CCONJ
gp-29	205	22	develop	develop	VERB
gp-29	205	23	personalized	personalized	ADJ
gp-29	205	24	risk	risk	NOUN
gp-29	205	25	assessments	assessment	NOUN
gp-29	205	26	.	.	PUNCT
gp-29	206	1	despite	despite	SCONJ
gp-29	206	2	its	its	PRON
gp-29	206	3	potential	potential	ADJ
gp-29	206	4	benefits	benefit	NOUN
gp-29	206	5	,	,	PUNCT
gp-29	206	6	the	the	DET
gp-29	206	7	use	use	NOUN
gp-29	206	8	of	of	ADP
gp-29	206	9	machine	machine	NOUN
gp-29	206	10	learning	learning	NOUN
gp-29	206	11	in	in	ADP
gp-29	206	12	contact	contact	NOUN
gp-29	206	13	tracing	tracing	NOUN
gp-29	206	14	has	have	AUX
gp-29	206	15	also	also	ADV
gp-29	206	16	raised	raise	VERB
gp-29	206	17	important	important	ADJ
gp-29	206	18	ethical	ethical	ADJ
gp-29	206	19	and	and	CCONJ
gp-29	206	20	privacy	privacy	NOUN
gp-29	206	21	concerns	concern	NOUN
gp-29	206	22	.	.	PUNCT
gp-29	207	1	the	the	DET
gp-29	207	2	collection	collection	NOUN
gp-29	207	3	and	and	CCONJ
gp-29	207	4	use	use	NOUN
gp-29	207	5	of	of	ADP
gp-29	207	6	sensitive	sensitive	ADJ
gp-29	207	7	data	datum	NOUN
gp-29	207	8	has	have	AUX
gp-29	207	9	been	be	AUX
gp-29	207	10	a	a	DET
gp-29	207	11	major	major	ADJ
gp-29	207	12	challenge	challenge	NOUN
gp-29	207	13	,	,	PUNCT
gp-29	207	14	and	and	CCONJ
gp-29	207	15	there	there	PRON
gp-29	207	16	is	be	VERB
gp-29	207	17	a	a	DET
gp-29	207	18	need	need	NOUN
gp-29	207	19	for	for	ADP
gp-29	207	20	robust	robust	ADJ
gp-29	207	21	privacy	privacy	NOUN
gp-29	207	22	and	and	CCONJ
gp-29	207	23	security	security	NOUN
gp-29	207	24	protocols	protocol	NOUN
gp-29	207	25	that	that	PRON
gp-29	207	26	can	can	AUX
gp-29	207	27	ensure	ensure	VERB
gp-29	207	28	that	that	SCONJ
gp-29	207	29	sensitive	sensitive	ADJ
gp-29	207	30	data	datum	NOUN
gp-29	207	31	is	be	AUX
gp-29	207	32	protected	protect	VERB
gp-29	207	33	.	.	PUNCT
gp-29	208	1	additionally	additionally	ADV
gp-29	208	2	,	,	PUNCT
gp-29	208	3	there	there	PRON
gp-29	208	4	is	be	VERB
gp-29	208	5	a	a	DET
gp-29	208	6	need	need	NOUN
gp-29	208	7	for	for	ADP
gp-29	208	8	ethical	ethical	ADJ
gp-29	208	9	frameworks	framework	NOUN
gp-29	208	10	that	that	PRON
gp-29	208	11	can	can	AUX
gp-29	208	12	guide	guide	VERB
gp-29	208	13	the	the	DET
gp-29	208	14	use	use	NOUN
gp-29	208	15	of	of	ADP
gp-29	208	16	machine	machine	NOUN
gp-29	208	17	learning	learn	VERB
gp-29	208	18	in	in	ADP
gp-29	208	19	contact	contact	NOUN
gp-29	208	20	tracing	trace	VERB
gp-29	208	21	,	,	PUNCT
gp-29	208	22	ensuring	ensure	VERB
gp-29	208	23	that	that	SCONJ
gp-29	208	24	it	it	PRON
gp-29	208	25	is	be	AUX
gp-29	208	26	both	both	CCONJ
gp-29	208	27	effective	effective	ADJ
gp-29	208	28	and	and	CCONJ
gp-29	208	29	socially	socially	ADV
gp-29	208	30	responsible	responsible	ADJ
gp-29	208	31	.	.	PUNCT
gp-29	209	1	looking	look	VERB
gp-29	209	2	to	to	ADP
gp-29	209	3	the	the	DET
gp-29	209	4	future	future	NOUN
gp-29	209	5	,	,	PUNCT
gp-29	209	6	there	there	PRON
gp-29	209	7	are	be	VERB
gp-29	209	8	several	several	ADJ
gp-29	209	9	key	key	ADJ
gp-29	209	10	opportunities	opportunity	NOUN
gp-29	209	11	and	and	CCONJ
gp-29	209	12	challenges	challenge	NOUN
gp-29	209	13	for	for	ADP
gp-29	209	14	the	the	DET
gp-29	209	15	use	use	NOUN
gp-29	209	16	of	of	ADP
gp-29	209	17	machine	machine	NOUN
gp-29	209	18	learning	learn	VERB
gp-29	209	19	in	in	ADP
gp-29	209	20	contact	contact	NOUN
gp-29	209	21	tracing	tracing	NOUN
gp-29	209	22	.	.	PUNCT
gp-29	210	1	one	one	NUM
gp-29	210	2	of	of	ADP
gp-29	210	3	the	the	DET
gp-29	210	4	main	main	ADJ
gp-29	210	5	challenges	challenge	NOUN
gp-29	210	6	will	will	AUX
gp-29	210	7	be	be	AUX
gp-29	210	8	to	to	PART
gp-29	210	9	ensure	ensure	VERB
gp-29	210	10	that	that	SCONJ
gp-29	210	11	machine	machine	NOUN
gp-29	210	12	learning	learning	NOUN
gp-29	210	13	models	model	NOUN
gp-29	210	14	are	be	AUX
gp-29	210	15	accurate	accurate	ADJ
gp-29	210	16	and	and	CCONJ
gp-29	210	17	reliable	reliable	ADJ
gp-29	210	18	,	,	PUNCT
gp-29	210	19	and	and	CCONJ
gp-29	210	20	that	that	SCONJ
gp-29	210	21	they	they	PRON
gp-29	210	22	are	be	AUX
gp-29	210	23	able	able	ADJ
gp-29	210	24	to	to	PART
gp-29	210	25	adapt	adapt	VERB
gp-29	210	26	to	to	ADP
gp-29	210	27	changing	change	VERB
gp-29	210	28	conditions	condition	NOUN
gp-29	210	29	and	and	CCONJ
gp-29	210	30	emerging	emerge	VERB
gp-29	210	31	threats	threat	NOUN
gp-29	210	32	.	.	PUNCT
gp-29	211	1	additionally	additionally	ADV
gp-29	211	2	,	,	PUNCT
gp-29	211	3	there	there	PRON
gp-29	211	4	is	be	VERB
gp-29	211	5	a	a	DET
gp-29	211	6	need	need	NOUN
gp-29	211	7	to	to	PART
gp-29	211	8	ensure	ensure	VERB
gp-29	211	9	that	that	SCONJ
gp-29	211	10	machine	machine	NOUN
gp-29	211	11	learning	learning	NOUN
gp-29	211	12	models	model	NOUN
gp-29	211	13	are	be	AUX
gp-29	211	14	accessible	accessible	ADJ
gp-29	211	15	and	and	CCONJ
gp-29	211	16	equitable	equitable	ADJ
gp-29	211	17	,	,	PUNCT
gp-29	211	18	and	and	CCONJ
gp-29	211	19	that	that	SCONJ
gp-29	211	20	they	they	PRON
gp-29	211	21	do	do	AUX
gp-29	211	22	not	not	PART
gp-29	211	23	reinforce	reinforce	VERB
gp-29	211	24	existing	exist	VERB
gp-29	211	25	inequalities	inequality	NOUN
gp-29	211	26	in	in	ADP
gp-29	211	27	health	health	NOUN
gp-29	211	28	outcomes	outcome	NOUN
gp-29	211	29	.	.	PUNCT
gp-29	212	1	in	in	ADP
gp-29	212	2	terms	term	NOUN
gp-29	212	3	of	of	ADP
gp-29	212	4	opportunities	opportunity	NOUN
gp-29	212	5	,	,	PUNCT
gp-29	212	6	the	the	DET
gp-29	212	7	use	use	NOUN
gp-29	212	8	of	of	ADP
gp-29	212	9	machine	machine	NOUN
gp-29	212	10	learning	learning	NOUN
gp-29	212	11	in	in	ADP
gp-29	212	12	contact	contact	NOUN
gp-29	212	13	tracing	trace	VERB
gp-29	212	14	has	have	VERB
gp-29	212	15	the	the	DET
gp-29	212	16	potential	potential	NOUN
gp-29	212	17	to	to	PART
gp-29	212	18	revolutionize	revolutionize	VERB
gp-29	212	19	public	public	ADJ
gp-29	212	20	health	health	NOUN
gp-29	212	21	.	.	PUNCT
gp-29	213	1	it	it	PRON
gp-29	213	2	can	can	AUX
gp-29	213	3	help	help	VERB
gp-29	213	4	to	to	PART
gp-29	213	5	identify	identify	VERB
gp-29	213	6	and	and	CCONJ
gp-29	213	7	respond	respond	VERB
gp-29	213	8	to	to	ADP
gp-29	213	9	infectious	infectious	ADJ
gp-29	213	10	disease	disease	NOUN
gp-29	213	11	outbreaks	outbreak	NOUN
gp-29	213	12	more	more	ADV
gp-29	213	13	quickly	quickly	ADV
gp-29	213	14	and	and	CCONJ
gp-29	213	15	effectively	effectively	ADV
gp-29	213	16	,	,	PUNCT
gp-29	213	17	and	and	CCONJ
gp-29	213	18	it	it	PRON
gp-29	213	19	can	can	AUX
gp-29	213	20	enable	enable	VERB
gp-29	213	21	more	more	ADV
gp-29	213	22	targeted	targeted	ADJ
gp-29	213	23	and	and	CCONJ
gp-29	213	24	efficient	efficient	ADJ
gp-29	213	25	interventions	intervention	NOUN
gp-29	213	26	.	.	PUNCT
gp-29	214	1	additionally	additionally	ADV
gp-29	214	2	,	,	PUNCT
gp-29	214	3	machine	machine	NOUN
gp-29	214	4	learning	learning	NOUN
gp-29	214	5	can	can	AUX
gp-29	214	6	help	help	VERB
gp-29	214	7	to	to	PART
gp-29	214	8	bridge	bridge	VERB
gp-29	214	9	gaps	gap	NOUN
gp-29	214	10	in	in	ADP
gp-29	214	11	data	data	NOUN
gp-29	214	12	collection	collection	NOUN
gp-29	214	13	and	and	CCONJ
gp-29	214	14	integration	integration	NOUN
gp-29	214	15	,	,	PUNCT
gp-29	214	16	and	and	CCONJ
gp-29	214	17	can	can	AUX
gp-29	214	18	enable	enable	VERB
gp-29	214	19	more	more	ADV
gp-29	214	20	effective	effective	ADJ
gp-29	214	21	communication	communication	NOUN
gp-29	214	22	and	and	CCONJ
gp-29	214	23	collaboration	collaboration	NOUN
gp-29	214	24	between	between	ADP
gp-29	214	25	public	public	ADJ
gp-29	214	26	health	health	NOUN
gp-29	214	27	officials	official	NOUN
gp-29	214	28	and	and	CCONJ
gp-29	214	29	the	the	DET
gp-29	214	30	broader	broad	ADJ
gp-29	214	31	community	community	NOUN
gp-29	214	32	.	.	PUNCT
gp-29	215	1	in	in	ADP
gp-29	215	2	short	short	ADJ
gp-29	215	3	we	we	PRON
gp-29	215	4	can	can	AUX
gp-29	215	5	say	say	VERB
gp-29	215	6	that	that	SCONJ
gp-29	215	7	the	the	DET
gp-29	215	8	use	use	NOUN
gp-29	215	9	of	of	ADP
gp-29	215	10	machine	machine	NOUN
gp-29	215	11	learning	learning	NOUN
gp-29	215	12	in	in	ADP
gp-29	215	13	contact	contact	NOUN
gp-29	215	14	tracing	tracing	NOUN
gp-29	215	15	has	have	AUX
gp-29	215	16	had	have	VERB
gp-29	215	17	a	a	DET
gp-29	215	18	significant	significant	ADJ
gp-29	215	19	impact	impact	NOUN
gp-29	215	20	on	on	ADP
gp-29	215	21	public	public	ADJ
gp-29	215	22	health	health	NOUN
gp-29	215	23	,	,	PUNCT
gp-29	215	24	enabling	enable	VERB
gp-29	215	25	more	more	ADV
gp-29	215	26	accurate	accurate	ADJ
gp-29	215	27	,	,	PUNCT
gp-29	215	28	efficient	efficient	ADJ
gp-29	215	29	,	,	PUNCT
gp-29	215	30	and	and	CCONJ
gp-29	215	31	targeted	target	VERB
gp-29	215	32	responses	response	NOUN
gp-29	215	33	to	to	ADP
gp-29	215	34	infectious	infectious	ADJ
gp-29	215	35	disease	disease	NOUN
gp-29	215	36	outbreaks	outbreak	NOUN
gp-29	215	37	.	.	PUNCT
gp-29	216	1	looking	look	VERB
gp-29	216	2	to	to	ADP
gp-29	216	3	the	the	DET
gp-29	216	4	future	future	NOUN
gp-29	216	5	,	,	PUNCT
gp-29	216	6	there	there	PRON
gp-29	216	7	are	be	VERB
gp-29	216	8	several	several	ADJ
gp-29	216	9	key	key	ADJ
gp-29	216	10	opportunities	opportunity	NOUN
gp-29	216	11	and	and	CCONJ
gp-29	216	12	challenges	challenge	NOUN
gp-29	216	13	for	for	ADP
gp-29	216	14	the	the	DET
gp-29	216	15	use	use	NOUN
gp-29	216	16	of	of	ADP
gp-29	216	17	machine	machine	NOUN
gp-29	216	18	learning	learn	VERB
gp-29	216	19	in	in	ADP
gp-29	216	20	contact	contact	NOUN
gp-29	216	21	tracing	tracing	NOUN
gp-29	216	22	,	,	PUNCT
gp-29	216	23	and	and	CCONJ
gp-29	216	24	it	it	PRON
gp-29	216	25	will	will	AUX
gp-29	216	26	be	be	AUX
gp-29	216	27	important	important	ADJ
gp-29	216	28	to	to	PART
gp-29	216	29	develop	develop	VERB
gp-29	216	30	strategies	strategy	NOUN
gp-29	216	31	and	and	CCONJ
gp-29	216	32	frameworks	framework	NOUN
gp-29	216	33	that	that	PRON
gp-29	216	34	can	can	AUX
gp-29	216	35	ensure	ensure	VERB
gp-29	216	36	that	that	SCONJ
gp-29	216	37	its	its	PRON
gp-29	216	38	benefits	benefit	NOUN
gp-29	216	39	are	be	AUX
gp-29	216	40	maximized	maximize	VERB
gp-29	216	41	while	while	SCONJ
gp-29	216	42	its	its	PRON
gp-29	216	43	risks	risk	NOUN
gp-29	216	44	are	be	AUX
gp-29	216	45	minimized	minimize	VERB
gp-29	216	46	.	.	PUNCT
gp-29	217	1	by	by	ADP
gp-29	217	2	doing	do	VERB
gp-29	217	3	so	so	ADV
gp-29	217	4	,	,	PUNCT
gp-29	217	5	it	it	PRON
gp-29	217	6	is	be	AUX
gp-29	217	7	possible	possible	ADJ
gp-29	217	8	to	to	PART
gp-29	217	9	leverage	leverage	VERB
gp-29	217	10	the	the	DET
gp-29	217	11	power	power	NOUN
gp-29	217	12	of	of	ADP
gp-29	217	13	machine	machine	NOUN
gp-29	217	14	learning	learn	VERB
gp-29	217	15	to	to	PART
gp-29	217	16	protect	protect	VERB
gp-29	217	17	public	public	ADJ
gp-29	217	18	health	health	NOUN
gp-29	217	19	and	and	CCONJ
gp-29	217	20	improve	improve	VERB
gp-29	217	21	health	health	NOUN
gp-29	217	22	outcomes	outcome	NOUN
gp-29	217	23	for	for	ADP
gp-29	217	24	all	all	DET
gp-29	217	25	references	reference	NOUN
gp-29	217	26	alison	alison	PROPN
gp-29	217	27	,	,	PUNCT
gp-29	217	28	l.	l.	PROPN
gp-29	217	29	j.	j.	PROPN
gp-29	217	30	,	,	PUNCT
gp-29	217	31	alison	alison	PROPN
gp-29	217	32	,	,	PUNCT
gp-29	217	33	e.	e.	PROPN
gp-29	217	34	,	,	PUNCT
gp-29	217	35	noone	noone	PROPN
gp-29	217	36	,	,	PUNCT
gp-29	217	37	g.	g.	PROPN
gp-29	217	38	,	,	PUNCT
gp-29	217	39	elntib	elntib	PROPN
gp-29	217	40	,	,	PUNCT
gp-29	217	41	s.	s.	PROPN
gp-29	217	42	,	,	PUNCT
gp-29	217	43	&	&	CCONJ
gp-29	217	44	christiansen	christiansen	PROPN
gp-29	217	45	,	,	PUNCT
gp-29	217	46	p.	p.	NOUN
gp-29	217	47	(	(	PUNCT
gp-29	217	48	2013	2013	NUM
gp-29	217	49	)	)	PUNCT
gp-29	217	50	.	.	PUNCT
gp-29	218	1	why	why	SCONJ
gp-29	218	2	tough	tough	ADJ
gp-29	218	3	tactics	tactic	NOUN
gp-29	218	4	fail	fail	VERB
gp-29	218	5	and	and	CCONJ
gp-29	218	6	rapport	rapport	NOUN
gp-29	218	7	gets	get	VERB
gp-29	218	8	results	result	NOUN
gp-29	218	9	:	:	PUNCT
gp-29	218	10	observing	observe	VERB
gp-29	218	11	rapport	rapport	NOUN
gp-29	218	12	-	-	PUNCT
gp-29	218	13	based	base	VERB
gp-29	218	14	interpersonal	interpersonal	ADJ
gp-29	218	15	techniques	technique	NOUN
gp-29	218	16	(	(	PUNCT
gp-29	218	17	orbit	orbit	NOUN
gp-29	218	18	)	)	PUNCT
gp-29	218	19	to	to	PART
gp-29	218	20	generate	generate	VERB
gp-29	218	21	useful	useful	ADJ
gp-29	218	22	information	information	NOUN
gp-29	218	23	from	from	ADP
gp-29	218	24	terrorists	terrorist	NOUN
gp-29	218	25	.	.	PUNCT
gp-29	219	1	psychology	psychology	NOUN
gp-29	219	2	,	,	PUNCT
gp-29	219	3	public	public	ADJ
gp-29	219	4	policy	policy	NOUN
gp-29	219	5	,	,	PUNCT
gp-29	219	6	and	and	CCONJ
gp-29	219	7	law	law	NOUN
gp-29	219	8	,	,	PUNCT
gp-29	219	9	19(4	19(4	PROPN
gp-29	219	10	)	)	PUNCT
gp-29	219	11	,	,	PUNCT
gp-29	219	12	411	411	NUM
gp-29	219	13	.	.	PUNCT
gp-29	219	14	sridhar	sridhar	PROPN
gp-29	219	15	,	,	PUNCT
gp-29	219	16	k.	k.	PROPN
gp-29	219	17	,	,	PUNCT
gp-29	219	18	yeruva	yeruva	PROPN
gp-29	219	19	,	,	PUNCT
gp-29	219	20	a.	a.	PROPN
gp-29	219	21	r.	r.	PROPN
gp-29	219	22	,	,	PUNCT
gp-29	219	23	renjith	renjith	NOUN
gp-29	219	24	,	,	PUNCT
gp-29	219	25	p.	p.	PROPN
gp-29	219	26	n.	n.	PROPN
gp-29	219	27	,	,	PUNCT
gp-29	219	28	dixit	dixit	PROPN
gp-29	219	29	,	,	PUNCT
gp-29	219	30	a.	a.	PROPN
gp-29	219	31	,	,	PUNCT
gp-29	219	32	jamshed	jamshe	VERB
gp-29	219	33	,	,	PUNCT
gp-29	219	34	a.	a.	PROPN
gp-29	219	35	,	,	PUNCT
gp-29	219	36	&	&	CCONJ
gp-29	219	37	rastogi	rastogi	PROPN
gp-29	219	38	,	,	PUNCT
gp-29	219	39	r.	r.	PROPN
gp-29	219	40	(	(	PUNCT
gp-29	219	41	2022	2022	NUM
gp-29	219	42	)	)	PUNCT
gp-29	219	43	.	.	PUNCT
gp-29	220	1	enhanced	enhance	VERB
gp-29	220	2	machine	machine	NOUN
gp-29	220	3	learning	learn	VERB
gp-29	220	4	algorithms	algorithm	NOUN
gp-29	220	5	lightweight	lightweight	VERB
gp-29	220	6	ensemble	ensemble	ADJ
gp-29	220	7	classification	classification	NOUN
gp-29	220	8	of	of	ADP
gp-29	220	9	normal	normal	ADJ
gp-29	220	10	versus	versus	ADP
gp-29	220	11	leukemic	leukemic	PROPN
gp-29	220	12	cel	cel	PROPN
gp-29	220	13	.	.	PROPN
gp-29	220	14	journal	journal	PROPN
gp-29	220	15	of	of	ADP
gp-29	220	16	pharmaceutical	pharmaceutical	ADJ
gp-29	220	17	negative	negative	ADJ
gp-29	220	18	results	result	NOUN
gp-29	220	19	,	,	PUNCT
gp-29	220	20	496	496	NUM
gp-29	220	21	–	–	PUNCT
gp-29	220	22	505	505	NUM
gp-29	220	23	.	.	PUNCT
gp-29	221	1	almerigogna	almerigogna	PROPN
gp-29	221	2	,	,	PUNCT
gp-29	221	3	j.	j.	PROPN
gp-29	221	4	,	,	PUNCT
gp-29	221	5	ost	ost	PROPN
gp-29	221	6	,	,	PUNCT
gp-29	221	7	j.	j.	PROPN
gp-29	221	8	,	,	PUNCT
gp-29	221	9	akehurst	akehurst	PROPN
gp-29	221	10	,	,	PUNCT
gp-29	221	11	l.	l.	PROPN
gp-29	221	12	,	,	PUNCT
gp-29	221	13	&	&	CCONJ
gp-29	221	14	fluck	fluck	PROPN
gp-29	221	15	,	,	PUNCT
gp-29	221	16	m.	m.	NOUN
gp-29	221	17	(	(	PUNCT
gp-29	221	18	2008	2008	NUM
gp-29	221	19	)	)	PUNCT
gp-29	221	20	.	.	PUNCT
gp-29	222	1	how	how	SCONJ
gp-29	222	2	interviewers	interviewer	NOUN
gp-29	222	3	’	'	PUNCT
gp-29	222	4	nonverbal	nonverbal	ADJ
gp-29	222	5	behaviors	behavior	NOUN
gp-29	222	6	can	can	AUX
gp-29	222	7	affect	affect	VERB
gp-29	222	8	children	child	NOUN
gp-29	222	9	’s	’s	PART
gp-29	222	10	perceptions	perception	NOUN
gp-29	222	11	and	and	CCONJ
gp-29	222	12	suggestibility	suggestibility	NOUN
gp-29	222	13	.	.	PUNCT
gp-29	223	1	journal	journal	PROPN
gp-29	223	2	of	of	ADP
gp-29	223	3	experimental	experimental	ADJ
gp-29	223	4	child	child	NOUN
gp-29	223	5	psychology	psychology	NOUN
gp-29	223	6	,	,	PUNCT
gp-29	223	7	100(1	100(1	NUM
gp-29	223	8	)	)	PUNCT
gp-29	223	9	,	,	PUNCT
gp-29	223	10	17–39	17–39	NUM
gp-29	223	11	.	.	PUNCT
gp-29	224	1	https://doi.org/10.1016j.jecp.2008.01.006	https://doi.org/10.1016j.jecp.2008.01.006	PROPN
gp-29	224	2	moazzam	moazzam	NOUN
gp-29	224	3	siddiq	siddiq	X
gp-29	224	4	109	109	NUM
gp-29	224	5	anderson	anderson	PROPN
gp-29	224	6	,	,	PUNCT
gp-29	224	7	j.	j.	PROPN
gp-29	224	8	r.	r.	PROPN
gp-29	224	9	(	(	PUNCT
gp-29	224	10	1983	1983	NUM
gp-29	224	11	)	)	PUNCT
gp-29	224	12	.	.	PUNCT
gp-29	225	1	a	a	DET
gp-29	225	2	spreading	spread	VERB
gp-29	225	3	activation	activation	NOUN
gp-29	225	4	theory	theory	NOUN
gp-29	225	5	of	of	ADP
gp-29	225	6	memory	memory	NOUN
gp-29	225	7	.	.	PUNCT
gp-29	226	1	journal	journal	PROPN
gp-29	226	2	of	of	ADP
gp-29	226	3	verbal	verbal	ADJ
gp-29	226	4	learning	learning	NOUN
gp-29	226	5	and	and	CCONJ
gp-29	226	6	verbal	verbal	ADJ
gp-29	226	7	behavior	behavior	NOUN
gp-29	226	8	,	,	PUNCT
gp-29	226	9	22,261–295	22,261–295	NUM
gp-29	226	10	.	.	PUNCT
gp-29	227	1	attridge	attridge	PROPN
gp-29	227	2	,	,	PUNCT
gp-29	227	3	n.	n.	NOUN
gp-29	227	4	,	,	PUNCT
gp-29	227	5	pickering	pickering	PROPN
gp-29	227	6	,	,	PUNCT
gp-29	227	7	j.	j.	PROPN
gp-29	227	8	,	,	PUNCT
gp-29	227	9	inglis	inglis	PROPN
gp-29	227	10	,	,	PUNCT
gp-29	227	11	m.	m.	NOUN
gp-29	227	12	,	,	PUNCT
gp-29	227	13	keogh	keogh	PROPN
gp-29	227	14	,	,	PUNCT
gp-29	227	15	e.	e.	PROPN
gp-29	227	16	,	,	PUNCT
gp-29	227	17	&	&	CCONJ
gp-29	227	18	eccleston	eccleston	PROPN
gp-29	227	19	,	,	PUNCT
gp-29	227	20	c.	c.	PROPN
gp-29	227	21	(	(	PUNCT
gp-29	227	22	2019	2019	NUM
gp-29	227	23	)	)	PUNCT
gp-29	227	24	.	.	PUNCT
gp-29	228	1	people	people	NOUN
gp-29	228	2	in	in	ADP
gp-29	228	3	pain	pain	NOUN
gp-29	228	4	make	make	VERB
gp-29	228	5	poorer	poor	ADJ
gp-29	228	6	decisions	decision	NOUN
gp-29	228	7	.	.	PUNCT
gp-29	229	1	pain,160(7	pain,160(7	NOUN
gp-29	229	2	)	)	PUNCT
gp-29	229	3	,	,	PUNCT
gp-29	229	4	1662–1669	1662–1669	NUM
gp-29	229	5	.	.	PUNCT
gp-29	230	1	https://doi.org/1097/j.pain.0000000000001542	https://doi.org/1097/j.pain.0000000000001542	ADP
gp-29	230	2	patil	patil	PROPN
gp-29	230	3	,	,	PUNCT
gp-29	230	4	s.	s.	PROPN
gp-29	230	5	m.	m.	PROPN
gp-29	230	6	,	,	PUNCT
gp-29	230	7	raut	raut	PROPN
gp-29	230	8	,	,	PUNCT
gp-29	230	9	c.	c.	PROPN
gp-29	230	10	m.	m.	NOUN
gp-29	230	11	,	,	PUNCT
gp-29	230	12	pande	pande	NOUN
gp-29	230	13	,	,	PUNCT
gp-29	230	14	a.	a.	NOUN
gp-29	230	15	p.	p.	NOUN
gp-29	230	16	,	,	PUNCT
gp-29	230	17	yeruva	yeruva	PROPN
gp-29	230	18	,	,	PUNCT
gp-29	230	19	a.	a.	PROPN
gp-29	230	20	r.	r.	PROPN
gp-29	230	21	,	,	PUNCT
gp-29	230	22	&	&	CCONJ
gp-29	230	23	morwani	morwani	PROPN
gp-29	230	24	,	,	PUNCT
gp-29	230	25	h.	h.	PROPN
gp-29	230	26	(	(	PUNCT
gp-29	230	27	2022	2022	NUM
gp-29	230	28	)	)	PUNCT
gp-29	230	29	.	.	PUNCT
gp-29	231	1	an	an	DET
gp-29	231	2	efficient	efficient	ADJ
gp-29	231	3	approach	approach	NOUN
gp-29	231	4	for	for	ADP
gp-29	231	5	object	object	NOUN
gp-29	231	6	detection	detection	NOUN
gp-29	231	7	using	use	VERB
gp-29	231	8	deep	deep	ADJ
gp-29	231	9	learning	learning	NOUN
gp-29	231	10	.	.	PUNCT
gp-29	232	1	journal	journal	PROPN
gp-29	232	2	of	of	ADP
gp-29	232	3	pharmaceutical	pharmaceutical	ADJ
gp-29	232	4	negative	negative	ADJ
gp-29	232	5	results	result	NOUN
gp-29	232	6	,	,	PUNCT
gp-29	232	7	563	563	NUM
gp-29	232	8	-	-	SYM
gp-29	232	9	572	572	NUM
gp-29	232	10	.	.	PUNCT
gp-29	232	11	baicker	baicker	PROPN
gp-29	232	12	,	,	PUNCT
gp-29	232	13	k.	k.	PROPN
gp-29	232	14	,	,	PUNCT
gp-29	232	15	dube	dube	PROPN
gp-29	232	16	,	,	PUNCT
gp-29	232	17	o.	o.	PROPN
gp-29	232	18	,	,	PUNCT
gp-29	232	19	mullainathan	mullainathan	PROPN
gp-29	232	20	,	,	PUNCT
gp-29	232	21	s.	s.	PROPN
gp-29	232	22	,	,	PUNCT
gp-29	232	23	pope	pope	PROPN
gp-29	232	24	,	,	PUNCT
gp-29	232	25	d.	d.	PROPN
gp-29	232	26	,	,	PUNCT
gp-29	232	27	&	&	CCONJ
gp-29	232	28	wezerek	wezerek	PROPN
gp-29	232	29	,	,	PUNCT
gp-29	232	30	g.(2020	g.(2020	PROPN
gp-29	232	31	,	,	PUNCT
gp-29	232	32	may	may	AUX
gp-29	232	33	6	6	NUM
gp-29	232	34	)	)	PUNCT
gp-29	232	35	.	.	PUNCT
gp-29	233	1	is	be	AUX
gp-29	233	2	it	it	PRON
gp-29	233	3	safer	safe	ADJ
gp-29	233	4	to	to	PART
gp-29	233	5	visit	visit	VERB
gp-29	233	6	a	a	DET
gp-29	233	7	coffee	coffee	NOUN
gp-29	233	8	shop	shop	NOUN
gp-29	233	9	or	or	CCONJ
gp-29	233	10	gym?the	gym?the	DET
gp-29	233	11	new	new	PROPN
gp-29	233	12	york	york	PROPN
gp-29	233	13	times	times	PROPN
gp-29	233	14	.	.	PUNCT
gp-29	234	1	https://www.nytimes.com/interac	https://www.nytimes.com/interac	DET
gp-29	234	2	beaumont	beaumont	NOUN
gp-29	234	3	,	,	PUNCT
gp-29	234	4	p.	p.	NOUN
gp-29	234	5	(	(	PUNCT
gp-29	234	6	2020	2020	NUM
gp-29	234	7	,	,	PUNCT
gp-29	234	8	april	april	PROPN
gp-29	234	9	21	21	NUM
gp-29	234	10	)	)	PUNCT
gp-29	234	11	.	.	PUNCT
gp-29	235	1	belli	belli	PROPN
gp-29	235	2	,	,	PUNCT
gp-29	235	3	r.	r.	PROPN
gp-29	235	4	f.	f.	PROPN
gp-29	235	5	,	,	PUNCT
gp-29	235	6	agrawal	agrawal	PROPN
gp-29	235	7	,	,	PUNCT
gp-29	235	8	s.	s.	PROPN
gp-29	235	9	,	,	PUNCT
gp-29	235	10	&	&	CCONJ
gp-29	235	11	bilgen	bilgen	PROPN
gp-29	235	12	,	,	PUNCT
gp-29	235	13	i.	i.	PROPN
gp-29	235	14	(	(	PUNCT
gp-29	235	15	2012	2012	NUM
gp-29	235	16	)	)	PUNCT
gp-29	235	17	.	.	PUNCT
gp-29	236	1	health	health	NOUN
gp-29	236	2	status	status	NOUN
gp-29	236	3	and	and	CCONJ
gp-29	236	4	disability	disability	NOUN
gp-29	236	5	comparisons	comparison	NOUN
gp-29	236	6	between	between	ADP
gp-29	236	7	cati	cati	PROPN
gp-29	236	8	calendar	calendar	NOUN
gp-29	236	9	and	and	CCONJ
gp-29	236	10	conventional	conventional	ADJ
gp-29	236	11	questionnaire	questionnaire	NOUN
gp-29	236	12	instruments	instrument	NOUN
gp-29	236	13	.	.	PUNCT
gp-29	237	1	quality	quality	NOUN
gp-29	237	2	&	&	CCONJ
gp-29	237	3	quantity	quantity	NOUN
gp-29	237	4	,	,	PUNCT
gp-29	237	5	46	46	NUM
gp-29	237	6	,	,	PUNCT
gp-29	237	7	813–828	813–828	NUM
gp-29	237	8	.	.	PUNCT
gp-29	238	1	https://doi.org/10.1007/s11135-010-9415-8	https://doi.org/10.1007/s11135-010-9415-8	PROPN
gp-29	238	2	belli	belli	PROPN
gp-29	238	3	,	,	PUNCT
gp-29	238	4	r.	r.	PROPN
gp-29	238	5	f.	f.	PROPN
gp-29	238	6	,	,	PUNCT
gp-29	238	7	shay	shay	PROPN
gp-29	238	8	,	,	PUNCT
gp-29	238	9	w.	w.	PROPN
gp-29	238	10	,	,	PUNCT
gp-29	238	11	&	&	CCONJ
gp-29	238	12	stafford	stafford	PROPN
gp-29	238	13	,	,	PUNCT
gp-29	238	14	f.	f.	PROPN
gp-29	238	15	(	(	PUNCT
gp-29	238	16	2001	2001	NUM
gp-29	238	17	)	)	PUNCT
gp-29	238	18	.	.	PUNCT
gp-29	239	1	event	event	NOUN
gp-29	239	2	history	history	NOUN
gp-29	239	3	calendars	calendar	NOUN
gp-29	239	4	and	and	CCONJ
gp-29	239	5	question	question	NOUN
gp-29	239	6	list	list	NOUN
gp-29	239	7	surveys	survey	NOUN
gp-29	239	8	:	:	PUNCT
gp-29	239	9	a	a	DET
gp-29	239	10	direct	direct	ADJ
gp-29	239	11	comparison	comparison	NOUN
gp-29	239	12	of	of	ADP
gp-29	239	13	interviewing	interview	VERB
gp-29	239	14	methods	method	NOUN
gp-29	239	15	.	.	PUNCT
gp-29	240	1	public	public	ADJ
gp-29	240	2	opinion	opinion	NOUN
gp-29	240	3	quarterly	quarterly	ADV
gp-29	240	4	,	,	PUNCT
gp-29	240	5	65(1),45–74	65(1),45–74	NUM
gp-29	240	6	.	.	PUNCT
gp-29	241	1	https://doi.org/10.1086/320037	https://doi.org/10.1086/320037	X
gp-29	241	2	belli	belli	PROPN
gp-29	241	3	,	,	PUNCT
gp-29	241	4	r.	r.	PROPN
gp-29	241	5	f.	f.	PROPN
gp-29	241	6	,	,	PUNCT
gp-29	241	7	stafford	stafford	PROPN
gp-29	241	8	,	,	PUNCT
gp-29	241	9	f.	f.	PROPN
gp-29	241	10	p.	p.	PROPN
gp-29	241	11	,	,	PUNCT
gp-29	241	12	&	&	CCONJ
gp-29	241	13	alwin	alwin	PROPN
gp-29	241	14	,	,	PUNCT
gp-29	241	15	d.	d.	PROPN
gp-29	241	16	f.	f.	PROPN
gp-29	241	17	(	(	PUNCT
gp-29	241	18	2009	2009	NUM
gp-29	241	19	)	)	PUNCT
gp-29	241	20	.	.	PUNCT
gp-29	242	1	calendar	calendar	NOUN
gp-29	242	2	and	and	CCONJ
gp-29	242	3	time	time	NOUN
gp-29	242	4	diary	diary	NOUN
gp-29	242	5	:	:	PUNCT
gp-29	242	6	methods	method	NOUN
gp-29	242	7	in	in	ADP
gp-29	242	8	life	life	NOUN
gp-29	242	9	course	course	NOUN
gp-29	242	10	research	research	NOUN
gp-29	242	11	.	.	PUNCT
gp-29	243	1	sage	sage	NOUN
gp-29	243	2	.	.	PUNCT
gp-29	244	1	brewer	brewer	PROPN
gp-29	244	2	,	,	PUNCT
gp-29	244	3	d.	d.	PROPN
gp-29	244	4	d.	d.	PROPN
gp-29	244	5	,	,	PUNCT
gp-29	244	6	potterat	potterat	PROPN
gp-29	244	7	,	,	PUNCT
gp-29	244	8	j.	j.	PROPN
gp-29	244	9	j.	j.	PROPN
gp-29	244	10	,	,	PUNCT
gp-29	244	11	muth	muth	PROPN
gp-29	244	12	,	,	PUNCT
gp-29	244	13	s.	s.	PROPN
gp-29	244	14	q.	q.	PROPN
gp-29	244	15	,	,	PUNCT
gp-29	244	16	malone	malone	PROPN
gp-29	244	17	,	,	PUNCT
gp-29	244	18	p.	p.	NOUN
gp-29	244	19	z.	z.	PROPN
gp-29	244	20	,	,	PUNCT
gp-29	244	21	montoya	montoya	PROPN
gp-29	244	22	,	,	PUNCT
gp-29	244	23	p.	p.	PROPN
gp-29	244	24	,	,	PUNCT
gp-29	244	25	green	green	PROPN
gp-29	244	26	,	,	PUNCT
gp-29	244	27	d.	d.	PROPN
gp-29	244	28	l.	l.	PROPN
gp-29	244	29	,	,	PUNCT
gp-29	244	30	rodgers	rodger	VERB
gp-29	244	31	,	,	PUNCT
gp-29	244	32	h.	h.	PROPN
gp-29	244	33	l.	l.	PROPN
gp-29	244	34	,	,	PUNCT
gp-29	244	35	&	&	CCONJ
gp-29	244	36	cox	cox	PROPN
gp-29	244	37	,	,	PUNCT
gp-29	244	38	p.	p.	NOUN
gp-29	244	39	a.	a.	NOUN
gp-29	245	1	(	(	PUNCT
gp-29	245	2	2005	2005	NUM
gp-29	245	3	)	)	PUNCT
gp-29	245	4	.	.	PUNCT
gp-29	246	1	randomized	randomize	VERB
gp-29	246	2	trial	trial	NOUN
gp-29	246	3	of	of	ADP
gp-29	246	4	supplementary	supplementary	ADJ
gp-29	246	5	interviewing	interviewing	NOUN
gp-29	246	6	techniques	technique	NOUN
gp-29	246	7	to	to	PART
gp-29	246	8	enhance	enhance	VERB
gp-29	246	9	recall	recall	NOUN
gp-29	246	10	of	of	ADP
gp-29	246	11	sexual	sexual	ADJ
gp-29	246	12	partners	partner	NOUN
gp-29	246	13	in	in	ADP
gp-29	246	14	contact	contact	NOUN
gp-29	246	15	interviews	interview	NOUN
gp-29	246	16	.	.	PUNCT
gp-29	247	1	sexually	sexually	ADV
gp-29	247	2	transmitted	transmit	VERB
gp-29	247	3	diseases	disease	NOUN
gp-29	247	4	,	,	PUNCT
gp-29	247	5	32(3	32(3	NUM
gp-29	247	6	)	)	PUNCT
gp-29	247	7	,	,	PUNCT
gp-29	247	8	189–193	189–193	NUM
gp-29	247	9	.	.	PUNCT
gp-29	247	10	brown	brown	PROPN
gp-29	247	11	,	,	PUNCT
gp-29	247	12	g.	g.	PROPN
gp-29	247	13	d.	d.	PROPN
gp-29	247	14	a.	a.	PROPN
gp-29	247	15	,	,	PUNCT
gp-29	247	16	&	&	CCONJ
gp-29	247	17	chater	chater	PROPN
gp-29	247	18	,	,	PUNCT
gp-29	247	19	n.	n.	PROPN
gp-29	247	20	(	(	PUNCT
gp-29	247	21	2001	2001	NUM
gp-29	247	22	)	)	PUNCT
gp-29	247	23	.	.	PUNCT
gp-29	248	1	the	the	DET
gp-29	248	2	chronologicalorganisation	chronologicalorganisation	NOUN
gp-29	248	3	of	of	ADP
gp-29	248	4	memory	memory	NOUN
gp-29	248	5	:	:	PUNCT
gp-29	248	6	common	common	ADJ
gp-29	248	7	psychological	psychological	ADJ
gp-29	248	8	foundations	foundation	NOUN
gp-29	248	9	for	for	ADP
gp-29	248	10	remembering	remembering	NOUN
gp-29	248	11	and	and	CCONJ
gp-29	248	12	timing	timing	NOUN
gp-29	248	13	.	.	PUNCT
gp-29	249	1	in	in	ADP
gp-29	249	2	c.	c.	PROPN
gp-29	249	3	hoerl	hoerl	PROPN
gp-29	249	4	&	&	CCONJ
gp-29	249	5	t.	t.	PROPN
gp-29	249	6	mccormack	mccormack	PROPN
gp-29	249	7	(	(	PUNCT
gp-29	249	8	eds	eds	PROPN
gp-29	249	9	.	.	PUNCT
gp-29	249	10	)	)	PUNCT
gp-29	249	11	,	,	PUNCT
gp-29	249	12	time	time	NOUN
gp-29	249	13	and	and	CCONJ
gp-29	249	14	memory	memory	NOUN
gp-29	249	15	:	:	PUNCT
gp-29	249	16	issues	issue	NOUN
gp-29	249	17	in	in	ADP
gp-29	249	18	philosophy	philosophy	NOUN
gp-29	249	19	and	and	CCONJ
gp-29	249	20	psychology	psychology	NOUN
gp-29	249	21	(	(	PUNCT
gp-29	249	22	pp	pp	ADJ
gp-29	249	23	.	.	PUNCT
gp-29	250	1	77–110	77–110	NUM
gp-29	250	2	)	)	PUNCT
gp-29	250	3	.	.	PUNCT
gp-29	251	1	oxford	oxford	PROPN
gp-29	251	2	university	university	PROPN
gp-29	251	3	press	press	NOUN
gp-29	251	4	.	.	PUNCT
gp-29	252	1	centers	center	NOUN
gp-29	252	2	for	for	ADP
gp-29	252	3	disease	disease	NOUN
gp-29	252	4	control	control	NOUN
gp-29	252	5	and	and	CCONJ
gp-29	252	6	prevention	prevention	NOUN
gp-29	252	7	.	.	PUNCT
gp-29	253	1	(	(	PUNCT
gp-29	253	2	2020	2020	NUM
gp-29	253	3	,	,	PUNCT
gp-29	253	4	july18	july18	NOUN
gp-29	253	5	)	)	PUNCT
gp-29	253	6	.	.	PUNCT
gp-29	254	1	appendices	appendix	NOUN
gp-29	254	2	.	.	PUNCT
gp-29	255	1	u.s	u.s	PROPN
gp-29	255	2	.	.	PROPN
gp-29	255	3	department	department	PROPN
gp-29	255	4	of	of	ADP
gp-29	255	5	health	health	PROPN
gp-29	255	6	and	and	CCONJ
gp-29	255	7	human	human	PROPN
gp-29	255	8	services	services	PROPN
gp-29	255	9	rana	rana	PROPN
gp-29	255	10	,	,	PUNCT
gp-29	255	11	a.	a.	PROPN
gp-29	255	12	,	,	PUNCT
gp-29	255	13	reddy	reddy	PROPN
gp-29	255	14	,	,	PUNCT
gp-29	255	15	a.	a.	NOUN
gp-29	255	16	,	,	PUNCT
gp-29	255	17	shrivastava	shrivastava	PROPN
gp-29	255	18	,	,	PUNCT
gp-29	255	19	a.	a.	NOUN
gp-29	255	20	,	,	PUNCT
gp-29	255	21	verma	verma	PROPN
gp-29	255	22	,	,	PUNCT
gp-29	255	23	d.	d.	PROPN
gp-29	255	24	,	,	PUNCT
gp-29	255	25	ansari	ansari	PROPN
gp-29	255	26	,	,	PUNCT
gp-29	255	27	m.	m.	NOUN
gp-29	255	28	s.	s.	PROPN
gp-29	255	29	,	,	PUNCT
gp-29	255	30	&	&	CCONJ
gp-29	255	31	singh	singh	PROPN
gp-29	255	32	,	,	PUNCT
gp-29	255	33	d.	d.	PROPN
gp-29	255	34	(	(	PUNCT
gp-29	255	35	2022	2022	NUM
gp-29	255	36	,	,	PUNCT
gp-29	255	37	october	october	PROPN
gp-29	255	38	)	)	PUNCT
gp-29	255	39	.	.	PUNCT
gp-29	256	1	secure	secure	VERB
gp-29	256	2	and	and	CCONJ
gp-29	256	3	smart	smart	ADJ
gp-29	256	4	healthcare	healthcare	NOUN
gp-29	256	5	system	system	NOUN
gp-29	256	6	using	use	VERB
gp-29	256	7	iot	iot	NOUN
gp-29	256	8	and	and	CCONJ
gp-29	256	9	deep	deep	ADJ
gp-29	256	10	learning	learning	NOUN
gp-29	256	11	models	model	NOUN
gp-29	256	12	.	.	PUNCT
gp-29	257	1	in	in	ADP
gp-29	257	2	2022	2022	NUM
gp-29	257	3	2nd	2nd	ADJ
gp-29	257	4	international	international	ADJ
gp-29	257	5	conference	conference	NOUN
gp-29	257	6	on	on	ADP
gp-29	257	7	technological	technological	ADJ
gp-29	257	8	advancements	advancement	NOUN
gp-29	257	9	in	in	ADP
gp-29	257	10	computational	computational	ADJ
gp-29	257	11	sciences	science	NOUN
gp-29	257	12	(	(	PUNCT
gp-29	257	13	ictacs	ictac	NOUN
gp-29	257	14	)	)	PUNCT
gp-29	257	15	(	(	PUNCT
gp-29	257	16	pp	pp	ADJ
gp-29	257	17	.	.	PUNCT
gp-29	258	1	915	915	NUM
gp-29	258	2	-	-	NUM
gp-29	258	3	922	922	NUM
gp-29	258	4	)	)	PUNCT
gp-29	258	5	.	.	PUNCT
gp-29	259	1	ieee	ieee	PROPN
gp-29	259	2	.	.	PUNCT
gp-29	260	1	charman	charman	PROPN
gp-29	260	2	,	,	PUNCT
gp-29	260	3	s.	s.	PROPN
gp-29	260	4	,	,	PUNCT
gp-29	260	5	matuku	matuku	PROPN
gp-29	260	6	,	,	PUNCT
gp-29	260	7	k.	k.	PROPN
gp-29	260	8	,	,	PUNCT
gp-29	260	9	&	&	CCONJ
gp-29	260	10	mosser	mosser	PROPN
gp-29	260	11	,	,	PUNCT
gp-29	260	12	a.	a.	NOUN
gp-29	260	13	(	(	PUNCT
gp-29	260	14	2019	2019	NUM
gp-29	260	15	)	)	PUNCT
gp-29	260	16	.	.	PUNCT
gp-29	261	1	the	the	DET
gp-29	261	2	psychology	psychology	NOUN
gp-29	261	3	of	of	ADP
gp-29	261	4	alibis	alibi	NOUN
gp-29	261	5	.	.	PUNCT
gp-29	262	1	in	in	ADP
gp-29	262	2	b.	b.	PROPN
gp-29	262	3	h.	h.	PROPN
gp-29	262	4	bornstein	bornstein	PROPN
gp-29	262	5	&	&	CCONJ
gp-29	262	6	m.	m.	PROPN
gp-29	262	7	k.	k.	PROPN
gp-29	262	8	miller	miller	PROPN
gp-29	262	9	(	(	PUNCT
gp-29	262	10	eds	eds	PROPN
gp-29	262	11	.	.	PUNCT
gp-29	262	12	)	)	PUNCT
gp-29	262	13	,	,	PUNCT
gp-29	262	14	advances	advance	NOUN
gp-29	262	15	in	in	ADP
gp-29	262	16	psychology	psychology	NOUN
gp-29	262	17	and	and	CCONJ
gp-29	262	18	law	law	NOUN
gp-29	262	19	(	(	PUNCT
gp-29	262	20	vol	vol	NOUN
gp-29	262	21	.	.	NOUN
gp-29	263	1	4	4	NUM
gp-29	263	2	,	,	PUNCT
gp-29	263	3	pp	pp	ADJ
gp-29	263	4	.	.	PUNCT
gp-29	264	1	41	41	NUM
gp-29	264	2	–	–	PUNCT
gp-29	264	3	72	72	NUM
gp-29	264	4	)	)	PUNCT
gp-29	264	5	.	.	PUNCT
gp-29	265	1	springer	springer	NOUN
gp-29	265	2	.	.	PUNCT
gp-29	266	1	collins	collins	PROPN
gp-29	266	2	,	,	PUNCT
gp-29	266	3	k.	k.	PROPN
gp-29	266	4	,	,	PUNCT
gp-29	266	5	&	&	CCONJ
gp-29	266	6	carthy	carthy	PROPN
gp-29	266	7	,	,	PUNCT
gp-29	266	8	n.	n.	PROPN
gp-29	266	9	(	(	PUNCT
gp-29	266	10	2018	2018	NUM
gp-29	266	11	)	)	PUNCT
gp-29	266	12	.	.	PUNCT
gp-29	267	1	no	no	DET
gp-29	267	2	rapport	rapport	NOUN
gp-29	267	3	,	,	PUNCT
gp-29	267	4	no	no	DET
gp-29	267	5	comment	comment	NOUN
gp-29	267	6	:	:	PUNCT
gp-29	267	7	the	the	DET
gp-29	267	8	relationship	relationship	NOUN
gp-29	267	9	between	between	ADP
gp-29	267	10	rapport	rapport	NOUN
gp-29	267	11	and	and	CCONJ
gp-29	267	12	communication	communication	NOUN
gp-29	267	13	during	during	ADP
gp-29	267	14	investigative	investigative	ADJ
gp-29	267	15	interviews	interview	NOUN
gp-29	267	16	with	with	ADP
gp-29	267	17	suspects	suspect	NOUN
gp-29	267	18	.	.	PUNCT
gp-29	268	1	journal	journal	NOUN
gp-29	268	2	of	of	ADP
gp-29	268	3	investigative	investigative	ADJ
gp-29	268	4	psychology	psychology	NOUN
gp-29	268	5	and	and	CCONJ
gp-29	268	6	offender	offender	NOUN
gp-29	268	7	profiling	profiling	NOUN
gp-29	268	8	,	,	PUNCT
gp-29	268	9	16(1	16(1	NUM
gp-29	268	10	)	)	PUNCT
gp-29	268	11	,	,	PUNCT
gp-29	268	12	18–31	18–31	NUM
gp-29	268	13	.	.	PUNCT
gp-29	269	1	https://doi.org/10.1002/jip.1	https://doi.org/10.1002/jip.1	NOUN
gp-29	269	2	copyright	copyright	NOUN
gp-29	269	3	holders	holder	NOUN
gp-29	269	4	:	:	PUNCT
gp-29	269	5	moazzam	moazzam	NOUN
gp-29	269	6	siddiq	siddiq	X
gp-29	269	7	(	(	PUNCT
gp-29	269	8	2023	2023	NUM
gp-29	269	9	)	)	PUNCT
gp-29	269	10	first	first	ADJ
gp-29	269	11	publication	publication	NOUN
gp-29	269	12	right	right	NOUN
gp-29	269	13	:	:	PUNCT
gp-29	269	14	ajemb	ajemb	PROPN
gp-29	269	15	–	–	PUNCT
gp-29	269	16	american	american	ADJ
gp-29	269	17	journal	journal	PROPN
gp-29	269	18	of	of	ADP
gp-29	269	19	economic	economic	ADJ
gp-29	269	20	and	and	CCONJ
gp-29	269	21	management	management	NOUN
gp-29	269	22	business	business	NOUN
gp-29	269	23	american	american	PROPN
gp-29	269	24	journal	journal	PROPN
gp-29	269	25	of	of	ADP
gp-29	269	26	economic	economic	ADJ
gp-29	269	27	and	and	CCONJ
gp-29	269	28	management	management	NOUN
gp-29	269	29	business	business	NOUN
gp-29	269	30	vol	vol	NOUN
gp-29	269	31	.	.	PROPN
gp-29	269	32	2	2	NUM
gp-29	269	33	no	no	NOUN
gp-29	269	34	.	.	NOUN
gp-29	269	35	3	3	NUM
gp-29	269	36	march	march	PROPN
gp-29	269	37	2023	2023	NUM
gp-29	269	38	110	110	NUM