id	sid	tid	token	lemma	pos
spir-10983	1	1	selected	select	VERB
spir-10983	1	2	papers	paper	NOUN
spir-10983	1	3	of	of	ADP
spir-10983	1	4	#	#	SYM
spir-10983	1	5	aoir2019	aoir2019	PROPN
spir-10983	1	6	:	:	PUNCT
spir-10983	1	7	the	the	DET
spir-10983	1	8	20th	20th	ADJ
spir-10983	1	9	annual	annual	ADJ
spir-10983	1	10	conference	conference	NOUN
spir-10983	1	11	of	of	ADP
spir-10983	1	12	the	the	DET
spir-10983	1	13	association	association	NOUN
spir-10983	1	14	of	of	ADP
spir-10983	1	15	internet	internet	NOUN
spir-10983	1	16	researchers	researcher	NOUN
spir-10983	1	17	brisbane	brisbane	NOUN
spir-10983	1	18	,	,	PUNCT
spir-10983	1	19	australia	australia	PROPN
spir-10983	1	20	/	/	SYM
spir-10983	1	21	2	2	NUM
spir-10983	1	22	-	-	SYM
spir-10983	1	23	5	5	NUM
spir-10983	1	24	october	october	NOUN
spir-10983	1	25	2019	2019	NUM
spir-10983	1	26	suggested	suggest	VERB
spir-10983	1	27	citation	citation	NOUN
spir-10983	1	28	(	(	PUNCT
spir-10983	1	29	apa	apa	PROPN
spir-10983	1	30	):	):	PUNCT
spir-10983	1	31	henman	henman	PROPN
spir-10983	1	32	,	,	PUNCT
spir-10983	1	33	p.	p.	NOUN
spir-10983	1	34	(	(	PUNCT
spir-10983	1	35	2019	2019	NUM
spir-10983	1	36	,	,	PUNCT
spir-10983	1	37	october	october	PROPN
spir-10983	1	38	2	2	NUM
spir-10983	1	39	-	-	SYM
spir-10983	1	40	5	5	NUM
spir-10983	1	41	)	)	PUNCT
spir-10983	1	42	.	.	PUNCT
spir-10983	2	1	assessing	assess	VERB
spir-10983	2	2	ethical	ethical	ADJ
spir-10983	2	3	ai	ai	NOUN
spir-10983	2	4	-	-	PUNCT
spir-10983	2	5	based	base	VERB
spir-10983	2	6	decision	decision	NOUN
spir-10983	2	7	-	-	PUNCT
spir-10983	2	8	making	making	NOUN
spir-10983	2	9	.	.	PUNCT
spir-10983	3	1	paper	paper	NOUN
spir-10983	3	2	presented	present	VERB
spir-10983	3	3	at	at	ADP
spir-10983	3	4	aoir	aoir	NOUN
spir-10983	3	5	2019	2019	NUM
spir-10983	3	6	:	:	PUNCT
spir-10983	3	7	the	the	DET
spir-10983	3	8	20th	20th	ADJ
spir-10983	3	9	annual	annual	ADJ
spir-10983	3	10	conference	conference	NOUN
spir-10983	3	11	of	of	ADP
spir-10983	3	12	the	the	DET
spir-10983	3	13	association	association	NOUN
spir-10983	3	14	of	of	ADP
spir-10983	3	15	internet	internet	NOUN
spir-10983	3	16	researchers	researcher	NOUN
spir-10983	3	17	.	.	PUNCT
spir-10983	4	1	brisbane	brisbane	PROPN
spir-10983	4	2	,	,	PUNCT
spir-10983	4	3	australia	australia	PROPN
spir-10983	4	4	:	:	PUNCT
spir-10983	4	5	aoir	aoir	NOUN
spir-10983	4	6	.	.	PUNCT
spir-10983	4	7	retrieved	retrieve	VERB
spir-10983	4	8	from	from	ADP
spir-10983	4	9	http://spir.aoir.org	http://spir.aoir.org	PROPN
spir-10983	4	10	.	.	PUNCT
spir-10983	5	1	assessing	assess	VERB
spir-10983	5	2	ethical	ethical	ADJ
spir-10983	5	3	ai	ai	NOUN
spir-10983	5	4	-	-	PUNCT
spir-10983	5	5	based	base	VERB
spir-10983	5	6	decision	decision	NOUN
spir-10983	5	7	-	-	PUNCT
spir-10983	5	8	making	making	NOUN
spir-10983	5	9	:	:	PUNCT
spir-10983	5	10	towards	towards	ADP
spir-10983	5	11	an	an	DET
spir-10983	5	12	applied	apply	VERB
spir-10983	5	13	analytical	analytical	ADJ
spir-10983	5	14	framework	framework	NOUN
spir-10983	5	15	paul	paul	PROPN
spir-10983	5	16	henman	henman	PROPN
spir-10983	5	17	university	university	PROPN
spir-10983	5	18	of	of	ADP
spir-10983	5	19	queensland	queensland	PROPN
spir-10983	5	20	introduction	introduction	NOUN
spir-10983	5	21	globally	globally	ADV
spir-10983	5	22	,	,	PUNCT
spir-10983	5	23	there	there	PRON
spir-10983	5	24	is	be	VERB
spir-10983	5	25	strong	strong	ADJ
spir-10983	5	26	enthusiasm	enthusiasm	NOUN
spir-10983	5	27	for	for	ADP
spir-10983	5	28	using	use	VERB
spir-10983	5	29	artificial	artificial	ADJ
spir-10983	5	30	intelligence	intelligence	NOUN
spir-10983	5	31	(	(	PUNCT
spir-10983	5	32	ai	ai	NOUN
spir-10983	5	33	)	)	PUNCT
spir-10983	5	34	in	in	ADP
spir-10983	5	35	government	government	NOUN
spir-10983	5	36	decision	decision	NOUN
spir-10983	5	37	making	making	NOUN
spir-10983	5	38	.	.	PUNCT
spir-10983	6	1	in	in	ADP
spir-10983	6	2	activities	activity	NOUN
spir-10983	6	3	as	as	ADV
spir-10983	6	4	diverse	diverse	ADJ
spir-10983	6	5	as	as	ADP
spir-10983	6	6	assessing	assess	VERB
spir-10983	6	7	individuals	individual	NOUN
spir-10983	6	8	’	'	PUNCT
spir-10983	6	9	national	national	ADJ
spir-10983	6	10	security	security	NOUN
spir-10983	6	11	risk	risk	NOUN
spir-10983	6	12	,	,	PUNCT
spir-10983	6	13	allocating	allocate	VERB
spir-10983	6	14	social	social	ADJ
spir-10983	6	15	housing	housing	NOUN
spir-10983	6	16	services	service	NOUN
spir-10983	6	17	,	,	PUNCT
spir-10983	6	18	deciding	decide	VERB
spir-10983	6	19	parole	parole	NOUN
spir-10983	6	20	applications	application	NOUN
spir-10983	6	21	,	,	PUNCT
spir-10983	6	22	and	and	CCONJ
spir-10983	6	23	identifying	identify	VERB
spir-10983	6	24	tax	tax	NOUN
spir-10983	6	25	fraud	fraud	NOUN
spir-10983	6	26	,	,	PUNCT
spir-10983	6	27	ai	ai	VERB
spir-10983	6	28	is	be	AUX
spir-10983	6	29	being	be	AUX
spir-10983	6	30	promoted	promote	VERB
spir-10983	6	31	and	and	CCONJ
spir-10983	6	32	adopted	adopt	VERB
spir-10983	6	33	as	as	ADP
spir-10983	6	34	an	an	DET
spir-10983	6	35	efficient	efficient	ADJ
spir-10983	6	36	,	,	PUNCT
spir-10983	6	37	effective	effective	ADJ
spir-10983	6	38	,	,	PUNCT
spir-10983	6	39	unbiased	unbiased	ADJ
spir-10983	6	40	and	and	CCONJ
spir-10983	6	41	errorfree	errorfree	NOUN
spir-10983	6	42	approach	approach	NOUN
spir-10983	6	43	to	to	ADP
spir-10983	6	44	government	government	NOUN
spir-10983	6	45	decision	decision	NOUN
spir-10983	6	46	making	making	NOUN
spir-10983	6	47	.	.	PUNCT
spir-10983	7	1	simultaneously	simultaneously	ADV
spir-10983	7	2	,	,	PUNCT
spir-10983	7	3	people	people	NOUN
spir-10983	7	4	are	be	AUX
spir-10983	7	5	expressing	express	VERB
spir-10983	7	6	words	word	NOUN
spir-10983	7	7	of	of	ADP
spir-10983	7	8	caution	caution	NOUN
spir-10983	7	9	that	that	SCONJ
spir-10983	7	10	this	this	DET
spir-10983	7	11	algorithmic	algorithmic	ADJ
spir-10983	7	12	approach	approach	NOUN
spir-10983	7	13	is	be	AUX
spir-10983	7	14	not	not	PART
spir-10983	7	15	without	without	ADP
spir-10983	7	16	significant	significant	ADJ
spir-10983	7	17	downsides	downside	NOUN
spir-10983	7	18	including	include	VERB
spir-10983	7	19	bias	bias	NOUN
spir-10983	7	20	,	,	PUNCT
spir-10983	7	21	exacerbating	exacerbate	VERB
spir-10983	7	22	discrimination	discrimination	NOUN
spir-10983	7	23	and	and	CCONJ
spir-10983	7	24	inequalities	inequality	NOUN
spir-10983	7	25	,	,	PUNCT
spir-10983	7	26	and	and	CCONJ
spir-10983	7	27	reducing	reduce	VERB
spir-10983	7	28	government	government	NOUN
spir-10983	7	29	accountability	accountability	NOUN
spir-10983	7	30	and	and	CCONJ
spir-10983	7	31	transparency	transparency	NOUN
spir-10983	7	32	(	(	PUNCT
spir-10983	7	33	e.g.	e.g.	ADV
spir-10983	7	34	eubanks	eubank	NOUN
spir-10983	7	35	2017	2017	NUM
spir-10983	7	36	;	;	PUNCT
spir-10983	7	37	pasquale	pasquale	NOUN
spir-10983	7	38	2015	2015	NUM
spir-10983	7	39	)	)	PUNCT
spir-10983	7	40	.	.	PUNCT
spir-10983	8	1	consequently	consequently	ADV
spir-10983	8	2	,	,	PUNCT
spir-10983	8	3	there	there	PRON
spir-10983	8	4	has	have	AUX
spir-10983	8	5	been	be	AUX
spir-10983	8	6	a	a	DET
spir-10983	8	7	flurry	flurry	NOUN
spir-10983	8	8	of	of	ADP
spir-10983	8	9	work	work	NOUN
spir-10983	8	10	striving	strive	VERB
spir-10983	8	11	to	to	PART
spir-10983	8	12	identify	identify	VERB
spir-10983	8	13	challenges	challenge	NOUN
spir-10983	8	14	,	,	PUNCT
spir-10983	8	15	principles	principle	NOUN
spir-10983	8	16	,	,	PUNCT
spir-10983	8	17	policies	policy	NOUN
spir-10983	8	18	,	,	PUNCT
spir-10983	8	19	regulations	regulation	NOUN
spir-10983	8	20	and	and	CCONJ
spir-10983	8	21	institutions	institution	NOUN
spir-10983	8	22	for	for	ADP
spir-10983	8	23	enacting	enact	VERB
spir-10983	8	24	ethical	ethical	ADJ
spir-10983	8	25	ai	ai	NOUN
spir-10983	8	26	within	within	ADP
spir-10983	8	27	government	government	NOUN
spir-10983	8	28	,	,	PUNCT
spir-10983	8	29	and	and	CCONJ
spir-10983	8	30	society	society	NOUN
spir-10983	8	31	more	more	ADV
spir-10983	8	32	broadly	broadly	ADV
spir-10983	8	33	(	(	PUNCT
spir-10983	8	34	e.g.	e.g.	ADV
spir-10983	8	35	uk	uk	PROPN
spir-10983	8	36	,	,	PUNCT
spir-10983	8	37	2018	2018	NUM
spir-10983	8	38	;	;	PUNCT
spir-10983	8	39	australia	australia	PROPN
spir-10983	8	40	,	,	PUNCT
spir-10983	8	41	2018	2018	NUM
spir-10983	8	42	;	;	PUNCT
spir-10983	8	43	council	council	PROPN
spir-10983	8	44	of	of	ADP
spir-10983	8	45	europe	europe	PROPN
spir-10983	8	46	,	,	PUNCT
spir-10983	8	47	2018	2018	NUM
spir-10983	8	48	;	;	PUNCT
spir-10983	8	49	campolo	campolo	PROPN
spir-10983	8	50	et	et	PROPN
spir-10983	8	51	al	al	PROPN
spir-10983	8	52	2017	2017	NUM
spir-10983	8	53	)	)	PUNCT
spir-10983	8	54	.	.	PUNCT
spir-10983	9	1	these	these	DET
spir-10983	9	2	ethical	ethical	ADJ
spir-10983	9	3	ai	ai	ADJ
spir-10983	9	4	frameworks	framework	NOUN
spir-10983	9	5	operate	operate	VERB
spir-10983	9	6	primarily	primarily	ADV
spir-10983	9	7	at	at	ADP
spir-10983	9	8	the	the	DET
spir-10983	9	9	abstract	abstract	ADJ
spir-10983	9	10	level	level	NOUN
spir-10983	9	11	of	of	ADP
spir-10983	9	12	issues	issue	NOUN
spir-10983	9	13	and	and	CCONJ
spir-10983	9	14	dimensions	dimension	NOUN
spir-10983	9	15	.	.	PUNCT
spir-10983	10	1	an	an	DET
spir-10983	10	2	elusive	elusive	ADJ
spir-10983	10	3	dimension	dimension	NOUN
spir-10983	10	4	in	in	ADP
spir-10983	10	5	these	these	DET
spir-10983	10	6	discussions	discussion	NOUN
spir-10983	10	7	and	and	CCONJ
spir-10983	10	8	proposals	proposal	NOUN
spir-10983	10	9	is	be	AUX
spir-10983	10	10	applied	apply	VERB
spir-10983	10	11	or	or	CCONJ
spir-10983	10	12	practical	practical	ADJ
spir-10983	10	13	mechanisms	mechanism	NOUN
spir-10983	10	14	and	and	CCONJ
spir-10983	10	15	methodologies	methodology	NOUN
spir-10983	10	16	by	by	ADP
spir-10983	10	17	which	which	PRON
spir-10983	10	18	specific	specific	ADJ
spir-10983	10	19	ais	ais	NOUN
spir-10983	10	20	can	can	AUX
spir-10983	10	21	be	be	AUX
spir-10983	10	22	assessed	assess	VERB
spir-10983	10	23	as	as	ADP
spir-10983	10	24	un	un	PROPN
spir-10983	10	25	/	/	SYM
spir-10983	10	26	ethical	ethical	ADJ
spir-10983	10	27	.	.	PUNCT
spir-10983	11	1	we	we	PRON
spir-10983	11	2	therefore	therefore	ADV
spir-10983	11	3	remain	remain	VERB
spir-10983	11	4	poorly	poorly	ADV
spir-10983	11	5	equipped	equip	VERB
spir-10983	11	6	to	to	PART
spir-10983	11	7	assess	assess	VERB
spir-10983	11	8	the	the	DET
spir-10983	11	9	ethics	ethic	NOUN
spir-10983	11	10	of	of	ADP
spir-10983	11	11	an	an	DET
spir-10983	11	12	particular	particular	ADJ
spir-10983	11	13	ai	ai	AUX
spir-10983	11	14	based	base	VERB
spir-10983	11	15	on	on	ADP
spir-10983	11	16	its	its	PRON
spir-10983	11	17	design	design	NOUN
spir-10983	11	18	and	and	CCONJ
spir-10983	11	19	operation	operation	NOUN
spir-10983	11	20	.	.	PUNCT
spir-10983	12	1	one	one	NUM
spir-10983	12	2	approach	approach	NOUN
spir-10983	12	3	suggested	suggest	VERB
spir-10983	12	4	by	by	ADP
spir-10983	12	5	australia	australia	PROPN
spir-10983	12	6	’s	’s	PART
spir-10983	12	7	department	department	PROPN
spir-10983	12	8	of	of	ADP
spir-10983	12	9	industry	industry	NOUN
spir-10983	12	10	,	,	PUNCT
spir-10983	12	11	innovation	innovation	NOUN
spir-10983	12	12	and	and	CCONJ
spir-10983	12	13	science	science	NOUN
spir-10983	12	14	(	(	PUNCT
spir-10983	12	15	2019	2019	NUM
spir-10983	12	16	)	)	PUNCT
spir-10983	12	17	provides	provide	VERB
spir-10983	12	18	a	a	DET
spir-10983	12	19	“	"	PUNCT
spir-10983	12	20	toolkit	toolkit	NOUN
spir-10983	12	21	for	for	ADP
spir-10983	12	22	ethical	ethical	ADJ
spir-10983	12	23	ai	ai	NOUN
spir-10983	12	24	”	"	PUNCT
spir-10983	12	25	that	that	PRON
spir-10983	12	26	includes	include	VERB
spir-10983	12	27	impact	impact	NOUN
spir-10983	12	28	assessments	assessment	NOUN
spir-10983	12	29	,	,	PUNCT
spir-10983	12	30	risk	risk	NOUN
spir-10983	12	31	assessments	assessment	NOUN
spir-10983	12	32	,	,	PUNCT
spir-10983	12	33	review	review	NOUN
spir-10983	12	34	,	,	PUNCT
spir-10983	12	35	best	good	ADJ
spir-10983	12	36	practice	practice	NOUN
spir-10983	12	37	guidelines	guideline	NOUN
spir-10983	12	38	,	,	PUNCT
spir-10983	12	39	industry	industry	NOUN
spir-10983	12	40	standards	standard	NOUN
spir-10983	12	41	,	,	PUNCT
spir-10983	12	42	collaboration	collaboration	NOUN
spir-10983	12	43	,	,	PUNCT
spir-10983	12	44	monitoring	monitoring	NOUN
spir-10983	12	45	,	,	PUNCT
spir-10983	12	46	improvement	improvement	NOUN
spir-10983	12	47	and	and	CCONJ
spir-10983	12	48	recourse	recourse	NOUN
spir-10983	12	49	mechanisms	mechanism	NOUN
spir-10983	12	50	,	,	PUNCT
spir-10983	12	51	and	and	CCONJ
spir-10983	12	52	consultation	consultation	NOUN
spir-10983	12	53	.	.	PUNCT
spir-10983	13	1	the	the	DET
spir-10983	13	2	uk	uk	PROPN
spir-10983	13	3	government	government	NOUN
spir-10983	13	4	recently	recently	ADV
spir-10983	13	5	published	publish	VERB
spir-10983	13	6	a	a	DET
spir-10983	13	7	guide	guide	NOUN
spir-10983	13	8	to	to	ADP
spir-10983	13	9	using	use	VERB
spir-10983	13	10	artificial	artificial	ADJ
spir-10983	13	11	intelligence	intelligence	NOUN
spir-10983	13	12	in	in	ADP
spir-10983	13	13	the	the	DET
spir-10983	13	14	public	public	ADJ
spir-10983	13	15	sector	sector	NOUN
spir-10983	13	16	(	(	PUNCT
spir-10983	13	17	2019	2019	NUM
spir-10983	13	18	)	)	PUNCT
spir-10983	13	19	,	,	PUNCT
spir-10983	13	20	which	which	PRON
spir-10983	13	21	focuses	focus	VERB
spir-10983	13	22	on	on	ADP
spir-10983	13	23	assessing	assess	VERB
spir-10983	13	24	,	,	PUNCT
spir-10983	13	25	planning	planning	NOUN
spir-10983	13	26	and	and	CCONJ
spir-10983	13	27	managing	managing	NOUN
spir-10983	13	28	ai	ai	NOUN
spir-10983	13	29	,	,	PUNCT
spir-10983	13	30	and	and	CCONJ
spir-10983	13	31	using	use	VERB
spir-10983	13	32	ai	ai	VERB
spir-10983	13	33	ethically	ethically	ADV
spir-10983	13	34	and	and	CCONJ
spir-10983	13	35	safely	safely	ADV
spir-10983	13	36	.	.	PUNCT
spir-10983	14	1	the	the	DET
spir-10983	14	2	purpose	purpose	NOUN
spir-10983	14	3	of	of	ADP
spir-10983	14	4	this	this	DET
spir-10983	14	5	paper	paper	NOUN
spir-10983	14	6	is	be	AUX
spir-10983	14	7	to	to	PART
spir-10983	14	8	complement	complement	VERB
spir-10983	14	9	and	and	CCONJ
spir-10983	14	10	extend	extend	VERB
spir-10983	14	11	these	these	DET
spir-10983	14	12	works	work	NOUN
spir-10983	14	13	,	,	PUNCT
spir-10983	14	14	by	by	ADP
spir-10983	14	15	proposing	propose	VERB
spir-10983	14	16	an	an	DET
spir-10983	14	17	more	more	ADV
spir-10983	14	18	practical	practical	ADJ
spir-10983	14	19	analytical	analytical	ADJ
spir-10983	14	20	framework	framework	NOUN
spir-10983	14	21	that	that	PRON
spir-10983	14	22	gets	get	VERB
spir-10983	14	23	closer	close	ADJ
spir-10983	14	24	to	to	ADP
spir-10983	14	25	the	the	DET
spir-10983	14	26	actual	actual	ADJ
spir-10983	14	27	characteristics	characteristic	NOUN
spir-10983	14	28	of	of	ADP
spir-10983	14	29	an	an	DET
spir-10983	14	30	ai	ai	NOUN
spir-10983	14	31	,	,	PUNCT
spir-10983	14	32	and	and	CCONJ
spir-10983	14	33	which	which	PRON
spir-10983	14	34	can	can	AUX
spir-10983	14	35	help	help	VERB
spir-10983	14	36	guide	guide	VERB
spir-10983	14	37	the	the	DET
spir-10983	14	38	design	design	NOUN
spir-10983	14	39	,	,	PUNCT
spir-10983	14	40	building	building	NOUN
spir-10983	14	41	and	and	CCONJ
spir-10983	14	42	assessment	assessment	NOUN
spir-10983	14	43	of	of	ADP
spir-10983	14	44	ai	ai	NOUN
spir-10983	14	45	-	-	PUNCT
spir-10983	14	46	based	base	VERB
spir-10983	14	47	decision	decision	NOUN
spir-10983	14	48	making	making	NOUN
spir-10983	14	49	.	.	PUNCT
spir-10983	15	1	the	the	DET
spir-10983	15	2	analytical	analytical	ADJ
spir-10983	15	3	tool	tool	NOUN
spir-10983	15	4	is	be	AUX
spir-10983	15	5	constituted	constitute	VERB
spir-10983	15	6	by	by	ADP
spir-10983	15	7	a	a	DET
spir-10983	15	8	series	series	NOUN
spir-10983	15	9	of	of	ADP
spir-10983	15	10	key	key	ADJ
spir-10983	15	11	questions	question	NOUN
spir-10983	15	12	that	that	PRON
spir-10983	15	13	in	in	ADP
spir-10983	15	14	turn	turn	NOUN
spir-10983	15	15	can	can	AUX
spir-10983	15	16	highlight	highlight	VERB
spir-10983	15	17	areas	area	NOUN
spir-10983	15	18	for	for	ADP
spir-10983	15	19	caution	caution	NOUN
spir-10983	15	20	or	or	CCONJ
spir-10983	15	21	concern	concern	NOUN
spir-10983	15	22	.	.	PUNCT
spir-10983	16	1	an	an	DET
spir-10983	16	2	applied	apply	VERB
spir-10983	16	3	analytical	analytical	ADJ
spir-10983	16	4	framework	framework	NOUN
spir-10983	16	5	for	for	ADP
spir-10983	16	6	assessing	assess	VERB
spir-10983	16	7	ethical	ethical	ADJ
spir-10983	16	8	ai	ai	VERB
spir-10983	16	9	ai	ai	VERB
spir-10983	16	10	based	base	VERB
spir-10983	16	11	decision	decision	NOUN
spir-10983	16	12	making	making	NOUN
spir-10983	16	13	can	can	AUX
spir-10983	16	14	be	be	AUX
spir-10983	16	15	summarized	summarize	VERB
spir-10983	16	16	as	as	ADP
spir-10983	16	17	:	:	PUNCT
spir-10983	16	18	ai	ai	AUX
spir-10983	16	19	decision	decision	NOUN
spir-10983	16	20	making	make	VERB
spir-10983	16	21	=	=	SYM
spir-10983	16	22	(	(	PUNCT
spir-10983	16	23	data	datum	NOUN
spir-10983	16	24	*	*	PUNCT
spir-10983	16	25	context	context	NOUN
spir-10983	16	26	)	)	PUNCT
spir-10983	16	27	+	+	NUM
spir-10983	16	28	code	code	NOUN
spir-10983	16	29	+	+	CCONJ
spir-10983	16	30	(	(	PUNCT
spir-10983	16	31	use	use	VERB
spir-10983	16	32	*	*	PUNCT
spir-10983	16	33	context	context	NOUN
spir-10983	16	34	)	)	PUNCT
spir-10983	16	35	an	an	DET
spir-10983	16	36	ai	ai	NOUN
spir-10983	16	37	algorithm	algorithm	NOUN
spir-10983	16	38	requires	require	VERB
spir-10983	16	39	code	code	PROPN
spir-10983	16	40	,	,	PUNCT
spir-10983	16	41	a	a	DET
spir-10983	16	42	set	set	NOUN
spir-10983	16	43	of	of	ADP
spir-10983	16	44	instructions	instruction	NOUN
spir-10983	16	45	,	,	PUNCT
spir-10983	16	46	which	which	PRON
spir-10983	16	47	operates	operate	VERB
spir-10983	16	48	on	on	ADP
spir-10983	16	49	input	input	NOUN
spir-10983	16	50	data	datum	NOUN
spir-10983	16	51	to	to	PART
spir-10983	16	52	produce	produce	VERB
spir-10983	16	53	output	output	NOUN
spir-10983	16	54	data	datum	NOUN
spir-10983	16	55	(	(	PUNCT
spir-10983	16	56	and	and	CCONJ
spir-10983	16	57	actions	action	NOUN
spir-10983	16	58	)	)	PUNCT
spir-10983	16	59	.	.	PUNCT
spir-10983	17	1	such	such	ADJ
spir-10983	17	2	input	input	NOUN
spir-10983	17	3	data	datum	NOUN
spir-10983	17	4	and	and	CCONJ
spir-10983	17	5	the	the	DET
spir-10983	17	6	writing	writing	NOUN
spir-10983	17	7	of	of	ADP
spir-10983	17	8	the	the	DET
spir-10983	17	9	code	code	NOUN
spir-10983	17	10	are	be	AUX
spir-10983	17	11	outcomes	outcome	NOUN
spir-10983	17	12	of	of	ADP
spir-10983	17	13	the	the	DET
spir-10983	17	14	context	context	NOUN
spir-10983	17	15	in	in	ADP
spir-10983	17	16	which	which	PRON
spir-10983	17	17	they	they	PRON
spir-10983	17	18	originate	originate	VERB
spir-10983	17	19	.	.	PUNCT
spir-10983	18	1	the	the	DET
spir-10983	18	2	effects	effect	NOUN
spir-10983	18	3	of	of	ADP
spir-10983	18	4	the	the	DET
spir-10983	18	5	algorithm	algorithm	NOUN
spir-10983	18	6	are	be	AUX
spir-10983	18	7	intimately	intimately	ADV
spir-10983	18	8	tied	tie	VERB
spir-10983	18	9	to	to	ADP
spir-10983	18	10	how	how	SCONJ
spir-10983	18	11	the	the	DET
spir-10983	18	12	algorithmic	algorithmic	ADJ
spir-10983	18	13	output	output	NOUN
spir-10983	18	14	is	be	AUX
spir-10983	18	15	used	use	VERB
spir-10983	18	16	and	and	CCONJ
spir-10983	18	17	its	its	PRON
spir-10983	18	18	wider	wide	ADJ
spir-10983	18	19	context	context	NOUN
spir-10983	18	20	.	.	PUNCT
spir-10983	19	1	data	datum	NOUN
spir-10983	19	2	ai	ai	VERB
spir-10983	19	3	-	-	PUNCT
spir-10983	19	4	based	base	VERB
spir-10983	19	5	decisions	decision	NOUN
spir-10983	19	6	are	be	AUX
spir-10983	19	7	determined	determine	VERB
spir-10983	19	8	on	on	ADP
spir-10983	19	9	the	the	DET
spir-10983	19	10	basis	basis	NOUN
spir-10983	19	11	of	of	ADP
spir-10983	19	12	data	datum	NOUN
spir-10983	19	13	.	.	PUNCT
spir-10983	20	1	algorithms	algorithm	NOUN
spir-10983	20	2	define	define	VERB
spir-10983	20	3	the	the	DET
spir-10983	20	4	data	data	NOUN
spir-10983	20	5	structures	structure	NOUN
spir-10983	20	6	on	on	ADP
spir-10983	20	7	which	which	PRON
spir-10983	20	8	they	they	PRON
spir-10983	20	9	operate	operate	VERB
spir-10983	20	10	.	.	PUNCT
spir-10983	21	1	bias	bias	NOUN
spir-10983	21	2	is	be	AUX
spir-10983	21	3	often	often	ADV
spir-10983	21	4	listed	list	VERB
spir-10983	21	5	as	as	ADP
spir-10983	21	6	an	an	DET
spir-10983	21	7	ethical	ethical	ADJ
spir-10983	21	8	challenge	challenge	NOUN
spir-10983	21	9	of	of	ADP
spir-10983	21	10	ai	ai	ADJ
spir-10983	21	11	decision	decision	NOUN
spir-10983	21	12	making	making	NOUN
spir-10983	21	13	(	(	PUNCT
spir-10983	21	14	e.g.	e.g.	ADV
spir-10983	21	15	noble	noble	ADJ
spir-10983	21	16	2018	2018	NUM
spir-10983	21	17	;	;	PUNCT
spir-10983	21	18	campolo	campolo	PROPN
spir-10983	21	19	et	et	PROPN
spir-10983	21	20	al	al	PROPN
spir-10983	21	21	2017	2017	NUM
spir-10983	21	22	)	)	PUNCT
spir-10983	21	23	.	.	PUNCT
spir-10983	22	1	the	the	DET
spir-10983	22	2	nature	nature	NOUN
spir-10983	22	3	of	of	ADP
spir-10983	22	4	data	datum	NOUN
spir-10983	22	5	used	use	VERB
spir-10983	22	6	to	to	PART
spir-10983	22	7	design	design	VERB
spir-10983	22	8	an	an	DET
spir-10983	22	9	ai	ai	NOUN
spir-10983	22	10	,	,	PUNCT
spir-10983	22	11	as	as	ADP
spir-10983	22	12	input	input	NOUN
spir-10983	22	13	data	datum	NOUN
spir-10983	22	14	for	for	ADP
spir-10983	22	15	learning	learning	NOUN
spir-10983	22	16	,	,	PUNCT
spir-10983	22	17	and	and	CCONJ
spir-10983	22	18	to	to	PART
spir-10983	22	19	provide	provide	VERB
spir-10983	22	20	decisions	decision	NOUN
spir-10983	22	21	,	,	PUNCT
spir-10983	22	22	is	be	AUX
spir-10983	22	23	a	a	DET
spir-10983	22	24	source	source	NOUN
spir-10983	22	25	for	for	ADP
spir-10983	22	26	bias	bias	NOUN
spir-10983	22	27	.	.	PUNCT
spir-10983	23	1	what	what	PRON
spir-10983	23	2	is	be	AUX
spir-10983	23	3	known	know	VERB
spir-10983	23	4	or	or	CCONJ
spir-10983	23	5	not	not	PART
spir-10983	23	6	known	know	VERB
spir-10983	23	7	,	,	PUNCT
spir-10983	23	8	and	and	CCONJ
spir-10983	23	9	the	the	DET
spir-10983	23	10	structure	structure	NOUN
spir-10983	23	11	of	of	ADP
spir-10983	23	12	that	that	DET
spir-10983	23	13	knowledge	knowledge	NOUN
spir-10983	23	14	or	or	CCONJ
spir-10983	23	15	data	data	NOUN
spir-10983	23	16	ontology	ontology	NOUN
spir-10983	23	17	matters	matter	NOUN
spir-10983	23	18	(	(	PUNCT
spir-10983	23	19	davis	davis	PROPN
spir-10983	23	20	2017	2017	NUM
spir-10983	23	21	,	,	PUNCT
spir-10983	23	22	iliadis	iliadi	NOUN
spir-10983	23	23	,	,	PUNCT
spir-10983	23	24	2018	2018	NUM
spir-10983	23	25	;	;	PUNCT
spir-10983	23	26	züllighoven	züllighoven	NUM
spir-10983	23	27	&	&	CCONJ
spir-10983	23	28	keil	keil	PROPN
spir-10983	23	29	-	-	PUNCT
spir-10983	23	30	slawik	slawik	PROPN
spir-10983	23	31	1992	1992	NUM
spir-10983	23	32	)	)	PUNCT
spir-10983	23	33	.	.	PUNCT
spir-10983	24	1	as	as	SCONJ
spir-10983	24	2	the	the	DET
spir-10983	24	3	nature	nature	NOUN
spir-10983	24	4	of	of	ADP
spir-10983	24	5	data	datum	NOUN
spir-10983	24	6	and	and	CCONJ
spir-10983	24	7	data	datum	NOUN
spir-10983	24	8	categories	category	NOUN
spir-10983	24	9	provide	provide	VERB
spir-10983	24	10	the	the	DET
spir-10983	24	11	foundation	foundation	NOUN
spir-10983	24	12	for	for	ADP
spir-10983	24	13	ai	ai	PROPN
spir-10983	24	14	bias	bias	NOUN
spir-10983	24	15	,	,	PUNCT
spir-10983	24	16	identifying	identify	VERB
spir-10983	24	17	its	its	PRON
spir-10983	24	18	data	datum	NOUN
spir-10983	24	19	and	and	CCONJ
spir-10983	24	20	categories	category	NOUN
spir-10983	24	21	are	be	AUX
spir-10983	24	22	therefore	therefore	ADV
spir-10983	24	23	central	central	ADJ
spir-10983	24	24	for	for	ADP
spir-10983	24	25	assessing	assess	VERB
spir-10983	24	26	the	the	DET
spir-10983	24	27	ethicality	ethicality	NOUN
spir-10983	24	28	of	of	ADP
spir-10983	24	29	ai	ai	PROPN
spir-10983	24	30	.	.	PUNCT
spir-10983	25	1	does	do	AUX
spir-10983	25	2	the	the	DET
spir-10983	25	3	ai	ai	VERB
spir-10983	25	4	incorporate	incorporate	VERB
spir-10983	25	5	social	social	ADJ
spir-10983	25	6	categories	category	NOUN
spir-10983	25	7	associated	associate	VERB
spir-10983	25	8	with	with	ADP
spir-10983	25	9	disadvantage	disadvantage	NOUN
spir-10983	25	10	(	(	PUNCT
spir-10983	25	11	e.g.	e.g.	ADV
spir-10983	25	12	sex	sex	NOUN
spir-10983	25	13	,	,	PUNCT
spir-10983	25	14	ethnicity	ethnicity	NOUN
spir-10983	25	15	/	/	SYM
spir-10983	25	16	race	race	NOUN
spir-10983	25	17	,	,	PUNCT
spir-10983	25	18	religion	religion	NOUN
spir-10983	25	19	,	,	PUNCT
spir-10983	25	20	sexuality	sexuality	NOUN
spir-10983	25	21	)	)	PUNCT
spir-10983	25	22	?	?	PUNCT
spir-10983	26	1	are	be	AUX
spir-10983	26	2	proxies	proxy	NOUN
spir-10983	26	3	for	for	ADP
spir-10983	26	4	these	these	DET
spir-10983	26	5	used	use	VERB
spir-10983	26	6	(	(	PUNCT
spir-10983	26	7	e.g.	e.g.	ADV
spir-10983	26	8	names	name	NOUN
spir-10983	26	9	,	,	PUNCT
spir-10983	26	10	place	place	NOUN
spir-10983	26	11	of	of	ADP
spir-10983	26	12	birth	birth	NOUN
spir-10983	26	13	,	,	PUNCT
spir-10983	26	14	address	address	NOUN
spir-10983	26	15	,	,	PUNCT
spir-10983	26	16	nationality	nationality	NOUN
spir-10983	26	17	)	)	PUNCT
spir-10983	26	18	?	?	PUNCT
spir-10983	27	1	data	datum	NOUN
spir-10983	27	2	context	context	VERB
spir-10983	27	3	the	the	DET
spir-10983	27	4	context	context	NOUN
spir-10983	27	5	of	of	ADP
spir-10983	27	6	data	datum	NOUN
spir-10983	27	7	generation	generation	NOUN
spir-10983	27	8	and	and	CCONJ
spir-10983	27	9	data	datum	NOUN
spir-10983	27	10	for	for	ADP
spir-10983	27	11	learning	learn	VERB
spir-10983	27	12	deeply	deeply	ADV
spir-10983	27	13	shapes	shape	VERB
spir-10983	27	14	the	the	DET
spir-10983	27	15	quality	quality	NOUN
spir-10983	27	16	and	and	CCONJ
spir-10983	27	17	potential	potential	NOUN
spir-10983	27	18	for	for	ADP
spir-10983	27	19	bias	bias	NOUN
spir-10983	27	20	in	in	ADP
spir-10983	27	21	data	datum	NOUN
spir-10983	27	22	.	.	PUNCT
spir-10983	28	1	for	for	ADP
spir-10983	28	2	example	example	NOUN
spir-10983	28	3	,	,	PUNCT
spir-10983	28	4	critics	critic	NOUN
spir-10983	28	5	of	of	ADP
spir-10983	28	6	using	use	VERB
spir-10983	28	7	ai	ai	NOUN
spir-10983	28	8	in	in	ADP
spir-10983	28	9	the	the	DET
spir-10983	28	10	criminal	criminal	ADJ
spir-10983	28	11	justice	justice	NOUN
spir-10983	28	12	system	system	NOUN
spir-10983	28	13	argue	argue	VERB
spir-10983	28	14	that	that	SCONJ
spir-10983	28	15	because	because	SCONJ
spir-10983	28	16	criminal	criminal	ADJ
spir-10983	28	17	justice	justice	NOUN
spir-10983	28	18	statistics	statistic	NOUN
spir-10983	28	19	arise	arise	VERB
spir-10983	28	20	out	out	ADP
spir-10983	28	21	of	of	ADP
spir-10983	28	22	a	a	DET
spir-10983	28	23	racially	racially	ADV
spir-10983	28	24	biased	biased	ADJ
spir-10983	28	25	system	system	NOUN
spir-10983	28	26	,	,	PUNCT
spir-10983	28	27	an	an	DET
spir-10983	28	28	ai	ai	AUX
spir-10983	28	29	trained	train	VERB
spir-10983	28	30	on	on	ADP
spir-10983	28	31	that	that	DET
spir-10983	28	32	data	data	NOUN
spir-10983	28	33	is	be	AUX
spir-10983	28	34	likely	likely	ADJ
spir-10983	28	35	to	to	PART
spir-10983	28	36	make	make	VERB
spir-10983	28	37	decisions	decision	NOUN
spir-10983	28	38	that	that	PRON
spir-10983	28	39	reproduce	reproduce	VERB
spir-10983	28	40	that	that	SCONJ
spir-10983	28	41	racial	racial	ADJ
spir-10983	28	42	bias	bias	NOUN
spir-10983	28	43	(	(	PUNCT
spir-10983	28	44	c.f	c.f	PROPN
spir-10983	28	45	.	.	PUNCT
spir-10983	28	46	noble	noble	ADJ
spir-10983	28	47	2018	2018	NUM
spir-10983	28	48	)	)	PUNCT
spir-10983	28	49	.	.	PUNCT
spir-10983	29	1	could	could	AUX
spir-10983	29	2	the	the	DET
spir-10983	29	3	training	training	NOUN
spir-10983	29	4	set	set	NOUN
spir-10983	29	5	data	datum	NOUN
spir-10983	29	6	be	be	AUX
spir-10983	29	7	‘	'	PUNCT
spir-10983	29	8	biased	biased	ADJ
spir-10983	29	9	’	'	PUNCT
spir-10983	29	10	(	(	PUNCT
spir-10983	29	11	e.g.	e.g.	ADV
spir-10983	29	12	not	not	PART
spir-10983	29	13	representative	representative	NOUN
spir-10983	29	14	,	,	PUNCT
spir-10983	29	15	of	of	ADP
spir-10983	29	16	poor	poor	ADJ
spir-10983	29	17	quality	quality	NOUN
spir-10983	29	18	,	,	PUNCT
spir-10983	29	19	reflecting	reflect	VERB
spir-10983	29	20	structural	structural	ADJ
spir-10983	29	21	inequalities	inequality	NOUN
spir-10983	29	22	)	)	PUNCT
spir-10983	29	23	?	?	PUNCT
spir-10983	30	1	code	code	NOUN
spir-10983	30	2	algorithms	algorithm	NOUN
spir-10983	30	3	execute	execute	VERB
spir-10983	30	4	operations	operation	NOUN
spir-10983	30	5	based	base	VERB
spir-10983	30	6	on	on	ADP
spir-10983	30	7	a	a	DET
spir-10983	30	8	program	program	NOUN
spir-10983	30	9	or	or	CCONJ
spir-10983	30	10	code	code	NOUN
spir-10983	30	11	.	.	PUNCT
spir-10983	31	1	the	the	DET
spir-10983	31	2	code	code	NOUN
spir-10983	31	3	defines	define	VERB
spir-10983	31	4	how	how	SCONJ
spir-10983	31	5	input	input	ADJ
spir-10983	31	6	data	data	NOUN
spir-10983	31	7	is	be	AUX
spir-10983	31	8	operated	operate	VERB
spir-10983	31	9	on	on	ADP
spir-10983	31	10	in	in	ADP
spir-10983	31	11	order	order	NOUN
spir-10983	31	12	to	to	PART
spir-10983	31	13	produce	produce	VERB
spir-10983	31	14	output	output	NOUN
spir-10983	31	15	data	datum	NOUN
spir-10983	31	16	and/or	and/or	CCONJ
spir-10983	31	17	actions	action	NOUN
spir-10983	31	18	.	.	PUNCT
spir-10983	32	1	understanding	understand	VERB
spir-10983	32	2	how	how	SCONJ
spir-10983	32	3	input	input	NOUN
spir-10983	32	4	data	data	NOUN
spir-10983	32	5	is	be	AUX
spir-10983	32	6	used	use	VERB
spir-10983	32	7	to	to	PART
spir-10983	32	8	determine	determine	VERB
spir-10983	32	9	outcomes	outcome	NOUN
spir-10983	32	10	is	be	AUX
spir-10983	32	11	thus	thus	ADV
spir-10983	32	12	central	central	ADJ
spir-10983	32	13	for	for	ADP
spir-10983	32	14	assessing	assess	VERB
spir-10983	32	15	the	the	DET
spir-10983	32	16	ethicality	ethicality	NOUN
spir-10983	32	17	of	of	ADP
spir-10983	32	18	ai	ai	PROPN
spir-10983	32	19	.	.	PUNCT
spir-10983	33	1	importantly	importantly	ADV
spir-10983	33	2	,	,	PUNCT
spir-10983	33	3	just	just	ADV
spir-10983	33	4	because	because	SCONJ
spir-10983	33	5	social	social	ADJ
spir-10983	33	6	categorical	categorical	ADJ
spir-10983	33	7	data	datum	NOUN
spir-10983	33	8	is	be	AUX
spir-10983	33	9	available	available	ADJ
spir-10983	33	10	,	,	PUNCT
spir-10983	33	11	it	it	PRON
spir-10983	33	12	does	do	AUX
spir-10983	33	13	not	not	PART
spir-10983	33	14	necessarily	necessarily	ADV
spir-10983	33	15	follow	follow	VERB
spir-10983	33	16	that	that	SCONJ
spir-10983	33	17	those	those	DET
spir-10983	33	18	categories	category	NOUN
spir-10983	33	19	have	have	VERB
spir-10983	33	20	any	any	DET
spir-10983	33	21	effect	effect	NOUN
spir-10983	33	22	on	on	ADP
spir-10983	33	23	outcomes	outcome	NOUN
spir-10983	33	24	.	.	PUNCT
spir-10983	34	1	does	do	VERB
spir-10983	34	2	the	the	PRON
spir-10983	34	3	ai	ai	VERB
spir-10983	34	4	differentiate	differentiate	NOUN
spir-10983	34	5	along	along	ADP
spir-10983	34	6	social	social	ADJ
spir-10983	34	7	categories	category	NOUN
spir-10983	34	8	associated	associate	VERB
spir-10983	34	9	with	with	ADP
spir-10983	34	10	disadvantage	disadvantage	NOUN
spir-10983	34	11	(	(	PUNCT
spir-10983	34	12	e.g.	e.g.	ADV
spir-10983	34	13	sex	sex	NOUN
spir-10983	34	14	,	,	PUNCT
spir-10983	34	15	ethnicity	ethnicity	NOUN
spir-10983	34	16	/	/	SYM
spir-10983	34	17	race	race	NOUN
spir-10983	34	18	,	,	PUNCT
spir-10983	34	19	religion	religion	NOUN
spir-10983	34	20	,	,	PUNCT
spir-10983	34	21	sexuality	sexuality	NOUN
spir-10983	34	22	)	)	PUNCT
spir-10983	34	23	?	?	PUNCT
spir-10983	35	1	if	if	SCONJ
spir-10983	35	2	so	so	ADV
spir-10983	35	3	,	,	PUNCT
spir-10983	35	4	does	do	AUX
spir-10983	35	5	it	it	PRON
spir-10983	35	6	make	make	VERB
spir-10983	35	7	scientific	scientific	ADJ
spir-10983	35	8	and/or	and/or	CCONJ
spir-10983	35	9	ethical	ethical	ADJ
spir-10983	35	10	sense	sense	NOUN
spir-10983	35	11	to	to	PART
spir-10983	35	12	treat	treat	VERB
spir-10983	35	13	individuals	individual	NOUN
spir-10983	35	14	differently	differently	ADV
spir-10983	35	15	based	base	VERB
spir-10983	35	16	on	on	ADP
spir-10983	35	17	cohort	cohort	NOUN
spir-10983	35	18	characteristics	characteristic	NOUN
spir-10983	35	19	?	?	PUNCT
spir-10983	36	1	is	be	AUX
spir-10983	36	2	the	the	DET
spir-10983	36	3	algorithm	algorithm	NOUN
spir-10983	36	4	based	base	VERB
spir-10983	36	5	on	on	ADP
spir-10983	36	6	proxy	proxy	ADJ
spir-10983	36	7	data	datum	NOUN
spir-10983	36	8	to	to	PART
spir-10983	36	9	make	make	VERB
spir-10983	36	10	decisions	decision	NOUN
spir-10983	36	11	(	(	PUNCT
spir-10983	36	12	e.g.	e.g.	ADV
spir-10983	36	13	assuming	assume	VERB
spir-10983	36	14	neglect	neglect	NOUN
spir-10983	36	15	=	=	PUNCT
spir-10983	36	16	abuse	abuse	NOUN
spir-10983	36	17	;	;	PUNCT
spir-10983	36	18	student	student	NOUN
spir-10983	36	19	performance	performance	NOUN
spir-10983	36	20	=	=	NOUN
spir-10983	36	21	teacher	teacher	NOUN
spir-10983	36	22	performance	performance	NOUN
spir-10983	36	23	)	)	PUNCT
spir-10983	36	24	?	?	PUNCT
spir-10983	37	1	in	in	ADP
spir-10983	37	2	traditional	traditional	ADJ
spir-10983	37	3	algorithms	algorithm	NOUN
spir-10983	37	4	the	the	DET
spir-10983	37	5	relationships	relationship	NOUN
spir-10983	37	6	between	between	ADP
spir-10983	37	7	input	input	NOUN
spir-10983	37	8	and	and	CCONJ
spir-10983	37	9	output	output	NOUN
spir-10983	37	10	variables	variable	NOUN
spir-10983	37	11	is	be	AUX
spir-10983	37	12	defined	define	VERB
spir-10983	37	13	by	by	ADP
spir-10983	37	14	programmers	programmer	NOUN
spir-10983	37	15	and	and	CCONJ
spir-10983	37	16	can	can	AUX
spir-10983	37	17	be	be	AUX
spir-10983	37	18	traced	trace	VERB
spir-10983	37	19	,	,	PUNCT
spir-10983	37	20	whereas	whereas	SCONJ
spir-10983	37	21	in	in	ADP
spir-10983	37	22	learning	learn	VERB
spir-10983	37	23	algorithms	algorithm	NOUN
spir-10983	37	24	these	these	DET
spir-10983	37	25	relationships	relationship	NOUN
spir-10983	37	26	are	be	AUX
spir-10983	37	27	‘	'	PUNCT
spir-10983	37	28	learnt	learn	VERB
spir-10983	37	29	’	'	PUNCT
spir-10983	37	30	by	by	ADP
spir-10983	37	31	trial	trial	NOUN
spir-10983	37	32	and	and	CCONJ
spir-10983	37	33	error	error	NOUN
spir-10983	37	34	in	in	ADP
spir-10983	37	35	matching	match	VERB
spir-10983	37	36	input	input	NOUN
spir-10983	37	37	data	datum	NOUN
spir-10983	37	38	with	with	ADP
spir-10983	37	39	a	a	DET
spir-10983	37	40	learning	learning	NOUN
spir-10983	37	41	set	set	NOUN
spir-10983	37	42	of	of	ADP
spir-10983	37	43	output	output	NOUN
spir-10983	37	44	data	datum	NOUN
spir-10983	37	45	.	.	PUNCT
spir-10983	38	1	consequently	consequently	ADV
spir-10983	38	2	,	,	PUNCT
spir-10983	38	3	in	in	ADP
spir-10983	38	4	evaluating	evaluate	VERB
spir-10983	38	5	ai	ai	VERB
spir-10983	38	6	alternative	alternative	ADJ
spir-10983	38	7	approaches	approach	NOUN
spir-10983	38	8	are	be	AUX
spir-10983	38	9	needed	need	VERB
spir-10983	38	10	,	,	PUNCT
spir-10983	38	11	such	such	ADJ
spir-10983	38	12	as	as	ADP
spir-10983	38	13	testing	testing	NOUN
spir-10983	38	14	and	and	CCONJ
spir-10983	38	15	reverse	reverse	ADJ
spir-10983	38	16	engineering	engineering	NOUN
spir-10983	38	17	(	(	PUNCT
spir-10983	38	18	watcher	watcher	NOUN
spir-10983	38	19	et	et	NOUN
spir-10983	38	20	al	al	PROPN
spir-10983	38	21	2018	2018	NUM
spir-10983	38	22	)	)	PUNCT
spir-10983	38	23	.	.	PUNCT
spir-10983	39	1	use	use	VERB
spir-10983	39	2	ai	ai	NOUN
spir-10983	39	3	-	-	PUNCT
spir-10983	39	4	based	base	VERB
spir-10983	39	5	decision	decision	NOUN
spir-10983	39	6	-	-	PUNCT
spir-10983	39	7	making	making	NOUN
spir-10983	39	8	about	about	ADP
spir-10983	39	9	individuals	individual	NOUN
spir-10983	39	10	,	,	PUNCT
spir-10983	39	11	necessarily	necessarily	ADV
spir-10983	39	12	involves	involve	VERB
spir-10983	39	13	differentiating	differentiate	VERB
spir-10983	39	14	between	between	ADP
spir-10983	39	15	individuals	individual	NOUN
spir-10983	39	16	.	.	PUNCT
spir-10983	40	1	a	a	DET
spir-10983	40	2	key	key	ADJ
spir-10983	40	3	ethical	ethical	ADJ
spir-10983	40	4	overarching	overarching	ADJ
spir-10983	40	5	consideration	consideration	NOUN
spir-10983	40	6	is	be	AUX
spir-10983	40	7	whether	whether	SCONJ
spir-10983	40	8	these	these	DET
spir-10983	40	9	decisions	decision	NOUN
spir-10983	40	10	could	could	AUX
spir-10983	40	11	increase	increase	VERB
spir-10983	40	12	(	(	PUNCT
spir-10983	40	13	or	or	CCONJ
spir-10983	40	14	ameliorate	ameliorate	VERB
spir-10983	40	15	)	)	PUNCT
spir-10983	40	16	social	social	ADJ
spir-10983	40	17	structures	structure	NOUN
spir-10983	40	18	and	and	CCONJ
spir-10983	40	19	inequalities	inequality	NOUN
spir-10983	40	20	,	,	PUNCT
spir-10983	40	21	or	or	CCONJ
spir-10983	40	22	increase	increase	VERB
spir-10983	40	23	(	(	PUNCT
spir-10983	40	24	or	or	CCONJ
spir-10983	40	25	reduce	reduce	VERB
spir-10983	40	26	)	)	PUNCT
spir-10983	40	27	overall	overall	ADJ
spir-10983	40	28	societal	societal	ADJ
spir-10983	40	29	harms	harm	NOUN
spir-10983	40	30	(	(	PUNCT
spir-10983	40	31	such	such	ADJ
spir-10983	40	32	as	as	ADP
spir-10983	40	33	bombing	bombing	NOUN
spir-10983	40	34	in	in	ADP
spir-10983	40	35	an	an	DET
spir-10983	40	36	urban	urban	ADJ
spir-10983	40	37	war	war	NOUN
spir-10983	40	38	environment	environment	PROPN
spir-10983	40	39	)	)	PUNCT
spir-10983	40	40	.	.	PUNCT
spir-10983	41	1	does	do	AUX
spir-10983	41	2	the	the	PRON
spir-10983	41	3	ai	ai	ADJ
spir-10983	41	4	decision	decision	NOUN
spir-10983	41	5	involve	involve	NOUN
spir-10983	41	6	(	(	PUNCT
spir-10983	41	7	a	a	DET
spir-10983	41	8	redistribution	redistribution	NOUN
spir-10983	41	9	of	of	ADP
spir-10983	41	10	)	)	PUNCT
spir-10983	41	11	an	an	DET
spir-10983	41	12	increase	increase	NOUN
spir-10983	41	13	of	of	ADP
spir-10983	41	14	‘	'	PUNCT
spir-10983	41	15	harms	harm	NOUN
spir-10983	41	16	’	'	PUNCT
spir-10983	41	17	or	or	CCONJ
spir-10983	41	18	disadvantages	disadvantage	NOUN
spir-10983	41	19	(	(	PUNCT
spir-10983	41	20	particularly	particularly	ADV
spir-10983	41	21	for	for	ADP
spir-10983	41	22	disadvantaged	disadvantaged	ADJ
spir-10983	41	23	groups	group	NOUN
spir-10983	41	24	)	)	PUNCT
spir-10983	41	25	?	?	PUNCT
spir-10983	42	1	use	use	VERB
spir-10983	42	2	context	context	NOUN
spir-10983	42	3	considerations	consideration	NOUN
spir-10983	42	4	about	about	ADP
spir-10983	42	5	the	the	DET
spir-10983	42	6	use	use	NOUN
spir-10983	42	7	context	context	NOUN
spir-10983	42	8	of	of	ADP
spir-10983	42	9	ai	ai	VERB
spir-10983	42	10	based	base	VERB
spir-10983	42	11	decision	decision	NOUN
spir-10983	42	12	making	making	NOUN
spir-10983	42	13	include	include	VERB
spir-10983	42	14	whether	whether	SCONJ
spir-10983	42	15	or	or	CCONJ
spir-10983	42	16	not	not	PART
spir-10983	42	17	humans	human	NOUN
spir-10983	42	18	can	can	AUX
spir-10983	42	19	intervene	intervene	VERB
spir-10983	42	20	to	to	PART
spir-10983	42	21	stop	stop	VERB
spir-10983	42	22	an	an	DET
spir-10983	42	23	ai	ai	NOUN
spir-10983	42	24	decision	decision	NOUN
spir-10983	42	25	,	,	PUNCT
spir-10983	42	26	reverse	reverse	VERB
spir-10983	42	27	its	its	PRON
spir-10983	42	28	impact	impact	NOUN
spir-10983	42	29	(	(	PUNCT
spir-10983	42	30	unlike	unlike	ADP
spir-10983	42	31	diallo	diallo	PROPN
spir-10983	42	32	(	(	PUNCT
spir-10983	42	33	2018	2018	NUM
spir-10983	42	34	)	)	PUNCT
spir-10983	42	35	who	who	PRON
spir-10983	42	36	was	be	AUX
spir-10983	42	37	fired	fire	VERB
spir-10983	42	38	by	by	ADP
spir-10983	42	39	an	an	DET
spir-10983	42	40	algorithm	algorithm	NOUN
spir-10983	42	41	)	)	PUNCT
spir-10983	42	42	,	,	PUNCT
spir-10983	42	43	appeal	appeal	VERB
spir-10983	42	44	an	an	DET
spir-10983	42	45	ai	ai	NOUN
spir-10983	42	46	decision	decision	NOUN
spir-10983	42	47	,	,	PUNCT
spir-10983	42	48	and	and	CCONJ
spir-10983	42	49	seek	seek	VERB
spir-10983	42	50	redress	redress	NOUN
spir-10983	42	51	.	.	PUNCT
spir-10983	43	1	is	be	AUX
spir-10983	43	2	human	human	ADJ
spir-10983	43	3	intervention	intervention	NOUN
spir-10983	43	4	possible	possible	ADJ
spir-10983	43	5	in	in	ADP
spir-10983	43	6	halting	halt	VERB
spir-10983	43	7	,	,	PUNCT
spir-10983	43	8	reversing	reverse	VERB
spir-10983	43	9	and	and	CCONJ
spir-10983	43	10	correcting	correct	VERB
spir-10983	43	11	an	an	DET
spir-10983	43	12	ai	ai	NOUN
spir-10983	43	13	-	-	PUNCT
spir-10983	43	14	based	base	VERB
spir-10983	43	15	decision	decision	NOUN
spir-10983	43	16	?	?	PUNCT
spir-10983	44	1	do	do	AUX
spir-10983	44	2	subjects	subject	NOUN
spir-10983	44	3	have	have	VERB
spir-10983	44	4	the	the	DET
spir-10983	44	5	right	right	NOUN
spir-10983	44	6	to	to	ADP
spir-10983	44	7	an	an	DET
spir-10983	44	8	explanation	explanation	NOUN
spir-10983	44	9	for	for	ADP
spir-10983	44	10	an	an	DET
spir-10983	44	11	ai	ai	NOUN
spir-10983	44	12	based	base	VERB
spir-10983	44	13	decision	decision	NOUN
spir-10983	44	14	?	?	PUNCT
spir-10983	45	1	can	can	AUX
spir-10983	45	2	subjects	subject	NOUN
spir-10983	45	3	affected	affect	VERB
spir-10983	45	4	by	by	ADP
spir-10983	45	5	an	an	DET
spir-10983	45	6	ai	ai	NOUN
spir-10983	45	7	based	base	VERB
spir-10983	45	8	decision	decision	NOUN
spir-10983	45	9	effectively	effectively	ADV
spir-10983	45	10	appeal	appeal	VERB
spir-10983	45	11	and	and	CCONJ
spir-10983	45	12	overturn	overturn	VERB
spir-10983	45	13	that	that	DET
spir-10983	45	14	decision	decision	NOUN
spir-10983	45	15	and	and	CCONJ
spir-10983	45	16	seek	seek	VERB
spir-10983	45	17	appropriate	appropriate	ADJ
spir-10983	45	18	readdress	readdress	NOUN
spir-10983	45	19	?	?	PUNCT
spir-10983	46	1	conclusion	conclusion	NOUN
spir-10983	46	2	building	build	VERB
spir-10983	46	3	ethical	ethical	ADJ
spir-10983	46	4	ai	ai	VERB
spir-10983	46	5	is	be	AUX
spir-10983	46	6	a	a	DET
spir-10983	46	7	widely	widely	ADV
spir-10983	46	8	agreed	agree	VERB
spir-10983	46	9	objective	objective	NOUN
spir-10983	46	10	,	,	PUNCT
spir-10983	46	11	but	but	CCONJ
spir-10983	46	12	there	there	PRON
spir-10983	46	13	is	be	VERB
spir-10983	46	14	little	little	ADJ
spir-10983	46	15	understanding	understanding	NOUN
spir-10983	46	16	of	of	ADP
spir-10983	46	17	how	how	SCONJ
spir-10983	46	18	this	this	PRON
spir-10983	46	19	might	might	AUX
spir-10983	46	20	be	be	AUX
spir-10983	46	21	achieved	achieve	VERB
spir-10983	46	22	.	.	PUNCT
spir-10983	47	1	developing	develop	VERB
spir-10983	47	2	applied	apply	VERB
spir-10983	47	3	analytical	analytical	ADJ
spir-10983	47	4	frameworks	framework	NOUN
spir-10983	47	5	that	that	PRON
spir-10983	47	6	can	can	AUX
spir-10983	47	7	evaluate	evaluate	VERB
spir-10983	47	8	the	the	DET
spir-10983	47	9	design	design	NOUN
spir-10983	47	10	,	,	PUNCT
spir-10983	47	11	development	development	NOUN
spir-10983	47	12	and	and	CCONJ
spir-10983	47	13	operation	operation	NOUN
spir-10983	47	14	of	of	ADP
spir-10983	47	15	specific	specific	ADJ
spir-10983	47	16	ai	ai	NOUN
spir-10983	47	17	decision	decision	NOUN
spir-10983	47	18	-	-	PUNCT
spir-10983	47	19	making	make	VERB
spir-10983	47	20	tools	tool	NOUN
spir-10983	47	21	is	be	AUX
spir-10983	47	22	an	an	DET
spir-10983	47	23	important	important	ADJ
spir-10983	47	24	and	and	CCONJ
spir-10983	47	25	urgent	urgent	ADJ
spir-10983	47	26	task	task	NOUN
spir-10983	47	27	in	in	ADP
spir-10983	47	28	achieving	achieve	VERB
spir-10983	47	29	this	this	DET
spir-10983	47	30	objective	objective	NOUN
spir-10983	47	31	.	.	PUNCT
spir-10983	48	1	this	this	DET
spir-10983	48	2	paper	paper	NOUN
spir-10983	48	3	analytical	analytical	ADJ
spir-10983	48	4	approach	approach	NOUN
spir-10983	48	5	and	and	CCONJ
spir-10983	48	6	series	series	NOUN
spir-10983	48	7	of	of	ADP
spir-10983	48	8	questions	question	NOUN
spir-10983	48	9	can	can	AUX
spir-10983	48	10	in	in	ADP
spir-10983	48	11	turn	turn	NOUN
spir-10983	48	12	be	be	AUX
spir-10983	48	13	deployed	deploy	VERB
spir-10983	48	14	as	as	ADP
spir-10983	48	15	lickert	lickert	ADJ
spir-10983	48	16	scale	scale	NOUN
spir-10983	48	17	questions	question	NOUN
spir-10983	48	18	to	to	PART
spir-10983	48	19	score	score	VERB
spir-10983	48	20	an	an	DET
spir-10983	48	21	ai	ai	NOUN
spir-10983	48	22	’s	’s	PART
spir-10983	48	23	ethics	ethic	NOUN
spir-10983	48	24	.	.	PUNCT
spir-10983	49	1	references	reference	NOUN
spir-10983	49	2	australia	australia	PROPN
spir-10983	49	3	.	.	PUNCT
spir-10983	50	1	department	department	PROPN
spir-10983	50	2	of	of	ADP
spir-10983	50	3	industry	industry	NOUN
spir-10983	50	4	,	,	PUNCT
spir-10983	50	5	innovation	innovation	NOUN
spir-10983	50	6	and	and	CCONJ
spir-10983	50	7	science	science	NOUN
spir-10983	50	8	(	(	PUNCT
spir-10983	50	9	2019	2019	NUM
spir-10983	50	10	)	)	PUNCT
spir-10983	50	11	artificial	artificial	ADJ
spir-10983	50	12	intelligence	intelligence	NOUN
spir-10983	50	13	:	:	PUNCT
spir-10983	50	14	australia	australia	PROPN
spir-10983	50	15	’s	’s	PART
spir-10983	50	16	ethics	ethic	NOUN
spir-10983	50	17	framework	framework	NOUN
spir-10983	50	18	–	–	PUNCT
spir-10983	50	19	a	a	DET
spir-10983	50	20	discussion	discussion	NOUN
spir-10983	50	21	paper	paper	NOUN
spir-10983	50	22	,	,	PUNCT
spir-10983	50	23	canberra	canberra	PROPN
spir-10983	50	24	:	:	PUNCT
spir-10983	50	25	diis	diis	ADJ
spir-10983	50	26	,	,	PUNCT
spir-10983	50	27	https://consult.industry.gov.au/strategic-policy/artificial-intelligence-ethicsframework/supporting_documents/artificialintelligenceethicsframeworkdiscussionpaper	https://consult.industry.gov.au/strategic-policy/artificial-intelligence-ethicsframework/supporting_documents/artificialintelligenceethicsframeworkdiscussionpaper	NOUN
spir-10983	50	28	.	.	PUNCT
spir-10983	51	1	pdf	pdf	PROPN
spir-10983	51	2	australia	australia	PROPN
spir-10983	51	3	.	.	PUNCT
spir-10983	52	1	human	human	ADJ
spir-10983	52	2	rights	right	NOUN
spir-10983	52	3	commissioner	commissioner	NOUN
spir-10983	52	4	(	(	PUNCT
spir-10983	52	5	2018	2018	NUM
spir-10983	52	6	)	)	PUNCT
spir-10983	52	7	new	new	ADJ
spir-10983	52	8	technology	technology	NOUN
spir-10983	52	9	and	and	CCONJ
spir-10983	52	10	human	human	ADJ
spir-10983	52	11	rights	right	NOUN
spir-10983	52	12	,	,	PUNCT
spir-10983	52	13	sydney	sydney	PROPN
spir-10983	52	14	:	:	PUNCT
spir-10983	52	15	ahrc	ahrc	PROPN
spir-10983	52	16	,	,	PUNCT
spir-10983	52	17	tech.humanrights.gov.au/sites/default/files/201807/human%20rights%20and%20technology%20issues%20paper%20final.pdf	tech.humanrights.gov.au/sites/default/files/201807/human%20rights%20and%20technology%20issues%20paper%20final.pdf	PROPN
spir-10983	52	18	.	.	PUNCT
spir-10983	53	1	council	council	PROPN
spir-10983	53	2	of	of	ADP
spir-10983	53	3	europe	europe	PROPN
spir-10983	53	4	.	.	PUNCT
spir-10983	54	1	parliamentary	parliamentary	ADJ
spir-10983	54	2	assembly	assembly	NOUN
spir-10983	54	3	(	(	PUNCT
spir-10983	54	4	2018	2018	NUM
spir-10983	54	5	)	)	PUNCT
spir-10983	54	6	algorithms	algorithm	NOUN
spir-10983	54	7	and	and	CCONJ
spir-10983	54	8	human	human	ADJ
spir-10983	54	9	rights	right	NOUN
spir-10983	54	10	,	,	PUNCT
spir-10983	54	11	stasbourg	stasbourg	NOUN
spir-10983	54	12	:	:	PUNCT
spir-10983	54	13	coe	coe	PROPN
spir-10983	54	14	,	,	PUNCT
spir-10983	54	15	rm.coe.int/algorithms-and-human-rights-study-on-the-human-rightsdimension-of-aut/1680796d10	rm.coe.int/algorithms-and-human-rights-study-on-the-human-rightsdimension-of-aut/1680796d10	PROPN
spir-10983	54	16	.	.	PROPN
spir-10983	55	1	campolo	campolo	PROPN
spir-10983	55	2	,	,	PUNCT
spir-10983	55	3	a.	a.	NOUN
spir-10983	55	4	,	,	PUNCT
spir-10983	55	5	sanfilippo	sanfilippo	NOUN
spir-10983	55	6	,	,	PUNCT
spir-10983	55	7	m.	m.	NOUN
spir-10983	55	8	,	,	PUNCT
spir-10983	55	9	whittaker	whittaker	PROPN
spir-10983	55	10	,	,	PUNCT
spir-10983	55	11	m.	m.	NOUN
spir-10983	55	12	,	,	PUNCT
spir-10983	55	13	&	&	CCONJ
spir-10983	55	14	crawford	crawford	PROPN
spir-10983	55	15	,	,	PUNCT
spir-10983	55	16	k.	k.	PROPN
spir-10983	55	17	(	(	PUNCT
spir-10983	55	18	2017	2017	NUM
spir-10983	55	19	)	)	PUNCT
spir-10983	55	20	.	.	PUNCT
spir-10983	56	1	ai	ai	VERB
spir-10983	56	2	now	now	ADV
spir-10983	56	3	2017	2017	NUM
spir-10983	56	4	report	report	NOUN
spir-10983	56	5	.	.	PUNCT
spir-10983	57	1	new	new	PROPN
spir-10983	57	2	york	york	PROPN
spir-10983	57	3	university	university	PROPN
spir-10983	57	4	:	:	PUNCT
spir-10983	57	5	ai	ai	VERB
spir-10983	57	6	now	now	ADV
spir-10983	57	7	institute	institute	PROPN
spir-10983	57	8	.	.	PUNCT
spir-10983	58	1	davis	davis	PROPN
spir-10983	58	2	,	,	PUNCT
spir-10983	58	3	s.	s.	PROPN
spir-10983	58	4	l.	l.	PROPN
spir-10983	58	5	(	(	PUNCT
spir-10983	58	6	2017	2017	NUM
spir-10983	58	7	)	)	PUNCT
spir-10983	58	8	.	.	PUNCT
spir-10983	59	1	‘	'	PUNCT
spir-10983	59	2	the	the	DET
spir-10983	59	3	uncounted	uncounted	ADJ
spir-10983	59	4	:	:	PUNCT
spir-10983	59	5	politics	politic	NOUN
spir-10983	59	6	of	of	ADP
spir-10983	59	7	data	datum	NOUN
spir-10983	59	8	and	and	CCONJ
spir-10983	59	9	visibility	visibility	NOUN
spir-10983	59	10	in	in	ADP
spir-10983	59	11	global	global	ADJ
spir-10983	59	12	health	health	NOUN
spir-10983	59	13	’	'	PUNCT
spir-10983	59	14	.	.	PUNCT
spir-10983	60	1	the	the	DET
spir-10983	60	2	international	international	ADJ
spir-10983	60	3	journal	journal	NOUN
spir-10983	60	4	of	of	ADP
spir-10983	60	5	human	human	ADJ
spir-10983	60	6	rights	right	NOUN
spir-10983	60	7	,	,	PUNCT
spir-10983	60	8	21(8	21(8	NUM
spir-10983	60	9	)	)	PUNCT
spir-10983	60	10	,	,	PUNCT
spir-10983	60	11	1144	1144	NUM
spir-10983	60	12	-	-	SYM
spir-10983	60	13	1163	1163	NUM
spir-10983	60	14	.	.	PUNCT
spir-10983	61	1	diallo	diallo	PROPN
spir-10983	61	2	,	,	PUNCT
spir-10983	61	3	i.	i.	PROPN
spir-10983	61	4	(	(	PUNCT
spir-10983	61	5	2018	2018	NUM
spir-10983	61	6	)	)	PUNCT
spir-10983	61	7	‘	'	PUNCT
spir-10983	61	8	the	the	DET
spir-10983	61	9	machine	machine	NOUN
spir-10983	61	10	fired	fire	VERB
spir-10983	61	11	me	i	PRON
spir-10983	61	12	:	:	PUNCT
spir-10983	61	13	no	no	DET
spir-10983	61	14	human	human	NOUN
spir-10983	61	15	could	could	AUX
spir-10983	61	16	do	do	VERB
spir-10983	61	17	a	a	DET
spir-10983	61	18	thing	thing	NOUN
spir-10983	61	19	about	about	ADP
spir-10983	61	20	it	it	PRON
spir-10983	61	21	!	!	PUNCT
spir-10983	61	22	’	'	PUNCT
spir-10983	62	1	idiallo.com/blog/when-a-machine-fired-me	idiallo.com/blog/when-a-machine-fired-me	PROPN
spir-10983	62	2	,	,	PUNCT
spir-10983	62	3	accessed	access	VERB
spir-10983	62	4	25/02/19	25/02/19	PROPN
spir-10983	62	5	.	.	PUNCT
spir-10983	62	6	eubanks	eubanks	PROPN
spir-10983	62	7	,	,	PUNCT
spir-10983	62	8	v.	v.	PROPN
spir-10983	62	9	(	(	PUNCT
spir-10983	62	10	2018	2018	NUM
spir-10983	62	11	)	)	PUNCT
spir-10983	62	12	.	.	PUNCT
spir-10983	63	1	automating	automate	VERB
spir-10983	63	2	inequality	inequality	NOUN
spir-10983	63	3	.	.	PUNCT
spir-10983	64	1	new	new	PROPN
spir-10983	64	2	york	york	PROPN
spir-10983	64	3	:	:	PUNCT
spir-10983	64	4	st	st	PROPN
spir-10983	64	5	.	.	PROPN
spir-10983	64	6	martin	martin	PROPN
spir-10983	64	7	's	's	PART
spir-10983	64	8	press	press	NOUN
spir-10983	64	9	.	.	PUNCT
spir-10983	65	1	iliadis	iliadis	PROPN
spir-10983	65	2	,	,	PUNCT
spir-10983	65	3	a.	a.	NOUN
spir-10983	65	4	(	(	PUNCT
spir-10983	65	5	2018	2018	NUM
spir-10983	65	6	)	)	PUNCT
spir-10983	65	7	.	.	PUNCT
spir-10983	66	1	‘	'	PUNCT
spir-10983	66	2	algorithms	algorithm	NOUN
spir-10983	66	3	,	,	PUNCT
spir-10983	66	4	ontology	ontology	NOUN
spir-10983	66	5	,	,	PUNCT
spir-10983	66	6	and	and	CCONJ
spir-10983	66	7	social	social	ADJ
spir-10983	66	8	progress	progress	NOUN
spir-10983	66	9	’	'	PUNCT
spir-10983	66	10	.	.	PUNCT
spir-10983	67	1	global	global	ADJ
spir-10983	67	2	media	medium	NOUN
spir-10983	67	3	communication	communication	NOUN
spir-10983	67	4	,	,	PUNCT
spir-10983	67	5	doi	doi	NOUN
spir-10983	67	6	:	:	PUNCT
spir-10983	67	7	1742766518776688	1742766518776688	NUM
spir-10983	67	8	.	.	PUNCT
spir-10983	68	1	pasquale	pasquale	PROPN
spir-10983	68	2	,	,	PUNCT
spir-10983	68	3	f.	f.	PROPN
spir-10983	68	4	(	(	PUNCT
spir-10983	68	5	2015	2015	NUM
spir-10983	68	6	)	)	PUNCT
spir-10983	68	7	.	.	PUNCT
spir-10983	69	1	the	the	DET
spir-10983	69	2	black	black	PROPN
spir-10983	69	3	box	box	PROPN
spir-10983	69	4	society	society	NOUN
spir-10983	69	5	.	.	PUNCT
spir-10983	70	1	cambridge	cambridge	PROPN
spir-10983	70	2	,	,	PUNCT
spir-10983	70	3	ma	ma	PROPN
spir-10983	70	4	:	:	PUNCT
spir-10983	70	5	harvard	harvard	PROPN
spir-10983	70	6	university	university	PROPN
spir-10983	70	7	press	press	NOUN
spir-10983	70	8	.	.	PUNCT
spir-10983	71	1	noble	noble	ADJ
spir-10983	71	2	,	,	PUNCT
spir-10983	71	3	s.	s.	PROPN
spir-10983	71	4	u.	u.	PROPN
spir-10983	71	5	(	(	PUNCT
spir-10983	71	6	2018	2018	NUM
spir-10983	71	7	)	)	PUNCT
spir-10983	71	8	.	.	PUNCT
spir-10983	72	1	algorithms	algorithm	NOUN
spir-10983	72	2	of	of	ADP
spir-10983	72	3	oppression	oppression	NOUN
spir-10983	72	4	.	.	PUNCT
spir-10983	73	1	new	new	PROPN
spir-10983	73	2	york	york	PROPN
spir-10983	73	3	:	:	PUNCT
spir-10983	73	4	nyu	nyu	PROPN
spir-10983	73	5	press	press	PROPN
spir-10983	73	6	.	.	PUNCT
spir-10983	74	1	uk	uk	PROPN
spir-10983	74	2	.	.	PROPN
spir-10983	74	3	house	house	PROPN
spir-10983	74	4	of	of	ADP
spir-10983	74	5	lords	lords	PROPN
spir-10983	74	6	.	.	PUNCT
spir-10983	75	1	select	select	ADJ
spir-10983	75	2	committee	committee	NOUN
spir-10983	75	3	on	on	ADP
spir-10983	75	4	artificial	artificial	ADJ
spir-10983	75	5	intelligence	intelligence	NOUN
spir-10983	75	6	.	.	PUNCT
spir-10983	76	1	(	(	PUNCT
spir-10983	76	2	2018	2018	NUM
spir-10983	76	3	)	)	PUNCT
spir-10983	76	4	.	.	PUNCT
spir-10983	77	1	ai	ai	VERB
spir-10983	77	2	in	in	ADP
spir-10983	77	3	the	the	DET
spir-10983	77	4	uk	uk	PROPN
spir-10983	77	5	:	:	PUNCT
spir-10983	77	6	ready	ready	ADJ
spir-10983	77	7	,	,	PUNCT
spir-10983	77	8	willing	willing	ADJ
spir-10983	77	9	and	and	CCONJ
spir-10983	77	10	able	able	ADJ
spir-10983	77	11	?	?	PUNCT
spir-10983	77	12	,	,	PUNCT
spir-10983	77	13	london	london	PROPN
spir-10983	77	14	:	:	PUNCT
spir-10983	77	15	publications.parliament.uk/pa/ld201719/ldselect/ldai/100/100.pdf	publications.parliament.uk/pa/ld201719/ldselect/ldai/100/100.pdf	PROPN
spir-10983	77	16	uk	uk	PROPN
spir-10983	77	17	.	.	PUNCT
spir-10983	78	1	(	(	PUNCT
spir-10983	78	2	2019	2019	NUM
spir-10983	78	3	)	)	PUNCT
spir-10983	78	4	‘	'	PUNCT
spir-10983	78	5	a	a	DET
spir-10983	78	6	guide	guide	NOUN
spir-10983	78	7	to	to	ADP
spir-10983	78	8	using	use	VERB
spir-10983	78	9	artificial	artificial	ADJ
spir-10983	78	10	intelligence	intelligence	NOUN
spir-10983	78	11	in	in	ADP
spir-10983	78	12	the	the	DET
spir-10983	78	13	public	public	ADJ
spir-10983	78	14	sector	sector	NOUN
spir-10983	78	15	’	'	PUNCT
spir-10983	78	16	,	,	PUNCT
spir-10983	78	17	https://www.gov.uk/government/collections/a-guide-to-using-artificial-intelligence-in-thepublic-sector	https://www.gov.uk/government/collections/a-guide-to-using-artificial-intelligence-in-thepublic-sector	NOUN
spir-10983	78	18	wachter	wachter	NOUN
spir-10983	78	19	,	,	PUNCT
spir-10983	78	20	s.	s.	PROPN
spir-10983	78	21	,	,	PUNCT
spir-10983	78	22	mittelstadt	mittelstadt	PROPN
spir-10983	78	23	,	,	PUNCT
spir-10983	78	24	b.	b.	PROPN
spir-10983	78	25	d.	d.	PROPN
spir-10983	78	26	m.	m.	PROPN
spir-10983	78	27	,	,	PUNCT
spir-10983	78	28	&	&	CCONJ
spir-10983	78	29	russell	russell	PROPN
spir-10983	78	30	,	,	PUNCT
spir-10983	78	31	c.	c.	PROPN
spir-10983	78	32	(	(	PUNCT
spir-10983	78	33	2018	2018	NUM
spir-10983	78	34	)	)	PUNCT
spir-10983	78	35	.	.	PUNCT
spir-10983	79	1	‘	'	PUNCT
spir-10983	79	2	counterfactual	counterfactual	ADJ
spir-10983	79	3	explanations	explanation	NOUN
spir-10983	79	4	without	without	ADP
spir-10983	79	5	opening	open	VERB
spir-10983	79	6	the	the	DET
spir-10983	79	7	black	black	ADJ
spir-10983	79	8	box	box	NOUN
spir-10983	79	9	:	:	PUNCT
spir-10983	79	10	automated	automate	VERB
spir-10983	79	11	decisions	decision	NOUN
spir-10983	79	12	and	and	CCONJ
spir-10983	79	13	the	the	DET
spir-10983	79	14	gdpr	gdpr	NOUN
spir-10983	79	15	’	'	PUNCT
spir-10983	79	16	.	.	PUNCT
spir-10983	80	1	harvard	harvard	PROPN
spir-10983	80	2	journal	journal	PROPN
spir-10983	80	3	of	of	ADP
spir-10983	80	4	law	law	NOUN
spir-10983	80	5	and	and	CCONJ
spir-10983	80	6	technology	technology	NOUN
spir-10983	80	7	,	,	PUNCT
spir-10983	80	8	31(2	31(2	NUM
spir-10983	80	9	)	)	PUNCT
spir-10983	80	10	.	.	PUNCT
spir-10983	81	1	züllighoven	züllighoven	NOUN
spir-10983	81	2	,	,	PUNCT
spir-10983	81	3	c.	c.	PROPN
spir-10983	81	4	f.	f.	PROPN
spir-10983	81	5	h.	h.	PROPN
spir-10983	81	6	,	,	PUNCT
spir-10983	81	7	&	&	CCONJ
spir-10983	81	8	keil	keil	PROPN
spir-10983	81	9	-	-	PUNCT
spir-10983	81	10	slawik	slawik	PROPN
spir-10983	81	11	,	,	PUNCT
spir-10983	81	12	r.	r.	PROPN
spir-10983	81	13	b.	b.	PROPN
spir-10983	81	14	r.	r.	PROPN
spir-10983	81	15	(	(	PUNCT
spir-10983	81	16	1992	1992	NUM
spir-10983	81	17	)	)	PUNCT
spir-10983	81	18	.	.	PUNCT
spir-10983	82	1	software	software	NOUN
spir-10983	82	2	development	development	NOUN
spir-10983	82	3	and	and	CCONJ
spir-10983	82	4	reality	reality	NOUN
spir-10983	82	5	construction	construction	NOUN
spir-10983	82	6	.	.	PUNCT
spir-10983	83	1	berlin	berlin	PROPN
spir-10983	83	2	:	:	PUNCT
spir-10983	83	3	springer	springer	NOUN
spir-10983	83	4	https://consult.industry.gov.au/strategic-policy/artificial-intelligence-ethics-framework/supporting_documents/artificialintelligenceethicsframeworkdiscussionpaper.pdf	https://consult.industry.gov.au/strategic-policy/artificial-intelligence-ethics-framework/supporting_documents/artificialintelligenceethicsframeworkdiscussionpaper.pdf	PROPN
spir-10983	83	5	https://consult.industry.gov.au/strategic-policy/artificial-intelligence-ethics-framework/supporting_documents/artificialintelligenceethicsframeworkdiscussionpaper.pdf	https://consult.industry.gov.au/strategic-policy/artificial-intelligence-ethics-framework/supporting_documents/artificialintelligenceethicsframeworkdiscussionpaper.pdf	PROPN
spir-10983	83	6	https://consult.industry.gov.au/strategic-policy/artificial-intelligence-ethics-framework/supporting_documents/artificialintelligenceethicsframeworkdiscussionpaper.pdf	https://consult.industry.gov.au/strategic-policy/artificial-intelligence-ethics-framework/supporting_documents/artificialintelligenceethicsframeworkdiscussionpaper.pdf	PROPN
spir-10983	83	7	https://tech.humanrights.gov.au/sites/default/files/2018-07/human%20rights%20and%20technology%20issues%20paper%20final.pdf	https://tech.humanrights.gov.au/sites/default/files/2018-07/human%20rights%20and%20technology%20issues%20paper%20final.pdf	NOUN
spir-10983	83	8	https://tech.humanrights.gov.au/sites/default/files/2018-07/human%20rights%20and%20technology%20issues%20paper%20final.pdf	https://tech.humanrights.gov.au/sites/default/files/2018-07/human%20rights%20and%20technology%20issues%20paper%20final.pdf	PROPN
spir-10983	83	9	https://rm.coe.int/algorithms-and-human-rights-study-on-the-human-rights-dimension-of-aut/1680796d10	https://rm.coe.int/algorithms-and-human-rights-study-on-the-human-rights-dimension-of-aut/1680796d10	PROPN
spir-10983	83	10	https://rm.coe.int/algorithms-and-human-rights-study-on-the-human-rights-dimension-of-aut/1680796d10	https://rm.coe.int/algorithms-and-human-rights-study-on-the-human-rights-dimension-of-aut/1680796d10	PRON
spir-10983	83	11	https://idiallo.com/blog/when-a-machine-fired-me	https://idiallo.com/blog/when-a-machine-fired-me	PROPN
spir-10983	83	12	https://publications.parliament.uk/pa/ld201719/ldselect/ldai/100/100.pdf	https://publications.parliament.uk/pa/ld201719/ldselect/ldai/100/100.pdf	PROPN
spir-10983	83	13	https://www.gov.uk/government/collections/a-guide-to-using-artificial-intelligence-in-the-public-sector	https://www.gov.uk/government/collections/a-guide-to-using-artificial-intelligence-in-the-public-sector	PROPN
spir-10983	83	14	https://www.gov.uk/government/collections/a-guide-to-using-artificial-intelligence-in-the-public-sector	https://www.gov.uk/government/collections/a-guide-to-using-artificial-intelligence-in-the-public-sector	NOUN