id	sid	tid	token	lemma	pos
american_scientific_journal-12080	1	1	330	330	NUM
american_scientific_journal-12080	1	2	american	american	ADJ
american_scientific_journal-12080	1	3	academic	academic	ADJ
american_scientific_journal-12080	1	4	scientific	scientific	ADJ
american_scientific_journal-12080	1	5	research	research	NOUN
american_scientific_journal-12080	1	6	journal	journal	NOUN
american_scientific_journal-12080	1	7	for	for	ADP
american_scientific_journal-12080	1	8	engineering	engineering	NOUN
american_scientific_journal-12080	1	9	,	,	PUNCT
american_scientific_journal-12080	1	10	technology	technology	NOUN
american_scientific_journal-12080	1	11	,	,	PUNCT
american_scientific_journal-12080	1	12	and	and	CCONJ
american_scientific_journal-12080	1	13	sciences	sciences	PROPN
american_scientific_journal-12080	1	14	issn	issn	PROPN
american_scientific_journal-12080	1	15	(	(	PUNCT
american_scientific_journal-12080	1	16	print	print	NOUN
american_scientific_journal-12080	1	17	)	)	PUNCT
american_scientific_journal-12080	1	18	2313	2313	NUM
american_scientific_journal-12080	1	19	-	-	SYM
american_scientific_journal-12080	1	20	4410	4410	NUM
american_scientific_journal-12080	1	21	,	,	PUNCT
american_scientific_journal-12080	1	22	issn	issn	PROPN
american_scientific_journal-12080	1	23	(	(	PUNCT
american_scientific_journal-12080	1	24	online	online	ADJ
american_scientific_journal-12080	1	25	)	)	PUNCT
american_scientific_journal-12080	1	26	2313	2313	NUM
american_scientific_journal-12080	1	27	-	-	SYM
american_scientific_journal-12080	1	28	4402	4402	NUM
american_scientific_journal-12080	1	29	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-12080	1	30	testing	testing	NOUN
american_scientific_journal-12080	1	31	methods	method	NOUN
american_scientific_journal-12080	1	32	for	for	ADP
american_scientific_journal-12080	1	33	machine	machine	NOUN
american_scientific_journal-12080	1	34	learning	learn	VERB
american_scientific_journal-12080	1	35	systems	system	NOUN
american_scientific_journal-12080	1	36	:	:	PUNCT
american_scientific_journal-12080	1	37	from	from	ADP
american_scientific_journal-12080	1	38	data	data	NOUN
american_scientific_journal-12080	1	39	validation	validation	NOUN
american_scientific_journal-12080	1	40	to	to	PART
american_scientific_journal-12080	1	41	model	model	NOUN
american_scientific_journal-12080	1	42	evaluation	evaluation	NOUN
american_scientific_journal-12080	1	43	kochetov	kochetov	PROPN
american_scientific_journal-12080	1	44	dmitrii	dmitrii	PROPN
american_scientific_journal-12080	1	45	*	*	PROPN
american_scientific_journal-12080	1	46	independent	independent	ADJ
american_scientific_journal-12080	1	47	researcher	researcher	NOUN
american_scientific_journal-12080	1	48	,	,	PUNCT
american_scientific_journal-12080	1	49	moscow	moscow	PROPN
american_scientific_journal-12080	1	50	,	,	PUNCT
american_scientific_journal-12080	1	51	russia	russia	NOUN
american_scientific_journal-12080	1	52	email:k.dmi2016@yandex.ru	email:k.dmi2016@yandex.ru	VERB
american_scientific_journal-12080	1	53	abstract	abstract	NOUN
american_scientific_journal-12080	1	54	as	as	SCONJ
american_scientific_journal-12080	1	55	machine	machine	NOUN
american_scientific_journal-12080	1	56	-	-	PUNCT
american_scientific_journal-12080	1	57	learning	learn	VERB
american_scientific_journal-12080	1	58	systems	system	NOUN
american_scientific_journal-12080	1	59	penetrate	penetrate	VERB
american_scientific_journal-12080	1	60	domains	domain	NOUN
american_scientific_journal-12080	1	61	with	with	ADP
american_scientific_journal-12080	1	62	tangible	tangible	ADJ
american_scientific_journal-12080	1	63	human	human	ADJ
american_scientific_journal-12080	1	64	and	and	CCONJ
american_scientific_journal-12080	1	65	economic	economic	ADJ
american_scientific_journal-12080	1	66	consequences	consequence	NOUN
american_scientific_journal-12080	1	67	,	,	PUNCT
american_scientific_journal-12080	1	68	conventional	conventional	ADJ
american_scientific_journal-12080	1	69	specification	specification	NOUN
american_scientific_journal-12080	1	70	-	-	PUNCT
american_scientific_journal-12080	1	71	driven	drive	VERB
american_scientific_journal-12080	1	72	software	software	NOUN
american_scientific_journal-12080	1	73	testing	testing	NOUN
american_scientific_journal-12080	1	74	proves	prove	VERB
american_scientific_journal-12080	1	75	inadequate	inadequate	ADJ
american_scientific_journal-12080	1	76	for	for	ADP
american_scientific_journal-12080	1	77	artefacts	artefact	NOUN
american_scientific_journal-12080	1	78	whose	whose	DET
american_scientific_journal-12080	1	79	behaviour	behaviour	NOUN
american_scientific_journal-12080	1	80	is	be	AUX
american_scientific_journal-12080	1	81	stochastic	stochastic	ADJ
american_scientific_journal-12080	1	82	and	and	CCONJ
american_scientific_journal-12080	1	83	tightly	tightly	ADV
american_scientific_journal-12080	1	84	coupled	couple	VERB
american_scientific_journal-12080	1	85	to	to	ADP
american_scientific_journal-12080	1	86	data	datum	NOUN
american_scientific_journal-12080	1	87	distributions	distribution	NOUN
american_scientific_journal-12080	1	88	.	.	PUNCT
american_scientific_journal-12080	2	1	quality	quality	NOUN
american_scientific_journal-12080	2	2	,	,	PUNCT
american_scientific_journal-12080	2	3	therefore	therefore	ADV
american_scientific_journal-12080	2	4	,	,	PUNCT
american_scientific_journal-12080	2	5	requires	require	VERB
american_scientific_journal-12080	2	6	a	a	DET
american_scientific_journal-12080	2	7	multi	multi	ADJ
american_scientific_journal-12080	2	8	-	-	ADJ
american_scientific_journal-12080	2	9	axis	axis	ADJ
american_scientific_journal-12080	2	10	conception	conception	NOUN
american_scientific_journal-12080	2	11	:	:	PUNCT
american_scientific_journal-12080	2	12	not	not	PART
american_scientific_journal-12080	2	13	merely	merely	ADV
american_scientific_journal-12080	2	14	point	point	VERB
american_scientific_journal-12080	2	15	estimates	estimate	NOUN
american_scientific_journal-12080	2	16	of	of	ADP
american_scientific_journal-12080	2	17	predictive	predictive	ADJ
american_scientific_journal-12080	2	18	accuracy	accuracy	NOUN
american_scientific_journal-12080	2	19	but	but	CCONJ
american_scientific_journal-12080	2	20	an	an	DET
american_scientific_journal-12080	2	21	integrated	integrated	ADJ
american_scientific_journal-12080	2	22	appraisal	appraisal	NOUN
american_scientific_journal-12080	2	23	that	that	SCONJ
american_scientific_journal-12080	2	24	spans	span	VERB
american_scientific_journal-12080	2	25	nominal	nominal	ADJ
american_scientific_journal-12080	2	26	performance	performance	NOUN
american_scientific_journal-12080	2	27	,	,	PUNCT
american_scientific_journal-12080	2	28	resilience	resilience	NOUN
american_scientific_journal-12080	2	29	to	to	PART
american_scientific_journal-12080	2	30	input	input	VERB
american_scientific_journal-12080	2	31	degradation	degradation	NOUN
american_scientific_journal-12080	2	32	,	,	PUNCT
american_scientific_journal-12080	2	33	and	and	CCONJ
american_scientific_journal-12080	2	34	measures	measure	NOUN
american_scientific_journal-12080	2	35	of	of	ADP
american_scientific_journal-12080	2	36	group	group	NOUN
american_scientific_journal-12080	2	37	-	-	PUNCT
american_scientific_journal-12080	2	38	level	level	NOUN
american_scientific_journal-12080	2	39	parity	parity	NOUN
american_scientific_journal-12080	2	40	.	.	PUNCT
american_scientific_journal-12080	3	1	this	this	DET
american_scientific_journal-12080	3	2	study	study	NOUN
american_scientific_journal-12080	3	3	employs	employ	VERB
american_scientific_journal-12080	3	4	a	a	DET
american_scientific_journal-12080	3	5	mixed	mixed	ADJ
american_scientific_journal-12080	3	6	-	-	PUNCT
american_scientific_journal-12080	3	7	methodology	methodology	NOUN
american_scientific_journal-12080	3	8	approach	approach	NOUN
american_scientific_journal-12080	3	9	,	,	PUNCT
american_scientific_journal-12080	3	10	combining	combine	VERB
american_scientific_journal-12080	3	11	a	a	DET
american_scientific_journal-12080	3	12	structured	structured	ADJ
american_scientific_journal-12080	3	13	literature	literature	NOUN
american_scientific_journal-12080	3	14	review	review	NOUN
american_scientific_journal-12080	3	15	with	with	ADP
american_scientific_journal-12080	3	16	empirical	empirical	ADJ
american_scientific_journal-12080	3	17	case	case	NOUN
american_scientific_journal-12080	3	18	analysis	analysis	NOUN
american_scientific_journal-12080	3	19	.	.	PUNCT
american_scientific_journal-12080	4	1	the	the	DET
american_scientific_journal-12080	4	2	empirically	empirically	ADV
american_scientific_journal-12080	4	3	taken	take	VERB
american_scientific_journal-12080	4	4	dataset	dataset	NOUN
american_scientific_journal-12080	4	5	used	use	VERB
american_scientific_journal-12080	4	6	is	be	AUX
american_scientific_journal-12080	4	7	uci	uci	PROPN
american_scientific_journal-12080	4	8	adult	adult	PROPN
american_scientific_journal-12080	4	9	.	.	PUNCT
american_scientific_journal-12080	5	1	it	it	PRON
american_scientific_journal-12080	5	2	has	have	VERB
american_scientific_journal-12080	5	3	a	a	DET
american_scientific_journal-12080	5	4	baseline	baseline	NOUN
american_scientific_journal-12080	5	5	for	for	ADP
american_scientific_journal-12080	5	6	logistic	logistic	ADJ
american_scientific_journal-12080	5	7	regression	regression	NOUN
american_scientific_journal-12080	5	8	implemented	implement	VERB
american_scientific_journal-12080	5	9	(	(	PUNCT
american_scientific_journal-12080	5	10	python	python	NOUN
american_scientific_journal-12080	5	11	3.10	3.10	NUM
american_scientific_journal-12080	5	12	;	;	PUNCT
american_scientific_journal-12080	5	13	scikit	scikit	NOUN
american_scientific_journal-12080	5	14	-	-	PUNCT
american_scientific_journal-12080	5	15	learn	learn	VERB
american_scientific_journal-12080	5	16	1.3	1.3	NUM
american_scientific_journal-12080	5	17	)	)	PUNCT
american_scientific_journal-12080	5	18	under	under	ADP
american_scientific_journal-12080	5	19	five	five	NUM
american_scientific_journal-12080	5	20	scenarios	scenario	NOUN
american_scientific_journal-12080	5	21	:	:	PUNCT
american_scientific_journal-12080	5	22	baseline	baseline	NOUN
american_scientific_journal-12080	5	23	,	,	PUNCT
american_scientific_journal-12080	5	24	typos	typo	NOUN
american_scientific_journal-12080	5	25	—	—	PUNCT
american_scientific_journal-12080	5	26	5	5	NUM
american_scientific_journal-12080	5	27	%	%	NOUN
american_scientific_journal-12080	5	28	random	random	ADJ
american_scientific_journal-12080	5	29	character	character	NOUN
american_scientific_journal-12080	5	30	replacement	replacement	NOUN
american_scientific_journal-12080	5	31	noise	noise	NOUN
american_scientific_journal-12080	5	32	in	in	ADP
american_scientific_journal-12080	5	33	categorical	categorical	ADJ
american_scientific_journal-12080	5	34	fields	field	NOUN
american_scientific_journal-12080	5	35	,	,	PUNCT
american_scientific_journal-12080	5	36	noise	noise	NOUN
american_scientific_journal-12080	5	37	—	—	PUNCT
american_scientific_journal-12080	5	38	numerical	numerical	ADJ
american_scientific_journal-12080	5	39	feature	feature	NOUN
american_scientific_journal-12080	5	40	perturbed	perturb	VERB
american_scientific_journal-12080	5	41	by	by	ADP
american_scientific_journal-12080	5	42	gaussian	gaussian	ADJ
american_scientific_journal-12080	5	43	distribution	distribution	NOUN
american_scientific_journal-12080	5	44	where	where	SCONJ
american_scientific_journal-12080	5	45	σ	σ	X
american_scientific_journal-12080	5	46	=	=	SYM
american_scientific_journal-12080	5	47	0.5	0.5	NUM
american_scientific_journal-12080	5	48	,	,	PUNCT
american_scientific_journal-12080	5	49	drift	drift	NOUN
american_scientific_journal-12080	5	50	—	—	PUNCT
american_scientific_journal-12080	5	51	10	10	NUM
american_scientific_journal-12080	5	52	%	%	NOUN
american_scientific_journal-12080	5	53	of	of	ADP
american_scientific_journal-12080	5	54	test	test	NOUN
american_scientific_journal-12080	5	55	examples	example	NOUN
american_scientific_journal-12080	5	56	replaced	replace	VERB
american_scientific_journal-12080	5	57	with	with	ADP
american_scientific_journal-12080	5	58	instances	instance	NOUN
american_scientific_journal-12080	5	59	from	from	ADP
american_scientific_journal-12080	5	60	another	another	DET
american_scientific_journal-12080	5	61	demographic	demographic	ADJ
american_scientific_journal-12080	5	62	subgroup	subgroup	NOUN
american_scientific_journal-12080	5	63	,	,	PUNCT
american_scientific_journal-12080	5	64	bias	bias	NOUN
american_scientific_journal-12080	5	65	-	-	PUNCT
american_scientific_journal-12080	5	66	mitigation	mitigation	NOUN
american_scientific_journal-12080	5	67	—	—	PUNCT
american_scientific_journal-12080	5	68	post	post	ADJ
american_scientific_journal-12080	5	69	-	-	ADJ
american_scientific_journal-12080	5	70	processing	processing	NOUN
american_scientific_journal-12080	5	71	with	with	ADP
american_scientific_journal-12080	5	72	calibrated	calibrate	VERB
american_scientific_journal-12080	5	73	equalized	equalize	VERB
american_scientific_journal-12080	5	74	odds	odd	NOUN
american_scientific_journal-12080	5	75	(	(	PUNCT
american_scientific_journal-12080	5	76	aif360	aif360	PROPN
american_scientific_journal-12080	5	77	0.5.0	0.5.0	NUM
american_scientific_journal-12080	5	78	)	)	PUNCT
american_scientific_journal-12080	5	79	.	.	PUNCT
american_scientific_journal-12080	6	1	predictive	predictive	ADJ
american_scientific_journal-12080	6	2	quality	quality	NOUN
american_scientific_journal-12080	6	3	is	be	AUX
american_scientific_journal-12080	6	4	measured	measure	VERB
american_scientific_journal-12080	6	5	based	base	VERB
american_scientific_journal-12080	6	6	on	on	ADP
american_scientific_journal-12080	6	7	accuracy	accuracy	NOUN
american_scientific_journal-12080	6	8	and	and	CCONJ
american_scientific_journal-12080	6	9	roc	roc	NOUN
american_scientific_journal-12080	6	10	-	-	PUNCT
american_scientific_journal-12080	6	11	auc	auc	NOUN
american_scientific_journal-12080	6	12	;	;	PUNCT
american_scientific_journal-12080	6	13	fairness	fairness	NOUN
american_scientific_journal-12080	6	14	on	on	ADP
american_scientific_journal-12080	6	15	two	two	NUM
american_scientific_journal-12080	6	16	simple	simple	ADJ
american_scientific_journal-12080	6	17	metrics	metric	NOUN
american_scientific_journal-12080	6	18	:	:	PUNCT
american_scientific_journal-12080	6	19	demographic	demographic	ADJ
american_scientific_journal-12080	6	20	parity	parity	NOUN
american_scientific_journal-12080	6	21	gap	gap	NOUN
american_scientific_journal-12080	6	22	dpg	dpg	PROPN
american_scientific_journal-12080	6	23	and	and	CCONJ
american_scientific_journal-12080	6	24	equalized	equalize	VERB
american_scientific_journal-12080	6	25	odds	odd	NOUN
american_scientific_journal-12080	6	26	gap	gap	NOUN
american_scientific_journal-12080	6	27	eog	eog	NOUN
american_scientific_journal-12080	6	28	.	.	PUNCT
american_scientific_journal-12080	7	1	all	all	DET
american_scientific_journal-12080	7	2	five	five	NUM
american_scientific_journal-12080	7	3	scenarios	scenario	NOUN
american_scientific_journal-12080	7	4	are	be	AUX
american_scientific_journal-12080	7	5	run	run	VERB
american_scientific_journal-12080	7	6	five	five	NUM
american_scientific_journal-12080	7	7	times	time	NOUN
american_scientific_journal-12080	7	8	to	to	PART
american_scientific_journal-12080	7	9	average	average	VERB
american_scientific_journal-12080	7	10	out	out	ADP
american_scientific_journal-12080	7	11	possible	possible	ADJ
american_scientific_journal-12080	7	12	sampling	sample	VERB
american_scientific_journal-12080	7	13	variation	variation	NOUN
american_scientific_journal-12080	7	14	in	in	ADP
american_scientific_journal-12080	7	15	results	result	NOUN
american_scientific_journal-12080	7	16	.	.	PUNCT
american_scientific_journal-12080	8	1	the	the	DET
american_scientific_journal-12080	8	2	model	model	NOUN
american_scientific_journal-12080	8	3	gets	get	VERB
american_scientific_journal-12080	8	4	an	an	DET
american_scientific_journal-12080	8	5	accuracy	accuracy	NOUN
american_scientific_journal-12080	8	6	of	of	ADP
american_scientific_journal-12080	8	7	0.835	0.835	NUM
american_scientific_journal-12080	8	8	and	and	CCONJ
american_scientific_journal-12080	8	9	roc	roc	NOUN
american_scientific_journal-12080	8	10	-	-	PUNCT
american_scientific_journal-12080	8	11	auc	auc	NOUN
american_scientific_journal-12080	8	12	of	of	ADP
american_scientific_journal-12080	8	13	0.918	0.918	NUM
american_scientific_journal-12080	8	14	under	under	ADP
american_scientific_journal-12080	8	15	clean	clean	ADJ
american_scientific_journal-12080	8	16	conditions	condition	NOUN
american_scientific_journal-12080	8	17	with	with	ADP
american_scientific_journal-12080	8	18	a	a	DET
american_scientific_journal-12080	8	19	fairness	fairness	NOUN
american_scientific_journal-12080	8	20	deficit	deficit	NOUN
american_scientific_journal-12080	8	21	that	that	PRON
american_scientific_journal-12080	8	22	is	be	AUX
american_scientific_journal-12080	8	23	demonstrably	demonstrably	ADV
american_scientific_journal-12080	8	24	measurable	measurable	ADJ
american_scientific_journal-12080	8	25	by	by	ADP
american_scientific_journal-12080	8	26	group	group	NOUN
american_scientific_journal-12080	8	27	inequity	inequity	NOUN
american_scientific_journal-12080	8	28	when	when	SCONJ
american_scientific_journal-12080	8	29	aggregate	aggregate	ADJ
american_scientific_journal-12080	8	30	discrimination	discrimination	NOUN
american_scientific_journal-12080	8	31	-	-	PUNCT
american_scientific_journal-12080	8	32	agnostic	agnostic	ADJ
american_scientific_journal-12080	8	33	performance	performance	NOUN
american_scientific_journal-12080	8	34	is	be	AUX
american_scientific_journal-12080	8	35	high;	high;	NOUN
american_scientific_journal-12080	8	36	dpg	dpg	PROPN
american_scientific_journal-12080	8	37	=	=	PROPN
american_scientific_journal-12080	8	38	0.029	0.029	NUM
american_scientific_journal-12080	8	39	,	,	PUNCT
american_scientific_journal-12080	8	40	eog	eog	PROPN
american_scientific_journal-12080	8	41	=	=	SYM
american_scientific_journal-12080	8	42	0.040	0.040	NUM
american_scientific_journal-12080	8	43	.	.	PUNCT
american_scientific_journal-12080	9	1	typographical	typographical	ADJ
american_scientific_journal-12080	9	2	noise	noise	NOUN
american_scientific_journal-12080	9	3	does	do	AUX
american_scientific_journal-12080	9	4	not	not	PART
american_scientific_journal-12080	9	5	change	change	VERB
american_scientific_journal-12080	9	6	accuracy	accuracy	NOUN
american_scientific_journal-12080	9	7	;	;	PUNCT
american_scientific_journal-12080	9	8	it	it	PRON
american_scientific_journal-12080	9	9	stays	stay	VERB
american_scientific_journal-12080	9	10	at	at	ADP
american_scientific_journal-12080	9	11	0.835	0.835	NUM
american_scientific_journal-12080	9	12	with	with	ADP
american_scientific_journal-12080	9	13	the	the	DET
american_scientific_journal-12080	9	14	same	same	ADJ
american_scientific_journal-12080	9	15	small	small	ADJ
american_scientific_journal-12080	9	16	but	but	CCONJ
american_scientific_journal-12080	9	17	consistent	consistent	ADJ
american_scientific_journal-12080	9	18	gap	gap	NOUN
american_scientific_journal-12080	9	19	remaining	remain	VERB
american_scientific_journal-12080	9	20	(	(	PUNCT
american_scientific_journal-12080	9	21	eog	eog	PROPN
american_scientific_journal-12080	9	22	=	=	PUNCT
american_scientific_journal-12080	9	23	0.039	0.039	NUM
american_scientific_journal-12080	9	24	)	)	PUNCT
american_scientific_journal-12080	9	25	,	,	PUNCT
american_scientific_journal-12080	9	26	thereby	thereby	ADV
american_scientific_journal-12080	9	27	showing	show	VERB
american_scientific_journal-12080	9	28	one	one	NUM
american_scientific_journal-12080	9	29	‘	'	PUNCT
american_scientific_journal-12080	9	30	surface	surface	NOUN
american_scientific_journal-12080	9	31	-	-	PUNCT
american_scientific_journal-12080	9	32	metric	metric	ADJ
american_scientific_journal-12080	9	33	’	'	PUNCT
american_scientific_journal-12080	9	34	failure	failure	NOUN
american_scientific_journal-12080	9	35	mode	mode	NOUN
american_scientific_journal-12080	9	36	where	where	SCONJ
american_scientific_journal-12080	9	37	unaccounted	unaccounted	ADJ
american_scientific_journal-12080	9	38	ethical	ethical	ADJ
american_scientific_journal-12080	9	39	risk	risk	NOUN
american_scientific_journal-12080	9	40	goes	go	VERB
american_scientific_journal-12080	9	41	into	into	ADP
american_scientific_journal-12080	9	42	the	the	DET
american_scientific_journal-12080	9	43	metrics	metric	NOUN
american_scientific_journal-12080	9	44	reported	report	VERB
american_scientific_journal-12080	9	45	,	,	PUNCT
american_scientific_journal-12080	9	46	say	say	VERB
american_scientific_journal-12080	9	47	as	as	ADP
american_scientific_journal-12080	9	48	accuracy	accuracy	NOUN
american_scientific_journal-12080	9	49	.	.	PUNCT
american_scientific_journal-12080	10	1	applicative	applicative	ADJ
american_scientific_journal-12080	10	2	noise	noise	NOUN
american_scientific_journal-12080	10	3	and	and	CCONJ
american_scientific_journal-12080	10	4	distributional	distributional	ADJ
american_scientific_journal-12080	10	5	shift	shift	NOUN
american_scientific_journal-12080	10	6	reduce	reduce	VERB
american_scientific_journal-12080	10	7	predictive	predictive	ADJ
american_scientific_journal-12080	10	8	competence	competence	NOUN
american_scientific_journal-12080	10	9	(	(	PUNCT
american_scientific_journal-12080	10	10	accuracy	accuracy	NOUN
american_scientific_journal-12080	10	11	=	=	SYM
american_scientific_journal-12080	10	12	0.781	0.781	NUM
american_scientific_journal-12080	10	13	and	and	CCONJ
american_scientific_journal-12080	10	14	0.801	0.801	NUM
american_scientific_journal-12080	10	15	;	;	PUNCT
american_scientific_journal-12080	10	16	roc	roc	NOUN
american_scientific_journal-12080	10	17	-	-	PUNCT
american_scientific_journal-12080	10	18	auc	auc	NOUN
american_scientific_journal-12080	10	19	=	=	NOUN
american_scientific_journal-12080	10	20	0.869	0.869	NUM
american_scientific_journal-12080	10	21	and	and	CCONJ
american_scientific_journal-12080	10	22	0.876	0.876	NUM
american_scientific_journal-12080	10	23	)	)	PUNCT
american_scientific_journal-12080	10	24	while	while	SCONJ
american_scientific_journal-12080	10	25	drift	drift	NOUN
american_scientific_journal-12080	10	26	magnifies	magnify	VERB
american_scientific_journal-12080	10	27	between	between	ADP
american_scientific_journal-12080	10	28	-	-	PUNCT
american_scientific_journal-12080	10	29	group	group	NOUN
american_scientific_journal-12080	10	30	error	error	NOUN
american_scientific_journal-12080	10	31	imbalances	imbalance	NOUN
american_scientific_journal-12080	10	32	such	such	ADJ
american_scientific_journal-12080	10	33	that	that	DET
american_scientific_journal-12080	10	34	vulnerability	vulnerability	NOUN
american_scientific_journal-12080	10	35	is	be	AUX
american_scientific_journal-12080	10	36	asymmetric	asymmetric	ADJ
american_scientific_journal-12080	10	37	on	on	ADP
american_scientific_journal-12080	10	38	protected	protect	VERB
american_scientific_journal-12080	10	39	groups	group	NOUN
american_scientific_journal-12080	10	40	(	(	PUNCT
american_scientific_journal-12080	10	41	eog	eog	PROPN
american_scientific_journal-12080	10	42	rising	rise	VERB
american_scientific_journal-12080	10	43	to	to	ADP
american_scientific_journal-12080	10	44	0.065	0.065	NUM
american_scientific_journal-12080	10	45	)	)	PUNCT
american_scientific_journal-12080	10	46	.	.	PUNCT
american_scientific_journal-12080	11	1	calibrated	calibrate	VERB
american_scientific_journal-12080	11	2	applying	apply	VERB
american_scientific_journal-12080	11	3	equalized	equalize	VERB
american_scientific_journal-12080	11	4	odds	odd	NOUN
american_scientific_journal-12080	11	5	removes	remove	VERB
american_scientific_journal-12080	11	6	the	the	DET
american_scientific_journal-12080	11	7	measured	measure	VERB
american_scientific_journal-12080	11	8	equalized	equalize	VERB
american_scientific_journal-12080	11	9	odds	odd	NOUN
american_scientific_journal-12080	11	10	gap	gap	NOUN
american_scientific_journal-12080	11	11	(	(	PUNCT
american_scientific_journal-12080	11	12	eog	eog	PROPN
american_scientific_journal-12080	11	13	back	back	ADV
american_scientific_journal-12080	11	14	to	to	ADP
american_scientific_journal-12080	11	15	zero	zero	NUM
american_scientific_journal-12080	11	16	)	)	PUNCT
american_scientific_journal-12080	11	17	with	with	ADP
american_scientific_journal-12080	11	18	only	only	ADV
american_scientific_journal-12080	11	19	a	a	DET
american_scientific_journal-12080	11	20	minimal	minimal	ADJ
american_scientific_journal-12080	11	21	reduction	reduction	NOUN
american_scientific_journal-12080	11	22	in	in	ADP
american_scientific_journal-12080	11	23	maximal	maximal	ADJ
american_scientific_journal-12080	11	24	accuracy	accuracy	NOUN
american_scientific_journal-12080	11	25	,	,	PUNCT
american_scientific_journal-12080	11	26	decreasing	decrease	VERB
american_scientific_journal-12080	11	27	from	from	ADP
american_scientific_journal-12080	11	28	the	the	DET
american_scientific_journal-12080	11	29	baseline	baseline	NOUN
american_scientific_journal-12080	11	30	by	by	ADP
american_scientific_journal-12080	11	31	just	just	ADV
american_scientific_journal-12080	11	32	one	one	NUM
american_scientific_journal-12080	11	33	basis	basis	NOUN
american_scientific_journal-12080	11	34	point	point	NOUN
american_scientific_journal-12080	11	35	to	to	PART
american_scientific_journal-12080	11	36	now	now	ADV
american_scientific_journal-12080	11	37	be	be	AUX
american_scientific_journal-12080	11	38	one	one	NUM
american_scientific_journal-12080	11	39	less	less	ADJ
american_scientific_journal-12080	11	40	than	than	ADP
american_scientific_journal-12080	11	41	the	the	DET
american_scientific_journal-12080	11	42	maximum	maximum	ADJ
american_scientific_journal-12080	11	43	possible	possible	ADJ
american_scientific_journal-12080	11	44	.	.	PUNCT
american_scientific_journal-12080	12	1	however	however	ADV
american_scientific_journal-12080	12	2	,	,	PUNCT
american_scientific_journal-12080	12	3	it	it	PRON
american_scientific_journal-12080	12	4	also	also	ADV
american_scientific_journal-12080	12	5	leads	lead	VERB
american_scientific_journal-12080	12	6	to	to	ADP
american_scientific_journal-12080	12	7	increased	increase	VERB
american_scientific_journal-12080	12	8	demographic	demographic	ADJ
american_scientific_journal-12080	12	9	parity	parity	NOUN
american_scientific_journal-12080	12	10	gaps	gap	NOUN
american_scientific_journal-12080	12	11	and	and	CCONJ
american_scientific_journal-12080	12	12	rising	rise	VERB
american_scientific_journal-12080	12	13	dpg	dpg	PROPN
american_scientific_journal-12080	12	14	,	,	PUNCT
american_scientific_journal-12080	12	15	which	which	PRON
american_scientific_journal-12080	12	16	continues	continue	VERB
american_scientific_journal-12080	12	17	to	to	PART
american_scientific_journal-12080	12	18	grow	grow	VERB
american_scientific_journal-12080	12	19	further	far	ADV
american_scientific_journal-12080	12	20	.	.	PUNCT
american_scientific_journal-12080	13	1	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-12080	13	2	received	receive	VERB
american_scientific_journal-12080	13	3	:	:	PUNCT
american_scientific_journal-12080	13	4	8/23/2025	8/23/2025	NUM
american_scientific_journal-12080	13	5	accepted	accept	VERB
american_scientific_journal-12080	13	6	:	:	PUNCT
american_scientific_journal-12080	13	7	10/23/2025	10/23/2025	NUM
american_scientific_journal-12080	13	8	published	publish	VERB
american_scientific_journal-12080	13	9	:	:	PUNCT
american_scientific_journal-12080	13	10	11/1/2025	11/1/2025	NUM
american_scientific_journal-12080	13	11	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-12080	13	12	*	*	PUNCT
american_scientific_journal-12080	14	1	corresponding	correspond	VERB
american_scientific_journal-12080	14	2	author	author	NOUN
american_scientific_journal-12080	14	3	.	.	PUNCT
american_scientific_journal-12080	15	1	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-12080	15	2	american	american	PROPN
american_scientific_journal-12080	15	3	academic	academic	PROPN
american_scientific_journal-12080	15	4	scientific	scientific	ADJ
american_scientific_journal-12080	15	5	research	research	NOUN
american_scientific_journal-12080	15	6	journal	journal	NOUN
american_scientific_journal-12080	15	7	for	for	ADP
american_scientific_journal-12080	15	8	engineering	engineering	NOUN
american_scientific_journal-12080	15	9	,	,	PUNCT
american_scientific_journal-12080	15	10	technology	technology	NOUN
american_scientific_journal-12080	15	11	,	,	PUNCT
american_scientific_journal-12080	15	12	and	and	CCONJ
american_scientific_journal-12080	15	13	sciences	science	NOUN
american_scientific_journal-12080	15	14	(	(	PUNCT
american_scientific_journal-12080	15	15	asrjets	asrjet	NOUN
american_scientific_journal-12080	15	16	)	)	PUNCT
american_scientific_journal-12080	15	17	volume	volume	NOUN
american_scientific_journal-12080	15	18	103	103	NUM
american_scientific_journal-12080	15	19	,	,	PUNCT
american_scientific_journal-12080	15	20	no	no	DET
american_scientific_journal-12080	15	21	1	1	NUM
american_scientific_journal-12080	15	22	,	,	PUNCT
american_scientific_journal-12080	15	23	pp	pp	ADV
american_scientific_journal-12080	15	24	330	330	NUM
american_scientific_journal-12080	15	25	-	-	SYM
american_scientific_journal-12080	15	26	342	342	NUM
american_scientific_journal-12080	15	27	331	331	NUM
american_scientific_journal-12080	15	28	in	in	ADP
american_scientific_journal-12080	15	29	conclusions	conclusion	NOUN
american_scientific_journal-12080	15	30	;	;	PUNCT
american_scientific_journal-12080	15	31	they	they	PRON
american_scientific_journal-12080	15	32	call	call	VERB
american_scientific_journal-12080	15	33	for	for	ADP
american_scientific_journal-12080	15	34	the	the	DET
american_scientific_journal-12080	15	35	embedding	embedding	NOUN
american_scientific_journal-12080	15	36	of	of	ADP
american_scientific_journal-12080	15	37	multidimensional	multidimensional	ADJ
american_scientific_journal-12080	15	38	automated	automate	VERB
american_scientific_journal-12080	15	39	testing	testing	NOUN
american_scientific_journal-12080	15	40	regimes	regime	NOUN
american_scientific_journal-12080	15	41	that	that	PRON
american_scientific_journal-12080	15	42	jointly	jointly	ADV
american_scientific_journal-12080	15	43	gate	gate	VERB
american_scientific_journal-12080	15	44	correctness	correctness	NOUN
american_scientific_journal-12080	15	45	,	,	PUNCT
american_scientific_journal-12080	15	46	robustness	robustness	NOUN
american_scientific_journal-12080	15	47	,	,	PUNCT
american_scientific_journal-12080	15	48	and	and	CCONJ
american_scientific_journal-12080	15	49	fairness	fairness	NOUN
american_scientific_journal-12080	15	50	within	within	ADP
american_scientific_journal-12080	15	51	the	the	DET
american_scientific_journal-12080	15	52	mlops	mlop	NOUN
american_scientific_journal-12080	15	53	pipelines	pipeline	NOUN
american_scientific_journal-12080	15	54	(	(	PUNCT
american_scientific_journal-12080	15	55	ci	ci	NOUN
american_scientific_journal-12080	15	56	/	/	SYM
american_scientific_journal-12080	15	57	cd	cd	PROPN
american_scientific_journal-12080	15	58	/	/	SYM
american_scientific_journal-12080	15	59	ct	ct	PROPN
american_scientific_journal-12080	15	60	)	)	PUNCT
american_scientific_journal-12080	15	61	.	.	PUNCT
american_scientific_journal-12080	16	1	calibrated	calibrate	VERB
american_scientific_journal-12080	16	2	equalized	equalize	VERB
american_scientific_journal-12080	16	3	odds	odd	NOUN
american_scientific_journal-12080	16	4	is	be	AUX
american_scientific_journal-12080	16	5	good	good	ADJ
american_scientific_journal-12080	16	6	as	as	ADP
american_scientific_journal-12080	16	7	a	a	DET
american_scientific_journal-12080	16	8	way	way	NOUN
american_scientific_journal-12080	16	9	of	of	ADP
american_scientific_journal-12080	16	10	neutralizing	neutralize	VERB
american_scientific_journal-12080	16	11	imbalances	imbalance	NOUN
american_scientific_journal-12080	16	12	in	in	ADP
american_scientific_journal-12080	16	13	error	error	NOUN
american_scientific_journal-12080	16	14	rates	rate	NOUN
american_scientific_journal-12080	16	15	-but	-but	PUNCT
american_scientific_journal-12080	16	16	by	by	ADP
american_scientific_journal-12080	16	17	reallocation	reallocation	NOUN
american_scientific_journal-12080	16	18	of	of	ADP
american_scientific_journal-12080	16	19	selection	selection	NOUN
american_scientific_journal-12080	16	20	rates	rate	NOUN
american_scientific_journal-12080	16	21	and	and	CCONJ
american_scientific_journal-12080	16	22	with	with	ADP
american_scientific_journal-12080	16	23	a	a	DET
american_scientific_journal-12080	16	24	modest	modest	ADJ
american_scientific_journal-12080	16	25	reduction	reduction	NOUN
american_scientific_journal-12080	16	26	of	of	ADP
american_scientific_journal-12080	16	27	nominal	nominal	ADJ
american_scientific_journal-12080	16	28	accuraciesmeaning	accuraciesmeaning	NOUN
american_scientific_journal-12080	16	29	that	that	SCONJ
american_scientific_journal-12080	16	30	fairness	fairness	NOUN
american_scientific_journal-12080	16	31	targets	target	NOUN
american_scientific_journal-12080	16	32	and	and	CCONJ
american_scientific_journal-12080	16	33	tolerances	tolerance	NOUN
american_scientific_journal-12080	16	34	have	have	VERB
american_scientific_journal-12080	16	35	to	to	PART
american_scientific_journal-12080	16	36	be	be	AUX
american_scientific_journal-12080	16	37	chosen	choose	VERB
american_scientific_journal-12080	16	38	explicitly	explicitly	ADV
american_scientific_journal-12080	16	39	regarding	regard	VERB
american_scientific_journal-12080	16	40	legal	legal	ADJ
american_scientific_journal-12080	16	41	constraints	constraint	NOUN
american_scientific_journal-12080	16	42	and	and	CCONJ
american_scientific_journal-12080	16	43	operational	operational	ADJ
american_scientific_journal-12080	16	44	priorities	priority	NOUN
american_scientific_journal-12080	16	45	as	as	ADV
american_scientific_journal-12080	16	46	well	well	ADV
american_scientific_journal-12080	16	47	as	as	ADP
american_scientific_journal-12080	16	48	stakeholder	stakeholder	NOUN
american_scientific_journal-12080	16	49	values	value	NOUN
american_scientific_journal-12080	16	50	.	.	PUNCT
american_scientific_journal-12080	17	1	keywords	keyword	NOUN
american_scientific_journal-12080	17	2	:	:	PUNCT
american_scientific_journal-12080	17	3	machine	machine	NOUN
american_scientific_journal-12080	17	4	learning	learning	NOUN
american_scientific_journal-12080	17	5	;	;	PUNCT
american_scientific_journal-12080	17	6	software	software	NOUN
american_scientific_journal-12080	17	7	testing	testing	NOUN
american_scientific_journal-12080	17	8	;	;	PUNCT
american_scientific_journal-12080	17	9	robustness	robustness	NOUN
american_scientific_journal-12080	17	10	;	;	PUNCT
american_scientific_journal-12080	17	11	fairness	fairness	NOUN
american_scientific_journal-12080	17	12	;	;	PUNCT
american_scientific_journal-12080	17	13	data	datum	NOUN
american_scientific_journal-12080	17	14	validation	validation	NOUN
american_scientific_journal-12080	17	15	;	;	PUNCT
american_scientific_journal-12080	17	16	model	model	NOUN
american_scientific_journal-12080	17	17	evaluation	evaluation	NOUN
american_scientific_journal-12080	17	18	;	;	PUNCT
american_scientific_journal-12080	17	19	mlops	mlop	NOUN
american_scientific_journal-12080	17	20	;	;	PUNCT
american_scientific_journal-12080	17	21	responsible	responsible	ADJ
american_scientific_journal-12080	17	22	ai	ai	NOUN
american_scientific_journal-12080	17	23	.	.	PUNCT
american_scientific_journal-12080	18	1	1.introduction	1.introduction	NUM
american_scientific_journal-12080	18	2	machine	machine	NOUN
american_scientific_journal-12080	18	3	-	-	PUNCT
american_scientific_journal-12080	18	4	learning	learning	NOUN
american_scientific_journal-12080	18	5	(	(	PUNCT
american_scientific_journal-12080	18	6	ml	ml	NOUN
american_scientific_journal-12080	18	7	)	)	PUNCT
american_scientific_journal-12080	18	8	artifacts	artifact	NOUN
american_scientific_journal-12080	18	9	are	be	AUX
american_scientific_journal-12080	18	10	long	long	ADV
american_scientific_journal-12080	18	11	gone	go	VERB
american_scientific_journal-12080	18	12	from	from	ADP
american_scientific_journal-12080	18	13	the	the	DET
american_scientific_journal-12080	18	14	shelves	shelf	NOUN
american_scientific_journal-12080	18	15	of	of	ADP
american_scientific_journal-12080	18	16	academic	academic	ADJ
american_scientific_journal-12080	18	17	labs	lab	NOUN
american_scientific_journal-12080	18	18	to	to	PART
american_scientific_journal-12080	18	19	become	become	VERB
american_scientific_journal-12080	18	20	crucial	crucial	ADJ
american_scientific_journal-12080	18	21	yet	yet	CCONJ
american_scientific_journal-12080	18	22	invisible	invisible	ADJ
american_scientific_journal-12080	18	23	parts	part	NOUN
american_scientific_journal-12080	18	24	within	within	ADP
american_scientific_journal-12080	18	25	high	high	ADJ
american_scientific_journal-12080	18	26	-	-	PUNCT
american_scientific_journal-12080	18	27	stakes	stake	NOUN
american_scientific_journal-12080	18	28	socio	socio	NOUN
american_scientific_journal-12080	18	29	-	-	PUNCT
american_scientific_journal-12080	18	30	technical	technical	ADJ
american_scientific_journal-12080	18	31	infrastructures	infrastructure	NOUN
american_scientific_journal-12080	18	32	—	—	PUNCT
american_scientific_journal-12080	18	33	ranging	range	VERB
american_scientific_journal-12080	18	34	from	from	ADP
american_scientific_journal-12080	18	35	automated	automate	VERB
american_scientific_journal-12080	18	36	credit	credit	NOUN
american_scientific_journal-12080	18	37	scoring	scoring	NOUN
american_scientific_journal-12080	18	38	to	to	ADP
american_scientific_journal-12080	18	39	supporting	support	VERB
american_scientific_journal-12080	18	40	diagnostic	diagnostic	ADJ
american_scientific_journal-12080	18	41	decisions	decision	NOUN
american_scientific_journal-12080	18	42	in	in	ADP
american_scientific_journal-12080	18	43	medicine	medicine	NOUN
american_scientific_journal-12080	18	44	,	,	PUNCT
american_scientific_journal-12080	18	45	and	and	CCONJ
american_scientific_journal-12080	18	46	perception	perception	NOUN
american_scientific_journal-12080	18	47	and	and	CCONJ
american_scientific_journal-12080	18	48	control	control	NOUN
american_scientific_journal-12080	18	49	stacks	stack	NOUN
american_scientific_journal-12080	18	50	in	in	ADP
american_scientific_journal-12080	18	51	autonomous	autonomous	ADJ
american_scientific_journal-12080	18	52	vehicles	vehicle	NOUN
american_scientific_journal-12080	19	1	[	[	X
american_scientific_journal-12080	19	2	1	1	NUM
american_scientific_journal-12080	19	3	]	]	PUNCT
american_scientific_journal-12080	19	4	.	.	PUNCT
american_scientific_journal-12080	20	1	the	the	PRON
american_scientific_journal-12080	20	2	larger	large	ADJ
american_scientific_journal-12080	20	3	the	the	DET
american_scientific_journal-12080	20	4	deployment	deployment	NOUN
american_scientific_journal-12080	20	5	envelope	envelope	NOUN
american_scientific_journal-12080	20	6	for	for	ADP
american_scientific_journal-12080	20	7	such	such	ADJ
american_scientific_journal-12080	20	8	systems	system	NOUN
american_scientific_journal-12080	20	9	gets	get	VERB
american_scientific_journal-12080	20	10	,	,	PUNCT
american_scientific_journal-12080	20	11	the	the	DET
american_scientific_journal-12080	20	12	more	more	ADJ
american_scientific_journal-12080	20	13	surface	surface	NOUN
american_scientific_journal-12080	20	14	area	area	NOUN
american_scientific_journal-12080	20	15	there	there	PRON
american_scientific_journal-12080	20	16	is	be	VERB
american_scientific_journal-12080	20	17	for	for	ADP
american_scientific_journal-12080	20	18	potentially	potentially	ADV
american_scientific_journal-12080	20	19	consequential	consequential	ADJ
american_scientific_journal-12080	20	20	failure	failure	NOUN
american_scientific_journal-12080	20	21	.	.	PUNCT
american_scientific_journal-12080	21	1	most	most	ADV
american_scientific_journal-12080	21	2	importantly	importantly	ADV
american_scientific_journal-12080	21	3	,	,	PUNCT
american_scientific_journal-12080	21	4	failures	failure	NOUN
american_scientific_journal-12080	21	5	are	be	AUX
american_scientific_journal-12080	21	6	not	not	PART
american_scientific_journal-12080	21	7	just	just	ADV
american_scientific_journal-12080	21	8	bugs	bug	NOUN
american_scientific_journal-12080	21	9	with	with	ADP
american_scientific_journal-12080	21	10	machine	machine	NOUN
american_scientific_journal-12080	21	11	learning	learning	NOUN
american_scientific_journal-12080	21	12	in	in	ADP
american_scientific_journal-12080	21	13	the	the	DET
american_scientific_journal-12080	21	14	normal	normal	ADJ
american_scientific_journal-12080	21	15	,	,	PUNCT
american_scientific_journal-12080	21	16	deterministic	deterministic	ADJ
american_scientific_journal-12080	21	17	sense	sense	NOUN
american_scientific_journal-12080	21	18	;	;	PUNCT
american_scientific_journal-12080	21	19	instead	instead	ADV
american_scientific_journal-12080	21	20	,	,	PUNCT
american_scientific_journal-12080	21	21	they	they	PRON
american_scientific_journal-12080	21	22	are	be	AUX
american_scientific_journal-12080	21	23	most	most	ADV
american_scientific_journal-12080	21	24	often	often	ADV
american_scientific_journal-12080	21	25	probabilistic	probabilistic	ADJ
american_scientific_journal-12080	21	26	,	,	PUNCT
american_scientific_journal-12080	21	27	highly	highly	ADV
american_scientific_journal-12080	21	28	contextual	contextual	ADJ
american_scientific_journal-12080	21	29	,	,	PUNCT
american_scientific_journal-12080	21	30	and	and	CCONJ
american_scientific_journal-12080	21	31	emergent	emergent	ADJ
american_scientific_journal-12080	21	32	.	.	PUNCT
american_scientific_journal-12080	22	1	highly	highly	ADV
american_scientific_journal-12080	22	2	publicized	publicize	VERB
american_scientific_journal-12080	22	3	cases	case	NOUN
american_scientific_journal-12080	22	4	include	include	VERB
american_scientific_journal-12080	22	5	situations	situation	NOUN
american_scientific_journal-12080	22	6	where	where	SCONJ
american_scientific_journal-12080	22	7	tesla	tesla	PROPN
american_scientific_journal-12080	22	8	’s	’s	PART
american_scientific_journal-12080	22	9	computer	computer	NOUN
american_scientific_journal-12080	22	10	vision	vision	PROPN
american_scientific_journal-12080	22	11	pipeline	pipeline	PROPN
american_scientific_journal-12080	22	12	misclassified	misclassifie	VERB
american_scientific_journal-12080	22	13	salient	salient	NOUN
american_scientific_journal-12080	22	14	roadway	roadway	NOUN
american_scientific_journal-12080	22	15	artifacts	artifact	NOUN
american_scientific_journal-12080	22	16	under	under	ADP
american_scientific_journal-12080	22	17	minor	minor	ADJ
american_scientific_journal-12080	22	18	visual	visual	ADJ
american_scientific_journal-12080	22	19	perturbations	perturbation	NOUN
american_scientific_journal-12080	22	20	[	[	X
american_scientific_journal-12080	22	21	2	2	NUM
american_scientific_journal-12080	22	22	]	]	PUNCT
american_scientific_journal-12080	22	23	and	and	CCONJ
american_scientific_journal-12080	22	24	recruitment	recruitment	NOUN
american_scientific_journal-12080	22	25	models	model	NOUN
american_scientific_journal-12080	22	26	that	that	PRON
american_scientific_journal-12080	22	27	encoded	encode	VERB
american_scientific_journal-12080	22	28	and	and	CCONJ
american_scientific_journal-12080	22	29	amplified	amplify	VERB
american_scientific_journal-12080	22	30	gendered	gendere	VERB
american_scientific_journal-12080	22	31	selection	selection	NOUN
american_scientific_journal-12080	22	32	preferences	preference	NOUN
american_scientific_journal-12080	22	33	[	[	X
american_scientific_journal-12080	22	34	3	3	NUM
american_scientific_journal-12080	22	35	]	]	PUNCT
american_scientific_journal-12080	22	36	.	.	PUNCT
american_scientific_journal-12080	23	1	such	such	ADJ
american_scientific_journal-12080	23	2	incidents	incident	NOUN
american_scientific_journal-12080	23	3	make	make	VERB
american_scientific_journal-12080	23	4	plain	plain	ADJ
american_scientific_journal-12080	23	5	that	that	SCONJ
american_scientific_journal-12080	23	6	model	model	NOUN
american_scientific_journal-12080	23	7	breakdowns	breakdown	NOUN
american_scientific_journal-12080	23	8	in	in	ADP
american_scientific_journal-12080	23	9	production	production	NOUN
american_scientific_journal-12080	23	10	can	can	AUX
american_scientific_journal-12080	23	11	precipitate	precipitate	VERB
american_scientific_journal-12080	23	12	not	not	PART
american_scientific_journal-12080	23	13	only	only	ADV
american_scientific_journal-12080	23	14	direct	direct	ADJ
american_scientific_journal-12080	23	15	economic	economic	ADJ
american_scientific_journal-12080	23	16	loss	loss	NOUN
american_scientific_journal-12080	23	17	but	but	CCONJ
american_scientific_journal-12080	23	18	also	also	ADV
american_scientific_journal-12080	23	19	serious	serious	ADJ
american_scientific_journal-12080	23	20	ethical	ethical	ADJ
american_scientific_journal-12080	23	21	harms	harm	NOUN
american_scientific_journal-12080	23	22	and	and	CCONJ
american_scientific_journal-12080	23	23	reputational	reputational	ADJ
american_scientific_journal-12080	23	24	externalities	externality	NOUN
american_scientific_journal-12080	23	25	.	.	PUNCT
american_scientific_journal-12080	24	1	the	the	DET
american_scientific_journal-12080	24	2	inadequacy	inadequacy	NOUN
american_scientific_journal-12080	24	3	of	of	ADP
american_scientific_journal-12080	24	4	standard	standard	ADJ
american_scientific_journal-12080	24	5	software	software	NOUN
american_scientific_journal-12080	24	6	-	-	PUNCT
american_scientific_journal-12080	24	7	testing	testing	NOUN
american_scientific_journal-12080	24	8	orthodoxy	orthodoxy	NOUN
american_scientific_journal-12080	24	9	—	—	PUNCT
american_scientific_journal-12080	24	10	predicated	predicate	VERB
american_scientific_journal-12080	24	11	on	on	ADP
american_scientific_journal-12080	24	12	explicit	explicit	ADJ
american_scientific_journal-12080	24	13	specifications	specification	NOUN
american_scientific_journal-12080	24	14	,	,	PUNCT
american_scientific_journal-12080	24	15	exhaustive	exhaustive	ADJ
american_scientific_journal-12080	24	16	testcases	testcase	NOUN
american_scientific_journal-12080	24	17	,	,	PUNCT
american_scientific_journal-12080	24	18	and	and	CCONJ
american_scientific_journal-12080	24	19	deterministic	deterministic	ADJ
american_scientific_journal-12080	24	20	correctness	correctness	NOUN
american_scientific_journal-12080	24	21	—	—	PUNCT
american_scientific_journal-12080	24	22	becomes	become	VERB
american_scientific_journal-12080	24	23	apparent	apparent	ADJ
american_scientific_journal-12080	24	24	when	when	SCONJ
american_scientific_journal-12080	24	25	confronted	confront	VERB
american_scientific_journal-12080	24	26	with	with	ADP
american_scientific_journal-12080	24	27	the	the	DET
american_scientific_journal-12080	24	28	epistemic	epistemic	ADJ
american_scientific_journal-12080	24	29	character	character	NOUN
american_scientific_journal-12080	24	30	of	of	ADP
american_scientific_journal-12080	24	31	ml	ml	PROPN
american_scientific_journal-12080	24	32	systems	system	NOUN
american_scientific_journal-12080	24	33	[	[	X
american_scientific_journal-12080	24	34	4	4	NUM
american_scientific_journal-12080	24	35	]	]	PUNCT
american_scientific_journal-12080	24	36	.	.	PUNCT
american_scientific_journal-12080	25	1	three	three	NUM
american_scientific_journal-12080	25	2	interrelated	interrelated	ADJ
american_scientific_journal-12080	25	3	attributes	attribute	NOUN
american_scientific_journal-12080	25	4	compel	compel	VERB
american_scientific_journal-12080	25	5	a	a	DET
american_scientific_journal-12080	25	6	reappraisal	reappraisal	NOUN
american_scientific_journal-12080	25	7	of	of	ADP
american_scientific_journal-12080	25	8	quality	quality	NOUN
american_scientific_journal-12080	25	9	assurance	assurance	NOUN
american_scientific_journal-12080	25	10	.	.	PUNCT
american_scientific_journal-12080	26	1	accordingly	accordingly	ADV
american_scientific_journal-12080	26	2	,	,	PUNCT
american_scientific_journal-12080	26	3	contemporary	contemporary	ADJ
american_scientific_journal-12080	26	4	scholarship	scholarship	NOUN
american_scientific_journal-12080	26	5	and	and	CCONJ
american_scientific_journal-12080	26	6	applied	apply	VERB
american_scientific_journal-12080	26	7	practice	practice	NOUN
american_scientific_journal-12080	26	8	coalesce	coalesce	NOUN
american_scientific_journal-12080	26	9	around	around	ADP
american_scientific_journal-12080	26	10	a	a	DET
american_scientific_journal-12080	26	11	multidimensional	multidimensional	ADJ
american_scientific_journal-12080	26	12	construct	construct	NOUN
american_scientific_journal-12080	26	13	of	of	ADP
american_scientific_journal-12080	26	14	ml	ml	NOUN
american_scientific_journal-12080	26	15	quality	quality	NOUN
american_scientific_journal-12080	26	16	that	that	PRON
american_scientific_journal-12080	26	17	extends	extend	VERB
american_scientific_journal-12080	26	18	well	well	ADV
american_scientific_journal-12080	26	19	beyond	beyond	ADP
american_scientific_journal-12080	26	20	point	point	NOUN
american_scientific_journal-12080	26	21	estimates	estimate	NOUN
american_scientific_journal-12080	26	22	of	of	ADP
american_scientific_journal-12080	26	23	predictive	predictive	ADJ
american_scientific_journal-12080	26	24	accuracy	accuracy	NOUN
american_scientific_journal-12080	26	25	[	[	X
american_scientific_journal-12080	26	26	5	5	NUM
american_scientific_journal-12080	26	27	]	]	PUNCT
american_scientific_journal-12080	26	28	.	.	PUNCT
american_scientific_journal-12080	27	1	at	at	ADP
american_scientific_journal-12080	27	2	minimum	minimum	NOUN
american_scientific_journal-12080	27	3	,	,	PUNCT
american_scientific_journal-12080	27	4	three	three	NUM
american_scientific_journal-12080	27	5	orthogonal	orthogonal	ADJ
american_scientific_journal-12080	27	6	—	—	PUNCT
american_scientific_journal-12080	27	7	yet	yet	CCONJ
american_scientific_journal-12080	27	8	tightly	tightly	ADV
american_scientific_journal-12080	27	9	coupled	couple	VERB
american_scientific_journal-12080	27	10	—	—	PUNCT
american_scientific_journal-12080	27	11	dimensions	dimension	NOUN
american_scientific_journal-12080	27	12	should	should	AUX
american_scientific_journal-12080	27	13	be	be	AUX
american_scientific_journal-12080	27	14	assessed	assess	VERB
american_scientific_journal-12080	27	15	.	.	PUNCT
american_scientific_journal-12080	28	1	correctness	correctness	NOUN
american_scientific_journal-12080	28	2	concerns	concern	NOUN
american_scientific_journal-12080	28	3	concordance	concordance	NOUN
american_scientific_journal-12080	28	4	between	between	ADP
american_scientific_journal-12080	28	5	model	model	NOUN
american_scientific_journal-12080	28	6	outputs	output	NOUN
american_scientific_journal-12080	28	7	and	and	CCONJ
american_scientific_journal-12080	28	8	normative	normative	ADJ
american_scientific_journal-12080	28	9	or	or	CCONJ
american_scientific_journal-12080	28	10	functional	functional	ADJ
american_scientific_journal-12080	28	11	expectations	expectation	NOUN
american_scientific_journal-12080	28	12	under	under	ADP
american_scientific_journal-12080	28	13	nominal	nominal	ADJ
american_scientific_journal-12080	28	14	conditions	condition	NOUN
american_scientific_journal-12080	28	15	.	.	PUNCT
american_scientific_journal-12080	29	1	robustness	robustness	NOUN
american_scientific_journal-12080	29	2	captures	capture	VERB
american_scientific_journal-12080	29	3	the	the	DET
american_scientific_journal-12080	29	4	resilience	resilience	NOUN
american_scientific_journal-12080	29	5	of	of	ADP
american_scientific_journal-12080	29	6	a	a	DET
american_scientific_journal-12080	29	7	model	model	NOUN
american_scientific_journal-12080	29	8	’s	’s	PART
american_scientific_journal-12080	29	9	performance	performance	NOUN
american_scientific_journal-12080	29	10	envelope	envelope	NOUN
american_scientific_journal-12080	29	11	in	in	ADP
american_scientific_journal-12080	29	12	the	the	DET
american_scientific_journal-12080	29	13	face	face	NOUN
american_scientific_journal-12080	29	14	of	of	ADP
american_scientific_journal-12080	29	15	perturbations	perturbation	NOUN
american_scientific_journal-12080	29	16	,	,	PUNCT
american_scientific_journal-12080	29	17	whether	whether	SCONJ
american_scientific_journal-12080	29	18	benign	benign	ADJ
american_scientific_journal-12080	29	19	(	(	PUNCT
american_scientific_journal-12080	29	20	measurement	measurement	NOUN
american_scientific_journal-12080	29	21	noise	noise	NOUN
american_scientific_journal-12080	29	22	,	,	PUNCT
american_scientific_journal-12080	29	23	typographical	typographical	ADJ
american_scientific_journal-12080	29	24	corruption	corruption	NOUN
american_scientific_journal-12080	29	25	)	)	PUNCT
american_scientific_journal-12080	29	26	,	,	PUNCT
american_scientific_journal-12080	29	27	systematic	systematic	ADJ
american_scientific_journal-12080	29	28	(	(	PUNCT
american_scientific_journal-12080	29	29	distributional	distributional	ADJ
american_scientific_journal-12080	29	30	drift	drift	NOUN
american_scientific_journal-12080	29	31	)	)	PUNCT
american_scientific_journal-12080	29	32	,	,	PUNCT
american_scientific_journal-12080	29	33	or	or	CCONJ
american_scientific_journal-12080	29	34	adversarial	adversarial	ADJ
american_scientific_journal-12080	29	35	(	(	PUNCT
american_scientific_journal-12080	29	36	crafted	craft	VERB
american_scientific_journal-12080	29	37	inputs	input	NOUN
american_scientific_journal-12080	29	38	designed	design	VERB
american_scientific_journal-12080	29	39	to	to	PART
american_scientific_journal-12080	29	40	elicit	elicit	VERB
american_scientific_journal-12080	29	41	failure	failure	NOUN
american_scientific_journal-12080	29	42	)	)	PUNCT
american_scientific_journal-12080	29	43	.	.	PUNCT
american_scientific_journal-12080	30	1	fairness	fairness	NOUN
american_scientific_journal-12080	30	2	denotes	denote	VERB
american_scientific_journal-12080	30	3	the	the	DET
american_scientific_journal-12080	30	4	absence	absence	NOUN
american_scientific_journal-12080	30	5	of	of	ADP
american_scientific_journal-12080	30	6	systematic	systematic	ADJ
american_scientific_journal-12080	30	7	,	,	PUNCT
american_scientific_journal-12080	30	8	unjust	unjust	ADJ
american_scientific_journal-12080	30	9	disparities	disparity	NOUN
american_scientific_journal-12080	30	10	in	in	ADP
american_scientific_journal-12080	30	11	outcomes	outcome	NOUN
american_scientific_journal-12080	30	12	across	across	ADP
american_scientific_journal-12080	30	13	protected	protect	VERB
american_scientific_journal-12080	30	14	or	or	CCONJ
american_scientific_journal-12080	30	15	socially	socially	ADV
american_scientific_journal-12080	30	16	salient	salient	ADJ
american_scientific_journal-12080	30	17	subgroups	subgroup	NOUN
american_scientific_journal-12080	30	18	(	(	PUNCT
american_scientific_journal-12080	30	19	e.g.	e.g.	ADV
american_scientific_journal-12080	30	20	,	,	PUNCT
american_scientific_journal-12080	30	21	gender	gender	NOUN
american_scientific_journal-12080	30	22	,	,	PUNCT
american_scientific_journal-12080	30	23	race	race	NOUN
american_scientific_journal-12080	30	24	,	,	PUNCT
american_scientific_journal-12080	30	25	age	age	NOUN
american_scientific_journal-12080	30	26	)	)	PUNCT
american_scientific_journal-12080	30	27	,	,	PUNCT
american_scientific_journal-12080	30	28	and	and	CCONJ
american_scientific_journal-12080	30	29	thus	thus	ADV
american_scientific_journal-12080	30	30	speaks	speak	VERB
american_scientific_journal-12080	30	31	to	to	ADP
american_scientific_journal-12080	30	32	the	the	DET
american_scientific_journal-12080	30	33	distributive	distributive	ADJ
american_scientific_journal-12080	30	34	and	and	CCONJ
american_scientific_journal-12080	30	35	normative	normative	ADJ
american_scientific_journal-12080	30	36	consequences	consequence	NOUN
american_scientific_journal-12080	30	37	of	of	ADP
american_scientific_journal-12080	30	38	modelled	model	VERB
american_scientific_journal-12080	30	39	decisions	decision	NOUN
american_scientific_journal-12080	30	40	.	.	PUNCT
american_scientific_journal-12080	31	1	this	this	DET
american_scientific_journal-12080	31	2	article	article	NOUN
american_scientific_journal-12080	31	3	aims	aim	VERB
american_scientific_journal-12080	31	4	to	to	PART
american_scientific_journal-12080	31	5	synthesize	synthesize	VERB
american_scientific_journal-12080	31	6	extant	extant	ADJ
american_scientific_journal-12080	31	7	approaches	approach	NOUN
american_scientific_journal-12080	31	8	to	to	ADP
american_scientific_journal-12080	31	9	ml	ml	NOUN
american_scientific_journal-12080	31	10	testing	testing	NOUN
american_scientific_journal-12080	31	11	and	and	CCONJ
american_scientific_journal-12080	31	12	,	,	PUNCT
american_scientific_journal-12080	31	13	through	through	ADP
american_scientific_journal-12080	31	14	an	an	DET
american_scientific_journal-12080	31	15	empirical	empirical	ADJ
american_scientific_journal-12080	31	16	probe	probe	NOUN
american_scientific_journal-12080	31	17	,	,	PUNCT
american_scientific_journal-12080	31	18	to	to	PART
american_scientific_journal-12080	31	19	reveal	reveal	VERB
american_scientific_journal-12080	31	20	the	the	DET
american_scientific_journal-12080	31	21	complex	complex	ADJ
american_scientific_journal-12080	31	22	interdependencies	interdependency	NOUN
american_scientific_journal-12080	31	23	among	among	ADP
american_scientific_journal-12080	31	24	robustness	robustness	NOUN
american_scientific_journal-12080	31	25	,	,	PUNCT
american_scientific_journal-12080	31	26	fairness	fairness	NOUN
american_scientific_journal-12080	31	27	,	,	PUNCT
american_scientific_journal-12080	31	28	and	and	CCONJ
american_scientific_journal-12080	31	29	accuracy	accuracy	NOUN
american_scientific_journal-12080	31	30	.	.	PUNCT
american_scientific_journal-12080	32	1	to	to	ADP
american_scientific_journal-12080	32	2	that	that	DET
american_scientific_journal-12080	32	3	end	end	NOUN
american_scientific_journal-12080	32	4	,	,	PUNCT
american_scientific_journal-12080	32	5	the	the	DET
american_scientific_journal-12080	32	6	study	study	NOUN
american_scientific_journal-12080	32	7	pursued	pursue	VERB
american_scientific_journal-12080	32	8	four	four	NUM
american_scientific_journal-12080	32	9	tasks	task	NOUN
american_scientific_journal-12080	32	10	:	:	PUNCT
american_scientific_journal-12080	32	11	(	(	PUNCT
american_scientific_journal-12080	32	12	1	1	X
american_scientific_journal-12080	32	13	)	)	PUNCT
american_scientific_journal-12080	32	14	a	a	DET
american_scientific_journal-12080	32	15	structured	structured	ADJ
american_scientific_journal-12080	32	16	literature	literature	NOUN
american_scientific_journal-12080	32	17	review	review	NOUN
american_scientific_journal-12080	32	18	of	of	ADP
american_scientific_journal-12080	32	19	ml	ml	ADP
american_scientific_journal-12080	32	20	testing	testing	NOUN
american_scientific_journal-12080	32	21	methodologies	methodology	NOUN
american_scientific_journal-12080	32	22	;	;	PUNCT
american_scientific_journal-12080	32	23	(	(	PUNCT
american_scientific_journal-12080	32	24	2	2	X
american_scientific_journal-12080	32	25	)	)	PUNCT
american_scientific_journal-12080	32	26	a	a	DET
american_scientific_journal-12080	32	27	case	case	NOUN
american_scientific_journal-12080	32	28	study	study	NOUN
american_scientific_journal-12080	32	29	that	that	PRON
american_scientific_journal-12080	32	30	evaluates	evaluate	VERB
american_scientific_journal-12080	32	31	logistic	logistic	ADJ
american_scientific_journal-12080	32	32	-	-	PUNCT
american_scientific_journal-12080	32	33	regression	regression	NOUN
american_scientific_journal-12080	32	34	behaviour	behaviour	NOUN
american_scientific_journal-12080	32	35	under	under	ADP
american_scientific_journal-12080	32	36	multiple	multiple	ADJ
american_scientific_journal-12080	32	37	,	,	PUNCT
american_scientific_journal-12080	32	38	well	well	ADV
american_scientific_journal-12080	32	39	-	-	PUNCT
american_scientific_journal-12080	32	40	defined	define	VERB
american_scientific_journal-12080	32	41	data	data	NOUN
american_scientific_journal-12080	32	42	-	-	PUNCT
american_scientific_journal-12080	32	43	degradation	degradation	NOUN
american_scientific_journal-12080	32	44	scenarios	scenario	NOUN
american_scientific_journal-12080	32	45	;	;	PUNCT
american_scientific_journal-12080	32	46	(	(	PUNCT
american_scientific_journal-12080	32	47	3	3	X
american_scientific_journal-12080	32	48	)	)	PUNCT
american_scientific_journal-12080	32	49	an	an	DET
american_scientific_journal-12080	32	50	analysis	analysis	NOUN
american_scientific_journal-12080	32	51	of	of	ADP
american_scientific_journal-12080	32	52	a	a	DET
american_scientific_journal-12080	32	53	post	post	ADJ
american_scientific_journal-12080	32	54	-	-	ADJ
american_scientific_journal-12080	32	55	processing	processing	ADJ
american_scientific_journal-12080	32	56	biasmitigation	biasmitigation	NOUN
american_scientific_journal-12080	32	57	technique	technique	NOUN
american_scientific_journal-12080	32	58	together	together	ADV
american_scientific_journal-12080	32	59	with	with	ADP
american_scientific_journal-12080	32	60	its	its	PRON
american_scientific_journal-12080	32	61	attendant	attendant	ADJ
american_scientific_journal-12080	32	62	trade	trade	NOUN
american_scientific_journal-12080	32	63	-	-	PUNCT
american_scientific_journal-12080	32	64	offs	off	NOUN
american_scientific_journal-12080	32	65	;	;	PUNCT
american_scientific_journal-12080	32	66	and	and	CCONJ
american_scientific_journal-12080	32	67	(	(	PUNCT
american_scientific_journal-12080	32	68	4	4	X
american_scientific_journal-12080	32	69	)	)	PUNCT
american_scientific_journal-12080	32	70	the	the	DET
american_scientific_journal-12080	32	71	derivation	derivation	NOUN
american_scientific_journal-12080	32	72	of	of	ADP
american_scientific_journal-12080	32	73	actionable	actionable	ADJ
american_scientific_journal-12080	32	74	recommendations	recommendation	NOUN
american_scientific_journal-12080	32	75	for	for	ADP
american_scientific_journal-12080	32	76	instituting	institute	VERB
american_scientific_journal-12080	32	77	a	a	DET
american_scientific_journal-12080	32	78	holistic	holistic	ADJ
american_scientific_journal-12080	32	79	testing	testing	NOUN
american_scientific_journal-12080	32	80	regimen	regiman	NOUN
american_scientific_journal-12080	32	81	.	.	PUNCT
american_scientific_journal-12080	33	1	the	the	DET
american_scientific_journal-12080	33	2	contribution	contribution	NOUN
american_scientific_journal-12080	33	3	is	be	AUX
american_scientific_journal-12080	33	4	twofold	twofold	ADV
american_scientific_journal-12080	33	5	:	:	PUNCT
american_scientific_journal-12080	33	6	methodologically	methodologically	ADV
american_scientific_journal-12080	33	7	,	,	PUNCT
american_scientific_journal-12080	33	8	by	by	ADP
american_scientific_journal-12080	33	9	bringing	bring	VERB
american_scientific_journal-12080	33	10	diverse	diverse	ADJ
american_scientific_journal-12080	33	11	perturbation	perturbation	NOUN
american_scientific_journal-12080	33	12	modes	mode	NOUN
american_scientific_journal-12080	33	13	into	into	ADP
american_scientific_journal-12080	33	14	a	a	DET
american_scientific_journal-12080	33	15	single	single	ADJ
american_scientific_journal-12080	33	16	experimental	experimental	ADJ
american_scientific_journal-12080	33	17	frame	frame	NOUN
american_scientific_journal-12080	33	18	;	;	PUNCT
american_scientific_journal-12080	33	19	and	and	CCONJ
american_scientific_journal-12080	33	20	practically	practically	ADV
american_scientific_journal-12080	33	21	,	,	PUNCT
american_scientific_journal-12080	33	22	by	by	ADP
american_scientific_journal-12080	33	23	empirically	empirically	ADV
american_scientific_journal-12080	33	24	demonstrating	demonstrate	VERB
american_scientific_journal-12080	33	25	on	on	ADP
american_scientific_journal-12080	33	26	one	one	NUM
american_scientific_journal-12080	33	27	american	american	ADJ
american_scientific_journal-12080	33	28	academic	academic	ADJ
american_scientific_journal-12080	33	29	scientific	scientific	ADJ
american_scientific_journal-12080	33	30	research	research	NOUN
american_scientific_journal-12080	33	31	journal	journal	NOUN
american_scientific_journal-12080	33	32	for	for	ADP
american_scientific_journal-12080	33	33	engineering	engineering	NOUN
american_scientific_journal-12080	33	34	,	,	PUNCT
american_scientific_journal-12080	33	35	technology	technology	NOUN
american_scientific_journal-12080	33	36	,	,	PUNCT
american_scientific_journal-12080	33	37	and	and	CCONJ
american_scientific_journal-12080	33	38	sciences	science	NOUN
american_scientific_journal-12080	33	39	(	(	PUNCT
american_scientific_journal-12080	33	40	asrjets	asrjet	NOUN
american_scientific_journal-12080	33	41	)	)	PUNCT
american_scientific_journal-12080	33	42	volume	volume	NOUN
american_scientific_journal-12080	33	43	103	103	NUM
american_scientific_journal-12080	33	44	,	,	PUNCT
american_scientific_journal-12080	33	45	no	no	DET
american_scientific_journal-12080	33	46	1	1	NUM
american_scientific_journal-12080	33	47	,	,	PUNCT
american_scientific_journal-12080	33	48	pp	pp	ADV
american_scientific_journal-12080	33	49	330	330	NUM
american_scientific_journal-12080	33	50	-	-	SYM
american_scientific_journal-12080	33	51	342	342	NUM
american_scientific_journal-12080	33	52	332	332	NUM
american_scientific_journal-12080	33	53	controlled	control	VERB
american_scientific_journal-12080	33	54	case	case	NOUN
american_scientific_journal-12080	33	55	how	how	SCONJ
american_scientific_journal-12080	33	56	data	datum	NOUN
american_scientific_journal-12080	33	57	perturbations	perturbation	NOUN
american_scientific_journal-12080	33	58	jointly	jointly	ADV
american_scientific_journal-12080	33	59	reshape	reshape	VERB
american_scientific_journal-12080	33	60	accuracy	accuracy	NOUN
american_scientific_journal-12080	33	61	,	,	PUNCT
american_scientific_journal-12080	33	62	robustness	robustness	NOUN
american_scientific_journal-12080	33	63	,	,	PUNCT
american_scientific_journal-12080	33	64	and	and	CCONJ
american_scientific_journal-12080	33	65	fairness	fairness	NOUN
american_scientific_journal-12080	33	66	metrics	metric	NOUN
american_scientific_journal-12080	33	67	—	—	PUNCT
american_scientific_journal-12080	33	68	thereby	thereby	ADV
american_scientific_journal-12080	33	69	clarifying	clarify	VERB
american_scientific_journal-12080	33	70	the	the	DET
american_scientific_journal-12080	33	71	nuanced	nuanced	ADJ
american_scientific_journal-12080	33	72	,	,	PUNCT
american_scientific_journal-12080	33	73	practice	practice	NOUN
american_scientific_journal-12080	33	74	-	-	PUNCT
american_scientific_journal-12080	33	75	oriented	orient	VERB
american_scientific_journal-12080	33	76	accuracy	accuracy	NOUN
american_scientific_journal-12080	33	77	–	–	PUNCT
american_scientific_journal-12080	33	78	fairness	fairness	NOUN
american_scientific_journal-12080	33	79	trade	trade	NOUN
american_scientific_journal-12080	33	80	-	-	PUNCT
american_scientific_journal-12080	33	81	offs	off	NOUN
american_scientific_journal-12080	33	82	induced	induce	VERB
american_scientific_journal-12080	33	83	by	by	ADP
american_scientific_journal-12080	33	84	post	post	ADJ
american_scientific_journal-12080	33	85	-	-	ADJ
american_scientific_journal-12080	33	86	processing	processing	ADJ
american_scientific_journal-12080	33	87	interventions	intervention	NOUN
american_scientific_journal-12080	33	88	.	.	PUNCT
american_scientific_journal-12080	34	1	2.materials	2.materials	NUM
american_scientific_journal-12080	34	2	&	&	CCONJ
american_scientific_journal-12080	34	3	methods	method	NOUN
american_scientific_journal-12080	34	4	the	the	DET
american_scientific_journal-12080	34	5	study	study	NOUN
american_scientific_journal-12080	34	6	employs	employ	VERB
american_scientific_journal-12080	34	7	a	a	DET
american_scientific_journal-12080	34	8	mixed	mixed	ADJ
american_scientific_journal-12080	34	9	-	-	PUNCT
american_scientific_journal-12080	34	10	methods	method	NOUN
american_scientific_journal-12080	34	11	design	design	NOUN
american_scientific_journal-12080	34	12	that	that	PRON
american_scientific_journal-12080	34	13	combines	combine	VERB
american_scientific_journal-12080	34	14	a	a	DET
american_scientific_journal-12080	34	15	systematic	systematic	ADJ
american_scientific_journal-12080	34	16	,	,	PUNCT
american_scientific_journal-12080	34	17	theory	theory	NOUN
american_scientific_journal-12080	34	18	-	-	PUNCT
american_scientific_journal-12080	34	19	driven	drive	VERB
american_scientific_journal-12080	34	20	literature	literature	NOUN
american_scientific_journal-12080	34	21	synthesis	synthesis	NOUN
american_scientific_journal-12080	34	22	with	with	ADP
american_scientific_journal-12080	34	23	a	a	DET
american_scientific_journal-12080	34	24	tightly	tightly	ADV
american_scientific_journal-12080	34	25	controlled	control	VERB
american_scientific_journal-12080	34	26	empirical	empirical	ADJ
american_scientific_journal-12080	34	27	probe	probe	NOUN
american_scientific_journal-12080	34	28	designed	design	VERB
american_scientific_journal-12080	34	29	to	to	PART
american_scientific_journal-12080	34	30	operationalize	operationalize	VERB
american_scientific_journal-12080	34	31	and	and	CCONJ
american_scientific_journal-12080	34	32	test	test	VERB
american_scientific_journal-12080	34	33	the	the	DET
american_scientific_journal-12080	34	34	paper	paper	NOUN
american_scientific_journal-12080	34	35	’s	’s	PART
american_scientific_journal-12080	34	36	hypotheses	hypothesis	NOUN
american_scientific_journal-12080	34	37	.	.	PUNCT
american_scientific_journal-12080	35	1	the	the	DET
american_scientific_journal-12080	35	2	literature	literature	NOUN
american_scientific_journal-12080	35	3	strand	strand	NOUN
american_scientific_journal-12080	35	4	tallies	tally	NOUN
american_scientific_journal-12080	35	5	recent	recent	ADJ
american_scientific_journal-12080	35	6	entries	entry	NOUN
american_scientific_journal-12080	35	7	indexed	index	VERB
american_scientific_journal-12080	35	8	in	in	ADP
american_scientific_journal-12080	35	9	scopus	scopus	NOUN
american_scientific_journal-12080	35	10	and	and	CCONJ
american_scientific_journal-12080	35	11	web	web	NOUN
american_scientific_journal-12080	35	12	of	of	ADP
american_scientific_journal-12080	35	13	science	science	NOUN
american_scientific_journal-12080	35	14	,	,	PUNCT
american_scientific_journal-12080	35	15	adding	add	VERB
american_scientific_journal-12080	35	16	nuggets	nugget	NOUN
american_scientific_journal-12080	35	17	from	from	ADP
american_scientific_journal-12080	35	18	top	top	ADJ
american_scientific_journal-12080	35	19	machine	machine	NOUN
american_scientific_journal-12080	35	20	-	-	PUNCT
american_scientific_journal-12080	35	21	learning	learn	VERB
american_scientific_journal-12080	35	22	and	and	CCONJ
american_scientific_journal-12080	35	23	software	software	NOUN
american_scientific_journal-12080	35	24	-	-	PUNCT
american_scientific_journal-12080	35	25	engineering	engineering	NOUN
american_scientific_journal-12080	35	26	talks	talk	NOUN
american_scientific_journal-12080	35	27	,	,	PUNCT
american_scientific_journal-12080	35	28	thus	thus	ADV
american_scientific_journal-12080	35	29	building	build	VERB
american_scientific_journal-12080	35	30	the	the	DET
american_scientific_journal-12080	35	31	theoretical	theoretical	ADJ
american_scientific_journal-12080	35	32	base	base	NOUN
american_scientific_journal-12080	35	33	for	for	ADP
american_scientific_journal-12080	35	34	the	the	DET
american_scientific_journal-12080	35	35	experimental	experimental	ADJ
american_scientific_journal-12080	35	36	picks	pick	NOUN
american_scientific_journal-12080	35	37	that	that	PRON
american_scientific_journal-12080	35	38	come	come	VERB
american_scientific_journal-12080	35	39	next	next	ADV
american_scientific_journal-12080	35	40	.	.	PUNCT
american_scientific_journal-12080	36	1	the	the	DET
american_scientific_journal-12080	36	2	empirical	empirical	ADJ
american_scientific_journal-12080	36	3	strand	strand	NOUN
american_scientific_journal-12080	36	4	shows	show	VERB
american_scientific_journal-12080	36	5	up	up	ADP
american_scientific_journal-12080	36	6	as	as	ADP
american_scientific_journal-12080	36	7	a	a	DET
american_scientific_journal-12080	36	8	case	case	NOUN
american_scientific_journal-12080	36	9	study	study	NOUN
american_scientific_journal-12080	36	10	:	:	PUNCT
american_scientific_journal-12080	36	11	an	an	DET
american_scientific_journal-12080	36	12	on	on	ADP
american_scientific_journal-12080	36	13	-	-	PUNCT
american_scientific_journal-12080	36	14	purpose	purpose	NOUN
american_scientific_journal-12080	36	15	check	check	NOUN
american_scientific_journal-12080	36	16	of	of	ADP
american_scientific_journal-12080	36	17	how	how	SCONJ
american_scientific_journal-12080	36	18	different	different	ADJ
american_scientific_journal-12080	36	19	types	type	NOUN
american_scientific_journal-12080	36	20	of	of	ADP
american_scientific_journal-12080	36	21	data	datum	NOUN
american_scientific_journal-12080	36	22	mess	mess	NOUN
american_scientific_journal-12080	36	23	-	-	PUNCT
american_scientific_journal-12080	36	24	up	up	ADP
american_scientific_journal-12080	36	25	change	change	NOUN
american_scientific_journal-12080	36	26	a	a	DET
american_scientific_journal-12080	36	27	model	model	NOUN
american_scientific_journal-12080	36	28	’s	’s	PART
american_scientific_journal-12080	36	29	predictive	predictive	ADJ
american_scientific_journal-12080	36	30	actions	action	NOUN
american_scientific_journal-12080	36	31	and	and	CCONJ
american_scientific_journal-12080	36	32	its	its	PRON
american_scientific_journal-12080	36	33	spread	spread	ADJ
american_scientific_journal-12080	36	34	results	result	NOUN
american_scientific_journal-12080	36	35	.	.	PUNCT
american_scientific_journal-12080	37	1	the	the	DET
american_scientific_journal-12080	37	2	reviewed	review	VERB
american_scientific_journal-12080	37	3	literature	literature	NOUN
american_scientific_journal-12080	37	4	situates	situate	VERB
american_scientific_journal-12080	37	5	the	the	DET
american_scientific_journal-12080	37	6	present	present	ADJ
american_scientific_journal-12080	37	7	experimental	experimental	ADJ
american_scientific_journal-12080	37	8	frame	frame	NOUN
american_scientific_journal-12080	37	9	within	within	ADP
american_scientific_journal-12080	37	10	two	two	NUM
american_scientific_journal-12080	37	11	complementary	complementary	ADJ
american_scientific_journal-12080	37	12	strands	strand	NOUN
american_scientific_journal-12080	37	13	of	of	ADP
american_scientific_journal-12080	37	14	scholarship	scholarship	NOUN
american_scientific_journal-12080	37	15	:	:	PUNCT
american_scientific_journal-12080	37	16	(	(	PUNCT
american_scientific_journal-12080	37	17	1	1	X
american_scientific_journal-12080	37	18	)	)	PUNCT
american_scientific_journal-12080	37	19	methodological	methodological	ADJ
american_scientific_journal-12080	37	20	analyses	analysis	NOUN
american_scientific_journal-12080	37	21	of	of	ADP
american_scientific_journal-12080	37	22	ml	ml	NOUN
american_scientific_journal-12080	37	23	testing	testing	NOUN
american_scientific_journal-12080	37	24	and	and	CCONJ
american_scientific_journal-12080	37	25	robustness	robustness	NOUN
american_scientific_journal-12080	37	26	,	,	PUNCT
american_scientific_journal-12080	37	27	and	and	CCONJ
american_scientific_journal-12080	37	28	(	(	PUNCT
american_scientific_journal-12080	37	29	2	2	X
american_scientific_journal-12080	37	30	)	)	PUNCT
american_scientific_journal-12080	37	31	applied	apply	VERB
american_scientific_journal-12080	37	32	treatments	treatment	NOUN
american_scientific_journal-12080	37	33	of	of	ADP
american_scientific_journal-12080	37	34	fairness	fairness	NOUN
american_scientific_journal-12080	37	35	measurement	measurement	NOUN
american_scientific_journal-12080	37	36	and	and	CCONJ
american_scientific_journal-12080	37	37	mitigation	mitigation	NOUN
american_scientific_journal-12080	37	38	.	.	PUNCT
american_scientific_journal-12080	38	1	foundational	foundational	ADJ
american_scientific_journal-12080	38	2	arguments	argument	NOUN
american_scientific_journal-12080	38	3	on	on	ADP
american_scientific_journal-12080	38	4	the	the	DET
american_scientific_journal-12080	38	5	inadequacy	inadequacy	NOUN
american_scientific_journal-12080	38	6	of	of	ADP
american_scientific_journal-12080	38	7	specification	specification	NOUN
american_scientific_journal-12080	38	8	-	-	PUNCT
american_scientific_journal-12080	38	9	driven	drive	VERB
american_scientific_journal-12080	38	10	software	software	NOUN
american_scientific_journal-12080	38	11	testing	testing	NOUN
american_scientific_journal-12080	38	12	for	for	ADP
american_scientific_journal-12080	38	13	stochastic	stochastic	NOUN
american_scientific_journal-12080	38	14	,	,	PUNCT
american_scientific_journal-12080	38	15	data	datum	NOUN
american_scientific_journal-12080	38	16	-	-	PUNCT
american_scientific_journal-12080	38	17	dependent	dependent	ADJ
american_scientific_journal-12080	38	18	artefacts	artefact	NOUN
american_scientific_journal-12080	38	19	are	be	AUX
american_scientific_journal-12080	38	20	drawn	draw	VERB
american_scientific_journal-12080	38	21	from	from	ADP
american_scientific_journal-12080	38	22	[	[	X
american_scientific_journal-12080	38	23	4	4	NUM
american_scientific_journal-12080	38	24	]	]	PUNCT
american_scientific_journal-12080	38	25	,	,	PUNCT
american_scientific_journal-12080	38	26	while	while	SCONJ
american_scientific_journal-12080	38	27	broader	broad	ADJ
american_scientific_journal-12080	38	28	surveys	survey	NOUN
american_scientific_journal-12080	38	29	of	of	ADP
american_scientific_journal-12080	38	30	the	the	DET
american_scientific_journal-12080	38	31	testing	testing	NOUN
american_scientific_journal-12080	38	32	landscape	landscape	NOUN
american_scientific_journal-12080	38	33	and	and	CCONJ
american_scientific_journal-12080	38	34	methodological	methodological	ADJ
american_scientific_journal-12080	38	35	taxonomies	taxonomy	NOUN
american_scientific_journal-12080	38	36	are	be	AUX
american_scientific_journal-12080	38	37	provided	provide	VERB
american_scientific_journal-12080	38	38	by	by	ADP
american_scientific_journal-12080	38	39	[	[	X
american_scientific_journal-12080	38	40	5	5	NUM
american_scientific_journal-12080	38	41	]	]	PUNCT
american_scientific_journal-12080	38	42	.	.	PUNCT
american_scientific_journal-12080	39	1	empirical	empirical	ADJ
american_scientific_journal-12080	39	2	and	and	CCONJ
american_scientific_journal-12080	39	3	survey	survey	NOUN
american_scientific_journal-12080	39	4	work	work	NOUN
american_scientific_journal-12080	39	5	on	on	ADP
american_scientific_journal-12080	39	6	adversarial	adversarial	ADJ
american_scientific_journal-12080	39	7	and	and	CCONJ
american_scientific_journal-12080	39	8	perturbation	perturbation	NOUN
american_scientific_journal-12080	39	9	vulnerabilities	vulnerability	NOUN
american_scientific_journal-12080	39	10	[	[	X
american_scientific_journal-12080	39	11	2	2	NUM
american_scientific_journal-12080	39	12	]	]	PUNCT
american_scientific_journal-12080	39	13	and	and	CCONJ
american_scientific_journal-12080	39	14	domain	domain	NOUN
american_scientific_journal-12080	39	15	-	-	PUNCT
american_scientific_journal-12080	39	16	specific	specific	ADJ
american_scientific_journal-12080	39	17	reviews	review	NOUN
american_scientific_journal-12080	39	18	of	of	ADP
american_scientific_journal-12080	39	19	ml	ml	NOUN
american_scientific_journal-12080	39	20	applications	application	NOUN
american_scientific_journal-12080	39	21	in	in	ADP
american_scientific_journal-12080	39	22	software	software	NOUN
american_scientific_journal-12080	39	23	engineering	engineering	NOUN
american_scientific_journal-12080	39	24	[	[	X
american_scientific_journal-12080	39	25	1	1	NUM
american_scientific_journal-12080	39	26	]	]	PUNCT
american_scientific_journal-12080	39	27	motivate	motivate	VERB
american_scientific_journal-12080	39	28	the	the	DET
american_scientific_journal-12080	39	29	inclusion	inclusion	NOUN
american_scientific_journal-12080	39	30	of	of	ADP
american_scientific_journal-12080	39	31	typographical	typographical	ADJ
american_scientific_journal-12080	39	32	,	,	PUNCT
american_scientific_journal-12080	39	33	noise	noise	NOUN
american_scientific_journal-12080	39	34	,	,	PUNCT
american_scientific_journal-12080	39	35	and	and	CCONJ
american_scientific_journal-12080	39	36	drift	drift	NOUN
american_scientific_journal-12080	39	37	perturbations	perturbation	NOUN
american_scientific_journal-12080	39	38	as	as	ADP
american_scientific_journal-12080	39	39	operationally	operationally	ADV
american_scientific_journal-12080	39	40	relevant	relevant	ADJ
american_scientific_journal-12080	39	41	failure	failure	NOUN
american_scientific_journal-12080	39	42	modes	mode	NOUN
american_scientific_journal-12080	39	43	.	.	PUNCT
american_scientific_journal-12080	40	1	practical	practical	ADJ
american_scientific_journal-12080	40	2	guidance	guidance	NOUN
american_scientific_journal-12080	40	3	on	on	ADP
american_scientific_journal-12080	40	4	the	the	DET
american_scientific_journal-12080	40	5	selection	selection	NOUN
american_scientific_journal-12080	40	6	and	and	CCONJ
american_scientific_journal-12080	40	7	interpretation	interpretation	NOUN
american_scientific_journal-12080	40	8	of	of	ADP
american_scientific_journal-12080	40	9	fairness	fairness	NOUN
american_scientific_journal-12080	40	10	metrics	metric	NOUN
american_scientific_journal-12080	40	11	is	be	AUX
american_scientific_journal-12080	40	12	informed	inform	VERB
american_scientific_journal-12080	40	13	by	by	ADP
american_scientific_journal-12080	40	14	[	[	X
american_scientific_journal-12080	40	15	3	3	NUM
american_scientific_journal-12080	40	16	]	]	PUNCT
american_scientific_journal-12080	40	17	,	,	PUNCT
american_scientific_journal-12080	40	18	whose	whose	DET
american_scientific_journal-12080	40	19	review	review	NOUN
american_scientific_journal-12080	40	20	of	of	ADP
american_scientific_journal-12080	40	21	fairness	fairness	NOUN
american_scientific_journal-12080	40	22	measures	measure	NOUN
american_scientific_journal-12080	40	23	underpins	underpin	VERB
american_scientific_journal-12080	40	24	the	the	DET
american_scientific_journal-12080	40	25	joint	joint	ADJ
american_scientific_journal-12080	40	26	use	use	NOUN
american_scientific_journal-12080	40	27	of	of	ADP
american_scientific_journal-12080	40	28	demographic	demographic	ADJ
american_scientific_journal-12080	40	29	parity	parity	NOUN
american_scientific_journal-12080	40	30	gap	gap	NOUN
american_scientific_journal-12080	40	31	and	and	CCONJ
american_scientific_journal-12080	40	32	equalized	equalize	VERB
american_scientific_journal-12080	40	33	odds	odd	NOUN
american_scientific_journal-12080	40	34	gap	gap	NOUN
american_scientific_journal-12080	40	35	in	in	ADP
american_scientific_journal-12080	40	36	the	the	DET
american_scientific_journal-12080	40	37	experimental	experimental	ADJ
american_scientific_journal-12080	40	38	battery	battery	NOUN
american_scientific_journal-12080	40	39	.	.	PUNCT
american_scientific_journal-12080	41	1	complementary	complementary	ADJ
american_scientific_journal-12080	41	2	strands	strand	NOUN
american_scientific_journal-12080	41	3	in	in	ADP
american_scientific_journal-12080	41	4	the	the	DET
american_scientific_journal-12080	41	5	literature	literature	NOUN
american_scientific_journal-12080	41	6	address	address	NOUN
american_scientific_journal-12080	41	7	governance	governance	NOUN
american_scientific_journal-12080	41	8	,	,	PUNCT
american_scientific_journal-12080	41	9	monitoring	monitoring	NOUN
american_scientific_journal-12080	41	10	,	,	PUNCT
american_scientific_journal-12080	41	11	and	and	CCONJ
american_scientific_journal-12080	41	12	the	the	DET
american_scientific_journal-12080	41	13	trade	trade	NOUN
american_scientific_journal-12080	41	14	-	-	PUNCT
american_scientific_journal-12080	41	15	offs	off	NOUN
american_scientific_journal-12080	41	16	inherent	inherent	ADJ
american_scientific_journal-12080	41	17	in	in	ADP
american_scientific_journal-12080	41	18	mitigation	mitigation	NOUN
american_scientific_journal-12080	41	19	strategies	strategy	NOUN
american_scientific_journal-12080	41	20	.	.	PUNCT
american_scientific_journal-12080	42	1	industry	industry	NOUN
american_scientific_journal-12080	42	2	-	-	PUNCT
american_scientific_journal-12080	42	3	oriented	orient	VERB
american_scientific_journal-12080	42	4	frameworks	framework	NOUN
american_scientific_journal-12080	42	5	and	and	CCONJ
american_scientific_journal-12080	42	6	risk	risk	NOUN
american_scientific_journal-12080	42	7	-	-	PUNCT
american_scientific_journal-12080	42	8	management	management	NOUN
american_scientific_journal-12080	42	9	perspectives	perspective	NOUN
american_scientific_journal-12080	42	10	[	[	X
american_scientific_journal-12080	42	11	6	6	NUM
american_scientific_journal-12080	42	12	]	]	PUNCT
american_scientific_journal-12080	42	13	frame	frame	NOUN
american_scientific_journal-12080	42	14	fairness	fairness	NOUN
american_scientific_journal-12080	42	15	,	,	PUNCT
american_scientific_journal-12080	42	16	robustness	robustness	NOUN
american_scientific_journal-12080	42	17	,	,	PUNCT
american_scientific_journal-12080	42	18	and	and	CCONJ
american_scientific_journal-12080	42	19	explainability	explainability	NOUN
american_scientific_journal-12080	42	20	as	as	ADP
american_scientific_journal-12080	42	21	interacting	interact	VERB
american_scientific_journal-12080	42	22	dimensions	dimension	NOUN
american_scientific_journal-12080	42	23	of	of	ADP
american_scientific_journal-12080	42	24	enterprise	enterprise	NOUN
american_scientific_journal-12080	42	25	risk	risk	NOUN
american_scientific_journal-12080	42	26	,	,	PUNCT
american_scientific_journal-12080	42	27	thereby	thereby	ADV
american_scientific_journal-12080	42	28	supporting	support	VERB
american_scientific_journal-12080	42	29	the	the	DET
american_scientific_journal-12080	42	30	paper	paper	NOUN
american_scientific_journal-12080	42	31	’s	’s	PART
american_scientific_journal-12080	42	32	emphasis	emphasis	NOUN
american_scientific_journal-12080	42	33	on	on	ADP
american_scientific_journal-12080	42	34	embedding	embed	VERB
american_scientific_journal-12080	42	35	multidimensional	multidimensional	ADJ
american_scientific_journal-12080	42	36	tests	test	NOUN
american_scientific_journal-12080	42	37	into	into	ADP
american_scientific_journal-12080	42	38	ci	ci	NOUN
american_scientific_journal-12080	42	39	/	/	SYM
american_scientific_journal-12080	42	40	cd	cd	PROPN
american_scientific_journal-12080	42	41	/	/	SYM
american_scientific_journal-12080	42	42	ct	ct	PROPN
american_scientific_journal-12080	42	43	pipelines	pipeline	NOUN
american_scientific_journal-12080	42	44	.	.	PUNCT
american_scientific_journal-12080	43	1	the	the	DET
american_scientific_journal-12080	43	2	empirical	empirical	ADJ
american_scientific_journal-12080	43	3	trade	trade	NOUN
american_scientific_journal-12080	43	4	-	-	PUNCT
american_scientific_journal-12080	43	5	offs	off	NOUN
american_scientific_journal-12080	43	6	observed	observe	VERB
american_scientific_journal-12080	43	7	here	here	ADV
american_scientific_journal-12080	43	8	—	—	PUNCT
american_scientific_journal-12080	43	9	particularly	particularly	ADV
american_scientific_journal-12080	43	10	the	the	DET
american_scientific_journal-12080	43	11	asymmetric	asymmetric	ADJ
american_scientific_journal-12080	43	12	effects	effect	NOUN
american_scientific_journal-12080	43	13	of	of	ADP
american_scientific_journal-12080	43	14	distributional	distributional	ADJ
american_scientific_journal-12080	43	15	drift	drift	NOUN
american_scientific_journal-12080	43	16	on	on	ADP
american_scientific_journal-12080	43	17	error	error	NOUN
american_scientific_journal-12080	43	18	disparities	disparity	NOUN
american_scientific_journal-12080	43	19	and	and	CCONJ
american_scientific_journal-12080	43	20	the	the	DET
american_scientific_journal-12080	43	21	metric	metric	ADJ
american_scientific_journal-12080	43	22	-	-	PUNCT
american_scientific_journal-12080	43	23	dependent	dependent	ADJ
american_scientific_journal-12080	43	24	consequences	consequence	NOUN
american_scientific_journal-12080	43	25	of	of	ADP
american_scientific_journal-12080	43	26	postprocessing	postprocesse	VERB
american_scientific_journal-12080	43	27	mitigation	mitigation	NOUN
american_scientific_journal-12080	43	28	—	—	PUNCT
american_scientific_journal-12080	43	29	are	be	AUX
american_scientific_journal-12080	43	30	thus	thus	ADV
american_scientific_journal-12080	43	31	consistent	consistent	ADJ
american_scientific_journal-12080	43	32	with	with	ADP
american_scientific_journal-12080	43	33	prior	prior	ADJ
american_scientific_journal-12080	43	34	work	work	NOUN
american_scientific_journal-12080	43	35	that	that	PRON
american_scientific_journal-12080	43	36	highlights	highlight	VERB
american_scientific_journal-12080	43	37	impossibility	impossibility	NOUN
american_scientific_journal-12080	43	38	results	result	NOUN
american_scientific_journal-12080	43	39	and	and	CCONJ
american_scientific_journal-12080	43	40	operational	operational	ADJ
american_scientific_journal-12080	43	41	tensions	tension	NOUN
american_scientific_journal-12080	43	42	between	between	ADP
american_scientific_journal-12080	43	43	different	different	ADJ
american_scientific_journal-12080	43	44	fairness	fairness	NOUN
american_scientific_journal-12080	43	45	criteria	criterion	NOUN
american_scientific_journal-12080	43	46	.	.	PUNCT
american_scientific_journal-12080	44	1	together	together	ADV
american_scientific_journal-12080	44	2	,	,	PUNCT
american_scientific_journal-12080	44	3	these	these	DET
american_scientific_journal-12080	44	4	sources	source	NOUN
american_scientific_journal-12080	44	5	provide	provide	VERB
american_scientific_journal-12080	44	6	both	both	CCONJ
american_scientific_journal-12080	44	7	the	the	DET
american_scientific_journal-12080	44	8	conceptual	conceptual	ADJ
american_scientific_journal-12080	44	9	rationale	rationale	NOUN
american_scientific_journal-12080	44	10	for	for	ADP
american_scientific_journal-12080	44	11	the	the	DET
american_scientific_journal-12080	44	12	chosen	choose	VERB
american_scientific_journal-12080	44	13	test	test	NOUN
american_scientific_journal-12080	44	14	scenarios	scenario	NOUN
american_scientific_journal-12080	44	15	and	and	CCONJ
american_scientific_journal-12080	44	16	the	the	DET
american_scientific_journal-12080	44	17	practical	practical	ADJ
american_scientific_journal-12080	44	18	imperative	imperative	NOUN
american_scientific_journal-12080	44	19	for	for	ADP
american_scientific_journal-12080	44	20	continuous	continuous	ADJ
american_scientific_journal-12080	44	21	,	,	PUNCT
american_scientific_journal-12080	44	22	cohort	cohort	NOUN
american_scientific_journal-12080	44	23	-	-	PUNCT
american_scientific_journal-12080	44	24	aware	aware	ADJ
american_scientific_journal-12080	44	25	evaluation	evaluation	NOUN
american_scientific_journal-12080	44	26	and	and	CCONJ
american_scientific_journal-12080	44	27	documented	document	VERB
american_scientific_journal-12080	44	28	decision	decision	NOUN
american_scientific_journal-12080	44	29	rules	rule	NOUN
american_scientific_journal-12080	44	30	in	in	ADP
american_scientific_journal-12080	44	31	model	model	NOUN
american_scientific_journal-12080	44	32	release	release	NOUN
american_scientific_journal-12080	44	33	processes	process	NOUN
american_scientific_journal-12080	44	34	.	.	PUNCT
american_scientific_journal-12080	45	1	it	it	PRON
american_scientific_journal-12080	45	2	leverages	leverage	VERB
american_scientific_journal-12080	45	3	the	the	DET
american_scientific_journal-12080	45	4	uci	uci	PROPN
american_scientific_journal-12080	45	5	adult	adult	PROPN
american_scientific_journal-12080	45	6	dataset	dataset	NOUN
american_scientific_journal-12080	45	7	,	,	PUNCT
american_scientific_journal-12080	45	8	long	long	ADV
american_scientific_journal-12080	45	9	considered	consider	VERB
american_scientific_journal-12080	45	10	one	one	NUM
american_scientific_journal-12080	45	11	of	of	ADP
american_scientific_journal-12080	45	12	the	the	DET
american_scientific_journal-12080	45	13	canonical	canonical	ADJ
american_scientific_journal-12080	45	14	corpora	corpora	NOUN
american_scientific_journal-12080	45	15	in	in	ADP
american_scientific_journal-12080	45	16	work	work	NOUN
american_scientific_journal-12080	45	17	around	around	ADP
american_scientific_journal-12080	45	18	algorithmic	algorithmic	ADJ
american_scientific_journal-12080	45	19	bias	bias	NOUN
american_scientific_journal-12080	45	20	.	.	PUNCT
american_scientific_journal-12080	46	1	in	in	ADP
american_scientific_journal-12080	46	2	this	this	DET
american_scientific_journal-12080	46	3	instance	instance	NOUN
american_scientific_journal-12080	46	4	,	,	PUNCT
american_scientific_journal-12080	46	5	the	the	DET
american_scientific_journal-12080	46	6	binary	binary	ADJ
american_scientific_journal-12080	46	7	target	target	NOUN
american_scientific_journal-12080	46	8	shall	shall	AUX
american_scientific_journal-12080	46	9	be	be	AUX
american_scientific_journal-12080	46	10	whether	whether	SCONJ
american_scientific_journal-12080	46	11	annual	annual	ADJ
american_scientific_journal-12080	46	12	income	income	NOUN
american_scientific_journal-12080	46	13	exceeds	exceed	VERB
american_scientific_journal-12080	46	14	$	$	SYM
american_scientific_journal-12080	46	15	50k	50k	NUM
american_scientific_journal-12080	46	16	.	.	PUNCT
american_scientific_journal-12080	47	1	preprocessing	preprocessing	NOUN
american_scientific_journal-12080	47	2	is	be	AUX
american_scientific_journal-12080	47	3	typical	typical	ADJ
american_scientific_journal-12080	47	4	standard	standard	ADJ
american_scientific_journal-12080	47	5	modeling	modeling	NOUN
american_scientific_journal-12080	47	6	practice	practice	NOUN
american_scientific_journal-12080	47	7	:	:	PUNCT
american_scientific_journal-12080	47	8	i.e.	i.e.	X
american_scientific_journal-12080	47	9	,	,	PUNCT
american_scientific_journal-12080	47	10	one	one	NUM
american_scientific_journal-12080	47	11	-	-	PUNCT
american_scientific_journal-12080	47	12	hot	hot	ADJ
american_scientific_journal-12080	47	13	transformation	transformation	NOUN
american_scientific_journal-12080	47	14	of	of	ADP
american_scientific_journal-12080	47	15	categorical	categorical	ADJ
american_scientific_journal-12080	47	16	covariates	covariate	NOUN
american_scientific_journal-12080	47	17	,	,	PUNCT
american_scientific_journal-12080	47	18	standardization	standardization	NOUN
american_scientific_journal-12080	47	19	of	of	ADP
american_scientific_journal-12080	47	20	continuous	continuous	ADJ
american_scientific_journal-12080	47	21	predictors	predictor	NOUN
american_scientific_journal-12080	47	22	to	to	PART
american_scientific_journal-12080	47	23	have	have	AUX
american_scientific_journal-12080	47	24	mean	mean	VERB
american_scientific_journal-12080	47	25	zero	zero	NUM
american_scientific_journal-12080	47	26	and	and	CCONJ
american_scientific_journal-12080	47	27	variance	variance	NOUN
american_scientific_journal-12080	47	28	one	one	NUM
american_scientific_journal-12080	47	29	,	,	PUNCT
american_scientific_journal-12080	47	30	and	and	CCONJ
american_scientific_journal-12080	47	31	splitting	split	VERB
american_scientific_journal-12080	47	32	the	the	DET
american_scientific_journal-12080	47	33	corpus	corpus	NOUN
american_scientific_journal-12080	47	34	into	into	ADP
american_scientific_journal-12080	47	35	a	a	DET
american_scientific_journal-12080	47	36	training	training	NOUN
american_scientific_journal-12080	47	37	set	set	NOUN
american_scientific_journal-12080	47	38	comprising	comprise	VERB
american_scientific_journal-12080	47	39	70	70	NUM
american_scientific_journal-12080	47	40	%	%	NOUN
american_scientific_journal-12080	47	41	and	and	CCONJ
american_scientific_journal-12080	47	42	a	a	DET
american_scientific_journal-12080	47	43	test	test	NOUN
american_scientific_journal-12080	47	44	set	set	NOUN
american_scientific_journal-12080	47	45	containing	contain	VERB
american_scientific_journal-12080	47	46	30	30	NUM
american_scientific_journal-12080	47	47	%	%	NOUN
american_scientific_journal-12080	47	48	with	with	ADP
american_scientific_journal-12080	47	49	appropriate	appropriate	ADJ
american_scientific_journal-12080	47	50	stratification	stratification	NOUN
american_scientific_journal-12080	47	51	to	to	PART
american_scientific_journal-12080	47	52	maintain	maintain	VERB
american_scientific_journal-12080	47	53	original	original	ADJ
american_scientific_journal-12080	47	54	class	class	NOUN
american_scientific_journal-12080	47	55	proportions	proportion	NOUN
american_scientific_journal-12080	47	56	.	.	PUNCT
american_scientific_journal-12080	48	1	to	to	PART
american_scientific_journal-12080	48	2	reduce	reduce	VERB
american_scientific_journal-12080	48	3	confounding	confound	VERB
american_scientific_journal-12080	48	4	from	from	ADP
american_scientific_journal-12080	48	5	model	model	NOUN
american_scientific_journal-12080	48	6	complexity	complexity	NOUN
american_scientific_journal-12080	48	7	and	and	CCONJ
american_scientific_journal-12080	48	8	to	to	AUX
american_scientific_journal-12080	48	9	foreground	foreground	VERB
american_scientific_journal-12080	48	10	data	datum	NOUN
american_scientific_journal-12080	48	11	-	-	PUNCT
american_scientific_journal-12080	48	12	centric	centric	ADJ
american_scientific_journal-12080	48	13	effects	effect	NOUN
american_scientific_journal-12080	48	14	,	,	PUNCT
american_scientific_journal-12080	48	15	the	the	DET
american_scientific_journal-12080	48	16	classifier	classifier	NOUN
american_scientific_journal-12080	48	17	selected	select	VERB
american_scientific_journal-12080	48	18	was	be	AUX
american_scientific_journal-12080	48	19	scikit	scikit	NOUN
american_scientific_journal-12080	48	20	-	-	PUNCT
american_scientific_journal-12080	48	21	learn	learn	VERB
american_scientific_journal-12080	48	22	’s	’s	PART
american_scientific_journal-12080	48	23	logistic	logistic	ADJ
american_scientific_journal-12080	48	24	regression	regression	NOUN
american_scientific_journal-12080	48	25	with	with	ADP
american_scientific_journal-12080	48	26	default	default	NOUN
american_scientific_journal-12080	48	27	hyperparameters	hyperparameter	NOUN
american_scientific_journal-12080	48	28	—	—	PUNCT
american_scientific_journal-12080	48	29	chosen	choose	VERB
american_scientific_journal-12080	48	30	for	for	ADP
american_scientific_journal-12080	48	31	its	its	PRON
american_scientific_journal-12080	48	32	interpretability	interpretability	NOUN
american_scientific_journal-12080	48	33	and	and	CCONJ
american_scientific_journal-12080	48	34	ubiquity	ubiquity	NOUN
american_scientific_journal-12080	48	35	as	as	ADP
american_scientific_journal-12080	48	36	a	a	DET
american_scientific_journal-12080	48	37	baseline	baseline	NOUN
american_scientific_journal-12080	48	38	in	in	ADP
american_scientific_journal-12080	48	39	fairness	fairness	NOUN
american_scientific_journal-12080	48	40	studies	study	NOUN
american_scientific_journal-12080	48	41	.	.	PUNCT
american_scientific_journal-12080	49	1	american	american	ADJ
american_scientific_journal-12080	49	2	academic	academic	ADJ
american_scientific_journal-12080	49	3	scientific	scientific	ADJ
american_scientific_journal-12080	49	4	research	research	NOUN
american_scientific_journal-12080	49	5	journal	journal	NOUN
american_scientific_journal-12080	49	6	for	for	ADP
american_scientific_journal-12080	49	7	engineering	engineering	NOUN
american_scientific_journal-12080	49	8	,	,	PUNCT
american_scientific_journal-12080	49	9	technology	technology	NOUN
american_scientific_journal-12080	49	10	,	,	PUNCT
american_scientific_journal-12080	49	11	and	and	CCONJ
american_scientific_journal-12080	49	12	sciences	science	NOUN
american_scientific_journal-12080	49	13	(	(	PUNCT
american_scientific_journal-12080	49	14	asrjets	asrjet	NOUN
american_scientific_journal-12080	49	15	)	)	PUNCT
american_scientific_journal-12080	49	16	volume	volume	NOUN
american_scientific_journal-12080	49	17	103	103	NUM
american_scientific_journal-12080	49	18	,	,	PUNCT
american_scientific_journal-12080	49	19	no	no	DET
american_scientific_journal-12080	49	20	1	1	NUM
american_scientific_journal-12080	49	21	,	,	PUNCT
american_scientific_journal-12080	49	22	pp	pp	ADV
american_scientific_journal-12080	49	23	330	330	NUM
american_scientific_journal-12080	49	24	-	-	SYM
american_scientific_journal-12080	49	25	342	342	NUM
american_scientific_journal-12080	49	26	333	333	NUM
american_scientific_journal-12080	49	27	in	in	ADP
american_scientific_journal-12080	49	28	addition	addition	NOUN
american_scientific_journal-12080	49	29	to	to	ADP
american_scientific_journal-12080	49	30	the	the	DET
american_scientific_journal-12080	49	31	considerations	consideration	NOUN
american_scientific_journal-12080	49	32	already	already	ADV
american_scientific_journal-12080	49	33	cited	cite	VERB
american_scientific_journal-12080	49	34	,	,	PUNCT
american_scientific_journal-12080	49	35	the	the	DET
american_scientific_journal-12080	49	36	choice	choice	NOUN
american_scientific_journal-12080	49	37	of	of	ADP
american_scientific_journal-12080	49	38	logistic	logistic	ADJ
american_scientific_journal-12080	49	39	regression	regression	NOUN
american_scientific_journal-12080	49	40	is	be	AUX
american_scientific_journal-12080	49	41	justified	justify	VERB
american_scientific_journal-12080	49	42	not	not	PART
american_scientific_journal-12080	49	43	only	only	ADV
american_scientific_journal-12080	49	44	by	by	ADP
american_scientific_journal-12080	49	45	its	its	PRON
american_scientific_journal-12080	49	46	transparency	transparency	NOUN
american_scientific_journal-12080	49	47	but	but	CCONJ
american_scientific_journal-12080	49	48	also	also	ADV
american_scientific_journal-12080	49	49	by	by	ADP
american_scientific_journal-12080	49	50	its	its	PRON
american_scientific_journal-12080	49	51	methodological	methodological	ADJ
american_scientific_journal-12080	49	52	appropriateness	appropriateness	NOUN
american_scientific_journal-12080	49	53	as	as	ADP
american_scientific_journal-12080	49	54	a	a	DET
american_scientific_journal-12080	49	55	baseline	baseline	NOUN
american_scientific_journal-12080	49	56	model	model	NOUN
american_scientific_journal-12080	49	57	in	in	ADP
american_scientific_journal-12080	49	58	fairness	fairness	NOUN
american_scientific_journal-12080	49	59	research	research	NOUN
american_scientific_journal-12080	49	60	.	.	PUNCT
american_scientific_journal-12080	50	1	the	the	DET
american_scientific_journal-12080	50	2	linear	linear	ADJ
american_scientific_journal-12080	50	3	form	form	NOUN
american_scientific_journal-12080	50	4	of	of	ADP
american_scientific_journal-12080	50	5	the	the	DET
american_scientific_journal-12080	50	6	logistic	logistic	ADJ
american_scientific_journal-12080	50	7	model	model	NOUN
american_scientific_journal-12080	50	8	affords	afford	VERB
american_scientific_journal-12080	50	9	straightforward	straightforward	ADJ
american_scientific_journal-12080	50	10	interpretability	interpretability	NOUN
american_scientific_journal-12080	50	11	:	:	PUNCT
american_scientific_journal-12080	50	12	model	model	NOUN
american_scientific_journal-12080	50	13	coefficients	coefficient	NOUN
american_scientific_journal-12080	50	14	provide	provide	VERB
american_scientific_journal-12080	50	15	direct	direct	ADJ
american_scientific_journal-12080	50	16	indicators	indicator	NOUN
american_scientific_journal-12080	50	17	of	of	ADP
american_scientific_journal-12080	50	18	the	the	DET
american_scientific_journal-12080	50	19	direction	direction	NOUN
american_scientific_journal-12080	50	20	and	and	CCONJ
american_scientific_journal-12080	50	21	magnitude	magnitude	NOUN
american_scientific_journal-12080	50	22	of	of	ADP
american_scientific_journal-12080	50	23	feature	feature	NOUN
american_scientific_journal-12080	50	24	effects	effect	NOUN
american_scientific_journal-12080	50	25	,	,	PUNCT
american_scientific_journal-12080	50	26	and	and	CCONJ
american_scientific_journal-12080	50	27	the	the	DET
american_scientific_journal-12080	50	28	constrained	constrained	ADJ
american_scientific_journal-12080	50	29	functional	functional	ADJ
american_scientific_journal-12080	50	30	form	form	NOUN
american_scientific_journal-12080	50	31	reduces	reduce	VERB
american_scientific_journal-12080	50	32	the	the	DET
american_scientific_journal-12080	50	33	likelihood	likelihood	NOUN
american_scientific_journal-12080	50	34	that	that	SCONJ
american_scientific_journal-12080	50	35	observed	observe	VERB
american_scientific_journal-12080	50	36	changes	change	NOUN
american_scientific_journal-12080	50	37	in	in	ADP
american_scientific_journal-12080	50	38	model	model	NOUN
american_scientific_journal-12080	50	39	behaviour	behaviour	NOUN
american_scientific_journal-12080	50	40	are	be	AUX
american_scientific_journal-12080	50	41	driven	drive	VERB
american_scientific_journal-12080	50	42	by	by	ADP
american_scientific_journal-12080	50	43	complex	complex	ADJ
american_scientific_journal-12080	50	44	,	,	PUNCT
american_scientific_journal-12080	50	45	opaque	opaque	ADJ
american_scientific_journal-12080	50	46	interactions	interaction	NOUN
american_scientific_journal-12080	50	47	intrinsic	intrinsic	ADJ
american_scientific_journal-12080	50	48	to	to	ADP
american_scientific_journal-12080	50	49	more	more	ADV
american_scientific_journal-12080	50	50	expressive	expressive	ADJ
american_scientific_journal-12080	50	51	architectures	architecture	NOUN
american_scientific_journal-12080	50	52	.	.	PUNCT
american_scientific_journal-12080	51	1	this	this	DET
american_scientific_journal-12080	51	2	parsimony	parsimony	NOUN
american_scientific_journal-12080	51	3	is	be	AUX
american_scientific_journal-12080	51	4	advantageous	advantageous	ADJ
american_scientific_journal-12080	51	5	for	for	ADP
american_scientific_journal-12080	51	6	experiments	experiment	NOUN
american_scientific_journal-12080	51	7	aimed	aim	VERB
american_scientific_journal-12080	51	8	at	at	ADP
american_scientific_journal-12080	51	9	isolating	isolate	VERB
american_scientific_journal-12080	51	10	data	data	NOUN
american_scientific_journal-12080	51	11	-	-	PUNCT
american_scientific_journal-12080	51	12	centric	centric	ADJ
american_scientific_journal-12080	51	13	effects	effect	NOUN
american_scientific_journal-12080	51	14	(	(	PUNCT
american_scientific_journal-12080	51	15	e.g.	e.g.	ADV
american_scientific_journal-12080	51	16	,	,	PUNCT
american_scientific_journal-12080	51	17	input	input	NOUN
american_scientific_journal-12080	51	18	corruption	corruption	NOUN
american_scientific_journal-12080	51	19	,	,	PUNCT
american_scientific_journal-12080	51	20	measurement	measurement	NOUN
american_scientific_journal-12080	51	21	noise	noise	NOUN
american_scientific_journal-12080	51	22	,	,	PUNCT
american_scientific_journal-12080	51	23	distributional	distributional	ADJ
american_scientific_journal-12080	51	24	drift	drift	NOUN
american_scientific_journal-12080	51	25	)	)	PUNCT
american_scientific_journal-12080	51	26	,	,	PUNCT
american_scientific_journal-12080	51	27	since	since	SCONJ
american_scientific_journal-12080	51	28	it	it	PRON
american_scientific_journal-12080	51	29	minimizes	minimize	VERB
american_scientific_journal-12080	51	30	the	the	DET
american_scientific_journal-12080	51	31	set	set	NOUN
american_scientific_journal-12080	51	32	of	of	ADP
american_scientific_journal-12080	51	33	extraneous	extraneous	ADJ
american_scientific_journal-12080	51	34	factors	factor	NOUN
american_scientific_journal-12080	51	35	that	that	PRON
american_scientific_journal-12080	51	36	could	could	AUX
american_scientific_journal-12080	51	37	mask	mask	VERB
american_scientific_journal-12080	51	38	or	or	CCONJ
american_scientific_journal-12080	51	39	distort	distort	VERB
american_scientific_journal-12080	51	40	the	the	DET
american_scientific_journal-12080	51	41	signal	signal	NOUN
american_scientific_journal-12080	51	42	of	of	ADP
american_scientific_journal-12080	51	43	interest	interest	NOUN
american_scientific_journal-12080	51	44	.	.	PUNCT
american_scientific_journal-12080	52	1	moreover	moreover	ADV
american_scientific_journal-12080	52	2	,	,	PUNCT
american_scientific_journal-12080	52	3	logistic	logistic	ADJ
american_scientific_journal-12080	52	4	regression	regression	NOUN
american_scientific_journal-12080	52	5	naturally	naturally	ADV
american_scientific_journal-12080	52	6	yields	yield	VERB
american_scientific_journal-12080	52	7	probabilistic	probabilistic	ADJ
american_scientific_journal-12080	52	8	scores	score	NOUN
american_scientific_journal-12080	52	9	,	,	PUNCT
american_scientific_journal-12080	52	10	which	which	PRON
american_scientific_journal-12080	52	11	makes	make	VERB
american_scientific_journal-12080	52	12	it	it	PRON
american_scientific_journal-12080	52	13	compatible	compatible	ADJ
american_scientific_journal-12080	52	14	with	with	ADP
american_scientific_journal-12080	52	15	calibration	calibration	NOUN
american_scientific_journal-12080	52	16	procedures	procedure	NOUN
american_scientific_journal-12080	52	17	and	and	CCONJ
american_scientific_journal-12080	52	18	post	post	ADJ
american_scientific_journal-12080	52	19	-	-	ADJ
american_scientific_journal-12080	52	20	processing	processing	ADJ
american_scientific_journal-12080	52	21	fairness	fairness	NOUN
american_scientific_journal-12080	52	22	interventions	intervention	NOUN
american_scientific_journal-12080	52	23	;	;	PUNCT
american_scientific_journal-12080	52	24	techniques	technique	NOUN
american_scientific_journal-12080	52	25	such	such	ADJ
american_scientific_journal-12080	52	26	as	as	ADP
american_scientific_journal-12080	52	27	calibrated	calibrate	VERB
american_scientific_journal-12080	52	28	equalized	equalize	VERB
american_scientific_journal-12080	52	29	odds	odd	NOUN
american_scientific_journal-12080	52	30	operate	operate	VERB
american_scientific_journal-12080	52	31	on	on	ADP
american_scientific_journal-12080	52	32	predicted	predict	VERB
american_scientific_journal-12080	52	33	probabilities	probability	NOUN
american_scientific_journal-12080	52	34	and	and	CCONJ
american_scientific_journal-12080	52	35	therefore	therefore	ADV
american_scientific_journal-12080	52	36	integrate	integrate	VERB
american_scientific_journal-12080	52	37	seamlessly	seamlessly	ADV
american_scientific_journal-12080	52	38	with	with	ADP
american_scientific_journal-12080	52	39	this	this	DET
american_scientific_journal-12080	52	40	class	class	NOUN
american_scientific_journal-12080	52	41	of	of	ADP
american_scientific_journal-12080	52	42	model	model	NOUN
american_scientific_journal-12080	52	43	.	.	PUNCT
american_scientific_journal-12080	53	1	the	the	DET
american_scientific_journal-12080	53	2	convex	convex	PROPN
american_scientific_journal-12080	53	3	optimization	optimization	NOUN
american_scientific_journal-12080	53	4	underlying	underlie	VERB
american_scientific_journal-12080	53	5	logistic	logistic	ADJ
american_scientific_journal-12080	53	6	regression	regression	NOUN
american_scientific_journal-12080	53	7	training	training	NOUN
american_scientific_journal-12080	53	8	contributes	contribute	VERB
american_scientific_journal-12080	53	9	to	to	ADP
american_scientific_journal-12080	53	10	stability	stability	NOUN
american_scientific_journal-12080	53	11	and	and	CCONJ
american_scientific_journal-12080	53	12	reproducibility	reproducibility	NOUN
american_scientific_journal-12080	53	13	of	of	ADP
american_scientific_journal-12080	53	14	results	result	NOUN
american_scientific_journal-12080	53	15	across	across	ADP
american_scientific_journal-12080	53	16	repeated	repeat	VERB
american_scientific_journal-12080	53	17	runs	run	NOUN
american_scientific_journal-12080	53	18	,	,	PUNCT
american_scientific_journal-12080	53	19	facilitating	facilitate	VERB
american_scientific_journal-12080	53	20	statistically	statistically	ADV
american_scientific_journal-12080	53	21	rigorous	rigorous	ADJ
american_scientific_journal-12080	53	22	comparisons	comparison	NOUN
american_scientific_journal-12080	53	23	between	between	ADP
american_scientific_journal-12080	53	24	experimental	experimental	ADJ
american_scientific_journal-12080	53	25	scenarios	scenario	NOUN
american_scientific_journal-12080	53	26	.	.	PUNCT
american_scientific_journal-12080	54	1	finally	finally	ADV
american_scientific_journal-12080	54	2	,	,	PUNCT
american_scientific_journal-12080	54	3	the	the	DET
american_scientific_journal-12080	54	4	established	establish	VERB
american_scientific_journal-12080	54	5	role	role	NOUN
american_scientific_journal-12080	54	6	of	of	ADP
american_scientific_journal-12080	54	7	logistic	logistic	ADJ
american_scientific_journal-12080	54	8	regression	regression	NOUN
american_scientific_journal-12080	54	9	as	as	ADP
american_scientific_journal-12080	54	10	a	a	DET
american_scientific_journal-12080	54	11	canonical	canonical	ADJ
american_scientific_journal-12080	54	12	baseline	baseline	NOUN
american_scientific_journal-12080	54	13	in	in	ADP
american_scientific_journal-12080	54	14	the	the	DET
american_scientific_journal-12080	54	15	fairness	fairness	NOUN
american_scientific_journal-12080	54	16	literature	literature	NOUN
american_scientific_journal-12080	54	17	enhances	enhance	VERB
american_scientific_journal-12080	54	18	the	the	DET
american_scientific_journal-12080	54	19	comparability	comparability	NOUN
american_scientific_journal-12080	54	20	and	and	CCONJ
american_scientific_journal-12080	54	21	practical	practical	ADJ
american_scientific_journal-12080	54	22	relevance	relevance	NOUN
american_scientific_journal-12080	54	23	of	of	ADP
american_scientific_journal-12080	54	24	the	the	DET
american_scientific_journal-12080	54	25	findings	finding	NOUN
american_scientific_journal-12080	54	26	:	:	PUNCT
american_scientific_journal-12080	54	27	demonstrating	demonstrate	VERB
american_scientific_journal-12080	54	28	effects	effect	NOUN
american_scientific_journal-12080	54	29	on	on	ADP
american_scientific_journal-12080	54	30	a	a	DET
american_scientific_journal-12080	54	31	simple	simple	ADJ
american_scientific_journal-12080	54	32	,	,	PUNCT
american_scientific_journal-12080	54	33	widely	widely	ADV
american_scientific_journal-12080	54	34	recognized	recognize	VERB
american_scientific_journal-12080	54	35	reference	reference	NOUN
american_scientific_journal-12080	54	36	model	model	NOUN
american_scientific_journal-12080	54	37	increases	increase	VERB
american_scientific_journal-12080	54	38	the	the	DET
american_scientific_journal-12080	54	39	portability	portability	NOUN
american_scientific_journal-12080	54	40	of	of	ADP
american_scientific_journal-12080	54	41	conclusions	conclusion	NOUN
american_scientific_journal-12080	54	42	and	and	CCONJ
american_scientific_journal-12080	54	43	provides	provide	VERB
american_scientific_journal-12080	54	44	a	a	DET
american_scientific_journal-12080	54	45	clear	clear	ADJ
american_scientific_journal-12080	54	46	point	point	NOUN
american_scientific_journal-12080	54	47	of	of	ADP
american_scientific_journal-12080	54	48	departure	departure	NOUN
american_scientific_journal-12080	54	49	for	for	ADP
american_scientific_journal-12080	54	50	subsequent	subsequent	ADJ
american_scientific_journal-12080	54	51	evaluation	evaluation	NOUN
american_scientific_journal-12080	54	52	on	on	ADP
american_scientific_journal-12080	54	53	more	more	ADJ
american_scientific_journal-12080	54	54	complex	complex	ADJ
american_scientific_journal-12080	54	55	models	model	NOUN
american_scientific_journal-12080	54	56	.	.	PUNCT
american_scientific_journal-12080	55	1	five	five	NUM
american_scientific_journal-12080	55	2	experimental	experimental	ADJ
american_scientific_journal-12080	55	3	scenarios	scenario	NOUN
american_scientific_journal-12080	55	4	that	that	PRON
american_scientific_journal-12080	55	5	emulate	emulate	VERB
american_scientific_journal-12080	55	6	frequent	frequent	ADJ
american_scientific_journal-12080	55	7	operational	operational	ADJ
american_scientific_journal-12080	55	8	perturbations	perturbation	NOUN
american_scientific_journal-12080	55	9	in	in	ADP
american_scientific_journal-12080	55	10	production	production	NOUN
american_scientific_journal-12080	55	11	ml	ml	ADP
american_scientific_journal-12080	55	12	pipelines	pipeline	NOUN
american_scientific_journal-12080	55	13	were	be	AUX
american_scientific_journal-12080	55	14	defined	define	VERB
american_scientific_journal-12080	55	15	the	the	DET
american_scientific_journal-12080	55	16	baseline	baseline	NOUN
american_scientific_journal-12080	55	17	condition	condition	NOUN
american_scientific_journal-12080	55	18	evaluates	evaluate	VERB
american_scientific_journal-12080	55	19	performance	performance	NOUN
american_scientific_journal-12080	55	20	on	on	ADP
american_scientific_journal-12080	55	21	the	the	DET
american_scientific_journal-12080	55	22	unmodified	unmodified	ADJ
american_scientific_journal-12080	55	23	,	,	PUNCT
american_scientific_journal-12080	55	24	“	"	PUNCT
american_scientific_journal-12080	55	25	clean	clean	ADJ
american_scientific_journal-12080	55	26	”	"	PUNCT
american_scientific_journal-12080	55	27	test	test	NOUN
american_scientific_journal-12080	55	28	set	set	NOUN
american_scientific_journal-12080	55	29	.	.	PUNCT
american_scientific_journal-12080	56	1	the	the	DET
american_scientific_journal-12080	56	2	typos	typos	PROPN
american_scientific_journal-12080	56	3	condition	condition	NOUN
american_scientific_journal-12080	56	4	simulates	simulate	VERB
american_scientific_journal-12080	56	5	manual	manual	ADJ
american_scientific_journal-12080	56	6	data	data	NOUN
american_scientific_journal-12080	56	7	-	-	PUNCT
american_scientific_journal-12080	56	8	entry	entry	NOUN
american_scientific_journal-12080	56	9	corruption	corruption	NOUN
american_scientific_journal-12080	56	10	by	by	ADP
american_scientific_journal-12080	56	11	randomly	randomly	ADV
american_scientific_journal-12080	56	12	substituting	substitute	VERB
american_scientific_journal-12080	56	13	characters	character	NOUN
american_scientific_journal-12080	56	14	in	in	ADP
american_scientific_journal-12080	56	15	5	5	NUM
american_scientific_journal-12080	56	16	%	%	NOUN
american_scientific_journal-12080	56	17	of	of	ADP
american_scientific_journal-12080	56	18	entries	entry	NOUN
american_scientific_journal-12080	56	19	within	within	ADP
american_scientific_journal-12080	56	20	categorical	categorical	ADJ
american_scientific_journal-12080	56	21	features	feature	NOUN
american_scientific_journal-12080	56	22	of	of	ADP
american_scientific_journal-12080	56	23	the	the	DET
american_scientific_journal-12080	56	24	test	test	NOUN
american_scientific_journal-12080	56	25	partition	partition	NOUN
american_scientific_journal-12080	56	26	.	.	PUNCT
american_scientific_journal-12080	57	1	the	the	DET
american_scientific_journal-12080	57	2	noise	noise	NOUN
american_scientific_journal-12080	57	3	condition	condition	NOUN
american_scientific_journal-12080	57	4	mimics	mimic	VERB
american_scientific_journal-12080	57	5	measurement	measurement	NOUN
american_scientific_journal-12080	57	6	imprecision	imprecision	NOUN
american_scientific_journal-12080	57	7	by	by	ADP
american_scientific_journal-12080	57	8	injecting	inject	VERB
american_scientific_journal-12080	57	9	additive	additive	ADJ
american_scientific_journal-12080	57	10	gaussian	gaussian	ADJ
american_scientific_journal-12080	57	11	noise	noise	NOUN
american_scientific_journal-12080	57	12	(	(	PUNCT
american_scientific_journal-12080	57	13	σ	σ	NOUN
american_scientific_journal-12080	57	14	=	=	SYM
american_scientific_journal-12080	57	15	0.5	0.5	NUM
american_scientific_journal-12080	57	16	)	)	PUNCT
american_scientific_journal-12080	57	17	into	into	ADP
american_scientific_journal-12080	57	18	numerical	numerical	ADJ
american_scientific_journal-12080	57	19	features	feature	NOUN
american_scientific_journal-12080	57	20	.	.	PUNCT
american_scientific_journal-12080	58	1	the	the	DET
american_scientific_journal-12080	58	2	drift	drift	NOUN
american_scientific_journal-12080	58	3	condition	condition	NOUN
american_scientific_journal-12080	58	4	emulates	emulate	VERB
american_scientific_journal-12080	58	5	population	population	NOUN
american_scientific_journal-12080	58	6	-	-	PUNCT
american_scientific_journal-12080	58	7	level	level	NOUN
american_scientific_journal-12080	58	8	distributional	distributional	ADJ
american_scientific_journal-12080	58	9	shifts	shift	NOUN
american_scientific_journal-12080	58	10	by	by	ADP
american_scientific_journal-12080	58	11	replacing	replace	VERB
american_scientific_journal-12080	58	12	10	10	NUM
american_scientific_journal-12080	58	13	%	%	NOUN
american_scientific_journal-12080	58	14	of	of	ADP
american_scientific_journal-12080	58	15	test	test	NOUN
american_scientific_journal-12080	58	16	records	record	NOUN
american_scientific_journal-12080	58	17	with	with	ADP
american_scientific_journal-12080	58	18	instances	instance	NOUN
american_scientific_journal-12080	58	19	sampled	sample	VERB
american_scientific_journal-12080	58	20	from	from	ADP
american_scientific_journal-12080	58	21	an	an	DET
american_scientific_journal-12080	58	22	alternate	alternate	ADJ
american_scientific_journal-12080	58	23	demographic	demographic	ADJ
american_scientific_journal-12080	58	24	subgroup	subgroup	NOUN
american_scientific_journal-12080	58	25	.	.	PUNCT
american_scientific_journal-12080	59	1	finally	finally	ADV
american_scientific_journal-12080	59	2	,	,	PUNCT
american_scientific_journal-12080	59	3	the	the	DET
american_scientific_journal-12080	59	4	biasmitigation	biasmitigation	NOUN
american_scientific_journal-12080	59	5	condition	condition	NOUN
american_scientific_journal-12080	59	6	applies	apply	VERB
american_scientific_journal-12080	59	7	a	a	DET
american_scientific_journal-12080	59	8	post	post	ADJ
american_scientific_journal-12080	59	9	-	-	ADJ
american_scientific_journal-12080	59	10	processing	processing	ADJ
american_scientific_journal-12080	59	11	fairness	fairness	NOUN
american_scientific_journal-12080	59	12	intervention	intervention	NOUN
american_scientific_journal-12080	59	13	to	to	ADP
american_scientific_journal-12080	59	14	the	the	DET
american_scientific_journal-12080	59	15	baseline	baseline	NOUN
american_scientific_journal-12080	59	16	predictions	prediction	NOUN
american_scientific_journal-12080	59	17	.	.	PUNCT
american_scientific_journal-12080	60	1	for	for	ADP
american_scientific_journal-12080	60	2	post	post	ADJ
american_scientific_journal-12080	60	3	-	-	ADJ
american_scientific_journal-12080	60	4	processing	processing	NOUN
american_scientific_journal-12080	60	5	,	,	PUNCT
american_scientific_journal-12080	60	6	the	the	DET
american_scientific_journal-12080	60	7	calibrated	calibrate	VERB
american_scientific_journal-12080	60	8	equalized	equalize	VERB
american_scientific_journal-12080	60	9	odds	odd	NOUN
american_scientific_journal-12080	60	10	routine	routine	ADJ
american_scientific_journal-12080	60	11	from	from	ADP
american_scientific_journal-12080	60	12	ibm	ibm	PROPN
american_scientific_journal-12080	60	13	’s	’s	PART
american_scientific_journal-12080	60	14	ai	ai	PROPN
american_scientific_journal-12080	60	15	fairness	fairness	NOUN
american_scientific_journal-12080	60	16	360	360	NUM
american_scientific_journal-12080	60	17	was	be	AUX
american_scientific_journal-12080	60	18	employed	employ	VERB
american_scientific_journal-12080	60	19	:	:	PUNCT
american_scientific_journal-12080	60	20	a	a	DET
american_scientific_journal-12080	60	21	probabilistic	probabilistic	ADJ
american_scientific_journal-12080	60	22	adjustment	adjustment	NOUN
american_scientific_journal-12080	60	23	that	that	PRON
american_scientific_journal-12080	60	24	recalibrates	recalibrate	VERB
american_scientific_journal-12080	60	25	predicted	predict	VERB
american_scientific_journal-12080	60	26	probabilities	probability	NOUN
american_scientific_journal-12080	60	27	to	to	PART
american_scientific_journal-12080	60	28	approximate	approximate	VERB
american_scientific_journal-12080	60	29	equalized	equalize	VERB
american_scientific_journal-12080	60	30	odds	odd	NOUN
american_scientific_journal-12080	60	31	between	between	ADP
american_scientific_journal-12080	60	32	a	a	DET
american_scientific_journal-12080	60	33	designated	designate	VERB
american_scientific_journal-12080	60	34	protected	protect	VERB
american_scientific_journal-12080	60	35	group	group	NOUN
american_scientific_journal-12080	60	36	and	and	CCONJ
american_scientific_journal-12080	60	37	a	a	DET
american_scientific_journal-12080	60	38	privileged	privileged	ADJ
american_scientific_journal-12080	60	39	reference	reference	NOUN
american_scientific_journal-12080	60	40	group	group	NOUN
american_scientific_journal-12080	60	41	while	while	SCONJ
american_scientific_journal-12080	60	42	preserving	preserve	VERB
american_scientific_journal-12080	60	43	calibration	calibration	NOUN
american_scientific_journal-12080	60	44	properties	property	NOUN
american_scientific_journal-12080	60	45	as	as	ADV
american_scientific_journal-12080	60	46	much	much	ADV
american_scientific_journal-12080	60	47	as	as	ADP
american_scientific_journal-12080	60	48	possible	possible	ADJ
american_scientific_journal-12080	60	49	.	.	PUNCT
american_scientific_journal-12080	61	1	operationally	operationally	ADV
american_scientific_journal-12080	61	2	,	,	PUNCT
american_scientific_journal-12080	61	3	the	the	DET
american_scientific_journal-12080	61	4	algorithm	algorithm	NOUN
american_scientific_journal-12080	61	5	optimizes	optimize	VERB
american_scientific_journal-12080	61	6	the	the	DET
american_scientific_journal-12080	61	7	stochastic	stochastic	ADJ
american_scientific_journal-12080	61	8	flipping	flipping	NOUN
american_scientific_journal-12080	61	9	(	(	PUNCT
american_scientific_journal-12080	61	10	or	or	CCONJ
american_scientific_journal-12080	61	11	relabelling	relabelle	VERB
american_scientific_journal-12080	61	12	)	)	PUNCT
american_scientific_journal-12080	61	13	probabilities	probability	NOUN
american_scientific_journal-12080	61	14	applied	apply	VERB
american_scientific_journal-12080	61	15	to	to	PART
american_scientific_journal-12080	61	16	classifier	classifier	VERB
american_scientific_journal-12080	61	17	outputs	output	NOUN
american_scientific_journal-12080	61	18	to	to	PART
american_scientific_journal-12080	61	19	minimize	minimize	VERB
american_scientific_journal-12080	61	20	inter	inter	ADJ
american_scientific_journal-12080	61	21	-	-	ADJ
american_scientific_journal-12080	61	22	group	group	NOUN
american_scientific_journal-12080	61	23	disparities	disparity	NOUN
american_scientific_journal-12080	61	24	in	in	ADP
american_scientific_journal-12080	61	25	error	error	NOUN
american_scientific_journal-12080	61	26	rates	rate	NOUN
american_scientific_journal-12080	61	27	.	.	PUNCT
american_scientific_journal-12080	62	1	a	a	DET
american_scientific_journal-12080	62	2	composite	composite	ADJ
american_scientific_journal-12080	62	3	metric	metric	ADJ
american_scientific_journal-12080	62	4	battery	battery	NOUN
american_scientific_journal-12080	62	5	for	for	ADP
american_scientific_journal-12080	62	6	discriminative	discriminative	NOUN
american_scientific_journal-12080	62	7	power	power	NOUN
american_scientific_journal-12080	62	8	and	and	CCONJ
american_scientific_journal-12080	62	9	group	group	NOUN
american_scientific_journal-12080	62	10	-	-	PUNCT
american_scientific_journal-12080	62	11	level	level	NOUN
american_scientific_journal-12080	62	12	impartiality	impartiality	NOUN
american_scientific_journal-12080	62	13	(	(	PUNCT
american_scientific_journal-12080	62	14	fairness	fairness	NOUN
american_scientific_journal-12080	62	15	)	)	PUNCT
american_scientific_journal-12080	62	16	was	be	AUX
american_scientific_journal-12080	62	17	used	use	VERB
american_scientific_journal-12080	62	18	.	.	PUNCT
american_scientific_journal-12080	63	1	predictive	predictive	ADJ
american_scientific_journal-12080	63	2	performance	performance	NOUN
american_scientific_journal-12080	63	3	was	be	AUX
american_scientific_journal-12080	63	4	measured	measure	VERB
american_scientific_journal-12080	63	5	as	as	ADP
american_scientific_journal-12080	63	6	accuracy	accuracy	NOUN
american_scientific_journal-12080	63	7	(	(	PUNCT
american_scientific_journal-12080	63	8	share	share	NOUN
american_scientific_journal-12080	63	9	of	of	ADP
american_scientific_journal-12080	63	10	correct	correct	ADJ
american_scientific_journal-12080	63	11	predictions	prediction	NOUN
american_scientific_journal-12080	63	12	)	)	PUNCT
american_scientific_journal-12080	63	13	and	and	CCONJ
american_scientific_journal-12080	63	14	roc	roc	NOUN
american_scientific_journal-12080	63	15	-	-	PUNCT
american_scientific_journal-12080	63	16	auc	auc	NOUN
american_scientific_journal-12080	63	17	(	(	PUNCT
american_scientific_journal-12080	63	18	area	area	NOUN
american_scientific_journal-12080	63	19	under	under	ADP
american_scientific_journal-12080	63	20	the	the	DET
american_scientific_journal-12080	63	21	receiveroperating	receiveroperate	VERB
american_scientific_journal-12080	63	22	characteristic	characteristic	ADJ
american_scientific_journal-12080	63	23	curve	curve	NOUN
american_scientific_journal-12080	63	24	,	,	PUNCT
american_scientific_journal-12080	63	25	considered	consider	VERB
american_scientific_journal-12080	63	26	over	over	ADP
american_scientific_journal-12080	63	27	all	all	DET
american_scientific_journal-12080	63	28	possible	possible	ADJ
american_scientific_journal-12080	63	29	thresholds	threshold	NOUN
american_scientific_journal-12080	63	30	)	)	PUNCT
american_scientific_journal-12080	63	31	.	.	PUNCT
american_scientific_journal-12080	64	1	fairness	fairness	NOUN
american_scientific_journal-12080	64	2	was	be	AUX
american_scientific_journal-12080	64	3	quantified	quantify	VERB
american_scientific_journal-12080	64	4	with	with	ADP
american_scientific_journal-12080	64	5	two	two	NUM
american_scientific_journal-12080	64	6	groupwise	groupwise	NOUN
american_scientific_journal-12080	64	7	metrics	metric	NOUN
american_scientific_journal-12080	64	8	defined	define	VERB
american_scientific_journal-12080	64	9	relative	relative	ADJ
american_scientific_journal-12080	64	10	to	to	ADP
american_scientific_journal-12080	64	11	gender	gender	NOUN
american_scientific_journal-12080	64	12	as	as	ADP
american_scientific_journal-12080	64	13	the	the	DET
american_scientific_journal-12080	64	14	protected	protect	VERB
american_scientific_journal-12080	64	15	attribute	attribute	NOUN
american_scientific_journal-12080	64	16	,	,	PUNCT
american_scientific_journal-12080	64	17	namely	namely	ADV
american_scientific_journal-12080	64	18	the	the	DET
american_scientific_journal-12080	64	19	demographic	demographic	ADJ
american_scientific_journal-12080	64	20	parity	parity	NOUN
american_scientific_journal-12080	64	21	gap	gap	NOUN
american_scientific_journal-12080	64	22	(	(	PUNCT
american_scientific_journal-12080	64	23	absolute	absolute	ADJ
american_scientific_journal-12080	64	24	difference	difference	NOUN
american_scientific_journal-12080	64	25	in	in	ADP
american_scientific_journal-12080	64	26	favorable	favorable	ADJ
american_scientific_journal-12080	64	27	-	-	PUNCT
american_scientific_journal-12080	64	28	outcome	outcome	NOUN
american_scientific_journal-12080	64	29	rates	rate	NOUN
american_scientific_journal-12080	64	30	between	between	ADP
american_scientific_journal-12080	64	31	groups	group	NOUN
american_scientific_journal-12080	64	32	)	)	PUNCT
american_scientific_journal-12080	64	33	and	and	CCONJ
american_scientific_journal-12080	64	34	the	the	DET
american_scientific_journal-12080	64	35	equalized	equalize	VERB
american_scientific_journal-12080	64	36	odds	odd	NOUN
american_scientific_journal-12080	64	37	gap	gap	NOUN
american_scientific_journal-12080	64	38	(	(	PUNCT
american_scientific_journal-12080	64	39	mean	mean	NOUN
american_scientific_journal-12080	64	40	of	of	ADP
american_scientific_journal-12080	64	41	absolute	absolute	ADJ
american_scientific_journal-12080	64	42	differences	difference	NOUN
american_scientific_journal-12080	64	43	in	in	ADP
american_scientific_journal-12080	64	44	true	true	ADJ
american_scientific_journal-12080	64	45	positive	positive	ADJ
american_scientific_journal-12080	64	46	rate	rate	NOUN
american_scientific_journal-12080	64	47	and	and	CCONJ
american_scientific_journal-12080	64	48	false	false	ADJ
american_scientific_journal-12080	64	49	positive	positive	ADJ
american_scientific_journal-12080	64	50	rate	rate	NOUN
american_scientific_journal-12080	64	51	between	between	ADP
american_scientific_journal-12080	64	52	groups	group	NOUN
american_scientific_journal-12080	64	53	)	)	PUNCT
american_scientific_journal-12080	64	54	,	,	PUNCT
american_scientific_journal-12080	64	55	the	the	DET
american_scientific_journal-12080	64	56	latter	latter	ADJ
american_scientific_journal-12080	64	57	being	be	AUX
american_scientific_journal-12080	64	58	a	a	DET
american_scientific_journal-12080	64	59	stricter	strict	ADJ
american_scientific_journal-12080	64	60	,	,	PUNCT
american_scientific_journal-12080	64	61	errorsymmetric	errorsymmetric	ADJ
american_scientific_journal-12080	64	62	parity	parity	NOUN
american_scientific_journal-12080	64	63	constraint	constraint	NOUN
american_scientific_journal-12080	64	64	.	.	PUNCT
american_scientific_journal-12080	65	1	all	all	DET
american_scientific_journal-12080	65	2	tests	test	NOUN
american_scientific_journal-12080	65	3	were	be	AUX
american_scientific_journal-12080	65	4	done	do	VERB
american_scientific_journal-12080	65	5	in	in	ADP
american_scientific_journal-12080	65	6	python	python	NOUN
american_scientific_journal-12080	65	7	3.10	3.10	NUM
american_scientific_journal-12080	65	8	with	with	ADP
american_scientific_journal-12080	65	9	scikit	scikit	NOUN
american_scientific_journal-12080	65	10	-	-	PUNCT
american_scientific_journal-12080	65	11	learn	learn	VERB
american_scientific_journal-12080	65	12	1.3	1.3	NUM
american_scientific_journal-12080	65	13	and	and	CCONJ
american_scientific_journal-12080	65	14	aif360	aif360	PROPN
american_scientific_journal-12080	65	15	0.5.0	0.5.0	NUM
american_scientific_journal-12080	65	16	on	on	ADP
american_scientific_journal-12080	65	17	a	a	DET
american_scientific_journal-12080	65	18	machine	machine	NOUN
american_scientific_journal-12080	65	19	that	that	PRON
american_scientific_journal-12080	65	20	had	have	VERB
american_scientific_journal-12080	65	21	an	an	DET
american_scientific_journal-12080	65	22	intel	intel	PROPN
american_scientific_journal-12080	65	23	core	core	NOUN
american_scientific_journal-12080	65	24	i7	i7	NOUN
american_scientific_journal-12080	65	25	-	-	PUNCT
american_scientific_journal-12080	65	26	12700h	12700h	NUM
american_scientific_journal-12080	65	27	and	and	CCONJ
american_scientific_journal-12080	65	28	32	32	NUM
american_scientific_journal-12080	65	29	gb	gb	NOUN
american_scientific_journal-12080	65	30	ram	ram	NOUN
american_scientific_journal-12080	65	31	.	.	PUNCT
american_scientific_journal-12080	66	1	each	each	DET
american_scientific_journal-12080	66	2	case	case	NOUN
american_scientific_journal-12080	66	3	was	be	AUX
american_scientific_journal-12080	66	4	run	run	VERB
american_scientific_journal-12080	66	5	five	five	NUM
american_scientific_journal-12080	66	6	times	time	NOUN
american_scientific_journal-12080	66	7	,	,	PUNCT
american_scientific_journal-12080	66	8	and	and	CCONJ
american_scientific_journal-12080	66	9	the	the	DET
american_scientific_journal-12080	66	10	results	result	NOUN
american_scientific_journal-12080	66	11	shared	share	VERB
american_scientific_journal-12080	66	12	american	american	ADJ
american_scientific_journal-12080	66	13	academic	academic	ADJ
american_scientific_journal-12080	66	14	scientific	scientific	ADJ
american_scientific_journal-12080	66	15	research	research	NOUN
american_scientific_journal-12080	66	16	journal	journal	NOUN
american_scientific_journal-12080	66	17	for	for	ADP
american_scientific_journal-12080	66	18	engineering	engineering	NOUN
american_scientific_journal-12080	66	19	,	,	PUNCT
american_scientific_journal-12080	66	20	technology	technology	NOUN
american_scientific_journal-12080	66	21	,	,	PUNCT
american_scientific_journal-12080	66	22	and	and	CCONJ
american_scientific_journal-12080	66	23	sciences	science	NOUN
american_scientific_journal-12080	66	24	(	(	PUNCT
american_scientific_journal-12080	66	25	asrjets	asrjet	NOUN
american_scientific_journal-12080	66	26	)	)	PUNCT
american_scientific_journal-12080	66	27	volume	volume	NOUN
american_scientific_journal-12080	66	28	103	103	NUM
american_scientific_journal-12080	66	29	,	,	PUNCT
american_scientific_journal-12080	66	30	no	no	DET
american_scientific_journal-12080	66	31	1	1	NUM
american_scientific_journal-12080	66	32	,	,	PUNCT
american_scientific_journal-12080	66	33	pp	pp	ADV
american_scientific_journal-12080	66	34	330	330	NUM
american_scientific_journal-12080	66	35	-	-	SYM
american_scientific_journal-12080	66	36	342	342	NUM
american_scientific_journal-12080	66	37	334	334	NUM
american_scientific_journal-12080	66	38	are	be	AUX
american_scientific_journal-12080	66	39	the	the	DET
american_scientific_journal-12080	66	40	mean	mean	ADJ
american_scientific_journal-12080	66	41	values	value	NOUN
american_scientific_journal-12080	66	42	to	to	PART
american_scientific_journal-12080	66	43	minimize	minimize	VERB
american_scientific_journal-12080	66	44	the	the	DET
american_scientific_journal-12080	66	45	impact	impact	NOUN
american_scientific_journal-12080	66	46	of	of	ADP
american_scientific_journal-12080	66	47	single	single	ADJ
american_scientific_journal-12080	66	48	-	-	PUNCT
american_scientific_journal-12080	66	49	run	run	NOUN
american_scientific_journal-12080	66	50	result	result	NOUN
american_scientific_journal-12080	66	51	fluctuations	fluctuation	NOUN
american_scientific_journal-12080	66	52	.	.	PUNCT
american_scientific_journal-12080	67	1	the	the	DET
american_scientific_journal-12080	67	2	wall	wall	NOUN
american_scientific_journal-12080	67	3	-	-	PUNCT
american_scientific_journal-12080	67	4	clock	clock	NOUN
american_scientific_journal-12080	67	5	runtimes	runtime	NOUN
american_scientific_journal-12080	67	6	were	be	AUX
american_scientific_journal-12080	67	7	short	short	ADJ
american_scientific_journal-12080	67	8	(	(	PUNCT
american_scientific_journal-12080	67	9	about	about	ADV
american_scientific_journal-12080	67	10	20	20	NUM
american_scientific_journal-12080	67	11	seconds	second	NOUN
american_scientific_journal-12080	67	12	per	per	ADP
american_scientific_journal-12080	67	13	case	case	NOUN
american_scientific_journal-12080	67	14	)	)	PUNCT
american_scientific_journal-12080	67	15	,	,	PUNCT
american_scientific_journal-12080	67	16	demonstrating	demonstrate	VERB
american_scientific_journal-12080	67	17	how	how	SCONJ
american_scientific_journal-12080	67	18	easy	easy	ADJ
american_scientific_journal-12080	67	19	this	this	DET
american_scientific_journal-12080	67	20	method	method	NOUN
american_scientific_journal-12080	67	21	is	be	AUX
american_scientific_journal-12080	67	22	on	on	ADP
american_scientific_journal-12080	67	23	the	the	DET
american_scientific_journal-12080	67	24	computer	computer	NOUN
american_scientific_journal-12080	67	25	and	and	CCONJ
american_scientific_journal-12080	67	26	how	how	SCONJ
american_scientific_journal-12080	67	27	quickly	quickly	ADV
american_scientific_journal-12080	67	28	one	one	PRON
american_scientific_journal-12080	67	29	can	can	AUX
american_scientific_journal-12080	67	30	try	try	VERB
american_scientific_journal-12080	67	31	different	different	ADJ
american_scientific_journal-12080	67	32	types	type	NOUN
american_scientific_journal-12080	67	33	of	of	ADP
american_scientific_journal-12080	67	34	changes	change	NOUN
american_scientific_journal-12080	67	35	.	.	PUNCT
american_scientific_journal-12080	68	1	to	to	PART
american_scientific_journal-12080	68	2	provide	provide	VERB
american_scientific_journal-12080	68	3	a	a	DET
american_scientific_journal-12080	68	4	balanced	balanced	ADJ
american_scientific_journal-12080	68	5	perspective	perspective	NOUN
american_scientific_journal-12080	68	6	,	,	PUNCT
american_scientific_journal-12080	68	7	the	the	DET
american_scientific_journal-12080	68	8	boundaries	boundary	NOUN
american_scientific_journal-12080	68	9	of	of	ADP
american_scientific_journal-12080	68	10	this	this	DET
american_scientific_journal-12080	68	11	study	study	NOUN
american_scientific_journal-12080	68	12	should	should	AUX
american_scientific_journal-12080	68	13	be	be	AUX
american_scientific_journal-12080	68	14	clearly	clearly	ADV
american_scientific_journal-12080	68	15	stated	state	VERB
american_scientific_journal-12080	68	16	.	.	PUNCT
american_scientific_journal-12080	69	1	the	the	DET
american_scientific_journal-12080	69	2	methodological	methodological	ADJ
american_scientific_journal-12080	69	3	approach	approach	NOUN
american_scientific_journal-12080	69	4	combines	combine	VERB
american_scientific_journal-12080	69	5	a	a	DET
american_scientific_journal-12080	69	6	structured	structured	ADJ
american_scientific_journal-12080	69	7	literature	literature	NOUN
american_scientific_journal-12080	69	8	synthesis	synthesis	NOUN
american_scientific_journal-12080	69	9	with	with	ADP
american_scientific_journal-12080	69	10	a	a	DET
american_scientific_journal-12080	69	11	focused	focus	VERB
american_scientific_journal-12080	69	12	empirical	empirical	ADJ
american_scientific_journal-12080	69	13	case	case	NOUN
american_scientific_journal-12080	69	14	study	study	NOUN
american_scientific_journal-12080	69	15	rather	rather	ADV
american_scientific_journal-12080	69	16	than	than	ADP
american_scientific_journal-12080	69	17	attempting	attempt	VERB
american_scientific_journal-12080	69	18	broad	broad	ADJ
american_scientific_journal-12080	69	19	causal	causal	ADJ
american_scientific_journal-12080	69	20	generalization	generalization	NOUN
american_scientific_journal-12080	69	21	;	;	PUNCT
american_scientific_journal-12080	69	22	the	the	DET
american_scientific_journal-12080	69	23	intent	intent	NOUN
american_scientific_journal-12080	69	24	is	be	AUX
american_scientific_journal-12080	69	25	to	to	PART
american_scientific_journal-12080	69	26	illustrate	illustrate	VERB
american_scientific_journal-12080	69	27	interdependencies	interdependency	NOUN
american_scientific_journal-12080	69	28	among	among	ADP
american_scientific_journal-12080	69	29	correctness	correctness	NOUN
american_scientific_journal-12080	69	30	,	,	PUNCT
american_scientific_journal-12080	69	31	robustness	robustness	NOUN
american_scientific_journal-12080	69	32	and	and	CCONJ
american_scientific_journal-12080	69	33	fairness	fairness	NOUN
american_scientific_journal-12080	69	34	within	within	ADP
american_scientific_journal-12080	69	35	a	a	DET
american_scientific_journal-12080	69	36	reproducible	reproducible	ADJ
american_scientific_journal-12080	69	37	experimental	experimental	ADJ
american_scientific_journal-12080	69	38	frame	frame	NOUN
american_scientific_journal-12080	69	39	.	.	PUNCT
american_scientific_journal-12080	70	1	the	the	DET
american_scientific_journal-12080	70	2	reported	report	VERB
american_scientific_journal-12080	70	3	metrics	metric	NOUN
american_scientific_journal-12080	70	4	therefore	therefore	ADV
american_scientific_journal-12080	70	5	function	function	VERB
american_scientific_journal-12080	70	6	as	as	ADP
american_scientific_journal-12080	70	7	diagnostic	diagnostic	ADJ
american_scientific_journal-12080	70	8	indicators	indicator	NOUN
american_scientific_journal-12080	70	9	that	that	PRON
american_scientific_journal-12080	70	10	merit	merit	NOUN
american_scientific_journal-12080	70	11	replication	replication	NOUN
american_scientific_journal-12080	70	12	and	and	CCONJ
american_scientific_journal-12080	70	13	further	further	ADJ
american_scientific_journal-12080	70	14	validation	validation	NOUN
american_scientific_journal-12080	70	15	across	across	ADP
american_scientific_journal-12080	70	16	different	different	ADJ
american_scientific_journal-12080	70	17	datasets	dataset	NOUN
american_scientific_journal-12080	70	18	,	,	PUNCT
american_scientific_journal-12080	70	19	model	model	NOUN
american_scientific_journal-12080	70	20	classes	class	NOUN
american_scientific_journal-12080	70	21	and	and	CCONJ
american_scientific_journal-12080	70	22	operational	operational	ADJ
american_scientific_journal-12080	70	23	contexts	context	NOUN
american_scientific_journal-12080	70	24	before	before	ADP
american_scientific_journal-12080	70	25	being	be	AUX
american_scientific_journal-12080	70	26	adopted	adopt	VERB
american_scientific_journal-12080	70	27	as	as	ADP
american_scientific_journal-12080	70	28	definitive	definitive	ADJ
american_scientific_journal-12080	70	29	performance	performance	NOUN
american_scientific_journal-12080	70	30	criteria	criterion	NOUN
american_scientific_journal-12080	70	31	.	.	PUNCT
american_scientific_journal-12080	71	1	on	on	ADP
american_scientific_journal-12080	71	2	a	a	DET
american_scientific_journal-12080	71	3	technical	technical	ADJ
american_scientific_journal-12080	71	4	level	level	NOUN
american_scientific_journal-12080	71	5	,	,	PUNCT
american_scientific_journal-12080	71	6	the	the	DET
american_scientific_journal-12080	71	7	work	work	NOUN
american_scientific_journal-12080	71	8	treats	treat	VERB
american_scientific_journal-12080	71	9	the	the	DET
american_scientific_journal-12080	71	10	classifier	classifier	NOUN
american_scientific_journal-12080	71	11	as	as	ADP
american_scientific_journal-12080	71	12	a	a	DET
american_scientific_journal-12080	71	13	probabilistic	probabilistic	ADJ
american_scientific_journal-12080	71	14	artefact	artefact	NOUN
american_scientific_journal-12080	71	15	whose	whose	DET
american_scientific_journal-12080	71	16	behaviour	behaviour	NOUN
american_scientific_journal-12080	71	17	and	and	CCONJ
american_scientific_journal-12080	71	18	remedial	remedial	ADJ
american_scientific_journal-12080	71	19	interventions	intervention	NOUN
american_scientific_journal-12080	71	20	produce	produce	VERB
american_scientific_journal-12080	71	21	measurable	measurable	ADJ
american_scientific_journal-12080	71	22	trade	trade	NOUN
american_scientific_journal-12080	71	23	-	-	PUNCT
american_scientific_journal-12080	71	24	offs	off	NOUN
american_scientific_journal-12080	71	25	between	between	ADP
american_scientific_journal-12080	71	26	predictive	predictive	ADJ
american_scientific_journal-12080	71	27	utility	utility	NOUN
american_scientific_journal-12080	71	28	and	and	CCONJ
american_scientific_journal-12080	71	29	alternative	alternative	ADJ
american_scientific_journal-12080	71	30	fairness	fairness	NOUN
american_scientific_journal-12080	71	31	definitions	definition	NOUN
american_scientific_journal-12080	71	32	.	.	PUNCT
american_scientific_journal-12080	72	1	calibrated	calibrate	VERB
american_scientific_journal-12080	72	2	equalized	equalize	VERB
american_scientific_journal-12080	72	3	odds	odd	NOUN
american_scientific_journal-12080	72	4	is	be	AUX
american_scientific_journal-12080	72	5	one	one	NUM
american_scientific_journal-12080	72	6	post	post	ADJ
american_scientific_journal-12080	72	7	-	-	ADJ
american_scientific_journal-12080	72	8	processing	processing	ADJ
american_scientific_journal-12080	72	9	method	method	NOUN
american_scientific_journal-12080	72	10	.	.	PUNCT
american_scientific_journal-12080	73	1	it	it	PRON
american_scientific_journal-12080	73	2	changes	change	VERB
american_scientific_journal-12080	73	3	the	the	DET
american_scientific_journal-12080	73	4	distribution	distribution	NOUN
american_scientific_journal-12080	73	5	of	of	ADP
american_scientific_journal-12080	73	6	scores	score	NOUN
american_scientific_journal-12080	73	7	and	and	CCONJ
american_scientific_journal-12080	73	8	the	the	DET
american_scientific_journal-12080	73	9	allocation	allocation	NOUN
american_scientific_journal-12080	73	10	of	of	ADP
american_scientific_journal-12080	73	11	errors	error	NOUN
american_scientific_journal-12080	73	12	,	,	PUNCT
american_scientific_journal-12080	73	13	reducing	reduce	VERB
american_scientific_journal-12080	73	14	equalized	equalize	VERB
american_scientific_journal-12080	73	15	odds	odd	NOUN
american_scientific_journal-12080	73	16	difference	difference	NOUN
american_scientific_journal-12080	73	17	and	and	CCONJ
american_scientific_journal-12080	73	18	affecting	affect	VERB
american_scientific_journal-12080	73	19	other	other	ADJ
american_scientific_journal-12080	73	20	groupwise	groupwise	NOUN
american_scientific_journal-12080	73	21	metrics	metric	NOUN
american_scientific_journal-12080	73	22	.	.	PUNCT
american_scientific_journal-12080	74	1	this	this	PRON
american_scientific_journal-12080	74	2	requires	require	VERB
american_scientific_journal-12080	74	3	operationalizing	operationalize	VERB
american_scientific_journal-12080	74	4	multidimensional	multidimensional	ADJ
american_scientific_journal-12080	74	5	groupwise	groupwise	NOUN
american_scientific_journal-12080	74	6	checks	check	NOUN
american_scientific_journal-12080	74	7	(	(	PUNCT
american_scientific_journal-12080	74	8	robustness	robustness	NOUN
american_scientific_journal-12080	74	9	tests	test	NOUN
american_scientific_journal-12080	74	10	,	,	PUNCT
american_scientific_journal-12080	74	11	cohort	cohort	NOUN
american_scientific_journal-12080	74	12	-	-	PUNCT
american_scientific_journal-12080	74	13	aware	aware	ADJ
american_scientific_journal-12080	74	14	fairness	fairness	NOUN
american_scientific_journal-12080	74	15	metrics	metric	NOUN
american_scientific_journal-12080	74	16	)	)	PUNCT
american_scientific_journal-12080	74	17	in	in	ADP
american_scientific_journal-12080	74	18	ci	ci	PROPN
american_scientific_journal-12080	74	19	/	/	SYM
american_scientific_journal-12080	74	20	cd	cd	PROPN
american_scientific_journal-12080	74	21	/	/	SYM
american_scientific_journal-12080	74	22	ct	ct	PROPN
american_scientific_journal-12080	74	23	pipelines	pipeline	NOUN
american_scientific_journal-12080	74	24	and	and	CCONJ
american_scientific_journal-12080	74	25	providing	provide	VERB
american_scientific_journal-12080	74	26	clear	clear	ADJ
american_scientific_journal-12080	74	27	specifications	specification	NOUN
american_scientific_journal-12080	74	28	for	for	ADP
american_scientific_journal-12080	74	29	metric	metric	ADJ
american_scientific_journal-12080	74	30	definitions	definition	NOUN
american_scientific_journal-12080	74	31	,	,	PUNCT
american_scientific_journal-12080	74	32	thresholds	threshold	NOUN
american_scientific_journal-12080	74	33	,	,	PUNCT
american_scientific_journal-12080	74	34	and	and	CCONJ
american_scientific_journal-12080	74	35	trade	trade	NOUN
american_scientific_journal-12080	74	36	-	-	PUNCT
american_scientific_journal-12080	74	37	offs	off	NOUN
american_scientific_journal-12080	74	38	to	to	PART
american_scientific_journal-12080	74	39	enable	enable	VERB
american_scientific_journal-12080	74	40	reproducible	reproducible	ADJ
american_scientific_journal-12080	74	41	governance	governance	NOUN
american_scientific_journal-12080	74	42	and	and	CCONJ
american_scientific_journal-12080	74	43	informed	inform	VERB
american_scientific_journal-12080	74	44	deployment	deployment	NOUN
american_scientific_journal-12080	74	45	decisions	decision	NOUN
american_scientific_journal-12080	74	46	.	.	PUNCT
american_scientific_journal-12080	75	1	3.results	3.results	NUM
american_scientific_journal-12080	75	2	the	the	DET
american_scientific_journal-12080	75	3	empirical	empirical	ADJ
american_scientific_journal-12080	75	4	study	study	NOUN
american_scientific_journal-12080	75	5	supports	support	VERB
american_scientific_journal-12080	75	6	a	a	DET
american_scientific_journal-12080	75	7	multifaceted	multifaceted	ADJ
american_scientific_journal-12080	75	8	analysis	analysis	NOUN
american_scientific_journal-12080	75	9	of	of	ADP
american_scientific_journal-12080	75	10	performance	performance	NOUN
american_scientific_journal-12080	75	11	,	,	PUNCT
american_scientific_journal-12080	75	12	robustness	robustness	NOUN
american_scientific_journal-12080	75	13	,	,	PUNCT
american_scientific_journal-12080	75	14	and	and	CCONJ
american_scientific_journal-12080	75	15	fairness	fairness	NOUN
american_scientific_journal-12080	75	16	.	.	PUNCT
american_scientific_journal-12080	76	1	for	for	ADP
american_scientific_journal-12080	76	2	clarity	clarity	NOUN
american_scientific_journal-12080	76	3	,	,	PUNCT
american_scientific_journal-12080	76	4	the	the	DET
american_scientific_journal-12080	76	5	key	key	ADJ
american_scientific_journal-12080	76	6	metrics	metric	NOUN
american_scientific_journal-12080	76	7	across	across	ADP
american_scientific_journal-12080	76	8	the	the	DET
american_scientific_journal-12080	76	9	five	five	NUM
american_scientific_journal-12080	76	10	scenarios	scenario	NOUN
american_scientific_journal-12080	76	11	are	be	AUX
american_scientific_journal-12080	76	12	consolidated	consolidate	VERB
american_scientific_journal-12080	76	13	in	in	ADP
american_scientific_journal-12080	76	14	table	table	NOUN
american_scientific_journal-12080	76	15	1	1	NUM
american_scientific_journal-12080	76	16	.	.	PUNCT
american_scientific_journal-12080	76	17	table	table	NOUN
american_scientific_journal-12080	76	18	1	1	NUM
american_scientific_journal-12080	76	19	:	:	PUNCT
american_scientific_journal-12080	76	20	summary	summary	NOUN
american_scientific_journal-12080	76	21	results	result	VERB
american_scientific_journal-12080	76	22	across	across	ADP
american_scientific_journal-12080	76	23	testing	test	VERB
american_scientific_journal-12080	76	24	scenarios	scenario	NOUN
american_scientific_journal-12080	76	25	scenario	scenario	PROPN
american_scientific_journal-12080	76	26	accurac	accurac	PROPN
american_scientific_journal-12080	76	27	y	y	PROPN
american_scientific_journal-12080	76	28	macro	macro	PROPN
american_scientific_journal-12080	76	29	precision	precision	PROPN
american_scientific_journal-12080	76	30	macro	macro	PROPN
american_scientific_journal-12080	76	31	recall	recall	PROPN
american_scientific_journal-12080	76	32	macro	macro	PROPN
american_scientific_journal-12080	76	33	f1	f1	PROPN
american_scientific_journal-12080	76	34	rocauc	rocauc	NOUN
american_scientific_journal-12080	76	35	dpg	dpg	PROPN
american_scientific_journal-12080	76	36	↓	↓	PROPN
american_scientific_journal-12080	76	37	eog	eog	PROPN
american_scientific_journal-12080	76	38	↓	↓	PROPN
american_scientific_journal-12080	76	39	baseline	baseline	VERB
american_scientific_journal-12080	76	40	0.835	0.835	NUM
american_scientific_journal-12080	76	41	0.835	0.835	NUM
american_scientific_journal-12080	76	42	0.835	0.835	NUM
american_scientific_journal-12080	76	43	0.835	0.835	NUM
american_scientific_journal-12080	76	44	0.918	0.918	NUM
american_scientific_journal-12080	76	45	0.029	0.029	NUM
american_scientific_journal-12080	76	46	0.040	0.040	NUM
american_scientific_journal-12080	76	47	biasmitigation	biasmitigation	NOUN
american_scientific_journal-12080	76	48	0.833	0.833	NUM
american_scientific_journal-12080	76	49	0.836	0.836	NUM
american_scientific_journal-12080	76	50	0.834	0.834	NUM
american_scientific_journal-12080	76	51	0.832	0.832	NUM
american_scientific_journal-12080	76	52	0.918	0.918	NUM
american_scientific_journal-12080	76	53	0.044	0.044	NUM
american_scientific_journal-12080	76	54	0.000	0.000	NUM
american_scientific_journal-12080	76	55	drift	drift	NOUN
american_scientific_journal-12080	76	56	0.801	0.801	NUM
american_scientific_journal-12080	76	57	0.801	0.801	NUM
american_scientific_journal-12080	76	58	0.801	0.801	NUM
american_scientific_journal-12080	76	59	0.801	0.801	NUM
american_scientific_journal-12080	76	60	0.876	0.876	NUM
american_scientific_journal-12080	76	61	0.027	0.027	NUM
american_scientific_journal-12080	76	62	0.065	0.065	NUM
american_scientific_journal-12080	76	63	noise	noise	NOUN
american_scientific_journal-12080	76	64	0.781	0.781	NUM
american_scientific_journal-12080	76	65	0.780	0.780	NUM
american_scientific_journal-12080	76	66	0.780	0.780	NUM
american_scientific_journal-12080	76	67	0.780	0.780	NUM
american_scientific_journal-12080	76	68	0.869	0.869	NUM
american_scientific_journal-12080	76	69	0.017	0.017	NUM
american_scientific_journal-12080	76	70	0.041	0.041	NUM
american_scientific_journal-12080	76	71	typos	typo	NOUN
american_scientific_journal-12080	76	72	0.835	0.835	NUM
american_scientific_journal-12080	76	73	0.835	0.835	NUM
american_scientific_journal-12080	76	74	0.835	0.835	NUM
american_scientific_journal-12080	76	75	0.835	0.835	NUM
american_scientific_journal-12080	76	76	0.918	0.918	NUM
american_scientific_journal-12080	76	77	0.029	0.029	NUM
american_scientific_journal-12080	76	78	0.039	0.039	NUM
american_scientific_journal-12080	76	79	in	in	ADP
american_scientific_journal-12080	76	80	the	the	DET
american_scientific_journal-12080	76	81	baseline	baseline	NOUN
american_scientific_journal-12080	76	82	,	,	PUNCT
american_scientific_journal-12080	76	83	on	on	ADP
american_scientific_journal-12080	76	84	clean	clean	ADJ
american_scientific_journal-12080	76	85	test	test	NOUN
american_scientific_journal-12080	76	86	data	datum	NOUN
american_scientific_journal-12080	76	87	,	,	PUNCT
american_scientific_journal-12080	76	88	the	the	DET
american_scientific_journal-12080	76	89	model	model	NOUN
american_scientific_journal-12080	76	90	exhibits	exhibit	VERB
american_scientific_journal-12080	76	91	strong	strong	ADJ
american_scientific_journal-12080	76	92	predictive	predictive	ADJ
american_scientific_journal-12080	76	93	capacity	capacity	NOUN
american_scientific_journal-12080	76	94	.	.	PUNCT
american_scientific_journal-12080	77	1	accuracy	accuracy	NOUN
american_scientific_journal-12080	77	2	equals	equal	VERB
american_scientific_journal-12080	77	3	0.835	0.835	NUM
american_scientific_journal-12080	77	4	,	,	PUNCT
american_scientific_journal-12080	77	5	indicating	indicate	VERB
american_scientific_journal-12080	77	6	correct	correct	ADJ
american_scientific_journal-12080	77	7	classification	classification	NOUN
american_scientific_journal-12080	77	8	for	for	ADP
american_scientific_journal-12080	77	9	the	the	DET
american_scientific_journal-12080	77	10	majority	majority	NOUN
american_scientific_journal-12080	77	11	of	of	ADP
american_scientific_journal-12080	77	12	instances	instance	NOUN
american_scientific_journal-12080	77	13	.	.	PUNCT
american_scientific_journal-12080	78	1	this	this	PRON
american_scientific_journal-12080	78	2	is	be	AUX
american_scientific_journal-12080	78	3	corroborated	corroborate	VERB
american_scientific_journal-12080	78	4	by	by	ADP
american_scientific_journal-12080	78	5	the	the	DET
american_scientific_journal-12080	78	6	roc	roc	PROPN
american_scientific_journal-12080	78	7	analysis	analysis	NOUN
american_scientific_journal-12080	78	8	(	(	PUNCT
american_scientific_journal-12080	78	9	figure	figure	NOUN
american_scientific_journal-12080	78	10	1	1	NUM
american_scientific_journal-12080	78	11	)	)	PUNCT
american_scientific_journal-12080	78	12	,	,	PUNCT
american_scientific_journal-12080	78	13	where	where	SCONJ
american_scientific_journal-12080	78	14	auc	auc	NOUN
american_scientific_journal-12080	78	15	=	=	NOUN
american_scientific_journal-12080	78	16	0.901	0.901	NUM
american_scientific_journal-12080	78	17	.	.	PUNCT
american_scientific_journal-12080	79	1	such	such	DET
american_scientific_journal-12080	79	2	a	a	DET
american_scientific_journal-12080	79	3	high	high	ADJ
american_scientific_journal-12080	79	4	auc	auc	NOUN
american_scientific_journal-12080	79	5	indicates	indicate	VERB
american_scientific_journal-12080	79	6	excellent	excellent	ADJ
american_scientific_journal-12080	79	7	separability	separability	NOUN
american_scientific_journal-12080	79	8	—	—	PUNCT
american_scientific_journal-12080	79	9	i.e.	i.e.	X
american_scientific_journal-12080	79	10	,	,	PUNCT
american_scientific_journal-12080	79	11	the	the	DET
american_scientific_journal-12080	79	12	model	model	NOUN
american_scientific_journal-12080	79	13	’s	’s	PART
american_scientific_journal-12080	79	14	ability	ability	NOUN
american_scientific_journal-12080	79	15	to	to	PART
american_scientific_journal-12080	79	16	distinguish	distinguish	VERB
american_scientific_journal-12080	79	17	classes	class	NOUN
american_scientific_journal-12080	79	18	effectively	effectively	ADV
american_scientific_journal-12080	79	19	.	.	PUNCT
american_scientific_journal-12080	80	1	american	american	ADJ
american_scientific_journal-12080	80	2	academic	academic	ADJ
american_scientific_journal-12080	80	3	scientific	scientific	ADJ
american_scientific_journal-12080	80	4	research	research	NOUN
american_scientific_journal-12080	80	5	journal	journal	NOUN
american_scientific_journal-12080	80	6	for	for	ADP
american_scientific_journal-12080	80	7	engineering	engineering	NOUN
american_scientific_journal-12080	80	8	,	,	PUNCT
american_scientific_journal-12080	80	9	technology	technology	NOUN
american_scientific_journal-12080	80	10	,	,	PUNCT
american_scientific_journal-12080	80	11	and	and	CCONJ
american_scientific_journal-12080	80	12	sciences	science	NOUN
american_scientific_journal-12080	80	13	(	(	PUNCT
american_scientific_journal-12080	80	14	asrjets	asrjet	NOUN
american_scientific_journal-12080	80	15	)	)	PUNCT
american_scientific_journal-12080	80	16	volume	volume	NOUN
american_scientific_journal-12080	80	17	103	103	NUM
american_scientific_journal-12080	80	18	,	,	PUNCT
american_scientific_journal-12080	80	19	no	no	DET
american_scientific_journal-12080	80	20	1	1	NUM
american_scientific_journal-12080	80	21	,	,	PUNCT
american_scientific_journal-12080	80	22	pp	pp	ADV
american_scientific_journal-12080	80	23	330	330	NUM
american_scientific_journal-12080	80	24	-	-	SYM
american_scientific_journal-12080	80	25	342	342	NUM
american_scientific_journal-12080	80	26	335	335	NUM
american_scientific_journal-12080	80	27	figure	figure	NOUN
american_scientific_journal-12080	80	28	1	1	NUM
american_scientific_journal-12080	80	29	:	:	PUNCT
american_scientific_journal-12080	80	30	roc	roc	PROPN
american_scientific_journal-12080	80	31	curve	curve	NOUN
american_scientific_journal-12080	80	32	for	for	ADP
american_scientific_journal-12080	80	33	the	the	DET
american_scientific_journal-12080	80	34	baseline	baseline	PROPN
american_scientific_journal-12080	80	35	scenario	scenario	NOUN
american_scientific_journal-12080	80	36	yet	yet	ADV
american_scientific_journal-12080	80	37	,	,	PUNCT
american_scientific_journal-12080	80	38	despite	despite	SCONJ
american_scientific_journal-12080	80	39	high	high	ADJ
american_scientific_journal-12080	80	40	accuracy	accuracy	NOUN
american_scientific_journal-12080	80	41	,	,	PUNCT
american_scientific_journal-12080	80	42	fairness	fairness	NOUN
american_scientific_journal-12080	80	43	metrics	metric	NOUN
american_scientific_journal-12080	80	44	reveal	reveal	VERB
american_scientific_journal-12080	80	45	a	a	DET
american_scientific_journal-12080	80	46	latent	latent	NOUN
american_scientific_journal-12080	80	47	issue	issue	NOUN
american_scientific_journal-12080	80	48	.	.	PUNCT
american_scientific_journal-12080	81	1	non	non	ADJ
american_scientific_journal-12080	81	2	-	-	ADJ
american_scientific_journal-12080	81	3	zero	zero	ADJ
american_scientific_journal-12080	81	4	dpg	dpg	PROPN
american_scientific_journal-12080	81	5	(	(	PUNCT
american_scientific_journal-12080	81	6	0.029	0.029	NUM
american_scientific_journal-12080	81	7	)	)	PUNCT
american_scientific_journal-12080	81	8	and	and	CCONJ
american_scientific_journal-12080	81	9	eog	eog	PROPN
american_scientific_journal-12080	81	10	(	(	PUNCT
american_scientific_journal-12080	81	11	0.040	0.040	NUM
american_scientific_journal-12080	81	12	)	)	PUNCT
american_scientific_journal-12080	81	13	signal	signal	NOUN
american_scientific_journal-12080	81	14	initial	initial	ADJ
american_scientific_journal-12080	81	15	,	,	PUNCT
american_scientific_journal-12080	81	16	latent	latent	NOUN
american_scientific_journal-12080	81	17	bias	bias	NOUN
american_scientific_journal-12080	81	18	.	.	PUNCT
american_scientific_journal-12080	82	1	in	in	ADP
american_scientific_journal-12080	82	2	other	other	ADJ
american_scientific_journal-12080	82	3	words	word	NOUN
american_scientific_journal-12080	82	4	,	,	PUNCT
american_scientific_journal-12080	82	5	a	a	DET
american_scientific_journal-12080	82	6	generally	generally	ADV
american_scientific_journal-12080	82	7	accurate	accurate	ADJ
american_scientific_journal-12080	82	8	model	model	NOUN
american_scientific_journal-12080	82	9	still	still	ADV
american_scientific_journal-12080	82	10	privileges	privilege	VERB
american_scientific_journal-12080	82	11	one	one	NUM
american_scientific_journal-12080	82	12	demographic	demographic	ADJ
american_scientific_journal-12080	82	13	group	group	NOUN
american_scientific_journal-12080	82	14	over	over	ADP
american_scientific_journal-12080	82	15	another	another	PRON
american_scientific_journal-12080	82	16	,	,	PUNCT
american_scientific_journal-12080	82	17	either	either	CCONJ
american_scientific_journal-12080	82	18	in	in	ADP
american_scientific_journal-12080	82	19	selection	selection	NOUN
american_scientific_journal-12080	82	20	rates	rate	NOUN
american_scientific_journal-12080	82	21	(	(	PUNCT
american_scientific_journal-12080	82	22	dpg	dpg	ADJ
american_scientific_journal-12080	82	23	)	)	PUNCT
american_scientific_journal-12080	82	24	or	or	CCONJ
american_scientific_journal-12080	82	25	in	in	ADP
american_scientific_journal-12080	82	26	error	error	NOUN
american_scientific_journal-12080	82	27	rates	rate	NOUN
american_scientific_journal-12080	82	28	(	(	PUNCT
american_scientific_journal-12080	82	29	eog	eog	PROPN
american_scientific_journal-12080	82	30	)	)	PUNCT
american_scientific_journal-12080	82	31	.	.	PUNCT
american_scientific_journal-12080	83	1	this	this	PRON
american_scientific_journal-12080	83	2	speaks	speak	VERB
american_scientific_journal-12080	83	3	to	to	ADP
american_scientific_journal-12080	83	4	a	a	DET
american_scientific_journal-12080	83	5	fundamental	fundamental	ADJ
american_scientific_journal-12080	83	6	principle	principle	NOUN
american_scientific_journal-12080	83	7	in	in	ADP
american_scientific_journal-12080	83	8	responsible	responsible	ADJ
american_scientific_journal-12080	83	9	ai	ai	NOUN
american_scientific_journal-12080	83	10	:	:	PUNCT
american_scientific_journal-12080	83	11	just	just	ADV
american_scientific_journal-12080	83	12	because	because	SCONJ
american_scientific_journal-12080	83	13	an	an	DET
american_scientific_journal-12080	83	14	ai	ai	NOUN
american_scientific_journal-12080	83	15	system	system	NOUN
american_scientific_journal-12080	83	16	is	be	AUX
american_scientific_journal-12080	83	17	very	very	ADV
american_scientific_journal-12080	83	18	good	good	ADJ
american_scientific_journal-12080	83	19	at	at	ADP
american_scientific_journal-12080	83	20	predicting	predict	VERB
american_scientific_journal-12080	83	21	does	do	AUX
american_scientific_journal-12080	83	22	not	not	PART
american_scientific_journal-12080	83	23	mean	mean	VERB
american_scientific_journal-12080	83	24	it	it	PRON
american_scientific_journal-12080	83	25	will	will	AUX
american_scientific_journal-12080	83	26	be	be	AUX
american_scientific_journal-12080	83	27	fair	fair	ADJ
american_scientific_journal-12080	83	28	.	.	PUNCT
american_scientific_journal-12080	84	1	strong	strong	ADJ
american_scientific_journal-12080	84	2	means	mean	NOUN
american_scientific_journal-12080	84	3	of	of	ADP
american_scientific_journal-12080	84	4	achieving	achieve	VERB
american_scientific_journal-12080	84	5	accuracy	accuracy	NOUN
american_scientific_journal-12080	84	6	do	do	AUX
american_scientific_journal-12080	84	7	not	not	PART
american_scientific_journal-12080	84	8	equate	equate	VERB
american_scientific_journal-12080	84	9	to	to	PART
american_scientific_journal-12080	84	10	fairness	fairness	VERB
american_scientific_journal-12080	84	11	.	.	PUNCT
american_scientific_journal-12080	85	1	as	as	SCONJ
american_scientific_journal-12080	85	2	shown	show	VERB
american_scientific_journal-12080	85	3	in	in	ADP
american_scientific_journal-12080	85	4	figures	figure	NOUN
american_scientific_journal-12080	85	5	2	2	NUM
american_scientific_journal-12080	85	6	and	and	CCONJ
american_scientific_journal-12080	85	7	3	3	NUM
american_scientific_journal-12080	85	8	,	,	PUNCT
american_scientific_journal-12080	85	9	degradation	degradation	NOUN
american_scientific_journal-12080	85	10	scenarios	scenario	NOUN
american_scientific_journal-12080	85	11	reveal	reveal	VERB
american_scientific_journal-12080	85	12	vulnerabilities	vulnerability	NOUN
american_scientific_journal-12080	85	13	,	,	PUNCT
american_scientific_journal-12080	85	14	or	or	CCONJ
american_scientific_journal-12080	85	15	as	as	SCONJ
american_scientific_journal-12080	85	16	noted	note	VERB
american_scientific_journal-12080	85	17	above	above	ADV
american_scientific_journal-12080	85	18	,	,	PUNCT
american_scientific_journal-12080	85	19	both	both	DET
american_scientific_journal-12080	85	20	added	add	VERB
american_scientific_journal-12080	85	21	noise	noise	NOUN
american_scientific_journal-12080	85	22	and	and	CCONJ
american_scientific_journal-12080	85	23	distributional	distributional	ADJ
american_scientific_journal-12080	85	24	drift	drift	NOUN
american_scientific_journal-12080	85	25	reduce	reduce	VERB
american_scientific_journal-12080	85	26	accuracy	accuracy	NOUN
american_scientific_journal-12080	85	27	.	.	PUNCT
american_scientific_journal-12080	86	1	under	under	ADP
american_scientific_journal-12080	86	2	noise	noise	NOUN
american_scientific_journal-12080	86	3	,	,	PUNCT
american_scientific_journal-12080	86	4	accuracy	accuracy	NOUN
american_scientific_journal-12080	86	5	falls	fall	VERB
american_scientific_journal-12080	86	6	to	to	ADP
american_scientific_journal-12080	86	7	0.781	0.781	NUM
american_scientific_journal-12080	86	8	(	(	PUNCT
american_scientific_journal-12080	86	9	−5.4	−5.4	PROPN
american_scientific_journal-12080	86	10	%	%	NOUN
american_scientific_journal-12080	86	11	)	)	PUNCT
american_scientific_journal-12080	86	12	and	and	CCONJ
american_scientific_journal-12080	86	13	under	under	ADP
american_scientific_journal-12080	86	14	drift	drift	NOUN
american_scientific_journal-12080	86	15	to	to	ADP
american_scientific_journal-12080	86	16	0.801	0.801	NUM
american_scientific_journal-12080	86	17	(	(	PUNCT
american_scientific_journal-12080	86	18	−3.4	−3.4	NOUN
american_scientific_journal-12080	86	19	%	%	NOUN
american_scientific_journal-12080	86	20	)	)	PUNCT
american_scientific_journal-12080	86	21	.	.	PUNCT
american_scientific_journal-12080	87	1	american	american	ADJ
american_scientific_journal-12080	87	2	academic	academic	ADJ
american_scientific_journal-12080	87	3	scientific	scientific	ADJ
american_scientific_journal-12080	87	4	research	research	NOUN
american_scientific_journal-12080	87	5	journal	journal	NOUN
american_scientific_journal-12080	87	6	for	for	ADP
american_scientific_journal-12080	87	7	engineering	engineering	NOUN
american_scientific_journal-12080	87	8	,	,	PUNCT
american_scientific_journal-12080	87	9	technology	technology	NOUN
american_scientific_journal-12080	87	10	,	,	PUNCT
american_scientific_journal-12080	87	11	and	and	CCONJ
american_scientific_journal-12080	87	12	sciences	science	NOUN
american_scientific_journal-12080	87	13	(	(	PUNCT
american_scientific_journal-12080	87	14	asrjets	asrjet	NOUN
american_scientific_journal-12080	87	15	)	)	PUNCT
american_scientific_journal-12080	87	16	volume	volume	NOUN
american_scientific_journal-12080	87	17	103	103	NUM
american_scientific_journal-12080	87	18	,	,	PUNCT
american_scientific_journal-12080	87	19	no	no	DET
american_scientific_journal-12080	87	20	1	1	NUM
american_scientific_journal-12080	87	21	,	,	PUNCT
american_scientific_journal-12080	87	22	pp	pp	ADV
american_scientific_journal-12080	87	23	330	330	NUM
american_scientific_journal-12080	87	24	-	-	SYM
american_scientific_journal-12080	87	25	342	342	NUM
american_scientific_journal-12080	87	26	336	336	NUM
american_scientific_journal-12080	87	27	figure	figure	NOUN
american_scientific_journal-12080	87	28	2	2	NUM
american_scientific_journal-12080	87	29	:	:	PUNCT
american_scientific_journal-12080	87	30	accuracy	accuracy	NOUN
american_scientific_journal-12080	87	31	dynamics	dynamic	NOUN
american_scientific_journal-12080	87	32	across	across	ADP
american_scientific_journal-12080	87	33	testing	test	VERB
american_scientific_journal-12080	87	34	scenarios	scenario	NOUN
american_scientific_journal-12080	87	35	figure	figure	VERB
american_scientific_journal-12080	87	36	3	3	NUM
american_scientific_journal-12080	87	37	:	:	PUNCT
american_scientific_journal-12080	87	38	cross	cross	ADJ
american_scientific_journal-12080	87	39	-	-	ADJ
american_scientific_journal-12080	87	40	scenario	scenario	ADJ
american_scientific_journal-12080	87	41	accuracy	accuracy	NOUN
american_scientific_journal-12080	87	42	comparison	comparison	NOUN
american_scientific_journal-12080	87	43	the	the	DET
american_scientific_journal-12080	87	44	typos	typos	PROPN
american_scientific_journal-12080	87	45	scenario	scenario	NOUN
american_scientific_journal-12080	87	46	is	be	AUX
american_scientific_journal-12080	87	47	very	very	ADV
american_scientific_journal-12080	87	48	illustrative	illustrative	ADJ
american_scientific_journal-12080	87	49	.	.	PUNCT
american_scientific_journal-12080	88	1	accuracy	accuracy	NOUN
american_scientific_journal-12080	88	2	does	do	AUX
american_scientific_journal-12080	88	3	not	not	PART
american_scientific_journal-12080	88	4	move	move	VERB
american_scientific_journal-12080	88	5	(	(	PUNCT
american_scientific_journal-12080	88	6	0.835	0.835	NUM
american_scientific_journal-12080	88	7	)	)	PUNCT
american_scientific_journal-12080	88	8	,	,	PUNCT
american_scientific_journal-12080	88	9	which	which	PRON
american_scientific_journal-12080	88	10	could	could	AUX
american_scientific_journal-12080	88	11	otherwise	otherwise	ADV
american_scientific_journal-12080	88	12	indicate	indicate	VERB
american_scientific_journal-12080	88	13	some	some	DET
american_scientific_journal-12080	88	14	robustness	robustness	NOUN
american_scientific_journal-12080	88	15	to	to	ADP
american_scientific_journal-12080	88	16	this	this	DET
american_scientific_journal-12080	88	17	form	form	NOUN
american_scientific_journal-12080	88	18	of	of	ADP
american_scientific_journal-12080	88	19	perturbation	perturbation	NOUN
american_scientific_journal-12080	88	20	.	.	PUNCT
american_scientific_journal-12080	89	1	consider	consider	VERB
american_scientific_journal-12080	89	2	that	that	SCONJ
american_scientific_journal-12080	89	3	if	if	SCONJ
american_scientific_journal-12080	89	4	the	the	DET
american_scientific_journal-12080	89	5	testing	testing	NOUN
american_scientific_journal-12080	89	6	had	have	AUX
american_scientific_journal-12080	89	7	been	be	AUX
american_scientific_journal-12080	89	8	based	base	VERB
american_scientific_journal-12080	89	9	solely	solely	ADV
american_scientific_journal-12080	89	10	on	on	ADP
american_scientific_journal-12080	89	11	accuracy	accuracy	NOUN
american_scientific_journal-12080	89	12	,	,	PUNCT
american_scientific_journal-12080	89	13	one	one	PRON
american_scientific_journal-12080	89	14	would	would	AUX
american_scientific_journal-12080	89	15	have	have	AUX
american_scientific_journal-12080	89	16	easily	easily	ADV
american_scientific_journal-12080	89	17	concluded	conclude	VERB
american_scientific_journal-12080	89	18	—	—	PUNCT
american_scientific_journal-12080	89	19	falsely	falsely	ADV
american_scientific_journal-12080	89	20	—	—	PUNCT
american_scientific_journal-12080	89	21	that	that	SCONJ
american_scientific_journal-12080	89	22	the	the	DET
american_scientific_journal-12080	89	23	model	model	NOUN
american_scientific_journal-12080	89	24	was	be	AUX
american_scientific_journal-12080	89	25	robust	robust	ADJ
american_scientific_journal-12080	89	26	.	.	PUNCT
american_scientific_journal-12080	90	1	but	but	CCONJ
american_scientific_journal-12080	90	2	as	as	SCONJ
american_scientific_journal-12080	90	3	will	will	AUX
american_scientific_journal-12080	90	4	be	be	AUX
american_scientific_journal-12080	90	5	seen	see	VERB
american_scientific_journal-12080	90	6	below	below	ADV
american_scientific_journal-12080	90	7	,	,	PUNCT
american_scientific_journal-12080	90	8	fairness	fairness	NOUN
american_scientific_journal-12080	90	9	metrics	metric	NOUN
american_scientific_journal-12080	90	10	do	do	AUX
american_scientific_journal-12080	90	11	not	not	PART
american_scientific_journal-12080	90	12	improve	improve	VERB
american_scientific_journal-12080	90	13	.	.	PUNCT
american_scientific_journal-12080	91	1	this	this	PRON
american_scientific_journal-12080	91	2	is	be	AUX
american_scientific_journal-12080	91	3	what	what	PRON
american_scientific_journal-12080	91	4	constitutes	constitute	VERB
american_scientific_journal-12080	91	5	a	a	DET
american_scientific_journal-12080	91	6	silent	silent	ADJ
american_scientific_journal-12080	91	7	failure	failure	NOUN
american_scientific_journal-12080	91	8	:	:	PUNCT
american_scientific_journal-12080	91	9	standard	standard	ADJ
american_scientific_journal-12080	91	10	performance	performance	NOUN
american_scientific_journal-12080	91	11	metrics	metric	NOUN
american_scientific_journal-12080	91	12	masking	mask	VERB
american_scientific_journal-12080	91	13	fairness	fairness	NOUN
american_scientific_journal-12080	91	14	issues	issue	NOUN
american_scientific_journal-12080	91	15	that	that	PRON
american_scientific_journal-12080	91	16	may	may	AUX
american_scientific_journal-12080	91	17	even	even	ADV
american_scientific_journal-12080	91	18	have	have	AUX
american_scientific_journal-12080	91	19	gotten	get	VERB
american_scientific_journal-12080	91	20	worse	bad	ADJ
american_scientific_journal-12080	91	21	.	.	PUNCT
american_scientific_journal-12080	92	1	it	it	PRON
american_scientific_journal-12080	92	2	highlights	highlight	VERB
american_scientific_journal-12080	92	3	the	the	DET
american_scientific_journal-12080	92	4	limitations	limitation	NOUN
american_scientific_journal-12080	92	5	of	of	ADP
american_scientific_journal-12080	92	6	one	one	NUM
american_scientific_journal-12080	92	7	-	-	PUNCT
american_scientific_journal-12080	92	8	dimensional	dimensional	ADJ
american_scientific_journal-12080	92	9	testing	testing	NOUN
american_scientific_journal-12080	92	10	and	and	CCONJ
american_scientific_journal-12080	92	11	underscores	underscore	VERB
american_scientific_journal-12080	92	12	the	the	DET
american_scientific_journal-12080	92	13	need	need	NOUN
american_scientific_journal-12080	92	14	for	for	ADP
american_scientific_journal-12080	92	15	a	a	DET
american_scientific_journal-12080	92	16	holistic	holistic	ADJ
american_scientific_journal-12080	92	17	,	,	PUNCT
american_scientific_journal-12080	92	18	multidimensional	multidimensional	ADJ
american_scientific_journal-12080	92	19	evaluation	evaluation	NOUN
american_scientific_journal-12080	92	20	.	.	PUNCT
american_scientific_journal-12080	93	1	american	american	ADJ
american_scientific_journal-12080	93	2	academic	academic	ADJ
american_scientific_journal-12080	93	3	scientific	scientific	ADJ
american_scientific_journal-12080	93	4	research	research	NOUN
american_scientific_journal-12080	93	5	journal	journal	NOUN
american_scientific_journal-12080	93	6	for	for	ADP
american_scientific_journal-12080	93	7	engineering	engineering	NOUN
american_scientific_journal-12080	93	8	,	,	PUNCT
american_scientific_journal-12080	93	9	technology	technology	NOUN
american_scientific_journal-12080	93	10	,	,	PUNCT
american_scientific_journal-12080	93	11	and	and	CCONJ
american_scientific_journal-12080	93	12	sciences	science	NOUN
american_scientific_journal-12080	93	13	(	(	PUNCT
american_scientific_journal-12080	93	14	asrjets	asrjet	NOUN
american_scientific_journal-12080	93	15	)	)	PUNCT
american_scientific_journal-12080	93	16	volume	volume	NOUN
american_scientific_journal-12080	93	17	103	103	NUM
american_scientific_journal-12080	93	18	,	,	PUNCT
american_scientific_journal-12080	93	19	no	no	DET
american_scientific_journal-12080	93	20	1	1	NUM
american_scientific_journal-12080	93	21	,	,	PUNCT
american_scientific_journal-12080	93	22	pp	pp	ADV
american_scientific_journal-12080	93	23	330	330	NUM
american_scientific_journal-12080	93	24	-	-	SYM
american_scientific_journal-12080	93	25	342	342	NUM
american_scientific_journal-12080	93	26	337	337	NUM
american_scientific_journal-12080	93	27	fairness	fairness	NOUN
american_scientific_journal-12080	93	28	analysis	analysis	NOUN
american_scientific_journal-12080	93	29	under	under	ADP
american_scientific_journal-12080	93	30	degradation	degradation	NOUN
american_scientific_journal-12080	93	31	reveals	reveal	VERB
american_scientific_journal-12080	93	32	a	a	DET
american_scientific_journal-12080	93	33	much	much	ADV
american_scientific_journal-12080	93	34	more	more	ADV
american_scientific_journal-12080	93	35	complex	complex	ADJ
american_scientific_journal-12080	93	36	picture	picture	NOUN
american_scientific_journal-12080	93	37	(	(	PUNCT
american_scientific_journal-12080	93	38	see	see	VERB
american_scientific_journal-12080	93	39	figure	figure	NOUN
american_scientific_journal-12080	93	40	4	4	NUM
american_scientific_journal-12080	93	41	)	)	PUNCT
american_scientific_journal-12080	93	42	.	.	PUNCT
american_scientific_journal-12080	94	1	whereas	whereas	SCONJ
american_scientific_journal-12080	94	2	the	the	DET
american_scientific_journal-12080	94	3	injection	injection	NOUN
american_scientific_journal-12080	94	4	of	of	ADP
american_scientific_journal-12080	94	5	noise	noise	NOUN
american_scientific_journal-12080	94	6	and	and	CCONJ
american_scientific_journal-12080	94	7	typos	typo	NOUN
american_scientific_journal-12080	94	8	into	into	ADP
american_scientific_journal-12080	94	9	data	datum	NOUN
american_scientific_journal-12080	94	10	barely	barely	ADV
american_scientific_journal-12080	94	11	moves	move	VERB
american_scientific_journal-12080	94	12	fairness	fairness	NOUN
american_scientific_journal-12080	94	13	gaps	gap	NOUN
american_scientific_journal-12080	94	14	,	,	PUNCT
american_scientific_journal-12080	94	15	distributional	distributional	ADJ
american_scientific_journal-12080	94	16	drift	drift	NOUN
american_scientific_journal-12080	94	17	has	have	VERB
american_scientific_journal-12080	94	18	catastrophic	catastrophic	ADJ
american_scientific_journal-12080	94	19	effects	effect	NOUN
american_scientific_journal-12080	94	20	.	.	PUNCT
american_scientific_journal-12080	95	1	figure	figure	VERB
american_scientific_journal-12080	95	2	4	4	NUM
american_scientific_journal-12080	95	3	:	:	PUNCT
american_scientific_journal-12080	95	4	dynamics	dynamic	NOUN
american_scientific_journal-12080	95	5	of	of	ADP
american_scientific_journal-12080	95	6	fairness	fairness	NOUN
american_scientific_journal-12080	95	7	gaps	gap	NOUN
american_scientific_journal-12080	95	8	(	(	PUNCT
american_scientific_journal-12080	95	9	dpg	dpg	PROPN
american_scientific_journal-12080	95	10	and	and	CCONJ
american_scientific_journal-12080	95	11	eog	eog	NOUN
american_scientific_journal-12080	95	12	)	)	PUNCT
american_scientific_journal-12080	95	13	across	across	ADP
american_scientific_journal-12080	95	14	scenarios	scenario	NOUN
american_scientific_journal-12080	95	15	under	under	ADP
american_scientific_journal-12080	95	16	the	the	DET
american_scientific_journal-12080	95	17	drift	drift	NOUN
american_scientific_journal-12080	95	18	condition	condition	NOUN
american_scientific_journal-12080	95	19	,	,	PUNCT
american_scientific_journal-12080	95	20	the	the	DET
american_scientific_journal-12080	95	21	equalized	equalize	VERB
american_scientific_journal-12080	95	22	odds	odd	NOUN
american_scientific_journal-12080	95	23	gap	gap	NOUN
american_scientific_journal-12080	95	24	(	(	PUNCT
american_scientific_journal-12080	95	25	eog	eog	PROPN
american_scientific_journal-12080	95	26	)	)	PUNCT
american_scientific_journal-12080	95	27	surges	surge	VERB
american_scientific_journal-12080	95	28	to	to	ADP
american_scientific_journal-12080	95	29	0.065	0.065	NUM
american_scientific_journal-12080	95	30	—	—	PUNCT
american_scientific_journal-12080	95	31	the	the	DET
american_scientific_journal-12080	95	32	largest	large	ADJ
american_scientific_journal-12080	95	33	value	value	NOUN
american_scientific_journal-12080	95	34	observed	observe	VERB
american_scientific_journal-12080	95	35	across	across	ADP
american_scientific_journal-12080	95	36	all	all	DET
american_scientific_journal-12080	95	37	scenarios	scenario	NOUN
american_scientific_journal-12080	95	38	—	—	PUNCT
american_scientific_journal-12080	95	39	while	while	SCONJ
american_scientific_journal-12080	95	40	the	the	DET
american_scientific_journal-12080	95	41	demographic	demographic	ADJ
american_scientific_journal-12080	95	42	parity	parity	NOUN
american_scientific_journal-12080	95	43	gap	gap	NOUN
american_scientific_journal-12080	95	44	(	(	PUNCT
american_scientific_journal-12080	95	45	dpg	dpg	NOUN
american_scientific_journal-12080	95	46	)	)	PUNCT
american_scientific_journal-12080	95	47	registers	register	VERB
american_scientific_journal-12080	95	48	a	a	DET
american_scientific_journal-12080	95	49	marginal	marginal	ADJ
american_scientific_journal-12080	95	50	reduction	reduction	NOUN
american_scientific_journal-12080	95	51	.	.	PUNCT
american_scientific_journal-12080	96	1	this	this	DET
american_scientific_journal-12080	96	2	apparently	apparently	ADV
american_scientific_journal-12080	96	3	paradoxical	paradoxical	ADJ
american_scientific_journal-12080	96	4	pattern	pattern	NOUN
american_scientific_journal-12080	96	5	can	can	AUX
american_scientific_journal-12080	96	6	be	be	AUX
american_scientific_journal-12080	96	7	interpreted	interpret	VERB
american_scientific_journal-12080	96	8	as	as	ADP
american_scientific_journal-12080	96	9	an	an	DET
american_scientific_journal-12080	96	10	amplification	amplification	NOUN
american_scientific_journal-12080	96	11	phenomenon	phenomenon	NOUN
american_scientific_journal-12080	96	12	driven	drive	VERB
american_scientific_journal-12080	96	13	by	by	ADP
american_scientific_journal-12080	96	14	distributional	distributional	ADJ
american_scientific_journal-12080	96	15	misalignment	misalignment	NOUN
american_scientific_journal-12080	96	16	.	.	PUNCT
american_scientific_journal-12080	97	1	when	when	SCONJ
american_scientific_journal-12080	97	2	the	the	DET
american_scientific_journal-12080	97	3	test	test	NOUN
american_scientific_journal-12080	97	4	-	-	PUNCT
american_scientific_journal-12080	97	5	time	time	NOUN
american_scientific_journal-12080	97	6	covariate	covariate	ADJ
american_scientific_journal-12080	97	7	distribution	distribution	NOUN
american_scientific_journal-12080	97	8	deviates	deviate	VERB
american_scientific_journal-12080	97	9	from	from	ADP
american_scientific_journal-12080	97	10	the	the	DET
american_scientific_journal-12080	97	11	training	training	NOUN
american_scientific_journal-12080	97	12	manifold	manifold	NOUN
american_scientific_journal-12080	97	13	,	,	PUNCT
american_scientific_journal-12080	97	14	the	the	DET
american_scientific_journal-12080	97	15	overall	overall	ADJ
american_scientific_journal-12080	97	16	predictive	predictive	ADJ
american_scientific_journal-12080	97	17	quality	quality	NOUN
american_scientific_journal-12080	97	18	deteriorates	deteriorate	VERB
american_scientific_journal-12080	97	19	(	(	PUNCT
american_scientific_journal-12080	97	20	manifested	manifest	VERB
american_scientific_journal-12080	97	21	as	as	ADP
american_scientific_journal-12080	97	22	lower	low	ADJ
american_scientific_journal-12080	97	23	accuracy	accuracy	NOUN
american_scientific_journal-12080	97	24	)	)	PUNCT
american_scientific_journal-12080	97	25	,	,	PUNCT
american_scientific_journal-12080	97	26	yet	yet	CCONJ
american_scientific_journal-12080	97	27	this	this	DET
american_scientific_journal-12080	97	28	degradation	degradation	NOUN
american_scientific_journal-12080	97	29	is	be	AUX
american_scientific_journal-12080	97	30	heterogeneously	heterogeneously	ADV
american_scientific_journal-12080	97	31	allocated	allocate	VERB
american_scientific_journal-12080	97	32	across	across	ADP
american_scientific_journal-12080	97	33	subpopulations	subpopulation	NOUN
american_scientific_journal-12080	97	34	.	.	PUNCT
american_scientific_journal-12080	98	1	put	put	VERB
american_scientific_journal-12080	98	2	differently	differently	ADV
american_scientific_journal-12080	98	3	,	,	PUNCT
american_scientific_journal-12080	98	4	drift	drift	NOUN
american_scientific_journal-12080	98	5	inflates	inflate	VERB
american_scientific_journal-12080	98	6	conditional	conditional	ADJ
american_scientific_journal-12080	98	7	error	error	NOUN
american_scientific_journal-12080	98	8	-	-	PUNCT
american_scientific_journal-12080	98	9	rate	rate	NOUN
american_scientific_journal-12080	98	10	discrepancies	discrepancy	NOUN
american_scientific_journal-12080	98	11	(	(	PUNCT
american_scientific_journal-12080	98	12	tpr	tpr	NOUN
american_scientific_journal-12080	98	13	/	/	SYM
american_scientific_journal-12080	98	14	fpr	fpr	NOUN
american_scientific_journal-12080	98	15	differences	difference	NOUN
american_scientific_journal-12080	98	16	)	)	PUNCT
american_scientific_journal-12080	98	17	even	even	ADV
american_scientific_journal-12080	98	18	as	as	SCONJ
american_scientific_journal-12080	98	19	raw	raw	ADJ
american_scientific_journal-12080	98	20	selection	selection	NOUN
american_scientific_journal-12080	98	21	-	-	PUNCT
american_scientific_journal-12080	98	22	rate	rate	NOUN
american_scientific_journal-12080	98	23	differences	difference	NOUN
american_scientific_journal-12080	98	24	change	change	VERB
american_scientific_journal-12080	98	25	little	little	ADJ
american_scientific_journal-12080	98	26	or	or	CCONJ
american_scientific_journal-12080	98	27	shrink	shrink	VERB
american_scientific_journal-12080	98	28	,	,	PUNCT
american_scientific_journal-12080	98	29	producing	produce	VERB
american_scientific_journal-12080	98	30	a	a	DET
american_scientific_journal-12080	98	31	larger	large	ADJ
american_scientific_journal-12080	98	32	eog	eog	NOUN
american_scientific_journal-12080	98	33	despite	despite	SCONJ
american_scientific_journal-12080	98	34	a	a	DET
american_scientific_journal-12080	98	35	slightly	slightly	ADV
american_scientific_journal-12080	98	36	smaller	small	ADJ
american_scientific_journal-12080	98	37	dpg	dpg	NOUN
american_scientific_journal-12080	98	38	.	.	PUNCT
american_scientific_journal-12080	99	1	mechanistically	mechanistically	ADV
american_scientific_journal-12080	99	2	,	,	PUNCT
american_scientific_journal-12080	99	3	this	this	PRON
american_scientific_journal-12080	99	4	means	mean	VERB
american_scientific_journal-12080	99	5	the	the	DET
american_scientific_journal-12080	99	6	classifier	classifier	NOUN
american_scientific_journal-12080	99	7	’s	’s	PART
american_scientific_journal-12080	99	8	decision	decision	NOUN
american_scientific_journal-12080	99	9	boundary	boundary	ADJ
american_scientific_journal-12080	99	10	—	—	PUNCT
american_scientific_journal-12080	99	11	fit	fit	ADJ
american_scientific_journal-12080	99	12	to	to	ADP
american_scientific_journal-12080	99	13	the	the	DET
american_scientific_journal-12080	99	14	original	original	ADJ
american_scientific_journal-12080	99	15	data	data	NOUN
american_scientific_journal-12080	99	16	-	-	PUNCT
american_scientific_journal-12080	99	17	generating	generate	VERB
american_scientific_journal-12080	99	18	process	process	NOUN
american_scientific_journal-12080	99	19	—	—	PUNCT
american_scientific_journal-12080	99	20	becomes	become	VERB
american_scientific_journal-12080	99	21	systematically	systematically	ADV
american_scientific_journal-12080	99	22	less	less	ADV
american_scientific_journal-12080	99	23	appropriate	appropriate	ADJ
american_scientific_journal-12080	99	24	for	for	ADP
american_scientific_journal-12080	99	25	certain	certain	ADJ
american_scientific_journal-12080	99	26	groups	group	NOUN
american_scientific_journal-12080	99	27	under	under	ADP
american_scientific_journal-12080	99	28	the	the	DET
american_scientific_journal-12080	99	29	shifted	shift	VERB
american_scientific_journal-12080	99	30	distribution	distribution	NOUN
american_scientific_journal-12080	99	31	,	,	PUNCT
american_scientific_journal-12080	99	32	producing	produce	VERB
american_scientific_journal-12080	99	33	asymmetric	asymmetric	ADJ
american_scientific_journal-12080	99	34	failure	failure	NOUN
american_scientific_journal-12080	99	35	modes	mode	NOUN
american_scientific_journal-12080	99	36	.	.	PUNCT
american_scientific_journal-12080	100	1	the	the	DET
american_scientific_journal-12080	100	2	practical	practical	ADJ
american_scientific_journal-12080	100	3	result	result	NOUN
american_scientific_journal-12080	100	4	is	be	AUX
american_scientific_journal-12080	100	5	sharp	sharp	ADJ
american_scientific_journal-12080	100	6	:	:	PUNCT
american_scientific_journal-12080	100	7	distributional	distributional	ADJ
american_scientific_journal-12080	100	8	drift	drift	NOUN
american_scientific_journal-12080	100	9	is	be	AUX
american_scientific_journal-12080	100	10	not	not	PART
american_scientific_journal-12080	100	11	just	just	ADV
american_scientific_journal-12080	100	12	a	a	DET
american_scientific_journal-12080	100	13	throughput	throughput	NOUN
american_scientific_journal-12080	100	14	or	or	CCONJ
american_scientific_journal-12080	100	15	accuracy	accuracy	NOUN
american_scientific_journal-12080	100	16	risk	risk	NOUN
american_scientific_journal-12080	100	17	but	but	CCONJ
american_scientific_journal-12080	100	18	also	also	ADV
american_scientific_journal-12080	100	19	a	a	DET
american_scientific_journal-12080	100	20	fairness	fairness	NOUN
american_scientific_journal-12080	100	21	vector	vector	NOUN
american_scientific_journal-12080	100	22	,	,	PUNCT
american_scientific_journal-12080	100	23	enabling	enable	VERB
american_scientific_journal-12080	100	24	more	more	ADV
american_scientific_journal-12080	100	25	differentiated	differentiated	ADJ
american_scientific_journal-12080	100	26	harm	harm	NOUN
american_scientific_journal-12080	100	27	against	against	ADP
american_scientific_journal-12080	100	28	already	already	ADV
american_scientific_journal-12080	100	29	vulnerable	vulnerable	ADJ
american_scientific_journal-12080	100	30	groups	group	NOUN
american_scientific_journal-12080	100	31	.	.	PUNCT
american_scientific_journal-12080	101	1	thus	thus	ADV
american_scientific_journal-12080	101	2	,	,	PUNCT
american_scientific_journal-12080	101	3	strong	strong	ADJ
american_scientific_journal-12080	101	4	mlops	mlop	NOUN
american_scientific_journal-12080	101	5	should	should	AUX
american_scientific_journal-12080	101	6	see	see	VERB
american_scientific_journal-12080	101	7	drift	drift	NOUN
american_scientific_journal-12080	101	8	-	-	PUNCT
american_scientific_journal-12080	101	9	detection	detection	NOUN
american_scientific_journal-12080	101	10	and	and	CCONJ
american_scientific_journal-12080	101	11	remedy	remedy	NOUN
american_scientific_journal-12080	101	12	as	as	ADP
american_scientific_journal-12080	101	13	twin	twin	ADJ
american_scientific_journal-12080	101	14	-	-	PUNCT
american_scientific_journal-12080	101	15	goal	goal	NOUN
american_scientific_journal-12080	101	16	controls	control	NOUN
american_scientific_journal-12080	101	17	:	:	PUNCT
american_scientific_journal-12080	101	18	they	they	PRON
american_scientific_journal-12080	101	19	keep	keep	VERB
american_scientific_journal-12080	101	20	predictive	predictive	ADJ
american_scientific_journal-12080	101	21	faithfulness	faithfulness	NOUN
american_scientific_journal-12080	101	22	and	and	CCONJ
american_scientific_journal-12080	101	23	act	act	VERB
american_scientific_journal-12080	101	24	as	as	ADP
american_scientific_journal-12080	101	25	a	a	DET
american_scientific_journal-12080	101	26	key	key	ADJ
american_scientific_journal-12080	101	27	tool	tool	NOUN
american_scientific_journal-12080	101	28	for	for	ADP
american_scientific_journal-12080	101	29	holding	hold	VERB
american_scientific_journal-12080	101	30	back	back	ADP
american_scientific_journal-12080	101	31	rising	rise	VERB
american_scientific_journal-12080	101	32	algorithmic	algorithmic	ADJ
american_scientific_journal-12080	101	33	bias	bias	NOUN
american_scientific_journal-12080	101	34	.	.	PUNCT
american_scientific_journal-12080	102	1	4.discussion	4.discussion	NUM
american_scientific_journal-12080	103	1	the	the	DET
american_scientific_journal-12080	103	2	bias	bias	NOUN
american_scientific_journal-12080	103	3	-	-	PUNCT
american_scientific_journal-12080	103	4	mitigation	mitigation	NOUN
american_scientific_journal-12080	103	5	condition	condition	NOUN
american_scientific_journal-12080	103	6	exposes	expose	VERB
american_scientific_journal-12080	103	7	both	both	PRON
american_scientific_journal-12080	103	8	the	the	DET
american_scientific_journal-12080	103	9	potency	potency	NOUN
american_scientific_journal-12080	103	10	and	and	CCONJ
american_scientific_journal-12080	103	11	the	the	DET
american_scientific_journal-12080	103	12	epistemic	epistemic	ADJ
american_scientific_journal-12080	103	13	complexity	complexity	NOUN
american_scientific_journal-12080	103	14	of	of	ADP
american_scientific_journal-12080	103	15	fairness	fairness	NOUN
american_scientific_journal-12080	103	16	interventions	intervention	NOUN
american_scientific_journal-12080	103	17	.	.	PUNCT
american_scientific_journal-12080	104	1	equalized	equalize	VERB
american_scientific_journal-12080	104	2	odds	odd	NOUN
american_scientific_journal-12080	104	3	calibrated	calibrate	VERB
american_scientific_journal-12080	104	4	achieves	achieve	VERB
american_scientific_journal-12080	104	5	its	its	PRON
american_scientific_journal-12080	104	6	immediate	immediate	ADJ
american_scientific_journal-12080	104	7	goal	goal	NOUN
american_scientific_journal-12080	104	8	:	:	PUNCT
american_scientific_journal-12080	104	9	the	the	DET
american_scientific_journal-12080	104	10	equalized	equalize	VERB
american_scientific_journal-12080	104	11	odds	odd	NOUN
american_scientific_journal-12080	104	12	gap	gap	NOUN
american_scientific_journal-12080	104	13	drops	drop	NOUN
american_scientific_journal-12080	104	14	to	to	ADP
american_scientific_journal-12080	104	15	0.000	0.000	NUM
american_scientific_journal-12080	104	16	,	,	PUNCT
american_scientific_journal-12080	104	17	ostensibly	ostensibly	ADV
american_scientific_journal-12080	104	18	a	a	DET
american_scientific_journal-12080	104	19	victory	victory	NOUN
american_scientific_journal-12080	104	20	but	but	CCONJ
american_scientific_journal-12080	104	21	one	one	NUM
american_scientific_journal-12080	104	22	that	that	PRON
american_scientific_journal-12080	104	23	comes	come	VERB
american_scientific_journal-12080	104	24	with	with	ADP
american_scientific_journal-12080	104	25	both	both	CCONJ
american_scientific_journal-12080	104	26	real	real	ADJ
american_scientific_journal-12080	104	27	and	and	CCONJ
american_scientific_journal-12080	104	28	potential	potential	ADJ
american_scientific_journal-12080	104	29	costs	cost	NOUN
american_scientific_journal-12080	104	30	.	.	PUNCT
american_scientific_journal-12080	105	1	there	there	PRON
american_scientific_journal-12080	105	2	is	be	VERB
american_scientific_journal-12080	105	3	a	a	DET
american_scientific_journal-12080	105	4	noticeable	noticeable	ADJ
american_scientific_journal-12080	105	5	loss	loss	NOUN
american_scientific_journal-12080	105	6	in	in	ADP
american_scientific_journal-12080	105	7	discriminative	discriminative	NOUN
american_scientific_journal-12080	105	8	performance	performance	NOUN
american_scientific_journal-12080	105	9	:	:	PUNCT
american_scientific_journal-12080	105	10	accuracy	accuracy	NOUN
american_scientific_journal-12080	105	11	falls	fall	VERB
american_scientific_journal-12080	105	12	from	from	ADP
american_scientific_journal-12080	105	13	0.835	0.835	NUM
american_scientific_journal-12080	105	14	to	to	ADP
american_scientific_journal-12080	105	15	0.833	0.833	NUM
american_scientific_journal-12080	105	16	,	,	PUNCT
american_scientific_journal-12080	105	17	a	a	DET
american_scientific_journal-12080	105	18	purely	purely	ADV
american_scientific_journal-12080	105	19	numerical	numerical	ADJ
american_scientific_journal-12080	105	20	drop	drop	NOUN
american_scientific_journal-12080	105	21	but	but	CCONJ
american_scientific_journal-12080	105	22	one	one	NUM
american_scientific_journal-12080	105	23	that	that	PRON
american_scientific_journal-12080	105	24	aligns	align	VERB
american_scientific_journal-12080	105	25	with	with	ADP
american_scientific_journal-12080	105	26	extensive	extensive	ADJ
american_scientific_journal-12080	105	27	prior	prior	ADJ
american_scientific_journal-12080	105	28	american	american	ADJ
american_scientific_journal-12080	105	29	academic	academic	ADJ
american_scientific_journal-12080	105	30	scientific	scientific	ADJ
american_scientific_journal-12080	105	31	research	research	NOUN
american_scientific_journal-12080	105	32	journal	journal	NOUN
american_scientific_journal-12080	105	33	for	for	ADP
american_scientific_journal-12080	105	34	engineering	engineering	NOUN
american_scientific_journal-12080	105	35	,	,	PUNCT
american_scientific_journal-12080	105	36	technology	technology	NOUN
american_scientific_journal-12080	105	37	,	,	PUNCT
american_scientific_journal-12080	105	38	and	and	CCONJ
american_scientific_journal-12080	105	39	sciences	science	NOUN
american_scientific_journal-12080	105	40	(	(	PUNCT
american_scientific_journal-12080	105	41	asrjets	asrjet	NOUN
american_scientific_journal-12080	105	42	)	)	PUNCT
american_scientific_journal-12080	105	43	volume	volume	NOUN
american_scientific_journal-12080	105	44	103	103	NUM
american_scientific_journal-12080	105	45	,	,	PUNCT
american_scientific_journal-12080	105	46	no	no	DET
american_scientific_journal-12080	105	47	1	1	NUM
american_scientific_journal-12080	105	48	,	,	PUNCT
american_scientific_journal-12080	105	49	pp	pp	ADV
american_scientific_journal-12080	105	50	330	330	NUM
american_scientific_journal-12080	105	51	-	-	SYM
american_scientific_journal-12080	105	52	342	342	NUM
american_scientific_journal-12080	105	53	338	338	NUM
american_scientific_journal-12080	105	54	evidence	evidence	NOUN
american_scientific_journal-12080	105	55	of	of	ADP
american_scientific_journal-12080	105	56	an	an	DET
american_scientific_journal-12080	105	57	accuracy	accuracy	NOUN
american_scientific_journal-12080	105	58	-	-	PUNCT
american_scientific_journal-12080	105	59	fairness	fairness	NOUN
american_scientific_journal-12080	105	60	trade	trade	NOUN
american_scientific_journal-12080	105	61	-	-	PUNCT
american_scientific_journal-12080	105	62	off	off	NOUN
american_scientific_journal-12080	105	63	,	,	PUNCT
american_scientific_journal-12080	105	64	i.e.	i.e.	X
american_scientific_journal-12080	105	65	,	,	PUNCT
american_scientific_journal-12080	105	66	imposing	impose	VERB
american_scientific_journal-12080	105	67	a	a	DET
american_scientific_journal-12080	105	68	group	group	NOUN
american_scientific_journal-12080	105	69	-	-	PUNCT
american_scientific_journal-12080	105	70	level	level	NOUN
american_scientific_journal-12080	105	71	parity	parity	NOUN
american_scientific_journal-12080	105	72	constraint	constraint	NOUN
american_scientific_journal-12080	105	73	typically	typically	ADV
american_scientific_journal-12080	105	74	necessitates	necessitate	VERB
american_scientific_journal-12080	105	75	moving	move	VERB
american_scientific_journal-12080	105	76	prediction	prediction	NOUN
american_scientific_journal-12080	105	77	mass	mass	NOUN
american_scientific_journal-12080	105	78	in	in	ADP
american_scientific_journal-12080	105	79	such	such	DET
american_scientific_journal-12080	105	80	a	a	DET
american_scientific_journal-12080	105	81	manner	manner	NOUN
american_scientific_journal-12080	105	82	as	as	SCONJ
american_scientific_journal-12080	105	83	to	to	PART
american_scientific_journal-12080	105	84	reduce	reduce	VERB
american_scientific_journal-12080	105	85	correctness	correctness	NOUN
american_scientific_journal-12080	105	86	according	accord	VERB
american_scientific_journal-12080	105	87	to	to	ADP
american_scientific_journal-12080	105	88	the	the	DET
american_scientific_journal-12080	105	89	original	original	ADJ
american_scientific_journal-12080	105	90	utility	utility	NOUN
american_scientific_journal-12080	105	91	function	function	NOUN
american_scientific_journal-12080	105	92	.	.	PUNCT
american_scientific_journal-12080	106	1	more	more	ADV
american_scientific_journal-12080	106	2	telling	tell	VERB
american_scientific_journal-12080	106	3	diagnostically	diagnostically	ADV
american_scientific_journal-12080	106	4	,	,	PUNCT
american_scientific_journal-12080	106	5	improving	improve	VERB
american_scientific_journal-12080	106	6	one	one	NUM
american_scientific_journal-12080	106	7	dimension	dimension	NOUN
american_scientific_journal-12080	106	8	of	of	ADP
american_scientific_journal-12080	106	9	fairness	fairness	NOUN
american_scientific_journal-12080	106	10	can	can	AUX
american_scientific_journal-12080	106	11	make	make	VERB
american_scientific_journal-12080	106	12	another	another	DET
american_scientific_journal-12080	106	13	worse	bad	ADJ
american_scientific_journal-12080	106	14	:	:	PUNCT
american_scientific_journal-12080	106	15	the	the	DET
american_scientific_journal-12080	106	16	demographic	demographic	ADJ
american_scientific_journal-12080	106	17	parity	parity	NOUN
american_scientific_journal-12080	106	18	gap	gap	NOUN
american_scientific_journal-12080	106	19	increases	increase	VERB
american_scientific_journal-12080	106	20	from	from	ADP
american_scientific_journal-12080	106	21	0.029	0.029	NUM
american_scientific_journal-12080	106	22	to	to	ADP
american_scientific_journal-12080	106	23	0.044	0.044	NUM
american_scientific_journal-12080	106	24	after	after	ADP
american_scientific_journal-12080	106	25	post	post	ADJ
american_scientific_journal-12080	106	26	-	-	ADJ
american_scientific_journal-12080	106	27	processing	processing	NOUN
american_scientific_journal-12080	106	28	.	.	PUNCT
american_scientific_journal-12080	107	1	this	this	DET
american_scientific_journal-12080	107	2	result	result	NOUN
american_scientific_journal-12080	107	3	is	be	AUX
american_scientific_journal-12080	107	4	a	a	DET
american_scientific_journal-12080	107	5	very	very	ADV
american_scientific_journal-12080	107	6	real	real	ADJ
american_scientific_journal-12080	107	7	-	-	PUNCT
american_scientific_journal-12080	107	8	world	world	NOUN
american_scientific_journal-12080	107	9	instantiation	instantiation	NOUN
american_scientific_journal-12080	107	10	of	of	ADP
american_scientific_journal-12080	107	11	the	the	DET
american_scientific_journal-12080	107	12	impossibility	impossibility	NOUN
american_scientific_journal-12080	107	13	results	result	NOUN
american_scientific_journal-12080	107	14	where	where	SCONJ
american_scientific_journal-12080	107	15	,	,	PUNCT
american_scientific_journal-12080	107	16	with	with	ADP
american_scientific_journal-12080	107	17	realistic	realistic	ADJ
american_scientific_journal-12080	107	18	,	,	PUNCT
american_scientific_journal-12080	107	19	nontrivial	nontrivial	ADJ
american_scientific_journal-12080	107	20	base	base	NOUN
american_scientific_journal-12080	107	21	rates	rate	NOUN
american_scientific_journal-12080	107	22	and	and	CCONJ
american_scientific_journal-12080	107	23	imperfect	imperfect	ADJ
american_scientific_journal-12080	107	24	classifiers	classifier	NOUN
american_scientific_journal-12080	107	25	,	,	PUNCT
american_scientific_journal-12080	107	26	multiple	multiple	ADJ
american_scientific_journal-12080	107	27	fairness	fairness	NOUN
american_scientific_journal-12080	107	28	desiderata	desiderata	PROPN
american_scientific_journal-12080	107	29	are	be	AUX
american_scientific_journal-12080	107	30	mutually	mutually	ADV
american_scientific_journal-12080	107	31	incompatible	incompatible	ADJ
american_scientific_journal-12080	107	32	.	.	PUNCT
american_scientific_journal-12080	108	1	at	at	ADP
american_scientific_journal-12080	108	2	the	the	DET
american_scientific_journal-12080	108	3	same	same	ADJ
american_scientific_journal-12080	108	4	time	time	NOUN
american_scientific_journal-12080	108	5	,	,	PUNCT
american_scientific_journal-12080	108	6	interventions	intervention	NOUN
american_scientific_journal-12080	108	7	shift	shift	VERB
american_scientific_journal-12080	108	8	rather	rather	ADV
american_scientific_journal-12080	108	9	than	than	ADP
american_scientific_journal-12080	108	10	eliminate	eliminate	VERB
american_scientific_journal-12080	108	11	inequity	inequity	NOUN
american_scientific_journal-12080	108	12	.	.	PUNCT
american_scientific_journal-12080	109	1	in	in	ADP
american_scientific_journal-12080	109	2	the	the	DET
american_scientific_journal-12080	109	3	real	real	ADJ
american_scientific_journal-12080	109	4	world	world	NOUN
american_scientific_journal-12080	109	5	,	,	PUNCT
american_scientific_journal-12080	109	6	that	that	PRON
american_scientific_journal-12080	109	7	’s	’	VERB
american_scientific_journal-12080	109	8	what	what	PRON
american_scientific_journal-12080	109	9	happens	happen	VERB
american_scientific_journal-12080	109	10	when	when	SCONJ
american_scientific_journal-12080	109	11	you	you	PRON
american_scientific_journal-12080	109	12	try	try	VERB
american_scientific_journal-12080	109	13	to	to	PART
american_scientific_journal-12080	109	14	whack	whack	VERB
american_scientific_journal-12080	109	15	the	the	DET
american_scientific_journal-12080	109	16	mole	mole	NOUN
american_scientific_journal-12080	109	17	of	of	ADP
american_scientific_journal-12080	109	18	fairness	fairness	NOUN
american_scientific_journal-12080	109	19	mitigation	mitigation	NOUN
american_scientific_journal-12080	109	20	:	:	PUNCT
american_scientific_journal-12080	109	21	suppress	suppress	VERB
american_scientific_journal-12080	109	22	one	one	NUM
american_scientific_journal-12080	109	23	disparity	disparity	NOUN
american_scientific_journal-12080	109	24	and	and	CCONJ
american_scientific_journal-12080	109	25	another	another	DET
american_scientific_journal-12080	109	26	pops	pop	NOUN
american_scientific_journal-12080	109	27	up	up	ADP
american_scientific_journal-12080	109	28	or	or	CCONJ
american_scientific_journal-12080	109	29	gets	get	VERB
american_scientific_journal-12080	109	30	bigger	big	ADJ
american_scientific_journal-12080	109	31	.	.	PUNCT
american_scientific_journal-12080	110	1	immediate	immediate	ADJ
american_scientific_journal-12080	110	2	normative	normative	ADJ
american_scientific_journal-12080	110	3	and	and	CCONJ
american_scientific_journal-12080	110	4	operational	operational	ADJ
american_scientific_journal-12080	110	5	implications	implication	NOUN
american_scientific_journal-12080	110	6	belong	belong	VERB
american_scientific_journal-12080	110	7	to	to	ADP
american_scientific_journal-12080	110	8	these	these	DET
american_scientific_journal-12080	110	9	empirical	empirical	ADJ
american_scientific_journal-12080	110	10	regularities	regularity	NOUN
american_scientific_journal-12080	110	11	.	.	PUNCT
american_scientific_journal-12080	111	1	engineering	engineering	NOUN
american_scientific_journal-12080	111	2	reflex	reflex	NOUN
american_scientific_journal-12080	111	3	can	can	AUX
american_scientific_journal-12080	111	4	not	not	PART
american_scientific_journal-12080	111	5	drive	drive	VERB
american_scientific_journal-12080	111	6	the	the	DET
american_scientific_journal-12080	111	7	choice	choice	NOUN
american_scientific_journal-12080	111	8	of	of	ADP
american_scientific_journal-12080	111	9	fairness	fairness	NOUN
american_scientific_journal-12080	111	10	objectives	objective	NOUN
american_scientific_journal-12080	111	11	and	and	CCONJ
american_scientific_journal-12080	111	12	remediation	remediation	NOUN
american_scientific_journal-12080	111	13	techniques	technique	NOUN
american_scientific_journal-12080	111	14	;	;	PUNCT
american_scientific_journal-12080	111	15	explicit	explicit	ADJ
american_scientific_journal-12080	111	16	arbitration	arbitration	NOUN
american_scientific_journal-12080	111	17	among	among	ADP
american_scientific_journal-12080	111	18	ethical	ethical	ADJ
american_scientific_journal-12080	111	19	priorities	priority	NOUN
american_scientific_journal-12080	111	20	,	,	PUNCT
american_scientific_journal-12080	111	21	legal	legal	ADJ
american_scientific_journal-12080	111	22	constraints	constraint	NOUN
american_scientific_journal-12080	111	23	,	,	PUNCT
american_scientific_journal-12080	111	24	and	and	CCONJ
american_scientific_journal-12080	111	25	stakeholder	stakeholder	NOUN
american_scientific_journal-12080	111	26	preferences	preference	NOUN
american_scientific_journal-12080	111	27	is	be	AUX
american_scientific_journal-12080	111	28	required	require	VERB
american_scientific_journal-12080	111	29	.	.	PUNCT
american_scientific_journal-12080	112	1	the	the	DET
american_scientific_journal-12080	112	2	choice	choice	NOUN
american_scientific_journal-12080	112	3	of	of	ADP
american_scientific_journal-12080	112	4	which	which	DET
american_scientific_journal-12080	112	5	notion	notion	NOUN
american_scientific_journal-12080	112	6	of	of	ADP
american_scientific_journal-12080	112	7	fairness	fairness	NOUN
american_scientific_journal-12080	112	8	to	to	PART
american_scientific_journal-12080	112	9	prioritize	prioritize	VERB
american_scientific_journal-12080	112	10	and	and	CCONJ
american_scientific_journal-12080	112	11	how	how	SCONJ
american_scientific_journal-12080	112	12	much	much	ADJ
american_scientific_journal-12080	112	13	predictive	predictive	ADJ
american_scientific_journal-12080	112	14	utility	utility	NOUN
american_scientific_journal-12080	112	15	to	to	PART
american_scientific_journal-12080	112	16	sacrifice	sacrifice	VERB
american_scientific_journal-12080	112	17	in	in	ADP
american_scientific_journal-12080	112	18	prioritizing	prioritize	VERB
american_scientific_journal-12080	112	19	it	it	PRON
american_scientific_journal-12080	112	20	is	be	AUX
american_scientific_journal-12080	112	21	an	an	DET
american_scientific_journal-12080	112	22	accountable	accountable	ADJ
american_scientific_journal-12080	112	23	decision	decision	NOUN
american_scientific_journal-12080	112	24	that	that	PRON
american_scientific_journal-12080	112	25	must	must	AUX
american_scientific_journal-12080	112	26	be	be	AUX
american_scientific_journal-12080	112	27	made	make	VERB
american_scientific_journal-12080	112	28	in	in	ADP
american_scientific_journal-12080	112	29	context	context	NOUN
american_scientific_journal-12080	112	30	with	with	ADP
american_scientific_journal-12080	112	31	the	the	DET
american_scientific_journal-12080	112	32	application	application	NOUN
american_scientific_journal-12080	112	33	's	's	PART
american_scientific_journal-12080	112	34	harm	harm	NOUN
american_scientific_journal-12080	112	35	profile	profile	NOUN
american_scientific_journal-12080	112	36	,	,	PUNCT
american_scientific_journal-12080	112	37	based	base	VERB
american_scientific_journal-12080	112	38	on	on	ADP
american_scientific_journal-12080	112	39	the	the	DET
american_scientific_journal-12080	112	40	values	value	NOUN
american_scientific_journal-12080	112	41	of	of	ADP
american_scientific_journal-12080	112	42	the	the	DET
american_scientific_journal-12080	112	43	constituencies	constituency	NOUN
american_scientific_journal-12080	112	44	who	who	PRON
american_scientific_journal-12080	112	45	are	be	AUX
american_scientific_journal-12080	112	46	likely	likely	ADJ
american_scientific_journal-12080	112	47	to	to	PART
american_scientific_journal-12080	112	48	be	be	AUX
american_scientific_journal-12080	112	49	affected	affect	VERB
american_scientific_journal-12080	112	50	.	.	PUNCT
american_scientific_journal-12080	113	1	in	in	ADP
american_scientific_journal-12080	113	2	method	method	NOUN
american_scientific_journal-12080	113	3	mapping	mapping	NOUN
american_scientific_journal-12080	113	4	,	,	PUNCT
american_scientific_journal-12080	113	5	this	this	DET
american_scientific_journal-12080	113	6	experiment	experiment	NOUN
american_scientific_journal-12080	113	7	represents	represent	VERB
american_scientific_journal-12080	113	8	a	a	DET
american_scientific_journal-12080	113	9	small	small	ADJ
american_scientific_journal-12080	113	10	-	-	PUNCT
american_scientific_journal-12080	113	11	scale	scale	NOUN
american_scientific_journal-12080	113	12	and	and	CCONJ
american_scientific_journal-12080	113	13	practical	practical	ADJ
american_scientific_journal-12080	113	14	application	application	NOUN
american_scientific_journal-12080	113	15	of	of	ADP
american_scientific_journal-12080	113	16	ai	ai	ADJ
american_scientific_journal-12080	113	17	risk	risk	NOUN
american_scientific_journal-12080	113	18	governance	governance	NOUN
american_scientific_journal-12080	113	19	.	.	PUNCT
american_scientific_journal-12080	114	1	typically	typically	ADV
american_scientific_journal-12080	114	2	,	,	PUNCT
american_scientific_journal-12080	114	3	current	current	ADJ
american_scientific_journal-12080	114	4	framings	framing	NOUN
american_scientific_journal-12080	114	5	such	such	ADJ
american_scientific_journal-12080	114	6	as	as	ADP
american_scientific_journal-12080	114	7	ai	ai	PROPN
american_scientific_journal-12080	114	8	trust	trust	NOUN
american_scientific_journal-12080	114	9	,	,	PUNCT
american_scientific_journal-12080	114	10	risk	risk	NOUN
american_scientific_journal-12080	114	11	,	,	PUNCT
american_scientific_journal-12080	114	12	and	and	CCONJ
american_scientific_journal-12080	114	13	security	security	NOUN
american_scientific_journal-12080	114	14	management	management	NOUN
american_scientific_journal-12080	114	15	(	(	PUNCT
american_scientific_journal-12080	114	16	ai	ai	INTJ
american_scientific_journal-12080	114	17	trism	trism	NOUN
american_scientific_journal-12080	114	18	)	)	PUNCT
american_scientific_journal-12080	114	19	somewhat	somewhat	ADV
american_scientific_journal-12080	114	20	amalgamate	amalgamate	VERB
american_scientific_journal-12080	114	21	related	related	ADJ
american_scientific_journal-12080	114	22	issues	issue	NOUN
american_scientific_journal-12080	114	23	by	by	ADP
american_scientific_journal-12080	114	24	treating	treat	VERB
american_scientific_journal-12080	114	25	data	datum	NOUN
american_scientific_journal-12080	114	26	quality	quality	NOUN
american_scientific_journal-12080	114	27	,	,	PUNCT
american_scientific_journal-12080	114	28	model	model	NOUN
american_scientific_journal-12080	114	29	reliability	reliability	NOUN
american_scientific_journal-12080	114	30	,	,	PUNCT
american_scientific_journal-12080	114	31	bias	bias	NOUN
american_scientific_journal-12080	114	32	,	,	PUNCT
american_scientific_journal-12080	114	33	and	and	CCONJ
american_scientific_journal-12080	114	34	explainability	explainability	NOUN
american_scientific_journal-12080	114	35	together	together	ADV
american_scientific_journal-12080	114	36	with	with	ADP
american_scientific_journal-12080	114	37	security	security	NOUN
american_scientific_journal-12080	114	38	as	as	ADP
american_scientific_journal-12080	114	39	interacting	interact	VERB
american_scientific_journal-12080	114	40	dimensions	dimension	NOUN
american_scientific_journal-12080	114	41	of	of	ADP
american_scientific_journal-12080	114	42	enterprise	enterprise	NOUN
american_scientific_journal-12080	114	43	risk	risk	NOUN
american_scientific_journal-12080	114	44	[	[	X
american_scientific_journal-12080	114	45	6	6	NUM
american_scientific_journal-12080	114	46	]	]	PUNCT
american_scientific_journal-12080	114	47	.	.	PUNCT
american_scientific_journal-12080	115	1	under	under	ADP
american_scientific_journal-12080	115	2	this	this	DET
american_scientific_journal-12080	115	3	mapping	mapping	NOUN
american_scientific_journal-12080	115	4	,	,	PUNCT
american_scientific_journal-12080	115	5	the	the	DET
american_scientific_journal-12080	115	6	noise	noise	NOUN
american_scientific_journal-12080	115	7	and	and	CCONJ
american_scientific_journal-12080	115	8	drift	drift	NOUN
american_scientific_journal-12080	115	9	tests	test	NOUN
american_scientific_journal-12080	115	10	make	make	VERB
american_scientific_journal-12080	115	11	real	real	ADJ
american_scientific_journal-12080	115	12	-	-	PUNCT
american_scientific_journal-12080	115	13	for	for	ADP
american_scientific_journal-12080	115	14	-	-	PUNCT
american_scientific_journal-12080	115	15	business	business	NOUN
american_scientific_journal-12080	115	16	risks	risk	NOUN
american_scientific_journal-12080	115	17	associated	associate	VERB
american_scientific_journal-12080	115	18	with	with	ADP
american_scientific_journal-12080	115	19	reliability	reliability	NOUN
american_scientific_journal-12080	115	20	/	/	SYM
american_scientific_journal-12080	115	21	robustness	robustness	NOUN
american_scientific_journal-12080	115	22	;	;	PUNCT
american_scientific_journal-12080	115	23	dpg	dpg	PROPN
american_scientific_journal-12080	115	24	and	and	CCONJ
american_scientific_journal-12080	115	25	eog	eog	PROPN
american_scientific_journal-12080	115	26	make	make	VERB
american_scientific_journal-12080	115	27	real	real	ADJ
american_scientific_journal-12080	115	28	-	-	PUNCT
american_scientific_journal-12080	115	29	for	for	ADP
american_scientific_journal-12080	115	30	-	-	PUNCT
american_scientific_journal-12080	115	31	business	business	NOUN
american_scientific_journal-12080	115	32	risks	risk	NOUN
american_scientific_journal-12080	115	33	associated	associate	VERB
american_scientific_journal-12080	115	34	with	with	ADP
american_scientific_journal-12080	115	35	bias	bias	NOUN
american_scientific_journal-12080	115	36	/	/	SYM
american_scientific_journal-12080	115	37	discrimination	discrimination	NOUN
american_scientific_journal-12080	115	38	.	.	PUNCT
american_scientific_journal-12080	116	1	the	the	DET
american_scientific_journal-12080	116	2	trade	trade	NOUN
american_scientific_journal-12080	116	3	-	-	PUNCT
american_scientific_journal-12080	116	4	offs	off	NOUN
american_scientific_journal-12080	116	5	in	in	ADP
american_scientific_journal-12080	116	6	mitigation	mitigation	NOUN
american_scientific_journal-12080	116	7	strategies	strategy	NOUN
american_scientific_journal-12080	116	8	measured	measure	VERB
american_scientific_journal-12080	116	9	here	here	ADV
american_scientific_journal-12080	116	10	empirically	empirically	ADV
american_scientific_journal-12080	116	11	frame	frame	VERB
american_scientific_journal-12080	116	12	managerial	managerial	ADJ
american_scientific_journal-12080	116	13	risk	risk	NOUN
american_scientific_journal-12080	116	14	decisions	decision	NOUN
american_scientific_journal-12080	116	15	regarding	regard	VERB
american_scientific_journal-12080	116	16	business	business	NOUN
american_scientific_journal-12080	116	17	value	value	NOUN
american_scientific_journal-12080	116	18	versus	versus	ADP
american_scientific_journal-12080	116	19	ethical	ethical	ADJ
american_scientific_journal-12080	116	20	compliance	compliance	NOUN
american_scientific_journal-12080	116	21	.	.	PUNCT
american_scientific_journal-12080	117	1	thus	thus	ADV
american_scientific_journal-12080	117	2	,	,	PUNCT
american_scientific_journal-12080	117	3	testing	testing	NOUN
american_scientific_journal-12080	117	4	ml	ml	VERB
american_scientific_journal-12080	117	5	is	be	AUX
american_scientific_journal-12080	117	6	not	not	PART
american_scientific_journal-12080	117	7	a	a	DET
american_scientific_journal-12080	117	8	discrete	discrete	ADJ
american_scientific_journal-12080	117	9	gate	gate	NOUN
american_scientific_journal-12080	117	10	in	in	ADP
american_scientific_journal-12080	117	11	qa	qa	PROPN
american_scientific_journal-12080	117	12	,	,	PUNCT
american_scientific_journal-12080	117	13	but	but	CCONJ
american_scientific_journal-12080	117	14	rather	rather	ADV
american_scientific_journal-12080	117	15	belongs	belong	VERB
american_scientific_journal-12080	117	16	to	to	ADP
american_scientific_journal-12080	117	17	the	the	DET
american_scientific_journal-12080	117	18	entire	entire	ADJ
american_scientific_journal-12080	117	19	process	process	NOUN
american_scientific_journal-12080	117	20	of	of	ADP
american_scientific_journal-12080	117	21	continuous	continuous	ADJ
american_scientific_journal-12080	117	22	enterprise	enterprise	NOUN
american_scientific_journal-12080	117	23	risk	risk	NOUN
american_scientific_journal-12080	117	24	management	management	NOUN
american_scientific_journal-12080	117	25	.	.	PUNCT
american_scientific_journal-12080	118	1	the	the	DET
american_scientific_journal-12080	118	2	test	test	NOUN
american_scientific_journal-12080	118	3	results	result	NOUN
american_scientific_journal-12080	118	4	automatically	automatically	ADV
american_scientific_journal-12080	118	5	update	update	VERB
american_scientific_journal-12080	118	6	the	the	DET
american_scientific_journal-12080	118	7	governance	governance	NOUN
american_scientific_journal-12080	118	8	artifacts	artifact	NOUN
american_scientific_journal-12080	118	9	that	that	PRON
american_scientific_journal-12080	118	10	set	set	VERB
american_scientific_journal-12080	118	11	deployment	deployment	NOUN
american_scientific_journal-12080	118	12	,	,	PUNCT
american_scientific_journal-12080	118	13	monitoring	monitoring	NOUN
american_scientific_journal-12080	118	14	,	,	PUNCT
american_scientific_journal-12080	118	15	and	and	CCONJ
american_scientific_journal-12080	118	16	remediation	remediation	NOUN
american_scientific_journal-12080	118	17	policies	policy	NOUN
american_scientific_journal-12080	118	18	.	.	PUNCT
american_scientific_journal-12080	119	1	in	in	ADP
american_scientific_journal-12080	119	2	practice	practice	NOUN
american_scientific_journal-12080	119	3	,	,	PUNCT
american_scientific_journal-12080	119	4	it	it	PRON
american_scientific_journal-12080	119	5	means	mean	VERB
american_scientific_journal-12080	119	6	encoding	encode	VERB
american_scientific_journal-12080	119	7	a	a	DET
american_scientific_journal-12080	119	8	multi	multi	ADJ
american_scientific_journal-12080	119	9	-	-	ADJ
american_scientific_journal-12080	119	10	axis	axis	ADJ
american_scientific_journal-12080	119	11	test	test	NOUN
american_scientific_journal-12080	119	12	plan	plan	NOUN
american_scientific_journal-12080	119	13	feeding	feed	VERB
american_scientific_journal-12080	119	14	gover­nance	gover­nance	NOUN
american_scientific_journal-12080	119	15	artifacts	artifact	NOUN
american_scientific_journal-12080	119	16	so	so	SCONJ
american_scientific_journal-12080	119	17	that	that	SCONJ
american_scientific_journal-12080	119	18	policy	policy	NOUN
american_scientific_journal-12080	119	19	can	can	AUX
american_scientific_journal-12080	119	20	be	be	AUX
american_scientific_journal-12080	119	21	challenged	challenge	VERB
american_scientific_journal-12080	119	22	on	on	ADP
american_scientific_journal-12080	119	23	robustness	robustness	NOUN
american_scientific_journal-12080	119	24	against	against	ADP
american_scientific_journal-12080	119	25	real	real	ADJ
american_scientific_journal-12080	119	26	-	-	PUNCT
american_scientific_journal-12080	119	27	world	world	NOUN
american_scientific_journal-12080	119	28	perturbations	perturbation	NOUN
american_scientific_journal-12080	119	29	as	as	ADV
american_scientific_journal-12080	119	30	well	well	ADV
american_scientific_journal-12080	119	31	as	as	ADP
american_scientific_journal-12080	119	32	fairness	fairness	NOUN
american_scientific_journal-12080	119	33	to	to	ADP
american_scientific_journal-12080	119	34	any	any	DET
american_scientific_journal-12080	119	35	relevant	relevant	ADJ
american_scientific_journal-12080	119	36	subpopulations	subpopulation	NOUN
american_scientific_journal-12080	119	37	simultaneously	simultaneously	ADV
american_scientific_journal-12080	119	38	on	on	ADP
american_scientific_journal-12080	119	39	the	the	DET
american_scientific_journal-12080	119	40	axes	axis	NOUN
american_scientific_journal-12080	119	41	of	of	ADP
american_scientific_journal-12080	119	42	correct	correct	ADJ
american_scientific_journal-12080	119	43	pre­dic­tion	pre­dic­tion	NOUN
american_scientific_journal-12080	119	44	;	;	PUNCT
american_scientific_journal-12080	119	45	baseline	baseline	ADJ
american_scientific_journal-12080	119	46	accuracy	accuracy	NOUN
american_scientific_journal-12080	119	47	/	/	SYM
american_scientific_journal-12080	119	48	roc	roc	NOUN
american_scientific_journal-12080	119	49	-	-	PUNCT
american_scientific_journal-12080	119	50	auc	auc	NOUN
american_scientific_journal-12080	119	51	on	on	ADP
american_scientific_journal-12080	119	52	clean	clean	ADJ
american_scientific_journal-12080	119	53	data	datum	NOUN
american_scientific_journal-12080	119	54	recalculated	recalculate	VERB
american_scientific_journal-12080	119	55	under	under	ADP
american_scientific_journal-12080	119	56	typographic	typographic	ADJ
american_scientific_journal-12080	119	57	degradations	degradation	NOUN
american_scientific_journal-12080	119	58	plus	plus	CCONJ
american_scientific_journal-12080	119	59	additive	additive	ADJ
american_scientific_journal-12080	119	60	noise	noise	NOUN
american_scientific_journal-12080	119	61	and	and	CCONJ
american_scientific_journal-12080	119	62	demographic	demographic	ADJ
american_scientific_journal-12080	119	63	replacement	replacement	NOUN
american_scientific_journal-12080	119	64	in	in	ADP
american_scientific_journal-12080	119	65	controlled	control	VERB
american_scientific_journal-12080	119	66	forms	form	NOUN
american_scientific_journal-12080	119	67	,	,	PUNCT
american_scientific_journal-12080	119	68	together	together	ADV
american_scientific_journal-12080	119	69	with	with	ADP
american_scientific_journal-12080	119	70	at	at	ADV
american_scientific_journal-12080	119	71	least	least	ADV
american_scientific_journal-12080	119	72	two	two	NUM
american_scientific_journal-12080	119	73	complementary	complementary	ADJ
american_scientific_journal-12080	119	74	groupwise	groupwise	NOUN
american_scientific_journal-12080	119	75	fairness	fairness	NOUN
american_scientific_journal-12080	119	76	measures	measure	NOUN
american_scientific_journal-12080	119	77	—	—	PUNCT
american_scientific_journal-12080	119	78	e.g.	e.g.	ADV
american_scientific_journal-12080	119	79	,	,	PUNCT
american_scientific_journal-12080	119	80	dpg	dpg	PROPN
american_scientific_journal-12080	119	81	and	and	CCONJ
american_scientific_journal-12080	119	82	eog	eog	PROPN
american_scientific_journal-12080	119	83	—	—	PUNCT
american_scientific_journal-12080	119	84	would	would	AUX
american_scientific_journal-12080	119	85	already	already	ADV
american_scientific_journal-12080	119	86	be	be	AUX
american_scientific_journal-12080	119	87	less	less	ADJ
american_scientific_journal-12080	119	88	than	than	ADP
american_scientific_journal-12080	119	89	adequate	adequate	ADJ
american_scientific_journal-12080	119	90	.	.	PUNCT
american_scientific_journal-12080	120	1	these	these	PRON
american_scientific_journal-12080	120	2	are	be	AUX
american_scientific_journal-12080	120	3	the	the	DET
american_scientific_journal-12080	120	4	metrics	metric	NOUN
american_scientific_journal-12080	120	5	and	and	CCONJ
american_scientific_journal-12080	120	6	threshold	threshold	NOUN
american_scientific_journal-12080	120	7	,	,	PUNCT
american_scientific_journal-12080	120	8	acceptable	acceptable	ADJ
american_scientific_journal-12080	120	9	degradation	degradation	NOUN
american_scientific_journal-12080	120	10	,	,	PUNCT
american_scientific_journal-12080	120	11	which	which	PRON
american_scientific_journal-12080	120	12	release	release	VERB
american_scientific_journal-12080	120	13	values	value	NOUN
american_scientific_journal-12080	120	14	are	be	AUX
american_scientific_journal-12080	120	15	to	to	PART
american_scientific_journal-12080	120	16	be	be	AUX
american_scientific_journal-12080	120	17	agreed	agree	VERB
american_scientific_journal-12080	120	18	ex	ex	PRON
american_scientific_journal-12080	120	19	ante	ante	NOUN
american_scientific_journal-12080	120	20	with	with	ADP
american_scientific_journal-12080	120	21	product	product	NOUN
american_scientific_journal-12080	120	22	owners	owner	NOUN
american_scientific_journal-12080	120	23	,	,	PUNCT
american_scientific_journal-12080	120	24	compliance	compliance	NOUN
american_scientific_journal-12080	120	25	officers	officer	NOUN
american_scientific_journal-12080	120	26	,	,	PUNCT
american_scientific_journal-12080	120	27	and	and	CCONJ
american_scientific_journal-12080	120	28	any	any	DET
american_scientific_journal-12080	120	29	other	other	ADJ
american_scientific_journal-12080	120	30	affected	affected	ADJ
american_scientific_journal-12080	120	31	stakeholders	stakeholder	NOUN
american_scientific_journal-12080	120	32	in	in	ADP
american_scientific_journal-12080	120	33	slos	slo	NOUN
american_scientific_journal-12080	120	34	.	.	PUNCT
american_scientific_journal-12080	121	1	check	check	VERB
american_scientific_journal-12080	121	2	your	your	PRON
american_scientific_journal-12080	121	3	data	datum	NOUN
american_scientific_journal-12080	121	4	before	before	ADP
american_scientific_journal-12080	121	5	training	training	NOUN
american_scientific_journal-12080	121	6	and	and	CCONJ
american_scientific_journal-12080	121	7	at	at	ADP
american_scientific_journal-12080	121	8	inference	inference	NOUN
american_scientific_journal-12080	121	9	time	time	NOUN
american_scientific_journal-12080	121	10	,	,	PUNCT
american_scientific_journal-12080	121	11	with	with	ADP
american_scientific_journal-12080	121	12	more	more	ADJ
american_scientific_journal-12080	121	13	than	than	ADP
american_scientific_journal-12080	121	14	just	just	ADV
american_scientific_journal-12080	121	15	schema	schema	NOUN
american_scientific_journal-12080	121	16	checks	check	NOUN
american_scientific_journal-12080	121	17	.	.	PUNCT
american_scientific_journal-12080	122	1	add	add	VERB
american_scientific_journal-12080	122	2	statistical	statistical	ADJ
american_scientific_journal-12080	122	3	invariants	invariant	NOUN
american_scientific_journal-12080	122	4	(	(	PUNCT
american_scientific_journal-12080	122	5	feature	feature	NOUN
american_scientific_journal-12080	122	6	distributions	distribution	NOUN
american_scientific_journal-12080	122	7	,	,	PUNCT
american_scientific_journal-12080	122	8	class	class	NOUN
american_scientific_journal-12080	122	9	balance	balance	NOUN
american_scientific_journal-12080	122	10	tolerances	tolerance	NOUN
american_scientific_journal-12080	122	11	,	,	PUNCT
american_scientific_journal-12080	122	12	permissible	permissible	ADJ
american_scientific_journal-12080	122	13	ranges	range	NOUN
american_scientific_journal-12080	122	14	)	)	PUNCT
american_scientific_journal-12080	122	15	,	,	PUNCT
american_scientific_journal-12080	122	16	leakage	leakage	NOUN
american_scientific_journal-12080	122	17	detectors	detector	NOUN
american_scientific_journal-12080	122	18	,	,	PUNCT
american_scientific_journal-12080	122	19	duplicate	duplicate	ADJ
american_scientific_journal-12080	122	20	record	record	NOUN
american_scientific_journal-12080	122	21	checkers	checker	NOUN
american_scientific_journal-12080	122	22	,	,	PUNCT
american_scientific_journal-12080	122	23	and	and	CCONJ
american_scientific_journal-12080	122	24	cohort	cohort	NOUN
american_scientific_journal-12080	122	25	consistency	consistency	NOUN
american_scientific_journal-12080	122	26	assertions	assertion	NOUN
american_scientific_journal-12080	122	27	.	.	PUNCT
american_scientific_journal-12080	123	1	version	version	NOUN
american_scientific_journal-12080	123	2	and	and	CCONJ
american_scientific_journal-12080	123	3	lineage	lineage	NOUN
american_scientific_journal-12080	123	4	-	-	PUNCT
american_scientific_journal-12080	123	5	track	track	NOUN
american_scientific_journal-12080	123	6	all	all	DET
american_scientific_journal-12080	123	7	datasets	dataset	NOUN
american_scientific_journal-12080	123	8	,	,	PUNCT
american_scientific_journal-12080	123	9	feature	feature	NOUN
american_scientific_journal-12080	123	10	transforms	transform	VERB
american_scientific_journal-12080	123	11	,	,	PUNCT
american_scientific_journal-12080	123	12	model	model	NOUN
american_scientific_journal-12080	123	13	checkpoints	checkpoint	NOUN
american_scientific_journal-12080	123	14	,	,	PUNCT
american_scientific_journal-12080	123	15	and	and	CCONJ
american_scientific_journal-12080	123	16	evaluation	evaluation	NOUN
american_scientific_journal-12080	123	17	scripts	script	NOUN
american_scientific_journal-12080	123	18	.	.	PUNCT
american_scientific_journal-12080	124	1	stratify	stratify	VERB
american_scientific_journal-12080	124	2	train	train	NOUN
american_scientific_journal-12080	124	3	/	/	SYM
american_scientific_journal-12080	124	4	test	test	NOUN
american_scientific_journal-12080	124	5	splits	split	VERB
american_scientific_journal-12080	124	6	not	not	PART
american_scientific_journal-12080	124	7	only	only	ADV
american_scientific_journal-12080	124	8	by	by	ADP
american_scientific_journal-12080	124	9	label	label	NOUN
american_scientific_journal-12080	124	10	but	but	CCONJ
american_scientific_journal-12080	124	11	also	also	ADV
american_scientific_journal-12080	124	12	by	by	ADP
american_scientific_journal-12080	124	13	protected	protect	VERB
american_scientific_journal-12080	124	14	attributes	attribute	NOUN
american_scientific_journal-12080	124	15	so	so	SCONJ
american_scientific_journal-12080	124	16	as	as	SCONJ
american_scientific_journal-12080	124	17	not	not	PART
american_scientific_journal-12080	124	18	to	to	PART
american_scientific_journal-12080	124	19	mask	mask	VERB
american_scientific_journal-12080	124	20	fairness	fairness	NOUN
american_scientific_journal-12080	124	21	signals	signal	NOUN
american_scientific_journal-12080	124	22	via	via	ADP
american_scientific_journal-12080	124	23	artificial	artificial	ADJ
american_scientific_journal-12080	124	24	smoothing	smoothing	NOUN
american_scientific_journal-12080	124	25	.	.	PUNCT
american_scientific_journal-12080	125	1	make	make	VERB
american_scientific_journal-12080	125	2	robustness	robustness	NOUN
american_scientific_journal-12080	125	3	exercises	exercise	NOUN
american_scientific_journal-12080	125	4	in	in	ADP
american_scientific_journal-12080	125	5	the	the	DET
american_scientific_journal-12080	125	6	way	way	NOUN
american_scientific_journal-12080	125	7	it	it	PRON
american_scientific_journal-12080	125	8	would	would	AUX
american_scientific_journal-12080	125	9	be	be	AUX
american_scientific_journal-12080	125	10	seen	see	VERB
american_scientific_journal-12080	125	11	and	and	CCONJ
american_scientific_journal-12080	125	12	done	do	VERB
american_scientific_journal-12080	125	13	:	:	PUNCT
american_scientific_journal-12080	125	14	inject	inject	VERB
american_scientific_journal-12080	125	15	typographical	typographical	ADJ
american_scientific_journal-12080	125	16	perturbations	perturbation	NOUN
american_scientific_journal-12080	125	17	to	to	ADP
american_scientific_journal-12080	125	18	categorical	categorical	ADJ
american_scientific_journal-12080	125	19	features	feature	NOUN
american_scientific_journal-12080	125	20	,	,	PUNCT
american_scientific_journal-12080	125	21	additive	additive	ADJ
american_scientific_journal-12080	125	22	gaussian	gaussian	ADJ
american_scientific_journal-12080	125	23	noise	noise	NOUN
american_scientific_journal-12080	125	24	on	on	ADP
american_scientific_journal-12080	125	25	numeric	numeric	ADJ
american_scientific_journal-12080	125	26	predictors	predictor	NOUN
american_scientific_journal-12080	125	27	,	,	PUNCT
american_scientific_journal-12080	125	28	and	and	CCONJ
american_scientific_journal-12080	125	29	controlled	control	VERB
american_scientific_journal-12080	125	30	replacement	replacement	NOUN
american_scientific_journal-12080	125	31	of	of	ADP
american_scientific_journal-12080	125	32	a	a	DET
american_scientific_journal-12080	125	33	fraction	fraction	NOUN
american_scientific_journal-12080	125	34	of	of	ADP
american_scientific_journal-12080	125	35	observations	observation	NOUN
american_scientific_journal-12080	125	36	american	american	ADJ
american_scientific_journal-12080	125	37	academic	academic	ADJ
american_scientific_journal-12080	125	38	scientific	scientific	ADJ
american_scientific_journal-12080	125	39	research	research	NOUN
american_scientific_journal-12080	125	40	journal	journal	NOUN
american_scientific_journal-12080	125	41	for	for	ADP
american_scientific_journal-12080	125	42	engineering	engineering	NOUN
american_scientific_journal-12080	125	43	,	,	PUNCT
american_scientific_journal-12080	125	44	technology	technology	NOUN
american_scientific_journal-12080	125	45	,	,	PUNCT
american_scientific_journal-12080	125	46	and	and	CCONJ
american_scientific_journal-12080	125	47	sciences	science	NOUN
american_scientific_journal-12080	125	48	(	(	PUNCT
american_scientific_journal-12080	125	49	asrjets	asrjet	NOUN
american_scientific_journal-12080	125	50	)	)	PUNCT
american_scientific_journal-12080	125	51	volume	volume	NOUN
american_scientific_journal-12080	125	52	103	103	NUM
american_scientific_journal-12080	125	53	,	,	PUNCT
american_scientific_journal-12080	125	54	no	no	DET
american_scientific_journal-12080	125	55	1	1	NUM
american_scientific_journal-12080	125	56	,	,	PUNCT
american_scientific_journal-12080	125	57	pp	pp	ADV
american_scientific_journal-12080	125	58	330	330	NUM
american_scientific_journal-12080	125	59	-	-	SYM
american_scientific_journal-12080	125	60	342	342	NUM
american_scientific_journal-12080	125	61	339	339	NUM
american_scientific_journal-12080	125	62	to	to	PART
american_scientific_journal-12080	125	63	simulate	simulate	VERB
american_scientific_journal-12080	125	64	demographic	demographic	ADJ
american_scientific_journal-12080	125	65	drift	drift	NOUN
american_scientific_journal-12080	125	66	.	.	PUNCT
american_scientific_journal-12080	126	1	it	it	PRON
american_scientific_journal-12080	126	2	serves	serve	VERB
american_scientific_journal-12080	126	3	as	as	ADP
american_scientific_journal-12080	126	4	a	a	DET
american_scientific_journal-12080	126	5	salient	salient	ADJ
american_scientific_journal-12080	126	6	practical	practical	ADJ
american_scientific_journal-12080	126	7	caution	caution	NOUN
american_scientific_journal-12080	126	8	that	that	SCONJ
american_scientific_journal-12080	126	9	what	what	PRON
american_scientific_journal-12080	126	10	the	the	DET
american_scientific_journal-12080	126	11	experiments	experiment	NOUN
american_scientific_journal-12080	126	12	brought	bring	VERB
american_scientific_journal-12080	126	13	out	out	ADP
american_scientific_journal-12080	126	14	:	:	PUNCT
american_scientific_journal-12080	126	15	aggregate	aggregate	ADJ
american_scientific_journal-12080	126	16	accuracy	accuracy	NOUN
american_scientific_journal-12080	126	17	resilience	resilience	NOUN
american_scientific_journal-12080	126	18	under	under	ADP
american_scientific_journal-12080	126	19	perturbation	perturbation	NOUN
american_scientific_journal-12080	126	20	could	could	AUX
american_scientific_journal-12080	126	21	mask	mask	VERB
american_scientific_journal-12080	126	22	silent	silent	ADJ
american_scientific_journal-12080	126	23	fairness	fairness	NOUN
american_scientific_journal-12080	126	24	regressions	regression	NOUN
american_scientific_journal-12080	126	25	.	.	PUNCT
american_scientific_journal-12080	127	1	therefore	therefore	ADV
american_scientific_journal-12080	127	2	,	,	PUNCT
american_scientific_journal-12080	127	3	robustness	robustness	NOUN
american_scientific_journal-12080	127	4	testing	testing	NOUN
american_scientific_journal-12080	127	5	has	have	VERB
american_scientific_journal-12080	127	6	to	to	PART
american_scientific_journal-12080	127	7	be	be	AUX
american_scientific_journal-12080	127	8	coupled	couple	VERB
american_scientific_journal-12080	127	9	with	with	ADP
american_scientific_journal-12080	127	10	new	new	ADJ
american_scientific_journal-12080	127	11	fairness	fairness	NOUN
american_scientific_journal-12080	127	12	computations	computation	NOUN
american_scientific_journal-12080	127	13	;	;	PUNCT
american_scientific_journal-12080	127	14	otherwise	otherwise	ADV
american_scientific_journal-12080	127	15	,	,	PUNCT
american_scientific_journal-12080	127	16	any	any	DET
american_scientific_journal-12080	127	17	resilience	resilience	NOUN
american_scientific_journal-12080	127	18	claim	claim	NOUN
american_scientific_journal-12080	127	19	is	be	AUX
american_scientific_journal-12080	127	20	methodologically	methodologically	ADV
american_scientific_journal-12080	127	21	unsound	unsound	ADJ
american_scientific_journal-12080	127	22	.	.	PUNCT
american_scientific_journal-12080	128	1	fairness	fairness	NOUN
american_scientific_journal-12080	128	2	evaluation	evaluation	NOUN
american_scientific_journal-12080	128	3	has	have	VERB
american_scientific_journal-12080	128	4	to	to	PART
american_scientific_journal-12080	128	5	be	be	AUX
american_scientific_journal-12080	128	6	extremely	extremely	ADV
american_scientific_journal-12080	128	7	granular	granular	ADJ
american_scientific_journal-12080	128	8	and	and	CCONJ
american_scientific_journal-12080	128	9	deeply	deeply	ADV
american_scientific_journal-12080	128	10	contextual	contextual	ADJ
american_scientific_journal-12080	128	11	.	.	PUNCT
american_scientific_journal-12080	129	1	apart	apart	ADV
american_scientific_journal-12080	129	2	from	from	ADP
american_scientific_journal-12080	129	3	individual	individual	ADJ
american_scientific_journal-12080	129	4	analysis	analysis	NOUN
american_scientific_journal-12080	129	5	,	,	PUNCT
american_scientific_journal-12080	129	6	grouplevel	grouplevel	VERB
american_scientific_journal-12080	129	7	analysis	analysis	NOUN
american_scientific_journal-12080	129	8	,	,	PUNCT
american_scientific_journal-12080	129	9	with	with	ADP
american_scientific_journal-12080	129	10	mandatory	mandatory	ADJ
american_scientific_journal-12080	129	11	stratification	stratification	NOUN
american_scientific_journal-12080	129	12	by	by	ADP
american_scientific_journal-12080	129	13	all	all	DET
american_scientific_journal-12080	129	14	protected	protect	VERB
american_scientific_journal-12080	129	15	attributes	attribute	NOUN
american_scientific_journal-12080	129	16	and	and	CCONJ
american_scientific_journal-12080	129	17	by	by	ADP
american_scientific_journal-12080	129	18	intersections	intersection	NOUN
american_scientific_journal-12080	129	19	of	of	ADP
american_scientific_journal-12080	129	20	attributes	attribute	NOUN
american_scientific_journal-12080	129	21	where	where	SCONJ
american_scientific_journal-12080	129	22	relevant	relevant	ADJ
american_scientific_journal-12080	129	23	,	,	PUNCT
american_scientific_journal-12080	129	24	is	be	AUX
american_scientific_journal-12080	129	25	required	require	VERB
american_scientific_journal-12080	129	26	.	.	PUNCT
american_scientific_journal-12080	130	1	the	the	DET
american_scientific_journal-12080	130	2	choice	choice	NOUN
american_scientific_journal-12080	130	3	of	of	ADP
american_scientific_journal-12080	130	4	fairness	fairness	NOUN
american_scientific_journal-12080	130	5	metric	metric	NOUN
american_scientific_journal-12080	130	6	is	be	AUX
american_scientific_journal-12080	130	7	a	a	DET
american_scientific_journal-12080	130	8	socio	socio	NOUN
american_scientific_journal-12080	130	9	-	-	PUNCT
american_scientific_journal-12080	130	10	technical	technical	ADJ
american_scientific_journal-12080	130	11	decision	decision	NOUN
american_scientific_journal-12080	130	12	negotiated	negotiate	VERB
american_scientific_journal-12080	130	13	with	with	ADP
american_scientific_journal-12080	130	14	domain	domain	NOUN
american_scientific_journal-12080	130	15	experts	expert	NOUN
american_scientific_journal-12080	130	16	,	,	PUNCT
american_scientific_journal-12080	130	17	legal	legal	ADJ
american_scientific_journal-12080	130	18	counsel	counsel	NOUN
american_scientific_journal-12080	130	19	,	,	PUNCT
american_scientific_journal-12080	130	20	and	and	CCONJ
american_scientific_journal-12080	130	21	community	community	NOUN
american_scientific_journal-12080	130	22	representatives;;	representatives;;	NOUN
american_scientific_journal-12080	130	23	documented	document	VERB
american_scientific_journal-12080	130	24	as	as	ADP
american_scientific_journal-12080	130	25	a	a	DET
american_scientific_journal-12080	130	26	matrix	matrix	NOUN
american_scientific_journal-12080	130	27	tying	tie	VERB
american_scientific_journal-12080	130	28	each	each	DET
american_scientific_journal-12080	130	29	metric	metric	NOUN
american_scientific_journal-12080	130	30	to	to	ADP
american_scientific_journal-12080	130	31	its	its	PRON
american_scientific_journal-12080	130	32	business	business	NOUN
american_scientific_journal-12080	130	33	rationale	rationale	NOUN
american_scientific_journal-12080	130	34	and	and	CCONJ
american_scientific_journal-12080	130	35	the	the	DET
american_scientific_journal-12080	130	36	accuracy	accuracy	NOUN
american_scientific_journal-12080	130	37	tradeoff	tradeoff	NOUN
american_scientific_journal-12080	130	38	that	that	PRON
american_scientific_journal-12080	130	39	is	be	AUX
american_scientific_journal-12080	130	40	deemed	deem	VERB
american_scientific_journal-12080	130	41	tolerable	tolerable	ADJ
american_scientific_journal-12080	130	42	for	for	ADP
american_scientific_journal-12080	130	43	it	it	PRON
american_scientific_journal-12080	130	44	.	.	PUNCT
american_scientific_journal-12080	131	1	those	those	DET
american_scientific_journal-12080	131	2	agreements	agreement	NOUN
american_scientific_journal-12080	131	3	should	should	AUX
american_scientific_journal-12080	131	4	populate	populate	VERB
american_scientific_journal-12080	131	5	acceptance	acceptance	NOUN
american_scientific_journal-12080	131	6	criteria	criterion	NOUN
american_scientific_journal-12080	131	7	,	,	PUNCT
american_scientific_journal-12080	131	8	operational	operational	ADJ
american_scientific_journal-12080	131	9	slos	slo	NOUN
american_scientific_journal-12080	131	10	,	,	PUNCT
american_scientific_journal-12080	131	11	and	and	CCONJ
american_scientific_journal-12080	131	12	escalation	escalation	NOUN
american_scientific_journal-12080	131	13	paths	path	NOUN
american_scientific_journal-12080	131	14	.	.	PUNCT
american_scientific_journal-12080	132	1	documentation	documentation	NOUN
american_scientific_journal-12080	132	2	and	and	CCONJ
american_scientific_journal-12080	132	3	governance	governance	NOUN
american_scientific_journal-12080	132	4	infrastructure	infrastructure	NOUN
american_scientific_journal-12080	132	5	operationalize	operationalize	VERB
american_scientific_journal-12080	132	6	accountability	accountability	NOUN
american_scientific_journal-12080	132	7	.	.	PUNCT
american_scientific_journal-12080	133	1	for	for	ADP
american_scientific_journal-12080	133	2	every	every	DET
american_scientific_journal-12080	133	3	model	model	NOUN
american_scientific_journal-12080	133	4	release	release	NOUN
american_scientific_journal-12080	133	5	,	,	PUNCT
american_scientific_journal-12080	133	6	produce	produce	VERB
american_scientific_journal-12080	133	7	a	a	DET
american_scientific_journal-12080	133	8	machine	machine	NOUN
american_scientific_journal-12080	133	9	-	-	PUNCT
american_scientific_journal-12080	133	10	readable	readable	ADJ
american_scientific_journal-12080	133	11	“	"	PUNCT
american_scientific_journal-12080	133	12	model	model	NOUN
american_scientific_journal-12080	133	13	card	card	NOUN
american_scientific_journal-12080	133	14	”	"	PUNCT
american_scientific_journal-12080	133	15	and	and	CCONJ
american_scientific_journal-12080	133	16	“	"	PUNCT
american_scientific_journal-12080	133	17	datasheet	datasheet	PROPN
american_scientific_journal-12080	133	18	”	"	PUNCT
american_scientific_journal-12080	133	19	that	that	PRON
american_scientific_journal-12080	133	20	enumerate	enumerate	VERB
american_scientific_journal-12080	133	21	training	train	VERB
american_scientific_journal-12080	133	22	data	datum	NOUN
american_scientific_journal-12080	133	23	provenance	provenance	NOUN
american_scientific_journal-12080	133	24	,	,	PUNCT
american_scientific_journal-12080	133	25	preprocessing	preprocesse	VERB
american_scientific_journal-12080	133	26	transformations	transformation	NOUN
american_scientific_journal-12080	133	27	,	,	PUNCT
american_scientific_journal-12080	133	28	the	the	DET
american_scientific_journal-12080	133	29	full	full	ADJ
american_scientific_journal-12080	133	30	battery	battery	NOUN
american_scientific_journal-12080	133	31	of	of	ADP
american_scientific_journal-12080	133	32	test	test	NOUN
american_scientific_journal-12080	133	33	scenarios	scenario	NOUN
american_scientific_journal-12080	133	34	,	,	PUNCT
american_scientific_journal-12080	133	35	metric	metric	ADJ
american_scientific_journal-12080	133	36	outcomes	outcome	NOUN
american_scientific_journal-12080	133	37	across	across	ADP
american_scientific_journal-12080	133	38	axes	axis	NOUN
american_scientific_journal-12080	133	39	,	,	PUNCT
american_scientific_journal-12080	133	40	the	the	DET
american_scientific_journal-12080	133	41	fairness	fairness	NOUN
american_scientific_journal-12080	133	42	definition(s	definition(s	PROPN
american_scientific_journal-12080	133	43	)	)	PUNCT
american_scientific_journal-12080	133	44	adopted	adopt	VERB
american_scientific_journal-12080	133	45	with	with	ADP
american_scientific_journal-12080	133	46	normative	normative	ADJ
american_scientific_journal-12080	133	47	justification	justification	NOUN
american_scientific_journal-12080	133	48	,	,	PUNCT
american_scientific_journal-12080	133	49	mitigation	mitigation	NOUN
american_scientific_journal-12080	133	50	steps	step	NOUN
american_scientific_journal-12080	133	51	applied	apply	VERB
american_scientific_journal-12080	133	52	,	,	PUNCT
american_scientific_journal-12080	133	53	and	and	CCONJ
american_scientific_journal-12080	133	54	quantified	quantify	VERB
american_scientific_journal-12080	133	55	trade	trade	NOUN
american_scientific_journal-12080	133	56	-	-	PUNCT
american_scientific_journal-12080	133	57	offs	off	NOUN
american_scientific_journal-12080	133	58	.	.	PUNCT
american_scientific_journal-12080	134	1	document	document	NOUN
american_scientific_journal-12080	134	2	release	release	NOUN
american_scientific_journal-12080	134	3	decisions	decision	NOUN
american_scientific_journal-12080	134	4	in	in	ADP
american_scientific_journal-12080	134	5	meeting	meet	VERB
american_scientific_journal-12080	134	6	minutes	minute	NOUN
american_scientific_journal-12080	134	7	with	with	ADP
american_scientific_journal-12080	134	8	the	the	DET
american_scientific_journal-12080	134	9	names	name	NOUN
american_scientific_journal-12080	134	10	of	of	ADP
american_scientific_journal-12080	134	11	the	the	DET
american_scientific_journal-12080	134	12	approvers	approver	NOUN
american_scientific_journal-12080	134	13	.	.	PUNCT
american_scientific_journal-12080	134	14	include	include	VERB
american_scientific_journal-12080	134	15	manifests	manifest	NOUN
american_scientific_journal-12080	134	16	for	for	ADP
american_scientific_journal-12080	134	17	all	all	DET
american_scientific_journal-12080	134	18	dependencies	dependency	NOUN
american_scientific_journal-12080	134	19	(	(	PUNCT
american_scientific_journal-12080	134	20	libraries	library	NOUN
american_scientific_journal-12080	134	21	,	,	PUNCT
american_scientific_journal-12080	134	22	hardware	hardware	NOUN
american_scientific_journal-12080	134	23	,	,	PUNCT
american_scientific_journal-12080	134	24	runtime	runtime	NOUN
american_scientific_journal-12080	134	25	)	)	PUNCT
american_scientific_journal-12080	134	26	to	to	PART
american_scientific_journal-12080	134	27	allow	allow	VERB
american_scientific_journal-12080	134	28	full	full	ADJ
american_scientific_journal-12080	134	29	reproducibility	reproducibility	NOUN
american_scientific_journal-12080	134	30	and	and	CCONJ
american_scientific_journal-12080	134	31	enable	enable	VERB
american_scientific_journal-12080	134	32	fast	fast	ADJ
american_scientific_journal-12080	134	33	forensic	forensic	ADJ
american_scientific_journal-12080	134	34	analysis	analysis	NOUN
american_scientific_journal-12080	134	35	.	.	PUNCT
american_scientific_journal-12080	135	1	pre	pre	ADJ
american_scientific_journal-12080	135	2	-	-	ADJ
american_scientific_journal-12080	135	3	engineer	engineer	ADJ
american_scientific_journal-12080	135	4	incident	incident	NOUN
american_scientific_journal-12080	135	5	and	and	CCONJ
american_scientific_journal-12080	135	6	remediation	remediation	NOUN
american_scientific_journal-12080	135	7	playbooks	playbook	NOUN
american_scientific_journal-12080	135	8	.	.	PUNCT
american_scientific_journal-12080	136	1	runbooks	runbook	NOUN
american_scientific_journal-12080	136	2	must	must	AUX
american_scientific_journal-12080	136	3	specify	specify	VERB
american_scientific_journal-12080	136	4	objective	objective	ADJ
american_scientific_journal-12080	136	5	rollback	rollback	NOUN
american_scientific_journal-12080	136	6	triggers	trigger	NOUN
american_scientific_journal-12080	136	7	,	,	PUNCT
american_scientific_journal-12080	136	8	a	a	DET
american_scientific_journal-12080	136	9	kill	kill	NOUN
american_scientific_journal-12080	136	10	switch	switch	NOUN
american_scientific_journal-12080	136	11	for	for	ADP
american_scientific_journal-12080	136	12	severe	severe	ADJ
american_scientific_journal-12080	136	13	security	security	NOUN
american_scientific_journal-12080	136	14	or	or	CCONJ
american_scientific_journal-12080	136	15	fairness	fairness	NOUN
american_scientific_journal-12080	136	16	breaches	breach	NOUN
american_scientific_journal-12080	136	17	,	,	PUNCT
american_scientific_journal-12080	136	18	communication	communication	NOUN
american_scientific_journal-12080	136	19	channels	channel	NOUN
american_scientific_journal-12080	136	20	with	with	ADP
american_scientific_journal-12080	136	21	impacted	impact	VERB
american_scientific_journal-12080	136	22	business	business	NOUN
american_scientific_journal-12080	136	23	units	unit	NOUN
american_scientific_journal-12080	136	24	,	,	PUNCT
american_scientific_journal-12080	136	25	and	and	CCONJ
american_scientific_journal-12080	136	26	procedures	procedure	NOUN
american_scientific_journal-12080	136	27	for	for	ADP
american_scientific_journal-12080	136	28	rapid	rapid	ADJ
american_scientific_journal-12080	136	29	impact	impact	NOUN
american_scientific_journal-12080	136	30	triage	triage	NOUN
american_scientific_journal-12080	136	31	.	.	PUNCT
american_scientific_journal-12080	137	1	in	in	ADP
american_scientific_journal-12080	137	2	domains	domain	NOUN
american_scientific_journal-12080	137	3	with	with	ADP
american_scientific_journal-12080	137	4	elevated	elevated	ADJ
american_scientific_journal-12080	137	5	social	social	ADJ
american_scientific_journal-12080	137	6	consequence	consequence	NOUN
american_scientific_journal-12080	137	7	,	,	PUNCT
american_scientific_journal-12080	137	8	conservative	conservative	ADJ
american_scientific_journal-12080	137	9	deployment	deployment	NOUN
american_scientific_journal-12080	137	10	modes	mode	NOUN
american_scientific_journal-12080	137	11	—	—	PUNCT
american_scientific_journal-12080	137	12	elevated	elevated	ADJ
american_scientific_journal-12080	137	13	decision	decision	NOUN
american_scientific_journal-12080	137	14	thresholds	threshold	NOUN
american_scientific_journal-12080	137	15	,	,	PUNCT
american_scientific_journal-12080	137	16	human	human	NOUN
american_scientific_journal-12080	137	17	-	-	PUNCT
american_scientific_journal-12080	137	18	in	in	ADP
american_scientific_journal-12080	137	19	-	-	PUNCT
american_scientific_journal-12080	137	20	the	the	DET
american_scientific_journal-12080	137	21	-	-	PUNCT
american_scientific_journal-12080	137	22	loop	loop	NOUN
american_scientific_journal-12080	137	23	review	review	NOUN
american_scientific_journal-12080	137	24	,	,	PUNCT
american_scientific_journal-12080	137	25	or	or	CCONJ
american_scientific_journal-12080	137	26	manual	manual	ADJ
american_scientific_journal-12080	137	27	sign	sign	NOUN
american_scientific_journal-12080	137	28	-	-	PUNCT
american_scientific_journal-12080	137	29	off	off	NOUN
american_scientific_journal-12080	137	30	for	for	ADP
american_scientific_journal-12080	137	31	borderline	borderline	NOUN
american_scientific_journal-12080	137	32	cases	case	NOUN
american_scientific_journal-12080	137	33	—	—	PUNCT
american_scientific_journal-12080	137	34	may	may	AUX
american_scientific_journal-12080	137	35	be	be	AUX
american_scientific_journal-12080	137	36	warranted	warrant	VERB
american_scientific_journal-12080	137	37	as	as	ADP
american_scientific_journal-12080	137	38	default	default	NOUN
american_scientific_journal-12080	137	39	safeguards	safeguard	NOUN
american_scientific_journal-12080	137	40	.	.	PUNCT
american_scientific_journal-12080	138	1	in	in	ADP
american_scientific_journal-12080	138	2	summary	summary	NOUN
american_scientific_journal-12080	138	3	,	,	PUNCT
american_scientific_journal-12080	138	4	fairness	fairness	NOUN
american_scientific_journal-12080	138	5	interventions	intervention	NOUN
american_scientific_journal-12080	138	6	are	be	AUX
american_scientific_journal-12080	138	7	not	not	PART
american_scientific_journal-12080	138	8	singular	singular	ADJ
american_scientific_journal-12080	138	9	fixes	fix	NOUN
american_scientific_journal-12080	138	10	but	but	CCONJ
american_scientific_journal-12080	138	11	policy	policy	NOUN
american_scientific_journal-12080	138	12	instruments	instrument	NOUN
american_scientific_journal-12080	138	13	embedded	embed	VERB
american_scientific_journal-12080	138	14	within	within	ADP
american_scientific_journal-12080	138	15	an	an	DET
american_scientific_journal-12080	138	16	ecosystem	ecosystem	NOUN
american_scientific_journal-12080	138	17	of	of	ADP
american_scientific_journal-12080	138	18	tests	test	NOUN
american_scientific_journal-12080	138	19	,	,	PUNCT
american_scientific_journal-12080	138	20	governance	governance	NOUN
american_scientific_journal-12080	138	21	artifacts	artifact	NOUN
american_scientific_journal-12080	138	22	,	,	PUNCT
american_scientific_journal-12080	138	23	and	and	CCONJ
american_scientific_journal-12080	138	24	operational	operational	ADJ
american_scientific_journal-12080	138	25	controls	control	NOUN
american_scientific_journal-12080	138	26	that	that	PRON
american_scientific_journal-12080	138	27	collectively	collectively	ADV
american_scientific_journal-12080	138	28	mitigate	mitigate	VERB
american_scientific_journal-12080	138	29	the	the	DET
american_scientific_journal-12080	138	30	ethical	ethical	ADJ
american_scientific_journal-12080	138	31	and	and	CCONJ
american_scientific_journal-12080	138	32	business	business	NOUN
american_scientific_journal-12080	138	33	risks	risk	NOUN
american_scientific_journal-12080	138	34	associated	associate	VERB
american_scientific_journal-12080	138	35	with	with	ADP
american_scientific_journal-12080	138	36	ml	ml	NOUN
american_scientific_journal-12080	138	37	systems	system	NOUN
american_scientific_journal-12080	138	38	.	.	PUNCT
american_scientific_journal-12080	139	1	the	the	DET
american_scientific_journal-12080	139	2	experiments	experiment	NOUN
american_scientific_journal-12080	139	3	apply	apply	VERB
american_scientific_journal-12080	139	4	a	a	DET
american_scientific_journal-12080	139	5	logistic	logistic	ADJ
american_scientific_journal-12080	139	6	regression	regression	NOUN
american_scientific_journal-12080	139	7	classifier	classifier	NOUN
american_scientific_journal-12080	139	8	over	over	ADP
american_scientific_journal-12080	139	9	the	the	DET
american_scientific_journal-12080	139	10	uci	uci	PROPN
american_scientific_journal-12080	139	11	adult	adult	PROPN
american_scientific_journal-12080	139	12	dataset	dataset	NOUN
american_scientific_journal-12080	139	13	with	with	ADP
american_scientific_journal-12080	139	14	baseline	baseline	NOUN
american_scientific_journal-12080	139	15	,	,	PUNCT
american_scientific_journal-12080	139	16	noise	noise	NOUN
american_scientific_journal-12080	139	17	injected	inject	VERB
american_scientific_journal-12080	139	18	as	as	ADP
american_scientific_journal-12080	139	19	typos	typo	NOUN
american_scientific_journal-12080	139	20	,	,	PUNCT
american_scientific_journal-12080	139	21	additive	additive	ADJ
american_scientific_journal-12080	139	22	noise	noise	NOUN
american_scientific_journal-12080	139	23	on	on	ADP
american_scientific_journal-12080	139	24	numeric	numeric	ADJ
american_scientific_journal-12080	139	25	features	feature	NOUN
american_scientific_journal-12080	139	26	,	,	PUNCT
american_scientific_journal-12080	139	27	distributional	distributional	ADJ
american_scientific_journal-12080	139	28	shift	shift	NOUN
american_scientific_journal-12080	139	29	over	over	ADP
american_scientific_journal-12080	139	30	part	part	NOUN
american_scientific_journal-12080	139	31	of	of	ADP
american_scientific_journal-12080	139	32	the	the	DET
american_scientific_journal-12080	139	33	distributions	distribution	NOUN
american_scientific_journal-12080	139	34	(	(	PUNCT
american_scientific_journal-12080	139	35	drift	drift	NOUN
american_scientific_journal-12080	139	36	)	)	PUNCT
american_scientific_journal-12080	139	37	,	,	PUNCT
american_scientific_journal-12080	139	38	and	and	CCONJ
american_scientific_journal-12080	139	39	postprocessing	postprocessing	NOUN
american_scientific_journal-12080	139	40	using	use	VERB
american_scientific_journal-12080	139	41	calibrated	calibrate	VERB
american_scientific_journal-12080	139	42	equalized	equalize	VERB
american_scientific_journal-12080	139	43	odds	odd	NOUN
american_scientific_journal-12080	139	44	(	(	PUNCT
american_scientific_journal-12080	139	45	bias	bias	NOUN
american_scientific_journal-12080	139	46	-	-	PUNCT
american_scientific_journal-12080	139	47	mitigation	mitigation	NOUN
american_scientific_journal-12080	139	48	)	)	PUNCT
american_scientific_journal-12080	139	49	.	.	PUNCT
american_scientific_journal-12080	140	1	the	the	DET
american_scientific_journal-12080	140	2	baseline	baseline	NOUN
american_scientific_journal-12080	140	3	classifier	classifier	NOUN
american_scientific_journal-12080	140	4	achieves	achieve	VERB
american_scientific_journal-12080	140	5	a	a	DET
american_scientific_journal-12080	140	6	high	high	ADJ
american_scientific_journal-12080	140	7	discriminative	discriminative	NOUN
american_scientific_journal-12080	140	8	performance	performance	NOUN
american_scientific_journal-12080	140	9	,	,	PUNCT
american_scientific_journal-12080	140	10	such	such	ADJ
american_scientific_journal-12080	140	11	as	as	ADP
american_scientific_journal-12080	140	12	accuracy	accuracy	NOUN
american_scientific_journal-12080	140	13	=	=	SYM
american_scientific_journal-12080	140	14	0.835	0.835	NUM
american_scientific_journal-12080	140	15	and	and	CCONJ
american_scientific_journal-12080	140	16	roc	roc	NOUN
american_scientific_journal-12080	140	17	-	-	PUNCT
american_scientific_journal-12080	140	18	auc	auc	NOUN
american_scientific_journal-12080	140	19	=	=	NOUN
american_scientific_journal-12080	140	20	0.918	0.918	NUM
american_scientific_journal-12080	140	21	,	,	PUNCT
american_scientific_journal-12080	140	22	with	with	ADP
american_scientific_journal-12080	140	23	small	small	ADJ
american_scientific_journal-12080	140	24	fairness	fairness	NOUN
american_scientific_journal-12080	140	25	gaps	gap	NOUN
american_scientific_journal-12080	140	26	like	like	ADP
american_scientific_journal-12080	140	27	dpg	dpg	PROPN
american_scientific_journal-12080	140	28	=	=	PROPN
american_scientific_journal-12080	140	29	0.029	0.029	NUM
american_scientific_journal-12080	140	30	and	and	CCONJ
american_scientific_journal-12080	140	31	eog	eog	PROPN
american_scientific_journal-12080	140	32	=	=	PUNCT
american_scientific_journal-12080	140	33	0.040	0.040	NUM
american_scientific_journal-12080	140	34	,	,	PUNCT
american_scientific_journal-12080	140	35	though	though	SCONJ
american_scientific_journal-12080	140	36	non	non	ADJ
american_scientific_journal-12080	140	37	-	-	ADJ
american_scientific_journal-12080	140	38	zero	zero	NUM
american_scientific_journal-12080	140	39	.	.	PUNCT
american_scientific_journal-12080	141	1	e.g.	e.g.	ADV
american_scientific_journal-12080	141	2	,	,	PUNCT
american_scientific_journal-12080	141	3	injecting	inject	VERB
american_scientific_journal-12080	141	4	typographical	typographical	ADJ
american_scientific_journal-12080	141	5	errors	error	NOUN
american_scientific_journal-12080	141	6	has	have	VERB
american_scientific_journal-12080	141	7	no	no	DET
american_scientific_journal-12080	141	8	effect	effect	NOUN
american_scientific_journal-12080	141	9	upon	upon	SCONJ
american_scientific_journal-12080	141	10	aggregate	aggregate	ADJ
american_scientific_journal-12080	141	11	accuracy	accuracy	NOUN
american_scientific_journal-12080	141	12	(	(	PUNCT
american_scientific_journal-12080	141	13	0.835	0.835	NUM
american_scientific_journal-12080	141	14	)	)	PUNCT
american_scientific_journal-12080	141	15	nor	nor	CCONJ
american_scientific_journal-12080	141	16	greatly	greatly	ADV
american_scientific_journal-12080	141	17	eog	eog	PROPN
american_scientific_journal-12080	141	18	(	(	PUNCT
american_scientific_journal-12080	141	19	0.039	0.039	NUM
american_scientific_journal-12080	141	20	)	)	PUNCT
american_scientific_journal-12080	141	21	;	;	PUNCT
american_scientific_journal-12080	141	22	adding	add	VERB
american_scientific_journal-12080	141	23	numeric	numeric	ADJ
american_scientific_journal-12080	141	24	noise	noise	NOUN
american_scientific_journal-12080	141	25	decreases	decrease	VERB
american_scientific_journal-12080	141	26	accuracy	accuracy	NOUN
american_scientific_journal-12080	141	27	to	to	ADP
american_scientific_journal-12080	141	28	0.781	0.781	NUM
american_scientific_journal-12080	141	29	and	and	CCONJ
american_scientific_journal-12080	141	30	roc	roc	NOUN
american_scientific_journal-12080	141	31	-	-	PUNCT
american_scientific_journal-12080	141	32	auc	auc	NOUN
american_scientific_journal-12080	141	33	to	to	ADP
american_scientific_journal-12080	141	34	0.869	0.869	NUM
american_scientific_journal-12080	141	35	;	;	PUNCT
american_scientific_journal-12080	141	36	and	and	CCONJ
american_scientific_journal-12080	141	37	distributional	distributional	ADJ
american_scientific_journal-12080	141	38	drift	drift	NOUN
american_scientific_journal-12080	141	39	decreases	decrease	VERB
american_scientific_journal-12080	141	40	accuracy	accuracy	NOUN
american_scientific_journal-12080	141	41	to	to	ADP
american_scientific_journal-12080	141	42	0.801	0.801	NUM
american_scientific_journal-12080	141	43	and	and	CCONJ
american_scientific_journal-12080	141	44	increases	increase	VERB
american_scientific_journal-12080	141	45	eog	eog	PROPN
american_scientific_journal-12080	141	46	(	(	PUNCT
american_scientific_journal-12080	141	47	eog	eog	PROPN
american_scientific_journal-12080	141	48	=	=	SYM
american_scientific_journal-12080	141	49	0.065	0.065	NUM
american_scientific_journal-12080	141	50	)	)	PUNCT
american_scientific_journal-12080	141	51	.	.	PUNCT
american_scientific_journal-12080	142	1	thus	thus	ADV
american_scientific_journal-12080	142	2	,	,	PUNCT
american_scientific_journal-12080	142	3	shift	shift	NOUN
american_scientific_journal-12080	142	4	in	in	ADP
american_scientific_journal-12080	142	5	testtime	testtime	NOUN
american_scientific_journal-12080	142	6	covariates	covariate	NOUN
american_scientific_journal-12080	142	7	increases	increase	VERB
american_scientific_journal-12080	142	8	the	the	DET
american_scientific_journal-12080	142	9	difference	difference	NOUN
american_scientific_journal-12080	142	10	in	in	ADP
american_scientific_journal-12080	142	11	between	between	ADP
american_scientific_journal-12080	142	12	-	-	PUNCT
american_scientific_journal-12080	142	13	group	group	NOUN
american_scientific_journal-12080	142	14	error	error	NOUN
american_scientific_journal-12080	142	15	disproportionately	disproportionately	ADV
american_scientific_journal-12080	142	16	.	.	PUNCT
american_scientific_journal-12080	143	1	a	a	DET
american_scientific_journal-12080	143	2	cross	cross	ADJ
american_scientific_journal-12080	143	3	-	-	ADJ
american_scientific_journal-12080	143	4	scenario	scenario	ADJ
american_scientific_journal-12080	143	5	comparison	comparison	NOUN
american_scientific_journal-12080	143	6	reveals	reveal	VERB
american_scientific_journal-12080	143	7	two	two	NUM
american_scientific_journal-12080	143	8	empirical	empirical	ADJ
american_scientific_journal-12080	143	9	regularities	regularity	NOUN
american_scientific_journal-12080	143	10	.	.	PUNCT
american_scientific_journal-12080	144	1	the	the	DET
american_scientific_journal-12080	144	2	first	first	ADJ
american_scientific_journal-12080	144	3	is	be	AUX
american_scientific_journal-12080	144	4	that	that	SCONJ
american_scientific_journal-12080	144	5	aggregate	aggregate	ADJ
american_scientific_journal-12080	144	6	accuracy	accuracy	NOUN
american_scientific_journal-12080	144	7	does	do	AUX
american_scientific_journal-12080	144	8	not	not	PART
american_scientific_journal-12080	144	9	preclude	preclude	VERB
american_scientific_journal-12080	144	10	negative	negative	ADJ
american_scientific_journal-12080	144	11	group	group	NOUN
american_scientific_journal-12080	144	12	-	-	PUNCT
american_scientific_journal-12080	144	13	level	level	NOUN
american_scientific_journal-12080	144	14	effects	effect	NOUN
american_scientific_journal-12080	144	15	,	,	PUNCT
american_scientific_journal-12080	144	16	as	as	SCONJ
american_scientific_journal-12080	144	17	the	the	DET
american_scientific_journal-12080	144	18	typos	typos	PROPN
american_scientific_journal-12080	144	19	scenario	scenario	NOUN
american_scientific_journal-12080	144	20	shows	show	NOUN
american_scientific_journal-12080	144	21	.	.	PUNCT
american_scientific_journal-12080	145	1	and	and	CCONJ
american_scientific_journal-12080	145	2	second	second	ADJ
american_scientific_journal-12080	145	3	,	,	PUNCT
american_scientific_journal-12080	145	4	distributional	distributional	ADJ
american_scientific_journal-12080	145	5	changes	change	NOUN
american_scientific_journal-12080	145	6	can	can	AUX
american_scientific_journal-12080	145	7	force	force	VERB
american_scientific_journal-12080	145	8	the	the	DET
american_scientific_journal-12080	145	9	predictive	predictive	ADJ
american_scientific_journal-12080	145	10	harm	harm	NOUN
american_scientific_journal-12080	145	11	to	to	PART
american_scientific_journal-12080	145	12	be	be	AUX
american_scientific_journal-12080	145	13	borne	bear	VERB
american_scientific_journal-12080	145	14	by	by	ADP
american_scientific_journal-12080	145	15	different	different	ADJ
american_scientific_journal-12080	145	16	groups	group	NOUN
american_scientific_journal-12080	145	17	,	,	PUNCT
american_scientific_journal-12080	145	18	as	as	SCONJ
american_scientific_journal-12080	145	19	seen	see	VERB
american_scientific_journal-12080	145	20	in	in	ADP
american_scientific_journal-12080	145	21	rise	rise	NOUN
american_scientific_journal-12080	145	22	in	in	ADP
american_scientific_journal-12080	145	23	eog	eog	PROPN
american_scientific_journal-12080	145	24	.	.	PUNCT
american_scientific_journal-12080	146	1	application	application	NOUN
american_scientific_journal-12080	146	2	of	of	ADP
american_scientific_journal-12080	146	3	calibrated	calibrate	VERB
american_scientific_journal-12080	146	4	equalized	equalize	VERB
american_scientific_journal-12080	146	5	odds	odd	NOUN
american_scientific_journal-12080	146	6	accomplishes	accomplish	VERB
american_scientific_journal-12080	146	7	elimination	elimination	NOUN
american_scientific_journal-12080	146	8	of	of	ADP
american_scientific_journal-12080	146	9	the	the	DET
american_scientific_journal-12080	146	10	measured	measure	VERB
american_scientific_journal-12080	146	11	equalized	equalize	VERB
american_scientific_journal-12080	146	12	odds	odd	NOUN
american_scientific_journal-12080	146	13	gap	gap	NOUN
american_scientific_journal-12080	146	14	(	(	PUNCT
american_scientific_journal-12080	146	15	eog	eog	X
american_scientific_journal-12080	146	16	=	=	PROPN
american_scientific_journal-12080	146	17	0.000	0.000	NUM
american_scientific_journal-12080	146	18	)	)	PUNCT
american_scientific_journal-12080	146	19	with	with	ADP
american_scientific_journal-12080	146	20	only	only	ADV
american_scientific_journal-12080	146	21	a	a	DET
american_scientific_journal-12080	146	22	marginal	marginal	ADJ
american_scientific_journal-12080	146	23	reduction	reduction	NOUN
american_scientific_journal-12080	146	24	in	in	ADP
american_scientific_journal-12080	146	25	overall	overall	ADJ
american_scientific_journal-12080	146	26	accuracy	accuracy	NOUN
american_scientific_journal-12080	146	27	(	(	PUNCT
american_scientific_journal-12080	146	28	accuracy	accuracy	NOUN
american_scientific_journal-12080	146	29	=	=	SYM
american_scientific_journal-12080	146	30	0.833	0.833	NUM
american_scientific_journal-12080	146	31	)	)	PUNCT
american_scientific_journal-12080	146	32	,	,	PUNCT
american_scientific_journal-12080	146	33	but	but	CCONJ
american_scientific_journal-12080	146	34	this	this	DET
american_scientific_journal-12080	146	35	intervention	intervention	NOUN
american_scientific_journal-12080	146	36	coincides	coincide	VERB
american_scientific_journal-12080	146	37	with	with	ADP
american_scientific_journal-12080	146	38	an	an	DET
american_scientific_journal-12080	146	39	increase	increase	NOUN
american_scientific_journal-12080	146	40	in	in	ADP
american_scientific_journal-12080	146	41	demographic	demographic	ADJ
american_scientific_journal-12080	146	42	american	american	ADJ
american_scientific_journal-12080	146	43	academic	academic	ADJ
american_scientific_journal-12080	146	44	scientific	scientific	ADJ
american_scientific_journal-12080	146	45	research	research	NOUN
american_scientific_journal-12080	146	46	journal	journal	NOUN
american_scientific_journal-12080	146	47	for	for	ADP
american_scientific_journal-12080	146	48	engineering	engineering	NOUN
american_scientific_journal-12080	146	49	,	,	PUNCT
american_scientific_journal-12080	146	50	technology	technology	NOUN
american_scientific_journal-12080	146	51	,	,	PUNCT
american_scientific_journal-12080	146	52	and	and	CCONJ
american_scientific_journal-12080	146	53	sciences	science	NOUN
american_scientific_journal-12080	146	54	(	(	PUNCT
american_scientific_journal-12080	146	55	asrjets	asrjet	NOUN
american_scientific_journal-12080	146	56	)	)	PUNCT
american_scientific_journal-12080	146	57	volume	volume	NOUN
american_scientific_journal-12080	146	58	103	103	NUM
american_scientific_journal-12080	146	59	,	,	PUNCT
american_scientific_journal-12080	146	60	no	no	DET
american_scientific_journal-12080	146	61	1	1	NUM
american_scientific_journal-12080	146	62	,	,	PUNCT
american_scientific_journal-12080	146	63	pp	pp	ADV
american_scientific_journal-12080	146	64	330	330	NUM
american_scientific_journal-12080	146	65	-	-	SYM
american_scientific_journal-12080	146	66	342	342	NUM
american_scientific_journal-12080	146	67	340	340	NUM
american_scientific_journal-12080	146	68	parity	parity	NOUN
american_scientific_journal-12080	146	69	gap	gap	NOUN
american_scientific_journal-12080	146	70	(	(	PUNCT
american_scientific_journal-12080	146	71	dpg	dpg	PROPN
american_scientific_journal-12080	146	72	=	=	PROPN
american_scientific_journal-12080	146	73	0.044	0.044	NUM
american_scientific_journal-12080	146	74	)	)	PUNCT
american_scientific_journal-12080	146	75	,	,	PUNCT
american_scientific_journal-12080	146	76	thereby	thereby	ADV
american_scientific_journal-12080	146	77	demonstrating	demonstrate	VERB
american_scientific_journal-12080	146	78	an	an	DET
american_scientific_journal-12080	146	79	explicit	explicit	ADJ
american_scientific_journal-12080	146	80	trade	trade	NOUN
american_scientific_journal-12080	146	81	-	-	PUNCT
american_scientific_journal-12080	146	82	off	off	NOUN
american_scientific_journal-12080	146	83	between	between	ADP
american_scientific_journal-12080	146	84	distinct	distinct	ADJ
american_scientific_journal-12080	146	85	fairness	fairness	NOUN
american_scientific_journal-12080	146	86	criteria	criterion	NOUN
american_scientific_journal-12080	146	87	and	and	CCONJ
american_scientific_journal-12080	146	88	between	between	ADP
american_scientific_journal-12080	146	89	fairness	fairness	NOUN
american_scientific_journal-12080	146	90	and	and	CCONJ
american_scientific_journal-12080	146	91	predictive	predictive	ADJ
american_scientific_journal-12080	146	92	performance	performance	NOUN
american_scientific_journal-12080	146	93	.	.	PUNCT
american_scientific_journal-12080	147	1	the	the	DET
american_scientific_journal-12080	147	2	results	result	NOUN
american_scientific_journal-12080	147	3	point	point	VERB
american_scientific_journal-12080	147	4	to	to	ADP
american_scientific_journal-12080	147	5	the	the	DET
american_scientific_journal-12080	147	6	need	need	NOUN
american_scientific_journal-12080	147	7	to	to	PART
american_scientific_journal-12080	147	8	assess	assess	VERB
american_scientific_journal-12080	147	9	deployment	deployment	NOUN
american_scientific_journal-12080	147	10	readiness	readiness	NOUN
american_scientific_journal-12080	147	11	from	from	ADP
american_scientific_journal-12080	147	12	the	the	DET
american_scientific_journal-12080	147	13	perspective	perspective	NOUN
american_scientific_journal-12080	147	14	of	of	ADP
american_scientific_journal-12080	147	15	multi	multi	ADJ
american_scientific_journal-12080	147	16	-	-	ADJ
american_scientific_journal-12080	147	17	dimensional	dimensional	ADJ
american_scientific_journal-12080	147	18	robustness	robustness	NOUN
american_scientific_journal-12080	147	19	and	and	CCONJ
american_scientific_journal-12080	147	20	fairness	fairness	NOUN
american_scientific_journal-12080	147	21	(	(	PUNCT
american_scientific_journal-12080	147	22	including	include	VERB
american_scientific_journal-12080	147	23	typos	typo	NOUN
american_scientific_journal-12080	147	24	,	,	PUNCT
american_scientific_journal-12080	147	25	noise	noise	NOUN
american_scientific_journal-12080	147	26	,	,	PUNCT
american_scientific_journal-12080	147	27	and	and	CCONJ
american_scientific_journal-12080	147	28	drift	drift	NOUN
american_scientific_journal-12080	147	29	)	)	PUNCT
american_scientific_journal-12080	147	30	,	,	PUNCT
american_scientific_journal-12080	147	31	and	and	CCONJ
american_scientific_journal-12080	147	32	also	also	ADV
american_scientific_journal-12080	147	33	take	take	VERB
american_scientific_journal-12080	147	34	into	into	ADP
american_scientific_journal-12080	147	35	account	account	NOUN
american_scientific_journal-12080	147	36	the	the	DET
american_scientific_journal-12080	147	37	effects	effect	NOUN
american_scientific_journal-12080	147	38	of	of	ADP
american_scientific_journal-12080	147	39	mitigation	mitigation	NOUN
american_scientific_journal-12080	147	40	.	.	PUNCT
american_scientific_journal-12080	148	1	as	as	ADP
american_scientific_journal-12080	148	2	a	a	DET
american_scientific_journal-12080	148	3	result	result	NOUN
american_scientific_journal-12080	148	4	,	,	PUNCT
american_scientific_journal-12080	148	5	embedding	embed	VERB
american_scientific_journal-12080	148	6	these	these	DET
american_scientific_journal-12080	148	7	tests	test	NOUN
american_scientific_journal-12080	148	8	into	into	ADP
american_scientific_journal-12080	148	9	ci	ci	NOUN
american_scientific_journal-12080	148	10	/	/	SYM
american_scientific_journal-12080	148	11	cd	cd	PROPN
american_scientific_journal-12080	148	12	/	/	SYM
american_scientific_journal-12080	148	13	ct	ct	PROPN
american_scientific_journal-12080	148	14	pipelines	pipeline	NOUN
american_scientific_journal-12080	148	15	,	,	PUNCT
american_scientific_journal-12080	148	16	documenting	document	VERB
american_scientific_journal-12080	148	17	metrics	metric	NOUN
american_scientific_journal-12080	148	18	,	,	PUNCT
american_scientific_journal-12080	148	19	thresholds	threshold	NOUN
american_scientific_journal-12080	148	20	,	,	PUNCT
american_scientific_journal-12080	148	21	and	and	CCONJ
american_scientific_journal-12080	148	22	trade	trade	NOUN
american_scientific_journal-12080	148	23	-	-	PUNCT
american_scientific_journal-12080	148	24	offs	off	NOUN
american_scientific_journal-12080	148	25	in	in	ADP
american_scientific_journal-12080	148	26	model	model	NOUN
american_scientific_journal-12080	148	27	cards	card	NOUN
american_scientific_journal-12080	148	28	and	and	CCONJ
american_scientific_journal-12080	148	29	slos	slos	NOUN
american_scientific_journal-12080	148	30	will	will	AUX
american_scientific_journal-12080	148	31	enable	enable	VERB
american_scientific_journal-12080	148	32	reproducible	reproducible	ADJ
american_scientific_journal-12080	148	33	deployment	deployment	ADJ
american_scientific_journal-12080	148	34	readiness	readiness	NOUN
american_scientific_journal-12080	148	35	checks	check	NOUN
american_scientific_journal-12080	148	36	of	of	ADP
american_scientific_journal-12080	148	37	fairness	fairness	NOUN
american_scientific_journal-12080	148	38	in	in	ADP
american_scientific_journal-12080	148	39	ml	ml	ADP
american_scientific_journal-12080	148	40	solutions	solution	NOUN
american_scientific_journal-12080	148	41	,	,	PUNCT
american_scientific_journal-12080	148	42	and	and	CCONJ
american_scientific_journal-12080	148	43	early	early	ADJ
american_scientific_journal-12080	148	44	detection	detection	NOUN
american_scientific_journal-12080	148	45	of	of	ADP
american_scientific_journal-12080	148	46	performance	performance	NOUN
american_scientific_journal-12080	148	47	and	and	CCONJ
american_scientific_journal-12080	148	48	fairness	fairness	NOUN
american_scientific_journal-12080	148	49	degradation	degradation	NOUN
american_scientific_journal-12080	148	50	as	as	ADP
american_scientific_journal-12080	148	51	ml	ml	ADP
american_scientific_journal-12080	148	52	solutions	solution	NOUN
american_scientific_journal-12080	148	53	progress	progress	VERB
american_scientific_journal-12080	148	54	through	through	ADP
american_scientific_journal-12080	148	55	the	the	DET
american_scientific_journal-12080	148	56	development	development	NOUN
american_scientific_journal-12080	148	57	and	and	CCONJ
american_scientific_journal-12080	148	58	deployment	deployment	NOUN
american_scientific_journal-12080	148	59	lifecycle	lifecycle	NOUN
american_scientific_journal-12080	148	60	.	.	PUNCT
american_scientific_journal-12080	149	1	5.implications	5.implications	NUM
american_scientific_journal-12080	149	2	the	the	DET
american_scientific_journal-12080	149	3	empirical	empirical	ADJ
american_scientific_journal-12080	149	4	observations	observation	NOUN
american_scientific_journal-12080	149	5	described	describe	VERB
american_scientific_journal-12080	149	6	earlier	early	ADV
american_scientific_journal-12080	149	7	support	support	VERB
american_scientific_journal-12080	149	8	a	a	DET
american_scientific_journal-12080	149	9	set	set	NOUN
american_scientific_journal-12080	149	10	of	of	ADP
american_scientific_journal-12080	149	11	actionable	actionable	ADJ
american_scientific_journal-12080	149	12	recommendations	recommendation	NOUN
american_scientific_journal-12080	149	13	related	relate	VERB
american_scientific_journal-12080	149	14	to	to	ADP
american_scientific_journal-12080	149	15	the	the	DET
american_scientific_journal-12080	149	16	practical	practical	ADJ
american_scientific_journal-12080	149	17	use	use	NOUN
american_scientific_journal-12080	149	18	and	and	CCONJ
american_scientific_journal-12080	149	19	deployment	deployment	NOUN
american_scientific_journal-12080	149	20	of	of	ADP
american_scientific_journal-12080	149	21	machine	machine	NOUN
american_scientific_journal-12080	149	22	learning	learning	NOUN
american_scientific_journal-12080	149	23	models	model	NOUN
american_scientific_journal-12080	149	24	which	which	PRON
american_scientific_journal-12080	149	25	should	should	AUX
american_scientific_journal-12080	149	26	be	be	AUX
american_scientific_journal-12080	149	27	bounded	bound	VERB
american_scientific_journal-12080	149	28	within	within	ADP
american_scientific_journal-12080	149	29	the	the	DET
american_scientific_journal-12080	149	30	lifecycle	lifecycle	NOUN
american_scientific_journal-12080	149	31	of	of	ADP
american_scientific_journal-12080	149	32	the	the	DET
american_scientific_journal-12080	149	33	product	product	NOUN
american_scientific_journal-12080	149	34	—	—	PUNCT
american_scientific_journal-12080	149	35	design	design	NOUN
american_scientific_journal-12080	149	36	,	,	PUNCT
american_scientific_journal-12080	149	37	deployment	deployment	NOUN
american_scientific_journal-12080	149	38	,	,	PUNCT
american_scientific_journal-12080	149	39	and	and	CCONJ
american_scientific_journal-12080	149	40	auditing	auditing	NOUN
american_scientific_journal-12080	149	41	/	/	SYM
american_scientific_journal-12080	149	42	operating	operate	VERB
american_scientific_journal-12080	149	43	the	the	DET
american_scientific_journal-12080	149	44	system	system	NOUN
american_scientific_journal-12080	149	45	in	in	ADP
american_scientific_journal-12080	149	46	the	the	DET
american_scientific_journal-12080	149	47	field	field	NOUN
american_scientific_journal-12080	149	48	.	.	PUNCT
american_scientific_journal-12080	150	1	first	first	ADV
american_scientific_journal-12080	150	2	,	,	PUNCT
american_scientific_journal-12080	150	3	model	model	NOUN
american_scientific_journal-12080	150	4	evaluation	evaluation	NOUN
american_scientific_journal-12080	150	5	should	should	AUX
american_scientific_journal-12080	150	6	no	no	ADV
american_scientific_journal-12080	150	7	longer	long	ADV
american_scientific_journal-12080	150	8	be	be	AUX
american_scientific_journal-12080	150	9	a	a	DET
american_scientific_journal-12080	150	10	one	one	NUM
american_scientific_journal-12080	150	11	-	-	PUNCT
american_scientific_journal-12080	150	12	off	off	ADP
american_scientific_journal-12080	150	13	exercise	exercise	NOUN
american_scientific_journal-12080	150	14	but	but	CCONJ
american_scientific_journal-12080	150	15	should	should	AUX
american_scientific_journal-12080	150	16	rather	rather	ADV
american_scientific_journal-12080	150	17	be	be	AUX
american_scientific_journal-12080	150	18	transformed	transform	VERB
american_scientific_journal-12080	150	19	into	into	ADP
american_scientific_journal-12080	150	20	an	an	DET
american_scientific_journal-12080	150	21	automated	automate	VERB
american_scientific_journal-12080	150	22	,	,	PUNCT
american_scientific_journal-12080	150	23	multi	multi	ADJ
american_scientific_journal-12080	150	24	-	-	ADJ
american_scientific_journal-12080	150	25	tier	tier	ADJ
american_scientific_journal-12080	150	26	verification	verification	NOUN
american_scientific_journal-12080	150	27	process	process	NOUN
american_scientific_journal-12080	150	28	that	that	PRON
american_scientific_journal-12080	150	29	is	be	AUX
american_scientific_journal-12080	150	30	systemically	systemically	ADV
american_scientific_journal-12080	150	31	embedded	embed	VERB
american_scientific_journal-12080	150	32	into	into	ADP
american_scientific_journal-12080	150	33	the	the	DET
american_scientific_journal-12080	150	34	ci	ci	PROPN
american_scientific_journal-12080	150	35	/	/	SYM
american_scientific_journal-12080	150	36	cd	cd	PROPN
american_scientific_journal-12080	150	37	/	/	SYM
american_scientific_journal-12080	150	38	ct	ct	PROPN
american_scientific_journal-12080	150	39	pipelines	pipeline	NOUN
american_scientific_journal-12080	150	40	as	as	ADP
american_scientific_journal-12080	150	41	a	a	DET
american_scientific_journal-12080	150	42	core	core	NOUN
american_scientific_journal-12080	150	43	,	,	PUNCT
american_scientific_journal-12080	150	44	attendant	attendant	ADJ
american_scientific_journal-12080	150	45	activity	activity	NOUN
american_scientific_journal-12080	150	46	.	.	PUNCT
american_scientific_journal-12080	151	1	alongside	alongside	ADP
american_scientific_journal-12080	151	2	the	the	DET
american_scientific_journal-12080	151	3	routine	routine	ADJ
american_scientific_journal-12080	151	4	predictive	predictive	ADJ
american_scientific_journal-12080	151	5	precision	precision	NOUN
american_scientific_journal-12080	151	6	assessed	assess	VERB
american_scientific_journal-12080	151	7	,	,	PUNCT
american_scientific_journal-12080	151	8	attempts	attempt	VERB
american_scientific_journal-12080	151	9	at	at	ADP
american_scientific_journal-12080	151	10	model	model	NOUN
american_scientific_journal-12080	151	11	-	-	PUNCT
american_scientific_journal-12080	151	12	controlled	control	VERB
american_scientific_journal-12080	151	13	degradation	degradation	NOUN
american_scientific_journal-12080	151	14	must	must	AUX
american_scientific_journal-12080	151	15	be	be	AUX
american_scientific_journal-12080	151	16	part	part	NOUN
american_scientific_journal-12080	151	17	of	of	ADP
american_scientific_journal-12080	151	18	the	the	DET
american_scientific_journal-12080	151	19	partitioned	partition	VERB
american_scientific_journal-12080	151	20	typographical	typographical	ADJ
american_scientific_journal-12080	151	21	corruption	corruption	NOUN
american_scientific_journal-12080	151	22	,	,	PUNCT
american_scientific_journal-12080	151	23	the	the	DET
american_scientific_journal-12080	151	24	additive	additive	ADJ
american_scientific_journal-12080	151	25	measurement	measurement	NOUN
american_scientific_journal-12080	151	26	noise	noise	NOUN
american_scientific_journal-12080	151	27	,	,	PUNCT
american_scientific_journal-12080	151	28	and	and	CCONJ
american_scientific_journal-12080	151	29	simulating	simulate	VERB
american_scientific_journal-12080	151	30	‘	'	PUNCT
american_scientific_journal-12080	151	31	drift	drift	NOUN
american_scientific_journal-12080	151	32	’	'	PUNCT
american_scientific_journal-12080	151	33	at	at	ADP
american_scientific_journal-12080	151	34	the	the	DET
american_scientific_journal-12080	151	35	distributional	distributional	ADJ
american_scientific_journal-12080	151	36	level	level	NOUN
american_scientific_journal-12080	151	37	for	for	ADP
american_scientific_journal-12080	151	38	‘	'	PUNCT
american_scientific_journal-12080	151	39	drift	drift	NOUN
american_scientific_journal-12080	151	40	’	'	PUNCT
american_scientific_journal-12080	151	41	scenarios	scenario	NOUN
american_scientific_journal-12080	151	42	along	along	ADP
american_scientific_journal-12080	151	43	with	with	ADP
american_scientific_journal-12080	151	44	a	a	DET
american_scientific_journal-12080	151	45	balanced	balanced	ADJ
american_scientific_journal-12080	151	46	set	set	NOUN
american_scientific_journal-12080	151	47	of	of	ADP
american_scientific_journal-12080	151	48	(	(	PUNCT
american_scientific_journal-12080	151	49	fairness	fairness	NOUN
american_scientific_journal-12080	151	50	)	)	PUNCT
american_scientific_journal-12080	151	51	metrics	metric	NOUN
american_scientific_journal-12080	151	52	for	for	ADP
american_scientific_journal-12080	151	53	targeted	target	VERB
american_scientific_journal-12080	151	54	cohorts	cohort	NOUN
american_scientific_journal-12080	151	55	that	that	PRON
american_scientific_journal-12080	151	56	are	be	AUX
american_scientific_journal-12080	151	57	regularly	regularly	ADV
american_scientific_journal-12080	151	58	maintained	maintain	VERB
american_scientific_journal-12080	151	59	and	and	CCONJ
american_scientific_journal-12080	151	60	assessed	assess	VERB
american_scientific_journal-12080	151	61	.	.	PUNCT
american_scientific_journal-12080	152	1	these	these	PRON
american_scientific_journal-12080	152	2	should	should	AUX
american_scientific_journal-12080	152	3	be	be	AUX
american_scientific_journal-12080	152	4	formulated	formulate	VERB
american_scientific_journal-12080	152	5	as	as	ADP
american_scientific_journal-12080	152	6	a	a	DET
american_scientific_journal-12080	152	7	series	series	NOUN
american_scientific_journal-12080	152	8	of	of	ADP
american_scientific_journal-12080	152	9	executable	executable	ADJ
american_scientific_journal-12080	152	10	test	test	NOUN
american_scientific_journal-12080	152	11	cases	case	NOUN
american_scientific_journal-12080	152	12	that	that	PRON
american_scientific_journal-12080	152	13	are	be	AUX
american_scientific_journal-12080	152	14	triggered	trigger	VERB
american_scientific_journal-12080	152	15	by	by	ADP
american_scientific_journal-12080	152	16	alterations	alteration	NOUN
american_scientific_journal-12080	152	17	to	to	ADP
american_scientific_journal-12080	152	18	the	the	DET
american_scientific_journal-12080	152	19	data	datum	NOUN
american_scientific_journal-12080	152	20	or	or	CCONJ
american_scientific_journal-12080	152	21	the	the	DET
american_scientific_journal-12080	152	22	model	model	NOUN
american_scientific_journal-12080	152	23	code	code	PROPN
american_scientific_journal-12080	152	24	,	,	PUNCT
american_scientific_journal-12080	152	25	with	with	ADP
american_scientific_journal-12080	152	26	automated	automate	VERB
american_scientific_journal-12080	152	27	capture	capture	NOUN
american_scientific_journal-12080	152	28	of	of	ADP
american_scientific_journal-12080	152	29	the	the	DET
american_scientific_journal-12080	152	30	test	test	NOUN
american_scientific_journal-12080	152	31	outcomes	outcome	NOUN
american_scientific_journal-12080	152	32	and	and	CCONJ
american_scientific_journal-12080	152	33	resultant	resultant	VERB
american_scientific_journal-12080	152	34	configured	configure	VERB
american_scientific_journal-12080	152	35	metrics	metric	NOUN
american_scientific_journal-12080	152	36	to	to	PART
american_scientific_journal-12080	152	37	support	support	VERB
american_scientific_journal-12080	152	38	subsequent	subsequent	ADJ
american_scientific_journal-12080	152	39	diagnostic	diagnostic	ADJ
american_scientific_journal-12080	152	40	regression	regression	NOUN
american_scientific_journal-12080	152	41	exercises	exercise	NOUN
american_scientific_journal-12080	152	42	.	.	PUNCT
american_scientific_journal-12080	153	1	second	second	ADJ
american_scientific_journal-12080	153	2	,	,	PUNCT
american_scientific_journal-12080	153	3	the	the	DET
american_scientific_journal-12080	153	4	models	model	NOUN
american_scientific_journal-12080	153	5	in	in	ADP
american_scientific_journal-12080	153	6	use	use	NOUN
american_scientific_journal-12080	153	7	should	should	AUX
american_scientific_journal-12080	153	8	protect	protect	VERB
american_scientific_journal-12080	153	9	dominant	dominant	ADJ
american_scientific_journal-12080	153	10	cohorts	cohort	NOUN
american_scientific_journal-12080	153	11	and	and	CCONJ
american_scientific_journal-12080	153	12	be	be	AUX
american_scientific_journal-12080	153	13	biased	bias	VERB
american_scientific_journal-12080	153	14	to	to	ADP
american_scientific_journal-12080	153	15	positive	positive	ADJ
american_scientific_journal-12080	153	16	key	key	ADJ
american_scientific_journal-12080	153	17	performance	performance	NOUN
american_scientific_journal-12080	153	18	indicators	indicator	NOUN
american_scientific_journal-12080	153	19	.	.	PUNCT
american_scientific_journal-12080	154	1	in	in	ADP
american_scientific_journal-12080	154	2	addition	addition	NOUN
american_scientific_journal-12080	154	3	to	to	ADP
american_scientific_journal-12080	154	4	the	the	DET
american_scientific_journal-12080	154	5	regression	regression	NOUN
american_scientific_journal-12080	154	6	metrics	metric	NOUN
american_scientific_journal-12080	154	7	in	in	ADP
american_scientific_journal-12080	154	8	the	the	DET
american_scientific_journal-12080	154	9	pipeline	pipeline	NOUN
american_scientific_journal-12080	154	10	,	,	PUNCT
american_scientific_journal-12080	154	11	the	the	DET
american_scientific_journal-12080	154	12	models	model	NOUN
american_scientific_journal-12080	154	13	should	should	AUX
american_scientific_journal-12080	154	14	be	be	AUX
american_scientific_journal-12080	154	15	set	set	VERB
american_scientific_journal-12080	154	16	to	to	PART
american_scientific_journal-12080	154	17	explicitly	explicitly	ADV
american_scientific_journal-12080	154	18	observe	observe	VERB
american_scientific_journal-12080	154	19	the	the	DET
american_scientific_journal-12080	154	20	cohortspecific	cohortspecific	ADJ
american_scientific_journal-12080	154	21	true	true	ADJ
american_scientific_journal-12080	154	22	positive	positive	ADJ
american_scientific_journal-12080	154	23	rate	rate	NOUN
american_scientific_journal-12080	154	24	and	and	CCONJ
american_scientific_journal-12080	154	25	false	false	ADJ
american_scientific_journal-12080	154	26	positive	positive	ADJ
american_scientific_journal-12080	154	27	rate	rate	NOUN
american_scientific_journal-12080	154	28	,	,	PUNCT
american_scientific_journal-12080	154	29	net	net	ADJ
american_scientific_journal-12080	154	30	gain	gain	NOUN
american_scientific_journal-12080	154	31	group	group	NOUN
american_scientific_journal-12080	154	32	,	,	PUNCT
american_scientific_journal-12080	154	33	and	and	CCONJ
american_scientific_journal-12080	154	34	the	the	DET
american_scientific_journal-12080	154	35	change	change	NOUN
american_scientific_journal-12080	154	36	of	of	ADP
american_scientific_journal-12080	154	37	select	select	ADJ
american_scientific_journal-12080	154	38	passage	passage	NOUN
american_scientific_journal-12080	154	39	at	at	ADP
american_scientific_journal-12080	154	40	designated	designate	VERB
american_scientific_journal-12080	154	41	score	score	NOUN
american_scientific_journal-12080	154	42	thresholds	threshold	NOUN
american_scientific_journal-12080	154	43	.	.	PUNCT
american_scientific_journal-12080	155	1	these	these	DET
american_scientific_journal-12080	155	2	models	model	NOUN
american_scientific_journal-12080	155	3	should	should	AUX
american_scientific_journal-12080	155	4	be	be	AUX
american_scientific_journal-12080	155	5	set	set	VERB
american_scientific_journal-12080	155	6	with	with	ADP
american_scientific_journal-12080	155	7	automated	automate	VERB
american_scientific_journal-12080	155	8	alert	alert	NOUN
american_scientific_journal-12080	155	9	systems	system	NOUN
american_scientific_journal-12080	155	10	that	that	PRON
american_scientific_journal-12080	155	11	should	should	AUX
american_scientific_journal-12080	155	12	be	be	AUX
american_scientific_journal-12080	155	13	actionable	actionable	ADJ
american_scientific_journal-12080	155	14	,	,	PUNCT
american_scientific_journal-12080	155	15	not	not	PART
american_scientific_journal-12080	155	16	only	only	ADV
american_scientific_journal-12080	155	17	when	when	SCONJ
american_scientific_journal-12080	155	18	predictive	predictive	ADJ
american_scientific_journal-12080	155	19	performance	performance	NOUN
american_scientific_journal-12080	155	20	—	—	PUNCT
american_scientific_journal-12080	155	21	defined	define	VERB
american_scientific_journal-12080	155	22	as	as	ADP
american_scientific_journal-12080	155	23	aggregate	aggregate	ADJ
american_scientific_journal-12080	155	24	accuracy	accuracy	NOUN
american_scientific_journal-12080	155	25	—	—	PUNCT
american_scientific_journal-12080	155	26	falls	fall	VERB
american_scientific_journal-12080	155	27	,	,	PUNCT
american_scientific_journal-12080	155	28	but	but	CCONJ
american_scientific_journal-12080	155	29	also	also	ADV
american_scientific_journal-12080	155	30	when	when	SCONJ
american_scientific_journal-12080	155	31	significant	significant	ADJ
american_scientific_journal-12080	155	32	shifts	shift	NOUN
american_scientific_journal-12080	155	33	that	that	PRON
american_scientific_journal-12080	155	34	are	be	AUX
american_scientific_journal-12080	155	35	material	material	NOUN
american_scientific_journal-12080	155	36	within	within	ADP
american_scientific_journal-12080	155	37	group	group	NOUN
american_scientific_journal-12080	155	38	thresholds	threshold	NOUN
american_scientific_journal-12080	155	39	are	be	AUX
american_scientific_journal-12080	155	40	observed	observe	VERB
american_scientific_journal-12080	155	41	,	,	PUNCT
american_scientific_journal-12080	155	42	as	as	SCONJ
american_scientific_journal-12080	155	43	the	the	DET
american_scientific_journal-12080	155	44	less	less	ADV
american_scientific_journal-12080	155	45	visible	visible	ADJ
american_scientific_journal-12080	155	46	deterioration	deterioration	NOUN
american_scientific_journal-12080	155	47	of	of	ADP
american_scientific_journal-12080	155	48	performance	performance	NOUN
american_scientific_journal-12080	155	49	in	in	ADP
american_scientific_journal-12080	155	50	one	one	NUM
american_scientific_journal-12080	155	51	particular	particular	ADJ
american_scientific_journal-12080	155	52	cohort	cohort	NOUN
american_scientific_journal-12080	155	53	could	could	AUX
american_scientific_journal-12080	155	54	be	be	AUX
american_scientific_journal-12080	155	55	socially	socially	ADV
american_scientific_journal-12080	155	56	or	or	CCONJ
american_scientific_journal-12080	155	57	legally	legally	ADV
american_scientific_journal-12080	155	58	unacceptable	unacceptable	ADJ
american_scientific_journal-12080	155	59	.	.	PUNCT
american_scientific_journal-12080	156	1	in	in	ADP
american_scientific_journal-12080	156	2	every	every	DET
american_scientific_journal-12080	156	3	domain	domain	NOUN
american_scientific_journal-12080	156	4	of	of	ADP
american_scientific_journal-12080	156	5	application	application	NOUN
american_scientific_journal-12080	156	6	of	of	ADP
american_scientific_journal-12080	156	7	advanced	advanced	ADJ
american_scientific_journal-12080	156	8	ai	ai	PROPN
american_scientific_journal-12080	156	9	systems	system	NOUN
american_scientific_journal-12080	156	10	,	,	PUNCT
american_scientific_journal-12080	156	11	the	the	DET
american_scientific_journal-12080	156	12	target	target	NOUN
american_scientific_journal-12080	156	13	fairness	fairness	NOUN
american_scientific_journal-12080	156	14	trade	trade	NOUN
american_scientific_journal-12080	156	15	-	-	PUNCT
american_scientific_journal-12080	156	16	offs	off	NOUN
american_scientific_journal-12080	156	17	must	must	AUX
american_scientific_journal-12080	156	18	be	be	AUX
american_scientific_journal-12080	156	19	incorporated	incorporate	VERB
american_scientific_journal-12080	156	20	and	and	CCONJ
american_scientific_journal-12080	156	21	formally	formally	ADV
american_scientific_journal-12080	156	22	defined	define	VERB
american_scientific_journal-12080	156	23	in	in	ADP
american_scientific_journal-12080	156	24	a	a	DET
american_scientific_journal-12080	156	25	model	model	NOUN
american_scientific_journal-12080	156	26	card	card	NOUN
american_scientific_journal-12080	156	27	and	and	CCONJ
american_scientific_journal-12080	156	28	slos	slo	NOUN
american_scientific_journal-12080	156	29	.	.	PUNCT
american_scientific_journal-12080	157	1	persistent	persistent	ADJ
american_scientific_journal-12080	157	2	agreements	agreement	NOUN
american_scientific_journal-12080	157	3	must	must	AUX
american_scientific_journal-12080	157	4	then	then	ADV
american_scientific_journal-12080	157	5	be	be	AUX
american_scientific_journal-12080	157	6	made	make	VERB
american_scientific_journal-12080	157	7	on	on	ADP
american_scientific_journal-12080	157	8	what	what	PRON
american_scientific_journal-12080	157	9	primary	primary	ADJ
american_scientific_journal-12080	157	10	metrics	metric	NOUN
american_scientific_journal-12080	157	11	,	,	PUNCT
american_scientific_journal-12080	157	12	target	target	NOUN
american_scientific_journal-12080	157	13	values	value	NOUN
american_scientific_journal-12080	157	14	,	,	PUNCT
american_scientific_journal-12080	157	15	and	and	CCONJ
american_scientific_journal-12080	157	16	acceptable	acceptable	ADJ
american_scientific_journal-12080	157	17	trade	trade	NOUN
american_scientific_journal-12080	157	18	-	-	PUNCT
american_scientific_journal-12080	157	19	offs	off	NOUN
american_scientific_journal-12080	157	20	will	will	AUX
american_scientific_journal-12080	157	21	be	be	AUX
american_scientific_journal-12080	157	22	incorporated	incorporate	VERB
american_scientific_journal-12080	157	23	.	.	PUNCT
american_scientific_journal-12080	158	1	all	all	DET
american_scientific_journal-12080	158	2	agreements	agreement	NOUN
american_scientific_journal-12080	158	3	must	must	AUX
american_scientific_journal-12080	158	4	be	be	AUX
american_scientific_journal-12080	158	5	sanctioned	sanction	VERB
american_scientific_journal-12080	158	6	by	by	ADP
american_scientific_journal-12080	158	7	product	product	NOUN
american_scientific_journal-12080	158	8	owners	owner	NOUN
american_scientific_journal-12080	158	9	,	,	PUNCT
american_scientific_journal-12080	158	10	legal	legal	ADJ
american_scientific_journal-12080	158	11	,	,	PUNCT
american_scientific_journal-12080	158	12	and	and	CCONJ
american_scientific_journal-12080	158	13	other	other	ADJ
american_scientific_journal-12080	158	14	relevant	relevant	ADJ
american_scientific_journal-12080	158	15	stakeholders	stakeholder	NOUN
american_scientific_journal-12080	158	16	to	to	PART
american_scientific_journal-12080	158	17	ensure	ensure	VERB
american_scientific_journal-12080	158	18	that	that	SCONJ
american_scientific_journal-12080	158	19	a	a	DET
american_scientific_journal-12080	158	20	technical	technical	ADJ
american_scientific_journal-12080	158	21	framework	framework	NOUN
american_scientific_journal-12080	158	22	for	for	ADP
american_scientific_journal-12080	158	23	reallocation	reallocation	NOUN
american_scientific_journal-12080	158	24	of	of	ADP
american_scientific_journal-12080	158	25	value	value	NOUN
american_scientific_journal-12080	158	26	and	and	CCONJ
american_scientific_journal-12080	158	27	cost	cost	VERB
american_scientific_journal-12080	158	28	cross	cross	NOUN
american_scientific_journal-12080	158	29	-	-	NOUN
american_scientific_journal-12080	158	30	subsidies	subsidy	NOUN
american_scientific_journal-12080	158	31	is	be	AUX
american_scientific_journal-12080	158	32	clear	clear	ADJ
american_scientific_journal-12080	158	33	and	and	CCONJ
american_scientific_journal-12080	158	34	accountable	accountable	ADJ
american_scientific_journal-12080	158	35	.	.	PUNCT
american_scientific_journal-12080	159	1	all	all	DET
american_scientific_journal-12080	159	2	processing	processing	NOUN
american_scientific_journal-12080	159	3	strategies	strategy	NOUN
american_scientific_journal-12080	159	4	for	for	ADP
american_scientific_journal-12080	159	5	mitigation	mitigation	NOUN
american_scientific_journal-12080	159	6	must	must	AUX
american_scientific_journal-12080	159	7	be	be	AUX
american_scientific_journal-12080	159	8	analyzed	analyze	VERB
american_scientific_journal-12080	159	9	on	on	ADP
american_scientific_journal-12080	159	10	multiple	multiple	ADJ
american_scientific_journal-12080	159	11	metrics	metric	NOUN
american_scientific_journal-12080	159	12	of	of	ADP
american_scientific_journal-12080	159	13	value	value	NOUN
american_scientific_journal-12080	159	14	,	,	PUNCT
american_scientific_journal-12080	159	15	especially	especially	ADV
american_scientific_journal-12080	159	16	total	total	ADJ
american_scientific_journal-12080	159	17	value	value	NOUN
american_scientific_journal-12080	159	18	in	in	ADP
american_scientific_journal-12080	159	19	terms	term	NOUN
american_scientific_journal-12080	159	20	of	of	ADP
american_scientific_journal-12080	159	21	the	the	DET
american_scientific_journal-12080	159	22	reduction	reduction	NOUN
american_scientific_journal-12080	159	23	of	of	ADP
american_scientific_journal-12080	159	24	eog	eog	PROPN
american_scientific_journal-12080	159	25	and	and	CCONJ
american_scientific_journal-12080	159	26	dpg	dpg	PROPN
american_scientific_journal-12080	159	27	.	.	PROPN
american_scientific_journal-12080	160	1	beyond	beyond	ADP
american_scientific_journal-12080	160	2	these	these	DET
american_scientific_journal-12080	160	3	primary	primary	ADJ
american_scientific_journal-12080	160	4	metrics	metric	NOUN
american_scientific_journal-12080	160	5	,	,	PUNCT
american_scientific_journal-12080	160	6	practitioners	practitioner	NOUN
american_scientific_journal-12080	160	7	must	must	AUX
american_scientific_journal-12080	160	8	assess	assess	VERB
american_scientific_journal-12080	160	9	the	the	DET
american_scientific_journal-12080	160	10	intervention	intervention	NOUN
american_scientific_journal-12080	160	11	value	value	NOUN
american_scientific_journal-12080	160	12	in	in	ADP
american_scientific_journal-12080	160	13	terms	term	NOUN
american_scientific_journal-12080	160	14	of	of	ADP
american_scientific_journal-12080	160	15	the	the	DET
american_scientific_journal-12080	160	16	outcome	outcome	NOUN
american_scientific_journal-12080	160	17	variance	variance	NOUN
american_scientific_journal-12080	160	18	,	,	PUNCT
american_scientific_journal-12080	160	19	probability	probability	NOUN
american_scientific_journal-12080	160	20	calibration	calibration	NOUN
american_scientific_journal-12080	160	21	,	,	PUNCT
american_scientific_journal-12080	160	22	model	model	NOUN
american_scientific_journal-12080	160	23	performance	performance	NOUN
american_scientific_journal-12080	160	24	in	in	ADP
american_scientific_journal-12080	160	25	the	the	DET
american_scientific_journal-12080	160	26	tail	tail	NOUN
american_scientific_journal-12080	160	27	,	,	PUNCT
american_scientific_journal-12080	160	28	and	and	CCONJ
american_scientific_journal-12080	160	29	under	under	ADP
american_scientific_journal-12080	160	30	different	different	ADJ
american_scientific_journal-12080	160	31	american	american	ADJ
american_scientific_journal-12080	160	32	academic	academic	ADJ
american_scientific_journal-12080	160	33	scientific	scientific	ADJ
american_scientific_journal-12080	160	34	research	research	NOUN
american_scientific_journal-12080	160	35	journal	journal	NOUN
american_scientific_journal-12080	160	36	for	for	ADP
american_scientific_journal-12080	160	37	engineering	engineering	NOUN
american_scientific_journal-12080	160	38	,	,	PUNCT
american_scientific_journal-12080	160	39	technology	technology	NOUN
american_scientific_journal-12080	160	40	,	,	PUNCT
american_scientific_journal-12080	160	41	and	and	CCONJ
american_scientific_journal-12080	160	42	sciences	science	NOUN
american_scientific_journal-12080	160	43	(	(	PUNCT
american_scientific_journal-12080	160	44	asrjets	asrjet	NOUN
american_scientific_journal-12080	160	45	)	)	PUNCT
american_scientific_journal-12080	160	46	volume	volume	NOUN
american_scientific_journal-12080	160	47	103	103	NUM
american_scientific_journal-12080	160	48	,	,	PUNCT
american_scientific_journal-12080	160	49	no	no	DET
american_scientific_journal-12080	160	50	1	1	NUM
american_scientific_journal-12080	160	51	,	,	PUNCT
american_scientific_journal-12080	160	52	pp	pp	ADV
american_scientific_journal-12080	160	53	330	330	NUM
american_scientific_journal-12080	160	54	-	-	SYM
american_scientific_journal-12080	160	55	342	342	NUM
american_scientific_journal-12080	160	56	341	341	NUM
american_scientific_journal-12080	160	57	decision	decision	NOUN
american_scientific_journal-12080	160	58	thresholds	threshold	NOUN
american_scientific_journal-12080	160	59	.	.	PUNCT
american_scientific_journal-12080	161	1	ideally	ideally	ADV
american_scientific_journal-12080	161	2	,	,	PUNCT
american_scientific_journal-12080	161	3	in	in	ADP
american_scientific_journal-12080	161	4	operational	operational	ADJ
american_scientific_journal-12080	161	5	environments	environment	NOUN
american_scientific_journal-12080	161	6	,	,	PUNCT
american_scientific_journal-12080	161	7	a	a	DET
american_scientific_journal-12080	161	8	tiered	tiere	VERB
american_scientific_journal-12080	161	9	strategy	strategy	NOUN
american_scientific_journal-12080	161	10	for	for	ADP
american_scientific_journal-12080	161	11	remediation	remediation	NOUN
american_scientific_journal-12080	161	12	of	of	ADP
american_scientific_journal-12080	161	13	dpg	dpg	PROPN
american_scientific_journal-12080	161	14	or	or	CCONJ
american_scientific_journal-12080	161	15	eog	eog	PROPN
american_scientific_journal-12080	161	16	or	or	CCONJ
american_scientific_journal-12080	161	17	other	other	ADJ
american_scientific_journal-12080	161	18	dynamic	dynamic	ADJ
american_scientific_journal-12080	161	19	outcomes	outcome	NOUN
american_scientific_journal-12080	161	20	is	be	AUX
american_scientific_journal-12080	161	21	preferred	prefer	VERB
american_scientific_journal-12080	161	22	.	.	PUNCT
american_scientific_journal-12080	162	1	these	these	PRON
american_scientific_journal-12080	162	2	should	should	AUX
american_scientific_journal-12080	162	3	include	include	VERB
american_scientific_journal-12080	162	4	automated	automate	VERB
american_scientific_journal-12080	162	5	trigger	trigger	NOUN
american_scientific_journal-12080	162	6	points	point	NOUN
american_scientific_journal-12080	162	7	for	for	ADP
american_scientific_journal-12080	162	8	minor	minor	ADJ
american_scientific_journal-12080	162	9	violations	violation	NOUN
american_scientific_journal-12080	162	10	,	,	PUNCT
american_scientific_journal-12080	162	11	human	human	ADJ
american_scientific_journal-12080	162	12	review	review	NOUN
american_scientific_journal-12080	162	13	for	for	ADP
american_scientific_journal-12080	162	14	subjective	subjective	ADJ
american_scientific_journal-12080	162	15	cases	case	NOUN
american_scientific_journal-12080	162	16	,	,	PUNCT
american_scientific_journal-12080	162	17	and	and	CCONJ
american_scientific_journal-12080	162	18	tiered	tiere	VERB
american_scientific_journal-12080	162	19	instructions	instruction	NOUN
american_scientific_journal-12080	162	20	,	,	PUNCT
american_scientific_journal-12080	162	21	defined	define	VERB
american_scientific_journal-12080	162	22	rollback	rollback	NOUN
american_scientific_journal-12080	162	23	,	,	PUNCT
american_scientific_journal-12080	162	24	or	or	CCONJ
american_scientific_journal-12080	162	25	discrete	discrete	VERB
american_scientific_journal-12080	162	26	"	"	PUNCT
american_scientific_journal-12080	162	27	kill	kill	NOUN
american_scientific_journal-12080	162	28	-	-	PUNCT
american_scientific_journal-12080	162	29	switch	switch	NOUN
american_scientific_journal-12080	162	30	"	"	PUNCT
american_scientific_journal-12080	162	31	placements	placement	NOUN
american_scientific_journal-12080	162	32	for	for	ADP
american_scientific_journal-12080	162	33	critical	critical	ADJ
american_scientific_journal-12080	162	34	breaches	breach	NOUN
american_scientific_journal-12080	162	35	,	,	PUNCT
american_scientific_journal-12080	162	36	accompanied	accompany	VERB
american_scientific_journal-12080	162	37	by	by	ADP
american_scientific_journal-12080	162	38	ex	ex	NOUN
american_scientific_journal-12080	162	39	-	-	NOUN
american_scientific_journal-12080	162	40	ante	ante	NOUN
american_scientific_journal-12080	162	41	defined	define	VERB
american_scientific_journal-12080	162	42	communication	communication	NOUN
american_scientific_journal-12080	162	43	and	and	CCONJ
american_scientific_journal-12080	162	44	regression	regression	NOUN
american_scientific_journal-12080	162	45	protocols	protocol	NOUN
american_scientific_journal-12080	162	46	.	.	PUNCT
american_scientific_journal-12080	163	1	supporting	support	VERB
american_scientific_journal-12080	163	2	reproducibility	reproducibility	NOUN
american_scientific_journal-12080	163	3	and	and	CCONJ
american_scientific_journal-12080	163	4	auditability	auditability	NOUN
american_scientific_journal-12080	163	5	is	be	AUX
american_scientific_journal-12080	163	6	the	the	DET
american_scientific_journal-12080	163	7	final	final	ADJ
american_scientific_journal-12080	163	8	point	point	NOUN
american_scientific_journal-12080	163	9	in	in	ADP
american_scientific_journal-12080	163	10	the	the	DET
american_scientific_journal-12080	163	11	operational	operational	ADJ
american_scientific_journal-12080	163	12	infrastructure	infrastructure	NOUN
american_scientific_journal-12080	163	13	and	and	CCONJ
american_scientific_journal-12080	163	14	requires	require	VERB
american_scientific_journal-12080	163	15	systematic	systematic	ADJ
american_scientific_journal-12080	163	16	and	and	CCONJ
american_scientific_journal-12080	163	17	detailed	detailed	ADJ
american_scientific_journal-12080	163	18	versioning	versioning	NOUN
american_scientific_journal-12080	163	19	of	of	ADP
american_scientific_journal-12080	163	20	datasets	dataset	NOUN
american_scientific_journal-12080	163	21	,	,	PUNCT
american_scientific_journal-12080	163	22	feature	feature	NOUN
american_scientific_journal-12080	163	23	transformations	transformation	NOUN
american_scientific_journal-12080	163	24	,	,	PUNCT
american_scientific_journal-12080	163	25	model	model	NOUN
american_scientific_journal-12080	163	26	checkpoints	checkpoint	NOUN
american_scientific_journal-12080	163	27	,	,	PUNCT
american_scientific_journal-12080	163	28	and	and	CCONJ
american_scientific_journal-12080	163	29	evaluation	evaluation	NOUN
american_scientific_journal-12080	163	30	scripts	script	NOUN
american_scientific_journal-12080	163	31	.	.	PUNCT
american_scientific_journal-12080	164	1	every	every	DET
american_scientific_journal-12080	164	2	release	release	NOUN
american_scientific_journal-12080	164	3	should	should	AUX
american_scientific_journal-12080	164	4	have	have	AUX
american_scientific_journal-12080	164	5	associated	associate	VERB
american_scientific_journal-12080	164	6	digital	digital	ADJ
american_scientific_journal-12080	164	7	model	model	NOUN
american_scientific_journal-12080	164	8	cards	card	NOUN
american_scientific_journal-12080	164	9	and	and	CCONJ
american_scientific_journal-12080	164	10	datasheets	datasheet	NOUN
american_scientific_journal-12080	164	11	that	that	DET
american_scientific_journal-12080	164	12	record	record	NOUN
american_scientific_journal-12080	164	13	provenance	provenance	NOUN
american_scientific_journal-12080	164	14	,	,	PUNCT
american_scientific_journal-12080	164	15	document	document	VERB
american_scientific_journal-12080	164	16	the	the	DET
american_scientific_journal-12080	164	17	assortment	assortment	NOUN
american_scientific_journal-12080	164	18	of	of	ADP
american_scientific_journal-12080	164	19	test	test	NOUN
american_scientific_journal-12080	164	20	scenarios	scenario	NOUN
american_scientific_journal-12080	164	21	,	,	PUNCT
american_scientific_journal-12080	164	22	aggregate	aggregate	ADJ
american_scientific_journal-12080	164	23	and	and	CCONJ
american_scientific_journal-12080	164	24	disaggregate	disaggregate	ADJ
american_scientific_journal-12080	164	25	evaluated	evaluate	VERB
american_scientific_journal-12080	164	26	metrics	metric	NOUN
american_scientific_journal-12080	164	27	,	,	PUNCT
american_scientific_journal-12080	164	28	and	and	CCONJ
american_scientific_journal-12080	164	29	capture	capture	VERB
american_scientific_journal-12080	164	30	the	the	DET
american_scientific_journal-12080	164	31	decisions	decision	NOUN
american_scientific_journal-12080	164	32	concerning	concern	VERB
american_scientific_journal-12080	164	33	the	the	DET
american_scientific_journal-12080	164	34	accepted	accept	VERB
american_scientific_journal-12080	164	35	trade	trade	NOUN
american_scientific_journal-12080	164	36	-	-	PUNCT
american_scientific_journal-12080	164	37	offs	off	NOUN
american_scientific_journal-12080	164	38	.	.	PUNCT
american_scientific_journal-12080	165	1	the	the	DET
american_scientific_journal-12080	165	2	existence	existence	NOUN
american_scientific_journal-12080	165	3	of	of	ADP
american_scientific_journal-12080	165	4	such	such	ADJ
american_scientific_journal-12080	165	5	artifacts	artifact	NOUN
american_scientific_journal-12080	165	6	ensures	ensure	VERB
american_scientific_journal-12080	165	7	that	that	SCONJ
american_scientific_journal-12080	165	8	forensic	forensic	ADJ
american_scientific_journal-12080	165	9	investigations	investigation	NOUN
american_scientific_journal-12080	165	10	in	in	ADP
american_scientific_journal-12080	165	11	case	case	NOUN
american_scientific_journal-12080	165	12	of	of	ADP
american_scientific_journal-12080	165	13	an	an	DET
american_scientific_journal-12080	165	14	incident	incident	NOUN
american_scientific_journal-12080	165	15	are	be	AUX
american_scientific_journal-12080	165	16	faster	fast	ADJ
american_scientific_journal-12080	165	17	,	,	PUNCT
american_scientific_journal-12080	165	18	governance	governance	NOUN
american_scientific_journal-12080	165	19	decisions	decision	NOUN
american_scientific_journal-12080	165	20	are	be	AUX
american_scientific_journal-12080	165	21	rapid	rapid	ADJ
american_scientific_journal-12080	165	22	,	,	PUNCT
american_scientific_journal-12080	165	23	and	and	CCONJ
american_scientific_journal-12080	165	24	operational	operational	ADJ
american_scientific_journal-12080	165	25	risk	risk	NOUN
american_scientific_journal-12080	165	26	mitigation	mitigation	NOUN
american_scientific_journal-12080	165	27	when	when	SCONJ
american_scientific_journal-12080	165	28	deploying	deploying	NOUN
american_scientific_journal-12080	165	29	models	model	NOUN
american_scientific_journal-12080	165	30	in	in	ADP
american_scientific_journal-12080	165	31	production	production	NOUN
american_scientific_journal-12080	165	32	is	be	AUX
american_scientific_journal-12080	165	33	better	well	ADV
american_scientific_journal-12080	165	34	managed	manage	VERB
american_scientific_journal-12080	165	35	.	.	PUNCT
american_scientific_journal-12080	166	1	6.conclusion	6.conclusion	NUM
american_scientific_journal-12080	166	2	this	this	DET
american_scientific_journal-12080	166	3	study	study	NOUN
american_scientific_journal-12080	166	4	codifies	codify	VERB
american_scientific_journal-12080	166	5	current	current	ADJ
american_scientific_journal-12080	166	6	ml	ml	NOUN
american_scientific_journal-12080	166	7	-	-	PUNCT
american_scientific_journal-12080	166	8	testing	testing	NOUN
american_scientific_journal-12080	166	9	practices	practice	NOUN
american_scientific_journal-12080	166	10	,	,	PUNCT
american_scientific_journal-12080	166	11	subjecting	subject	VERB
american_scientific_journal-12080	166	12	them	they	PRON
american_scientific_journal-12080	166	13	to	to	ADP
american_scientific_journal-12080	166	14	empirical	empirical	ADJ
american_scientific_journal-12080	166	15	examination	examination	NOUN
american_scientific_journal-12080	166	16	,	,	PUNCT
american_scientific_journal-12080	166	17	and	and	CCONJ
american_scientific_journal-12080	166	18	draws	draw	VERB
american_scientific_journal-12080	166	19	unified	unified	ADJ
american_scientific_journal-12080	166	20	conclusions	conclusion	NOUN
american_scientific_journal-12080	166	21	that	that	PRON
american_scientific_journal-12080	166	22	are	be	AUX
american_scientific_journal-12080	166	23	both	both	ADV
american_scientific_journal-12080	166	24	theoretical	theoretical	ADJ
american_scientific_journal-12080	166	25	and	and	CCONJ
american_scientific_journal-12080	166	26	practical	practical	ADJ
american_scientific_journal-12080	166	27	.	.	PUNCT
american_scientific_journal-12080	167	1	first	first	ADV
american_scientific_journal-12080	167	2	,	,	PUNCT
american_scientific_journal-12080	167	3	ml	ml	ADP
american_scientific_journal-12080	167	4	validation	validation	NOUN
american_scientific_journal-12080	167	5	requires	require	VERB
american_scientific_journal-12080	167	6	a	a	DET
american_scientific_journal-12080	167	7	multidimensional	multidimensional	ADJ
american_scientific_journal-12080	167	8	testing	testing	NOUN
american_scientific_journal-12080	167	9	architecture	architecture	NOUN
american_scientific_journal-12080	167	10	:	:	PUNCT
american_scientific_journal-12080	167	11	apart	apart	ADV
american_scientific_journal-12080	167	12	from	from	ADP
american_scientific_journal-12080	167	13	normal	normal	ADJ
american_scientific_journal-12080	167	14	statistics	statistic	NOUN
american_scientific_journal-12080	167	15	of	of	ADP
american_scientific_journal-12080	167	16	prediction	prediction	NOUN
american_scientific_journal-12080	167	17	(	(	PUNCT
american_scientific_journal-12080	167	18	e.g.	e.g.	ADJ
american_scientific_journal-12080	167	19	,	,	PUNCT
american_scientific_journal-12080	167	20	accuracy	accuracy	NOUN
american_scientific_journal-12080	167	21	,	,	PUNCT
american_scientific_journal-12080	167	22	auc	auc	NOUN
american_scientific_journal-12080	167	23	,	,	PUNCT
american_scientific_journal-12080	167	24	or	or	CCONJ
american_scientific_journal-12080	167	25	related	relate	VERB
american_scientific_journal-12080	167	26	point	point	NOUN
american_scientific_journal-12080	167	27	estimates	estimate	NOUN
american_scientific_journal-12080	167	28	)	)	PUNCT
american_scientific_journal-12080	167	29	,	,	PUNCT
american_scientific_journal-12080	167	30	to	to	PART
american_scientific_journal-12080	167	31	which	which	DET
american_scientific_journal-12080	167	32	evaluation	evaluation	NOUN
american_scientific_journal-12080	167	33	is	be	AUX
american_scientific_journal-12080	167	34	typically	typically	ADV
american_scientific_journal-12080	167	35	confined	confine	VERB
american_scientific_journal-12080	167	36	,	,	PUNCT
american_scientific_journal-12080	167	37	it	it	PRON
american_scientific_journal-12080	167	38	is	be	AUX
american_scientific_journal-12080	167	39	noted	note	VERB
american_scientific_journal-12080	167	40	as	as	ADP
american_scientific_journal-12080	167	41	epistemically	epistemically	ADV
american_scientific_journal-12080	167	42	inadequate	inadequate	ADJ
american_scientific_journal-12080	167	43	and	and	CCONJ
american_scientific_journal-12080	167	44	masks	mask	NOUN
american_scientific_journal-12080	167	45	underlying	underlie	VERB
american_scientific_journal-12080	167	46	failures	failure	NOUN
american_scientific_journal-12080	167	47	.	.	PUNCT
american_scientific_journal-12080	168	1	high	high	ADJ
american_scientific_journal-12080	168	2	aggregate	aggregate	ADJ
american_scientific_journal-12080	168	3	accuracy	accuracy	NOUN
american_scientific_journal-12080	168	4	on	on	ADP
american_scientific_journal-12080	168	5	a	a	DET
american_scientific_journal-12080	168	6	clean	clean	ADJ
american_scientific_journal-12080	168	7	test	test	NOUN
american_scientific_journal-12080	168	8	split	split	NOUN
american_scientific_journal-12080	168	9	does	do	AUX
american_scientific_journal-12080	168	10	not	not	PART
american_scientific_journal-12080	168	11	mean	mean	VERB
american_scientific_journal-12080	168	12	robust	robust	ADJ
american_scientific_journal-12080	168	13	to	to	ADP
american_scientific_journal-12080	168	14	real	real	ADJ
american_scientific_journal-12080	168	15	perturbations	perturbation	NOUN
american_scientific_journal-12080	168	16	,	,	PUNCT
american_scientific_journal-12080	168	17	and	and	CCONJ
american_scientific_journal-12080	168	18	it	it	PRON
american_scientific_journal-12080	168	19	also	also	ADV
american_scientific_journal-12080	168	20	does	do	AUX
american_scientific_journal-12080	168	21	not	not	PART
american_scientific_journal-12080	168	22	preclude	preclude	VERB
american_scientific_journal-12080	168	23	disparate	disparate	ADJ
american_scientific_journal-12080	168	24	impacts	impact	NOUN
american_scientific_journal-12080	168	25	across	across	ADP
american_scientific_journal-12080	168	26	socially	socially	ADV
american_scientific_journal-12080	168	27	salient	salient	ADJ
american_scientific_journal-12080	168	28	cohorts	cohort	NOUN
american_scientific_journal-12080	168	29	.	.	PUNCT
american_scientific_journal-12080	169	1	surface	surface	NOUN
american_scientific_journal-12080	169	2	-	-	PUNCT
american_scientific_journal-12080	169	3	level	level	NOUN
american_scientific_journal-12080	169	4	performance	performance	NOUN
american_scientific_journal-12080	169	5	may	may	AUX
american_scientific_journal-12080	169	6	be	be	AUX
american_scientific_journal-12080	169	7	an	an	DET
american_scientific_journal-12080	169	8	unreliable	unreliable	ADJ
american_scientific_journal-12080	169	9	proxy	proxy	NOUN
american_scientific_journal-12080	169	10	for	for	ADP
american_scientific_journal-12080	169	11	deployment	deployment	NOUN
american_scientific_journal-12080	169	12	readiness	readiness	NOUN
american_scientific_journal-12080	169	13	.	.	PUNCT
american_scientific_journal-12080	170	1	thereafter	thereafter	ADV
american_scientific_journal-12080	170	2	,	,	PUNCT
american_scientific_journal-12080	170	3	robustness	robustness	NOUN
american_scientific_journal-12080	170	4	and	and	CCONJ
american_scientific_journal-12080	170	5	fairness	fairness	NOUN
american_scientific_journal-12080	170	6	mostly	mostly	ADV
american_scientific_journal-12080	170	7	relate	relate	VERB
american_scientific_journal-12080	170	8	in	in	ADP
american_scientific_journal-12080	170	9	asymmetric	asymmetric	ADJ
american_scientific_journal-12080	170	10	ways	way	NOUN
american_scientific_journal-12080	170	11	,	,	PUNCT
american_scientific_journal-12080	170	12	in	in	ADP
american_scientific_journal-12080	170	13	most	most	ADJ
american_scientific_journal-12080	170	14	cases	case	NOUN
american_scientific_journal-12080	170	15	,	,	PUNCT
american_scientific_journal-12080	170	16	amplificatory	amplificatory	ADJ
american_scientific_journal-12080	170	17	ways	way	NOUN
american_scientific_journal-12080	170	18	.	.	PUNCT
american_scientific_journal-12080	171	1	perturbations	perturbation	NOUN
american_scientific_journal-12080	171	2	of	of	ADP
american_scientific_journal-12080	171	3	the	the	DET
american_scientific_journal-12080	171	4	distribution	distribution	NOUN
american_scientific_journal-12080	171	5	—	—	PUNCT
american_scientific_journal-12080	171	6	primarily	primarily	ADV
american_scientific_journal-12080	171	7	to	to	PART
american_scientific_journal-12080	171	8	emphasize	emphasize	VERB
american_scientific_journal-12080	171	9	covariate	covariate	ADJ
american_scientific_journal-12080	171	10	drift	drift	NOUN
american_scientific_journal-12080	171	11	—	—	PUNCT
american_scientific_journal-12080	171	12	not	not	PART
american_scientific_journal-12080	171	13	only	only	ADV
american_scientific_journal-12080	171	14	lower	low	ADJ
american_scientific_journal-12080	171	15	the	the	DET
american_scientific_journal-12080	171	16	general	general	ADJ
american_scientific_journal-12080	171	17	level	level	NOUN
american_scientific_journal-12080	171	18	of	of	ADP
american_scientific_journal-12080	171	19	predictive	predictive	ADJ
american_scientific_journal-12080	171	20	fidelity	fidelity	NOUN
american_scientific_journal-12080	171	21	but	but	CCONJ
american_scientific_journal-12080	171	22	also	also	ADV
american_scientific_journal-12080	171	23	reweight	reweight	VERB
american_scientific_journal-12080	171	24	the	the	DET
american_scientific_journal-12080	171	25	error	error	NOUN
american_scientific_journal-12080	171	26	surface	surface	NOUN
american_scientific_journal-12080	171	27	,	,	PUNCT
american_scientific_journal-12080	171	28	further	far	ADV
american_scientific_journal-12080	171	29	amplifying	amplify	VERB
american_scientific_journal-12080	171	30	pre	pre	ADJ
american_scientific_journal-12080	171	31	-	-	ADJ
american_scientific_journal-12080	171	32	existing	existing	ADJ
american_scientific_journal-12080	171	33	group	group	NOUN
american_scientific_journal-12080	171	34	bias	bias	NOUN
american_scientific_journal-12080	171	35	.	.	PUNCT
american_scientific_journal-12080	172	1	drift	drift	NOUN
american_scientific_journal-12080	172	2	does	do	AUX
american_scientific_journal-12080	172	3	not	not	PART
american_scientific_journal-12080	172	4	so	so	ADV
american_scientific_journal-12080	172	5	much	much	ADJ
american_scientific_journal-12080	172	6	act	act	NOUN
american_scientific_journal-12080	172	7	as	as	ADP
american_scientific_journal-12080	172	8	a	a	DET
american_scientific_journal-12080	172	9	neutral	neutral	ADJ
american_scientific_journal-12080	172	10	degrader	degrader	NOUN
american_scientific_journal-12080	172	11	of	of	ADP
american_scientific_journal-12080	172	12	performance	performance	NOUN
american_scientific_journal-12080	172	13	,	,	PUNCT
american_scientific_journal-12080	172	14	but	but	CCONJ
american_scientific_journal-12080	172	15	rather	rather	ADV
american_scientific_journal-12080	172	16	serves	serve	VERB
american_scientific_journal-12080	172	17	as	as	ADP
american_scientific_journal-12080	172	18	a	a	DET
american_scientific_journal-12080	172	19	catalytic	catalytic	ADJ
american_scientific_journal-12080	172	20	stressor	stressor	NOUN
american_scientific_journal-12080	172	21	in	in	ADP
american_scientific_journal-12080	172	22	redistributing	redistribute	VERB
american_scientific_journal-12080	172	23	harm	harm	NOUN
american_scientific_journal-12080	172	24	across	across	ADP
american_scientific_journal-12080	172	25	populations	population	NOUN
american_scientific_journal-12080	172	26	,	,	PUNCT
american_scientific_journal-12080	172	27	thereby	thereby	ADV
american_scientific_journal-12080	172	28	arguing	argue	VERB
american_scientific_journal-12080	172	29	for	for	ADP
american_scientific_journal-12080	172	30	continuous	continuous	ADJ
american_scientific_journal-12080	172	31	cohort	cohort	NOUN
american_scientific_journal-12080	172	32	-	-	PUNCT
american_scientific_journal-12080	172	33	aware	aware	ADJ
american_scientific_journal-12080	172	34	data	data	NOUN
american_scientific_journal-12080	172	35	-	-	PUNCT
american_scientific_journal-12080	172	36	quality	quality	NOUN
american_scientific_journal-12080	172	37	telemetry	telemetry	NOUN
american_scientific_journal-12080	172	38	rather	rather	ADV
american_scientific_journal-12080	172	39	than	than	ADP
american_scientific_journal-12080	172	40	one	one	NUM
american_scientific_journal-12080	172	41	-	-	PUNCT
american_scientific_journal-12080	172	42	off	off	ADP
american_scientific_journal-12080	172	43	validation	validation	NOUN
american_scientific_journal-12080	172	44	runs	run	NOUN
american_scientific_journal-12080	172	45	.	.	PUNCT
american_scientific_journal-12080	173	1	the	the	DET
american_scientific_journal-12080	173	2	measured	measure	VERB
american_scientific_journal-12080	173	3	unfairness	unfairness	NOUN
american_scientific_journal-12080	173	4	changes	change	NOUN
american_scientific_journal-12080	173	5	do	do	AUX
american_scientific_journal-12080	173	6	n’t	not	PART
american_scientific_journal-12080	173	7	go	go	VERB
american_scientific_journal-12080	173	8	away	away	ADV
american_scientific_journal-12080	173	9	even	even	ADV
american_scientific_journal-12080	173	10	after	after	ADP
american_scientific_journal-12080	173	11	a	a	DET
american_scientific_journal-12080	173	12	readjustment	readjustment	NOUN
american_scientific_journal-12080	173	13	of	of	ADP
american_scientific_journal-12080	173	14	the	the	DET
american_scientific_journal-12080	173	15	trade	trade	NOUN
american_scientific_journal-12080	173	16	-	-	PUNCT
american_scientific_journal-12080	173	17	off	off	NOUN
american_scientific_journal-12080	173	18	across	across	ADP
american_scientific_journal-12080	173	19	different	different	ADJ
american_scientific_journal-12080	173	20	dimensions	dimension	NOUN
american_scientific_journal-12080	173	21	.	.	PUNCT
american_scientific_journal-12080	174	1	specific	specific	ADJ
american_scientific_journal-12080	174	2	post	post	ADJ
american_scientific_journal-12080	174	3	-	-	ADJ
american_scientific_journal-12080	174	4	hoc	hoc	ADJ
american_scientific_journal-12080	174	5	and	and	CCONJ
american_scientific_journal-12080	174	6	in	in	ADP
american_scientific_journal-12080	174	7	-	-	PUNCT
american_scientific_journal-12080	174	8	training	training	NOUN
american_scientific_journal-12080	174	9	mitigation	mitigation	NOUN
american_scientific_journal-12080	174	10	strategies	strategy	NOUN
american_scientific_journal-12080	174	11	reduce	reduce	VERB
american_scientific_journal-12080	174	12	some	some	DET
american_scientific_journal-12080	174	13	metrics	metric	NOUN
american_scientific_journal-12080	174	14	of	of	ADP
american_scientific_journal-12080	174	15	disparity	disparity	NOUN
american_scientific_journal-12080	174	16	at	at	ADP
american_scientific_journal-12080	174	17	the	the	DET
american_scientific_journal-12080	174	18	cost	cost	NOUN
american_scientific_journal-12080	174	19	of	of	ADP
american_scientific_journal-12080	174	20	other	other	ADJ
american_scientific_journal-12080	174	21	dimensions	dimension	NOUN
american_scientific_journal-12080	174	22	of	of	ADP
american_scientific_journal-12080	174	23	fairness	fairness	NOUN
american_scientific_journal-12080	174	24	,	,	PUNCT
american_scientific_journal-12080	174	25	most	most	ADV
american_scientific_journal-12080	174	26	often	often	ADV
american_scientific_journal-12080	174	27	with	with	ADP
american_scientific_journal-12080	174	28	a	a	DET
american_scientific_journal-12080	174	29	slight	slight	ADJ
american_scientific_journal-12080	174	30	reduction	reduction	NOUN
american_scientific_journal-12080	174	31	in	in	ADP
american_scientific_journal-12080	174	32	the	the	DET
american_scientific_journal-12080	174	33	overall	overall	ADJ
american_scientific_journal-12080	174	34	predictive	predictive	ADJ
american_scientific_journal-12080	174	35	accuracy	accuracy	NOUN
american_scientific_journal-12080	174	36	;	;	PUNCT
american_scientific_journal-12080	174	37	this	this	PRON
american_scientific_journal-12080	174	38	is	be	AUX
american_scientific_journal-12080	174	39	an	an	DET
american_scientific_journal-12080	174	40	empirical	empirical	ADJ
american_scientific_journal-12080	174	41	instantiation	instantiation	NOUN
american_scientific_journal-12080	174	42	of	of	ADP
american_scientific_journal-12080	174	43	the	the	DET
american_scientific_journal-12080	174	44	broader	broad	ADJ
american_scientific_journal-12080	174	45	impossibility	impossibility	NOUN
american_scientific_journal-12080	174	46	topology	topology	NOUN
american_scientific_journal-12080	174	47	of	of	ADP
american_scientific_journal-12080	174	48	fairness	fairness	NOUN
american_scientific_journal-12080	174	49	theory	theory	NOUN
american_scientific_journal-12080	174	50	.	.	PUNCT
american_scientific_journal-12080	175	1	choosing	choose	VERB
american_scientific_journal-12080	175	2	which	which	DET
american_scientific_journal-12080	175	3	metric	metric	ADJ
american_scientific_journal-12080	175	4	to	to	PART
american_scientific_journal-12080	175	5	focus	focus	VERB
american_scientific_journal-12080	175	6	on	on	ADP
american_scientific_journal-12080	175	7	involves	involve	VERB
american_scientific_journal-12080	175	8	considerable	considerable	ADJ
american_scientific_journal-12080	175	9	subjective	subjective	ADJ
american_scientific_journal-12080	175	10	judgment	judgment	NOUN
american_scientific_journal-12080	175	11	and	and	CCONJ
american_scientific_journal-12080	175	12	depends	depend	VERB
american_scientific_journal-12080	175	13	on	on	ADP
american_scientific_journal-12080	175	14	the	the	DET
american_scientific_journal-12080	175	15	specific	specific	ADJ
american_scientific_journal-12080	175	16	context	context	NOUN
american_scientific_journal-12080	175	17	.	.	PUNCT
american_scientific_journal-12080	176	1	this	this	DET
american_scientific_journal-12080	176	2	study	study	NOUN
american_scientific_journal-12080	176	3	fulfills	fulfill	VERB
american_scientific_journal-12080	176	4	its	its	PRON
american_scientific_journal-12080	176	5	aims	aim	NOUN
american_scientific_journal-12080	176	6	by	by	ADP
american_scientific_journal-12080	176	7	carefully	carefully	ADV
american_scientific_journal-12080	176	8	presenting	present	VERB
american_scientific_journal-12080	176	9	all	all	DET
american_scientific_journal-12080	176	10	testing	testing	NOUN
american_scientific_journal-12080	176	11	methods	method	NOUN
american_scientific_journal-12080	176	12	through	through	ADP
american_scientific_journal-12080	176	13	experiments	experiment	NOUN
american_scientific_journal-12080	176	14	under	under	ADP
american_scientific_journal-12080	176	15	controlled	control	VERB
american_scientific_journal-12080	176	16	conditions	condition	NOUN
american_scientific_journal-12080	176	17	,	,	PUNCT
american_scientific_journal-12080	176	18	demonstrating	demonstrate	VERB
american_scientific_journal-12080	176	19	how	how	SCONJ
american_scientific_journal-12080	176	20	accuracy	accuracy	NOUN
american_scientific_journal-12080	176	21	,	,	PUNCT
american_scientific_journal-12080	176	22	strength	strength	NOUN
american_scientific_journal-12080	176	23	,	,	PUNCT
american_scientific_journal-12080	176	24	and	and	CCONJ
american_scientific_journal-12080	176	25	fairness	fairness	NOUN
american_scientific_journal-12080	176	26	are	be	AUX
american_scientific_journal-12080	176	27	interrelated	interrelate	VERB
american_scientific_journal-12080	176	28	.	.	PUNCT
american_scientific_journal-12080	177	1	in	in	ADP
american_scientific_journal-12080	177	2	real	real	ADJ
american_scientific_journal-12080	177	3	use	use	NOUN
american_scientific_journal-12080	177	4	,	,	PUNCT
american_scientific_journal-12080	177	5	results	result	NOUN
american_scientific_journal-12080	177	6	like	like	ADP
american_scientific_journal-12080	177	7	these	these	DET
american_scientific_journal-12080	177	8	support	support	NOUN
american_scientific_journal-12080	177	9	setting	set	VERB
american_scientific_journal-12080	177	10	up	up	ADP
american_scientific_journal-12080	177	11	an	an	DET
american_scientific_journal-12080	177	12	automatic	automatic	ADJ
american_scientific_journal-12080	177	13	many	many	ADJ
american_scientific_journal-12080	177	14	-	-	PUNCT
american_scientific_journal-12080	177	15	sided	sided	ADJ
american_scientific_journal-12080	177	16	test	test	NOUN
american_scientific_journal-12080	177	17	set	set	VERB
american_scientific_journal-12080	177	18	in	in	ADP
american_scientific_journal-12080	177	19	ci	ci	PROPN
american_scientific_journal-12080	177	20	/	/	SYM
american_scientific_journal-12080	177	21	cd	cd	PROPN
american_scientific_journal-12080	177	22	/	/	SYM
american_scientific_journal-12080	177	23	ct	ct	PROPN
american_scientific_journal-12080	177	24	lines	line	NOUN
american_scientific_journal-12080	177	25	—	—	PUNCT
american_scientific_journal-12080	177	26	that	that	PRON
american_scientific_journal-12080	177	27	makes	make	VERB
american_scientific_journal-12080	177	28	rules	rule	NOUN
american_scientific_journal-12080	177	29	for	for	ADP
american_scientific_journal-12080	177	30	levels	level	NOUN
american_scientific_journal-12080	177	31	of	of	ADP
american_scientific_journal-12080	177	32	correctness	correctness	NOUN
american_scientific_journal-12080	177	33	,	,	PUNCT
american_scientific_journal-12080	177	34	toughness	toughness	NOUN
american_scientific_journal-12080	177	35	,	,	PUNCT
american_scientific_journal-12080	177	36	and	and	CCONJ
american_scientific_journal-12080	177	37	several	several	ADJ
american_scientific_journal-12080	177	38	different	different	ADJ
american_scientific_journal-12080	177	39	ways	way	NOUN
american_scientific_journal-12080	177	40	to	to	PART
american_scientific_journal-12080	177	41	be	be	AUX
american_scientific_journal-12080	177	42	fair	fair	ADJ
american_scientific_journal-12080	177	43	;	;	PUNCT
american_scientific_journal-12080	177	44	keeps	keep	VERB
american_scientific_journal-12080	177	45	versioned	versione	VERB
american_scientific_journal-12080	177	46	paths	path	NOUN
american_scientific_journal-12080	177	47	for	for	ADP
american_scientific_journal-12080	177	48	data	datum	NOUN
american_scientific_journal-12080	177	49	and	and	CCONJ
american_scientific_journal-12080	177	50	items	item	NOUN
american_scientific_journal-12080	177	51	;	;	PUNCT
american_scientific_journal-12080	177	52	and	and	CCONJ
american_scientific_journal-12080	177	53	makes	make	VERB
american_scientific_journal-12080	177	54	group	group	NOUN
american_scientific_journal-12080	177	55	-	-	PUNCT
american_scientific_journal-12080	177	56	level	level	NOUN
american_scientific_journal-12080	177	57	steps	step	NOUN
american_scientific_journal-12080	177	58	back	back	ADV
american_scientific_journal-12080	177	59	right	right	ADV
american_scientific_journal-12080	177	60	away	away	ADV
american_scientific_journal-12080	177	61	clear	clear	ADJ
american_scientific_journal-12080	177	62	.	.	PUNCT
american_scientific_journal-12080	178	1	such	such	DET
american_scientific_journal-12080	178	2	an	an	DET
american_scientific_journal-12080	178	3	arrangement	arrangement	NOUN
american_scientific_journal-12080	178	4	views	view	NOUN
american_scientific_journal-12080	178	5	ml	ml	ADP
american_scientific_journal-12080	178	6	testing	test	VERB
american_scientific_journal-12080	178	7	not	not	PART
american_scientific_journal-12080	178	8	as	as	ADP
american_scientific_journal-12080	178	9	a	a	DET
american_scientific_journal-12080	178	10	final	final	ADJ
american_scientific_journal-12080	178	11	qa	qa	NOUN
american_scientific_journal-12080	178	12	check	check	NOUN
american_scientific_journal-12080	178	13	but	but	CCONJ
american_scientific_journal-12080	178	14	rather	rather	ADV
american_scientific_journal-12080	178	15	as	as	ADP
american_scientific_journal-12080	178	16	part	part	NOUN
american_scientific_journal-12080	178	17	of	of	ADP
american_scientific_journal-12080	178	18	american	american	ADJ
american_scientific_journal-12080	178	19	academic	academic	ADJ
american_scientific_journal-12080	178	20	scientific	scientific	ADJ
american_scientific_journal-12080	178	21	research	research	NOUN
american_scientific_journal-12080	178	22	journal	journal	NOUN
american_scientific_journal-12080	178	23	for	for	ADP
american_scientific_journal-12080	178	24	engineering	engineering	NOUN
american_scientific_journal-12080	178	25	,	,	PUNCT
american_scientific_journal-12080	178	26	technology	technology	NOUN
american_scientific_journal-12080	178	27	,	,	PUNCT
american_scientific_journal-12080	178	28	and	and	CCONJ
american_scientific_journal-12080	178	29	sciences	science	NOUN
american_scientific_journal-12080	178	30	(	(	PUNCT
american_scientific_journal-12080	178	31	asrjets	asrjet	NOUN
american_scientific_journal-12080	178	32	)	)	PUNCT
american_scientific_journal-12080	178	33	volume	volume	NOUN
american_scientific_journal-12080	178	34	103	103	NUM
american_scientific_journal-12080	178	35	,	,	PUNCT
american_scientific_journal-12080	178	36	no	no	DET
american_scientific_journal-12080	178	37	1	1	NUM
american_scientific_journal-12080	178	38	,	,	PUNCT
american_scientific_journal-12080	178	39	pp	pp	ADV
american_scientific_journal-12080	178	40	330	330	NUM
american_scientific_journal-12080	178	41	-	-	SYM
american_scientific_journal-12080	178	42	342	342	NUM
american_scientific_journal-12080	178	43	342	342	NUM
american_scientific_journal-12080	178	44	the	the	DET
american_scientific_journal-12080	178	45	rule	rule	NOUN
american_scientific_journal-12080	178	46	-	-	PUNCT
american_scientific_journal-12080	178	47	keeping	keeping	NOUN
american_scientific_journal-12080	178	48	necessary	necessary	ADJ
american_scientific_journal-12080	178	49	for	for	ADP
american_scientific_journal-12080	178	50	trusted	trust	VERB
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american_scientific_journal-12080	179	2	,	,	PUNCT
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american_scientific_journal-12080	179	4	presented	present	VERB
american_scientific_journal-12080	179	5	study	study	NOUN
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american_scientific_journal-12080	179	8	high	high	ADJ
american_scientific_journal-12080	179	9	accuracy	accuracy	NOUN
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american_scientific_journal-12080	179	15	,	,	PUNCT
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american_scientific_journal-12080	179	17	drift	drift	NOUN
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american_scientific_journal-12080	179	24	measures	measure	NOUN
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american_scientific_journal-12080	179	28	-	-	PUNCT
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american_scientific_journal-12080	179	30	.	.	PUNCT
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american_scientific_journal-12080	180	17	.	.	PUNCT
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american_scientific_journal-12080	181	10	,	,	PUNCT
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american_scientific_journal-12080	181	29	,	,	PUNCT
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american_scientific_journal-12080	181	37	,	,	PUNCT
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american_scientific_journal-12080	181	39	,	,	PUNCT
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american_scientific_journal-12080	181	41	:	:	PUNCT
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american_scientific_journal-12080	183	45	,	,	PUNCT
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american_scientific_journal-12080	183	47	:	:	PUNCT
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american_scientific_journal-12080	185	2	,	,	PUNCT
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american_scientific_journal-12080	185	6	,	,	PUNCT
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american_scientific_journal-12080	186	2	,	,	PUNCT
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american_scientific_journal-12080	187	2	,	,	PUNCT
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american_scientific_journal-12080	187	6	.	.	PUNCT
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american_scientific_journal-12080	188	22	:	:	PUNCT
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american_scientific_journal-12080	196	3	https://doi.org/10.48550/arxiv.2411.06624	https://doi.org/10.48550/arxiv.2411.06624	PROPN
american_scientific_journal-12080	196	4	https://doi.org/10.48550/arxiv.2411.06624	https://doi.org/10.48550/arxiv.2411.06624	PROPN
american_scientific_journal-12080	196	5	https://doi.org/10.1609/aaai.v34i09.7084	https://doi.org/10.1609/aaai.v34i09.7084	ADJ
american_scientific_journal-12080	196	6	https://doi.org/10.1609/aaai.v34i09.7084	https://doi.org/10.1609/aaai.v34i09.7084	ADV
american_scientific_journal-12080	196	7	https://doi.org/10.1609/aaai.v34i09.7084	https://doi.org/10.1609/aaai.v34i09.7084	NOUN
american_scientific_journal-12080	196	8	https://doi.org/10.1109/tse.2019.2962027	https://doi.org/10.1109/tse.2019.2962027	ADJ
american_scientific_journal-12080	196	9	https://doi.org/10.1109/tse.2019.2962027	https://doi.org/10.1109/tse.2019.2962027	ADJ
american_scientific_journal-12080	196	10	https://doi.org/10.1109/tse.2019.2962027	https://doi.org/10.1109/tse.2019.2962027	ADJ
american_scientific_journal-12080	196	11	https://www.gartner.com/en/articles/hype-cycle-for-artificial-intelligence	https://www.gartner.com/en/articles/hype-cycle-for-artificial-intelligence	NOUN
american_scientific_journal-12080	196	12	https://www.gartner.com/en/articles/hype-cycle-for-artificial-intelligence	https://www.gartner.com/en/articles/hype-cycle-for-artificial-intelligence	NOUN
american_scientific_journal-12080	196	13	https://www.gartner.com/en/articles/hype-cycle-for-artificial-intelligence	https://www.gartner.com/en/articles/hype-cycle-for-artificial-intelligence	NOUN