id	sid	tid	token	lemma	pos
cieatasu-1903	1	1	catalyzing	catalyze	VERB
cieatasu-1903	1	2	a	a	DET
cieatasu-1903	1	3	culture	culture	NOUN
cieatasu-1903	1	4	of	of	ADP
cieatasu-1903	1	5	care	care	NOUN
cieatasu-1903	1	6	and	and	CCONJ
cieatasu-1903	1	7	innovation	innovation	NOUN
cieatasu-1903	1	8	through	through	ADP
cieatasu-1903	1	9	prescriptive	prescriptive	ADJ
cieatasu-1903	1	10	analytics	analytic	NOUN
cieatasu-1903	1	11	and	and	CCONJ
cieatasu-1903	1	12	impact	impact	NOUN
cieatasu-1903	1	13	prediction	prediction	NOUN
cieatasu-1903	1	14	to	to	PART
cieatasu-1903	1	15	create	create	VERB
cieatasu-1903	1	16	full	full	ADJ
cieatasu-1903	1	17	-	-	PUNCT
cieatasu-1903	1	18	cycle	cycle	NOUN
cieatasu-1903	1	19	learning	learn	VERB
cieatasu-1903	1	20	current	current	ADJ
cieatasu-1903	1	21	issues	issue	NOUN
cieatasu-1903	1	22	in	in	ADP
cieatasu-1903	1	23	education	education	NOUN
cieatasu-1903	1	24	,	,	PUNCT
cieatasu-1903	1	25	22(1	22(1	NUM
cieatasu-1903	1	26	)	)	PUNCT
cieatasu-1903	1	27	1	1	NUM
cieatasu-1903	1	28	volume	volume	NOUN
cieatasu-1903	1	29	22	22	NUM
cieatasu-1903	1	30	,	,	PUNCT
cieatasu-1903	1	31	issue	issue	NOUN
cieatasu-1903	1	32	1	1	NUM
cieatasu-1903	1	33	january	january	PROPN
cieatasu-1903	1	34	7	7	NUM
cieatasu-1903	1	35	,	,	PUNCT
cieatasu-1903	1	36	2021	2021	NUM
cieatasu-1903	1	37	issn	issn	PROPN
cieatasu-1903	1	38	1099	1099	NUM
cieatasu-1903	1	39	-	-	PUNCT
cieatasu-1903	1	40	839x	839x	NOUN
cieatasu-1903	1	41	shaping	shape	VERB
cieatasu-1903	1	42	the	the	DET
cieatasu-1903	1	43	futures	future	NOUN
cieatasu-1903	1	44	of	of	ADP
cieatasu-1903	1	45	learning	learn	VERB
cieatasu-1903	1	46	in	in	ADP
cieatasu-1903	1	47	the	the	DET
cieatasu-1903	1	48	digital	digital	ADJ
cieatasu-1903	1	49	age	age	NOUN
cieatasu-1903	1	50	catalyzing	catalyze	VERB
cieatasu-1903	1	51	a	a	DET
cieatasu-1903	1	52	culture	culture	NOUN
cieatasu-1903	1	53	of	of	ADP
cieatasu-1903	1	54	care	care	NOUN
cieatasu-1903	1	55	and	and	CCONJ
cieatasu-1903	1	56	innovation	innovation	NOUN
cieatasu-1903	1	57	through	through	ADP
cieatasu-1903	1	58	prescriptive	prescriptive	ADJ
cieatasu-1903	1	59	analytics	analytic	NOUN
cieatasu-1903	1	60	and	and	CCONJ
cieatasu-1903	1	61	impact	impact	NOUN
cieatasu-1903	1	62	prediction	prediction	NOUN
cieatasu-1903	1	63	to	to	PART
cieatasu-1903	1	64	create	create	VERB
cieatasu-1903	1	65	full	full	ADJ
cieatasu-1903	1	66	-	-	PUNCT
cieatasu-1903	1	67	cycle	cycle	NOUN
cieatasu-1903	1	68	learning	learn	VERB
cieatasu-1903	1	69	david	david	PROPN
cieatasu-1903	1	70	kil	kil	PROPN
cieatasu-1903	1	71	,	,	PUNCT
cieatasu-1903	1	72	chief	chief	ADJ
cieatasu-1903	1	73	data	datum	NOUN
cieatasu-1903	1	74	scientist	scientist	NOUN
cieatasu-1903	1	75	,	,	PUNCT
cieatasu-1903	1	76	civitas	civita	NOUN
cieatasu-1903	1	77	learning	learn	VERB
cieatasu-1903	1	78	angela	angela	PROPN
cieatasu-1903	1	79	baldasare	baldasare	PROPN
cieatasu-1903	1	80	,	,	PUNCT
cieatasu-1903	1	81	senior	senior	ADJ
cieatasu-1903	1	82	principal	principal	ADJ
cieatasu-1903	1	83	strategic	strategic	ADJ
cieatasu-1903	1	84	consultant	consultant	NOUN
cieatasu-1903	1	85	,	,	PUNCT
cieatasu-1903	1	86	civitas	civita	NOUN
cieatasu-1903	1	87	learning	learn	VERB
cieatasu-1903	1	88	mark	mark	PROPN
cieatasu-1903	1	89	milliron	milliron	PROPN
cieatasu-1903	1	90	,	,	PUNCT
cieatasu-1903	1	91	svp	svp	PROPN
cieatasu-1903	1	92	&	&	CCONJ
cieatasu-1903	1	93	executive	executive	PROPN
cieatasu-1903	1	94	dean	dean	NOUN
cieatasu-1903	1	95	of	of	ADP
cieatasu-1903	1	96	the	the	DET
cieatasu-1903	1	97	teachers	teachers	PROPN
cieatasu-1903	1	98	college	college	PROPN
cieatasu-1903	1	99	,	,	PUNCT
cieatasu-1903	1	100	western	western	ADJ
cieatasu-1903	1	101	governors	governors	PROPN
cieatasu-1903	1	102	university	university	NOUN
cieatasu-1903	1	103	abstract	abstract	NOUN
cieatasu-1903	1	104	:	:	PUNCT
cieatasu-1903	1	105	student	student	NOUN
cieatasu-1903	1	106	success	success	NOUN
cieatasu-1903	1	107	,	,	PUNCT
cieatasu-1903	1	108	both	both	CCONJ
cieatasu-1903	1	109	during	during	ADP
cieatasu-1903	1	110	and	and	CCONJ
cieatasu-1903	1	111	after	after	ADP
cieatasu-1903	1	112	college	college	NOUN
cieatasu-1903	1	113	,	,	PUNCT
cieatasu-1903	1	114	is	be	AUX
cieatasu-1903	1	115	central	central	ADJ
cieatasu-1903	1	116	to	to	ADP
cieatasu-1903	1	117	the	the	DET
cieatasu-1903	1	118	mission	mission	NOUN
cieatasu-1903	1	119	of	of	ADP
cieatasu-1903	1	120	higher	high	ADJ
cieatasu-1903	1	121	education	education	NOUN
cieatasu-1903	1	122	.	.	PUNCT
cieatasu-1903	2	1	within	within	ADP
cieatasu-1903	2	2	the	the	DET
cieatasu-1903	2	3	higher	high	ADJ
cieatasu-1903	2	4	-	-	PUNCT
cieatasu-1903	2	5	education	education	NOUN
cieatasu-1903	2	6	and	and	CCONJ
cieatasu-1903	2	7	,	,	PUNCT
cieatasu-1903	2	8	more	more	ADV
cieatasu-1903	2	9	specifically	specifically	ADV
cieatasu-1903	2	10	,	,	PUNCT
cieatasu-1903	2	11	the	the	DET
cieatasu-1903	2	12	student	student	NOUN
cieatasu-1903	2	13	-	-	PUNCT
cieatasu-1903	2	14	success	success	NOUN
cieatasu-1903	2	15	context	context	NOUN
cieatasu-1903	2	16	,	,	PUNCT
cieatasu-1903	2	17	the	the	DET
cieatasu-1903	2	18	core	core	NOUN
cieatasu-1903	2	19	raison	raison	NOUN
cieatasu-1903	2	20	d'être	d'être	PROPN
cieatasu-1903	2	21	of	of	ADP
cieatasu-1903	2	22	machine	machine	NOUN
cieatasu-1903	2	23	learning	learning	NOUN
cieatasu-1903	2	24	(	(	PUNCT
cieatasu-1903	2	25	ml	ml	NOUN
cieatasu-1903	2	26	)	)	PUNCT
cieatasu-1903	2	27	is	be	AUX
cieatasu-1903	2	28	to	to	PART
cieatasu-1903	2	29	help	help	VERB
cieatasu-1903	2	30	institutions	institution	NOUN
cieatasu-1903	2	31	achieve	achieve	VERB
cieatasu-1903	2	32	their	their	PRON
cieatasu-1903	2	33	social	social	ADJ
cieatasu-1903	2	34	mission	mission	NOUN
cieatasu-1903	2	35	in	in	ADP
cieatasu-1903	2	36	an	an	DET
cieatasu-1903	2	37	efficient	efficient	ADJ
cieatasu-1903	2	38	and	and	CCONJ
cieatasu-1903	2	39	effective	effective	ADJ
cieatasu-1903	2	40	manner	manner	NOUN
cieatasu-1903	2	41	.	.	PUNCT
cieatasu-1903	3	1	while	while	SCONJ
cieatasu-1903	3	2	there	there	PRON
cieatasu-1903	3	3	should	should	AUX
cieatasu-1903	3	4	be	be	AUX
cieatasu-1903	3	5	synergy	synergy	NOUN
cieatasu-1903	3	6	among	among	ADP
cieatasu-1903	3	7	people	people	NOUN
cieatasu-1903	3	8	,	,	PUNCT
cieatasu-1903	3	9	processes	process	NOUN
cieatasu-1903	3	10	,	,	PUNCT
cieatasu-1903	3	11	and	and	CCONJ
cieatasu-1903	3	12	ml	ml	X
cieatasu-1903	3	13	,	,	PUNCT
cieatasu-1903	3	14	this	this	DET
cieatasu-1903	3	15	synergy	synergy	NOUN
cieatasu-1903	3	16	is	be	AUX
cieatasu-1903	3	17	not	not	PART
cieatasu-1903	3	18	often	often	ADV
cieatasu-1903	3	19	realized	realize	VERB
cieatasu-1903	3	20	because	because	SCONJ
cieatasu-1903	3	21	ml	ml	NOUN
cieatasu-1903	3	22	algorithms	algorithm	NOUN
cieatasu-1903	3	23	do	do	AUX
cieatasu-1903	3	24	not	not	PART
cieatasu-1903	3	25	yet	yet	ADV
cieatasu-1903	3	26	connect	connect	VERB
cieatasu-1903	3	27	the	the	DET
cieatasu-1903	3	28	dots	dot	NOUN
cieatasu-1903	3	29	on	on	ADP
cieatasu-1903	3	30	fully	fully	ADV
cieatasu-1903	3	31	understanding	understanding	NOUN
cieatasu-1903	3	32	and	and	CCONJ
cieatasu-1903	3	33	strategically	strategically	ADV
cieatasu-1903	3	34	fostering	foster	VERB
cieatasu-1903	3	35	student	student	NOUN
cieatasu-1903	3	36	success	success	NOUN
cieatasu-1903	3	37	.	.	PUNCT
cieatasu-1903	4	1	transitioning	transition	VERB
cieatasu-1903	4	2	from	from	ADP
cieatasu-1903	4	3	risk	risk	NOUN
cieatasu-1903	4	4	to	to	ADP
cieatasu-1903	4	5	impact	impact	NOUN
cieatasu-1903	4	6	prediction	prediction	NOUN
cieatasu-1903	4	7	is	be	AUX
cieatasu-1903	4	8	a	a	DET
cieatasu-1903	4	9	catalyst	catalyst	NOUN
cieatasu-1903	4	10	for	for	ADP
cieatasu-1903	4	11	institutional	institutional	ADJ
cieatasu-1903	4	12	transformation	transformation	NOUN
cieatasu-1903	4	13	,	,	PUNCT
cieatasu-1903	4	14	which	which	PRON
cieatasu-1903	4	15	can	can	AUX
cieatasu-1903	4	16	lead	lead	VERB
cieatasu-1903	4	17	to	to	ADP
cieatasu-1903	4	18	continuous	continuous	ADJ
cieatasu-1903	4	19	learning	learning	NOUN
cieatasu-1903	4	20	and	and	CCONJ
cieatasu-1903	4	21	student	student	NOUN
cieatasu-1903	4	22	-	-	PUNCT
cieatasu-1903	4	23	success	success	NOUN
cieatasu-1903	4	24	process	process	NOUN
cieatasu-1903	4	25	innovation	innovation	NOUN
cieatasu-1903	4	26	.	.	PUNCT
cieatasu-1903	5	1	this	this	DET
cieatasu-1903	5	2	paper	paper	NOUN
cieatasu-1903	5	3	explores	explore	VERB
cieatasu-1903	5	4	how	how	SCONJ
cieatasu-1903	5	5	ml	ml	AUX
cieatasu-1903	5	6	can	can	AUX
cieatasu-1903	5	7	complement	complement	VERB
cieatasu-1903	5	8	and	and	CCONJ
cieatasu-1903	5	9	facilitate	facilitate	VERB
cieatasu-1903	5	10	organizational	organizational	ADJ
cieatasu-1903	5	11	transformation	transformation	NOUN
cieatasu-1903	5	12	in	in	ADP
cieatasu-1903	5	13	promoting	promote	VERB
cieatasu-1903	5	14	a	a	DET
cieatasu-1903	5	15	culture	culture	NOUN
cieatasu-1903	5	16	of	of	ADP
cieatasu-1903	5	17	care	care	NOUN
cieatasu-1903	5	18	and	and	CCONJ
cieatasu-1903	5	19	innovation	innovation	NOUN
cieatasu-1903	5	20	through	through	ADP
cieatasu-1903	5	21	virtuous	virtuous	ADJ
cieatasu-1903	5	22	full	full	ADJ
cieatasu-1903	5	23	-	-	PUNCT
cieatasu-1903	5	24	cycle	cycle	NOUN
cieatasu-1903	5	25	learning	learning	NOUN
cieatasu-1903	5	26	.	.	PUNCT
cieatasu-1903	6	1	keywords	keyword	NOUN
cieatasu-1903	6	2	:	:	PUNCT
cieatasu-1903	6	3	machine	machine	NOUN
cieatasu-1903	6	4	learning	learning	NOUN
cieatasu-1903	6	5	,	,	PUNCT
cieatasu-1903	6	6	data	datum	NOUN
cieatasu-1903	6	7	-	-	PUNCT
cieatasu-1903	6	8	informed	inform	VERB
cieatasu-1903	6	9	decision	decision	NOUN
cieatasu-1903	6	10	making	making	NOUN
cieatasu-1903	6	11	,	,	PUNCT
cieatasu-1903	6	12	impact	impact	NOUN
cieatasu-1903	6	13	prediction	prediction	NOUN
cieatasu-1903	6	14	,	,	PUNCT
cieatasu-1903	6	15	predictionbased	predictionbase	VERB
cieatasu-1903	6	16	propensity	propensity	NOUN
cieatasu-1903	6	17	score	score	NOUN
cieatasu-1903	6	18	matching	matching	NOUN
cieatasu-1903	6	19	,	,	PUNCT
cieatasu-1903	6	20	real	real	ADJ
cieatasu-1903	6	21	-	-	PUNCT
cieatasu-1903	6	22	world	world	NOUN
cieatasu-1903	6	23	data	datum	NOUN
cieatasu-1903	6	24	,	,	PUNCT
cieatasu-1903	6	25	real	real	ADJ
cieatasu-1903	6	26	-	-	PUNCT
cieatasu-1903	6	27	world	world	NOUN
cieatasu-1903	6	28	evidence	evidence	NOUN
cieatasu-1903	6	29	,	,	PUNCT
cieatasu-1903	6	30	prescriptive	prescriptive	ADJ
cieatasu-1903	6	31	analytics	analytic	NOUN
cieatasu-1903	6	32	,	,	PUNCT
cieatasu-1903	6	33	student	student	NOUN
cieatasu-1903	6	34	success	success	NOUN
cieatasu-1903	6	35	knowledge	knowledge	NOUN
cieatasu-1903	6	36	base	base	NOUN
cieatasu-1903	6	37	,	,	PUNCT
cieatasu-1903	6	38	influence	influence	NOUN
cieatasu-1903	6	39	diagram	diagram	NOUN
cieatasu-1903	6	40	,	,	PUNCT
cieatasu-1903	6	41	change	change	NOUN
cieatasu-1903	6	42	management	management	NOUN
cieatasu-1903	6	43	,	,	PUNCT
cieatasu-1903	6	44	impact	impact	NOUN
cieatasu-1903	6	45	elasticity	elasticity	NOUN
cieatasu-1903	6	46	citation	citation	NOUN
cieatasu-1903	6	47	:	:	PUNCT
cieatasu-1903	6	48	kil	kil	PROPN
cieatasu-1903	6	49	,	,	PUNCT
cieatasu-1903	6	50	d.	d.	PROPN
cieatasu-1903	6	51	,	,	PUNCT
cieatasu-1903	6	52	baldasare	baldasare	PROPN
cieatasu-1903	6	53	,	,	PUNCT
cieatasu-1903	6	54	a.	a.	PROPN
cieatasu-1903	6	55	,	,	PUNCT
cieatasu-1903	6	56	&	&	CCONJ
cieatasu-1903	6	57	milliron	milliron	PROPN
cieatasu-1903	6	58	,	,	PUNCT
cieatasu-1903	6	59	m.	m.	NOUN
cieatasu-1903	6	60	(	(	PUNCT
cieatasu-1903	6	61	2021	2021	NUM
cieatasu-1903	6	62	)	)	PUNCT
cieatasu-1903	6	63	.	.	PUNCT
cieatasu-1903	7	1	catalyzing	catalyze	VERB
cieatasu-1903	7	2	a	a	DET
cieatasu-1903	7	3	culture	culture	NOUN
cieatasu-1903	7	4	of	of	ADP
cieatasu-1903	7	5	care	care	NOUN
cieatasu-1903	7	6	and	and	CCONJ
cieatasu-1903	7	7	innovation	innovation	NOUN
cieatasu-1903	7	8	through	through	ADP
cieatasu-1903	7	9	prescriptive	prescriptive	ADJ
cieatasu-1903	7	10	analytics	analytic	NOUN
cieatasu-1903	7	11	and	and	CCONJ
cieatasu-1903	7	12	impact	impact	NOUN
cieatasu-1903	7	13	prediction	prediction	NOUN
cieatasu-1903	7	14	to	to	PART
cieatasu-1903	7	15	create	create	VERB
cieatasu-1903	7	16	full	full	ADJ
cieatasu-1903	7	17	-	-	PUNCT
cieatasu-1903	7	18	cycle	cycle	NOUN
cieatasu-1903	7	19	learning	learning	NOUN
cieatasu-1903	7	20	.	.	PUNCT
cieatasu-1903	8	1	current	current	ADJ
cieatasu-1903	8	2	issues	issue	NOUN
cieatasu-1903	8	3	in	in	ADP
cieatasu-1903	8	4	education	education	NOUN
cieatasu-1903	8	5	,	,	PUNCT
cieatasu-1903	8	6	22(1	22(1	NUM
cieatasu-1903	8	7	)	)	PUNCT
cieatasu-1903	8	8	.	.	PUNCT
cieatasu-1903	9	1	retrieved	retrieve	VERB
cieatasu-1903	9	2	from	from	ADP
cieatasu-1903	9	3	http://cie.asu.edu/ojs/index.php/cieatasu/article/view/1903	http://cie.asu.edu/ojs/index.php/cieatasu/article/view/1903	ADJ
cieatasu-1903	9	4	this	this	DET
cieatasu-1903	9	5	submission	submission	NOUN
cieatasu-1903	9	6	is	be	AUX
cieatasu-1903	9	7	part	part	NOUN
cieatasu-1903	9	8	of	of	ADP
cieatasu-1903	9	9	a	a	DET
cieatasu-1903	9	10	special	special	ADJ
cieatasu-1903	9	11	issue	issue	NOUN
cieatasu-1903	9	12	,	,	PUNCT
cieatasu-1903	9	13	shaping	shape	VERB
cieatasu-1903	9	14	the	the	DET
cieatasu-1903	9	15	futures	future	NOUN
cieatasu-1903	9	16	of	of	ADP
cieatasu-1903	9	17	learning	learn	VERB
cieatasu-1903	9	18	in	in	ADP
cieatasu-1903	9	19	the	the	DET
cieatasu-1903	9	20	digital	digital	ADJ
cieatasu-1903	9	21	age	age	NOUN
cieatasu-1903	9	22	,	,	PUNCT
cieatasu-1903	9	23	guest	guest	NOUN
cieatasu-1903	9	24	-	-	PUNCT
cieatasu-1903	9	25	edited	edit	VERB
cieatasu-1903	9	26	by	by	ADP
cieatasu-1903	9	27	sean	sean	PROPN
cieatasu-1903	9	28	leahy	leahy	PROPN
cieatasu-1903	9	29	,	,	PUNCT
cieatasu-1903	9	30	samantha	samantha	PROPN
cieatasu-1903	9	31	becker	becker	PROPN
cieatasu-1903	9	32	,	,	PUNCT
cieatasu-1903	9	33	ben	ben	PROPN
cieatasu-1903	9	34	scragg	scragg	PROPN
cieatasu-1903	9	35	,	,	PUNCT
cieatasu-1903	9	36	and	and	CCONJ
cieatasu-1903	9	37	kim	kim	PROPN
cieatasu-1903	9	38	flintoff	flintoff	PROPN
cieatasu-1903	9	39	.	.	PROPN
cieatasu-1903	10	1	accepted	accept	VERB
cieatasu-1903	10	2	:	:	PUNCT
cieatasu-1903	10	3	10/27/2020	10/27/2020	NUM
cieatasu-1903	10	4	http://cie.asu.edu/ojs/index.php/cieatasu/article/view/1903	http://cie.asu.edu/ojs/index.php/cieatasu/article/view/1903	NOUN
cieatasu-1903	10	5	kil	kil	PROPN
cieatasu-1903	10	6	et	et	PROPN
cieatasu-1903	10	7	al	al	PROPN
cieatasu-1903	10	8	.	.	PROPN
cieatasu-1903	10	9	:	:	PUNCT
cieatasu-1903	11	1	catalyzing	catalyze	VERB
cieatasu-1903	11	2	a	a	DET
cieatasu-1903	11	3	culture	culture	NOUN
cieatasu-1903	11	4	of	of	ADP
cieatasu-1903	11	5	care	care	NOUN
cieatasu-1903	11	6	and	and	CCONJ
cieatasu-1903	11	7	innovation	innovation	NOUN
cieatasu-1903	11	8	2	2	NUM
cieatasu-1903	11	9	introduction	introduction	NOUN
cieatasu-1903	11	10	in	in	ADP
cieatasu-1903	11	11	the	the	DET
cieatasu-1903	11	12	past	past	ADJ
cieatasu-1903	11	13	15	15	NUM
cieatasu-1903	11	14	years	year	NOUN
cieatasu-1903	11	15	,	,	PUNCT
cieatasu-1903	11	16	higher	high	ADJ
cieatasu-1903	11	17	education	education	NOUN
cieatasu-1903	11	18	has	have	AUX
cieatasu-1903	11	19	undergone	undergo	VERB
cieatasu-1903	11	20	a	a	DET
cieatasu-1903	11	21	shift	shift	NOUN
cieatasu-1903	11	22	in	in	ADP
cieatasu-1903	11	23	the	the	DET
cieatasu-1903	11	24	focus	focus	NOUN
cieatasu-1903	11	25	of	of	ADP
cieatasu-1903	11	26	institutional	institutional	ADJ
cieatasu-1903	11	27	data	datum	NOUN
cieatasu-1903	11	28	use	use	NOUN
cieatasu-1903	11	29	related	relate	VERB
cieatasu-1903	11	30	to	to	ADP
cieatasu-1903	11	31	student	student	NOUN
cieatasu-1903	11	32	success	success	NOUN
cieatasu-1903	11	33	,	,	PUNCT
cieatasu-1903	11	34	moving	move	VERB
cieatasu-1903	11	35	from	from	ADP
cieatasu-1903	11	36	a	a	DET
cieatasu-1903	11	37	culture	culture	NOUN
cieatasu-1903	11	38	of	of	ADP
cieatasu-1903	11	39	accountability	accountability	NOUN
cieatasu-1903	11	40	to	to	ADP
cieatasu-1903	11	41	a	a	DET
cieatasu-1903	11	42	culture	culture	NOUN
cieatasu-1903	11	43	of	of	ADP
cieatasu-1903	11	44	care	care	NOUN
cieatasu-1903	11	45	.	.	PUNCT
cieatasu-1903	12	1	whereas	whereas	SCONJ
cieatasu-1903	12	2	in	in	ADP
cieatasu-1903	12	3	the	the	DET
cieatasu-1903	12	4	culture	culture	NOUN
cieatasu-1903	12	5	of	of	ADP
cieatasu-1903	12	6	accountability	accountability	NOUN
cieatasu-1903	12	7	,	,	PUNCT
cieatasu-1903	12	8	the	the	DET
cieatasu-1903	12	9	focus	focus	NOUN
cieatasu-1903	12	10	was	be	AUX
cieatasu-1903	12	11	on	on	ADP
cieatasu-1903	12	12	reporting	reporting	NOUN
cieatasu-1903	12	13	and	and	CCONJ
cieatasu-1903	12	14	performance	performance	NOUN
cieatasu-1903	12	15	metrics	metric	NOUN
cieatasu-1903	12	16	,	,	PUNCT
cieatasu-1903	12	17	the	the	DET
cieatasu-1903	12	18	culture	culture	NOUN
cieatasu-1903	12	19	of	of	ADP
cieatasu-1903	12	20	care	care	NOUN
cieatasu-1903	12	21	has	have	AUX
cieatasu-1903	12	22	embraced	embrace	VERB
cieatasu-1903	12	23	the	the	DET
cieatasu-1903	12	24	use	use	NOUN
cieatasu-1903	12	25	of	of	ADP
cieatasu-1903	12	26	data	datum	NOUN
cieatasu-1903	12	27	to	to	PART
cieatasu-1903	12	28	inform	inform	VERB
cieatasu-1903	12	29	proactive	proactive	ADJ
cieatasu-1903	12	30	practices	practice	NOUN
cieatasu-1903	12	31	that	that	PRON
cieatasu-1903	12	32	support	support	VERB
cieatasu-1903	12	33	students	student	NOUN
cieatasu-1903	12	34	in	in	ADP
cieatasu-1903	12	35	their	their	PRON
cieatasu-1903	12	36	educational	educational	ADJ
cieatasu-1903	12	37	journey	journey	NOUN
cieatasu-1903	12	38	,	,	PUNCT
cieatasu-1903	12	39	improving	improve	VERB
cieatasu-1903	12	40	experiences	experience	NOUN
cieatasu-1903	12	41	and	and	CCONJ
cieatasu-1903	12	42	outcomes	outcome	NOUN
cieatasu-1903	12	43	.	.	PUNCT
cieatasu-1903	13	1	in	in	ADP
cieatasu-1903	13	2	the	the	DET
cieatasu-1903	13	3	pursuit	pursuit	NOUN
cieatasu-1903	13	4	of	of	ADP
cieatasu-1903	13	5	improved	improved	ADJ
cieatasu-1903	13	6	reporting	reporting	NOUN
cieatasu-1903	13	7	metrics	metric	NOUN
cieatasu-1903	13	8	and	and	CCONJ
cieatasu-1903	13	9	student	student	NOUN
cieatasu-1903	13	10	-	-	PUNCT
cieatasu-1903	13	11	experience	experience	NOUN
cieatasu-1903	13	12	optimization	optimization	NOUN
cieatasu-1903	13	13	,	,	PUNCT
cieatasu-1903	13	14	there	there	PRON
cieatasu-1903	13	15	has	have	AUX
cieatasu-1903	13	16	been	be	AUX
cieatasu-1903	13	17	an	an	DET
cieatasu-1903	13	18	increased	increase	VERB
cieatasu-1903	13	19	use	use	NOUN
cieatasu-1903	13	20	of	of	ADP
cieatasu-1903	13	21	predictive	predictive	ADJ
cieatasu-1903	13	22	analytics	analytic	NOUN
cieatasu-1903	13	23	and	and	CCONJ
cieatasu-1903	13	24	other	other	ADJ
cieatasu-1903	13	25	data	data	NOUN
cieatasu-1903	13	26	-	-	PUNCT
cieatasu-1903	13	27	informed	inform	VERB
cieatasu-1903	13	28	approaches	approach	NOUN
cieatasu-1903	13	29	to	to	PART
cieatasu-1903	13	30	impact	impact	NOUN
cieatasu-1903	13	31	student	student	NOUN
cieatasu-1903	13	32	success	success	NOUN
cieatasu-1903	13	33	in	in	ADP
cieatasu-1903	13	34	higher	high	ADJ
cieatasu-1903	13	35	education	education	NOUN
cieatasu-1903	13	36	.	.	PUNCT
cieatasu-1903	14	1	gagliardi	gagliardi	PROPN
cieatasu-1903	14	2	and	and	CCONJ
cieatasu-1903	14	3	turk	turk	PROPN
cieatasu-1903	14	4	(	(	PUNCT
cieatasu-1903	14	5	2017	2017	NUM
cieatasu-1903	14	6	)	)	PUNCT
cieatasu-1903	14	7	discuss	discuss	VERB
cieatasu-1903	14	8	the	the	DET
cieatasu-1903	14	9	importance	importance	NOUN
cieatasu-1903	14	10	of	of	ADP
cieatasu-1903	14	11	creating	create	VERB
cieatasu-1903	14	12	a	a	DET
cieatasu-1903	14	13	data	data	NOUN
cieatasu-1903	14	14	-	-	PUNCT
cieatasu-1903	14	15	enabled	enable	VERB
cieatasu-1903	14	16	executive	executive	NOUN
cieatasu-1903	14	17	focusing	focus	VERB
cieatasu-1903	14	18	on	on	ADP
cieatasu-1903	14	19	improving	improve	VERB
cieatasu-1903	14	20	student	student	NOUN
cieatasu-1903	14	21	success	success	NOUN
cieatasu-1903	14	22	outcomes	outcome	NOUN
cieatasu-1903	14	23	.	.	PUNCT
cieatasu-1903	15	1	romero	romero	PROPN
cieatasu-1903	15	2	,	,	PUNCT
cieatasu-1903	15	3	ventura	ventura	PROPN
cieatasu-1903	15	4	,	,	PUNCT
cieatasu-1903	15	5	pechenizkiy	pechenizkiy	NOUN
cieatasu-1903	15	6	,	,	PUNCT
cieatasu-1903	15	7	and	and	CCONJ
cieatasu-1903	15	8	baker	baker	PROPN
cieatasu-1903	15	9	(	(	PUNCT
cieatasu-1903	15	10	2011	2011	NUM
cieatasu-1903	15	11	)	)	PUNCT
cieatasu-1903	15	12	discuss	discuss	VERB
cieatasu-1903	15	13	various	various	ADJ
cieatasu-1903	15	14	data	datum	NOUN
cieatasu-1903	15	15	mining	mining	NOUN
cieatasu-1903	15	16	techniques	technique	NOUN
cieatasu-1903	15	17	used	use	VERB
cieatasu-1903	15	18	in	in	ADP
cieatasu-1903	15	19	education	education	NOUN
cieatasu-1903	15	20	in	in	ADP
cieatasu-1903	15	21	the	the	DET
cieatasu-1903	15	22	learning	learning	NOUN
cieatasu-1903	15	23	space	space	NOUN
cieatasu-1903	15	24	,	,	PUNCT
cieatasu-1903	15	25	including	include	VERB
cieatasu-1903	15	26	case	case	NOUN
cieatasu-1903	15	27	studies	study	NOUN
cieatasu-1903	15	28	using	use	VERB
cieatasu-1903	15	29	both	both	CCONJ
cieatasu-1903	15	30	structured	structured	ADJ
cieatasu-1903	15	31	and	and	CCONJ
cieatasu-1903	15	32	unstructured	unstructured	ADJ
cieatasu-1903	15	33	data	datum	NOUN
cieatasu-1903	15	34	.	.	PUNCT
cieatasu-1903	16	1	mandinach	mandinach	PROPN
cieatasu-1903	16	2	and	and	CCONJ
cieatasu-1903	16	3	jackson	jackson	PROPN
cieatasu-1903	16	4	(	(	PUNCT
cieatasu-1903	16	5	2012	2012	NUM
cieatasu-1903	16	6	)	)	PUNCT
cieatasu-1903	16	7	explore	explore	VERB
cieatasu-1903	16	8	ingredients	ingredient	NOUN
cieatasu-1903	16	9	in	in	ADP
cieatasu-1903	16	10	a	a	DET
cieatasu-1903	16	11	culture	culture	NOUN
cieatasu-1903	16	12	of	of	ADP
cieatasu-1903	16	13	data	data	NOUN
cieatasu-1903	16	14	-	-	PUNCT
cieatasu-1903	16	15	driven	drive	VERB
cieatasu-1903	16	16	decision	decision	NOUN
cieatasu-1903	16	17	making	making	NOUN
cieatasu-1903	16	18	and	and	CCONJ
cieatasu-1903	16	19	examine	examine	VERB
cieatasu-1903	16	20	easton	easton	PROPN
cieatasu-1903	16	21	’s	’s	PART
cieatasu-1903	16	22	cycle	cycle	NOUN
cieatasu-1903	16	23	of	of	ADP
cieatasu-1903	16	24	inquiry	inquiry	NOUN
cieatasu-1903	16	25	consisting	consist	VERB
cieatasu-1903	16	26	of	of	ADP
cieatasu-1903	16	27	problem	problem	NOUN
cieatasu-1903	16	28	identification	identification	NOUN
cieatasu-1903	16	29	using	use	VERB
cieatasu-1903	16	30	data	datum	NOUN
cieatasu-1903	16	31	,	,	PUNCT
cieatasu-1903	16	32	solutioning	solutioning	ADJ
cieatasu-1903	16	33	,	,	PUNCT
cieatasu-1903	16	34	monitoring	monitoring	NOUN
cieatasu-1903	16	35	progress	progress	NOUN
cieatasu-1903	16	36	,	,	PUNCT
cieatasu-1903	16	37	and	and	CCONJ
cieatasu-1903	16	38	using	use	VERB
cieatasu-1903	16	39	research	research	NOUN
cieatasu-1903	16	40	to	to	PART
cieatasu-1903	16	41	examine	examine	VERB
cieatasu-1903	16	42	impact	impact	NOUN
cieatasu-1903	16	43	.	.	PUNCT
cieatasu-1903	17	1	dowd	dowd	PROPN
cieatasu-1903	17	2	(	(	PUNCT
cieatasu-1903	17	3	2005	2005	NUM
cieatasu-1903	17	4	)	)	PUNCT
cieatasu-1903	17	5	discusses	discuss	VERB
cieatasu-1903	17	6	a	a	DET
cieatasu-1903	17	7	culture	culture	NOUN
cieatasu-1903	17	8	of	of	ADP
cieatasu-1903	17	9	evidence	evidence	NOUN
cieatasu-1903	17	10	in	in	ADP
cieatasu-1903	17	11	institutional	institutional	ADJ
cieatasu-1903	17	12	decision	decision	NOUN
cieatasu-1903	17	13	making	making	NOUN
cieatasu-1903	17	14	,	,	PUNCT
cieatasu-1903	17	15	explaining	explain	VERB
cieatasu-1903	17	16	various	various	ADJ
cieatasu-1903	17	17	forms	form	NOUN
cieatasu-1903	17	18	of	of	ADP
cieatasu-1903	17	19	benchmarking	benchmarke	VERB
cieatasu-1903	17	20	practices	practice	NOUN
cieatasu-1903	17	21	in	in	ADP
cieatasu-1903	17	22	higher	high	ADJ
cieatasu-1903	17	23	education	education	NOUN
cieatasu-1903	17	24	.	.	PUNCT
cieatasu-1903	18	1	a	a	DET
cieatasu-1903	18	2	common	common	ADJ
cieatasu-1903	18	3	primitive	primitive	ADJ
cieatasu-1903	18	4	underpinning	underpinning	NOUN
cieatasu-1903	18	5	of	of	ADP
cieatasu-1903	18	6	all	all	DET
cieatasu-1903	18	7	these	these	DET
cieatasu-1903	18	8	efforts	effort	NOUN
cieatasu-1903	18	9	to	to	PART
cieatasu-1903	18	10	improve	improve	VERB
cieatasu-1903	18	11	institutional	institutional	ADJ
cieatasu-1903	18	12	effectiveness	effectiveness	NOUN
cieatasu-1903	18	13	and	and	CCONJ
cieatasu-1903	18	14	to	to	PART
cieatasu-1903	18	15	move	move	VERB
cieatasu-1903	18	16	toward	toward	ADP
cieatasu-1903	18	17	an	an	DET
cieatasu-1903	18	18	informed	informed	ADJ
cieatasu-1903	18	19	culture	culture	NOUN
cieatasu-1903	18	20	of	of	ADP
cieatasu-1903	18	21	care	care	NOUN
cieatasu-1903	18	22	is	be	AUX
cieatasu-1903	18	23	the	the	DET
cieatasu-1903	18	24	knowledge	knowledge	NOUN
cieatasu-1903	18	25	base	base	NOUN
cieatasu-1903	18	26	of	of	ADP
cieatasu-1903	18	27	what	what	PRON
cieatasu-1903	18	28	’s	’s	AUX
cieatasu-1903	18	29	working	work	VERB
cieatasu-1903	18	30	for	for	ADP
cieatasu-1903	18	31	whom	whom	PRON
cieatasu-1903	18	32	,	,	PUNCT
cieatasu-1903	18	33	when	when	SCONJ
cieatasu-1903	18	34	,	,	PUNCT
cieatasu-1903	18	35	and	and	CCONJ
cieatasu-1903	18	36	with	with	ADP
cieatasu-1903	18	37	what	what	PRON
cieatasu-1903	18	38	.	.	PUNCT
cieatasu-1903	19	1	in	in	ADP
cieatasu-1903	19	2	healthcare	healthcare	PROPN
cieatasu-1903	19	3	,	,	PUNCT
cieatasu-1903	19	4	for	for	ADP
cieatasu-1903	19	5	example	example	NOUN
cieatasu-1903	19	6	,	,	PUNCT
cieatasu-1903	19	7	many	many	ADJ
cieatasu-1903	19	8	researchers	researcher	NOUN
cieatasu-1903	19	9	and	and	CCONJ
cieatasu-1903	19	10	companies	company	NOUN
cieatasu-1903	19	11	are	be	AUX
cieatasu-1903	19	12	building	build	VERB
cieatasu-1903	19	13	knowledge	knowledge	NOUN
cieatasu-1903	19	14	bases	basis	NOUN
cieatasu-1903	19	15	on	on	ADP
cieatasu-1903	19	16	evidence	evidence	NOUN
cieatasu-1903	19	17	-	-	PUNCT
cieatasu-1903	19	18	based	base	VERB
cieatasu-1903	19	19	medicine	medicine	NOUN
cieatasu-1903	19	20	and	and	CCONJ
cieatasu-1903	19	21	precision	precision	NOUN
cieatasu-1903	19	22	medicine	medicine	NOUN
cieatasu-1903	19	23	to	to	PART
cieatasu-1903	19	24	provide	provide	VERB
cieatasu-1903	19	25	more	more	ADV
cieatasu-1903	19	26	effective	effective	ADJ
cieatasu-1903	19	27	and	and	CCONJ
cieatasu-1903	19	28	personalized	personalized	ADJ
cieatasu-1903	19	29	treatment	treatment	NOUN
cieatasu-1903	19	30	to	to	ADP
cieatasu-1903	19	31	patients	patient	NOUN
cieatasu-1903	19	32	(	(	PUNCT
cieatasu-1903	19	33	chow	chow	PROPN
cieatasu-1903	19	34	et	et	PROPN
cieatasu-1903	19	35	al	al	PROPN
cieatasu-1903	19	36	.	.	PROPN
cieatasu-1903	19	37	,	,	PUNCT
cieatasu-1903	19	38	2018	2018	NUM
cieatasu-1903	19	39	)	)	PUNCT
cieatasu-1903	19	40	.	.	PUNCT
cieatasu-1903	20	1	this	this	DET
cieatasu-1903	20	2	knowledge	knowledge	NOUN
cieatasu-1903	20	3	base	base	NOUN
cieatasu-1903	20	4	is	be	AUX
cieatasu-1903	20	5	,	,	PUNCT
cieatasu-1903	20	6	in	in	ADP
cieatasu-1903	20	7	most	most	ADJ
cieatasu-1903	20	8	institutions	institution	NOUN
cieatasu-1903	20	9	,	,	PUNCT
cieatasu-1903	20	10	fragmented	fragmented	ADJ
cieatasu-1903	20	11	and	and	CCONJ
cieatasu-1903	20	12	incomplete	incomplete	ADJ
cieatasu-1903	20	13	,	,	PUNCT
cieatasu-1903	20	14	largely	largely	ADV
cieatasu-1903	20	15	undocumented	undocumented	ADJ
cieatasu-1903	20	16	,	,	PUNCT
cieatasu-1903	20	17	often	often	ADV
cieatasu-1903	20	18	anecdotal	anecdotal	ADJ
cieatasu-1903	20	19	or	or	CCONJ
cieatasu-1903	20	20	evidenced	evidence	VERB
cieatasu-1903	20	21	by	by	ADP
cieatasu-1903	20	22	descriptive	descriptive	ADJ
cieatasu-1903	20	23	data	datum	NOUN
cieatasu-1903	20	24	rather	rather	ADV
cieatasu-1903	20	25	than	than	ADP
cieatasu-1903	20	26	rigorous	rigorous	ADJ
cieatasu-1903	20	27	evaluation	evaluation	NOUN
cieatasu-1903	20	28	methods	method	NOUN
cieatasu-1903	20	29	.	.	PUNCT
cieatasu-1903	21	1	highereducation	highereducation	NOUN
cieatasu-1903	21	2	leaders	leader	NOUN
cieatasu-1903	21	3	want	want	VERB
cieatasu-1903	21	4	to	to	PART
cieatasu-1903	21	5	be	be	AUX
cieatasu-1903	21	6	data	datum	NOUN
cieatasu-1903	21	7	-	-	PUNCT
cieatasu-1903	21	8	informed	inform	VERB
cieatasu-1903	21	9	in	in	ADP
cieatasu-1903	21	10	their	their	PRON
cieatasu-1903	21	11	student	student	NOUN
cieatasu-1903	21	12	success	success	NOUN
cieatasu-1903	21	13	efforts	effort	NOUN
cieatasu-1903	21	14	but	but	CCONJ
cieatasu-1903	21	15	lack	lack	VERB
cieatasu-1903	21	16	a	a	DET
cieatasu-1903	21	17	bridge	bridge	NOUN
cieatasu-1903	21	18	that	that	PRON
cieatasu-1903	21	19	links	link	VERB
cieatasu-1903	21	20	evidence	evidence	NOUN
cieatasu-1903	21	21	-	-	PUNCT
cieatasu-1903	21	22	based	base	VERB
cieatasu-1903	21	23	student	student	NOUN
cieatasu-1903	21	24	-	-	PUNCT
cieatasu-1903	21	25	success	success	NOUN
cieatasu-1903	21	26	knowledge	knowledge	NOUN
cieatasu-1903	21	27	to	to	ADP
cieatasu-1903	21	28	current	current	ADJ
cieatasu-1903	21	29	actions	action	NOUN
cieatasu-1903	21	30	that	that	PRON
cieatasu-1903	21	31	can	can	AUX
cieatasu-1903	21	32	be	be	AUX
cieatasu-1903	21	33	taken	take	VERB
cieatasu-1903	21	34	to	to	ADP
cieatasu-1903	21	35	specific	specific	ADJ
cieatasu-1903	21	36	students	student	NOUN
cieatasu-1903	21	37	with	with	ADP
cieatasu-1903	21	38	a	a	DET
cieatasu-1903	21	39	high	high	ADJ
cieatasu-1903	21	40	probability	probability	NOUN
cieatasu-1903	21	41	of	of	ADP
cieatasu-1903	21	42	impact	impact	NOUN
cieatasu-1903	21	43	.	.	PUNCT
cieatasu-1903	22	1	a	a	DET
cieatasu-1903	22	2	student	student	NOUN
cieatasu-1903	22	3	-	-	PUNCT
cieatasu-1903	22	4	success	success	NOUN
cieatasu-1903	22	5	knowledge	knowledge	NOUN
cieatasu-1903	22	6	base	base	NOUN
cieatasu-1903	22	7	would	would	AUX
cieatasu-1903	22	8	identify	identify	VERB
cieatasu-1903	22	9	the	the	DET
cieatasu-1903	22	10	types	type	NOUN
cieatasu-1903	22	11	of	of	ADP
cieatasu-1903	22	12	evidence	evidence	NOUN
cieatasu-1903	22	13	-	-	PUNCT
cieatasu-1903	22	14	based	base	VERB
cieatasu-1903	22	15	programs	program	NOUN
cieatasu-1903	22	16	,	,	PUNCT
cieatasu-1903	22	17	practices	practice	NOUN
cieatasu-1903	22	18	,	,	PUNCT
cieatasu-1903	22	19	policies	policy	NOUN
cieatasu-1903	22	20	,	,	PUNCT
cieatasu-1903	22	21	or	or	CCONJ
cieatasu-1903	22	22	interventions	intervention	NOUN
cieatasu-1903	22	23	that	that	PRON
cieatasu-1903	22	24	have	have	AUX
cieatasu-1903	22	25	been	be	AUX
cieatasu-1903	22	26	demonstrated	demonstrate	VERB
cieatasu-1903	22	27	to	to	PART
cieatasu-1903	22	28	have	have	VERB
cieatasu-1903	22	29	the	the	DET
cieatasu-1903	22	30	largest	large	ADJ
cieatasu-1903	22	31	impact	impact	NOUN
cieatasu-1903	22	32	on	on	ADP
cieatasu-1903	22	33	the	the	DET
cieatasu-1903	22	34	success	success	NOUN
cieatasu-1903	22	35	of	of	ADP
cieatasu-1903	22	36	specific	specific	ADJ
cieatasu-1903	22	37	student	student	NOUN
cieatasu-1903	22	38	populations	population	NOUN
cieatasu-1903	22	39	.	.	PUNCT
cieatasu-1903	23	1	unfortunately	unfortunately	ADV
cieatasu-1903	23	2	,	,	PUNCT
cieatasu-1903	23	3	today	today	NOUN
cieatasu-1903	23	4	’s	’s	PART
cieatasu-1903	23	5	ml	ml	NOUN
cieatasu-1903	23	6	applications	application	NOUN
cieatasu-1903	23	7	are	be	AUX
cieatasu-1903	23	8	not	not	PART
cieatasu-1903	23	9	geared	gear	VERB
cieatasu-1903	23	10	toward	toward	ADP
cieatasu-1903	23	11	building	build	VERB
cieatasu-1903	23	12	an	an	DET
cieatasu-1903	23	13	understanding	understanding	NOUN
cieatasu-1903	23	14	of	of	ADP
cieatasu-1903	23	15	efficacy	efficacy	NOUN
cieatasu-1903	23	16	,	,	PUNCT
cieatasu-1903	23	17	instead	instead	ADV
cieatasu-1903	23	18	focusing	focus	VERB
cieatasu-1903	23	19	almost	almost	ADV
cieatasu-1903	23	20	exclusively	exclusively	ADV
cieatasu-1903	23	21	on	on	ADP
cieatasu-1903	23	22	risk	risk	NOUN
cieatasu-1903	23	23	prediction	prediction	NOUN
cieatasu-1903	23	24	.	.	PUNCT
cieatasu-1903	24	1	in	in	ADP
cieatasu-1903	24	2	healthcare	healthcare	PROPN
cieatasu-1903	24	3	,	,	PUNCT
cieatasu-1903	24	4	kil	kil	PROPN
cieatasu-1903	24	5	,	,	PUNCT
cieatasu-1903	24	6	shin	shin	NOUN
cieatasu-1903	24	7	,	,	PUNCT
cieatasu-1903	24	8	and	and	CCONJ
cieatasu-1903	24	9	pottschmidt	pottschmidt	NOUN
cieatasu-1903	24	10	(	(	PUNCT
cieatasu-1903	24	11	2004	2004	NUM
cieatasu-1903	24	12	)	)	PUNCT
cieatasu-1903	24	13	highlight	highlight	NOUN
cieatasu-1903	24	14	that	that	PRON
cieatasu-1903	24	15	predicted	predict	VERB
cieatasu-1903	24	16	risk	risk	NOUN
cieatasu-1903	24	17	is	be	AUX
cieatasu-1903	24	18	not	not	PART
cieatasu-1903	24	19	equal	equal	ADJ
cieatasu-1903	24	20	to	to	ADP
cieatasu-1903	24	21	impactability	impactability	NOUN
cieatasu-1903	24	22	or	or	CCONJ
cieatasu-1903	24	23	statistically	statistically	ADV
cieatasu-1903	24	24	significant	significant	ADJ
cieatasu-1903	24	25	and	and	CCONJ
cieatasu-1903	24	26	replicable	replicable	ADJ
cieatasu-1903	24	27	student	student	NOUN
cieatasu-1903	24	28	success	success	NOUN
cieatasu-1903	24	29	outcomes	outcome	NOUN
cieatasu-1903	24	30	.	.	PUNCT
cieatasu-1903	25	1	an	an	DET
cieatasu-1903	25	2	initial	initial	ADJ
cieatasu-1903	25	3	pilot	pilot	NOUN
cieatasu-1903	25	4	targeting	target	VERB
cieatasu-1903	25	5	patients	patient	NOUN
cieatasu-1903	25	6	with	with	ADP
cieatasu-1903	25	7	diabetes	diabetes	NOUN
cieatasu-1903	25	8	based	base	VERB
cieatasu-1903	25	9	on	on	ADP
cieatasu-1903	25	10	predicted	predict	VERB
cieatasu-1903	25	11	risk	risk	NOUN
cieatasu-1903	25	12	scores	score	NOUN
cieatasu-1903	25	13	showed	show	VERB
cieatasu-1903	25	14	promising	promising	ADJ
cieatasu-1903	25	15	results	result	NOUN
cieatasu-1903	25	16	.	.	PUNCT
cieatasu-1903	26	1	this	this	DET
cieatasu-1903	26	2	intervention	intervention	NOUN
cieatasu-1903	26	3	focused	focus	VERB
cieatasu-1903	26	4	on	on	ADP
cieatasu-1903	26	5	lifestyle	lifestyle	NOUN
cieatasu-1903	26	6	coaching	coaching	NOUN
cieatasu-1903	26	7	leveraging	leverage	VERB
cieatasu-1903	26	8	behavioral	behavioral	ADJ
cieatasu-1903	26	9	science	science	NOUN
cieatasu-1903	26	10	.	.	PUNCT
cieatasu-1903	27	1	when	when	SCONJ
cieatasu-1903	27	2	the	the	DET
cieatasu-1903	27	3	pilot	pilot	NOUN
cieatasu-1903	27	4	was	be	AUX
cieatasu-1903	27	5	expanded	expand	VERB
cieatasu-1903	27	6	to	to	ADP
cieatasu-1903	27	7	all	all	DET
cieatasu-1903	27	8	patients	patient	NOUN
cieatasu-1903	27	9	prioritized	prioritize	VERB
cieatasu-1903	27	10	by	by	ADP
cieatasu-1903	27	11	prediction	prediction	NOUN
cieatasu-1903	27	12	scores	score	NOUN
cieatasu-1903	27	13	,	,	PUNCT
cieatasu-1903	27	14	the	the	DET
cieatasu-1903	27	15	same	same	ADJ
cieatasu-1903	27	16	impact	impact	NOUN
cieatasu-1903	27	17	analysis	analysis	NOUN
cieatasu-1903	27	18	showed	show	VERB
cieatasu-1903	27	19	negative	negative	ADJ
cieatasu-1903	27	20	outcomes	outcome	NOUN
cieatasu-1903	27	21	despite	despite	SCONJ
cieatasu-1903	27	22	the	the	DET
cieatasu-1903	27	23	overall	overall	ADJ
cieatasu-1903	27	24	targeted	targeted	ADJ
cieatasu-1903	27	25	population	population	NOUN
cieatasu-1903	27	26	being	be	AUX
cieatasu-1903	27	27	much	much	ADV
cieatasu-1903	27	28	sicker	sick	ADJ
cieatasu-1903	27	29	.	.	PUNCT
cieatasu-1903	28	1	a	a	DET
cieatasu-1903	28	2	thorough	thorough	ADJ
cieatasu-1903	28	3	,	,	PUNCT
cieatasu-1903	28	4	scientifically	scientifically	ADV
cieatasu-1903	28	5	rigorous	rigorous	ADJ
cieatasu-1903	28	6	,	,	PUNCT
cieatasu-1903	28	7	drill	drill	NOUN
cieatasu-1903	28	8	-	-	PUNCT
cieatasu-1903	28	9	down	down	ADP
cieatasu-1903	28	10	impact	impact	NOUN
cieatasu-1903	28	11	analysis	analysis	NOUN
cieatasu-1903	28	12	revealed	reveal	VERB
cieatasu-1903	28	13	a	a	DET
cieatasu-1903	28	14	mismatch	mismatch	NOUN
cieatasu-1903	28	15	between	between	ADP
cieatasu-1903	28	16	intervention	intervention	NOUN
cieatasu-1903	28	17	and	and	CCONJ
cieatasu-1903	28	18	sub	sub	ADJ
cieatasu-1903	28	19	-	-	ADJ
cieatasu-1903	28	20	population	population	ADJ
cieatasu-1903	28	21	characteristics	characteristic	NOUN
cieatasu-1903	28	22	.	.	PUNCT
cieatasu-1903	29	1	this	this	DET
cieatasu-1903	29	2	finding	finding	NOUN
cieatasu-1903	29	3	led	lead	VERB
cieatasu-1903	29	4	to	to	ADP
cieatasu-1903	29	5	differentiating	differentiate	VERB
cieatasu-1903	29	6	risk	risk	NOUN
cieatasu-1903	29	7	prediction	prediction	NOUN
cieatasu-1903	29	8	from	from	ADP
cieatasu-1903	29	9	the	the	DET
cieatasu-1903	29	10	potential	potential	NOUN
cieatasu-1903	29	11	for	for	ADP
cieatasu-1903	29	12	positive	positive	ADJ
cieatasu-1903	29	13	impact	impact	NOUN
cieatasu-1903	29	14	or	or	CCONJ
cieatasu-1903	29	15	impact	impact	NOUN
cieatasu-1903	29	16	elasticity	elasticity	NOUN
cieatasu-1903	29	17	.	.	PUNCT
cieatasu-1903	30	1	it	it	PRON
cieatasu-1903	30	2	also	also	ADV
cieatasu-1903	30	3	facilitated	facilitate	VERB
cieatasu-1903	30	4	the	the	DET
cieatasu-1903	30	5	use	use	NOUN
cieatasu-1903	30	6	of	of	ADP
cieatasu-1903	30	7	social	social	ADJ
cieatasu-1903	30	8	psychological	psychological	ADJ
cieatasu-1903	30	9	factors	factor	NOUN
cieatasu-1903	30	10	derived	derive	VERB
cieatasu-1903	30	11	from	from	ADP
cieatasu-1903	30	12	the	the	DET
cieatasu-1903	30	13	patient	patient	ADJ
cieatasu-1903	30	14	activation	activation	NOUN
cieatasu-1903	30	15	measure	measure	NOUN
cieatasu-1903	30	16	to	to	PART
cieatasu-1903	30	17	personalize	personalize	VERB
cieatasu-1903	30	18	interventions	intervention	NOUN
cieatasu-1903	30	19	further	far	ADV
cieatasu-1903	30	20	(	(	PUNCT
cieatasu-1903	30	21	hibbard	hibbard	PROPN
cieatasu-1903	30	22	et	et	PROPN
cieatasu-1903	30	23	al	al	PROPN
cieatasu-1903	30	24	.	.	PROPN
cieatasu-1903	30	25	,	,	PUNCT
cieatasu-1903	30	26	2004	2004	NUM
cieatasu-1903	30	27	)	)	PUNCT
cieatasu-1903	30	28	.	.	PUNCT
cieatasu-1903	31	1	in	in	ADP
cieatasu-1903	31	2	the	the	DET
cieatasu-1903	31	3	end	end	NOUN
cieatasu-1903	31	4	,	,	PUNCT
cieatasu-1903	31	5	a	a	DET
cieatasu-1903	31	6	portfolio	portfolio	NOUN
cieatasu-1903	31	7	optimization	optimization	NOUN
cieatasu-1903	31	8	approach	approach	NOUN
cieatasu-1903	31	9	was	be	AUX
cieatasu-1903	31	10	developed	develop	VERB
cieatasu-1903	31	11	to	to	PART
cieatasu-1903	31	12	assign	assign	VERB
cieatasu-1903	31	13	patients	patient	NOUN
cieatasu-1903	31	14	to	to	ADP
cieatasu-1903	31	15	various	various	ADJ
cieatasu-1903	31	16	patient	patient	NOUN
cieatasu-1903	31	17	-	-	PUNCT
cieatasu-1903	31	18	care	care	NOUN
cieatasu-1903	31	19	programs	program	NOUN
cieatasu-1903	31	20	,	,	PUNCT
cieatasu-1903	31	21	each	each	PRON
cieatasu-1903	31	22	personalized	personalize	VERB
cieatasu-1903	31	23	to	to	ADP
cieatasu-1903	31	24	the	the	DET
cieatasu-1903	31	25	unique	unique	ADJ
cieatasu-1903	31	26	impact	impact	NOUN
cieatasu-1903	31	27	elasticity	elasticity	NOUN
cieatasu-1903	31	28	profile	profile	NOUN
cieatasu-1903	31	29	of	of	ADP
cieatasu-1903	31	30	a	a	DET
cieatasu-1903	31	31	group	group	NOUN
cieatasu-1903	31	32	of	of	ADP
cieatasu-1903	31	33	patients	patient	NOUN
cieatasu-1903	31	34	.	.	PUNCT
cieatasu-1903	32	1	creation	creation	NOUN
cieatasu-1903	32	2	of	of	ADP
cieatasu-1903	32	3	a	a	DET
cieatasu-1903	32	4	student	student	NOUN
cieatasu-1903	32	5	success	success	NOUN
cieatasu-1903	32	6	knowledge	knowledge	NOUN
cieatasu-1903	32	7	base	base	NOUN
cieatasu-1903	32	8	similar	similar	ADJ
cieatasu-1903	32	9	to	to	ADP
cieatasu-1903	32	10	this	this	DET
cieatasu-1903	32	11	portfolio	portfolio	NOUN
cieatasu-1903	32	12	of	of	ADP
cieatasu-1903	32	13	patient	patient	NOUN
cieatasu-1903	32	14	-	-	PUNCT
cieatasu-1903	32	15	care	care	NOUN
cieatasu-1903	32	16	programs	program	NOUN
cieatasu-1903	32	17	is	be	AUX
cieatasu-1903	32	18	not	not	PART
cieatasu-1903	32	19	a	a	DET
cieatasu-1903	32	20	trivial	trivial	ADJ
cieatasu-1903	32	21	task	task	NOUN
cieatasu-1903	32	22	.	.	PUNCT
cieatasu-1903	33	1	there	there	PRON
cieatasu-1903	33	2	are	be	VERB
cieatasu-1903	33	3	multiple	multiple	ADJ
cieatasu-1903	33	4	challenges	challenge	NOUN
cieatasu-1903	33	5	associated	associate	VERB
cieatasu-1903	33	6	with	with	ADP
cieatasu-1903	33	7	the	the	DET
cieatasu-1903	33	8	creation	creation	NOUN
cieatasu-1903	33	9	.	.	PUNCT
cieatasu-1903	34	1	kil	kil	PROPN
cieatasu-1903	34	2	et	et	PROPN
cieatasu-1903	34	3	al	al	PROPN
cieatasu-1903	34	4	:	:	PUNCT
cieatasu-1903	34	5	catalyzing	catalyze	VERB
cieatasu-1903	34	6	a	a	DET
cieatasu-1903	34	7	culture	culture	NOUN
cieatasu-1903	34	8	of	of	ADP
cieatasu-1903	34	9	care	care	NOUN
cieatasu-1903	34	10	and	and	CCONJ
cieatasu-1903	34	11	innovation	innovation	NOUN
cieatasu-1903	34	12	current	current	ADJ
cieatasu-1903	34	13	issues	issue	NOUN
cieatasu-1903	34	14	in	in	ADP
cieatasu-1903	34	15	education	education	NOUN
cieatasu-1903	34	16	,	,	PUNCT
cieatasu-1903	34	17	22(1	22(1	NUM
cieatasu-1903	34	18	)	)	PUNCT
cieatasu-1903	34	19	3	3	NUM
cieatasu-1903	34	20	•	•	NOUN
cieatasu-1903	34	21	conflict	conflict	NOUN
cieatasu-1903	34	22	between	between	ADP
cieatasu-1903	34	23	randomized	randomized	ADJ
cieatasu-1903	34	24	experiments	experiment	NOUN
cieatasu-1903	34	25	and	and	CCONJ
cieatasu-1903	34	26	observational	observational	ADJ
cieatasu-1903	34	27	studies	study	NOUN
cieatasu-1903	34	28	:	:	PUNCT
cieatasu-1903	34	29	there	there	PRON
cieatasu-1903	34	30	is	be	VERB
cieatasu-1903	34	31	an	an	DET
cieatasu-1903	34	32	academic	academic	ADJ
cieatasu-1903	34	33	bias	bias	NOUN
cieatasu-1903	34	34	towards	towards	ADP
cieatasu-1903	34	35	randomized	randomized	ADJ
cieatasu-1903	34	36	controlled	control	VERB
cieatasu-1903	34	37	trials	trial	NOUN
cieatasu-1903	34	38	(	(	PUNCT
cieatasu-1903	34	39	rct	rct	PROPN
cieatasu-1903	34	40	)	)	PUNCT
cieatasu-1903	34	41	.	.	PUNCT
cieatasu-1903	35	1	black	black	ADJ
cieatasu-1903	35	2	(	(	PUNCT
cieatasu-1903	35	3	1996	1996	NUM
cieatasu-1903	35	4	)	)	PUNCT
cieatasu-1903	35	5	posits	posit	NOUN
cieatasu-1903	35	6	that	that	SCONJ
cieatasu-1903	35	7	rcts	rct	NOUN
cieatasu-1903	35	8	and	and	CCONJ
cieatasu-1903	35	9	observational	observational	ADJ
cieatasu-1903	35	10	studies	study	NOUN
cieatasu-1903	35	11	can	can	AUX
cieatasu-1903	35	12	complement	complement	VERB
cieatasu-1903	35	13	each	each	DET
cieatasu-1903	35	14	other	other	ADJ
cieatasu-1903	35	15	.	.	PUNCT
cieatasu-1903	36	1	he	he	PRON
cieatasu-1903	36	2	examines	examine	VERB
cieatasu-1903	36	3	the	the	DET
cieatasu-1903	36	4	strengths	strength	NOUN
cieatasu-1903	36	5	and	and	CCONJ
cieatasu-1903	36	6	weaknesses	weakness	NOUN
cieatasu-1903	36	7	of	of	ADP
cieatasu-1903	36	8	randomized	randomized	ADJ
cieatasu-1903	36	9	experiments	experiment	NOUN
cieatasu-1903	36	10	and	and	CCONJ
cieatasu-1903	36	11	observational	observational	ADJ
cieatasu-1903	36	12	methods	method	NOUN
cieatasu-1903	36	13	while	while	SCONJ
cieatasu-1903	36	14	suggesting	suggest	VERB
cieatasu-1903	36	15	that	that	SCONJ
cieatasu-1903	36	16	hypotheses	hypothesis	NOUN
cieatasu-1903	36	17	be	be	AUX
cieatasu-1903	36	18	derived	derive	VERB
cieatasu-1903	36	19	from	from	ADP
cieatasu-1903	36	20	retrospective	retrospective	ADJ
cieatasu-1903	36	21	observational	observational	ADJ
cieatasu-1903	36	22	studies	study	NOUN
cieatasu-1903	36	23	and	and	CCONJ
cieatasu-1903	36	24	be	be	AUX
cieatasu-1903	36	25	confirmed	confirm	VERB
cieatasu-1903	36	26	through	through	ADP
cieatasu-1903	36	27	randomized	randomized	ADJ
cieatasu-1903	36	28	experiments	experiment	NOUN
cieatasu-1903	36	29	for	for	ADP
cieatasu-1903	36	30	higher	high	ADJ
cieatasu-1903	36	31	success	success	NOUN
cieatasu-1903	36	32	rates	rate	NOUN
cieatasu-1903	36	33	in	in	ADP
cieatasu-1903	36	34	prospective	prospective	ADJ
cieatasu-1903	36	35	clinical	clinical	ADJ
cieatasu-1903	36	36	trials	trial	NOUN
cieatasu-1903	36	37	.	.	PUNCT
cieatasu-1903	37	1	the	the	DET
cieatasu-1903	37	2	biggest	big	ADJ
cieatasu-1903	37	3	weakness	weakness	NOUN
cieatasu-1903	37	4	of	of	ADP
cieatasu-1903	37	5	observational	observational	ADJ
cieatasu-1903	37	6	studies	study	NOUN
cieatasu-1903	37	7	,	,	PUNCT
cieatasu-1903	37	8	according	accord	VERB
cieatasu-1903	37	9	to	to	ADP
cieatasu-1903	37	10	black	black	ADJ
cieatasu-1903	37	11	,	,	PUNCT
cieatasu-1903	37	12	is	be	AUX
cieatasu-1903	37	13	the	the	DET
cieatasu-1903	37	14	potential	potential	NOUN
cieatasu-1903	37	15	for	for	ADP
cieatasu-1903	37	16	confounding	confound	VERB
cieatasu-1903	37	17	factors	factor	NOUN
cieatasu-1903	37	18	being	be	AUX
cieatasu-1903	37	19	unevenly	unevenly	ADV
cieatasu-1903	37	20	distributed	distribute	VERB
cieatasu-1903	37	21	between	between	ADP
cieatasu-1903	37	22	intervention	intervention	NOUN
cieatasu-1903	37	23	groups	group	NOUN
cieatasu-1903	37	24	.	.	PUNCT
cieatasu-1903	38	1	could	could	AUX
cieatasu-1903	38	2	data	data	NOUN
cieatasu-1903	38	3	-	-	PUNCT
cieatasu-1903	38	4	driven	drive	VERB
cieatasu-1903	38	5	ml	ml	PROPN
cieatasu-1903	38	6	approaches	approach	NOUN
cieatasu-1903	38	7	help	help	VERB
cieatasu-1903	38	8	us	we	PRON
cieatasu-1903	38	9	infer	infer	VERB
cieatasu-1903	38	10	important	important	ADJ
cieatasu-1903	38	11	confounders	confounder	NOUN
cieatasu-1903	38	12	from	from	ADP
cieatasu-1903	38	13	data	datum	NOUN
cieatasu-1903	38	14	so	so	SCONJ
cieatasu-1903	38	15	they	they	PRON
cieatasu-1903	38	16	can	can	AUX
cieatasu-1903	38	17	be	be	AUX
cieatasu-1903	38	18	used	use	VERB
cieatasu-1903	38	19	in	in	ADP
cieatasu-1903	38	20	the	the	DET
cieatasu-1903	38	21	matching	matching	NOUN
cieatasu-1903	38	22	process	process	NOUN
cieatasu-1903	38	23	to	to	PART
cieatasu-1903	38	24	address	address	VERB
cieatasu-1903	38	25	the	the	DET
cieatasu-1903	38	26	biggest	big	ADJ
cieatasu-1903	38	27	shortcoming	shortcoming	NOUN
cieatasu-1903	38	28	?	?	PUNCT
cieatasu-1903	39	1	•	•	NUM
cieatasu-1903	39	2	population	population	NOUN
cieatasu-1903	39	3	heterogeneity	heterogeneity	NOUN
cieatasu-1903	39	4	in	in	ADP
cieatasu-1903	39	5	the	the	DET
cieatasu-1903	39	6	real	real	ADJ
cieatasu-1903	39	7	world	world	NOUN
cieatasu-1903	39	8	coupled	couple	VERB
cieatasu-1903	39	9	with	with	ADP
cieatasu-1903	39	10	sparsity	sparsity	NOUN
cieatasu-1903	39	11	of	of	ADP
cieatasu-1903	39	12	results	result	NOUN
cieatasu-1903	39	13	from	from	ADP
cieatasu-1903	39	14	rcts	rct	NOUN
cieatasu-1903	39	15	:	:	PUNCT
cieatasu-1903	39	16	rcts	rct	NOUN
cieatasu-1903	39	17	,	,	PUNCT
cieatasu-1903	39	18	while	while	SCONJ
cieatasu-1903	39	19	important	important	ADJ
cieatasu-1903	39	20	,	,	PUNCT
cieatasu-1903	39	21	are	be	AUX
cieatasu-1903	39	22	no	no	DET
cieatasu-1903	39	23	panacea	panacea	NOUN
cieatasu-1903	39	24	in	in	ADP
cieatasu-1903	39	25	replicating	replicate	VERB
cieatasu-1903	39	26	results	result	NOUN
cieatasu-1903	39	27	in	in	ADP
cieatasu-1903	39	28	the	the	DET
cieatasu-1903	39	29	presence	presence	NOUN
cieatasu-1903	39	30	of	of	ADP
cieatasu-1903	39	31	heterogeneities	heterogeneity	NOUN
cieatasu-1903	39	32	of	of	ADP
cieatasu-1903	39	33	treatment	treatment	NOUN
cieatasu-1903	39	34	and	and	CCONJ
cieatasu-1903	39	35	population	population	NOUN
cieatasu-1903	39	36	in	in	ADP
cieatasu-1903	39	37	the	the	DET
cieatasu-1903	39	38	real	real	ADJ
cieatasu-1903	39	39	world	world	NOUN
cieatasu-1903	39	40	.	.	PUNCT
cieatasu-1903	40	1	it	it	PRON
cieatasu-1903	40	2	is	be	AUX
cieatasu-1903	40	3	well	well	ADV
cieatasu-1903	40	4	known	know	VERB
cieatasu-1903	40	5	that	that	SCONJ
cieatasu-1903	40	6	drugs	drug	NOUN
cieatasu-1903	40	7	approved	approve	VERB
cieatasu-1903	40	8	based	base	VERB
cieatasu-1903	40	9	on	on	ADP
cieatasu-1903	40	10	rct	rct	PROPN
cieatasu-1903	40	11	results	result	NOUN
cieatasu-1903	40	12	from	from	ADP
cieatasu-1903	40	13	relatively	relatively	ADV
cieatasu-1903	40	14	homogeneous	homogeneous	ADJ
cieatasu-1903	40	15	clinical	clinical	ADJ
cieatasu-1903	40	16	trial	trial	NOUN
cieatasu-1903	40	17	populations	population	NOUN
cieatasu-1903	40	18	resulted	result	VERB
cieatasu-1903	40	19	in	in	ADP
cieatasu-1903	40	20	unexpected	unexpected	ADJ
cieatasu-1903	40	21	side	side	NOUN
cieatasu-1903	40	22	effects	effect	NOUN
cieatasu-1903	40	23	in	in	ADP
cieatasu-1903	40	24	heterogeneous	heterogeneous	ADJ
cieatasu-1903	40	25	real	real	ADJ
cieatasu-1903	40	26	-	-	PUNCT
cieatasu-1903	40	27	world	world	NOUN
cieatasu-1903	40	28	populations	population	NOUN
cieatasu-1903	40	29	,	,	PUNCT
cieatasu-1903	40	30	thus	thus	ADV
cieatasu-1903	40	31	requiring	require	VERB
cieatasu-1903	40	32	pharmacovigilance	pharmacovigilance	NOUN
cieatasu-1903	40	33	using	use	VERB
cieatasu-1903	40	34	real	real	ADJ
cieatasu-1903	40	35	-	-	PUNCT
cieatasu-1903	40	36	world	world	NOUN
cieatasu-1903	40	37	health	health	NOUN
cieatasu-1903	40	38	data	datum	NOUN
cieatasu-1903	40	39	(	(	PUNCT
cieatasu-1903	40	40	who	who	PRON
cieatasu-1903	40	41	,	,	PUNCT
cieatasu-1903	40	42	2002	2002	NUM
cieatasu-1903	40	43	)	)	PUNCT
cieatasu-1903	40	44	.	.	PUNCT
cieatasu-1903	41	1	the	the	DET
cieatasu-1903	41	2	national	national	ADJ
cieatasu-1903	41	3	academies	academy	NOUN
cieatasu-1903	41	4	of	of	ADP
cieatasu-1903	41	5	science	science	NOUN
cieatasu-1903	41	6	,	,	PUNCT
cieatasu-1903	41	7	engineering	engineering	NOUN
cieatasu-1903	41	8	,	,	PUNCT
cieatasu-1903	41	9	and	and	CCONJ
cieatasu-1903	41	10	medicine	medicine	NOUN
cieatasu-1903	41	11	(	(	PUNCT
cieatasu-1903	41	12	2019	2019	NUM
cieatasu-1903	41	13	)	)	PUNCT
cieatasu-1903	41	14	held	hold	VERB
cieatasu-1903	41	15	a	a	DET
cieatasu-1903	41	16	workshop	workshop	NOUN
cieatasu-1903	41	17	to	to	PART
cieatasu-1903	41	18	explore	explore	VERB
cieatasu-1903	41	19	how	how	SCONJ
cieatasu-1903	41	20	to	to	PART
cieatasu-1903	41	21	maximize	maximize	VERB
cieatasu-1903	41	22	the	the	DET
cieatasu-1903	41	23	impact	impact	NOUN
cieatasu-1903	41	24	on	on	ADP
cieatasu-1903	41	25	medical	medical	ADJ
cieatasu-1903	41	26	product	product	NOUN
cieatasu-1903	41	27	development	development	NOUN
cieatasu-1903	41	28	of	of	ADP
cieatasu-1903	41	29	real	real	ADJ
cieatasu-1903	41	30	-	-	PUNCT
cieatasu-1903	41	31	world	world	NOUN
cieatasu-1903	41	32	evidence	evidence	NOUN
cieatasu-1903	41	33	from	from	ADP
cieatasu-1903	41	34	observational	observational	ADJ
cieatasu-1903	41	35	studies	study	NOUN
cieatasu-1903	41	36	.	.	PUNCT
cieatasu-1903	42	1	franklin	franklin	PROPN
cieatasu-1903	42	2	,	,	PUNCT
cieatasu-1903	42	3	glynn	glynn	PROPN
cieatasu-1903	42	4	,	,	PUNCT
cieatasu-1903	42	5	martin	martin	PROPN
cieatasu-1903	42	6	,	,	PUNCT
cieatasu-1903	42	7	and	and	CCONJ
cieatasu-1903	42	8	schneeweiss	schneeweiss	NOUN
cieatasu-1903	42	9	(	(	PUNCT
cieatasu-1903	42	10	2019	2019	NUM
cieatasu-1903	42	11	)	)	PUNCT
cieatasu-1903	42	12	also	also	ADV
cieatasu-1903	42	13	discuss	discuss	VERB
cieatasu-1903	42	14	potential	potential	ADJ
cieatasu-1903	42	15	use	use	NOUN
cieatasu-1903	42	16	cases	case	NOUN
cieatasu-1903	42	17	of	of	ADP
cieatasu-1903	42	18	real	real	ADJ
cieatasu-1903	42	19	-	-	PUNCT
cieatasu-1903	42	20	world	world	NOUN
cieatasu-1903	42	21	data	datum	NOUN
cieatasu-1903	42	22	for	for	ADP
cieatasu-1903	42	23	regulatory	regulatory	ADJ
cieatasu-1903	42	24	decision	decision	NOUN
cieatasu-1903	42	25	making	making	NOUN
cieatasu-1903	42	26	.	.	PUNCT
cieatasu-1903	43	1	•	•	NOUN
cieatasu-1903	43	2	sparsity	sparsity	NOUN
cieatasu-1903	43	3	of	of	ADP
cieatasu-1903	43	4	high	high	ADJ
cieatasu-1903	43	5	-	-	PUNCT
cieatasu-1903	43	6	fidelity	fidelity	NOUN
cieatasu-1903	43	7	time	time	NOUN
cieatasu-1903	43	8	-	-	PUNCT
cieatasu-1903	43	9	scale	scale	NOUN
cieatasu-1903	43	10	metrics	metric	NOUN
cieatasu-1903	43	11	to	to	PART
cieatasu-1903	43	12	chart	chart	VERB
cieatasu-1903	43	13	student	student	NOUN
cieatasu-1903	43	14	success	success	NOUN
cieatasu-1903	43	15	progress	progress	NOUN
cieatasu-1903	43	16	and	and	CCONJ
cieatasu-1903	43	17	responses	response	NOUN
cieatasu-1903	43	18	to	to	ADP
cieatasu-1903	43	19	heterogeneous	heterogeneous	ADJ
cieatasu-1903	43	20	treatments	treatment	NOUN
cieatasu-1903	43	21	:	:	PUNCT
cieatasu-1903	43	22	the	the	PRON
cieatasu-1903	43	23	longer	long	ADV
cieatasu-1903	43	24	the	the	DET
cieatasu-1903	43	25	time	time	NOUN
cieatasu-1903	43	26	span	span	NOUN
cieatasu-1903	43	27	between	between	ADP
cieatasu-1903	43	28	intervention	intervention	NOUN
cieatasu-1903	43	29	and	and	CCONJ
cieatasu-1903	43	30	outcome	outcome	NOUN
cieatasu-1903	43	31	,	,	PUNCT
cieatasu-1903	43	32	the	the	DET
cieatasu-1903	43	33	more	more	ADJ
cieatasu-1903	43	34	noise	noise	NOUN
cieatasu-1903	43	35	the	the	DET
cieatasu-1903	43	36	measurement	measurement	NOUN
cieatasu-1903	43	37	process	process	NOUN
cieatasu-1903	43	38	needs	need	VERB
cieatasu-1903	43	39	to	to	PART
cieatasu-1903	43	40	deal	deal	VERB
cieatasu-1903	43	41	with	with	ADP
cieatasu-1903	43	42	.	.	PUNCT
cieatasu-1903	44	1	in	in	ADP
cieatasu-1903	44	2	healthcare	healthcare	PROPN
cieatasu-1903	44	3	,	,	PUNCT
cieatasu-1903	44	4	there	there	PRON
cieatasu-1903	44	5	are	be	VERB
cieatasu-1903	44	6	a	a	DET
cieatasu-1903	44	7	lot	lot	NOUN
cieatasu-1903	44	8	of	of	ADP
cieatasu-1903	44	9	-omics	-omic	NOUN
cieatasu-1903	44	10	efforts	effort	NOUN
cieatasu-1903	44	11	in	in	ADP
cieatasu-1903	44	12	immunomics	immunomic	NOUN
cieatasu-1903	44	13	,	,	PUNCT
cieatasu-1903	44	14	genomics	genomic	NOUN
cieatasu-1903	44	15	,	,	PUNCT
cieatasu-1903	44	16	radiomics	radiomic	NOUN
cieatasu-1903	44	17	,	,	PUNCT
cieatasu-1903	44	18	metabolomics	metabolomic	NOUN
cieatasu-1903	44	19	,	,	PUNCT
cieatasu-1903	44	20	and	and	CCONJ
cieatasu-1903	44	21	related	related	ADJ
cieatasu-1903	44	22	internet	internet	NOUN
cieatasu-1903	44	23	-	-	PUNCT
cieatasu-1903	44	24	of	of	ADP
cieatasu-1903	44	25	-	-	PUNCT
cieatasu-1903	44	26	things	thing	NOUN
cieatasu-1903	44	27	(	(	PUNCT
cieatasu-1903	44	28	iot	iot	NOUN
cieatasu-1903	44	29	)	)	PUNCT
cieatasu-1903	44	30	sensor	sensor	NOUN
cieatasu-1903	44	31	technologies	technology	NOUN
cieatasu-1903	44	32	to	to	PART
cieatasu-1903	44	33	understand	understand	VERB
cieatasu-1903	44	34	and	and	CCONJ
cieatasu-1903	44	35	untangle	untangle	VERB
cieatasu-1903	44	36	the	the	DET
cieatasu-1903	44	37	mysteries	mystery	NOUN
cieatasu-1903	44	38	of	of	ADP
cieatasu-1903	44	39	how	how	SCONJ
cieatasu-1903	44	40	human	human	ADJ
cieatasu-1903	44	41	bodies	body	NOUN
cieatasu-1903	44	42	respond	respond	VERB
cieatasu-1903	44	43	to	to	ADP
cieatasu-1903	44	44	various	various	ADJ
cieatasu-1903	44	45	dynamic	dynamic	ADJ
cieatasu-1903	44	46	treatments	treatment	NOUN
cieatasu-1903	44	47	(	(	PUNCT
cieatasu-1903	44	48	caron	caron	PROPN
cieatasu-1903	44	49	et	et	PROPN
cieatasu-1903	44	50	al	al	PROPN
cieatasu-1903	44	51	.	.	PROPN
cieatasu-1903	44	52	,	,	PUNCT
cieatasu-1903	44	53	2007	2007	NUM
cieatasu-1903	44	54	)	)	PUNCT
cieatasu-1903	44	55	.	.	PUNCT
cieatasu-1903	45	1	jones	jones	PROPN
cieatasu-1903	45	2	and	and	CCONJ
cieatasu-1903	45	3	agusti	agusti	PROPN
cieatasu-1903	45	4	(	(	PUNCT
cieatasu-1903	45	5	2006	2006	NUM
cieatasu-1903	45	6	)	)	PUNCT
cieatasu-1903	45	7	talk	talk	NOUN
cieatasu-1903	45	8	about	about	ADP
cieatasu-1903	45	9	the	the	DET
cieatasu-1903	45	10	need	need	NOUN
cieatasu-1903	45	11	for	for	ADP
cieatasu-1903	45	12	new	new	ADJ
cieatasu-1903	45	13	markers	marker	NOUN
cieatasu-1903	45	14	or	or	CCONJ
cieatasu-1903	45	15	surrogate	surrogate	ADJ
cieatasu-1903	45	16	endpoints	endpoint	NOUN
cieatasu-1903	45	17	in	in	ADP
cieatasu-1903	45	18	the	the	DET
cieatasu-1903	45	19	management	management	NOUN
cieatasu-1903	45	20	of	of	ADP
cieatasu-1903	45	21	chronic	chronic	ADJ
cieatasu-1903	45	22	obstructive	obstructive	ADJ
cieatasu-1903	45	23	pulmonary	pulmonary	ADJ
cieatasu-1903	45	24	disease	disease	NOUN
cieatasu-1903	45	25	in	in	ADP
cieatasu-1903	45	26	conjunction	conjunction	NOUN
cieatasu-1903	45	27	with	with	ADP
cieatasu-1903	45	28	observable	observable	ADJ
cieatasu-1903	45	29	patient	patient	ADJ
cieatasu-1903	45	30	symptoms	symptom	NOUN
cieatasu-1903	45	31	.	.	PUNCT
cieatasu-1903	46	1	the	the	DET
cieatasu-1903	46	2	key	key	ADJ
cieatasu-1903	46	3	idea	idea	NOUN
cieatasu-1903	46	4	here	here	ADV
cieatasu-1903	46	5	is	be	AUX
cieatasu-1903	46	6	to	to	PART
cieatasu-1903	46	7	use	use	VERB
cieatasu-1903	46	8	fast	fast	ADJ
cieatasu-1903	46	9	surrogate	surrogate	ADJ
cieatasu-1903	46	10	endpoints	endpoint	NOUN
cieatasu-1903	46	11	highly	highly	ADV
cieatasu-1903	46	12	correlated	correlate	VERB
cieatasu-1903	46	13	with	with	ADP
cieatasu-1903	46	14	primary	primary	ADJ
cieatasu-1903	46	15	endpoints	endpoint	NOUN
cieatasu-1903	46	16	to	to	PART
cieatasu-1903	46	17	strengthen	strengthen	VERB
cieatasu-1903	46	18	the	the	DET
cieatasu-1903	46	19	discovery	discovery	NOUN
cieatasu-1903	46	20	of	of	ADP
cieatasu-1903	46	21	causality	causality	NOUN
cieatasu-1903	46	22	between	between	ADP
cieatasu-1903	46	23	treatment	treatment	NOUN
cieatasu-1903	46	24	and	and	CCONJ
cieatasu-1903	46	25	outcomes	outcome	NOUN
cieatasu-1903	46	26	consisting	consist	VERB
cieatasu-1903	46	27	of	of	ADP
cieatasu-1903	46	28	multiple	multiple	ADJ
cieatasu-1903	46	29	time	time	NOUN
cieatasu-1903	46	30	-	-	PUNCT
cieatasu-1903	46	31	scale	scale	NOUN
cieatasu-1903	46	32	metrics	metric	NOUN
cieatasu-1903	46	33	.	.	PUNCT
cieatasu-1903	47	1	•	•	NUM
cieatasu-1903	47	2	lack	lack	NOUN
cieatasu-1903	47	3	of	of	ADP
cieatasu-1903	47	4	a	a	DET
cieatasu-1903	47	5	unifying	unifying	ADJ
cieatasu-1903	47	6	framework	framework	NOUN
cieatasu-1903	47	7	around	around	ADP
cieatasu-1903	47	8	intervention	intervention	NOUN
cieatasu-1903	47	9	opportunities	opportunity	NOUN
cieatasu-1903	47	10	and	and	CCONJ
cieatasu-1903	47	11	impact	impact	NOUN
cieatasu-1903	47	12	results	result	NOUN
cieatasu-1903	47	13	:	:	PUNCT
cieatasu-1903	47	14	oreopoulos	oreopoulo	NOUN
cieatasu-1903	47	15	and	and	CCONJ
cieatasu-1903	47	16	petronijevic	petronijevic	PROPN
cieatasu-1903	47	17	(	(	PUNCT
cieatasu-1903	47	18	2019	2019	NUM
cieatasu-1903	47	19	)	)	PUNCT
cieatasu-1903	47	20	report	report	NOUN
cieatasu-1903	47	21	that	that	SCONJ
cieatasu-1903	47	22	they	they	PRON
cieatasu-1903	47	23	failed	fail	VERB
cieatasu-1903	47	24	to	to	PART
cieatasu-1903	47	25	replicate	replicate	VERB
cieatasu-1903	47	26	earlier	early	ADV
cieatasu-1903	47	27	promising	promising	ADJ
cieatasu-1903	47	28	results	result	NOUN
cieatasu-1903	47	29	from	from	ADP
cieatasu-1903	47	30	scalable	scalable	ADJ
cieatasu-1903	47	31	online	online	NOUN
cieatasu-1903	47	32	and	and	CCONJ
cieatasu-1903	47	33	text	text	NOUN
cieatasu-1903	47	34	-	-	PUNCT
cieatasu-1903	47	35	message	message	NOUN
cieatasu-1903	47	36	interventions	intervention	NOUN
cieatasu-1903	47	37	to	to	PART
cieatasu-1903	47	38	improve	improve	VERB
cieatasu-1903	47	39	college	college	NOUN
cieatasu-1903	47	40	achievement	achievement	NOUN
cieatasu-1903	47	41	.	.	PUNCT
cieatasu-1903	48	1	however	however	ADV
cieatasu-1903	48	2	,	,	PUNCT
cieatasu-1903	48	3	student	student	NOUN
cieatasu-1903	48	4	characteristics	characteristic	NOUN
cieatasu-1903	48	5	may	may	AUX
cieatasu-1903	48	6	differ	differ	VERB
cieatasu-1903	48	7	across	across	ADP
cieatasu-1903	48	8	the	the	DET
cieatasu-1903	48	9	interventions	intervention	NOUN
cieatasu-1903	48	10	in	in	ADP
cieatasu-1903	48	11	terms	term	NOUN
cieatasu-1903	48	12	of	of	ADP
cieatasu-1903	48	13	relative	relative	ADJ
cieatasu-1903	48	14	magnitudes	magnitude	NOUN
cieatasu-1903	48	15	of	of	ADP
cieatasu-1903	48	16	student	student	NOUN
cieatasu-1903	48	17	success	success	NOUN
cieatasu-1903	48	18	drivers	driver	NOUN
cieatasu-1903	48	19	and	and	CCONJ
cieatasu-1903	48	20	intentionality	intentionality	NOUN
cieatasu-1903	48	21	in	in	ADP
cieatasu-1903	48	22	intervention	intervention	NOUN
cieatasu-1903	48	23	design	design	NOUN
cieatasu-1903	48	24	that	that	PRON
cieatasu-1903	48	25	accommodates	accommodate	VERB
cieatasu-1903	48	26	such	such	ADJ
cieatasu-1903	48	27	potential	potential	ADJ
cieatasu-1903	48	28	differences	difference	NOUN
cieatasu-1903	48	29	.	.	PUNCT
cieatasu-1903	49	1	too	too	ADV
cieatasu-1903	49	2	frequently	frequently	ADV
cieatasu-1903	49	3	,	,	PUNCT
cieatasu-1903	49	4	intervention	intervention	NOUN
cieatasu-1903	49	5	results	result	NOUN
cieatasu-1903	49	6	are	be	AUX
cieatasu-1903	49	7	viewed	view	VERB
cieatasu-1903	49	8	in	in	ADP
cieatasu-1903	49	9	isolation	isolation	NOUN
cieatasu-1903	49	10	without	without	ADP
cieatasu-1903	49	11	examining	examine	VERB
cieatasu-1903	49	12	differences	difference	NOUN
cieatasu-1903	49	13	in	in	ADP
cieatasu-1903	49	14	student	student	NOUN
cieatasu-1903	49	15	success	success	NOUN
cieatasu-1903	49	16	drivers	driver	NOUN
cieatasu-1903	49	17	and	and	CCONJ
cieatasu-1903	49	18	intervention	intervention	NOUN
cieatasu-1903	49	19	design	design	NOUN
cieatasu-1903	49	20	intentionality	intentionality	NOUN
cieatasu-1903	49	21	,	,	PUNCT
cieatasu-1903	49	22	personalized	personalize	VERB
cieatasu-1903	49	23	to	to	PART
cieatasu-1903	49	24	target	target	VERB
cieatasu-1903	49	25	population	population	NOUN
cieatasu-1903	49	26	characteristics	characteristic	NOUN
cieatasu-1903	49	27	.	.	PUNCT
cieatasu-1903	50	1	yeager	yeager	PROPN
cieatasu-1903	50	2	and	and	CCONJ
cieatasu-1903	50	3	walton	walton	PROPN
cieatasu-1903	50	4	(	(	PUNCT
cieatasu-1903	50	5	2011	2011	NUM
cieatasu-1903	50	6	)	)	PUNCT
cieatasu-1903	50	7	explore	explore	VERB
cieatasu-1903	50	8	how	how	SCONJ
cieatasu-1903	50	9	wise	wise	ADJ
cieatasu-1903	50	10	psychological	psychological	ADJ
cieatasu-1903	50	11	interventions	intervention	NOUN
cieatasu-1903	50	12	should	should	AUX
cieatasu-1903	50	13	be	be	AUX
cieatasu-1903	50	14	designed	design	VERB
cieatasu-1903	50	15	kil	kil	PROPN
cieatasu-1903	50	16	et	et	PROPN
cieatasu-1903	50	17	al	al	PROPN
cieatasu-1903	50	18	.	.	PROPN
cieatasu-1903	50	19	:	:	PUNCT
cieatasu-1903	50	20	catalyzing	catalyze	VERB
cieatasu-1903	50	21	a	a	DET
cieatasu-1903	50	22	culture	culture	NOUN
cieatasu-1903	50	23	of	of	ADP
cieatasu-1903	50	24	care	care	NOUN
cieatasu-1903	50	25	and	and	CCONJ
cieatasu-1903	50	26	innovation	innovation	NOUN
cieatasu-1903	50	27	4	4	NUM
cieatasu-1903	50	28	with	with	ADP
cieatasu-1903	50	29	the	the	DET
cieatasu-1903	50	30	intention	intention	NOUN
cieatasu-1903	50	31	of	of	ADP
cieatasu-1903	50	32	having	have	VERB
cieatasu-1903	50	33	a	a	DET
cieatasu-1903	50	34	long	long	ADV
cieatasu-1903	50	35	-	-	PUNCT
cieatasu-1903	50	36	lasting	last	VERB
cieatasu-1903	50	37	impact	impact	NOUN
cieatasu-1903	50	38	by	by	ADP
cieatasu-1903	50	39	addressing	address	VERB
cieatasu-1903	50	40	the	the	DET
cieatasu-1903	50	41	underlying	underlie	VERB
cieatasu-1903	50	42	social	social	ADJ
cieatasu-1903	50	43	psychological	psychological	ADJ
cieatasu-1903	50	44	impediments	impediment	NOUN
cieatasu-1903	50	45	with	with	ADP
cieatasu-1903	50	46	many	many	ADJ
cieatasu-1903	50	47	nuances	nuance	NOUN
cieatasu-1903	50	48	.	.	PUNCT
cieatasu-1903	51	1	•	•	NUM
cieatasu-1903	51	2	lack	lack	NOUN
cieatasu-1903	51	3	of	of	ADP
cieatasu-1903	51	4	consensus	consensus	NOUN
cieatasu-1903	51	5	on	on	ADP
cieatasu-1903	51	6	consistent	consistent	ADJ
cieatasu-1903	51	7	methodologies	methodology	NOUN
cieatasu-1903	51	8	in	in	ADP
cieatasu-1903	51	9	measuring	measure	VERB
cieatasu-1903	51	10	impact	impact	NOUN
cieatasu-1903	51	11	results	result	NOUN
cieatasu-1903	51	12	across	across	ADP
cieatasu-1903	51	13	time	time	NOUN
cieatasu-1903	51	14	and	and	CCONJ
cieatasu-1903	51	15	space	space	NOUN
cieatasu-1903	51	16	in	in	ADP
cieatasu-1903	51	17	the	the	DET
cieatasu-1903	51	18	presence	presence	NOUN
cieatasu-1903	51	19	of	of	ADP
cieatasu-1903	51	20	noise	noise	NOUN
cieatasu-1903	51	21	and	and	CCONJ
cieatasu-1903	51	22	confounders	confounder	NOUN
cieatasu-1903	51	23	in	in	ADP
cieatasu-1903	51	24	observational	observational	ADJ
cieatasu-1903	51	25	studies	study	NOUN
cieatasu-1903	51	26	:	:	PUNCT
cieatasu-1903	51	27	there	there	PRON
cieatasu-1903	51	28	appears	appear	VERB
cieatasu-1903	51	29	to	to	PART
cieatasu-1903	51	30	be	be	AUX
cieatasu-1903	51	31	a	a	DET
cieatasu-1903	51	32	lack	lack	NOUN
cieatasu-1903	51	33	of	of	ADP
cieatasu-1903	51	34	consensus	consensus	NOUN
cieatasu-1903	51	35	among	among	ADP
cieatasu-1903	51	36	academic	academic	ADJ
cieatasu-1903	51	37	researchers	researcher	NOUN
cieatasu-1903	51	38	on	on	ADP
cieatasu-1903	51	39	the	the	DET
cieatasu-1903	51	40	best	good	ADJ
cieatasu-1903	51	41	ml	ml	NOUN
cieatasu-1903	51	42	-	-	PUNCT
cieatasu-1903	51	43	based	base	VERB
cieatasu-1903	51	44	impact	impact	NOUN
cieatasu-1903	51	45	analysis	analysis	NOUN
cieatasu-1903	51	46	algorithms	algorithm	NOUN
cieatasu-1903	51	47	in	in	ADP
cieatasu-1903	51	48	the	the	DET
cieatasu-1903	51	49	presence	presence	NOUN
cieatasu-1903	51	50	of	of	ADP
cieatasu-1903	51	51	real	real	ADJ
cieatasu-1903	51	52	-	-	PUNCT
cieatasu-1903	51	53	world	world	NOUN
cieatasu-1903	51	54	constraints	constraint	NOUN
cieatasu-1903	51	55	and	and	CCONJ
cieatasu-1903	51	56	challenges	challenge	NOUN
cieatasu-1903	51	57	despite	despite	SCONJ
cieatasu-1903	51	58	recommendations	recommendation	NOUN
cieatasu-1903	51	59	from	from	ADP
cieatasu-1903	51	60	what	what	PRON
cieatasu-1903	51	61	works	work	VERB
cieatasu-1903	51	62	clearinghouse	clearinghouse	NOUN
cieatasu-1903	51	63	(	(	PUNCT
cieatasu-1903	51	64	wwc	wwc	ADJ
cieatasu-1903	51	65	,	,	PUNCT
cieatasu-1903	51	66	2019	2019	NUM
cieatasu-1903	51	67	)	)	PUNCT
cieatasu-1903	51	68	.	.	PUNCT
cieatasu-1903	52	1	the	the	DET
cieatasu-1903	52	2	most	most	ADV
cieatasu-1903	52	3	frequent	frequent	ADJ
cieatasu-1903	52	4	argument	argument	NOUN
cieatasu-1903	52	5	against	against	ADP
cieatasu-1903	52	6	ml	ml	ADV
cieatasu-1903	52	7	-	-	PUNCT
cieatasu-1903	52	8	based	base	VERB
cieatasu-1903	52	9	approaches	approach	NOUN
cieatasu-1903	52	10	in	in	ADP
cieatasu-1903	52	11	causal	causal	ADJ
cieatasu-1903	52	12	inference	inference	NOUN
cieatasu-1903	52	13	is	be	AUX
cieatasu-1903	52	14	dependence	dependence	NOUN
cieatasu-1903	52	15	on	on	ADP
cieatasu-1903	52	16	the	the	DET
cieatasu-1903	52	17	practitioner	practitioner	NOUN
cieatasu-1903	52	18	’s	’s	PART
cieatasu-1903	52	19	skill	skill	NOUN
cieatasu-1903	52	20	level	level	NOUN
cieatasu-1903	52	21	in	in	ADP
cieatasu-1903	52	22	building	build	VERB
cieatasu-1903	52	23	ml	ml	NOUN
cieatasu-1903	52	24	models	model	NOUN
cieatasu-1903	52	25	(	(	PUNCT
cieatasu-1903	52	26	king	king	NOUN
cieatasu-1903	52	27	&	&	CCONJ
cieatasu-1903	52	28	nielson	nielson	PROPN
cieatasu-1903	52	29	,	,	PUNCT
cieatasu-1903	52	30	2019	2019	NUM
cieatasu-1903	52	31	)	)	PUNCT
cieatasu-1903	52	32	.	.	PUNCT
cieatasu-1903	53	1	however	however	ADV
cieatasu-1903	53	2	,	,	PUNCT
cieatasu-1903	53	3	more	more	ADJ
cieatasu-1903	53	4	and	and	CCONJ
cieatasu-1903	53	5	more	more	ADV
cieatasu-1903	53	6	robust	robust	ADJ
cieatasu-1903	53	7	ml	ml	NOUN
cieatasu-1903	53	8	modeling	modeling	NOUN
cieatasu-1903	53	9	algorithms	algorithm	NOUN
cieatasu-1903	53	10	are	be	AUX
cieatasu-1903	53	11	being	be	AUX
cieatasu-1903	53	12	made	make	VERB
cieatasu-1903	53	13	available	available	ADJ
cieatasu-1903	53	14	through	through	ADP
cieatasu-1903	53	15	ml	ml	NOUN
cieatasu-1903	53	16	libraries	library	NOUN
cieatasu-1903	53	17	offered	offer	VERB
cieatasu-1903	53	18	by	by	ADP
cieatasu-1903	53	19	most	most	ADJ
cieatasu-1903	53	20	cloud	cloud	ADJ
cieatasu-1903	53	21	analytics	analytic	NOUN
cieatasu-1903	53	22	vendors	vendor	NOUN
cieatasu-1903	53	23	,	,	PUNCT
cieatasu-1903	53	24	leading	lead	VERB
cieatasu-1903	53	25	to	to	ADP
cieatasu-1903	53	26	ml	ml	NOUN
cieatasu-1903	53	27	modeling	model	VERB
cieatasu-1903	53	28	democratization	democratization	NOUN
cieatasu-1903	53	29	.	.	PUNCT
cieatasu-1903	54	1	despite	despite	SCONJ
cieatasu-1903	54	2	these	these	DET
cieatasu-1903	54	3	challenges	challenge	NOUN
cieatasu-1903	54	4	,	,	PUNCT
cieatasu-1903	54	5	the	the	DET
cieatasu-1903	54	6	time	time	NOUN
cieatasu-1903	54	7	is	be	AUX
cieatasu-1903	54	8	ripe	ripe	ADJ
cieatasu-1903	54	9	for	for	ADP
cieatasu-1903	54	10	a	a	DET
cieatasu-1903	54	11	connected	connected	ADJ
cieatasu-1903	54	12	ml	ml	NOUN
cieatasu-1903	54	13	approach	approach	NOUN
cieatasu-1903	54	14	that	that	PRON
cieatasu-1903	54	15	goes	go	VERB
cieatasu-1903	54	16	beyond	beyond	ADP
cieatasu-1903	54	17	predictive	predictive	ADJ
cieatasu-1903	54	18	modeling	modeling	NOUN
cieatasu-1903	54	19	.	.	PUNCT
cieatasu-1903	55	1	the	the	DET
cieatasu-1903	55	2	authors	author	NOUN
cieatasu-1903	55	3	’	’	PART
cieatasu-1903	55	4	goal	goal	NOUN
cieatasu-1903	55	5	is	be	AUX
cieatasu-1903	55	6	to	to	PART
cieatasu-1903	55	7	reinforce	reinforce	VERB
cieatasu-1903	55	8	the	the	DET
cieatasu-1903	55	9	importance	importance	NOUN
cieatasu-1903	55	10	of	of	ADP
cieatasu-1903	55	11	connected	connected	ADJ
cieatasu-1903	55	12	ml	ml	NOUN
cieatasu-1903	55	13	in	in	ADP
cieatasu-1903	55	14	catalyzing	catalyze	VERB
cieatasu-1903	55	15	institutional	institutional	ADJ
cieatasu-1903	55	16	transformation	transformation	NOUN
cieatasu-1903	55	17	.	.	PUNCT
cieatasu-1903	56	1	connected	connected	ADJ
cieatasu-1903	56	2	ml	ml	NOUN
cieatasu-1903	56	3	is	be	AUX
cieatasu-1903	56	4	defined	define	VERB
cieatasu-1903	56	5	as	as	ADP
cieatasu-1903	56	6	a	a	DET
cieatasu-1903	56	7	set	set	NOUN
cieatasu-1903	56	8	of	of	ADP
cieatasu-1903	56	9	complementary	complementary	ADJ
cieatasu-1903	56	10	ml	ml	NOUN
cieatasu-1903	56	11	algorithms	algorithm	NOUN
cieatasu-1903	56	12	with	with	ADP
cieatasu-1903	56	13	a	a	DET
cieatasu-1903	56	14	focus	focus	NOUN
cieatasu-1903	56	15	on	on	ADP
cieatasu-1903	56	16	improving	improve	VERB
cieatasu-1903	56	17	student	student	NOUN
cieatasu-1903	56	18	success	success	NOUN
cieatasu-1903	56	19	,	,	PUNCT
cieatasu-1903	56	20	not	not	PART
cieatasu-1903	56	21	just	just	ADV
cieatasu-1903	56	22	on	on	ADP
cieatasu-1903	56	23	predicting	predict	VERB
cieatasu-1903	56	24	student	student	NOUN
cieatasu-1903	56	25	risk	risk	NOUN
cieatasu-1903	56	26	.	.	PUNCT
cieatasu-1903	57	1	this	this	DET
cieatasu-1903	57	2	paper	paper	NOUN
cieatasu-1903	57	3	is	be	AUX
cieatasu-1903	57	4	organized	organize	VERB
cieatasu-1903	57	5	as	as	SCONJ
cieatasu-1903	57	6	follows	follow	VERB
cieatasu-1903	57	7	.	.	PUNCT
cieatasu-1903	58	1	the	the	DET
cieatasu-1903	58	2	building	building	NOUN
cieatasu-1903	58	3	blocks	block	NOUN
cieatasu-1903	58	4	of	of	ADP
cieatasu-1903	58	5	student	student	NOUN
cieatasu-1903	58	6	success	success	NOUN
cieatasu-1903	58	7	problem	problem	NOUN
cieatasu-1903	58	8	solving	solving	NOUN
cieatasu-1903	58	9	are	be	AUX
cieatasu-1903	58	10	first	first	ADV
cieatasu-1903	58	11	presented	present	VERB
cieatasu-1903	58	12	.	.	PUNCT
cieatasu-1903	59	1	next	next	ADV
cieatasu-1903	59	2	we	we	PRON
cieatasu-1903	59	3	discuss	discuss	VERB
cieatasu-1903	59	4	how	how	SCONJ
cieatasu-1903	59	5	the	the	DET
cieatasu-1903	59	6	proposed	propose	VERB
cieatasu-1903	59	7	ml	ml	NOUN
cieatasu-1903	59	8	framework	framework	NOUN
cieatasu-1903	59	9	can	can	AUX
cieatasu-1903	59	10	catalyze	catalyze	VERB
cieatasu-1903	59	11	institutional	institutional	ADJ
cieatasu-1903	59	12	transformation	transformation	NOUN
cieatasu-1903	59	13	that	that	PRON
cieatasu-1903	59	14	involves	involve	VERB
cieatasu-1903	59	15	people	people	NOUN
cieatasu-1903	59	16	and	and	CCONJ
cieatasu-1903	59	17	processes	process	NOUN
cieatasu-1903	59	18	by	by	ADP
cieatasu-1903	59	19	empowering	empower	VERB
cieatasu-1903	59	20	a	a	DET
cieatasu-1903	59	21	data	data	NOUN
cieatasu-1903	59	22	-	-	PUNCT
cieatasu-1903	59	23	informed	inform	VERB
cieatasu-1903	59	24	culture	culture	NOUN
cieatasu-1903	59	25	of	of	ADP
cieatasu-1903	59	26	care	care	NOUN
cieatasu-1903	59	27	.	.	PUNCT
cieatasu-1903	60	1	finally	finally	ADV
cieatasu-1903	60	2	key	key	ADJ
cieatasu-1903	60	3	concepts	concept	NOUN
cieatasu-1903	60	4	are	be	AUX
cieatasu-1903	60	5	reinforced	reinforce	VERB
cieatasu-1903	60	6	through	through	ADP
cieatasu-1903	60	7	real	real	ADJ
cieatasu-1903	60	8	-	-	PUNCT
cieatasu-1903	60	9	world	world	NOUN
cieatasu-1903	60	10	examples	example	NOUN
cieatasu-1903	60	11	and	and	CCONJ
cieatasu-1903	60	12	recommendations	recommendation	NOUN
cieatasu-1903	60	13	.	.	PUNCT
cieatasu-1903	61	1	method	method	NOUN
cieatasu-1903	61	2	figure	figure	NOUN
cieatasu-1903	61	3	1	1	NUM
cieatasu-1903	61	4	shows	show	VERB
cieatasu-1903	61	5	the	the	DET
cieatasu-1903	61	6	analytics	analytic	NOUN
cieatasu-1903	61	7	building	building	NOUN
cieatasu-1903	61	8	blocks	block	NOUN
cieatasu-1903	61	9	that	that	SCONJ
cieatasu-1903	61	10	power	power	NOUN
cieatasu-1903	61	11	ml	ml	NOUN
cieatasu-1903	61	12	applications	application	NOUN
cieatasu-1903	61	13	focused	focus	VERB
cieatasu-1903	61	14	on	on	ADP
cieatasu-1903	61	15	solving	solve	VERB
cieatasu-1903	61	16	the	the	DET
cieatasu-1903	61	17	problem	problem	NOUN
cieatasu-1903	61	18	of	of	ADP
cieatasu-1903	61	19	student	student	NOUN
cieatasu-1903	61	20	success	success	NOUN
cieatasu-1903	61	21	(	(	PUNCT
cieatasu-1903	61	22	baer	baer	PROPN
cieatasu-1903	61	23	et	et	PROPN
cieatasu-1903	61	24	al	al	PROPN
cieatasu-1903	61	25	.	.	PROPN
cieatasu-1903	61	26	,	,	PUNCT
cieatasu-1903	61	27	2019	2019	NUM
cieatasu-1903	61	28	)	)	PUNCT
cieatasu-1903	61	29	.	.	PUNCT
cieatasu-1903	62	1	while	while	SCONJ
cieatasu-1903	62	2	descriptive	descriptive	ADJ
cieatasu-1903	62	3	and	and	CCONJ
cieatasu-1903	62	4	predictive	predictive	ADJ
cieatasu-1903	62	5	analytics	analytic	NOUN
cieatasu-1903	62	6	solutions	solution	NOUN
cieatasu-1903	62	7	are	be	AUX
cieatasu-1903	62	8	designed	design	VERB
cieatasu-1903	62	9	to	to	PART
cieatasu-1903	62	10	help	help	VERB
cieatasu-1903	62	11	explain	explain	VERB
cieatasu-1903	62	12	who	who	PRON
cieatasu-1903	62	13	is	be	AUX
cieatasu-1903	62	14	at	at	ADP
cieatasu-1903	62	15	risk	risk	NOUN
cieatasu-1903	62	16	and	and	CCONJ
cieatasu-1903	62	17	why	why	SCONJ
cieatasu-1903	62	18	,	,	PUNCT
cieatasu-1903	62	19	they	they	PRON
cieatasu-1903	62	20	just	just	ADV
cieatasu-1903	62	21	represent	represent	VERB
cieatasu-1903	62	22	the	the	DET
cieatasu-1903	62	23	tip	tip	NOUN
cieatasu-1903	62	24	of	of	ADP
cieatasu-1903	62	25	the	the	DET
cieatasu-1903	62	26	iceberg	iceberg	PROPN
cieatasu-1903	62	27	.	.	PUNCT
cieatasu-1903	63	1	figure	figure	VERB
cieatasu-1903	63	2	1	1	NUM
cieatasu-1903	63	3	the	the	DET
cieatasu-1903	63	4	five	five	NUM
cieatasu-1903	63	5	synergistic	synergistic	ADJ
cieatasu-1903	63	6	building	building	NOUN
cieatasu-1903	63	7	blocks	block	NOUN
cieatasu-1903	63	8	of	of	ADP
cieatasu-1903	63	9	ml	ml	NOUN
cieatasu-1903	63	10	analytics	analytic	NOUN
cieatasu-1903	63	11	.	.	PUNCT
cieatasu-1903	64	1	descriptive	descriptive	ADJ
cieatasu-1903	64	2	and	and	CCONJ
cieatasu-1903	64	3	predictive	predictive	ADJ
cieatasu-1903	64	4	analytics	analytic	NOUN
cieatasu-1903	64	5	predictive	predictive	NOUN
cieatasu-1903	64	6	models	model	NOUN
cieatasu-1903	64	7	assign	assign	VERB
cieatasu-1903	64	8	success	success	NOUN
cieatasu-1903	64	9	probabilities	probability	NOUN
cieatasu-1903	64	10	to	to	ADP
cieatasu-1903	64	11	students	student	NOUN
cieatasu-1903	64	12	based	base	VERB
cieatasu-1903	64	13	on	on	ADP
cieatasu-1903	64	14	student	student	NOUN
cieatasu-1903	64	15	and	and	CCONJ
cieatasu-1903	64	16	institutional	institutional	ADJ
cieatasu-1903	64	17	variables	variable	NOUN
cieatasu-1903	64	18	.	.	PUNCT
cieatasu-1903	65	1	going	go	VERB
cieatasu-1903	65	2	beyond	beyond	ADP
cieatasu-1903	65	3	the	the	DET
cieatasu-1903	65	4	role	role	NOUN
cieatasu-1903	65	5	of	of	ADP
cieatasu-1903	65	6	traditional	traditional	ADJ
cieatasu-1903	65	7	predictive	predictive	ADJ
cieatasu-1903	65	8	models	model	NOUN
cieatasu-1903	65	9	,	,	PUNCT
cieatasu-1903	65	10	not	not	PART
cieatasu-1903	65	11	only	only	ADV
cieatasu-1903	65	12	should	should	AUX
cieatasu-1903	65	13	ml	ml	PART
cieatasu-1903	65	14	recommend	recommend	VERB
cieatasu-1903	65	15	intervention	intervention	NOUN
cieatasu-1903	65	16	strategies	strategy	NOUN
cieatasu-1903	65	17	,	,	PUNCT
cieatasu-1903	65	18	but	but	CCONJ
cieatasu-1903	65	19	it	it	PRON
cieatasu-1903	65	20	also	also	ADV
cieatasu-1903	65	21	needs	need	VERB
cieatasu-1903	65	22	to	to	PART
cieatasu-1903	65	23	gather	gather	VERB
cieatasu-1903	65	24	and	and	CCONJ
cieatasu-1903	65	25	provide	provide	VERB
cieatasu-1903	65	26	evidence	evidence	NOUN
cieatasu-1903	65	27	that	that	SCONJ
cieatasu-1903	65	28	the	the	DET
cieatasu-1903	65	29	recommended	recommend	VERB
cieatasu-1903	65	30	intervention	intervention	NOUN
cieatasu-1903	65	31	strategies	strategy	NOUN
cieatasu-1903	65	32	will	will	AUX
cieatasu-1903	65	33	bear	bear	VERB
cieatasu-1903	65	34	fruit	fruit	NOUN
cieatasu-1903	65	35	in	in	ADP
cieatasu-1903	65	36	a	a	DET
cieatasu-1903	65	37	cost	cost	NOUN
cieatasu-1903	65	38	-	-	PUNCT
cieatasu-1903	65	39	effective	effective	ADJ
cieatasu-1903	65	40	,	,	PUNCT
cieatasu-1903	65	41	scalable	scalable	ADJ
cieatasu-1903	65	42	way	way	NOUN
cieatasu-1903	65	43	.	.	PUNCT
cieatasu-1903	66	1	another	another	DET
cieatasu-1903	66	2	important	important	ADJ
cieatasu-1903	66	3	need	need	NOUN
cieatasu-1903	66	4	is	be	AUX
cieatasu-1903	66	5	to	to	PART
cieatasu-1903	66	6	create	create	VERB
cieatasu-1903	66	7	and	and	CCONJ
cieatasu-1903	66	8	sustain	sustain	VERB
cieatasu-1903	66	9	a	a	DET
cieatasu-1903	66	10	rewarding	rewarding	ADJ
cieatasu-1903	66	11	user	user	NOUN
cieatasu-1903	66	12	experience	experience	NOUN
cieatasu-1903	66	13	for	for	ADP
cieatasu-1903	66	14	the	the	DET
cieatasu-1903	66	15	key	key	ADJ
cieatasu-1903	66	16	stakeholders	stakeholder	NOUN
cieatasu-1903	66	17	by	by	ADP
cieatasu-1903	66	18	helping	help	VERB
cieatasu-1903	66	19	them	they	PRON
cieatasu-1903	66	20	see	see	VERB
cieatasu-1903	66	21	how	how	SCONJ
cieatasu-1903	66	22	their	their	PRON
cieatasu-1903	66	23	actions	action	NOUN
cieatasu-1903	66	24	are	be	AUX
cieatasu-1903	66	25	helping	help	VERB
cieatasu-1903	66	26	students	student	NOUN
cieatasu-1903	66	27	do	do	VERB
cieatasu-1903	66	28	better	well	ADV
cieatasu-1903	66	29	.	.	PUNCT
cieatasu-1903	67	1	nir	nir	PROPN
cieatasu-1903	67	2	eyal	eyal	PROPN
cieatasu-1903	67	3	(	(	PUNCT
cieatasu-1903	67	4	2014	2014	NUM
cieatasu-1903	67	5	)	)	PUNCT
cieatasu-1903	67	6	mentions	mention	VERB
cieatasu-1903	67	7	the	the	DET
cieatasu-1903	67	8	importance	importance	NOUN
cieatasu-1903	67	9	of	of	ADP
cieatasu-1903	67	10	variable	variable	ADJ
cieatasu-1903	67	11	intrinsic	intrinsic	ADJ
cieatasu-1903	67	12	reward	reward	NOUN
cieatasu-1903	67	13	while	while	SCONJ
cieatasu-1903	67	14	mihaly	mihaly	NOUN
cieatasu-1903	67	15	csikszentmihalyi	csikszentmihalyi	NOUN
cieatasu-1903	67	16	(	(	PUNCT
cieatasu-1903	67	17	2009	2009	NUM
cieatasu-1903	67	18	)	)	PUNCT
cieatasu-1903	67	19	talks	talk	NOUN
cieatasu-1903	67	20	about	about	ADP
cieatasu-1903	67	21	how	how	SCONJ
cieatasu-1903	67	22	to	to	AUX
cieatasu-1903	67	23	https://ies.ed.gov/ncee/wwc/	https://ies.ed.gov/ncee/wwc/	X
cieatasu-1903	67	24	https://ies.ed.gov/ncee/wwc/	https://ies.ed.gov/ncee/wwc/	PROPN
cieatasu-1903	67	25	kil	kil	PROPN
cieatasu-1903	67	26	et	et	PROPN
cieatasu-1903	67	27	al	al	PROPN
cieatasu-1903	67	28	:	:	PUNCT
cieatasu-1903	67	29	catalyzing	catalyze	VERB
cieatasu-1903	67	30	a	a	DET
cieatasu-1903	67	31	culture	culture	NOUN
cieatasu-1903	67	32	of	of	ADP
cieatasu-1903	67	33	care	care	NOUN
cieatasu-1903	67	34	and	and	CCONJ
cieatasu-1903	67	35	innovation	innovation	NOUN
cieatasu-1903	67	36	current	current	ADJ
cieatasu-1903	67	37	issues	issue	NOUN
cieatasu-1903	67	38	in	in	ADP
cieatasu-1903	67	39	education	education	NOUN
cieatasu-1903	67	40	,	,	PUNCT
cieatasu-1903	67	41	22(1	22(1	NUM
cieatasu-1903	67	42	)	)	PUNCT
cieatasu-1903	67	43	5	5	NUM
cieatasu-1903	67	44	create	create	VERB
cieatasu-1903	67	45	the	the	DET
cieatasu-1903	67	46	optimal	optimal	ADJ
cieatasu-1903	67	47	user	user	NOUN
cieatasu-1903	67	48	experience	experience	NOUN
cieatasu-1903	67	49	called	call	VERB
cieatasu-1903	67	50	flow	flow	NOUN
cieatasu-1903	67	51	by	by	ADP
cieatasu-1903	67	52	immersing	immerse	VERB
cieatasu-1903	67	53	the	the	DET
cieatasu-1903	67	54	user	user	NOUN
cieatasu-1903	67	55	in	in	ADP
cieatasu-1903	67	56	a	a	DET
cieatasu-1903	67	57	deeply	deeply	ADV
cieatasu-1903	67	58	engaged	engaged	ADJ
cieatasu-1903	67	59	and	and	CCONJ
cieatasu-1903	67	60	satisfying	satisfy	VERB
cieatasu-1903	67	61	state	state	NOUN
cieatasu-1903	67	62	.	.	PUNCT
cieatasu-1903	68	1	this	this	DET
cieatasu-1903	68	2	paper	paper	NOUN
cieatasu-1903	68	3	posits	posit	NOUN
cieatasu-1903	68	4	that	that	PRON
cieatasu-1903	68	5	,	,	PUNCT
cieatasu-1903	68	6	given	give	VERB
cieatasu-1903	68	7	the	the	DET
cieatasu-1903	68	8	social	social	ADJ
cieatasu-1903	68	9	psychological	psychological	ADJ
cieatasu-1903	68	10	and	and	CCONJ
cieatasu-1903	68	11	motivational	motivational	ADJ
cieatasu-1903	68	12	profile	profile	NOUN
cieatasu-1903	68	13	of	of	ADP
cieatasu-1903	68	14	stakeholders	stakeholder	NOUN
cieatasu-1903	68	15	in	in	ADP
cieatasu-1903	68	16	higher	high	ADJ
cieatasu-1903	68	17	education	education	NOUN
cieatasu-1903	68	18	,	,	PUNCT
cieatasu-1903	68	19	the	the	DET
cieatasu-1903	68	20	optimal	optimal	ADJ
cieatasu-1903	68	21	user	user	NOUN
cieatasu-1903	68	22	experience	experience	NOUN
cieatasu-1903	68	23	comes	come	VERB
cieatasu-1903	68	24	from	from	ADP
cieatasu-1903	68	25	empowering	empower	VERB
cieatasu-1903	68	26	them	they	PRON
cieatasu-1903	68	27	to	to	PART
cieatasu-1903	68	28	maximize	maximize	VERB
cieatasu-1903	68	29	human	human	ADJ
cieatasu-1903	68	30	intelligence	intelligence	NOUN
cieatasu-1903	68	31	in	in	ADP
cieatasu-1903	68	32	designing	design	VERB
cieatasu-1903	68	33	intentional	intentional	ADJ
cieatasu-1903	68	34	interventions	intervention	NOUN
cieatasu-1903	68	35	and	and	CCONJ
cieatasu-1903	68	36	knowing	know	VERB
cieatasu-1903	68	37	how	how	SCONJ
cieatasu-1903	68	38	they	they	PRON
cieatasu-1903	68	39	are	be	AUX
cieatasu-1903	68	40	contributing	contribute	VERB
cieatasu-1903	68	41	to	to	ADP
cieatasu-1903	68	42	student	student	NOUN
cieatasu-1903	68	43	success	success	NOUN
cieatasu-1903	68	44	.	.	PUNCT
cieatasu-1903	69	1	ml	ml	PUNCT
cieatasu-1903	69	2	can	can	AUX
cieatasu-1903	69	3	help	help	VERB
cieatasu-1903	69	4	stakeholders	stakeholder	NOUN
cieatasu-1903	69	5	stay	stay	VERB
cieatasu-1903	69	6	engaged	engage	VERB
cieatasu-1903	69	7	by	by	ADP
cieatasu-1903	69	8	transforming	transform	VERB
cieatasu-1903	69	9	their	their	PRON
cieatasu-1903	69	10	roles	role	NOUN
cieatasu-1903	69	11	from	from	ADP
cieatasu-1903	69	12	operational	operational	ADJ
cieatasu-1903	69	13	to	to	PART
cieatasu-1903	69	14	empowered	empower	VERB
cieatasu-1903	69	15	through	through	ADP
cieatasu-1903	69	16	intentional	intentional	ADJ
cieatasu-1903	69	17	intervention	intervention	NOUN
cieatasu-1903	69	18	design	design	NOUN
cieatasu-1903	69	19	and	and	CCONJ
cieatasu-1903	69	20	execution	execution	NOUN
cieatasu-1903	69	21	with	with	ADP
cieatasu-1903	69	22	timely	timely	ADJ
cieatasu-1903	69	23	feedback	feedback	NOUN
cieatasu-1903	69	24	on	on	ADP
cieatasu-1903	69	25	how	how	SCONJ
cieatasu-1903	69	26	much	much	ADJ
cieatasu-1903	69	27	difference	difference	NOUN
cieatasu-1903	69	28	they	they	PRON
cieatasu-1903	69	29	are	be	AUX
cieatasu-1903	69	30	making	make	VERB
cieatasu-1903	69	31	and	and	CCONJ
cieatasu-1903	69	32	what	what	PRON
cieatasu-1903	69	33	they	they	PRON
cieatasu-1903	69	34	can	can	AUX
cieatasu-1903	69	35	do	do	VERB
cieatasu-1903	69	36	differently	differently	ADV
cieatasu-1903	69	37	to	to	PART
cieatasu-1903	69	38	further	far	ADV
cieatasu-1903	69	39	improve	improve	VERB
cieatasu-1903	69	40	student	student	NOUN
cieatasu-1903	69	41	success	success	NOUN
cieatasu-1903	69	42	.	.	PUNCT
cieatasu-1903	70	1	those	those	DET
cieatasu-1903	70	2	higher	high	ADJ
cieatasu-1903	70	3	-	-	PUNCT
cieatasu-1903	70	4	education	education	NOUN
cieatasu-1903	70	5	leaders	leader	NOUN
cieatasu-1903	70	6	who	who	PRON
cieatasu-1903	70	7	are	be	AUX
cieatasu-1903	70	8	engaged	engage	VERB
cieatasu-1903	70	9	innovators	innovator	NOUN
cieatasu-1903	70	10	deploy	deploy	VERB
cieatasu-1903	70	11	interventions	intervention	NOUN
cieatasu-1903	70	12	in	in	ADP
cieatasu-1903	70	13	a	a	DET
cieatasu-1903	70	14	data	data	NOUN
cieatasu-1903	70	15	-	-	PUNCT
cieatasu-1903	70	16	informed	inform	VERB
cieatasu-1903	70	17	way	way	NOUN
cieatasu-1903	70	18	,	,	PUNCT
cieatasu-1903	70	19	testing	testing	NOUN
cieatasu-1903	70	20	,	,	PUNCT
cieatasu-1903	70	21	learning	learning	NOUN
cieatasu-1903	70	22	,	,	PUNCT
cieatasu-1903	70	23	and	and	CCONJ
cieatasu-1903	70	24	applying	apply	VERB
cieatasu-1903	70	25	that	that	DET
cieatasu-1903	70	26	learning	learn	VERB
cieatasu-1903	70	27	in	in	ADP
cieatasu-1903	70	28	an	an	DET
cieatasu-1903	70	29	iterative	iterative	NOUN
cieatasu-1903	70	30	cycle	cycle	NOUN
cieatasu-1903	70	31	of	of	ADP
cieatasu-1903	70	32	improvement	improvement	NOUN
cieatasu-1903	70	33	.	.	PUNCT
cieatasu-1903	71	1	a	a	DET
cieatasu-1903	71	2	range	range	NOUN
cieatasu-1903	71	3	of	of	ADP
cieatasu-1903	71	4	data	datum	NOUN
cieatasu-1903	71	5	is	be	AUX
cieatasu-1903	71	6	necessary	necessary	ADJ
cieatasu-1903	71	7	to	to	PART
cieatasu-1903	71	8	employ	employ	VERB
cieatasu-1903	71	9	this	this	DET
cieatasu-1903	71	10	iterative	iterative	NOUN
cieatasu-1903	71	11	improvement	improvement	NOUN
cieatasu-1903	71	12	strategy	strategy	NOUN
cieatasu-1903	71	13	.	.	PUNCT
cieatasu-1903	72	1	both	both	DET
cieatasu-1903	72	2	descriptive	descriptive	ADJ
cieatasu-1903	72	3	and	and	CCONJ
cieatasu-1903	72	4	predictive	predictive	ADJ
cieatasu-1903	72	5	analytics	analytic	NOUN
cieatasu-1903	72	6	can	can	AUX
cieatasu-1903	72	7	be	be	AUX
cieatasu-1903	72	8	used	use	VERB
cieatasu-1903	72	9	to	to	PART
cieatasu-1903	72	10	provide	provide	VERB
cieatasu-1903	72	11	a	a	DET
cieatasu-1903	72	12	comprehensive	comprehensive	ADJ
cieatasu-1903	72	13	dashboard	dashboard	NOUN
cieatasu-1903	72	14	view	view	NOUN
cieatasu-1903	72	15	of	of	ADP
cieatasu-1903	72	16	student	student	NOUN
cieatasu-1903	72	17	and	and	CCONJ
cieatasu-1903	72	18	stakeholder	stakeholder	NOUN
cieatasu-1903	72	19	health	health	NOUN
cieatasu-1903	72	20	statistics	statistic	NOUN
cieatasu-1903	72	21	and	and	CCONJ
cieatasu-1903	72	22	trends	trend	NOUN
cieatasu-1903	72	23	,	,	PUNCT
cieatasu-1903	72	24	where	where	SCONJ
cieatasu-1903	72	25	health	health	NOUN
cieatasu-1903	72	26	can	can	AUX
cieatasu-1903	72	27	encompass	encompass	VERB
cieatasu-1903	72	28	student	student	NOUN
cieatasu-1903	72	29	-	-	PUNCT
cieatasu-1903	72	30	success	success	NOUN
cieatasu-1903	72	31	and	and	CCONJ
cieatasu-1903	72	32	stakeholder	stakeholder	NOUN
cieatasu-1903	72	33	-	-	PUNCT
cieatasu-1903	72	34	engagement	engagement	NOUN
cieatasu-1903	72	35	metrics	metric	NOUN
cieatasu-1903	72	36	.	.	PUNCT
cieatasu-1903	73	1	prescriptive	prescriptive	ADJ
cieatasu-1903	73	2	intervention	intervention	NOUN
cieatasu-1903	73	3	opportunity	opportunity	NOUN
cieatasu-1903	73	4	analytics	analytic	NOUN
cieatasu-1903	73	5	the	the	DET
cieatasu-1903	73	6	key	key	ADJ
cieatasu-1903	73	7	tenet	tenet	NOUN
cieatasu-1903	73	8	behind	behind	ADP
cieatasu-1903	73	9	prescriptive	prescriptive	ADJ
cieatasu-1903	73	10	analytics	analytic	NOUN
cieatasu-1903	73	11	is	be	AUX
cieatasu-1903	73	12	understanding	understand	VERB
cieatasu-1903	73	13	the	the	DET
cieatasu-1903	73	14	relationship	relationship	NOUN
cieatasu-1903	73	15	between	between	ADP
cieatasu-1903	73	16	impactable	impactable	ADJ
cieatasu-1903	73	17	levers	lever	NOUN
cieatasu-1903	73	18	,	,	PUNCT
cieatasu-1903	73	19	or	or	CCONJ
cieatasu-1903	73	20	simply	simply	ADV
cieatasu-1903	73	21	impact	impact	VERB
cieatasu-1903	73	22	levers	lever	NOUN
cieatasu-1903	73	23	,	,	PUNCT
cieatasu-1903	73	24	and	and	CCONJ
cieatasu-1903	73	25	student	student	NOUN
cieatasu-1903	73	26	success	success	NOUN
cieatasu-1903	73	27	rates	rate	NOUN
cieatasu-1903	73	28	,	,	PUNCT
cieatasu-1903	73	29	which	which	PRON
cieatasu-1903	73	30	is	be	AUX
cieatasu-1903	73	31	called	call	VERB
cieatasu-1903	73	32	elasticity	elasticity	NOUN
cieatasu-1903	73	33	,	,	PUNCT
cieatasu-1903	73	34	borrowing	borrow	VERB
cieatasu-1903	73	35	a	a	DET
cieatasu-1903	73	36	term	term	NOUN
cieatasu-1903	73	37	from	from	ADP
cieatasu-1903	73	38	economics	economic	NOUN
cieatasu-1903	73	39	,	,	PUNCT
cieatasu-1903	73	40	such	such	ADJ
cieatasu-1903	73	41	as	as	ADP
cieatasu-1903	73	42	price	price	NOUN
cieatasu-1903	73	43	elasticity	elasticity	NOUN
cieatasu-1903	73	44	of	of	ADP
cieatasu-1903	73	45	demand	demand	NOUN
cieatasu-1903	73	46	.	.	PUNCT
cieatasu-1903	74	1	the	the	DET
cieatasu-1903	74	2	same	same	ADJ
cieatasu-1903	74	3	concept	concept	NOUN
cieatasu-1903	74	4	is	be	AUX
cieatasu-1903	74	5	directly	directly	ADV
cieatasu-1903	74	6	applicable	applicable	ADJ
cieatasu-1903	74	7	to	to	ADP
cieatasu-1903	74	8	student	student	NOUN
cieatasu-1903	74	9	success	success	NOUN
cieatasu-1903	74	10	science	science	NOUN
cieatasu-1903	74	11	.	.	PUNCT
cieatasu-1903	75	1	for	for	ADP
cieatasu-1903	75	2	example	example	NOUN
cieatasu-1903	75	3	,	,	PUNCT
cieatasu-1903	75	4	academic	academic	ADJ
cieatasu-1903	75	5	performance	performance	NOUN
cieatasu-1903	75	6	can	can	AUX
cieatasu-1903	75	7	be	be	AUX
cieatasu-1903	75	8	inelastic	inelastic	ADJ
cieatasu-1903	75	9	for	for	ADP
cieatasu-1903	75	10	certain	certain	ADJ
cieatasu-1903	75	11	groups	group	NOUN
cieatasu-1903	75	12	of	of	ADP
cieatasu-1903	75	13	students	student	NOUN
cieatasu-1903	75	14	,	,	PUNCT
cieatasu-1903	75	15	such	such	ADJ
cieatasu-1903	75	16	as	as	ADP
cieatasu-1903	75	17	those	those	PRON
cieatasu-1903	75	18	contemplating	contemplate	VERB
cieatasu-1903	75	19	on	on	ADP
cieatasu-1903	75	20	early	early	ADJ
cieatasu-1903	75	21	transfer	transfer	NOUN
cieatasu-1903	75	22	or	or	CCONJ
cieatasu-1903	75	23	those	those	PRON
cieatasu-1903	75	24	with	with	ADP
cieatasu-1903	75	25	logistical	logistical	ADJ
cieatasu-1903	75	26	challenges	challenge	NOUN
cieatasu-1903	75	27	.	.	PUNCT
cieatasu-1903	76	1	in	in	ADP
cieatasu-1903	76	2	these	these	DET
cieatasu-1903	76	3	situations	situation	NOUN
cieatasu-1903	76	4	,	,	PUNCT
cieatasu-1903	76	5	engagement	engagement	NOUN
cieatasu-1903	76	6	matters	matter	VERB
cieatasu-1903	76	7	far	far	ADV
cieatasu-1903	76	8	more	more	ADV
cieatasu-1903	76	9	.	.	PUNCT
cieatasu-1903	77	1	for	for	ADP
cieatasu-1903	77	2	other	other	ADJ
cieatasu-1903	77	3	student	student	NOUN
cieatasu-1903	77	4	segments	segment	NOUN
cieatasu-1903	77	5	,	,	PUNCT
cieatasu-1903	77	6	the	the	DET
cieatasu-1903	77	7	opposite	opposite	NOUN
cieatasu-1903	77	8	can	can	AUX
cieatasu-1903	77	9	be	be	AUX
cieatasu-1903	77	10	true	true	ADJ
cieatasu-1903	77	11	.	.	PUNCT
cieatasu-1903	78	1	it	it	PRON
cieatasu-1903	78	2	all	all	PRON
cieatasu-1903	78	3	depends	depend	VERB
cieatasu-1903	78	4	on	on	ADP
cieatasu-1903	78	5	the	the	DET
cieatasu-1903	78	6	characteristics	characteristic	NOUN
cieatasu-1903	78	7	of	of	ADP
cieatasu-1903	78	8	students	student	NOUN
cieatasu-1903	78	9	in	in	ADP
cieatasu-1903	78	10	heterogeneous	heterogeneous	ADJ
cieatasu-1903	78	11	student	student	NOUN
cieatasu-1903	78	12	populations	population	NOUN
cieatasu-1903	78	13	.	.	PUNCT
cieatasu-1903	79	1	figure	figure	NOUN
cieatasu-1903	79	2	2	2	NUM
cieatasu-1903	79	3	illustrates	illustrate	VERB
cieatasu-1903	79	4	the	the	DET
cieatasu-1903	79	5	basic	basic	ADJ
cieatasu-1903	79	6	concept	concept	NOUN
cieatasu-1903	79	7	of	of	ADP
cieatasu-1903	79	8	impact	impact	NOUN
cieatasu-1903	79	9	elasticity	elasticity	NOUN
cieatasu-1903	79	10	.	.	PUNCT
cieatasu-1903	80	1	the	the	DET
cieatasu-1903	80	2	steeper	steep	ADJ
cieatasu-1903	80	3	the	the	DET
cieatasu-1903	80	4	magnitude	magnitude	NOUN
cieatasu-1903	80	5	of	of	ADP
cieatasu-1903	80	6	the	the	DET
cieatasu-1903	80	7	slope	slope	NOUN
cieatasu-1903	80	8	,	,	PUNCT
cieatasu-1903	80	9	the	the	DET
cieatasu-1903	80	10	more	more	ADV
cieatasu-1903	80	11	elastic	elastic	ADJ
cieatasu-1903	80	12	.	.	PUNCT
cieatasu-1903	81	1	for	for	ADP
cieatasu-1903	81	2	this	this	DET
cieatasu-1903	81	3	example	example	NOUN
cieatasu-1903	81	4	,	,	PUNCT
cieatasu-1903	81	5	programs	program	NOUN
cieatasu-1903	81	6	designed	design	VERB
cieatasu-1903	81	7	to	to	PART
cieatasu-1903	81	8	improve	improve	VERB
cieatasu-1903	81	9	student	student	NOUN
cieatasu-1903	81	10	engagement	engagement	NOUN
cieatasu-1903	81	11	through	through	ADP
cieatasu-1903	81	12	peer	peer	NOUN
cieatasu-1903	81	13	mentoring	mentoring	NOUN
cieatasu-1903	81	14	or	or	CCONJ
cieatasu-1903	81	15	sense	sense	NOUN
cieatasu-1903	81	16	-	-	PUNCT
cieatasu-1903	81	17	of	of	ADP
cieatasu-1903	81	18	-	-	PUNCT
cieatasu-1903	81	19	belonging	belonging	ADJ
cieatasu-1903	81	20	nudges	nudge	NOUN
cieatasu-1903	81	21	by	by	ADP
cieatasu-1903	81	22	faculty	faculty	NOUN
cieatasu-1903	81	23	can	can	AUX
cieatasu-1903	81	24	be	be	AUX
cieatasu-1903	81	25	more	more	ADV
cieatasu-1903	81	26	effective	effective	ADJ
cieatasu-1903	81	27	.	.	PUNCT
cieatasu-1903	82	1	figure	figure	NOUN
cieatasu-1903	82	2	2	2	NUM
cieatasu-1903	82	3	the	the	DET
cieatasu-1903	82	4	concept	concept	NOUN
cieatasu-1903	82	5	of	of	ADP
cieatasu-1903	82	6	impact	impact	NOUN
cieatasu-1903	82	7	elasticity	elasticity	NOUN
cieatasu-1903	82	8	kil	kil	PROPN
cieatasu-1903	82	9	et	et	PROPN
cieatasu-1903	82	10	al	al	PROPN
cieatasu-1903	82	11	.	.	PROPN
cieatasu-1903	82	12	:	:	PUNCT
cieatasu-1903	83	1	catalyzing	catalyze	VERB
cieatasu-1903	83	2	a	a	DET
cieatasu-1903	83	3	culture	culture	NOUN
cieatasu-1903	83	4	of	of	ADP
cieatasu-1903	83	5	care	care	NOUN
cieatasu-1903	83	6	and	and	CCONJ
cieatasu-1903	83	7	innovation	innovation	NOUN
cieatasu-1903	83	8	6	6	NUM
cieatasu-1903	83	9	student	student	NOUN
cieatasu-1903	83	10	success	success	NOUN
cieatasu-1903	83	11	rates	rate	NOUN
cieatasu-1903	83	12	can	can	AUX
cieatasu-1903	83	13	be	be	AUX
cieatasu-1903	83	14	defined	define	VERB
cieatasu-1903	83	15	in	in	ADP
cieatasu-1903	83	16	different	different	ADJ
cieatasu-1903	83	17	time	time	NOUN
cieatasu-1903	83	18	scales	scale	NOUN
cieatasu-1903	83	19	,	,	PUNCT
cieatasu-1903	83	20	spanning	span	VERB
cieatasu-1903	83	21	multiple	multiple	ADJ
cieatasu-1903	83	22	dimensions	dimension	NOUN
cieatasu-1903	83	23	,	,	PUNCT
cieatasu-1903	83	24	such	such	ADJ
cieatasu-1903	83	25	as	as	ADP
cieatasu-1903	83	26	academic	academic	ADJ
cieatasu-1903	83	27	performance	performance	NOUN
cieatasu-1903	83	28	,	,	PUNCT
cieatasu-1903	83	29	engagement	engagement	NOUN
cieatasu-1903	83	30	,	,	PUNCT
cieatasu-1903	83	31	thriving	thriving	ADJ
cieatasu-1903	83	32	quotient	quotient	NOUN
cieatasu-1903	83	33	,	,	PUNCT
cieatasu-1903	83	34	learning	learn	VERB
cieatasu-1903	83	35	metrics	metric	NOUN
cieatasu-1903	83	36	,	,	PUNCT
cieatasu-1903	83	37	persistence	persistence	NOUN
cieatasu-1903	83	38	,	,	PUNCT
cieatasu-1903	83	39	completion	completion	NOUN
cieatasu-1903	83	40	,	,	PUNCT
cieatasu-1903	83	41	job	job	NOUN
cieatasu-1903	83	42	success	success	NOUN
cieatasu-1903	83	43	,	,	PUNCT
cieatasu-1903	83	44	and	and	CCONJ
cieatasu-1903	83	45	donations	donation	NOUN
cieatasu-1903	83	46	.	.	PUNCT
cieatasu-1903	84	1	the	the	PRON
cieatasu-1903	84	2	longer	long	ADV
cieatasu-1903	84	3	the	the	DET
cieatasu-1903	84	4	time	time	NOUN
cieatasu-1903	84	5	duration	duration	NOUN
cieatasu-1903	84	6	from	from	ADP
cieatasu-1903	84	7	treatment	treatment	NOUN
cieatasu-1903	84	8	to	to	ADP
cieatasu-1903	84	9	impact	impact	NOUN
cieatasu-1903	84	10	,	,	PUNCT
cieatasu-1903	84	11	the	the	PRON
cieatasu-1903	84	12	greater	great	ADJ
cieatasu-1903	84	13	the	the	DET
cieatasu-1903	84	14	amount	amount	NOUN
cieatasu-1903	84	15	of	of	ADP
cieatasu-1903	84	16	performance	performance	NOUN
cieatasu-1903	84	17	ambiguity	ambiguity	NOUN
cieatasu-1903	84	18	for	for	ADP
cieatasu-1903	84	19	treatment	treatment	NOUN
cieatasu-1903	84	20	.	.	PUNCT
cieatasu-1903	85	1	this	this	PRON
cieatasu-1903	85	2	is	be	AUX
cieatasu-1903	85	3	why	why	SCONJ
cieatasu-1903	85	4	elasticities	elasticity	NOUN
cieatasu-1903	85	5	should	should	AUX
cieatasu-1903	85	6	be	be	AUX
cieatasu-1903	85	7	measured	measure	VERB
cieatasu-1903	85	8	with	with	ADP
cieatasu-1903	85	9	respect	respect	NOUN
cieatasu-1903	85	10	to	to	ADP
cieatasu-1903	85	11	short	short	ADJ
cieatasu-1903	85	12	-	-	PUNCT
cieatasu-1903	85	13	term	term	NOUN
cieatasu-1903	85	14	metrics	metric	NOUN
cieatasu-1903	85	15	or	or	CCONJ
cieatasu-1903	85	16	surrogate	surrogate	ADJ
cieatasu-1903	85	17	endpoints	endpoint	NOUN
cieatasu-1903	85	18	,	,	PUNCT
cieatasu-1903	85	19	such	such	ADJ
cieatasu-1903	85	20	as	as	ADP
cieatasu-1903	85	21	persistence	persistence	NOUN
cieatasu-1903	85	22	,	,	PUNCT
cieatasu-1903	85	23	lms	lm	NOUN
cieatasu-1903	85	24	engagement	engagement	NOUN
cieatasu-1903	85	25	,	,	PUNCT
cieatasu-1903	85	26	grades	grade	NOUN
cieatasu-1903	85	27	-	-	PUNCT
cieatasu-1903	85	28	in	in	ADP
cieatasu-1903	85	29	-	-	PUNCT
cieatasu-1903	85	30	progress	progress	NOUN
cieatasu-1903	85	31	,	,	PUNCT
cieatasu-1903	85	32	successful	successful	ADJ
cieatasu-1903	85	33	course	course	NOUN
cieatasu-1903	85	34	completion	completion	NOUN
cieatasu-1903	85	35	,	,	PUNCT
cieatasu-1903	85	36	term	term	NOUN
cieatasu-1903	85	37	gpa	gpa	PROPN
cieatasu-1903	85	38	,	,	PUNCT
cieatasu-1903	85	39	or	or	CCONJ
cieatasu-1903	85	40	course	course	NOUN
cieatasu-1903	85	41	-	-	PUNCT
cieatasu-1903	85	42	based	base	VERB
cieatasu-1903	85	43	net	net	ADJ
cieatasu-1903	85	44	promoter	promoter	NOUN
cieatasu-1903	85	45	scores	score	NOUN
cieatasu-1903	85	46	.	.	PUNCT
cieatasu-1903	86	1	impact	impact	NOUN
cieatasu-1903	86	2	levers	lever	NOUN
cieatasu-1903	86	3	should	should	AUX
cieatasu-1903	86	4	be	be	AUX
cieatasu-1903	86	5	derived	derive	VERB
cieatasu-1903	86	6	from	from	ADP
cieatasu-1903	86	7	time	time	NOUN
cieatasu-1903	86	8	-	-	PUNCT
cieatasu-1903	86	9	series	series	NOUN
cieatasu-1903	86	10	student	student	NOUN
cieatasu-1903	86	11	records	record	NOUN
cieatasu-1903	86	12	.	.	PUNCT
cieatasu-1903	87	1	let	let	VERB
cieatasu-1903	87	2	’s	’s	NOUN
cieatasu-1903	87	3	explore	explore	VERB
cieatasu-1903	87	4	student	student	NOUN
cieatasu-1903	87	5	enrollment	enrollment	NOUN
cieatasu-1903	87	6	behavior	behavior	NOUN
cieatasu-1903	87	7	.	.	PUNCT
cieatasu-1903	88	1	from	from	ADP
cieatasu-1903	88	2	data	datum	NOUN
cieatasu-1903	88	3	,	,	PUNCT
cieatasu-1903	88	4	students	student	NOUN
cieatasu-1903	88	5	who	who	PRON
cieatasu-1903	88	6	enroll	enroll	VERB
cieatasu-1903	88	7	early	early	ADV
cieatasu-1903	88	8	tend	tend	NOUN
cieatasu-1903	88	9	to	to	PART
cieatasu-1903	88	10	persist	persist	VERB
cieatasu-1903	88	11	higher	higher	ADV
cieatasu-1903	88	12	than	than	ADP
cieatasu-1903	88	13	those	those	PRON
cieatasu-1903	88	14	who	who	PRON
cieatasu-1903	88	15	enroll	enroll	VERB
cieatasu-1903	88	16	at	at	ADP
cieatasu-1903	88	17	the	the	DET
cieatasu-1903	88	18	last	last	ADJ
cieatasu-1903	88	19	minute	minute	NOUN
cieatasu-1903	88	20	,	,	PUNCT
cieatasu-1903	88	21	often	often	ADV
cieatasu-1903	88	22	getting	get	VERB
cieatasu-1903	88	23	into	into	ADP
cieatasu-1903	88	24	sections	section	NOUN
cieatasu-1903	88	25	at	at	ADP
cieatasu-1903	88	26	unpopular	unpopular	ADJ
cieatasu-1903	88	27	times	time	NOUN
cieatasu-1903	88	28	or	or	CCONJ
cieatasu-1903	88	29	being	be	AUX
cieatasu-1903	88	30	forced	force	VERB
cieatasu-1903	88	31	to	to	PART
cieatasu-1903	88	32	take	take	VERB
cieatasu-1903	88	33	non	non	ADJ
cieatasu-1903	88	34	-	-	ADJ
cieatasu-1903	88	35	optimal	optimal	ADJ
cieatasu-1903	88	36	courses	course	NOUN
cieatasu-1903	88	37	that	that	PRON
cieatasu-1903	88	38	may	may	AUX
cieatasu-1903	88	39	not	not	PART
cieatasu-1903	88	40	count	count	VERB
cieatasu-1903	88	41	towards	towards	ADP
cieatasu-1903	88	42	graduation	graduation	NOUN
cieatasu-1903	88	43	.	.	PUNCT
cieatasu-1903	89	1	the	the	DET
cieatasu-1903	89	2	magnitude	magnitude	NOUN
cieatasu-1903	89	3	of	of	ADP
cieatasu-1903	89	4	the	the	DET
cieatasu-1903	89	5	elasticity	elasticity	NOUN
cieatasu-1903	89	6	metric	metric	NOUN
cieatasu-1903	89	7	by	by	ADP
cieatasu-1903	89	8	student	student	NOUN
cieatasu-1903	89	9	segment	segment	NOUN
cieatasu-1903	89	10	can	can	AUX
cieatasu-1903	89	11	provide	provide	VERB
cieatasu-1903	89	12	insights	insight	NOUN
cieatasu-1903	89	13	into	into	ADP
cieatasu-1903	89	14	how	how	SCONJ
cieatasu-1903	89	15	to	to	PART
cieatasu-1903	89	16	nudge	nudge	VERB
cieatasu-1903	89	17	the	the	DET
cieatasu-1903	89	18	right	right	ADJ
cieatasu-1903	89	19	students	student	NOUN
cieatasu-1903	89	20	at	at	ADP
cieatasu-1903	89	21	the	the	DET
cieatasu-1903	89	22	right	right	ADJ
cieatasu-1903	89	23	time	time	NOUN
cieatasu-1903	89	24	to	to	PART
cieatasu-1903	89	25	be	be	AUX
cieatasu-1903	89	26	more	more	ADV
cieatasu-1903	89	27	proactive	proactive	ADJ
cieatasu-1903	89	28	in	in	ADP
cieatasu-1903	89	29	enrollment	enrollment	NOUN
cieatasu-1903	89	30	or	or	CCONJ
cieatasu-1903	89	31	in	in	ADP
cieatasu-1903	89	32	seeking	seek	VERB
cieatasu-1903	89	33	assistance	assistance	NOUN
cieatasu-1903	89	34	with	with	ADP
cieatasu-1903	89	35	enrollment	enrollment	NOUN
cieatasu-1903	89	36	barriers	barrier	NOUN
cieatasu-1903	89	37	.	.	PUNCT
cieatasu-1903	90	1	nudging	nudge	VERB
cieatasu-1903	90	2	can	can	AUX
cieatasu-1903	90	3	be	be	AUX
cieatasu-1903	90	4	more	more	ADV
cieatasu-1903	90	5	effective	effective	ADJ
cieatasu-1903	90	6	by	by	ADP
cieatasu-1903	90	7	understanding	understand	VERB
cieatasu-1903	90	8	the	the	DET
cieatasu-1903	90	9	key	key	ADJ
cieatasu-1903	90	10	differences	difference	NOUN
cieatasu-1903	90	11	between	between	ADP
cieatasu-1903	90	12	students	student	NOUN
cieatasu-1903	90	13	who	who	PRON
cieatasu-1903	90	14	register	register	VERB
cieatasu-1903	90	15	early	early	ADV
cieatasu-1903	90	16	and	and	CCONJ
cieatasu-1903	90	17	those	those	PRON
cieatasu-1903	90	18	who	who	PRON
cieatasu-1903	90	19	do	do	VERB
cieatasu-1903	90	20	not	not	PART
cieatasu-1903	90	21	(	(	PUNCT
cieatasu-1903	90	22	descriptive	descriptive	ADJ
cieatasu-1903	90	23	analytics	analytic	NOUN
cieatasu-1903	90	24	)	)	PUNCT
cieatasu-1903	90	25	as	as	ADV
cieatasu-1903	90	26	well	well	ADV
cieatasu-1903	90	27	as	as	ADP
cieatasu-1903	90	28	investigating	investigate	VERB
cieatasu-1903	90	29	and	and	CCONJ
cieatasu-1903	90	30	addressing	address	VERB
cieatasu-1903	90	31	in	in	ADP
cieatasu-1903	90	32	intentional	intentional	ADJ
cieatasu-1903	90	33	intervention	intervention	NOUN
cieatasu-1903	90	34	design	design	NOUN
cieatasu-1903	90	35	key	key	ADJ
cieatasu-1903	90	36	impediments	impediment	NOUN
cieatasu-1903	90	37	to	to	PART
cieatasu-1903	90	38	proactive	proactive	VERB
cieatasu-1903	90	39	re	re	NOUN
cieatasu-1903	90	40	-	-	NOUN
cieatasu-1903	90	41	enrollment	enrollment	ADJ
cieatasu-1903	90	42	,	,	PUNCT
cieatasu-1903	90	43	such	such	ADJ
cieatasu-1903	90	44	as	as	ADP
cieatasu-1903	90	45	financial	financial	ADJ
cieatasu-1903	90	46	aid	aid	NOUN
cieatasu-1903	90	47	,	,	PUNCT
cieatasu-1903	90	48	registration	registration	NOUN
cieatasu-1903	90	49	blockers	blocker	NOUN
cieatasu-1903	90	50	(	(	PUNCT
cieatasu-1903	90	51	satisfactory	satisfactory	ADJ
cieatasu-1903	90	52	academic	academic	ADJ
cieatasu-1903	90	53	progress	progress	NOUN
cieatasu-1903	90	54	,	,	PUNCT
cieatasu-1903	90	55	parking	parking	NOUN
cieatasu-1903	90	56	tickets	ticket	NOUN
cieatasu-1903	90	57	,	,	PUNCT
cieatasu-1903	90	58	etc	etc	X
cieatasu-1903	90	59	.	.	X
cieatasu-1903	90	60	)	)	PUNCT
cieatasu-1903	90	61	,	,	PUNCT
cieatasu-1903	90	62	or	or	CCONJ
cieatasu-1903	90	63	personal	personal	ADJ
cieatasu-1903	90	64	issues	issue	NOUN
cieatasu-1903	90	65	.	.	PUNCT
cieatasu-1903	91	1	moreover	moreover	ADV
cieatasu-1903	91	2	,	,	PUNCT
cieatasu-1903	91	3	the	the	DET
cieatasu-1903	91	4	registration	registration	NOUN
cieatasu-1903	91	5	timeliness	timeliness	NOUN
cieatasu-1903	91	6	nudging	nudging	NOUN
cieatasu-1903	91	7	is	be	AUX
cieatasu-1903	91	8	more	more	ADV
cieatasu-1903	91	9	precisely	precisely	ADV
cieatasu-1903	91	10	applied	apply	VERB
cieatasu-1903	91	11	when	when	SCONJ
cieatasu-1903	91	12	student	student	NOUN
cieatasu-1903	91	13	segments	segment	NOUN
cieatasu-1903	91	14	whose	whose	DET
cieatasu-1903	91	15	behavior	behavior	NOUN
cieatasu-1903	91	16	-	-	PUNCT
cieatasu-1903	91	17	to	to	ADP
cieatasu-1903	91	18	-	-	PUNCT
cieatasu-1903	91	19	outcomes	outcome	NOUN
cieatasu-1903	91	20	predictions	prediction	NOUN
cieatasu-1903	91	21	are	be	AUX
cieatasu-1903	91	22	less	less	ADV
cieatasu-1903	91	23	elastic	elastic	ADJ
cieatasu-1903	91	24	(	(	PUNCT
cieatasu-1903	91	25	e.g.	e.g.	ADV
cieatasu-1903	91	26	,	,	PUNCT
cieatasu-1903	91	27	strong	strong	ADJ
cieatasu-1903	91	28	students	student	NOUN
cieatasu-1903	91	29	registering	register	VERB
cieatasu-1903	91	30	late	late	ADV
cieatasu-1903	91	31	when	when	SCONJ
cieatasu-1903	91	32	the	the	DET
cieatasu-1903	91	33	institution	institution	NOUN
cieatasu-1903	91	34	cancelled	cancel	VERB
cieatasu-1903	91	35	their	their	PRON
cieatasu-1903	91	36	original	original	ADJ
cieatasu-1903	91	37	course	course	NOUN
cieatasu-1903	91	38	)	)	PUNCT
cieatasu-1903	91	39	are	be	AUX
cieatasu-1903	91	40	identified	identify	VERB
cieatasu-1903	91	41	and	and	CCONJ
cieatasu-1903	91	42	removed	remove	VERB
cieatasu-1903	91	43	from	from	ADP
cieatasu-1903	91	44	treatment	treatment	NOUN
cieatasu-1903	91	45	protocols	protocol	NOUN
cieatasu-1903	91	46	.	.	PUNCT
cieatasu-1903	92	1	they	they	PRON
cieatasu-1903	92	2	clearly	clearly	ADV
cieatasu-1903	92	3	do	do	AUX
cieatasu-1903	92	4	not	not	PART
cieatasu-1903	92	5	need	need	VERB
cieatasu-1903	92	6	the	the	DET
cieatasu-1903	92	7	reminder	reminder	NOUN
cieatasu-1903	92	8	nudge	nudge	VERB
cieatasu-1903	92	9	even	even	ADV
cieatasu-1903	92	10	though	though	SCONJ
cieatasu-1903	92	11	a	a	DET
cieatasu-1903	92	12	traditional	traditional	ADJ
cieatasu-1903	92	13	risk	risk	NOUN
cieatasu-1903	92	14	prediction	prediction	NOUN
cieatasu-1903	92	15	trigger	trigger	NOUN
cieatasu-1903	92	16	would	would	AUX
cieatasu-1903	92	17	have	have	AUX
cieatasu-1903	92	18	been	be	AUX
cieatasu-1903	92	19	activated	activate	VERB
cieatasu-1903	92	20	.	.	PUNCT
cieatasu-1903	93	1	in	in	ADP
cieatasu-1903	93	2	summary	summary	NOUN
cieatasu-1903	93	3	,	,	PUNCT
cieatasu-1903	93	4	prescriptive	prescriptive	ADJ
cieatasu-1903	93	5	analytics	analytic	NOUN
cieatasu-1903	93	6	is	be	AUX
cieatasu-1903	93	7	a	a	DET
cieatasu-1903	93	8	set	set	NOUN
cieatasu-1903	93	9	of	of	ADP
cieatasu-1903	93	10	ml	ml	NOUN
cieatasu-1903	93	11	techniques	technique	NOUN
cieatasu-1903	93	12	to	to	PART
cieatasu-1903	93	13	evaluate	evaluate	VERB
cieatasu-1903	93	14	and	and	CCONJ
cieatasu-1903	93	15	rank	rank	VERB
cieatasu-1903	93	16	order	order	NOUN
cieatasu-1903	93	17	various	various	ADJ
cieatasu-1903	93	18	static	static	ADJ
cieatasu-1903	93	19	and	and	CCONJ
cieatasu-1903	93	20	dynamic	dynamic	ADJ
cieatasu-1903	93	21	groups	group	NOUN
cieatasu-1903	93	22	of	of	ADP
cieatasu-1903	93	23	students	student	NOUN
cieatasu-1903	93	24	based	base	VERB
cieatasu-1903	93	25	on	on	ADP
cieatasu-1903	93	26	n	n	PRON
cieatasu-1903	93	27	and	and	CCONJ
cieatasu-1903	93	28	impactability	impactability	NOUN
cieatasu-1903	93	29	.	.	PUNCT
cieatasu-1903	94	1	this	this	PRON
cieatasu-1903	94	2	is	be	AUX
cieatasu-1903	94	3	the	the	DET
cieatasu-1903	94	4	first	first	ADJ
cieatasu-1903	94	5	step	step	NOUN
cieatasu-1903	94	6	in	in	ADP
cieatasu-1903	94	7	improving	improve	VERB
cieatasu-1903	94	8	student	student	NOUN
cieatasu-1903	94	9	success	success	NOUN
cieatasu-1903	94	10	in	in	ADP
cieatasu-1903	94	11	an	an	DET
cieatasu-1903	94	12	efficient	efficient	ADJ
cieatasu-1903	94	13	manner	manner	NOUN
cieatasu-1903	94	14	.	.	PUNCT
cieatasu-1903	95	1	impact	impact	NOUN
cieatasu-1903	95	2	analytics	analytic	NOUN
cieatasu-1903	95	3	ml	ml	VERB
cieatasu-1903	95	4	-	-	PUNCT
cieatasu-1903	95	5	based	base	VERB
cieatasu-1903	95	6	impact	impact	NOUN
cieatasu-1903	95	7	analysis	analysis	NOUN
cieatasu-1903	95	8	forms	form	VERB
cieatasu-1903	95	9	the	the	DET
cieatasu-1903	95	10	core	core	NOUN
cieatasu-1903	95	11	of	of	ADP
cieatasu-1903	95	12	the	the	DET
cieatasu-1903	95	13	student	student	NOUN
cieatasu-1903	95	14	-	-	PUNCT
cieatasu-1903	95	15	success	success	NOUN
cieatasu-1903	95	16	knowledge	knowledge	NOUN
cieatasu-1903	95	17	base	base	NOUN
cieatasu-1903	95	18	creation	creation	NOUN
cieatasu-1903	95	19	process	process	NOUN
cieatasu-1903	95	20	given	give	VERB
cieatasu-1903	95	21	the	the	DET
cieatasu-1903	95	22	relative	relative	ADJ
cieatasu-1903	95	23	lack	lack	NOUN
cieatasu-1903	95	24	of	of	ADP
cieatasu-1903	95	25	rcts	rct	NOUN
cieatasu-1903	95	26	in	in	ADP
cieatasu-1903	95	27	real	real	ADJ
cieatasu-1903	95	28	-	-	PUNCT
cieatasu-1903	95	29	world	world	NOUN
cieatasu-1903	95	30	,	,	PUNCT
cieatasu-1903	95	31	heterogeneous	heterogeneous	ADJ
cieatasu-1903	95	32	observational	observational	ADJ
cieatasu-1903	95	33	settings	setting	NOUN
cieatasu-1903	95	34	.	.	PUNCT
cieatasu-1903	96	1	while	while	SCONJ
cieatasu-1903	96	2	there	there	PRON
cieatasu-1903	96	3	are	be	VERB
cieatasu-1903	96	4	many	many	ADJ
cieatasu-1903	96	5	algorithms	algorithm	NOUN
cieatasu-1903	96	6	for	for	ADP
cieatasu-1903	96	7	causal	causal	ADJ
cieatasu-1903	96	8	inference	inference	NOUN
cieatasu-1903	96	9	,	,	PUNCT
cieatasu-1903	96	10	here	here	ADV
cieatasu-1903	96	11	we	we	PRON
cieatasu-1903	96	12	focus	focus	VERB
cieatasu-1903	96	13	on	on	ADP
cieatasu-1903	96	14	observational	observational	ADJ
cieatasu-1903	96	15	studies	study	NOUN
cieatasu-1903	96	16	relying	rely	VERB
cieatasu-1903	96	17	on	on	ADP
cieatasu-1903	96	18	rwd	rwd	NOUN
cieatasu-1903	96	19	given	give	VERB
cieatasu-1903	96	20	the	the	DET
cieatasu-1903	96	21	reality	reality	NOUN
cieatasu-1903	96	22	of	of	ADP
cieatasu-1903	96	23	how	how	SCONJ
cieatasu-1903	96	24	most	most	ADJ
cieatasu-1903	96	25	student	student	NOUN
cieatasu-1903	96	26	-	-	PUNCT
cieatasu-1903	96	27	success	success	NOUN
cieatasu-1903	96	28	programs	program	NOUN
cieatasu-1903	96	29	operate	operate	VERB
cieatasu-1903	96	30	.	.	PUNCT
cieatasu-1903	97	1	rosenbaum	rosenbaum	PROPN
cieatasu-1903	97	2	and	and	CCONJ
cieatasu-1903	97	3	rubin	rubin	PROPN
cieatasu-1903	97	4	(	(	PUNCT
cieatasu-1903	97	5	1983	1983	NUM
cieatasu-1903	97	6	)	)	PUNCT
cieatasu-1903	97	7	proposed	propose	VERB
cieatasu-1903	97	8	that	that	SCONJ
cieatasu-1903	97	9	,	,	PUNCT
cieatasu-1903	97	10	in	in	ADP
cieatasu-1903	97	11	observational	observational	ADJ
cieatasu-1903	97	12	studies	study	NOUN
cieatasu-1903	97	13	,	,	PUNCT
cieatasu-1903	97	14	pilot	pilot	NOUN
cieatasu-1903	97	15	and	and	CCONJ
cieatasu-1903	97	16	control	control	NOUN
cieatasu-1903	97	17	samples	sample	NOUN
cieatasu-1903	97	18	should	should	AUX
cieatasu-1903	97	19	be	be	AUX
cieatasu-1903	97	20	matched	match	VERB
cieatasu-1903	97	21	in	in	ADP
cieatasu-1903	97	22	a	a	DET
cieatasu-1903	97	23	single	single	ADJ
cieatasu-1903	97	24	-	-	PUNCT
cieatasu-1903	97	25	dimensional	dimensional	ADJ
cieatasu-1903	97	26	projection	projection	NOUN
cieatasu-1903	97	27	of	of	ADP
cieatasu-1903	97	28	known	know	VERB
cieatasu-1903	97	29	covariates	covariate	NOUN
cieatasu-1903	97	30	(	(	PUNCT
cieatasu-1903	97	31	x	x	X
cieatasu-1903	97	32	)	)	PUNCT
cieatasu-1903	97	33	about	about	ADP
cieatasu-1903	97	34	the	the	DET
cieatasu-1903	97	35	samples	sample	NOUN
cieatasu-1903	97	36	or	or	CCONJ
cieatasu-1903	97	37	students	student	NOUN
cieatasu-1903	97	38	in	in	ADP
cieatasu-1903	97	39	this	this	DET
cieatasu-1903	97	40	case	case	NOUN
cieatasu-1903	97	41	.	.	PUNCT
cieatasu-1903	98	1	this	this	DET
cieatasu-1903	98	2	projection	projection	NOUN
cieatasu-1903	98	3	or	or	CCONJ
cieatasu-1903	98	4	data	data	NOUN
cieatasu-1903	98	5	compression	compression	NOUN
cieatasu-1903	98	6	is	be	AUX
cieatasu-1903	98	7	typically	typically	ADV
cieatasu-1903	98	8	performed	perform	VERB
cieatasu-1903	98	9	using	use	VERB
cieatasu-1903	98	10	ml	ml	VERB
cieatasu-1903	98	11	,	,	PUNCT
cieatasu-1903	98	12	which	which	PRON
cieatasu-1903	98	13	is	be	AUX
cieatasu-1903	98	14	known	know	VERB
cieatasu-1903	98	15	as	as	ADP
cieatasu-1903	98	16	propensity	propensity	NOUN
cieatasu-1903	98	17	score	score	NOUN
cieatasu-1903	98	18	modeling	modeling	NOUN
cieatasu-1903	98	19	.	.	PUNCT
cieatasu-1903	99	1	propensity	propensity	NOUN
cieatasu-1903	99	2	score	score	NOUN
cieatasu-1903	99	3	is	be	AUX
cieatasu-1903	99	4	defined	define	VERB
cieatasu-1903	99	5	as	as	ADP
cieatasu-1903	99	6	𝑝(𝑧	𝑝(𝑧	PROPN
cieatasu-1903	99	7	=	=	PROPN
cieatasu-1903	99	8	1|𝑥	1|𝑥	NUM
cieatasu-1903	99	9	)	)	PUNCT
cieatasu-1903	99	10	,	,	PUNCT
cieatasu-1903	99	11	where	where	SCONJ
cieatasu-1903	99	12	z	z	NOUN
cieatasu-1903	99	13	is	be	AUX
cieatasu-1903	99	14	the	the	DET
cieatasu-1903	99	15	treatment	treatment	NOUN
cieatasu-1903	99	16	variable	variable	NOUN
cieatasu-1903	99	17	and	and	CCONJ
cieatasu-1903	99	18	x	x	X
cieatasu-1903	99	19	is	be	AUX
cieatasu-1903	99	20	the	the	DET
cieatasu-1903	99	21	student	student	NOUN
cieatasu-1903	99	22	covariate	covariate	NOUN
cieatasu-1903	99	23	vector	vector	NOUN
cieatasu-1903	99	24	.	.	PUNCT
cieatasu-1903	100	1	that	that	PRON
cieatasu-1903	100	2	is	is	ADV
cieatasu-1903	100	3	,	,	PUNCT
cieatasu-1903	100	4	a	a	DET
cieatasu-1903	100	5	propensity	propensity	NOUN
cieatasu-1903	100	6	score	score	NOUN
cieatasu-1903	100	7	model	model	NOUN
cieatasu-1903	100	8	is	be	AUX
cieatasu-1903	100	9	built	build	VERB
cieatasu-1903	100	10	using	use	VERB
cieatasu-1903	100	11	covariates	covariate	NOUN
cieatasu-1903	100	12	of	of	ADP
cieatasu-1903	100	13	patients	patient	NOUN
cieatasu-1903	100	14	(	(	PUNCT
cieatasu-1903	100	15	x	x	X
cieatasu-1903	100	16	)	)	PUNCT
cieatasu-1903	100	17	in	in	ADP
cieatasu-1903	100	18	the	the	DET
cieatasu-1903	100	19	pilot	pilot	NOUN
cieatasu-1903	100	20	(	(	PUNCT
cieatasu-1903	100	21	z	z	NOUN
cieatasu-1903	100	22	=	=	SYM
cieatasu-1903	100	23	1	1	NUM
cieatasu-1903	100	24	)	)	PUNCT
cieatasu-1903	100	25	and	and	CCONJ
cieatasu-1903	100	26	control	control	NOUN
cieatasu-1903	100	27	(	(	PUNCT
cieatasu-1903	100	28	z	z	NOUN
cieatasu-1903	100	29	=	=	SYM
cieatasu-1903	100	30	0	0	NUM
cieatasu-1903	100	31	)	)	PUNCT
cieatasu-1903	100	32	pools	pool	NOUN
cieatasu-1903	100	33	by	by	ADP
cieatasu-1903	100	34	training	train	VERB
cieatasu-1903	100	35	a	a	DET
cieatasu-1903	100	36	model	model	NOUN
cieatasu-1903	100	37	to	to	PART
cieatasu-1903	100	38	learn	learn	VERB
cieatasu-1903	100	39	differences	difference	NOUN
cieatasu-1903	100	40	between	between	ADP
cieatasu-1903	100	41	pilot	pilot	NOUN
cieatasu-1903	100	42	and	and	CCONJ
cieatasu-1903	100	43	control	control	NOUN
cieatasu-1903	100	44	students	student	NOUN
cieatasu-1903	100	45	in	in	ADP
cieatasu-1903	100	46	the	the	DET
cieatasu-1903	100	47	covariate	covariate	ADJ
cieatasu-1903	100	48	vector	vector	NOUN
cieatasu-1903	100	49	space	space	NOUN
cieatasu-1903	100	50	.	.	PUNCT
cieatasu-1903	101	1	the	the	DET
cieatasu-1903	101	2	next	next	ADJ
cieatasu-1903	101	3	key	key	ADJ
cieatasu-1903	101	4	question	question	NOUN
cieatasu-1903	101	5	is	be	AUX
cieatasu-1903	101	6	on	on	ADP
cieatasu-1903	101	7	covariate	covariate	ADJ
cieatasu-1903	101	8	selection	selection	NOUN
cieatasu-1903	101	9	as	as	SCONJ
cieatasu-1903	101	10	there	there	PRON
cieatasu-1903	101	11	is	be	VERB
cieatasu-1903	101	12	typically	typically	ADV
cieatasu-1903	101	13	no	no	DET
cieatasu-1903	101	14	clear	clear	ADJ
cieatasu-1903	101	15	guideline	guideline	NOUN
cieatasu-1903	101	16	.	.	PUNCT
cieatasu-1903	102	1	through	through	ADP
cieatasu-1903	102	2	experimentation	experimentation	NOUN
cieatasu-1903	102	3	,	,	PUNCT
cieatasu-1903	102	4	kil	kil	PROPN
cieatasu-1903	102	5	et	et	PROPN
cieatasu-1903	102	6	al	al	PROPN
cieatasu-1903	102	7	.	.	PROPN
cieatasu-1903	103	1	(	(	PUNCT
cieatasu-1903	103	2	2004	2004	NUM
cieatasu-1903	103	3	)	)	PUNCT
cieatasu-1903	103	4	found	find	VERB
cieatasu-1903	103	5	that	that	SCONJ
cieatasu-1903	103	6	constraining	constrain	VERB
cieatasu-1903	103	7	covariates	covariate	NOUN
cieatasu-1903	103	8	to	to	ADP
cieatasu-1903	103	9	the	the	DET
cieatasu-1903	103	10	best	good	ADJ
cieatasu-1903	103	11	features	feature	NOUN
cieatasu-1903	103	12	of	of	ADP
cieatasu-1903	103	13	a	a	DET
cieatasu-1903	103	14	model	model	NOUN
cieatasu-1903	103	15	designed	design	VERB
cieatasu-1903	103	16	to	to	PART
cieatasu-1903	103	17	predict	predict	VERB
cieatasu-1903	103	18	an	an	DET
cieatasu-1903	103	19	outcome	outcome	NOUN
cieatasu-1903	103	20	metric	metric	ADJ
cieatasu-1903	103	21	produced	produce	VERB
cieatasu-1903	103	22	consistent	consistent	ADJ
cieatasu-1903	103	23	,	,	PUNCT
cieatasu-1903	103	24	high	high	ADJ
cieatasu-1903	103	25	-	-	PUNCT
cieatasu-1903	103	26	quality	quality	NOUN
cieatasu-1903	103	27	impact	impact	NOUN
cieatasu-1903	103	28	results	result	NOUN
cieatasu-1903	103	29	.	.	PUNCT
cieatasu-1903	104	1	this	this	DET
cieatasu-1903	104	2	finding	finding	NOUN
cieatasu-1903	104	3	led	lead	VERB
cieatasu-1903	104	4	to	to	ADP
cieatasu-1903	104	5	a	a	DET
cieatasu-1903	104	6	two	two	NUM
cieatasu-1903	104	7	-	-	PUNCT
cieatasu-1903	104	8	dimensional	dimensional	ADJ
cieatasu-1903	104	9	matching	matching	NOUN
cieatasu-1903	104	10	algorithm	algorithm	NOUN
cieatasu-1903	104	11	in	in	ADP
cieatasu-1903	104	12	the	the	DET
cieatasu-1903	104	13	predictionand	predictionand	NOUN
cieatasu-1903	104	14	propensity	propensity	NOUN
cieatasu-1903	104	15	-	-	PUNCT
cieatasu-1903	104	16	score	score	NOUN
cieatasu-1903	104	17	space	space	NOUN
cieatasu-1903	104	18	.	.	PUNCT
cieatasu-1903	105	1	figure	figure	NOUN
cieatasu-1903	105	2	3	3	NUM
cieatasu-1903	105	3	shows	show	VERB
cieatasu-1903	105	4	a	a	DET
cieatasu-1903	105	5	pictorial	pictorial	ADJ
cieatasu-1903	105	6	depiction	depiction	NOUN
cieatasu-1903	105	7	of	of	ADP
cieatasu-1903	105	8	prediction	prediction	NOUN
cieatasu-1903	105	9	-	-	PUNCT
cieatasu-1903	105	10	based	base	VERB
cieatasu-1903	105	11	propensity	propensity	NOUN
cieatasu-1903	105	12	score	score	NOUN
cieatasu-1903	105	13	matching	matching	NOUN
cieatasu-1903	105	14	(	(	PUNCT
cieatasu-1903	105	15	ppsm	ppsm	NOUN
cieatasu-1903	105	16	)	)	PUNCT
cieatasu-1903	105	17	.	.	PUNCT
cieatasu-1903	106	1	kil	kil	PROPN
cieatasu-1903	106	2	et	et	PROPN
cieatasu-1903	106	3	al	al	PROPN
cieatasu-1903	106	4	:	:	PUNCT
cieatasu-1903	106	5	catalyzing	catalyze	VERB
cieatasu-1903	106	6	a	a	DET
cieatasu-1903	106	7	culture	culture	NOUN
cieatasu-1903	106	8	of	of	ADP
cieatasu-1903	106	9	care	care	NOUN
cieatasu-1903	106	10	and	and	CCONJ
cieatasu-1903	106	11	innovation	innovation	NOUN
cieatasu-1903	106	12	current	current	ADJ
cieatasu-1903	106	13	issues	issue	NOUN
cieatasu-1903	106	14	in	in	ADP
cieatasu-1903	106	15	education	education	NOUN
cieatasu-1903	106	16	,	,	PUNCT
cieatasu-1903	106	17	22(1	22(1	NUM
cieatasu-1903	106	18	)	)	PUNCT
cieatasu-1903	106	19	7	7	NUM
cieatasu-1903	106	20	figure	figure	NOUN
cieatasu-1903	106	21	3	3	NUM
cieatasu-1903	106	22	the	the	DET
cieatasu-1903	106	23	core	core	NOUN
cieatasu-1903	106	24	concept	concept	NOUN
cieatasu-1903	106	25	of	of	ADP
cieatasu-1903	106	26	prediction	prediction	NOUN
cieatasu-1903	106	27	-	-	PUNCT
cieatasu-1903	106	28	based	base	VERB
cieatasu-1903	106	29	propensity	propensity	NOUN
cieatasu-1903	106	30	score	score	NOUN
cieatasu-1903	106	31	matching	matching	NOUN
cieatasu-1903	106	32	.	.	PUNCT
cieatasu-1903	107	1	brookhart	brookhart	NOUN
cieatasu-1903	107	2	et	et	PROPN
cieatasu-1903	107	3	al	al	PROPN
cieatasu-1903	107	4	.	.	PROPN
cieatasu-1903	108	1	(	(	PUNCT
cieatasu-1903	108	2	2006	2006	NUM
cieatasu-1903	108	3	)	)	PUNCT
cieatasu-1903	108	4	also	also	ADV
cieatasu-1903	108	5	found	find	VERB
cieatasu-1903	108	6	that	that	SCONJ
cieatasu-1903	108	7	using	use	VERB
cieatasu-1903	108	8	the	the	DET
cieatasu-1903	108	9	same	same	ADJ
cieatasu-1903	108	10	approach	approach	NOUN
cieatasu-1903	108	11	resulted	result	VERB
cieatasu-1903	108	12	in	in	ADP
cieatasu-1903	108	13	the	the	DET
cieatasu-1903	108	14	highest	high	ADJ
cieatasu-1903	108	15	statistical	statistical	ADJ
cieatasu-1903	108	16	power	power	NOUN
cieatasu-1903	108	17	.	.	PUNCT
cieatasu-1903	109	1	mccall	mccall	PROPN
cieatasu-1903	109	2	,	,	PUNCT
cieatasu-1903	109	3	cromwell	cromwell	PROPN
cieatasu-1903	109	4	,	,	PUNCT
cieatasu-1903	109	5	urato	urato	NOUN
cieatasu-1903	109	6	,	,	PUNCT
cieatasu-1903	109	7	and	and	CCONJ
cieatasu-1903	109	8	rabiner	rabiner	ADJ
cieatasu-1903	109	9	(	(	PUNCT
cieatasu-1903	109	10	2008	2008	NUM
cieatasu-1903	109	11	)	)	PUNCT
cieatasu-1903	109	12	similarly	similarly	ADV
cieatasu-1903	109	13	used	use	VERB
cieatasu-1903	109	14	prediction	prediction	NOUN
cieatasu-1903	109	15	scores	score	NOUN
cieatasu-1903	109	16	in	in	ADP
cieatasu-1903	109	17	evaluating	evaluate	VERB
cieatasu-1903	109	18	impact	impact	NOUN
cieatasu-1903	109	19	results	result	NOUN
cieatasu-1903	109	20	of	of	ADP
cieatasu-1903	109	21	medicare	medicare	PROPN
cieatasu-1903	109	22	health	health	NOUN
cieatasu-1903	109	23	savings	saving	NOUN
cieatasu-1903	109	24	demonstration	demonstration	NOUN
cieatasu-1903	109	25	programs	program	NOUN
cieatasu-1903	109	26	even	even	ADV
cieatasu-1903	109	27	when	when	SCONJ
cieatasu-1903	109	28	they	they	PRON
cieatasu-1903	109	29	were	be	AUX
cieatasu-1903	109	30	relying	rely	VERB
cieatasu-1903	109	31	on	on	ADP
cieatasu-1903	109	32	cluster	cluster	NOUN
cieatasu-1903	109	33	-	-	PUNCT
cieatasu-1903	109	34	based	base	VERB
cieatasu-1903	109	35	randomized	randomize	VERB
cieatasu-1903	109	36	controlled	control	VERB
cieatasu-1903	109	37	trials	trial	NOUN
cieatasu-1903	109	38	.	.	PUNCT
cieatasu-1903	110	1	leacy	leacy	NOUN
cieatasu-1903	110	2	and	and	CCONJ
cieatasu-1903	110	3	stewart	stewart	PROPN
cieatasu-1903	110	4	(	(	PUNCT
cieatasu-1903	110	5	2014	2014	NUM
cieatasu-1903	110	6	)	)	PUNCT
cieatasu-1903	110	7	found	find	VERB
cieatasu-1903	110	8	similar	similar	ADJ
cieatasu-1903	110	9	advantages	advantage	NOUN
cieatasu-1903	110	10	of	of	ADP
cieatasu-1903	110	11	prognostic	prognostic	ADJ
cieatasu-1903	110	12	-	-	PUNCT
cieatasu-1903	110	13	propensity	propensity	NOUN
cieatasu-1903	110	14	score	score	NOUN
cieatasu-1903	110	15	matching	matching	NOUN
cieatasu-1903	110	16	.	.	PUNCT
cieatasu-1903	111	1	recently	recently	ADV
cieatasu-1903	111	2	,	,	PUNCT
cieatasu-1903	111	3	there	there	PRON
cieatasu-1903	111	4	have	have	AUX
cieatasu-1903	111	5	been	be	AUX
cieatasu-1903	111	6	more	more	ADJ
cieatasu-1903	111	7	validations	validation	NOUN
cieatasu-1903	111	8	in	in	ADP
cieatasu-1903	111	9	ml	ml	ADV
cieatasu-1903	111	10	-	-	PUNCT
cieatasu-1903	111	11	based	base	VERB
cieatasu-1903	111	12	algorithms	algorithm	NOUN
cieatasu-1903	111	13	for	for	ADP
cieatasu-1903	111	14	causal	causal	ADJ
cieatasu-1903	111	15	inference	inference	NOUN
cieatasu-1903	111	16	(	(	PUNCT
cieatasu-1903	111	17	hill	hill	PROPN
cieatasu-1903	111	18	&	&	CCONJ
cieatasu-1903	111	19	su	su	PROPN
cieatasu-1903	111	20	,	,	PUNCT
cieatasu-1903	111	21	2013	2013	NUM
cieatasu-1903	111	22	;	;	PUNCT
cieatasu-1903	111	23	wager	wager	NOUN
cieatasu-1903	111	24	&	&	CCONJ
cieatasu-1903	111	25	athey	athey	PROPN
cieatasu-1903	111	26	,	,	PUNCT
cieatasu-1903	111	27	2018	2018	NUM
cieatasu-1903	111	28	)	)	PUNCT
cieatasu-1903	111	29	.	.	PUNCT
cieatasu-1903	112	1	furthermore	furthermore	ADV
cieatasu-1903	112	2	,	,	PUNCT
cieatasu-1903	112	3	the	the	DET
cieatasu-1903	112	4	judicious	judicious	ADJ
cieatasu-1903	112	5	use	use	NOUN
cieatasu-1903	112	6	of	of	ADP
cieatasu-1903	112	7	ecological	ecological	ADJ
cieatasu-1903	112	8	momentary	momentary	ADJ
cieatasu-1903	112	9	assessment	assessment	NOUN
cieatasu-1903	112	10	and	and	CCONJ
cieatasu-1903	112	11	feature	feature	NOUN
cieatasu-1903	112	12	engineering	engineering	NOUN
cieatasu-1903	112	13	on	on	ADP
cieatasu-1903	112	14	time	time	NOUN
cieatasu-1903	112	15	-	-	PUNCT
cieatasu-1903	112	16	series	series	NOUN
cieatasu-1903	112	17	student	student	NOUN
cieatasu-1903	112	18	data	datum	NOUN
cieatasu-1903	112	19	can	can	AUX
cieatasu-1903	112	20	overcome	overcome	VERB
cieatasu-1903	112	21	the	the	DET
cieatasu-1903	112	22	key	key	ADJ
cieatasu-1903	112	23	objections	objection	NOUN
cieatasu-1903	112	24	of	of	ADP
cieatasu-1903	112	25	observational	observational	ADJ
cieatasu-1903	112	26	studies	study	NOUN
cieatasu-1903	112	27	by	by	ADP
cieatasu-1903	112	28	inferring	infer	VERB
cieatasu-1903	112	29	non	non	ADJ
cieatasu-1903	112	30	-	-	ADJ
cieatasu-1903	112	31	academic	academic	ADJ
cieatasu-1903	112	32	factors	factor	NOUN
cieatasu-1903	112	33	from	from	ADP
cieatasu-1903	112	34	data	datum	NOUN
cieatasu-1903	112	35	.	.	PUNCT
cieatasu-1903	113	1	feature	feature	NOUN
cieatasu-1903	113	2	engineering	engineering	NOUN
cieatasu-1903	113	3	algorithms	algorithm	NOUN
cieatasu-1903	113	4	,	,	PUNCT
cieatasu-1903	113	5	especially	especially	ADV
cieatasu-1903	113	6	digital	digital	ADJ
cieatasu-1903	113	7	signal	signal	NOUN
cieatasu-1903	113	8	processing	processing	NOUN
cieatasu-1903	113	9	,	,	PUNCT
cieatasu-1903	113	10	are	be	AUX
cieatasu-1903	113	11	often	often	ADV
cieatasu-1903	113	12	less	less	ADV
cieatasu-1903	113	13	appreciated	appreciated	ADJ
cieatasu-1903	113	14	in	in	ADP
cieatasu-1903	113	15	ml	ml	NOUN
cieatasu-1903	113	16	due	due	ADP
cieatasu-1903	113	17	to	to	ADP
cieatasu-1903	113	18	a	a	DET
cieatasu-1903	113	19	recent	recent	ADJ
cieatasu-1903	113	20	proliferation	proliferation	NOUN
cieatasu-1903	113	21	of	of	ADP
cieatasu-1903	113	22	deep	deep	ADJ
cieatasu-1903	113	23	learning	learning	NOUN
cieatasu-1903	113	24	networks	network	NOUN
cieatasu-1903	113	25	.	.	PUNCT
cieatasu-1903	114	1	however	however	ADV
cieatasu-1903	114	2	,	,	PUNCT
cieatasu-1903	114	3	deriving	derive	VERB
cieatasu-1903	114	4	features	feature	NOUN
cieatasu-1903	114	5	from	from	ADP
cieatasu-1903	114	6	linked	link	VERB
cieatasu-1903	114	7	-	-	PUNCT
cieatasu-1903	114	8	event	event	NOUN
cieatasu-1903	114	9	data	datum	NOUN
cieatasu-1903	114	10	inspired	inspire	VERB
cieatasu-1903	114	11	by	by	ADP
cieatasu-1903	114	12	subject	subject	ADJ
cieatasu-1903	114	13	matter	matter	NOUN
cieatasu-1903	114	14	experts	expert	NOUN
cieatasu-1903	114	15	can	can	AUX
cieatasu-1903	114	16	be	be	AUX
cieatasu-1903	114	17	very	very	ADV
cieatasu-1903	114	18	helpful	helpful	ADJ
cieatasu-1903	114	19	in	in	ADP
cieatasu-1903	114	20	impact	impact	NOUN
cieatasu-1903	114	21	analysis	analysis	NOUN
cieatasu-1903	114	22	by	by	ADP
cieatasu-1903	114	23	incorporating	incorporate	VERB
cieatasu-1903	114	24	into	into	ADP
cieatasu-1903	114	25	the	the	DET
cieatasu-1903	114	26	matching	matching	NOUN
cieatasu-1903	114	27	process	process	NOUN
cieatasu-1903	114	28	inferred	infer	VERB
cieatasu-1903	114	29	nonacademic	nonacademic	ADJ
cieatasu-1903	114	30	factors	factor	NOUN
cieatasu-1903	114	31	,	,	PUNCT
cieatasu-1903	114	32	such	such	ADJ
cieatasu-1903	114	33	as	as	ADP
cieatasu-1903	114	34	response	response	NOUN
cieatasu-1903	114	35	to	to	ADP
cieatasu-1903	114	36	adversity	adversity	NOUN
cieatasu-1903	114	37	,	,	PUNCT
cieatasu-1903	114	38	enrollment	enrollment	NOUN
cieatasu-1903	114	39	behavior	behavior	NOUN
cieatasu-1903	114	40	,	,	PUNCT
cieatasu-1903	114	41	and	and	CCONJ
cieatasu-1903	114	42	engagement	engagement	NOUN
cieatasu-1903	114	43	,	,	PUNCT
cieatasu-1903	114	44	to	to	PART
cieatasu-1903	114	45	ensure	ensure	VERB
cieatasu-1903	114	46	that	that	SCONJ
cieatasu-1903	114	47	they	they	PRON
cieatasu-1903	114	48	are	be	AUX
cieatasu-1903	114	49	evenly	evenly	ADV
cieatasu-1903	114	50	distributed	distribute	VERB
cieatasu-1903	114	51	between	between	ADP
cieatasu-1903	114	52	pilot	pilot	NOUN
cieatasu-1903	114	53	and	and	CCONJ
cieatasu-1903	114	54	control	control	NOUN
cieatasu-1903	114	55	.	.	PUNCT
cieatasu-1903	115	1	many	many	ADJ
cieatasu-1903	115	2	higher	high	ADJ
cieatasu-1903	115	3	-	-	PUNCT
cieatasu-1903	115	4	education	education	NOUN
cieatasu-1903	115	5	institutions	institution	NOUN
cieatasu-1903	115	6	conduct	conduct	VERB
cieatasu-1903	115	7	impact	impact	NOUN
cieatasu-1903	115	8	analyses	analysis	NOUN
cieatasu-1903	115	9	of	of	ADP
cieatasu-1903	115	10	their	their	PRON
cieatasu-1903	115	11	student	student	NOUN
cieatasu-1903	115	12	success	success	NOUN
cieatasu-1903	115	13	programs	program	NOUN
cieatasu-1903	115	14	using	use	VERB
cieatasu-1903	115	15	ppsm	ppsm	NOUN
cieatasu-1903	115	16	(	(	PUNCT
cieatasu-1903	115	17	milliron	milliron	NOUN
cieatasu-1903	115	18	et	et	PROPN
cieatasu-1903	115	19	al	al	PROPN
cieatasu-1903	115	20	.	.	PROPN
cieatasu-1903	115	21	,	,	PUNCT
cieatasu-1903	115	22	2017	2017	NUM
cieatasu-1903	115	23	)	)	PUNCT
cieatasu-1903	115	24	.	.	PUNCT
cieatasu-1903	116	1	based	base	VERB
cieatasu-1903	116	2	on	on	ADP
cieatasu-1903	116	3	impact	impact	NOUN
cieatasu-1903	116	4	analysis	analysis	NOUN
cieatasu-1903	116	5	results	result	NOUN
cieatasu-1903	116	6	and	and	CCONJ
cieatasu-1903	116	7	intervention	intervention	NOUN
cieatasu-1903	116	8	insights	insight	NOUN
cieatasu-1903	116	9	,	,	PUNCT
cieatasu-1903	116	10	they	they	PRON
cieatasu-1903	116	11	identify	identify	VERB
cieatasu-1903	116	12	how	how	SCONJ
cieatasu-1903	116	13	to	to	PART
cieatasu-1903	116	14	improve	improve	VERB
cieatasu-1903	116	15	intervention	intervention	NOUN
cieatasu-1903	116	16	efficacy	efficacy	NOUN
cieatasu-1903	116	17	further	far	ADV
cieatasu-1903	116	18	,	,	PUNCT
cieatasu-1903	116	19	make	make	VERB
cieatasu-1903	116	20	those	those	DET
cieatasu-1903	116	21	changes	change	NOUN
cieatasu-1903	116	22	,	,	PUNCT
cieatasu-1903	116	23	and	and	CCONJ
cieatasu-1903	116	24	then	then	ADV
cieatasu-1903	116	25	“	"	PUNCT
cieatasu-1903	116	26	rinse	rinse	NOUN
cieatasu-1903	116	27	and	and	CCONJ
cieatasu-1903	116	28	repeat	repeat	NOUN
cieatasu-1903	116	29	,	,	PUNCT
cieatasu-1903	116	30	”	"	PUNCT
cieatasu-1903	116	31	resulting	result	VERB
cieatasu-1903	116	32	in	in	ADP
cieatasu-1903	116	33	full	full	ADJ
cieatasu-1903	116	34	-	-	PUNCT
cieatasu-1903	116	35	cycle	cycle	NOUN
cieatasu-1903	116	36	learning	learning	NOUN
cieatasu-1903	116	37	.	.	PUNCT
cieatasu-1903	117	1	evidence	evidence	NOUN
cieatasu-1903	117	2	-	-	PUNCT
cieatasu-1903	117	3	based	base	VERB
cieatasu-1903	117	4	student	student	NOUN
cieatasu-1903	117	5	success	success	NOUN
cieatasu-1903	117	6	knowledge	knowledge	NOUN
cieatasu-1903	117	7	base	base	NOUN
cieatasu-1903	117	8	creation	creation	NOUN
cieatasu-1903	117	9	the	the	DET
cieatasu-1903	117	10	student	student	NOUN
cieatasu-1903	117	11	success	success	NOUN
cieatasu-1903	117	12	knowledge	knowledge	NOUN
cieatasu-1903	117	13	base	base	NOUN
cieatasu-1903	117	14	should	should	AUX
cieatasu-1903	117	15	be	be	AUX
cieatasu-1903	117	16	constructed	construct	VERB
cieatasu-1903	117	17	from	from	ADP
cieatasu-1903	117	18	a	a	DET
cieatasu-1903	117	19	scientifically	scientifically	ADV
cieatasu-1903	117	20	rigorous	rigorous	ADJ
cieatasu-1903	117	21	impact	impact	NOUN
cieatasu-1903	117	22	analysis	analysis	NOUN
cieatasu-1903	117	23	of	of	ADP
cieatasu-1903	117	24	each	each	DET
cieatasu-1903	117	25	student	student	NOUN
cieatasu-1903	117	26	-	-	PUNCT
cieatasu-1903	117	27	success	success	NOUN
cieatasu-1903	117	28	program	program	NOUN
cieatasu-1903	117	29	in	in	ADP
cieatasu-1903	117	30	a	a	DET
cieatasu-1903	117	31	portfolio	portfolio	NOUN
cieatasu-1903	117	32	of	of	ADP
cieatasu-1903	117	33	student	student	NOUN
cieatasu-1903	117	34	success	success	NOUN
cieatasu-1903	117	35	programs	program	NOUN
cieatasu-1903	117	36	.	.	PUNCT
cieatasu-1903	118	1	at	at	ADP
cieatasu-1903	118	2	a	a	DET
cieatasu-1903	118	3	minimum	minimum	NOUN
cieatasu-1903	118	4	,	,	PUNCT
cieatasu-1903	118	5	impact	impact	NOUN
cieatasu-1903	118	6	results	result	NOUN
cieatasu-1903	118	7	should	should	AUX
cieatasu-1903	118	8	be	be	AUX
cieatasu-1903	118	9	a	a	DET
cieatasu-1903	118	10	function	function	NOUN
cieatasu-1903	118	11	of	of	ADP
cieatasu-1903	118	12	student	student	NOUN
cieatasu-1903	118	13	segments	segment	NOUN
cieatasu-1903	118	14	and	and	CCONJ
cieatasu-1903	118	15	program	program	NOUN
cieatasu-1903	118	16	operational	operational	ADJ
cieatasu-1903	118	17	parameters	parameter	NOUN
cieatasu-1903	118	18	.	.	PUNCT
cieatasu-1903	119	1	the	the	DET
cieatasu-1903	119	2	strength	strength	NOUN
cieatasu-1903	119	3	of	of	ADP
cieatasu-1903	119	4	evidence	evidence	NOUN
cieatasu-1903	119	5	can	can	AUX
cieatasu-1903	119	6	be	be	AUX
cieatasu-1903	119	7	assigned	assign	VERB
cieatasu-1903	119	8	based	base	VERB
cieatasu-1903	119	9	on	on	ADP
cieatasu-1903	119	10	design	design	NOUN
cieatasu-1903	119	11	intentionality	intentionality	NOUN
cieatasu-1903	119	12	,	,	PUNCT
cieatasu-1903	119	13	treatment	treatment	NOUN
cieatasu-1903	119	14	specificity	specificity	NOUN
cieatasu-1903	119	15	,	,	PUNCT
cieatasu-1903	119	16	efficacy	efficacy	NOUN
cieatasu-1903	119	17	results	result	VERB
cieatasu-1903	119	18	with	with	ADP
cieatasu-1903	119	19	p	p	NOUN
cieatasu-1903	119	20	value	value	NOUN
cieatasu-1903	119	21	/	/	SYM
cieatasu-1903	119	22	confidence	confidence	NOUN
cieatasu-1903	119	23	interval	interval	NOUN
cieatasu-1903	119	24	,	,	PUNCT
cieatasu-1903	119	25	and	and	CCONJ
cieatasu-1903	119	26	replicability	replicability	NOUN
cieatasu-1903	119	27	that	that	PRON
cieatasu-1903	119	28	accommodates	accommodate	VERB
cieatasu-1903	119	29	population	population	NOUN
cieatasu-1903	119	30	heterogeneity	heterogeneity	NOUN
cieatasu-1903	119	31	.	.	PUNCT
cieatasu-1903	120	1	this	this	DET
cieatasu-1903	120	2	knowledge	knowledge	NOUN
cieatasu-1903	120	3	base	base	NOUN
cieatasu-1903	120	4	with	with	ADP
cieatasu-1903	120	5	evidence	evidence	NOUN
cieatasu-1903	120	6	strength	strength	NOUN
cieatasu-1903	120	7	is	be	AUX
cieatasu-1903	120	8	of	of	ADP
cieatasu-1903	120	9	paramount	paramount	ADJ
cieatasu-1903	120	10	importance	importance	NOUN
cieatasu-1903	120	11	in	in	ADP
cieatasu-1903	120	12	resource	resource	NOUN
cieatasu-1903	120	13	allocation	allocation	NOUN
cieatasu-1903	120	14	optimization	optimization	NOUN
cieatasu-1903	120	15	-unless	-unless	ADJ
cieatasu-1903	120	16	decision	decision	NOUN
cieatasu-1903	120	17	makers	maker	NOUN
cieatasu-1903	120	18	know	know	VERB
cieatasu-1903	120	19	what	what	PRON
cieatasu-1903	120	20	works	work	VERB
cieatasu-1903	120	21	for	for	ADP
cieatasu-1903	120	22	whom	whom	PRON
cieatasu-1903	120	23	by	by	ADP
cieatasu-1903	120	24	how	how	SCONJ
cieatasu-1903	120	25	much	much	ADJ
cieatasu-1903	120	26	,	,	PUNCT
cieatasu-1903	120	27	it	it	PRON
cieatasu-1903	120	28	is	be	AUX
cieatasu-1903	120	29	impossible	impossible	ADJ
cieatasu-1903	120	30	to	to	PART
cieatasu-1903	120	31	allocate	allocate	VERB
cieatasu-1903	120	32	resources	resource	NOUN
cieatasu-1903	120	33	optimally	optimally	ADV
cieatasu-1903	120	34	.	.	PUNCT
cieatasu-1903	121	1	kil	kil	PROPN
cieatasu-1903	121	2	et	et	PROPN
cieatasu-1903	121	3	al	al	PROPN
cieatasu-1903	121	4	.	.	PROPN
cieatasu-1903	121	5	:	:	PUNCT
cieatasu-1903	121	6	catalyzing	catalyze	VERB
cieatasu-1903	121	7	a	a	DET
cieatasu-1903	121	8	culture	culture	NOUN
cieatasu-1903	121	9	of	of	ADP
cieatasu-1903	121	10	care	care	NOUN
cieatasu-1903	121	11	and	and	CCONJ
cieatasu-1903	121	12	innovation	innovation	NOUN
cieatasu-1903	121	13	8	8	NUM
cieatasu-1903	121	14	each	each	DET
cieatasu-1903	121	15	institution	institution	NOUN
cieatasu-1903	121	16	has	have	VERB
cieatasu-1903	121	17	a	a	DET
cieatasu-1903	121	18	portfolio	portfolio	NOUN
cieatasu-1903	121	19	of	of	ADP
cieatasu-1903	121	20	student	student	NOUN
cieatasu-1903	121	21	success	success	NOUN
cieatasu-1903	121	22	programs	program	NOUN
cieatasu-1903	121	23	and	and	CCONJ
cieatasu-1903	121	24	interventions	intervention	NOUN
cieatasu-1903	121	25	designed	design	VERB
cieatasu-1903	121	26	to	to	PART
cieatasu-1903	121	27	improve	improve	VERB
cieatasu-1903	121	28	various	various	ADJ
cieatasu-1903	121	29	influenceable	influenceable	ADJ
cieatasu-1903	121	30	factors	factor	NOUN
cieatasu-1903	121	31	associated	associate	VERB
cieatasu-1903	121	32	with	with	ADP
cieatasu-1903	121	33	student	student	NOUN
cieatasu-1903	121	34	success	success	NOUN
cieatasu-1903	121	35	.	.	PUNCT
cieatasu-1903	122	1	these	these	DET
cieatasu-1903	122	2	factors	factor	NOUN
cieatasu-1903	122	3	can	can	AUX
cieatasu-1903	122	4	be	be	AUX
cieatasu-1903	122	5	grouped	group	VERB
cieatasu-1903	122	6	into	into	ADP
cieatasu-1903	122	7	academic	academic	ADJ
cieatasu-1903	122	8	,	,	PUNCT
cieatasu-1903	122	9	non	non	ADJ
cieatasu-1903	122	10	-	-	ADJ
cieatasu-1903	122	11	academic	academic	ADJ
cieatasu-1903	122	12	,	,	PUNCT
cieatasu-1903	122	13	and	and	CCONJ
cieatasu-1903	122	14	financial	financial	ADJ
cieatasu-1903	122	15	aid	aid	NOUN
cieatasu-1903	122	16	categories	category	NOUN
cieatasu-1903	122	17	.	.	PUNCT
cieatasu-1903	123	1	more	more	ADV
cieatasu-1903	123	2	specifically	specifically	ADV
cieatasu-1903	123	3	,	,	PUNCT
cieatasu-1903	123	4	we	we	PRON
cieatasu-1903	123	5	can	can	AUX
cieatasu-1903	123	6	identify	identify	VERB
cieatasu-1903	123	7	impact	impact	NOUN
cieatasu-1903	123	8	levers	lever	NOUN
cieatasu-1903	123	9	that	that	PRON
cieatasu-1903	123	10	can	can	AUX
cieatasu-1903	123	11	be	be	AUX
cieatasu-1903	123	12	influenced	influence	VERB
cieatasu-1903	123	13	through	through	ADP
cieatasu-1903	123	14	interventions	intervention	NOUN
cieatasu-1903	123	15	in	in	ADP
cieatasu-1903	123	16	the	the	DET
cieatasu-1903	123	17	areas	area	NOUN
cieatasu-1903	123	18	of	of	ADP
cieatasu-1903	123	19	engagement	engagement	NOUN
cieatasu-1903	123	20	,	,	PUNCT
cieatasu-1903	123	21	enrollment	enrollment	NOUN
cieatasu-1903	123	22	behavior	behavior	NOUN
cieatasu-1903	123	23	,	,	PUNCT
cieatasu-1903	123	24	academic	academic	ADJ
cieatasu-1903	123	25	performance	performance	NOUN
cieatasu-1903	123	26	,	,	PUNCT
cieatasu-1903	123	27	academic	academic	ADJ
cieatasu-1903	123	28	progress	progress	NOUN
cieatasu-1903	123	29	,	,	PUNCT
cieatasu-1903	123	30	and	and	CCONJ
cieatasu-1903	123	31	financial	financial	ADJ
cieatasu-1903	123	32	aid	aid	NOUN
cieatasu-1903	123	33	.	.	PUNCT
cieatasu-1903	124	1	ppsm	ppsm	NOUN
cieatasu-1903	124	2	can	can	AUX
cieatasu-1903	124	3	be	be	AUX
cieatasu-1903	124	4	used	use	VERB
cieatasu-1903	124	5	to	to	PART
cieatasu-1903	124	6	measure	measure	VERB
cieatasu-1903	124	7	impact	impact	NOUN
cieatasu-1903	124	8	results	result	NOUN
cieatasu-1903	124	9	of	of	ADP
cieatasu-1903	124	10	each	each	DET
cieatasu-1903	124	11	intervention	intervention	NOUN
cieatasu-1903	124	12	for	for	ADP
cieatasu-1903	124	13	the	the	DET
cieatasu-1903	124	14	overall	overall	ADJ
cieatasu-1903	124	15	population	population	NOUN
cieatasu-1903	124	16	and	and	CCONJ
cieatasu-1903	124	17	various	various	ADJ
cieatasu-1903	124	18	drilldown	drilldown	ADJ
cieatasu-1903	124	19	student	student	NOUN
cieatasu-1903	124	20	segments	segment	NOUN
cieatasu-1903	124	21	under	under	ADP
cieatasu-1903	124	22	different	different	ADJ
cieatasu-1903	124	23	operating	operating	NOUN
cieatasu-1903	124	24	conditions	condition	NOUN
cieatasu-1903	124	25	.	.	PUNCT
cieatasu-1903	125	1	this	this	DET
cieatasu-1903	125	2	ability	ability	NOUN
cieatasu-1903	125	3	to	to	PART
cieatasu-1903	125	4	drill	drill	VERB
cieatasu-1903	125	5	-	-	PUNCT
cieatasu-1903	125	6	down	down	ADP
cieatasu-1903	125	7	and	and	CCONJ
cieatasu-1903	125	8	see	see	VERB
cieatasu-1903	125	9	differential	differential	ADJ
cieatasu-1903	125	10	results	result	NOUN
cieatasu-1903	125	11	for	for	ADP
cieatasu-1903	125	12	sub	sub	NOUN
cieatasu-1903	125	13	-	-	NOUN
cieatasu-1903	125	14	segments	segment	NOUN
cieatasu-1903	125	15	of	of	ADP
cieatasu-1903	125	16	the	the	DET
cieatasu-1903	125	17	student	student	NOUN
cieatasu-1903	125	18	population	population	NOUN
cieatasu-1903	125	19	creates	create	VERB
cieatasu-1903	125	20	the	the	DET
cieatasu-1903	125	21	opportunity	opportunity	NOUN
cieatasu-1903	125	22	to	to	PART
cieatasu-1903	125	23	optimize	optimize	VERB
cieatasu-1903	125	24	interventions	intervention	NOUN
cieatasu-1903	125	25	by	by	ADP
cieatasu-1903	125	26	matching	match	VERB
cieatasu-1903	125	27	interventions	intervention	NOUN
cieatasu-1903	125	28	to	to	ADP
cieatasu-1903	125	29	those	those	PRON
cieatasu-1903	125	30	for	for	ADP
cieatasu-1903	125	31	whom	whom	PRON
cieatasu-1903	125	32	they	they	PRON
cieatasu-1903	125	33	will	will	AUX
cieatasu-1903	125	34	be	be	AUX
cieatasu-1903	125	35	most	most	ADV
cieatasu-1903	125	36	effective	effective	ADJ
cieatasu-1903	125	37	.	.	PUNCT
cieatasu-1903	126	1	having	have	VERB
cieatasu-1903	126	2	this	this	DET
cieatasu-1903	126	3	knowledge	knowledge	NOUN
cieatasu-1903	126	4	can	can	AUX
cieatasu-1903	126	5	facilitate	facilitate	VERB
cieatasu-1903	126	6	the	the	DET
cieatasu-1903	126	7	identification	identification	NOUN
cieatasu-1903	126	8	of	of	ADP
cieatasu-1903	126	9	further	further	ADJ
cieatasu-1903	126	10	opportunities	opportunity	NOUN
cieatasu-1903	126	11	for	for	ADP
cieatasu-1903	126	12	continuous	continuous	ADJ
cieatasu-1903	126	13	process	process	NOUN
cieatasu-1903	126	14	improvement	improvement	NOUN
cieatasu-1903	126	15	and	and	CCONJ
cieatasu-1903	126	16	portfolio	portfolio	NOUN
cieatasu-1903	126	17	optimization	optimization	NOUN
cieatasu-1903	126	18	.	.	PUNCT
cieatasu-1903	127	1	while	while	SCONJ
cieatasu-1903	127	2	there	there	PRON
cieatasu-1903	127	3	are	be	VERB
cieatasu-1903	127	4	multiple	multiple	ADJ
cieatasu-1903	127	5	methods	method	NOUN
cieatasu-1903	127	6	for	for	ADP
cieatasu-1903	127	7	resource	resource	NOUN
cieatasu-1903	127	8	allocation	allocation	NOUN
cieatasu-1903	127	9	optimization	optimization	NOUN
cieatasu-1903	127	10	borrowing	borrowing	NOUN
cieatasu-1903	127	11	ideas	idea	NOUN
cieatasu-1903	127	12	from	from	ADP
cieatasu-1903	127	13	financial	financial	ADJ
cieatasu-1903	127	14	portfolio	portfolio	NOUN
cieatasu-1903	127	15	optimization	optimization	NOUN
cieatasu-1903	127	16	,	,	PUNCT
cieatasu-1903	127	17	one	one	NUM
cieatasu-1903	127	18	popular	popular	ADJ
cieatasu-1903	127	19	ml	ml	NOUN
cieatasu-1903	127	20	approach	approach	NOUN
cieatasu-1903	127	21	is	be	AUX
cieatasu-1903	127	22	an	an	DET
cieatasu-1903	127	23	influence	influence	NOUN
cieatasu-1903	127	24	diagram	diagram	NOUN
cieatasu-1903	127	25	(	(	PUNCT
cieatasu-1903	127	26	owens	owens	PROPN
cieatasu-1903	127	27	et	et	PROPN
cieatasu-1903	127	28	al	al	PROPN
cieatasu-1903	127	29	.	.	PROPN
cieatasu-1903	127	30	,	,	PUNCT
cieatasu-1903	127	31	1997	1997	NUM
cieatasu-1903	127	32	)	)	PUNCT
cieatasu-1903	127	33	.	.	PUNCT
cieatasu-1903	128	1	the	the	DET
cieatasu-1903	128	2	fundamental	fundamental	ADJ
cieatasu-1903	128	3	ideas	idea	NOUN
cieatasu-1903	128	4	are	be	AUX
cieatasu-1903	128	5	summarized	summarize	VERB
cieatasu-1903	128	6	succinctly	succinctly	ADV
cieatasu-1903	128	7	below	below	ADV
cieatasu-1903	128	8	:	:	PUNCT
cieatasu-1903	129	1	1	1	X
cieatasu-1903	129	2	.	.	X
cieatasu-1903	129	3	the	the	DET
cieatasu-1903	129	4	building	building	NOUN
cieatasu-1903	129	5	blocks	block	NOUN
cieatasu-1903	129	6	are	be	AUX
cieatasu-1903	129	7	three	three	NUM
cieatasu-1903	129	8	types	type	NOUN
cieatasu-1903	129	9	of	of	ADP
cieatasu-1903	129	10	vertices	vertex	NOUN
cieatasu-1903	129	11	and	and	CCONJ
cieatasu-1903	129	12	edges	edge	NOUN
cieatasu-1903	129	13	that	that	PRON
cieatasu-1903	129	14	connect	connect	VERB
cieatasu-1903	129	15	them	they	PRON
cieatasu-1903	129	16	.	.	PUNCT
cieatasu-1903	130	1	2	2	X
cieatasu-1903	130	2	.	.	X
cieatasu-1903	130	3	the	the	DET
cieatasu-1903	130	4	first	first	ADJ
cieatasu-1903	130	5	type	type	NOUN
cieatasu-1903	130	6	of	of	ADP
cieatasu-1903	130	7	vertex	vertex	NOUN
cieatasu-1903	130	8	represents	represent	VERB
cieatasu-1903	130	9	a	a	DET
cieatasu-1903	130	10	probabilistic	probabilistic	ADJ
cieatasu-1903	130	11	state	state	NOUN
cieatasu-1903	130	12	of	of	ADP
cieatasu-1903	130	13	variable	variable	NOUN
cieatasu-1903	130	14	important	important	ADJ
cieatasu-1903	130	15	for	for	ADP
cieatasu-1903	130	16	student	student	NOUN
cieatasu-1903	130	17	success	success	NOUN
cieatasu-1903	130	18	,	,	PUNCT
cieatasu-1903	130	19	such	such	ADJ
cieatasu-1903	130	20	as	as	ADP
cieatasu-1903	130	21	an	an	DET
cieatasu-1903	130	22	impediment	impediment	NOUN
cieatasu-1903	130	23	to	to	ADP
cieatasu-1903	130	24	success	success	NOUN
cieatasu-1903	130	25	or	or	CCONJ
cieatasu-1903	130	26	student	student	NOUN
cieatasu-1903	130	27	success	success	NOUN
cieatasu-1903	130	28	drivers	driver	NOUN
cieatasu-1903	130	29	that	that	PRON
cieatasu-1903	130	30	depend	depend	VERB
cieatasu-1903	130	31	on	on	ADP
cieatasu-1903	130	32	student	student	NOUN
cieatasu-1903	130	33	segments	segment	NOUN
cieatasu-1903	130	34	.	.	PUNCT
cieatasu-1903	131	1	they	they	PRON
cieatasu-1903	131	2	are	be	AUX
cieatasu-1903	131	3	represented	represent	VERB
cieatasu-1903	131	4	as	as	ADP
cieatasu-1903	131	5	circles	circle	NOUN
cieatasu-1903	131	6	in	in	ADP
cieatasu-1903	131	7	figure	figure	NOUN
cieatasu-1903	131	8	4	4	NUM
cieatasu-1903	131	9	.	.	NOUN
cieatasu-1903	132	1	3	3	NUM
cieatasu-1903	132	2	.	.	X
cieatasu-1903	133	1	the	the	DET
cieatasu-1903	133	2	bayesian	bayesian	NOUN
cieatasu-1903	133	3	network	network	NOUN
cieatasu-1903	133	4	describes	describe	VERB
cieatasu-1903	133	5	a	a	DET
cieatasu-1903	133	6	causal	causal	ADJ
cieatasu-1903	133	7	relationship	relationship	NOUN
cieatasu-1903	133	8	among	among	ADP
cieatasu-1903	133	9	the	the	DET
cieatasu-1903	133	10	vertices	vertex	NOUN
cieatasu-1903	133	11	that	that	PRON
cieatasu-1903	133	12	are	be	AUX
cieatasu-1903	133	13	associated	associate	VERB
cieatasu-1903	133	14	with	with	ADP
cieatasu-1903	133	15	student	student	NOUN
cieatasu-1903	133	16	success	success	NOUN
cieatasu-1903	133	17	,	,	PUNCT
cieatasu-1903	133	18	such	such	ADJ
cieatasu-1903	133	19	as	as	ADP
cieatasu-1903	133	20	student	student	NOUN
cieatasu-1903	133	21	segments	segment	NOUN
cieatasu-1903	133	22	,	,	PUNCT
cieatasu-1903	133	23	student	student	NOUN
cieatasu-1903	133	24	success	success	NOUN
cieatasu-1903	133	25	drivers	driver	NOUN
cieatasu-1903	133	26	(	(	PUNCT
cieatasu-1903	133	27	impact	impact	NOUN
cieatasu-1903	133	28	elasticity	elasticity	NOUN
cieatasu-1903	133	29	levers	lever	NOUN
cieatasu-1903	133	30	)	)	PUNCT
cieatasu-1903	133	31	,	,	PUNCT
cieatasu-1903	133	32	impediments	impediment	VERB
cieatasu-1903	133	33	(	(	PUNCT
cieatasu-1903	133	34	social	social	ADJ
cieatasu-1903	133	35	psychological	psychological	ADJ
cieatasu-1903	133	36	blockers	blocker	NOUN
cieatasu-1903	133	37	)	)	PUNCT
cieatasu-1903	133	38	,	,	PUNCT
cieatasu-1903	133	39	and	and	CCONJ
cieatasu-1903	133	40	intentional	intentional	ADJ
cieatasu-1903	133	41	intervention	intervention	NOUN
cieatasu-1903	133	42	design	design	NOUN
cieatasu-1903	133	43	(	(	PUNCT
cieatasu-1903	133	44	iid	iid	NOUN
cieatasu-1903	133	45	)	)	PUNCT
cieatasu-1903	133	46	.	.	PUNCT
cieatasu-1903	134	1	iid	iid	VERB
cieatasu-1903	134	2	consists	consist	VERB
cieatasu-1903	134	3	of	of	ADP
cieatasu-1903	134	4	call	call	NOUN
cieatasu-1903	134	5	to	to	ADP
cieatasu-1903	134	6	action	action	NOUN
cieatasu-1903	134	7	(	(	PUNCT
cieatasu-1903	134	8	c2a	c2a	ADJ
cieatasu-1903	134	9	)	)	PUNCT
cieatasu-1903	134	10	and	and	CCONJ
cieatasu-1903	134	11	behavioral	behavioral	ADJ
cieatasu-1903	134	12	science	science	NOUN
cieatasu-1903	134	13	algorithms	algorithm	NOUN
cieatasu-1903	134	14	used	use	VERB
cieatasu-1903	134	15	in	in	ADP
cieatasu-1903	134	16	content	content	NOUN
cieatasu-1903	134	17	design	design	NOUN
cieatasu-1903	134	18	to	to	PART
cieatasu-1903	134	19	address	address	VERB
cieatasu-1903	134	20	impediments	impediment	NOUN
cieatasu-1903	134	21	and	and	CCONJ
cieatasu-1903	134	22	success	success	NOUN
cieatasu-1903	134	23	drivers	driver	NOUN
cieatasu-1903	134	24	in	in	ADP
cieatasu-1903	134	25	order	order	NOUN
cieatasu-1903	134	26	to	to	PART
cieatasu-1903	134	27	maximize	maximize	VERB
cieatasu-1903	134	28	compliance	compliance	NOUN
cieatasu-1903	134	29	with	with	ADP
cieatasu-1903	134	30	prescribed	prescribed	ADJ
cieatasu-1903	134	31	call	call	NOUN
cieatasu-1903	134	32	to	to	ADP
cieatasu-1903	134	33	action	action	NOUN
cieatasu-1903	134	34	.	.	PUNCT
cieatasu-1903	135	1	4	4	X
cieatasu-1903	135	2	.	.	X
cieatasu-1903	135	3	the	the	DET
cieatasu-1903	135	4	utility	utility	NOUN
cieatasu-1903	135	5	vertex	vertex	NOUN
cieatasu-1903	135	6	(	(	PUNCT
cieatasu-1903	135	7	diamond	diamond	NOUN
cieatasu-1903	135	8	in	in	ADP
cieatasu-1903	135	9	figure	figure	NOUN
cieatasu-1903	135	10	4	4	NUM
cieatasu-1903	135	11	)	)	PUNCT
cieatasu-1903	135	12	is	be	AUX
cieatasu-1903	135	13	constructed	construct	VERB
cieatasu-1903	135	14	from	from	ADP
cieatasu-1903	135	15	and	and	CCONJ
cieatasu-1903	135	16	analogous	analogous	ADJ
cieatasu-1903	135	17	to	to	ADP
cieatasu-1903	135	18	the	the	DET
cieatasu-1903	135	19	evidence	evidence	NOUN
cieatasu-1903	135	20	-	-	PUNCT
cieatasu-1903	135	21	based	base	VERB
cieatasu-1903	135	22	student	student	NOUN
cieatasu-1903	135	23	success	success	NOUN
cieatasu-1903	135	24	knowledge	knowledge	NOUN
cieatasu-1903	135	25	base	base	NOUN
cieatasu-1903	135	26	.	.	PUNCT
cieatasu-1903	136	1	the	the	DET
cieatasu-1903	136	2	utility	utility	NOUN
cieatasu-1903	136	3	value	value	NOUN
cieatasu-1903	136	4	can	can	AUX
cieatasu-1903	136	5	be	be	AUX
cieatasu-1903	136	6	mean	mean	VERB
cieatasu-1903	136	7	persistence	persistence	NOUN
cieatasu-1903	136	8	lift	lift	NOUN
cieatasu-1903	136	9	or	or	CCONJ
cieatasu-1903	136	10	its	its	PRON
cieatasu-1903	136	11	sharpe	sharpe	PROPN
cieatasu-1903	136	12	ratio	ratio	PROPN
cieatasu-1903	136	13	version	version	PROPN
cieatasu-1903	136	14	,	,	PUNCT
cieatasu-1903	136	15	which	which	PRON
cieatasu-1903	136	16	is	be	AUX
cieatasu-1903	136	17	defined	define	VERB
cieatasu-1903	136	18	as	as	ADP
cieatasu-1903	136	19	mean	mean	ADJ
cieatasu-1903	136	20	over	over	ADP
cieatasu-1903	136	21	standard	standard	ADJ
cieatasu-1903	136	22	deviation	deviation	NOUN
cieatasu-1903	136	23	.	.	PUNCT
cieatasu-1903	137	1	standard	standard	ADJ
cieatasu-1903	137	2	deviation	deviation	NOUN
cieatasu-1903	137	3	can	can	AUX
cieatasu-1903	137	4	be	be	AUX
cieatasu-1903	137	5	derived	derive	VERB
cieatasu-1903	137	6	from	from	ADP
cieatasu-1903	137	7	confidence	confidence	NOUN
cieatasu-1903	137	8	interval	interval	NOUN
cieatasu-1903	137	9	.	.	PUNCT
cieatasu-1903	138	1	5	5	X
cieatasu-1903	138	2	.	.	X
cieatasu-1903	138	3	the	the	DET
cieatasu-1903	138	4	decision	decision	NOUN
cieatasu-1903	138	5	or	or	CCONJ
cieatasu-1903	138	6	action	action	NOUN
cieatasu-1903	138	7	vertex	vertex	NOUN
cieatasu-1903	138	8	(	(	PUNCT
cieatasu-1903	138	9	rectangle	rectangle	VERB
cieatasu-1903	138	10	in	in	ADP
cieatasu-1903	138	11	figure	figure	NOUN
cieatasu-1903	138	12	4	4	NUM
cieatasu-1903	138	13	)	)	PUNCT
cieatasu-1903	138	14	represents	represent	VERB
cieatasu-1903	138	15	a	a	DET
cieatasu-1903	138	16	student	student	NOUN
cieatasu-1903	138	17	’s	’s	PART
cieatasu-1903	138	18	action	action	NOUN
cieatasu-1903	138	19	in	in	ADP
cieatasu-1903	138	20	response	response	NOUN
cieatasu-1903	138	21	to	to	PART
cieatasu-1903	138	22	delivered	deliver	VERB
cieatasu-1903	138	23	intervention	intervention	NOUN
cieatasu-1903	138	24	.	.	PUNCT
cieatasu-1903	139	1	6	6	X
cieatasu-1903	139	2	.	.	X
cieatasu-1903	139	3	an	an	DET
cieatasu-1903	139	4	edge	edge	NOUN
cieatasu-1903	139	5	represents	represent	VERB
cieatasu-1903	139	6	a	a	DET
cieatasu-1903	139	7	direction	direction	NOUN
cieatasu-1903	139	8	of	of	ADP
cieatasu-1903	139	9	conditional	conditional	ADJ
cieatasu-1903	139	10	probability	probability	NOUN
cieatasu-1903	139	11	relationship	relationship	NOUN
cieatasu-1903	139	12	.	.	PUNCT
cieatasu-1903	140	1	for	for	ADP
cieatasu-1903	140	2	example	example	NOUN
cieatasu-1903	140	3	,	,	PUNCT
cieatasu-1903	140	4	student	student	NOUN
cieatasu-1903	140	5	success	success	NOUN
cieatasu-1903	140	6	drivers	driver	NOUN
cieatasu-1903	140	7	depend	depend	VERB
cieatasu-1903	140	8	on	on	ADP
cieatasu-1903	140	9	student	student	NOUN
cieatasu-1903	140	10	segments	segment	NOUN
cieatasu-1903	140	11	.	.	PUNCT
cieatasu-1903	141	1	figure	figure	VERB
cieatasu-1903	141	2	4	4	NUM
cieatasu-1903	141	3	shows	show	VERB
cieatasu-1903	141	4	a	a	DET
cieatasu-1903	141	5	student	student	NOUN
cieatasu-1903	141	6	-	-	PUNCT
cieatasu-1903	141	7	success	success	NOUN
cieatasu-1903	141	8	influence	influence	NOUN
cieatasu-1903	141	9	diagram	diagram	NOUN
cieatasu-1903	141	10	.	.	PUNCT
cieatasu-1903	142	1	one	one	NUM
cieatasu-1903	142	2	of	of	ADP
cieatasu-1903	142	3	the	the	DET
cieatasu-1903	142	4	nicer	nice	ADJ
cieatasu-1903	142	5	features	feature	NOUN
cieatasu-1903	142	6	of	of	ADP
cieatasu-1903	142	7	the	the	DET
cieatasu-1903	142	8	influence	influence	NOUN
cieatasu-1903	142	9	diagram	diagram	NOUN
cieatasu-1903	142	10	framework	framework	NOUN
cieatasu-1903	142	11	is	be	AUX
cieatasu-1903	142	12	that	that	SCONJ
cieatasu-1903	142	13	the	the	DET
cieatasu-1903	142	14	a	a	DET
cieatasu-1903	142	15	priori	priori	ADJ
cieatasu-1903	142	16	and	and	CCONJ
cieatasu-1903	142	17	conditional	conditional	ADJ
cieatasu-1903	142	18	probabilities	probability	NOUN
cieatasu-1903	142	19	can	can	AUX
cieatasu-1903	142	20	be	be	AUX
cieatasu-1903	142	21	derived	derive	VERB
cieatasu-1903	142	22	from	from	ADP
cieatasu-1903	142	23	data	datum	NOUN
cieatasu-1903	142	24	or	or	CCONJ
cieatasu-1903	142	25	entered	enter	VERB
cieatasu-1903	142	26	by	by	ADP
cieatasu-1903	142	27	subject	subject	ADJ
cieatasu-1903	142	28	matter	matter	NOUN
cieatasu-1903	142	29	experts	expert	NOUN
cieatasu-1903	142	30	.	.	PUNCT
cieatasu-1903	143	1	they	they	PRON
cieatasu-1903	143	2	can	can	AUX
cieatasu-1903	143	3	be	be	AUX
cieatasu-1903	143	4	refined	refine	VERB
cieatasu-1903	143	5	continuously	continuously	ADV
cieatasu-1903	143	6	as	as	SCONJ
cieatasu-1903	143	7	more	more	ADJ
cieatasu-1903	143	8	data	datum	NOUN
cieatasu-1903	143	9	is	be	AUX
cieatasu-1903	143	10	gathered	gather	VERB
cieatasu-1903	143	11	.	.	PUNCT
cieatasu-1903	144	1	a	a	DET
cieatasu-1903	144	2	main	main	ADJ
cieatasu-1903	144	3	use	use	NOUN
cieatasu-1903	144	4	case	case	NOUN
cieatasu-1903	144	5	for	for	ADP
cieatasu-1903	144	6	the	the	DET
cieatasu-1903	144	7	influence	influence	NOUN
cieatasu-1903	144	8	diagram	diagram	NOUN
cieatasu-1903	144	9	can	can	AUX
cieatasu-1903	144	10	be	be	AUX
cieatasu-1903	144	11	thought	think	VERB
cieatasu-1903	144	12	of	of	ADP
cieatasu-1903	144	13	as	as	ADP
cieatasu-1903	144	14	an	an	DET
cieatasu-1903	144	15	air	air	NOUN
cieatasu-1903	144	16	traffic	traffic	NOUN
cieatasu-1903	144	17	controller	controller	NOUN
cieatasu-1903	144	18	,	,	PUNCT
cieatasu-1903	144	19	precisely	precisely	ADV
cieatasu-1903	144	20	engaging	engaging	ADJ
cieatasu-1903	144	21	students	student	NOUN
cieatasu-1903	144	22	with	with	ADP
cieatasu-1903	144	23	the	the	DET
cieatasu-1903	144	24	right	right	ADJ
cieatasu-1903	144	25	programs	program	NOUN
cieatasu-1903	144	26	where	where	SCONJ
cieatasu-1903	144	27	they	they	PRON
cieatasu-1903	144	28	are	be	AUX
cieatasu-1903	144	29	likely	likely	ADJ
cieatasu-1903	144	30	to	to	PART
cieatasu-1903	144	31	benefit	benefit	VERB
cieatasu-1903	144	32	the	the	PRON
cieatasu-1903	144	33	most	most	ADV
cieatasu-1903	144	34	based	base	VERB
cieatasu-1903	144	35	on	on	ADP
cieatasu-1903	144	36	heterogeneities	heterogeneity	NOUN
cieatasu-1903	144	37	in	in	ADP
cieatasu-1903	144	38	student	student	NOUN
cieatasu-1903	144	39	characteristics	characteristic	NOUN
cieatasu-1903	144	40	in	in	ADP
cieatasu-1903	144	41	terms	term	NOUN
cieatasu-1903	144	42	of	of	ADP
cieatasu-1903	144	43	impact	impact	NOUN
cieatasu-1903	144	44	elasticities	elasticity	NOUN
cieatasu-1903	144	45	,	,	PUNCT
cieatasu-1903	144	46	treatment	treatment	NOUN
cieatasu-1903	144	47	,	,	PUNCT
cieatasu-1903	144	48	and	and	CCONJ
cieatasu-1903	144	49	timing	timing	NOUN
cieatasu-1903	144	50	of	of	ADP
cieatasu-1903	144	51	treatment	treatment	NOUN
cieatasu-1903	144	52	based	base	VERB
cieatasu-1903	144	53	on	on	ADP
cieatasu-1903	144	54	external	external	ADJ
cieatasu-1903	144	55	stimuli	stimulus	NOUN
cieatasu-1903	144	56	.	.	PUNCT
cieatasu-1903	145	1	this	this	DET
cieatasu-1903	145	2	framework	framework	NOUN
cieatasu-1903	145	3	promotes	promote	VERB
cieatasu-1903	145	4	the	the	DET
cieatasu-1903	145	5	design	design	NOUN
cieatasu-1903	145	6	,	,	PUNCT
cieatasu-1903	145	7	test	test	NOUN
cieatasu-1903	145	8	,	,	PUNCT
cieatasu-1903	145	9	and	and	CCONJ
cieatasu-1903	145	10	implementation	implementation	NOUN
cieatasu-1903	145	11	of	of	ADP
cieatasu-1903	145	12	the	the	DET
cieatasu-1903	145	13	best	good	ADJ
cieatasu-1903	145	14	-	-	PUNCT
cieatasu-1903	145	15	of	of	ADP
cieatasu-1903	145	16	-	-	PUNCT
cieatasu-1903	145	17	breed	breed	NOUN
cieatasu-1903	145	18	intervention	intervention	NOUN
cieatasu-1903	145	19	programs	program	NOUN
cieatasu-1903	145	20	that	that	PRON
cieatasu-1903	145	21	engage	engage	VERB
cieatasu-1903	145	22	the	the	DET
cieatasu-1903	145	23	right	right	ADJ
cieatasu-1903	145	24	students	student	NOUN
cieatasu-1903	145	25	at	at	ADP
cieatasu-1903	145	26	the	the	DET
cieatasu-1903	145	27	right	right	ADJ
cieatasu-1903	145	28	time	time	NOUN
cieatasu-1903	145	29	,	,	PUNCT
cieatasu-1903	145	30	leading	lead	VERB
cieatasu-1903	145	31	to	to	ADP
cieatasu-1903	145	32	student	student	NOUN
cieatasu-1903	145	33	success	success	NOUN
cieatasu-1903	145	34	portfolio	portfolio	NOUN
cieatasu-1903	145	35	optimization	optimization	NOUN
cieatasu-1903	145	36	at	at	ADP
cieatasu-1903	145	37	an	an	DET
cieatasu-1903	145	38	institutional	institutional	ADJ
cieatasu-1903	145	39	level	level	NOUN
cieatasu-1903	145	40	.	.	PUNCT
cieatasu-1903	146	1	an	an	DET
cieatasu-1903	146	2	influence	influence	NOUN
cieatasu-1903	146	3	diagram	diagram	NOUN
cieatasu-1903	146	4	can	can	AUX
cieatasu-1903	146	5	be	be	AUX
cieatasu-1903	146	6	used	use	VERB
cieatasu-1903	146	7	to	to	PART
cieatasu-1903	146	8	decide	decide	VERB
cieatasu-1903	146	9	on	on	ADP
cieatasu-1903	146	10	optimal	optimal	ADJ
cieatasu-1903	146	11	strategies	strategy	NOUN
cieatasu-1903	146	12	for	for	ADP
cieatasu-1903	146	13	each	each	DET
cieatasu-1903	146	14	student	student	NOUN
cieatasu-1903	146	15	segment	segment	NOUN
cieatasu-1903	146	16	based	base	VERB
cieatasu-1903	146	17	on	on	ADP
cieatasu-1903	146	18	(	(	PUNCT
cieatasu-1903	146	19	1	1	X
cieatasu-1903	146	20	)	)	PUNCT
cieatasu-1903	146	21	conditional	conditional	ADJ
cieatasu-1903	146	22	probability	probability	NOUN
cieatasu-1903	146	23	relationships	relationship	NOUN
cieatasu-1903	146	24	inferred	infer	VERB
cieatasu-1903	146	25	from	from	ADP
cieatasu-1903	146	26	data	datum	NOUN
cieatasu-1903	146	27	and/or	and/or	CCONJ
cieatasu-1903	146	28	instantiated	instantiate	VERB
cieatasu-1903	146	29	by	by	ADP
cieatasu-1903	146	30	subject	subject	NOUN
cieatasu-1903	146	31	matter	matter	NOUN
cieatasu-1903	146	32	kil	kil	PROPN
cieatasu-1903	146	33	et	et	PROPN
cieatasu-1903	146	34	al	al	PROPN
cieatasu-1903	146	35	:	:	PUNCT
cieatasu-1903	146	36	catalyzing	catalyze	VERB
cieatasu-1903	146	37	a	a	DET
cieatasu-1903	146	38	culture	culture	NOUN
cieatasu-1903	146	39	of	of	ADP
cieatasu-1903	146	40	care	care	NOUN
cieatasu-1903	146	41	and	and	CCONJ
cieatasu-1903	146	42	innovation	innovation	NOUN
cieatasu-1903	146	43	current	current	ADJ
cieatasu-1903	146	44	issues	issue	NOUN
cieatasu-1903	146	45	in	in	ADP
cieatasu-1903	146	46	education	education	NOUN
cieatasu-1903	146	47	,	,	PUNCT
cieatasu-1903	146	48	22(1	22(1	NUM
cieatasu-1903	146	49	)	)	PUNCT
cieatasu-1903	146	50	9	9	NUM
cieatasu-1903	146	51	experts	expert	NOUN
cieatasu-1903	146	52	and	and	CCONJ
cieatasu-1903	146	53	(	(	PUNCT
cieatasu-1903	146	54	2	2	X
cieatasu-1903	146	55	)	)	PUNCT
cieatasu-1903	146	56	instantiated	instantiate	VERB
cieatasu-1903	146	57	evidence	evidence	NOUN
cieatasu-1903	146	58	for	for	ADP
cieatasu-1903	146	59	vertices	vertex	NOUN
cieatasu-1903	146	60	,	,	PUNCT
cieatasu-1903	146	61	i.e.	i.e.	X
cieatasu-1903	146	62	,	,	PUNCT
cieatasu-1903	146	63	known	know	VERB
cieatasu-1903	146	64	nodes	node	NOUN
cieatasu-1903	146	65	.	.	PUNCT
cieatasu-1903	147	1	here	here	ADV
cieatasu-1903	147	2	,	,	PUNCT
cieatasu-1903	147	3	utility	utility	NOUN
cieatasu-1903	147	4	is	be	AUX
cieatasu-1903	147	5	a	a	DET
cieatasu-1903	147	6	function	function	NOUN
cieatasu-1903	147	7	of	of	ADP
cieatasu-1903	147	8	student	student	NOUN
cieatasu-1903	147	9	segment	segment	NOUN
cieatasu-1903	147	10	and	and	CCONJ
cieatasu-1903	147	11	call	call	VERB
cieatasu-1903	147	12	to	to	ADP
cieatasu-1903	147	13	action	action	NOUN
cieatasu-1903	147	14	subject	subject	ADJ
cieatasu-1903	147	15	to	to	ADP
cieatasu-1903	147	16	their	their	PRON
cieatasu-1903	147	17	action	action	NOUN
cieatasu-1903	147	18	or	or	CCONJ
cieatasu-1903	147	19	response	response	NOUN
cieatasu-1903	147	20	to	to	ADP
cieatasu-1903	147	21	intervention	intervention	NOUN
cieatasu-1903	147	22	.	.	PUNCT
cieatasu-1903	148	1	figure	figure	VERB
cieatasu-1903	148	2	4	4	NUM
cieatasu-1903	148	3	student	student	NOUN
cieatasu-1903	148	4	-	-	PUNCT
cieatasu-1903	148	5	success	success	NOUN
cieatasu-1903	148	6	influence	influence	NOUN
cieatasu-1903	148	7	diagram	diagram	NOUN
cieatasu-1903	148	8	when	when	SCONJ
cieatasu-1903	148	9	targeting	target	VERB
cieatasu-1903	148	10	new	new	ADJ
cieatasu-1903	148	11	,	,	PUNCT
cieatasu-1903	148	12	struggling	struggle	VERB
cieatasu-1903	148	13	,	,	PUNCT
cieatasu-1903	148	14	first	first	ADJ
cieatasu-1903	148	15	-	-	PUNCT
cieatasu-1903	148	16	time	time	NOUN
cieatasu-1903	148	17	-	-	PUNCT
cieatasu-1903	148	18	in	in	ADP
cieatasu-1903	148	19	-	-	PUNCT
cieatasu-1903	148	20	college	college	NOUN
cieatasu-1903	148	21	(	(	PUNCT
cieatasu-1903	148	22	ftic	ftic	ADJ
cieatasu-1903	148	23	)	)	PUNCT
cieatasu-1903	148	24	students	student	NOUN
cieatasu-1903	148	25	whose	whose	DET
cieatasu-1903	148	26	main	main	ADJ
cieatasu-1903	148	27	social	social	ADJ
cieatasu-1903	148	28	psychological	psychological	ADJ
cieatasu-1903	148	29	blocker	blocker	NOUN
cieatasu-1903	148	30	is	be	AUX
cieatasu-1903	148	31	stigma	stigma	NOUN
cieatasu-1903	148	32	inferred	infer	VERB
cieatasu-1903	148	33	from	from	ADP
cieatasu-1903	148	34	their	their	PRON
cieatasu-1903	148	35	good	good	ADJ
cieatasu-1903	148	36	academic	academic	ADJ
cieatasu-1903	148	37	performance	performance	NOUN
cieatasu-1903	148	38	in	in	ADP
cieatasu-1903	148	39	high	high	ADJ
cieatasu-1903	148	40	school	school	NOUN
cieatasu-1903	148	41	,	,	PUNCT
cieatasu-1903	148	42	those	those	DET
cieatasu-1903	148	43	evidences	evidence	NOUN
cieatasu-1903	148	44	can	can	AUX
cieatasu-1903	148	45	be	be	AUX
cieatasu-1903	148	46	entered	enter	VERB
cieatasu-1903	148	47	into	into	ADP
cieatasu-1903	148	48	the	the	DET
cieatasu-1903	148	49	network	network	NOUN
cieatasu-1903	148	50	,	,	PUNCT
cieatasu-1903	148	51	which	which	PRON
cieatasu-1903	148	52	will	will	AUX
cieatasu-1903	148	53	propagate	propagate	VERB
cieatasu-1903	148	54	and	and	CCONJ
cieatasu-1903	148	55	update	update	VERB
cieatasu-1903	148	56	state	state	NOUN
cieatasu-1903	148	57	probabilities	probability	NOUN
cieatasu-1903	148	58	in	in	ADP
cieatasu-1903	148	59	each	each	DET
cieatasu-1903	148	60	remaining	remain	VERB
cieatasu-1903	148	61	vertex	vertex	NOUN
cieatasu-1903	148	62	as	as	SCONJ
cieatasu-1903	148	63	shown	show	VERB
cieatasu-1903	148	64	in	in	ADP
cieatasu-1903	148	65	figure	figure	NOUN
cieatasu-1903	148	66	5	5	NUM
cieatasu-1903	148	67	.	.	PUNCT
cieatasu-1903	149	1	for	for	ADP
cieatasu-1903	149	2	example	example	NOUN
cieatasu-1903	149	3	,	,	PUNCT
cieatasu-1903	149	4	social	social	ADJ
cieatasu-1903	149	5	norming	norming	NOUN
cieatasu-1903	149	6	becomes	become	VERB
cieatasu-1903	149	7	more	more	ADV
cieatasu-1903	149	8	important	important	ADJ
cieatasu-1903	149	9	(	(	PUNCT
cieatasu-1903	149	10	33	33	NUM
cieatasu-1903	149	11	%	%	NOUN
cieatasu-1903	149	12	to	to	ADP
cieatasu-1903	149	13	56	56	NUM
cieatasu-1903	149	14	%	%	NOUN
cieatasu-1903	149	15	)	)	PUNCT
cieatasu-1903	149	16	in	in	ADP
cieatasu-1903	149	17	the	the	DET
cieatasu-1903	149	18	behavioral	behavioral	ADJ
cieatasu-1903	149	19	science	science	NOUN
cieatasu-1903	149	20	algorithm	algorithm	NOUN
cieatasu-1903	149	21	node	node	VERB
cieatasu-1903	149	22	while	while	SCONJ
cieatasu-1903	149	23	academic	academic	ADJ
cieatasu-1903	149	24	program	program	NOUN
cieatasu-1903	149	25	is	be	AUX
cieatasu-1903	149	26	the	the	DET
cieatasu-1903	149	27	call	call	NOUN
cieatasu-1903	149	28	to	to	ADP
cieatasu-1903	149	29	action	action	NOUN
cieatasu-1903	149	30	with	with	ADP
cieatasu-1903	149	31	the	the	DET
cieatasu-1903	149	32	highest	high	ADJ
cieatasu-1903	149	33	probability	probability	NOUN
cieatasu-1903	149	34	(	(	PUNCT
cieatasu-1903	149	35	41	41	NUM
cieatasu-1903	149	36	%	%	NOUN
cieatasu-1903	149	37	to	to	ADP
cieatasu-1903	149	38	53	53	NUM
cieatasu-1903	149	39	%	%	NOUN
cieatasu-1903	149	40	)	)	PUNCT
cieatasu-1903	149	41	and	and	CCONJ
cieatasu-1903	149	42	utility	utility	NOUN
cieatasu-1903	149	43	(	(	PUNCT
cieatasu-1903	149	44	4.01	4.01	NUM
cieatasu-1903	149	45	%	%	NOUN
cieatasu-1903	149	46	to	to	PART
cieatasu-1903	149	47	4.75	4.75	NUM
cieatasu-1903	149	48	%	%	NOUN
cieatasu-1903	149	49	predicted	predict	VERB
cieatasu-1903	149	50	lift	lift	NOUN
cieatasu-1903	149	51	in	in	ADP
cieatasu-1903	149	52	persistence	persistence	NOUN
cieatasu-1903	149	53	)	)	PUNCT
cieatasu-1903	149	54	.	.	PUNCT
cieatasu-1903	150	1	furthermore	furthermore	ADV
cieatasu-1903	150	2	,	,	PUNCT
cieatasu-1903	150	3	utilities	utility	NOUN
cieatasu-1903	150	4	for	for	ADP
cieatasu-1903	150	5	the	the	DET
cieatasu-1903	150	6	uninstantiated	uninstantiated	ADJ
cieatasu-1903	150	7	node	node	ADJ
cieatasu-1903	150	8	values	value	NOUN
cieatasu-1903	150	9	(	(	PUNCT
cieatasu-1903	150	10	below	below	ADP
cieatasu-1903	150	11	the	the	DET
cieatasu-1903	150	12	probability	probability	NOUN
cieatasu-1903	150	13	bar	bar	NOUN
cieatasu-1903	150	14	)	)	PUNCT
cieatasu-1903	150	15	change	change	NOUN
cieatasu-1903	150	16	by	by	ADP
cieatasu-1903	150	17	propagating	propagate	VERB
cieatasu-1903	150	18	the	the	DET
cieatasu-1903	150	19	entered	enter	VERB
cieatasu-1903	150	20	evidences	evidence	NOUN
cieatasu-1903	150	21	through	through	ADP
cieatasu-1903	150	22	the	the	DET
cieatasu-1903	150	23	network	network	NOUN
cieatasu-1903	150	24	.	.	PUNCT
cieatasu-1903	151	1	kil	kil	PROPN
cieatasu-1903	151	2	et	et	PROPN
cieatasu-1903	151	3	al	al	PROPN
cieatasu-1903	151	4	.	.	PROPN
cieatasu-1903	151	5	:	:	PUNCT
cieatasu-1903	151	6	catalyzing	catalyze	VERB
cieatasu-1903	151	7	a	a	DET
cieatasu-1903	151	8	culture	culture	NOUN
cieatasu-1903	151	9	of	of	ADP
cieatasu-1903	151	10	care	care	NOUN
cieatasu-1903	151	11	and	and	CCONJ
cieatasu-1903	151	12	innovation	innovation	NOUN
cieatasu-1903	151	13	10	10	NUM
cieatasu-1903	151	14	figure	figure	NOUN
cieatasu-1903	151	15	5	5	NUM
cieatasu-1903	151	16	after	after	ADP
cieatasu-1903	151	17	two	two	NUM
cieatasu-1903	151	18	pieces	piece	NOUN
cieatasu-1903	151	19	of	of	ADP
cieatasu-1903	151	20	evidence	evidence	NOUN
cieatasu-1903	151	21	are	be	AUX
cieatasu-1903	151	22	entered	enter	VERB
cieatasu-1903	151	23	into	into	ADP
cieatasu-1903	151	24	the	the	DET
cieatasu-1903	151	25	impediment	impediment	ADJ
cieatasu-1903	151	26	and	and	CCONJ
cieatasu-1903	151	27	studentseg	studentseg	ADJ
cieatasu-1903	151	28	vertices	vertex	NOUN
cieatasu-1903	151	29	,	,	PUNCT
cieatasu-1903	151	30	probabilities	probability	NOUN
cieatasu-1903	151	31	and	and	CCONJ
cieatasu-1903	151	32	utilities	utility	NOUN
cieatasu-1903	151	33	change	change	VERB
cieatasu-1903	151	34	across	across	ADP
cieatasu-1903	151	35	the	the	DET
cieatasu-1903	151	36	board	board	NOUN
cieatasu-1903	151	37	,	,	PUNCT
cieatasu-1903	151	38	reflecting	reflect	VERB
cieatasu-1903	151	39	the	the	DET
cieatasu-1903	151	40	new	new	ADJ
cieatasu-1903	151	41	evidence	evidence	NOUN
cieatasu-1903	151	42	,	,	PUNCT
cieatasu-1903	151	43	compared	compare	VERB
cieatasu-1903	151	44	to	to	PART
cieatasu-1903	151	45	figure	figure	VERB
cieatasu-1903	151	46	4	4	NUM
cieatasu-1903	151	47	.	.	PUNCT
cieatasu-1903	152	1	such	such	ADJ
cieatasu-1903	152	2	information	information	NOUN
cieatasu-1903	152	3	is	be	AUX
cieatasu-1903	152	4	crucial	crucial	ADJ
cieatasu-1903	152	5	in	in	ADP
cieatasu-1903	152	6	designing	design	VERB
cieatasu-1903	152	7	intentional	intentional	ADJ
cieatasu-1903	152	8	interventions	intervention	NOUN
cieatasu-1903	152	9	where	where	SCONJ
cieatasu-1903	152	10	appropriate	appropriate	ADJ
cieatasu-1903	152	11	behavioral	behavioral	ADJ
cieatasu-1903	152	12	science	science	NOUN
cieatasu-1903	152	13	algorithms	algorithm	NOUN
cieatasu-1903	152	14	are	be	AUX
cieatasu-1903	152	15	leveraged	leverage	VERB
cieatasu-1903	152	16	to	to	PART
cieatasu-1903	152	17	address	address	VERB
cieatasu-1903	152	18	the	the	DET
cieatasu-1903	152	19	key	key	ADJ
cieatasu-1903	152	20	social	social	ADJ
cieatasu-1903	152	21	psychological	psychological	ADJ
cieatasu-1903	152	22	blockers	blocker	NOUN
cieatasu-1903	152	23	and	and	CCONJ
cieatasu-1903	152	24	to	to	PART
cieatasu-1903	152	25	give	give	VERB
cieatasu-1903	152	26	students	student	NOUN
cieatasu-1903	152	27	an	an	DET
cieatasu-1903	152	28	incentive	incentive	NOUN
cieatasu-1903	152	29	to	to	PART
cieatasu-1903	152	30	comply	comply	VERB
cieatasu-1903	152	31	with	with	ADP
cieatasu-1903	152	32	the	the	DET
cieatasu-1903	152	33	call	call	NOUN
cieatasu-1903	152	34	to	to	ADP
cieatasu-1903	152	35	action	action	NOUN
cieatasu-1903	152	36	that	that	PRON
cieatasu-1903	152	37	has	have	VERB
cieatasu-1903	152	38	the	the	DET
cieatasu-1903	152	39	highest	high	ADJ
cieatasu-1903	152	40	probability	probability	NOUN
cieatasu-1903	152	41	to	to	PART
cieatasu-1903	152	42	improve	improve	VERB
cieatasu-1903	152	43	student	student	NOUN
cieatasu-1903	152	44	success	success	NOUN
cieatasu-1903	152	45	.	.	PUNCT
cieatasu-1903	153	1	given	give	VERB
cieatasu-1903	153	2	the	the	DET
cieatasu-1903	153	3	likely	likely	ADJ
cieatasu-1903	153	4	success	success	NOUN
cieatasu-1903	153	5	drivers	driver	NOUN
cieatasu-1903	153	6	,	,	PUNCT
cieatasu-1903	153	7	it	it	PRON
cieatasu-1903	153	8	looks	look	VERB
cieatasu-1903	153	9	like	like	SCONJ
cieatasu-1903	153	10	an	an	DET
cieatasu-1903	153	11	academic	academic	ADJ
cieatasu-1903	153	12	program	program	NOUN
cieatasu-1903	153	13	has	have	VERB
cieatasu-1903	153	14	the	the	DET
cieatasu-1903	153	15	highest	high	ADJ
cieatasu-1903	153	16	utility	utility	NOUN
cieatasu-1903	153	17	score	score	NOUN
cieatasu-1903	153	18	of	of	ADP
cieatasu-1903	153	19	4.75	4.75	NUM
cieatasu-1903	153	20	%	%	NOUN
cieatasu-1903	153	21	persistence	persistence	NOUN
cieatasu-1903	153	22	lift	lift	NOUN
cieatasu-1903	153	23	,	,	PUNCT
cieatasu-1903	153	24	followed	follow	VERB
cieatasu-1903	153	25	by	by	ADP
cieatasu-1903	153	26	a	a	DET
cieatasu-1903	153	27	social	social	ADJ
cieatasu-1903	153	28	engagement	engagement	NOUN
cieatasu-1903	153	29	program	program	NOUN
cieatasu-1903	153	30	with	with	ADP
cieatasu-1903	153	31	3.95	3.95	NUM
cieatasu-1903	153	32	%	%	NOUN
cieatasu-1903	153	33	persistence	persistence	NOUN
cieatasu-1903	153	34	lift	lift	NOUN
cieatasu-1903	153	35	utility	utility	NOUN
cieatasu-1903	153	36	.	.	PUNCT
cieatasu-1903	154	1	the	the	DET
cieatasu-1903	154	2	utility	utility	NOUN
cieatasu-1903	154	3	vertex	vertex	NOUN
cieatasu-1903	154	4	can	can	AUX
cieatasu-1903	154	5	be	be	AUX
cieatasu-1903	154	6	instantiated	instantiate	VERB
cieatasu-1903	154	7	from	from	ADP
cieatasu-1903	154	8	impact	impact	NOUN
cieatasu-1903	154	9	analysis	analysis	NOUN
cieatasu-1903	154	10	results	result	NOUN
cieatasu-1903	154	11	.	.	PUNCT
cieatasu-1903	155	1	once	once	ADV
cieatasu-1903	155	2	the	the	DET
cieatasu-1903	155	3	top	top	ADJ
cieatasu-1903	155	4	success	success	NOUN
cieatasu-1903	155	5	drivers	driver	NOUN
cieatasu-1903	155	6	are	be	AUX
cieatasu-1903	155	7	known	know	VERB
cieatasu-1903	155	8	from	from	ADP
cieatasu-1903	155	9	prescriptive	prescriptive	ADJ
cieatasu-1903	155	10	intervention	intervention	NOUN
cieatasu-1903	155	11	opportunity	opportunity	NOUN
cieatasu-1903	155	12	analysis	analysis	NOUN
cieatasu-1903	155	13	,	,	PUNCT
cieatasu-1903	155	14	they	they	PRON
cieatasu-1903	155	15	can	can	AUX
cieatasu-1903	155	16	be	be	AUX
cieatasu-1903	155	17	entered	enter	VERB
cieatasu-1903	155	18	into	into	ADP
cieatasu-1903	155	19	the	the	DET
cieatasu-1903	155	20	network	network	NOUN
cieatasu-1903	155	21	,	,	PUNCT
cieatasu-1903	155	22	thereby	thereby	ADV
cieatasu-1903	155	23	influencing	influence	VERB
cieatasu-1903	155	24	intervention	intervention	NOUN
cieatasu-1903	155	25	design	design	NOUN
cieatasu-1903	155	26	based	base	VERB
cieatasu-1903	155	27	on	on	ADP
cieatasu-1903	155	28	which	which	PRON
cieatasu-1903	155	29	call	call	NOUN
cieatasu-1903	155	30	to	to	ADP
cieatasu-1903	155	31	action	action	NOUN
cieatasu-1903	155	32	will	will	AUX
cieatasu-1903	155	33	have	have	VERB
cieatasu-1903	155	34	the	the	DET
cieatasu-1903	155	35	highest	high	ADJ
cieatasu-1903	155	36	probability	probability	NOUN
cieatasu-1903	155	37	of	of	ADP
cieatasu-1903	155	38	impact	impact	NOUN
cieatasu-1903	155	39	.	.	PUNCT
cieatasu-1903	156	1	discussion	discussion	NOUN
cieatasu-1903	156	2	:	:	PUNCT
cieatasu-1903	156	3	putting	put	VERB
cieatasu-1903	156	4	together	together	ADV
cieatasu-1903	156	5	building	building	NOUN
cieatasu-1903	156	6	blocks	block	NOUN
cieatasu-1903	156	7	the	the	DET
cieatasu-1903	156	8	ultimate	ultimate	ADJ
cieatasu-1903	156	9	goal	goal	NOUN
cieatasu-1903	156	10	is	be	AUX
cieatasu-1903	156	11	to	to	PART
cieatasu-1903	156	12	leverage	leverage	VERB
cieatasu-1903	156	13	data	datum	NOUN
cieatasu-1903	156	14	and	and	CCONJ
cieatasu-1903	156	15	evidence	evidence	NOUN
cieatasu-1903	156	16	on	on	ADP
cieatasu-1903	156	17	student	student	NOUN
cieatasu-1903	156	18	success	success	NOUN
cieatasu-1903	156	19	in	in	ADP
cieatasu-1903	156	20	catalyzing	catalyze	VERB
cieatasu-1903	156	21	institutional	institutional	ADJ
cieatasu-1903	156	22	transformation	transformation	NOUN
cieatasu-1903	156	23	,	,	PUNCT
cieatasu-1903	156	24	where	where	SCONJ
cieatasu-1903	156	25	students	student	NOUN
cieatasu-1903	156	26	and	and	CCONJ
cieatasu-1903	156	27	stakeholders	stakeholder	NOUN
cieatasu-1903	156	28	are	be	AUX
cieatasu-1903	156	29	the	the	DET
cieatasu-1903	156	30	key	key	ADJ
cieatasu-1903	156	31	beneficiaries	beneficiary	NOUN
cieatasu-1903	156	32	of	of	ADP
cieatasu-1903	156	33	the	the	DET
cieatasu-1903	156	34	transformation	transformation	NOUN
cieatasu-1903	156	35	.	.	PUNCT
cieatasu-1903	157	1	unfortunately	unfortunately	ADV
cieatasu-1903	157	2	,	,	PUNCT
cieatasu-1903	157	3	on	on	ADP
cieatasu-1903	157	4	-	-	PUNCT
cieatasu-1903	157	5	ground	ground	NOUN
cieatasu-1903	157	6	realities	reality	NOUN
cieatasu-1903	157	7	from	from	ADP
cieatasu-1903	157	8	our	our	PRON
cieatasu-1903	157	9	recent	recent	ADJ
cieatasu-1903	157	10	user	user	NOUN
cieatasu-1903	157	11	study	study	NOUN
cieatasu-1903	157	12	feature	feature	VERB
cieatasu-1903	157	13	these	these	DET
cieatasu-1903	157	14	comments	comment	NOUN
cieatasu-1903	157	15	from	from	ADP
cieatasu-1903	157	16	educators	educator	NOUN
cieatasu-1903	157	17	trying	try	VERB
cieatasu-1903	157	18	to	to	PART
cieatasu-1903	157	19	lead	lead	VERB
cieatasu-1903	157	20	student	student	NOUN
cieatasu-1903	157	21	success	success	NOUN
cieatasu-1903	157	22	innovation	innovation	NOUN
cieatasu-1903	157	23	:	:	PUNCT
cieatasu-1903	157	24	kil	kil	PROPN
cieatasu-1903	157	25	et	et	PROPN
cieatasu-1903	157	26	al	al	PROPN
cieatasu-1903	157	27	:	:	PUNCT
cieatasu-1903	157	28	catalyzing	catalyze	VERB
cieatasu-1903	157	29	a	a	DET
cieatasu-1903	157	30	culture	culture	NOUN
cieatasu-1903	157	31	of	of	ADP
cieatasu-1903	157	32	care	care	NOUN
cieatasu-1903	157	33	and	and	CCONJ
cieatasu-1903	157	34	innovation	innovation	NOUN
cieatasu-1903	157	35	current	current	ADJ
cieatasu-1903	157	36	issues	issue	NOUN
cieatasu-1903	157	37	in	in	ADP
cieatasu-1903	157	38	education	education	NOUN
cieatasu-1903	157	39	,	,	PUNCT
cieatasu-1903	157	40	22(1	22(1	NUM
cieatasu-1903	157	41	)	)	PUNCT
cieatasu-1903	157	42	11	11	NUM
cieatasu-1903	157	43	●	●	PUNCT
cieatasu-1903	158	1	it	it	PRON
cieatasu-1903	158	2	is	be	AUX
cieatasu-1903	158	3	very	very	ADV
cieatasu-1903	158	4	hard	hard	ADJ
cieatasu-1903	158	5	for	for	SCONJ
cieatasu-1903	158	6	me	i	PRON
cieatasu-1903	158	7	to	to	PART
cieatasu-1903	158	8	get	get	VERB
cieatasu-1903	158	9	timely	timely	ADJ
cieatasu-1903	158	10	answers	answer	NOUN
cieatasu-1903	158	11	to	to	ADP
cieatasu-1903	158	12	basic	basic	ADJ
cieatasu-1903	158	13	questions	question	NOUN
cieatasu-1903	158	14	that	that	PRON
cieatasu-1903	158	15	should	should	AUX
cieatasu-1903	158	16	help	help	VERB
cieatasu-1903	158	17	me	i	PRON
cieatasu-1903	158	18	make	make	VERB
cieatasu-1903	158	19	daily	daily	ADJ
cieatasu-1903	158	20	decisions	decision	NOUN
cieatasu-1903	158	21	.	.	PUNCT
cieatasu-1903	159	1	●	●	PUNCT
cieatasu-1903	159	2	i	i	PRON
cieatasu-1903	159	3	struggle	struggle	VERB
cieatasu-1903	159	4	to	to	PART
cieatasu-1903	159	5	understand	understand	VERB
cieatasu-1903	159	6	where	where	SCONJ
cieatasu-1903	159	7	my	my	PRON
cieatasu-1903	159	8	team	team	NOUN
cieatasu-1903	159	9	and	and	CCONJ
cieatasu-1903	159	10	i	i	PRON
cieatasu-1903	159	11	are	be	AUX
cieatasu-1903	159	12	spending	spend	VERB
cieatasu-1903	159	13	time	time	NOUN
cieatasu-1903	159	14	on	on	ADP
cieatasu-1903	159	15	day	day	NOUN
cieatasu-1903	159	16	to	to	ADP
cieatasu-1903	159	17	day	day	NOUN
cieatasu-1903	159	18	and	and	CCONJ
cieatasu-1903	159	19	how	how	SCONJ
cieatasu-1903	159	20	much	much	ADJ
cieatasu-1903	159	21	difference	difference	NOUN
cieatasu-1903	159	22	we	we	PRON
cieatasu-1903	159	23	are	be	AUX
cieatasu-1903	159	24	making	make	VERB
cieatasu-1903	159	25	towards	towards	ADP
cieatasu-1903	159	26	student	student	NOUN
cieatasu-1903	159	27	success	success	NOUN
cieatasu-1903	159	28	.	.	PUNCT
cieatasu-1903	160	1	●	●	PUNCT
cieatasu-1903	160	2	i	i	PRON
cieatasu-1903	160	3	do	do	AUX
cieatasu-1903	160	4	not	not	PART
cieatasu-1903	160	5	know	know	VERB
cieatasu-1903	160	6	how	how	SCONJ
cieatasu-1903	160	7	to	to	PART
cieatasu-1903	160	8	find	find	VERB
cieatasu-1903	160	9	the	the	DET
cieatasu-1903	160	10	best	good	ADJ
cieatasu-1903	160	11	opportunities	opportunity	NOUN
cieatasu-1903	160	12	for	for	ADP
cieatasu-1903	160	13	student	student	NOUN
cieatasu-1903	160	14	success	success	NOUN
cieatasu-1903	160	15	.	.	PUNCT
cieatasu-1903	161	1	●	●	PUNCT
cieatasu-1903	161	2	i	i	PRON
cieatasu-1903	161	3	do	do	AUX
cieatasu-1903	161	4	n’t	not	PART
cieatasu-1903	161	5	know	know	VERB
cieatasu-1903	161	6	which	which	DET
cieatasu-1903	161	7	student	student	NOUN
cieatasu-1903	161	8	success	success	NOUN
cieatasu-1903	161	9	programs	program	NOUN
cieatasu-1903	161	10	are	be	AUX
cieatasu-1903	161	11	working	work	VERB
cieatasu-1903	161	12	.	.	PUNCT
cieatasu-1903	162	1	●	●	PUNCT
cieatasu-1903	162	2	it	it	PRON
cieatasu-1903	162	3	is	be	AUX
cieatasu-1903	162	4	not	not	PART
cieatasu-1903	162	5	obvious	obvious	ADJ
cieatasu-1903	162	6	what	what	DET
cieatasu-1903	162	7	actions	action	NOUN
cieatasu-1903	162	8	i	i	PRON
cieatasu-1903	162	9	should	should	AUX
cieatasu-1903	162	10	be	be	AUX
cieatasu-1903	162	11	taking	take	VERB
cieatasu-1903	162	12	.	.	PUNCT
cieatasu-1903	163	1	besides	besides	SCONJ
cieatasu-1903	163	2	,	,	PUNCT
cieatasu-1903	163	3	i	i	PRON
cieatasu-1903	163	4	am	be	AUX
cieatasu-1903	163	5	so	so	ADV
cieatasu-1903	163	6	busy	busy	ADJ
cieatasu-1903	163	7	with	with	ADP
cieatasu-1903	163	8	handling	handle	VERB
cieatasu-1903	163	9	inbound	inbound	ADJ
cieatasu-1903	163	10	student	student	NOUN
cieatasu-1903	163	11	traffic	traffic	NOUN
cieatasu-1903	163	12	that	that	PRON
cieatasu-1903	163	13	i	i	PRON
cieatasu-1903	163	14	have	have	VERB
cieatasu-1903	163	15	little	little	ADJ
cieatasu-1903	163	16	time	time	NOUN
cieatasu-1903	163	17	for	for	ADP
cieatasu-1903	163	18	proactive	proactive	ADJ
cieatasu-1903	163	19	,	,	PUNCT
cieatasu-1903	163	20	intentional	intentional	ADJ
cieatasu-1903	163	21	student	student	NOUN
cieatasu-1903	163	22	success	success	NOUN
cieatasu-1903	163	23	interventions	intervention	NOUN
cieatasu-1903	163	24	.	.	PUNCT
cieatasu-1903	164	1	●	●	PUNCT
cieatasu-1903	164	2	we	we	PRON
cieatasu-1903	164	3	have	have	VERB
cieatasu-1903	164	4	silos	silo	NOUN
cieatasu-1903	164	5	and	and	CCONJ
cieatasu-1903	164	6	a	a	DET
cieatasu-1903	164	7	high	high	ADJ
cieatasu-1903	164	8	degree	degree	NOUN
cieatasu-1903	164	9	of	of	ADP
cieatasu-1903	164	10	organizational	organizational	ADJ
cieatasu-1903	164	11	inertia	inertia	NOUN
cieatasu-1903	164	12	.	.	PUNCT
cieatasu-1903	165	1	i	i	PRON
cieatasu-1903	165	2	find	find	VERB
cieatasu-1903	165	3	it	it	PRON
cieatasu-1903	165	4	difficult	difficult	ADJ
cieatasu-1903	165	5	to	to	PART
cieatasu-1903	165	6	manage	manage	VERB
cieatasu-1903	165	7	cross	cross	ADJ
cieatasu-1903	165	8	-	-	ADJ
cieatasu-1903	165	9	team	team	ADJ
cieatasu-1903	165	10	planning	planning	NOUN
cieatasu-1903	165	11	and	and	CCONJ
cieatasu-1903	165	12	execution	execution	NOUN
cieatasu-1903	165	13	to	to	ADP
cieatasu-1903	165	14	transition	transition	NOUN
cieatasu-1903	165	15	from	from	ADP
cieatasu-1903	165	16	analysis	analysis	NOUN
cieatasu-1903	165	17	to	to	ADP
cieatasu-1903	165	18	action	action	NOUN
cieatasu-1903	165	19	.	.	PUNCT
cieatasu-1903	166	1	to	to	PART
cieatasu-1903	166	2	address	address	VERB
cieatasu-1903	166	3	these	these	DET
cieatasu-1903	166	4	pain	pain	NOUN
cieatasu-1903	166	5	points	point	NOUN
cieatasu-1903	166	6	,	,	PUNCT
cieatasu-1903	166	7	it	it	PRON
cieatasu-1903	166	8	is	be	AUX
cieatasu-1903	166	9	very	very	ADV
cieatasu-1903	166	10	important	important	ADJ
cieatasu-1903	166	11	to	to	PART
cieatasu-1903	166	12	have	have	VERB
cieatasu-1903	166	13	a	a	DET
cieatasu-1903	166	14	fully	fully	ADV
cieatasu-1903	166	15	-	-	PUNCT
cieatasu-1903	166	16	connected	connect	VERB
cieatasu-1903	166	17	ml	ml	NOUN
cieatasu-1903	166	18	analytics	analytic	NOUN
cieatasu-1903	166	19	suite	suite	NOUN
cieatasu-1903	166	20	in	in	ADP
cieatasu-1903	166	21	figure	figure	NOUN
cieatasu-1903	166	22	1	1	NUM
cieatasu-1903	166	23	.	.	PUNCT
cieatasu-1903	167	1	based	base	VERB
cieatasu-1903	167	2	on	on	ADP
cieatasu-1903	167	3	the	the	DET
cieatasu-1903	167	4	authors	author	NOUN
cieatasu-1903	167	5	’	’	PART
cieatasu-1903	167	6	collective	collective	ADJ
cieatasu-1903	167	7	experience	experience	NOUN
cieatasu-1903	167	8	,	,	PUNCT
cieatasu-1903	167	9	success	success	NOUN
cieatasu-1903	167	10	begets	beget	VERB
cieatasu-1903	167	11	more	more	ADJ
cieatasu-1903	167	12	success	success	NOUN
cieatasu-1903	167	13	.	.	PUNCT
cieatasu-1903	168	1	figure	figure	NOUN
cieatasu-1903	168	2	6	6	NUM
cieatasu-1903	168	3	shows	show	VERB
cieatasu-1903	168	4	the	the	DET
cieatasu-1903	168	5	necessary	necessary	ADJ
cieatasu-1903	168	6	ingredients	ingredient	NOUN
cieatasu-1903	168	7	in	in	ADP
cieatasu-1903	168	8	creating	create	VERB
cieatasu-1903	168	9	full	full	ADJ
cieatasu-1903	168	10	-	-	PUNCT
cieatasu-1903	168	11	cycle	cycle	NOUN
cieatasu-1903	168	12	learning	learning	NOUN
cieatasu-1903	168	13	for	for	ADP
cieatasu-1903	168	14	organic	organic	ADJ
cieatasu-1903	168	15	organizational	organizational	ADJ
cieatasu-1903	168	16	transformation	transformation	NOUN
cieatasu-1903	168	17	.	.	PUNCT
cieatasu-1903	169	1	figure	figure	VERB
cieatasu-1903	169	2	6	6	NUM
cieatasu-1903	169	3	creation	creation	NOUN
cieatasu-1903	169	4	of	of	ADP
cieatasu-1903	169	5	a	a	DET
cieatasu-1903	169	6	virtuous	virtuous	ADJ
cieatasu-1903	169	7	cycle	cycle	NOUN
cieatasu-1903	169	8	in	in	ADP
cieatasu-1903	169	9	an	an	DET
cieatasu-1903	169	10	organization	organization	NOUN
cieatasu-1903	169	11	the	the	DET
cieatasu-1903	169	12	first	first	ADJ
cieatasu-1903	169	13	task	task	NOUN
cieatasu-1903	169	14	is	be	AUX
cieatasu-1903	169	15	to	to	PART
cieatasu-1903	169	16	identify	identify	VERB
cieatasu-1903	169	17	and	and	CCONJ
cieatasu-1903	169	18	rank	rank	NOUN
cieatasu-1903	169	19	prescriptive	prescriptive	NOUN
cieatasu-1903	169	20	intervention	intervention	NOUN
cieatasu-1903	169	21	opportunities	opportunity	NOUN
cieatasu-1903	169	22	for	for	ADP
cieatasu-1903	169	23	various	various	ADJ
cieatasu-1903	169	24	static	static	ADJ
cieatasu-1903	169	25	and	and	CCONJ
cieatasu-1903	169	26	dynamic	dynamic	ADJ
cieatasu-1903	169	27	student	student	NOUN
cieatasu-1903	169	28	segments	segment	NOUN
cieatasu-1903	169	29	.	.	PUNCT
cieatasu-1903	170	1	rule	rule	NOUN
cieatasu-1903	170	2	-	-	PUNCT
cieatasu-1903	170	3	induction	induction	NOUN
cieatasu-1903	170	4	algorithms	algorithm	NOUN
cieatasu-1903	170	5	can	can	AUX
cieatasu-1903	170	6	be	be	AUX
cieatasu-1903	170	7	used	use	VERB
cieatasu-1903	170	8	to	to	PART
cieatasu-1903	170	9	find	find	VERB
cieatasu-1903	170	10	compelling	compelling	ADJ
cieatasu-1903	170	11	intervention	intervention	NOUN
cieatasu-1903	170	12	opportunities	opportunity	NOUN
cieatasu-1903	170	13	with	with	ADP
cieatasu-1903	170	14	appropriate	appropriate	ADJ
cieatasu-1903	170	15	guidance	guidance	NOUN
cieatasu-1903	170	16	from	from	ADP
cieatasu-1903	170	17	subject	subject	ADJ
cieatasu-1903	170	18	matter	matter	NOUN
cieatasu-1903	170	19	experts	expert	NOUN
cieatasu-1903	170	20	.	.	PUNCT
cieatasu-1903	171	1	the	the	DET
cieatasu-1903	171	2	second	second	ADJ
cieatasu-1903	171	3	task	task	NOUN
cieatasu-1903	171	4	is	be	AUX
cieatasu-1903	171	5	to	to	PART
cieatasu-1903	171	6	compile	compile	VERB
cieatasu-1903	171	7	a	a	DET
cieatasu-1903	171	8	list	list	NOUN
cieatasu-1903	171	9	of	of	ADP
cieatasu-1903	171	10	student	student	NOUN
cieatasu-1903	171	11	success	success	NOUN
cieatasu-1903	171	12	programs	program	NOUN
cieatasu-1903	171	13	with	with	ADP
cieatasu-1903	171	14	taxonomy	taxonomy	NOUN
cieatasu-1903	171	15	,	,	PUNCT
cieatasu-1903	171	16	organized	organize	VERB
cieatasu-1903	171	17	around	around	ADP
cieatasu-1903	171	18	impact	impact	NOUN
cieatasu-1903	171	19	levers	lever	NOUN
cieatasu-1903	171	20	.	.	PUNCT
cieatasu-1903	172	1	this	this	DET
cieatasu-1903	172	2	step	step	NOUN
cieatasu-1903	172	3	is	be	AUX
cieatasu-1903	172	4	crucial	crucial	ADJ
cieatasu-1903	172	5	in	in	ADP
cieatasu-1903	172	6	constructing	construct	VERB
cieatasu-1903	172	7	a	a	DET
cieatasu-1903	172	8	portfolio	portfolio	NOUN
cieatasu-1903	172	9	of	of	ADP
cieatasu-1903	172	10	student	student	NOUN
cieatasu-1903	172	11	success	success	NOUN
cieatasu-1903	172	12	programs	program	NOUN
cieatasu-1903	172	13	with	with	ADP
cieatasu-1903	172	14	an	an	DET
cieatasu-1903	172	15	eye	eye	NOUN
cieatasu-1903	172	16	towards	towards	ADP
cieatasu-1903	172	17	resource	resource	NOUN
cieatasu-1903	172	18	allocation	allocation	NOUN
cieatasu-1903	172	19	optimization	optimization	NOUN
cieatasu-1903	172	20	and	and	CCONJ
cieatasu-1903	172	21	impact	impact	NOUN
cieatasu-1903	172	22	prediction	prediction	NOUN
cieatasu-1903	172	23	-	-	PUNCT
cieatasu-1903	172	24	informed	inform	VERB
cieatasu-1903	172	25	investment	investment	NOUN
cieatasu-1903	172	26	decisions	decision	NOUN
cieatasu-1903	172	27	.	.	PUNCT
cieatasu-1903	173	1	scientifically	scientifically	ADV
cieatasu-1903	173	2	rigorous	rigorous	ADJ
cieatasu-1903	173	3	impact	impact	NOUN
cieatasu-1903	173	4	analysis	analysis	NOUN
cieatasu-1903	173	5	can	can	AUX
cieatasu-1903	173	6	help	help	VERB
cieatasu-1903	173	7	an	an	DET
cieatasu-1903	173	8	institution	institution	NOUN
cieatasu-1903	173	9	create	create	VERB
cieatasu-1903	173	10	its	its	PRON
cieatasu-1903	173	11	kil	kil	PROPN
cieatasu-1903	173	12	et	et	PROPN
cieatasu-1903	173	13	al	al	PROPN
cieatasu-1903	173	14	.	.	PROPN
cieatasu-1903	173	15	:	:	PUNCT
cieatasu-1903	173	16	catalyzing	catalyze	VERB
cieatasu-1903	173	17	a	a	DET
cieatasu-1903	173	18	culture	culture	NOUN
cieatasu-1903	173	19	of	of	ADP
cieatasu-1903	173	20	care	care	NOUN
cieatasu-1903	173	21	and	and	CCONJ
cieatasu-1903	173	22	innovation	innovation	NOUN
cieatasu-1903	173	23	12	12	NUM
cieatasu-1903	173	24	own	own	ADJ
cieatasu-1903	173	25	knowledge	knowledge	NOUN
cieatasu-1903	173	26	base	base	NOUN
cieatasu-1903	173	27	.	.	PUNCT
cieatasu-1903	174	1	a	a	DET
cieatasu-1903	174	2	network	network	NOUN
cieatasu-1903	174	3	effect	effect	NOUN
cieatasu-1903	174	4	can	can	AUX
cieatasu-1903	174	5	be	be	AUX
cieatasu-1903	174	6	especially	especially	ADV
cieatasu-1903	174	7	helpful	helpful	ADJ
cieatasu-1903	174	8	when	when	SCONJ
cieatasu-1903	174	9	a	a	DET
cieatasu-1903	174	10	comparable	comparable	ADJ
cieatasu-1903	174	11	group	group	NOUN
cieatasu-1903	174	12	of	of	ADP
cieatasu-1903	174	13	institutions	institution	NOUN
cieatasu-1903	174	14	undertakes	undertake	VERB
cieatasu-1903	174	15	the	the	DET
cieatasu-1903	174	16	same	same	ADJ
cieatasu-1903	174	17	behavior	behavior	NOUN
cieatasu-1903	174	18	to	to	PART
cieatasu-1903	174	19	accelerate	accelerate	VERB
cieatasu-1903	174	20	the	the	DET
cieatasu-1903	174	21	pace	pace	NOUN
cieatasu-1903	174	22	of	of	ADP
cieatasu-1903	174	23	learning	learn	VERB
cieatasu-1903	174	24	.	.	PUNCT
cieatasu-1903	175	1	figure	figure	VERB
cieatasu-1903	175	2	7	7	NUM
cieatasu-1903	175	3	shows	show	VERB
cieatasu-1903	175	4	an	an	DET
cieatasu-1903	175	5	example	example	NOUN
cieatasu-1903	175	6	of	of	ADP
cieatasu-1903	175	7	such	such	DET
cieatasu-1903	175	8	a	a	DET
cieatasu-1903	175	9	knowledge	knowledge	NOUN
cieatasu-1903	175	10	base	base	NOUN
cieatasu-1903	175	11	for	for	ADP
cieatasu-1903	175	12	new	new	ADJ
cieatasu-1903	175	13	and	and	CCONJ
cieatasu-1903	175	14	early	early	ADJ
cieatasu-1903	175	15	-	-	PUNCT
cieatasu-1903	175	16	term	term	NOUN
cieatasu-1903	175	17	students	student	NOUN
cieatasu-1903	175	18	compiled	compile	VERB
cieatasu-1903	175	19	from	from	ADP
cieatasu-1903	175	20	approximately	approximately	ADV
cieatasu-1903	175	21	1500	1500	NUM
cieatasu-1903	175	22	programs	program	NOUN
cieatasu-1903	175	23	submitted	submit	VERB
cieatasu-1903	175	24	by	by	ADP
cieatasu-1903	175	25	more	more	ADJ
cieatasu-1903	175	26	than	than	ADP
cieatasu-1903	175	27	60	60	NUM
cieatasu-1903	175	28	institutions	institution	NOUN
cieatasu-1903	175	29	,	,	PUNCT
cieatasu-1903	175	30	analyzed	analyze	VERB
cieatasu-1903	175	31	through	through	ADP
cieatasu-1903	175	32	ppsm	ppsm	NOUN
cieatasu-1903	175	33	.	.	PUNCT
cieatasu-1903	176	1	figure	figure	VERB
cieatasu-1903	176	2	7	7	NUM
cieatasu-1903	176	3	a	a	DET
cieatasu-1903	176	4	table	table	NOUN
cieatasu-1903	176	5	of	of	ADP
cieatasu-1903	176	6	a	a	DET
cieatasu-1903	176	7	subset	subset	NOUN
cieatasu-1903	176	8	of	of	ADP
cieatasu-1903	176	9	student	student	NOUN
cieatasu-1903	176	10	success	success	NOUN
cieatasu-1903	176	11	programs	program	NOUN
cieatasu-1903	176	12	along	along	ADP
cieatasu-1903	176	13	with	with	ADP
cieatasu-1903	176	14	their	their	PRON
cieatasu-1903	176	15	efficacies	efficacy	NOUN
cieatasu-1903	176	16	for	for	ADP
cieatasu-1903	176	17	new	new	ADJ
cieatasu-1903	176	18	(	(	PUNCT
cieatasu-1903	176	19	left	left	ADJ
cieatasu-1903	176	20	)	)	PUNCT
cieatasu-1903	176	21	and	and	CCONJ
cieatasu-1903	176	22	returning	return	VERB
cieatasu-1903	176	23	students	student	NOUN
cieatasu-1903	176	24	.	.	PUNCT
cieatasu-1903	177	1	this	this	DET
cieatasu-1903	177	2	information	information	NOUN
cieatasu-1903	177	3	exists	exist	VERB
cieatasu-1903	177	4	for	for	ADP
cieatasu-1903	177	5	a	a	DET
cieatasu-1903	177	6	large	large	ADJ
cieatasu-1903	177	7	number	number	NOUN
cieatasu-1903	177	8	of	of	ADP
cieatasu-1903	177	9	meaningful	meaningful	ADJ
cieatasu-1903	177	10	student	student	NOUN
cieatasu-1903	177	11	segments	segment	NOUN
cieatasu-1903	177	12	for	for	ADP
cieatasu-1903	177	13	various	various	ADJ
cieatasu-1903	177	14	types	type	NOUN
cieatasu-1903	177	15	of	of	ADP
cieatasu-1903	177	16	institutions	institution	NOUN
cieatasu-1903	177	17	.	.	PUNCT
cieatasu-1903	178	1	there	there	PRON
cieatasu-1903	178	2	are	be	VERB
cieatasu-1903	178	3	more	more	ADV
cieatasu-1903	178	4	detailed	detailed	ADJ
cieatasu-1903	178	5	metrics	metric	NOUN
cieatasu-1903	178	6	to	to	PART
cieatasu-1903	178	7	assist	assist	VERB
cieatasu-1903	178	8	in	in	ADP
cieatasu-1903	178	9	resource	resource	NOUN
cieatasu-1903	178	10	allocation	allocation	NOUN
cieatasu-1903	178	11	and	and	CCONJ
cieatasu-1903	178	12	investment	investment	NOUN
cieatasu-1903	178	13	optimization	optimization	NOUN
cieatasu-1903	178	14	.	.	PUNCT
cieatasu-1903	179	1	another	another	DET
cieatasu-1903	179	2	option	option	NOUN
cieatasu-1903	179	3	to	to	PART
cieatasu-1903	179	4	accelerate	accelerate	VERB
cieatasu-1903	179	5	the	the	DET
cieatasu-1903	179	6	pace	pace	NOUN
cieatasu-1903	179	7	of	of	ADP
cieatasu-1903	179	8	learning	learning	NOUN
cieatasu-1903	179	9	is	be	AUX
cieatasu-1903	179	10	multi	multi	ADJ
cieatasu-1903	179	11	-	-	ADJ
cieatasu-1903	179	12	armed	armed	ADJ
cieatasu-1903	179	13	bandit	bandit	NOUN
cieatasu-1903	179	14	intervention	intervention	NOUN
cieatasu-1903	179	15	design	design	NOUN
cieatasu-1903	179	16	(	(	PUNCT
cieatasu-1903	179	17	vermoral	vermoral	ADJ
cieatasu-1903	179	18	&	&	CCONJ
cieatasu-1903	179	19	mohri	mohri	PROPN
cieatasu-1903	179	20	,	,	PUNCT
cieatasu-1903	179	21	2005	2005	NUM
cieatasu-1903	179	22	)	)	PUNCT
cieatasu-1903	179	23	.	.	PUNCT
cieatasu-1903	180	1	here	here	ADV
cieatasu-1903	180	2	the	the	DET
cieatasu-1903	180	3	study	study	NOUN
cieatasu-1903	180	4	population	population	NOUN
cieatasu-1903	180	5	is	be	AUX
cieatasu-1903	180	6	split	split	VERB
cieatasu-1903	180	7	into	into	ADP
cieatasu-1903	180	8	multiple	multiple	ADJ
cieatasu-1903	180	9	arms	arm	NOUN
cieatasu-1903	180	10	consisting	consist	VERB
cieatasu-1903	180	11	of	of	ADP
cieatasu-1903	180	12	different	different	ADJ
cieatasu-1903	180	13	treatments	treatment	NOUN
cieatasu-1903	180	14	and	and	CCONJ
cieatasu-1903	180	15	control	control	NOUN
cieatasu-1903	180	16	,	,	PUNCT
cieatasu-1903	180	17	where	where	SCONJ
cieatasu-1903	180	18	control	control	NOUN
cieatasu-1903	180	19	is	be	AUX
cieatasu-1903	180	20	the	the	DET
cieatasu-1903	180	21	business	business	NOUN
cieatasu-1903	180	22	-	-	PUNCT
cieatasu-1903	180	23	as	as	ADP
cieatasu-1903	180	24	-	-	PUNCT
cieatasu-1903	180	25	usual	usual	ADJ
cieatasu-1903	180	26	(	(	PUNCT
cieatasu-1903	180	27	bau	bau	NOUN
cieatasu-1903	180	28	)	)	PUNCT
cieatasu-1903	180	29	treatment	treatment	NOUN
cieatasu-1903	180	30	.	.	PUNCT
cieatasu-1903	181	1	n	n	CCONJ
cieatasu-1903	181	2	-	-	PUNCT
cieatasu-1903	181	3	wise	wise	ADJ
cieatasu-1903	181	4	randomization	randomization	NOUN
cieatasu-1903	181	5	,	,	PUNCT
cieatasu-1903	181	6	going	go	VERB
cieatasu-1903	181	7	beyond	beyond	ADP
cieatasu-1903	181	8	the	the	DET
cieatasu-1903	181	9	usual	usual	ADJ
cieatasu-1903	181	10	pairwise	pairwise	NOUN
cieatasu-1903	181	11	randomization	randomization	NOUN
cieatasu-1903	181	12	,	,	PUNCT
cieatasu-1903	181	13	is	be	AUX
cieatasu-1903	181	14	helpful	helpful	ADJ
cieatasu-1903	181	15	in	in	ADP
cieatasu-1903	181	16	maximizing	maximize	VERB
cieatasu-1903	181	17	the	the	DET
cieatasu-1903	181	18	pace	pace	NOUN
cieatasu-1903	181	19	of	of	ADP
cieatasu-1903	181	20	learning	learn	VERB
cieatasu-1903	181	21	by	by	ADP
cieatasu-1903	181	22	virtue	virtue	NOUN
cieatasu-1903	181	23	of	of	ADP
cieatasu-1903	181	24	evaluating	evaluate	VERB
cieatasu-1903	181	25	n-1	n-1	NOUN
cieatasu-1903	181	26	treatments	treatment	NOUN
cieatasu-1903	181	27	concurrently	concurrently	ADV
cieatasu-1903	181	28	.	.	PUNCT
cieatasu-1903	182	1	multiarmed	multiarmed	ADJ
cieatasu-1903	182	2	bandit	bandit	NOUN
cieatasu-1903	182	3	design	design	NOUN
cieatasu-1903	182	4	has	have	VERB
cieatasu-1903	182	5	exploration	exploration	NOUN
cieatasu-1903	182	6	and	and	CCONJ
cieatasu-1903	182	7	exploitation	exploitation	NOUN
cieatasu-1903	182	8	phases	phase	NOUN
cieatasu-1903	182	9	.	.	PUNCT
cieatasu-1903	183	1	during	during	ADP
cieatasu-1903	183	2	the	the	DET
cieatasu-1903	183	3	exploration	exploration	NOUN
cieatasu-1903	183	4	phase	phase	NOUN
cieatasu-1903	183	5	,	,	PUNCT
cieatasu-1903	183	6	the	the	DET
cieatasu-1903	183	7	impacts	impact	NOUN
cieatasu-1903	183	8	of	of	ADP
cieatasu-1903	183	9	n-1	n-1	ADJ
cieatasu-1903	183	10	treatments	treatment	NOUN
cieatasu-1903	183	11	are	be	AUX
cieatasu-1903	183	12	evaluated	evaluate	VERB
cieatasu-1903	183	13	in	in	ADP
cieatasu-1903	183	14	comparison	comparison	NOUN
cieatasu-1903	183	15	to	to	ADP
cieatasu-1903	183	16	the	the	DET
cieatasu-1903	183	17	bau	bau	PROPN
cieatasu-1903	183	18	treatment	treatment	PROPN
cieatasu-1903	183	19	.	.	PUNCT
cieatasu-1903	184	1	during	during	ADP
cieatasu-1903	184	2	the	the	DET
cieatasu-1903	184	3	exploitation	exploitation	NOUN
cieatasu-1903	184	4	phase	phase	NOUN
cieatasu-1903	184	5	,	,	PUNCT
cieatasu-1903	184	6	more	more	ADJ
cieatasu-1903	184	7	students	student	NOUN
cieatasu-1903	184	8	are	be	AUX
cieatasu-1903	184	9	assigned	assign	VERB
cieatasu-1903	184	10	to	to	ADP
cieatasu-1903	184	11	more	more	ADV
cieatasu-1903	184	12	effective	effective	ADJ
cieatasu-1903	184	13	treatments	treatment	NOUN
cieatasu-1903	184	14	,	,	PUNCT
cieatasu-1903	184	15	thereby	thereby	ADV
cieatasu-1903	184	16	improving	improve	VERB
cieatasu-1903	184	17	the	the	DET
cieatasu-1903	184	18	overall	overall	ADJ
cieatasu-1903	184	19	impact	impact	NOUN
cieatasu-1903	184	20	results	result	NOUN
cieatasu-1903	184	21	.	.	PUNCT
cieatasu-1903	185	1	figure	figure	VERB
cieatasu-1903	185	2	8	8	NUM
cieatasu-1903	185	3	shows	show	VERB
cieatasu-1903	185	4	the	the	DET
cieatasu-1903	185	5	multi	multi	ADJ
cieatasu-1903	185	6	-	-	ADJ
cieatasu-1903	185	7	armed	armed	ADJ
cieatasu-1903	185	8	design	design	NOUN
cieatasu-1903	185	9	framework	framework	NOUN
cieatasu-1903	185	10	.	.	PUNCT
cieatasu-1903	186	1	kil	kil	PROPN
cieatasu-1903	186	2	et	et	PROPN
cieatasu-1903	186	3	al	al	PROPN
cieatasu-1903	186	4	:	:	PUNCT
cieatasu-1903	186	5	catalyzing	catalyze	VERB
cieatasu-1903	186	6	a	a	DET
cieatasu-1903	186	7	culture	culture	NOUN
cieatasu-1903	186	8	of	of	ADP
cieatasu-1903	186	9	care	care	NOUN
cieatasu-1903	186	10	and	and	CCONJ
cieatasu-1903	186	11	innovation	innovation	NOUN
cieatasu-1903	186	12	current	current	ADJ
cieatasu-1903	186	13	issues	issue	NOUN
cieatasu-1903	186	14	in	in	ADP
cieatasu-1903	186	15	education	education	NOUN
cieatasu-1903	186	16	,	,	PUNCT
cieatasu-1903	186	17	22(1	22(1	NUM
cieatasu-1903	186	18	)	)	PUNCT
cieatasu-1903	186	19	13	13	NUM
cieatasu-1903	186	20	figure	figure	NOUN
cieatasu-1903	186	21	8	8	NUM
cieatasu-1903	186	22	multi	multi	ADJ
cieatasu-1903	186	23	-	-	ADJ
cieatasu-1903	186	24	armed	armed	ADJ
cieatasu-1903	186	25	bandit	bandit	NOUN
cieatasu-1903	186	26	intervention	intervention	NOUN
cieatasu-1903	186	27	design	design	NOUN
cieatasu-1903	186	28	framework	framework	NOUN
cieatasu-1903	186	29	to	to	PART
cieatasu-1903	186	30	accelerate	accelerate	VERB
cieatasu-1903	186	31	the	the	DET
cieatasu-1903	186	32	pace	pace	NOUN
cieatasu-1903	186	33	of	of	ADP
cieatasu-1903	186	34	learning	learn	VERB
cieatasu-1903	186	35	in	in	ADP
cieatasu-1903	186	36	student	student	NOUN
cieatasu-1903	186	37	success	success	NOUN
cieatasu-1903	186	38	the	the	DET
cieatasu-1903	186	39	third	third	ADJ
cieatasu-1903	186	40	step	step	NOUN
cieatasu-1903	186	41	is	be	AUX
cieatasu-1903	186	42	intentional	intentional	ADJ
cieatasu-1903	186	43	intervention	intervention	NOUN
cieatasu-1903	186	44	design	design	NOUN
cieatasu-1903	186	45	.	.	PUNCT
cieatasu-1903	187	1	walton	walton	PROPN
cieatasu-1903	187	2	(	(	PUNCT
cieatasu-1903	187	3	2014	2014	NUM
cieatasu-1903	187	4	)	)	PUNCT
cieatasu-1903	187	5	explores	explore	VERB
cieatasu-1903	187	6	wise	wise	ADJ
cieatasu-1903	187	7	psychological	psychological	ADJ
cieatasu-1903	187	8	intervention	intervention	NOUN
cieatasu-1903	187	9	as	as	ADP
cieatasu-1903	187	10	a	a	DET
cieatasu-1903	187	11	means	means	NOUN
cieatasu-1903	187	12	of	of	ADP
cieatasu-1903	187	13	addressing	address	VERB
cieatasu-1903	187	14	key	key	ADJ
cieatasu-1903	187	15	social	social	ADJ
cieatasu-1903	187	16	psychological	psychological	ADJ
cieatasu-1903	187	17	blockers	blocker	NOUN
cieatasu-1903	187	18	.	.	PUNCT
cieatasu-1903	188	1	yeager	yeager	PROPN
cieatasu-1903	188	2	et	et	PROPN
cieatasu-1903	188	3	al	al	PROPN
cieatasu-1903	188	4	.	.	PROPN
cieatasu-1903	189	1	(	(	PUNCT
cieatasu-1903	189	2	2019	2019	NUM
cieatasu-1903	189	3	)	)	PUNCT
cieatasu-1903	189	4	show	show	VERB
cieatasu-1903	189	5	the	the	DET
cieatasu-1903	189	6	results	result	NOUN
cieatasu-1903	189	7	of	of	ADP
cieatasu-1903	189	8	cost	cost	NOUN
cieatasu-1903	189	9	-	-	PUNCT
cieatasu-1903	189	10	effective	effective	ADJ
cieatasu-1903	189	11	scalable	scalable	ADJ
cieatasu-1903	189	12	behavioral	behavioral	ADJ
cieatasu-1903	189	13	science	science	NOUN
cieatasu-1903	189	14	algorithm	algorithm	NOUN
cieatasu-1903	189	15	-	-	PUNCT
cieatasu-1903	189	16	based	base	VERB
cieatasu-1903	189	17	interventions	intervention	NOUN
cieatasu-1903	189	18	on	on	ADP
cieatasu-1903	189	19	large	large	ADJ
cieatasu-1903	189	20	numbers	number	NOUN
cieatasu-1903	189	21	of	of	ADP
cieatasu-1903	189	22	students	student	NOUN
cieatasu-1903	189	23	.	.	PUNCT
cieatasu-1903	190	1	an	an	DET
cieatasu-1903	190	2	influence	influence	NOUN
cieatasu-1903	190	3	diagram	diagram	NOUN
cieatasu-1903	190	4	in	in	ADP
cieatasu-1903	190	5	figures	figure	NOUN
cieatasu-1903	190	6	4	4	NUM
cieatasu-1903	190	7	-	-	SYM
cieatasu-1903	190	8	5	5	NUM
cieatasu-1903	190	9	can	can	AUX
cieatasu-1903	190	10	provide	provide	VERB
cieatasu-1903	190	11	a	a	DET
cieatasu-1903	190	12	bayesian	bayesian	NOUN
cieatasu-1903	190	13	network	network	NOUN
cieatasu-1903	190	14	framework	framework	NOUN
cieatasu-1903	190	15	to	to	PART
cieatasu-1903	190	16	help	help	VERB
cieatasu-1903	190	17	with	with	ADP
cieatasu-1903	190	18	intentional	intentional	ADJ
cieatasu-1903	190	19	intervention	intervention	NOUN
cieatasu-1903	190	20	design	design	NOUN
cieatasu-1903	190	21	.	.	PUNCT
cieatasu-1903	191	1	the	the	DET
cieatasu-1903	191	2	key	key	NOUN
cieatasu-1903	191	3	here	here	ADV
cieatasu-1903	191	4	is	be	AUX
cieatasu-1903	191	5	to	to	PART
cieatasu-1903	191	6	give	give	VERB
cieatasu-1903	191	7	strong	strong	ADJ
cieatasu-1903	191	8	incentives	incentive	NOUN
cieatasu-1903	191	9	to	to	ADP
cieatasu-1903	191	10	students	student	NOUN
cieatasu-1903	191	11	so	so	SCONJ
cieatasu-1903	191	12	that	that	SCONJ
cieatasu-1903	191	13	they	they	PRON
cieatasu-1903	191	14	are	be	AUX
cieatasu-1903	191	15	more	more	ADV
cieatasu-1903	191	16	likely	likely	ADJ
cieatasu-1903	191	17	to	to	PART
cieatasu-1903	191	18	comply	comply	VERB
cieatasu-1903	191	19	with	with	ADP
cieatasu-1903	191	20	recommended	recommend	VERB
cieatasu-1903	191	21	calls	call	NOUN
cieatasu-1903	191	22	to	to	ADP
cieatasu-1903	191	23	action	action	NOUN
cieatasu-1903	191	24	highly	highly	ADV
cieatasu-1903	191	25	personalized	personalize	VERB
cieatasu-1903	191	26	to	to	ADP
cieatasu-1903	191	27	the	the	DET
cieatasu-1903	191	28	most	most	ADV
cieatasu-1903	191	29	elastic	elastic	ADJ
cieatasu-1903	191	30	impact	impact	NOUN
cieatasu-1903	191	31	lever	lever	NOUN
cieatasu-1903	191	32	.	.	PUNCT
cieatasu-1903	192	1	the	the	DET
cieatasu-1903	192	2	final	final	ADJ
cieatasu-1903	192	3	step	step	NOUN
cieatasu-1903	192	4	is	be	AUX
cieatasu-1903	192	5	execution	execution	NOUN
cieatasu-1903	192	6	,	,	PUNCT
cieatasu-1903	192	7	followed	follow	VERB
cieatasu-1903	192	8	by	by	ADP
cieatasu-1903	192	9	rinse	rinse	NOUN
cieatasu-1903	192	10	and	and	CCONJ
cieatasu-1903	192	11	repeat	repeat	NOUN
cieatasu-1903	192	12	.	.	PUNCT
cieatasu-1903	193	1	multi	multi	ADJ
cieatasu-1903	193	2	-	-	ADJ
cieatasu-1903	193	3	armed	armed	ADJ
cieatasu-1903	193	4	bandit	bandit	NOUN
cieatasu-1903	193	5	intervention	intervention	NOUN
cieatasu-1903	193	6	design	design	NOUN
cieatasu-1903	193	7	is	be	AUX
cieatasu-1903	193	8	highly	highly	ADV
cieatasu-1903	193	9	appropriate	appropriate	ADJ
cieatasu-1903	193	10	to	to	PART
cieatasu-1903	193	11	accelerate	accelerate	VERB
cieatasu-1903	193	12	the	the	DET
cieatasu-1903	193	13	speed	speed	NOUN
cieatasu-1903	193	14	of	of	ADP
cieatasu-1903	193	15	learning	learn	VERB
cieatasu-1903	193	16	(	(	PUNCT
cieatasu-1903	193	17	agrawal	agrawal	PROPN
cieatasu-1903	193	18	&	&	CCONJ
cieatasu-1903	193	19	goyal	goyal	PROPN
cieatasu-1903	193	20	,	,	PUNCT
cieatasu-1903	193	21	2012	2012	NUM
cieatasu-1903	193	22	)	)	PUNCT
cieatasu-1903	193	23	.	.	PUNCT
cieatasu-1903	194	1	people	people	NOUN
cieatasu-1903	194	2	in	in	ADP
cieatasu-1903	194	3	higher	high	ADJ
cieatasu-1903	194	4	education	education	NOUN
cieatasu-1903	194	5	are	be	AUX
cieatasu-1903	194	6	highly	highly	ADV
cieatasu-1903	194	7	motivated	motivated	ADJ
cieatasu-1903	194	8	by	by	ADP
cieatasu-1903	194	9	seeing	see	VERB
cieatasu-1903	194	10	student	student	NOUN
cieatasu-1903	194	11	success	success	NOUN
cieatasu-1903	194	12	.	.	PUNCT
cieatasu-1903	195	1	even	even	ADV
cieatasu-1903	195	2	more	more	ADJ
cieatasu-1903	195	3	motivating	motivating	NOUN
cieatasu-1903	195	4	is	be	AUX
cieatasu-1903	195	5	the	the	DET
cieatasu-1903	195	6	knowledge	knowledge	NOUN
cieatasu-1903	195	7	that	that	SCONJ
cieatasu-1903	195	8	they	they	PRON
cieatasu-1903	195	9	are	be	AUX
cieatasu-1903	195	10	playing	play	VERB
cieatasu-1903	195	11	an	an	DET
cieatasu-1903	195	12	important	important	ADJ
cieatasu-1903	195	13	role	role	NOUN
cieatasu-1903	195	14	in	in	ADP
cieatasu-1903	195	15	cracking	crack	VERB
cieatasu-1903	195	16	the	the	DET
cieatasu-1903	195	17	mysteries	mystery	NOUN
cieatasu-1903	195	18	of	of	ADP
cieatasu-1903	195	19	student	student	NOUN
cieatasu-1903	195	20	success	success	NOUN
cieatasu-1903	195	21	science	science	NOUN
cieatasu-1903	195	22	.	.	PUNCT
cieatasu-1903	196	1	change	change	NOUN
cieatasu-1903	196	2	management	management	NOUN
cieatasu-1903	196	3	based	base	VERB
cieatasu-1903	196	4	on	on	ADP
cieatasu-1903	196	5	evidence	evidence	NOUN
cieatasu-1903	196	6	for	for	ADP
cieatasu-1903	196	7	continuous	continuous	ADJ
cieatasu-1903	196	8	improvement	improvement	NOUN
cieatasu-1903	196	9	the	the	DET
cieatasu-1903	196	10	process	process	NOUN
cieatasu-1903	196	11	of	of	ADP
cieatasu-1903	196	12	building	building	NOUN
cieatasu-1903	196	13	and	and	CCONJ
cieatasu-1903	196	14	activating	activate	VERB
cieatasu-1903	196	15	a	a	DET
cieatasu-1903	196	16	student	student	NOUN
cieatasu-1903	196	17	success	success	NOUN
cieatasu-1903	196	18	knowledge	knowledge	NOUN
cieatasu-1903	196	19	base	base	NOUN
cieatasu-1903	196	20	will	will	AUX
cieatasu-1903	196	21	require	require	VERB
cieatasu-1903	196	22	not	not	PART
cieatasu-1903	196	23	only	only	ADV
cieatasu-1903	196	24	the	the	DET
cieatasu-1903	196	25	methodological	methodological	ADJ
cieatasu-1903	196	26	building	building	NOUN
cieatasu-1903	196	27	blocks	block	NOUN
cieatasu-1903	196	28	described	describe	VERB
cieatasu-1903	196	29	above	above	ADV
cieatasu-1903	196	30	,	,	PUNCT
cieatasu-1903	196	31	but	but	CCONJ
cieatasu-1903	196	32	also	also	ADV
cieatasu-1903	196	33	commitment	commitment	NOUN
cieatasu-1903	196	34	and	and	CCONJ
cieatasu-1903	196	35	leadership	leadership	NOUN
cieatasu-1903	196	36	.	.	PUNCT
cieatasu-1903	197	1	despite	despite	SCONJ
cieatasu-1903	197	2	accreditors	accreditor	NOUN
cieatasu-1903	197	3	’	’	PART
cieatasu-1903	197	4	mandates	mandate	NOUN
cieatasu-1903	197	5	for	for	ADP
cieatasu-1903	197	6	both	both	DET
cieatasu-1903	197	7	program	program	NOUN
cieatasu-1903	197	8	and	and	CCONJ
cieatasu-1903	197	9	co	co	ADJ
cieatasu-1903	197	10	-	-	ADJ
cieatasu-1903	197	11	curricular	curricular	ADJ
cieatasu-1903	197	12	assessment	assessment	NOUN
cieatasu-1903	197	13	in	in	ADP
cieatasu-1903	197	14	higher	high	ADJ
cieatasu-1903	197	15	education	education	NOUN
cieatasu-1903	197	16	,	,	PUNCT
cieatasu-1903	197	17	mantras	mantra	NOUN
cieatasu-1903	197	18	about	about	ADP
cieatasu-1903	197	19	being	be	AUX
cieatasu-1903	197	20	data	datum	NOUN
cieatasu-1903	197	21	-	-	PUNCT
cieatasu-1903	197	22	informed	inform	VERB
cieatasu-1903	197	23	,	,	PUNCT
cieatasu-1903	197	24	and	and	CCONJ
cieatasu-1903	197	25	significant	significant	ADJ
cieatasu-1903	197	26	institutional	institutional	ADJ
cieatasu-1903	197	27	investments	investment	NOUN
cieatasu-1903	197	28	in	in	ADP
cieatasu-1903	197	29	data	data	NOUN
cieatasu-1903	197	30	infrastructure	infrastructure	NOUN
cieatasu-1903	197	31	and	and	CCONJ
cieatasu-1903	197	32	analytics	analytic	NOUN
cieatasu-1903	197	33	capacity	capacity	NOUN
cieatasu-1903	197	34	,	,	PUNCT
cieatasu-1903	197	35	there	there	PRON
cieatasu-1903	197	36	often	often	ADV
cieatasu-1903	197	37	remains	remain	VERB
cieatasu-1903	197	38	a	a	DET
cieatasu-1903	197	39	shortage	shortage	NOUN
cieatasu-1903	197	40	of	of	ADP
cieatasu-1903	197	41	impact	impact	NOUN
cieatasu-1903	197	42	measurement	measurement	NOUN
cieatasu-1903	197	43	and	and	CCONJ
cieatasu-1903	197	44	a	a	DET
cieatasu-1903	197	45	gap	gap	NOUN
cieatasu-1903	197	46	between	between	ADP
cieatasu-1903	197	47	the	the	DET
cieatasu-1903	197	48	proliferation	proliferation	NOUN
cieatasu-1903	197	49	of	of	ADP
cieatasu-1903	197	50	potentially	potentially	ADV
cieatasu-1903	197	51	useful	useful	ADJ
cieatasu-1903	197	52	data	datum	NOUN
cieatasu-1903	197	53	and	and	CCONJ
cieatasu-1903	197	54	meaningful	meaningful	ADJ
cieatasu-1903	197	55	action	action	NOUN
cieatasu-1903	197	56	informed	inform	VERB
cieatasu-1903	197	57	by	by	ADP
cieatasu-1903	197	58	that	that	DET
cieatasu-1903	197	59	data	data	NOUN
cieatasu-1903	197	60	.	.	PUNCT
cieatasu-1903	198	1	it	it	PRON
cieatasu-1903	198	2	takes	take	VERB
cieatasu-1903	198	3	purposeful	purposeful	ADJ
cieatasu-1903	198	4	change	change	NOUN
cieatasu-1903	198	5	management	management	NOUN
cieatasu-1903	198	6	and	and	CCONJ
cieatasu-1903	198	7	alignment	alignment	NOUN
cieatasu-1903	198	8	of	of	ADP
cieatasu-1903	198	9	people	people	NOUN
cieatasu-1903	198	10	,	,	PUNCT
cieatasu-1903	198	11	processes	process	NOUN
cieatasu-1903	198	12	,	,	PUNCT
cieatasu-1903	198	13	and	and	CCONJ
cieatasu-1903	198	14	technology	technology	NOUN
cieatasu-1903	198	15	to	to	PART
cieatasu-1903	198	16	create	create	VERB
cieatasu-1903	198	17	a	a	DET
cieatasu-1903	198	18	data	data	NOUN
cieatasu-1903	198	19	-	-	PUNCT
cieatasu-1903	198	20	informed	inform	VERB
cieatasu-1903	198	21	student	student	NOUN
cieatasu-1903	198	22	-	-	PUNCT
cieatasu-1903	198	23	success	success	NOUN
cieatasu-1903	198	24	culture	culture	NOUN
cieatasu-1903	198	25	.	.	PUNCT
cieatasu-1903	199	1	some	some	PRON
cieatasu-1903	199	2	of	of	ADP
cieatasu-1903	199	3	the	the	DET
cieatasu-1903	199	4	most	most	ADV
cieatasu-1903	199	5	common	common	ADJ
cieatasu-1903	199	6	challenges	challenge	NOUN
cieatasu-1903	199	7	that	that	PRON
cieatasu-1903	199	8	need	need	VERB
cieatasu-1903	199	9	attention	attention	NOUN
cieatasu-1903	199	10	in	in	ADP
cieatasu-1903	199	11	transforming	transform	VERB
cieatasu-1903	199	12	an	an	DET
cieatasu-1903	199	13	institution	institution	NOUN
cieatasu-1903	199	14	in	in	ADP
cieatasu-1903	199	15	this	this	DET
cieatasu-1903	199	16	way	way	NOUN
cieatasu-1903	199	17	include	include	VERB
cieatasu-1903	199	18	:	:	PUNCT
cieatasu-1903	199	19	kil	kil	PROPN
cieatasu-1903	199	20	et	et	PROPN
cieatasu-1903	199	21	al	al	PROPN
cieatasu-1903	199	22	.	.	PROPN
cieatasu-1903	199	23	:	:	PUNCT
cieatasu-1903	199	24	catalyzing	catalyze	VERB
cieatasu-1903	199	25	a	a	DET
cieatasu-1903	199	26	culture	culture	NOUN
cieatasu-1903	199	27	of	of	ADP
cieatasu-1903	199	28	care	care	NOUN
cieatasu-1903	199	29	and	and	CCONJ
cieatasu-1903	199	30	innovation	innovation	NOUN
cieatasu-1903	199	31	14	14	NUM
cieatasu-1903	199	32	●	●	NUM
cieatasu-1903	199	33	intervention	intervention	NOUN
cieatasu-1903	199	34	fatigue	fatigue	NOUN
cieatasu-1903	199	35	.	.	PUNCT
cieatasu-1903	200	1	more	more	ADJ
cieatasu-1903	200	2	is	be	AUX
cieatasu-1903	200	3	not	not	PART
cieatasu-1903	200	4	necessarily	necessarily	ADV
cieatasu-1903	200	5	better	well	ADJ
cieatasu-1903	200	6	with	with	ADP
cieatasu-1903	200	7	interventions	intervention	NOUN
cieatasu-1903	200	8	,	,	PUNCT
cieatasu-1903	200	9	particularly	particularly	ADV
cieatasu-1903	200	10	when	when	SCONJ
cieatasu-1903	200	11	resources	resource	NOUN
cieatasu-1903	200	12	are	be	AUX
cieatasu-1903	200	13	limited	limit	VERB
cieatasu-1903	200	14	and	and	CCONJ
cieatasu-1903	200	15	the	the	DET
cieatasu-1903	200	16	window	window	NOUN
cieatasu-1903	200	17	of	of	ADP
cieatasu-1903	200	18	opportunity	opportunity	NOUN
cieatasu-1903	200	19	with	with	ADP
cieatasu-1903	200	20	students	student	NOUN
cieatasu-1903	200	21	is	be	AUX
cieatasu-1903	200	22	short	short	ADJ
cieatasu-1903	200	23	.	.	PUNCT
cieatasu-1903	201	1	yet	yet	ADV
cieatasu-1903	201	2	there	there	PRON
cieatasu-1903	201	3	is	be	VERB
cieatasu-1903	201	4	enormous	enormous	ADJ
cieatasu-1903	201	5	pressure	pressure	NOUN
cieatasu-1903	201	6	to	to	PART
cieatasu-1903	201	7	continue	continue	VERB
cieatasu-1903	201	8	adding	add	VERB
cieatasu-1903	201	9	interventions	intervention	NOUN
cieatasu-1903	201	10	to	to	PART
cieatasu-1903	201	11	make	make	VERB
cieatasu-1903	201	12	gains	gain	NOUN
cieatasu-1903	201	13	in	in	ADP
cieatasu-1903	201	14	student	student	NOUN
cieatasu-1903	201	15	success	success	NOUN
cieatasu-1903	201	16	metrics	metric	NOUN
cieatasu-1903	201	17	.	.	PUNCT
cieatasu-1903	202	1	creating	create	VERB
cieatasu-1903	202	2	an	an	DET
cieatasu-1903	202	3	inventory	inventory	NOUN
cieatasu-1903	202	4	of	of	ADP
cieatasu-1903	202	5	student	student	NOUN
cieatasu-1903	202	6	success	success	NOUN
cieatasu-1903	202	7	programs	program	NOUN
cieatasu-1903	202	8	is	be	AUX
cieatasu-1903	202	9	an	an	DET
cieatasu-1903	202	10	important	important	ADJ
cieatasu-1903	202	11	first	first	ADJ
cieatasu-1903	202	12	step	step	NOUN
cieatasu-1903	202	13	in	in	ADP
cieatasu-1903	202	14	establishing	establish	VERB
cieatasu-1903	202	15	clarity	clarity	NOUN
cieatasu-1903	202	16	of	of	ADP
cieatasu-1903	202	17	purpose	purpose	NOUN
cieatasu-1903	202	18	and	and	CCONJ
cieatasu-1903	202	19	design	design	NOUN
cieatasu-1903	202	20	,	,	PUNCT
cieatasu-1903	202	21	identifying	identify	VERB
cieatasu-1903	202	22	duplicative	duplicative	ADJ
cieatasu-1903	202	23	efforts	effort	NOUN
cieatasu-1903	202	24	,	,	PUNCT
cieatasu-1903	202	25	planning	plan	VERB
cieatasu-1903	202	26	for	for	ADP
cieatasu-1903	202	27	measurement	measurement	NOUN
cieatasu-1903	202	28	,	,	PUNCT
cieatasu-1903	202	29	and	and	CCONJ
cieatasu-1903	202	30	beginning	begin	VERB
cieatasu-1903	202	31	to	to	PART
cieatasu-1903	202	32	parse	parse	VERB
cieatasu-1903	202	33	out	out	ADP
cieatasu-1903	202	34	effects	effect	NOUN
cieatasu-1903	202	35	.	.	PUNCT
cieatasu-1903	203	1	●	●	PUNCT
cieatasu-1903	203	2	fear	fear	NOUN
cieatasu-1903	203	3	of	of	ADP
cieatasu-1903	203	4	measurement	measurement	NOUN
cieatasu-1903	203	5	.	.	PUNCT
cieatasu-1903	204	1	the	the	DET
cieatasu-1903	204	2	onus	onus	NOUN
cieatasu-1903	204	3	is	be	AUX
cieatasu-1903	204	4	on	on	SCONJ
cieatasu-1903	204	5	leaders	leader	NOUN
cieatasu-1903	204	6	to	to	PART
cieatasu-1903	204	7	create	create	VERB
cieatasu-1903	204	8	an	an	DET
cieatasu-1903	204	9	institutional	institutional	ADJ
cieatasu-1903	204	10	climate	climate	NOUN
cieatasu-1903	204	11	where	where	SCONJ
cieatasu-1903	204	12	measurement	measurement	NOUN
cieatasu-1903	204	13	of	of	ADP
cieatasu-1903	204	14	interventions	intervention	NOUN
cieatasu-1903	204	15	is	be	AUX
cieatasu-1903	204	16	seen	see	VERB
cieatasu-1903	204	17	as	as	ADP
cieatasu-1903	204	18	an	an	DET
cieatasu-1903	204	19	opportunity	opportunity	NOUN
cieatasu-1903	204	20	to	to	PART
cieatasu-1903	204	21	learn	learn	VERB
cieatasu-1903	204	22	and	and	CCONJ
cieatasu-1903	204	23	improve	improve	VERB
cieatasu-1903	204	24	rather	rather	ADV
cieatasu-1903	204	25	than	than	ADP
cieatasu-1903	204	26	an	an	DET
cieatasu-1903	204	27	existential	existential	ADJ
cieatasu-1903	204	28	threat	threat	NOUN
cieatasu-1903	204	29	(	(	PUNCT
cieatasu-1903	204	30	lakos	lakos	PROPN
cieatasu-1903	204	31	&	&	CCONJ
cieatasu-1903	204	32	phipps	phipps	PROPN
cieatasu-1903	204	33	,	,	PUNCT
cieatasu-1903	204	34	2004	2004	NUM
cieatasu-1903	204	35	)	)	PUNCT
cieatasu-1903	204	36	.	.	PUNCT
cieatasu-1903	205	1	in	in	ADP
cieatasu-1903	205	2	our	our	PRON
cieatasu-1903	205	3	healthcare	healthcare	NOUN
cieatasu-1903	205	4	experience	experience	NOUN
cieatasu-1903	205	5	,	,	PUNCT
cieatasu-1903	205	6	the	the	DET
cieatasu-1903	205	7	single	single	ADJ
cieatasu-1903	205	8	most	most	ADV
cieatasu-1903	205	9	effective	effective	ADJ
cieatasu-1903	205	10	strategy	strategy	NOUN
cieatasu-1903	205	11	to	to	PART
cieatasu-1903	205	12	improve	improve	VERB
cieatasu-1903	205	13	patient	patient	ADJ
cieatasu-1903	205	14	care	care	NOUN
cieatasu-1903	205	15	was	be	AUX
cieatasu-1903	205	16	the	the	DET
cieatasu-1903	205	17	benchmarking	benchmarking	NOUN
cieatasu-1903	205	18	of	of	ADP
cieatasu-1903	205	19	patient	patient	NOUN
cieatasu-1903	205	20	-	-	PUNCT
cieatasu-1903	205	21	care	care	NOUN
cieatasu-1903	205	22	programs	program	NOUN
cieatasu-1903	205	23	,	,	PUNCT
cieatasu-1903	205	24	where	where	SCONJ
cieatasu-1903	205	25	rigorous	rigorous	ADJ
cieatasu-1903	205	26	impact	impact	NOUN
cieatasu-1903	205	27	analysis	analysis	NOUN
cieatasu-1903	205	28	results	result	NOUN
cieatasu-1903	205	29	were	be	AUX
cieatasu-1903	205	30	used	use	VERB
cieatasu-1903	205	31	to	to	PART
cieatasu-1903	205	32	collaborate	collaborate	VERB
cieatasu-1903	205	33	on	on	ADP
cieatasu-1903	205	34	how	how	SCONJ
cieatasu-1903	205	35	to	to	PART
cieatasu-1903	205	36	best	well	ADV
cieatasu-1903	205	37	improve	improve	VERB
cieatasu-1903	205	38	patient	patient	ADJ
cieatasu-1903	205	39	care	care	NOUN
cieatasu-1903	205	40	from	from	ADP
cieatasu-1903	205	41	a	a	DET
cieatasu-1903	205	42	systems	system	NOUN
cieatasu-1903	205	43	perspective	perspective	NOUN
cieatasu-1903	205	44	,	,	PUNCT
cieatasu-1903	205	45	leading	lead	VERB
cieatasu-1903	205	46	participants	participant	NOUN
cieatasu-1903	205	47	to	to	ADP
cieatasu-1903	205	48	a	a	DET
cieatasu-1903	205	49	positive	positive	ADJ
cieatasu-1903	205	50	-	-	PUNCT
cieatasu-1903	205	51	sum	sum	NOUN
cieatasu-1903	205	52	mentality	mentality	NOUN
cieatasu-1903	205	53	.	.	PUNCT
cieatasu-1903	206	1	●	●	PUNCT
cieatasu-1903	206	2	lack	lack	NOUN
cieatasu-1903	206	3	of	of	ADP
cieatasu-1903	206	4	a	a	DET
cieatasu-1903	206	5	positive	positive	ADJ
cieatasu-1903	206	6	-	-	PUNCT
cieatasu-1903	206	7	sum	sum	NOUN
cieatasu-1903	206	8	mentality	mentality	NOUN
cieatasu-1903	206	9	:	:	PUNCT
cieatasu-1903	206	10	while	while	SCONJ
cieatasu-1903	206	11	rigorous	rigorous	ADJ
cieatasu-1903	206	12	measurement	measurement	NOUN
cieatasu-1903	206	13	is	be	AUX
cieatasu-1903	206	14	required	require	VERB
cieatasu-1903	206	15	for	for	ADP
cieatasu-1903	206	16	optimal	optimal	ADJ
cieatasu-1903	206	17	resource	resource	NOUN
cieatasu-1903	206	18	allocation	allocation	NOUN
cieatasu-1903	206	19	,	,	PUNCT
cieatasu-1903	206	20	it	it	PRON
cieatasu-1903	206	21	’s	’	VERB
cieatasu-1903	206	22	not	not	PART
cieatasu-1903	206	23	necessary	necessary	ADJ
cieatasu-1903	206	24	to	to	PART
cieatasu-1903	206	25	hack	hack	VERB
cieatasu-1903	206	26	away	away	ADV
cieatasu-1903	206	27	at	at	ADP
cieatasu-1903	206	28	every	every	DET
cieatasu-1903	206	29	intervention	intervention	NOUN
cieatasu-1903	206	30	or	or	CCONJ
cieatasu-1903	206	31	program	program	NOUN
cieatasu-1903	206	32	that	that	PRON
cieatasu-1903	206	33	shows	show	VERB
cieatasu-1903	206	34	a	a	DET
cieatasu-1903	206	35	smaller	small	ADJ
cieatasu-1903	206	36	impact	impact	NOUN
cieatasu-1903	206	37	.	.	PUNCT
cieatasu-1903	207	1	in	in	ADP
cieatasu-1903	207	2	our	our	PRON
cieatasu-1903	207	3	study	study	NOUN
cieatasu-1903	207	4	of	of	ADP
cieatasu-1903	207	5	over	over	ADP
cieatasu-1903	207	6	1500	1500	NUM
cieatasu-1903	207	7	student	student	NOUN
cieatasu-1903	207	8	success	success	NOUN
cieatasu-1903	207	9	initiatives	initiative	NOUN
cieatasu-1903	207	10	across	across	ADP
cieatasu-1903	207	11	more	more	ADJ
cieatasu-1903	207	12	than	than	ADP
cieatasu-1903	207	13	60	60	NUM
cieatasu-1903	207	14	institutions	institution	NOUN
cieatasu-1903	207	15	of	of	ADP
cieatasu-1903	207	16	all	all	DET
cieatasu-1903	207	17	types	type	NOUN
cieatasu-1903	207	18	and	and	CCONJ
cieatasu-1903	207	19	sizes	size	NOUN
cieatasu-1903	207	20	,	,	PUNCT
cieatasu-1903	207	21	we	we	PRON
cieatasu-1903	207	22	found	find	VERB
cieatasu-1903	207	23	that	that	SCONJ
cieatasu-1903	207	24	40	40	NUM
cieatasu-1903	207	25	%	%	NOUN
cieatasu-1903	207	26	had	have	VERB
cieatasu-1903	207	27	little	little	ADJ
cieatasu-1903	207	28	to	to	ADP
cieatasu-1903	207	29	no	no	DET
cieatasu-1903	207	30	overall	overall	ADJ
cieatasu-1903	207	31	impact	impact	NOUN
cieatasu-1903	207	32	.	.	PUNCT
cieatasu-1903	208	1	however	however	ADV
cieatasu-1903	208	2	,	,	PUNCT
cieatasu-1903	208	3	each	each	PRON
cieatasu-1903	208	4	of	of	ADP
cieatasu-1903	208	5	those	those	DET
cieatasu-1903	208	6	“	"	PUNCT
cieatasu-1903	208	7	ineffective	ineffective	ADJ
cieatasu-1903	208	8	”	"	PUNCT
cieatasu-1903	208	9	programs	program	NOUN
cieatasu-1903	208	10	was	be	AUX
cieatasu-1903	208	11	impactful	impactful	ADJ
cieatasu-1903	208	12	for	for	ADP
cieatasu-1903	208	13	approximately	approximately	ADV
cieatasu-1903	208	14	16	16	NUM
cieatasu-1903	208	15	%	%	NOUN
cieatasu-1903	208	16	of	of	ADP
cieatasu-1903	208	17	the	the	DET
cieatasu-1903	208	18	student	student	NOUN
cieatasu-1903	208	19	segments	segment	NOUN
cieatasu-1903	208	20	in	in	ADP
cieatasu-1903	208	21	drill	drill	NOUN
cieatasu-1903	208	22	-	-	PUNCT
cieatasu-1903	208	23	down	down	ADP
cieatasu-1903	208	24	impact	impact	NOUN
cieatasu-1903	208	25	results	result	NOUN
cieatasu-1903	208	26	.	.	PUNCT
cieatasu-1903	209	1	institutions	institution	NOUN
cieatasu-1903	209	2	can	can	AUX
cieatasu-1903	209	3	use	use	VERB
cieatasu-1903	209	4	data	datum	NOUN
cieatasu-1903	209	5	like	like	ADP
cieatasu-1903	209	6	these	these	PRON
cieatasu-1903	209	7	to	to	PART
cieatasu-1903	209	8	optimize	optimize	VERB
cieatasu-1903	209	9	those	those	DET
cieatasu-1903	209	10	interventions	intervention	NOUN
cieatasu-1903	209	11	by	by	ADP
cieatasu-1903	209	12	targeting	target	VERB
cieatasu-1903	209	13	them	they	PRON
cieatasu-1903	209	14	toward	toward	ADP
cieatasu-1903	209	15	students	student	NOUN
cieatasu-1903	209	16	for	for	ADP
cieatasu-1903	209	17	whom	whom	PRON
cieatasu-1903	209	18	they	they	PRON
cieatasu-1903	209	19	are	be	AUX
cieatasu-1903	209	20	effective	effective	ADJ
cieatasu-1903	209	21	,	,	PUNCT
cieatasu-1903	209	22	while	while	SCONJ
cieatasu-1903	209	23	also	also	ADV
cieatasu-1903	209	24	perhaps	perhaps	ADV
cieatasu-1903	209	25	making	make	VERB
cieatasu-1903	209	26	programmatic	programmatic	ADJ
cieatasu-1903	209	27	adjustments	adjustment	NOUN
cieatasu-1903	209	28	to	to	PART
cieatasu-1903	209	29	increase	increase	VERB
cieatasu-1903	209	30	effectiveness	effectiveness	NOUN
cieatasu-1903	209	31	for	for	ADP
cieatasu-1903	209	32	other	other	ADJ
cieatasu-1903	209	33	student	student	NOUN
cieatasu-1903	209	34	segments	segment	NOUN
cieatasu-1903	209	35	.	.	PUNCT
cieatasu-1903	210	1	improving	improve	VERB
cieatasu-1903	210	2	existing	exist	VERB
cieatasu-1903	210	3	interventions	intervention	NOUN
cieatasu-1903	210	4	reduces	reduce	VERB
cieatasu-1903	210	5	the	the	DET
cieatasu-1903	210	6	need	need	NOUN
cieatasu-1903	210	7	to	to	PART
cieatasu-1903	210	8	add	add	VERB
cieatasu-1903	210	9	new	new	ADJ
cieatasu-1903	210	10	interventions	intervention	NOUN
cieatasu-1903	210	11	and	and	CCONJ
cieatasu-1903	210	12	is	be	AUX
cieatasu-1903	210	13	,	,	PUNCT
cieatasu-1903	210	14	therefore	therefore	ADV
cieatasu-1903	210	15	,	,	PUNCT
cieatasu-1903	210	16	an	an	DET
cieatasu-1903	210	17	antidote	antidote	NOUN
cieatasu-1903	210	18	to	to	ADP
cieatasu-1903	210	19	intervention	intervention	NOUN
cieatasu-1903	210	20	fatigue	fatigue	NOUN
cieatasu-1903	210	21	.	.	PUNCT
cieatasu-1903	211	1	●	●	PUNCT
cieatasu-1903	211	2	siloed	siloed	ADJ
cieatasu-1903	211	3	efforts	effort	NOUN
cieatasu-1903	211	4	and	and	CCONJ
cieatasu-1903	211	5	territoriality	territoriality	NOUN
cieatasu-1903	211	6	.	.	PUNCT
cieatasu-1903	212	1	recognizing	recognize	VERB
cieatasu-1903	212	2	student	student	NOUN
cieatasu-1903	212	3	success	success	NOUN
cieatasu-1903	212	4	as	as	ADP
cieatasu-1903	212	5	a	a	DET
cieatasu-1903	212	6	shared	share	VERB
cieatasu-1903	212	7	responsibility	responsibility	NOUN
cieatasu-1903	212	8	is	be	AUX
cieatasu-1903	212	9	an	an	DET
cieatasu-1903	212	10	important	important	ADJ
cieatasu-1903	212	11	part	part	NOUN
cieatasu-1903	212	12	of	of	ADP
cieatasu-1903	212	13	creating	create	VERB
cieatasu-1903	212	14	a	a	DET
cieatasu-1903	212	15	culture	culture	NOUN
cieatasu-1903	212	16	of	of	ADP
cieatasu-1903	212	17	care	care	NOUN
cieatasu-1903	212	18	.	.	PUNCT
cieatasu-1903	213	1	realizing	realize	VERB
cieatasu-1903	213	2	that	that	SCONJ
cieatasu-1903	213	3	shared	share	VERB
cieatasu-1903	213	4	responsibility	responsibility	NOUN
cieatasu-1903	213	5	,	,	PUNCT
cieatasu-1903	213	6	however	however	ADV
cieatasu-1903	213	7	,	,	PUNCT
cieatasu-1903	213	8	requires	require	VERB
cieatasu-1903	213	9	that	that	PRON
cieatasu-1903	213	10	key	key	ADJ
cieatasu-1903	213	11	functional	functional	ADJ
cieatasu-1903	213	12	players	player	NOUN
cieatasu-1903	213	13	from	from	ADP
cieatasu-1903	213	14	across	across	ADP
cieatasu-1903	213	15	units	unit	NOUN
cieatasu-1903	213	16	coordinate	coordinate	VERB
cieatasu-1903	213	17	,	,	PUNCT
cieatasu-1903	213	18	collaborate	collaborate	VERB
cieatasu-1903	213	19	,	,	PUNCT
cieatasu-1903	213	20	and	and	CCONJ
cieatasu-1903	213	21	even	even	ADV
cieatasu-1903	213	22	share	share	VERB
cieatasu-1903	213	23	resources	resource	NOUN
cieatasu-1903	213	24	.	.	PUNCT
cieatasu-1903	214	1	collaborative	collaborative	ADJ
cieatasu-1903	214	2	development	development	NOUN
cieatasu-1903	214	3	and	and	CCONJ
cieatasu-1903	214	4	use	use	NOUN
cieatasu-1903	214	5	of	of	ADP
cieatasu-1903	214	6	a	a	DET
cieatasu-1903	214	7	student	student	NOUN
cieatasu-1903	214	8	success	success	NOUN
cieatasu-1903	214	9	knowledge	knowledge	NOUN
cieatasu-1903	214	10	base	base	NOUN
cieatasu-1903	214	11	are	be	AUX
cieatasu-1903	214	12	a	a	DET
cieatasu-1903	214	13	solid	solid	ADJ
cieatasu-1903	214	14	foundation	foundation	NOUN
cieatasu-1903	214	15	for	for	ADP
cieatasu-1903	214	16	cross	cross	ADJ
cieatasu-1903	214	17	-	-	ADJ
cieatasu-1903	214	18	functional	functional	ADJ
cieatasu-1903	214	19	teams	team	NOUN
cieatasu-1903	214	20	,	,	PUNCT
cieatasu-1903	214	21	empowering	empower	VERB
cieatasu-1903	214	22	them	they	PRON
cieatasu-1903	214	23	to	to	PART
cieatasu-1903	214	24	identify	identify	VERB
cieatasu-1903	214	25	the	the	DET
cieatasu-1903	214	26	presenting	present	VERB
cieatasu-1903	214	27	issues	issue	NOUN
cieatasu-1903	214	28	of	of	ADP
cieatasu-1903	214	29	students	student	NOUN
cieatasu-1903	214	30	they	they	PRON
cieatasu-1903	214	31	collectively	collectively	ADV
cieatasu-1903	214	32	serve	serve	VERB
cieatasu-1903	214	33	,	,	PUNCT
cieatasu-1903	214	34	match	match	VERB
cieatasu-1903	214	35	them	they	PRON
cieatasu-1903	214	36	to	to	ADP
cieatasu-1903	214	37	the	the	DET
cieatasu-1903	214	38	indicated	indicate	VERB
cieatasu-1903	214	39	interventions	intervention	NOUN
cieatasu-1903	214	40	,	,	PUNCT
cieatasu-1903	214	41	and	and	CCONJ
cieatasu-1903	214	42	coordinate	coordinate	VERB
cieatasu-1903	214	43	service	service	NOUN
cieatasu-1903	214	44	delivery	delivery	NOUN
cieatasu-1903	214	45	to	to	PART
cieatasu-1903	214	46	maximize	maximize	VERB
cieatasu-1903	214	47	impact	impact	NOUN
cieatasu-1903	214	48	without	without	ADP
cieatasu-1903	214	49	duplication	duplication	NOUN
cieatasu-1903	214	50	of	of	ADP
cieatasu-1903	214	51	efforts	effort	NOUN
cieatasu-1903	214	52	.	.	PUNCT
cieatasu-1903	215	1	●	●	PUNCT
cieatasu-1903	215	2	putting	put	VERB
cieatasu-1903	215	3	programs	program	NOUN
cieatasu-1903	215	4	before	before	ADP
cieatasu-1903	215	5	students	student	NOUN
cieatasu-1903	215	6	.	.	PUNCT
cieatasu-1903	216	1	every	every	DET
cieatasu-1903	216	2	program	program	NOUN
cieatasu-1903	216	3	or	or	CCONJ
cieatasu-1903	216	4	initiative	initiative	NOUN
cieatasu-1903	216	5	on	on	ADP
cieatasu-1903	216	6	campus	campus	NOUN
cieatasu-1903	216	7	is	be	AUX
cieatasu-1903	216	8	someone	someone	PRON
cieatasu-1903	216	9	’s	’s	PART
cieatasu-1903	216	10	“	"	PUNCT
cieatasu-1903	216	11	baby	baby	NOUN
cieatasu-1903	216	12	”	"	PUNCT
cieatasu-1903	216	13	and	and	CCONJ
cieatasu-1903	216	14	sometimes	sometimes	ADV
cieatasu-1903	216	15	the	the	DET
cieatasu-1903	216	16	needs	need	NOUN
cieatasu-1903	216	17	of	of	ADP
cieatasu-1903	216	18	the	the	DET
cieatasu-1903	216	19	program	program	NOUN
cieatasu-1903	216	20	overshadow	overshadow	VERB
cieatasu-1903	216	21	the	the	DET
cieatasu-1903	216	22	needs	need	NOUN
cieatasu-1903	216	23	of	of	ADP
cieatasu-1903	216	24	students	student	NOUN
cieatasu-1903	216	25	.	.	PUNCT
cieatasu-1903	217	1	“	"	PUNCT
cieatasu-1903	217	2	best	good	ADJ
cieatasu-1903	217	3	-	-	PUNCT
cieatasu-1903	217	4	practicism	practicism	NOUN
cieatasu-1903	217	5	,	,	PUNCT
cieatasu-1903	217	6	”	"	PUNCT
cieatasu-1903	217	7	the	the	DET
cieatasu-1903	217	8	blind	blind	ADJ
cieatasu-1903	217	9	adoption	adoption	NOUN
cieatasu-1903	217	10	of	of	ADP
cieatasu-1903	217	11	popularized	popularize	VERB
cieatasu-1903	217	12	strategies	strategy	NOUN
cieatasu-1903	217	13	without	without	ADP
cieatasu-1903	217	14	evidence	evidence	NOUN
cieatasu-1903	217	15	of	of	ADP
cieatasu-1903	217	16	effectiveness	effectiveness	NOUN
cieatasu-1903	217	17	accounting	account	VERB
cieatasu-1903	217	18	for	for	ADP
cieatasu-1903	217	19	heterogeneities	heterogeneity	NOUN
cieatasu-1903	217	20	in	in	ADP
cieatasu-1903	217	21	population	population	NOUN
cieatasu-1903	217	22	and	and	CCONJ
cieatasu-1903	217	23	environment	environment	NOUN
cieatasu-1903	217	24	,	,	PUNCT
cieatasu-1903	217	25	is	be	AUX
cieatasu-1903	217	26	another	another	DET
cieatasu-1903	217	27	manifestation	manifestation	NOUN
cieatasu-1903	217	28	of	of	ADP
cieatasu-1903	217	29	a	a	DET
cieatasu-1903	217	30	program	program	NOUN
cieatasu-1903	217	31	-	-	PUNCT
cieatasu-1903	217	32	centric	centric	NOUN
cieatasu-1903	217	33	rather	rather	ADV
cieatasu-1903	217	34	than	than	ADP
cieatasu-1903	217	35	a	a	DET
cieatasu-1903	217	36	studentcentric	studentcentric	ADJ
cieatasu-1903	217	37	approach	approach	NOUN
cieatasu-1903	217	38	tailored	tailor	VERB
cieatasu-1903	217	39	to	to	ADP
cieatasu-1903	217	40	an	an	DET
cieatasu-1903	217	41	institution	institution	NOUN
cieatasu-1903	217	42	.	.	PUNCT
cieatasu-1903	218	1	a	a	DET
cieatasu-1903	218	2	student	student	NOUN
cieatasu-1903	218	3	success	success	NOUN
cieatasu-1903	218	4	knowledge	knowledge	NOUN
cieatasu-1903	218	5	base	base	NOUN
cieatasu-1903	218	6	ensures	ensure	VERB
cieatasu-1903	218	7	that	that	SCONJ
cieatasu-1903	218	8	the	the	DET
cieatasu-1903	218	9	opportunity	opportunity	NOUN
cieatasu-1903	218	10	to	to	PART
cieatasu-1903	218	11	positively	positively	ADV
cieatasu-1903	218	12	impact	impact	VERB
cieatasu-1903	218	13	students	student	NOUN
cieatasu-1903	218	14	is	be	AUX
cieatasu-1903	218	15	the	the	DET
cieatasu-1903	218	16	driving	drive	VERB
cieatasu-1903	218	17	force	force	NOUN
cieatasu-1903	218	18	of	of	ADP
cieatasu-1903	218	19	interventions	intervention	NOUN
cieatasu-1903	218	20	.	.	PUNCT
cieatasu-1903	219	1	from	from	ADP
cieatasu-1903	219	2	our	our	PRON
cieatasu-1903	219	3	consulting	consulting	NOUN
cieatasu-1903	219	4	engagements	engagement	NOUN
cieatasu-1903	219	5	with	with	ADP
cieatasu-1903	219	6	numerous	numerous	ADJ
cieatasu-1903	219	7	higher	high	ADJ
cieatasu-1903	219	8	-	-	PUNCT
cieatasu-1903	219	9	ed	ed	NOUN
cieatasu-1903	219	10	institutions	institution	NOUN
cieatasu-1903	219	11	,	,	PUNCT
cieatasu-1903	219	12	we	we	PRON
cieatasu-1903	219	13	have	have	AUX
cieatasu-1903	219	14	seen	see	VERB
cieatasu-1903	219	15	these	these	DET
cieatasu-1903	219	16	practice	practice	NOUN
cieatasu-1903	219	17	patterns	pattern	NOUN
cieatasu-1903	219	18	emerge	emerge	VERB
cieatasu-1903	219	19	as	as	ADP
cieatasu-1903	219	20	catalysts	catalyst	NOUN
cieatasu-1903	219	21	for	for	ADP
cieatasu-1903	219	22	successful	successful	ADJ
cieatasu-1903	219	23	stakeholder	stakeholder	NOUN
cieatasu-1903	219	24	engagement	engagement	NOUN
cieatasu-1903	219	25	and	and	CCONJ
cieatasu-1903	219	26	institutional	institutional	ADJ
cieatasu-1903	219	27	transformation	transformation	NOUN
cieatasu-1903	219	28	.	.	PUNCT
cieatasu-1903	220	1	●	●	PUNCT
cieatasu-1903	220	2	start	start	VERB
cieatasu-1903	220	3	small	small	ADJ
cieatasu-1903	220	4	,	,	PUNCT
cieatasu-1903	220	5	scale	scale	NOUN
cieatasu-1903	220	6	fast	fast	ADV
cieatasu-1903	220	7	:	:	PUNCT
cieatasu-1903	220	8	early	early	ADJ
cieatasu-1903	220	9	success	success	NOUN
cieatasu-1903	220	10	begets	beget	VERB
cieatasu-1903	220	11	more	more	ADJ
cieatasu-1903	220	12	success	success	NOUN
cieatasu-1903	220	13	.	.	PUNCT
cieatasu-1903	221	1	identify	identify	VERB
cieatasu-1903	221	2	low	low	ADV
cieatasu-1903	221	3	-	-	PUNCT
cieatasu-1903	221	4	hanging	hang	VERB
cieatasu-1903	221	5	fruits	fruit	NOUN
cieatasu-1903	221	6	and	and	CCONJ
cieatasu-1903	221	7	work	work	VERB
cieatasu-1903	221	8	on	on	ADP
cieatasu-1903	221	9	them	they	PRON
cieatasu-1903	221	10	with	with	ADP
cieatasu-1903	221	11	a	a	DET
cieatasu-1903	221	12	clear	clear	ADJ
cieatasu-1903	221	13	measurement	measurement	NOUN
cieatasu-1903	221	14	plan	plan	NOUN
cieatasu-1903	221	15	.	.	PUNCT
cieatasu-1903	222	1	use	use	VERB
cieatasu-1903	222	2	anecdotes	anecdote	NOUN
cieatasu-1903	222	3	and	and	CCONJ
cieatasu-1903	222	4	quotes	quote	VERB
cieatasu-1903	222	5	https://go.civitaslearning.com/student-success-impact	https://go.civitaslearning.com/student-success-impact	PROPN
cieatasu-1903	222	6	https://go.civitaslearning.com/student-success-impact	https://go.civitaslearning.com/student-success-impact	PROPN
cieatasu-1903	222	7	kil	kil	PROPN
cieatasu-1903	222	8	et	et	PROPN
cieatasu-1903	222	9	al	al	PROPN
cieatasu-1903	222	10	:	:	PUNCT
cieatasu-1903	222	11	catalyzing	catalyze	VERB
cieatasu-1903	222	12	a	a	DET
cieatasu-1903	222	13	culture	culture	NOUN
cieatasu-1903	222	14	of	of	ADP
cieatasu-1903	222	15	care	care	NOUN
cieatasu-1903	222	16	and	and	CCONJ
cieatasu-1903	222	17	innovation	innovation	NOUN
cieatasu-1903	222	18	current	current	ADJ
cieatasu-1903	222	19	issues	issue	NOUN
cieatasu-1903	222	20	in	in	ADP
cieatasu-1903	222	21	education	education	NOUN
cieatasu-1903	222	22	,	,	PUNCT
cieatasu-1903	222	23	22(1	22(1	NUM
cieatasu-1903	222	24	)	)	PUNCT
cieatasu-1903	222	25	15	15	NUM
cieatasu-1903	222	26	from	from	ADP
cieatasu-1903	222	27	participating	participate	VERB
cieatasu-1903	222	28	students	student	NOUN
cieatasu-1903	222	29	to	to	PART
cieatasu-1903	222	30	attract	attract	VERB
cieatasu-1903	222	31	more	more	ADV
cieatasu-1903	222	32	similar	similar	ADJ
cieatasu-1903	222	33	students	student	NOUN
cieatasu-1903	222	34	who	who	PRON
cieatasu-1903	222	35	can	can	AUX
cieatasu-1903	222	36	benefit	benefit	VERB
cieatasu-1903	222	37	.	.	PUNCT
cieatasu-1903	223	1	communicate	communicate	VERB
cieatasu-1903	223	2	measurement	measurement	NOUN
cieatasu-1903	223	3	results	result	NOUN
cieatasu-1903	223	4	with	with	ADP
cieatasu-1903	223	5	the	the	DET
cieatasu-1903	223	6	broader	broad	ADJ
cieatasu-1903	223	7	campus	campus	NOUN
cieatasu-1903	223	8	community	community	NOUN
cieatasu-1903	223	9	to	to	PART
cieatasu-1903	223	10	raise	raise	VERB
cieatasu-1903	223	11	awareness	awareness	NOUN
cieatasu-1903	223	12	of	of	ADP
cieatasu-1903	223	13	resources	resource	NOUN
cieatasu-1903	223	14	and	and	CCONJ
cieatasu-1903	223	15	increase	increase	VERB
cieatasu-1903	223	16	appropriate	appropriate	ADJ
cieatasu-1903	223	17	referrals	referral	NOUN
cieatasu-1903	223	18	in	in	ADP
cieatasu-1903	223	19	addition	addition	NOUN
cieatasu-1903	223	20	to	to	ADP
cieatasu-1903	223	21	campaigns	campaign	NOUN
cieatasu-1903	223	22	and	and	CCONJ
cieatasu-1903	223	23	targeted	target	VERB
cieatasu-1903	223	24	efforts	effort	NOUN
cieatasu-1903	223	25	.	.	PUNCT
cieatasu-1903	224	1	●	●	PUNCT
cieatasu-1903	224	2	invest	invest	VERB
cieatasu-1903	224	3	in	in	ADP
cieatasu-1903	224	4	behavioral	behavioral	ADJ
cieatasu-1903	224	5	science	science	NOUN
cieatasu-1903	224	6	in	in	ADP
cieatasu-1903	224	7	crafting	craft	VERB
cieatasu-1903	224	8	alert	alert	ADJ
cieatasu-1903	224	9	messages	message	NOUN
cieatasu-1903	224	10	:	:	PUNCT
cieatasu-1903	224	11	many	many	ADJ
cieatasu-1903	224	12	institutions	institution	NOUN
cieatasu-1903	224	13	use	use	VERB
cieatasu-1903	224	14	humanor	humanor	PROPN
cieatasu-1903	224	15	auto	auto	NOUN
cieatasu-1903	224	16	-	-	PUNCT
cieatasu-1903	224	17	generated	generate	VERB
cieatasu-1903	224	18	alerts	alert	NOUN
cieatasu-1903	224	19	,	,	PUNCT
cieatasu-1903	224	20	too	too	ADV
cieatasu-1903	224	21	frequently	frequently	ADV
cieatasu-1903	224	22	,	,	PUNCT
cieatasu-1903	224	23	alert	alert	ADJ
cieatasu-1903	224	24	messages	message	NOUN
cieatasu-1903	224	25	sent	send	VERB
cieatasu-1903	224	26	to	to	ADP
cieatasu-1903	224	27	students	student	NOUN
cieatasu-1903	224	28	are	be	AUX
cieatasu-1903	224	29	transactional	transactional	ADJ
cieatasu-1903	224	30	,	,	PUNCT
cieatasu-1903	224	31	incorporating	incorporate	VERB
cieatasu-1903	224	32	very	very	ADV
cieatasu-1903	224	33	little	little	ADJ
cieatasu-1903	224	34	of	of	ADP
cieatasu-1903	224	35	behavioral	behavioral	ADJ
cieatasu-1903	224	36	science	science	NOUN
cieatasu-1903	224	37	.	.	PUNCT
cieatasu-1903	225	1	our	our	PRON
cieatasu-1903	225	2	internal	internal	ADJ
cieatasu-1903	225	3	impact	impact	NOUN
cieatasu-1903	225	4	analyses	analysis	NOUN
cieatasu-1903	225	5	of	of	ADP
cieatasu-1903	225	6	49	49	NUM
cieatasu-1903	225	7	alert	alert	NOUN
cieatasu-1903	225	8	-	-	PUNCT
cieatasu-1903	225	9	triggered	trigger	VERB
cieatasu-1903	225	10	interventions	intervention	NOUN
cieatasu-1903	225	11	show	show	VERB
cieatasu-1903	225	12	that	that	SCONJ
cieatasu-1903	225	13	impact	impact	NOUN
cieatasu-1903	225	14	results	result	NOUN
cieatasu-1903	225	15	are	be	AUX
cieatasu-1903	225	16	largely	largely	ADV
cieatasu-1903	225	17	negative	negative	ADJ
cieatasu-1903	225	18	with	with	ADP
cieatasu-1903	225	19	44	44	NUM
cieatasu-1903	225	20	out	out	ADP
cieatasu-1903	225	21	of	of	ADP
cieatasu-1903	225	22	49	49	NUM
cieatasu-1903	225	23	interventions	intervention	NOUN
cieatasu-1903	225	24	generating	generate	VERB
cieatasu-1903	225	25	statistically	statistically	ADV
cieatasu-1903	225	26	significant	significant	ADJ
cieatasu-1903	225	27	negative	negative	ADJ
cieatasu-1903	225	28	results	result	NOUN
cieatasu-1903	225	29	.	.	PUNCT
cieatasu-1903	226	1	an	an	DET
cieatasu-1903	226	2	example	example	NOUN
cieatasu-1903	226	3	of	of	ADP
cieatasu-1903	226	4	what	what	PRON
cieatasu-1903	226	5	gets	get	AUX
cieatasu-1903	226	6	sent	send	VERB
cieatasu-1903	226	7	to	to	ADP
cieatasu-1903	226	8	students	student	NOUN
cieatasu-1903	226	9	when	when	SCONJ
cieatasu-1903	226	10	they	they	PRON
cieatasu-1903	226	11	miss	miss	VERB
cieatasu-1903	226	12	n	n	CCONJ
cieatasu-1903	226	13	consecutive	consecutive	ADJ
cieatasu-1903	226	14	classes	class	NOUN
cieatasu-1903	226	15	is	be	AUX
cieatasu-1903	226	16	:	:	PUNCT
cieatasu-1903	226	17	“	"	PUNCT
cieatasu-1903	226	18	you	you	PRON
cieatasu-1903	226	19	missed	miss	VERB
cieatasu-1903	226	20	n	n	PRON
cieatasu-1903	226	21	consecutive	consecutive	ADJ
cieatasu-1903	226	22	classes	class	NOUN
cieatasu-1903	226	23	.	.	PUNCT
cieatasu-1903	227	1	you	you	PRON
cieatasu-1903	227	2	are	be	AUX
cieatasu-1903	227	3	in	in	ADP
cieatasu-1903	227	4	danger	danger	NOUN
cieatasu-1903	227	5	of	of	ADP
cieatasu-1903	227	6	failing	fail	VERB
cieatasu-1903	227	7	.	.	PUNCT
cieatasu-1903	227	8	”	"	PUNCT
cieatasu-1903	228	1	from	from	ADP
cieatasu-1903	228	2	a	a	DET
cieatasu-1903	228	3	behavioral	behavioral	ADJ
cieatasu-1903	228	4	science	science	NOUN
cieatasu-1903	228	5	or	or	CCONJ
cieatasu-1903	228	6	any	any	DET
cieatasu-1903	228	7	perspective	perspective	NOUN
cieatasu-1903	228	8	,	,	PUNCT
cieatasu-1903	228	9	that	that	PRON
cieatasu-1903	228	10	is	be	AUX
cieatasu-1903	228	11	a	a	DET
cieatasu-1903	228	12	terrible	terrible	ADJ
cieatasu-1903	228	13	thing	thing	NOUN
cieatasu-1903	228	14	to	to	PART
cieatasu-1903	228	15	say	say	VERB
cieatasu-1903	228	16	to	to	ADP
cieatasu-1903	228	17	students	student	NOUN
cieatasu-1903	228	18	when	when	SCONJ
cieatasu-1903	228	19	they	they	PRON
cieatasu-1903	228	20	are	be	AUX
cieatasu-1903	228	21	most	most	ADV
cieatasu-1903	228	22	vulnerable	vulnerable	ADJ
cieatasu-1903	228	23	or	or	CCONJ
cieatasu-1903	228	24	when	when	SCONJ
cieatasu-1903	228	25	early	early	ADJ
cieatasu-1903	228	26	-	-	PUNCT
cieatasu-1903	228	27	alert	alert	NOUN
cieatasu-1903	228	28	systems	system	NOUN
cieatasu-1903	228	29	do	do	AUX
cieatasu-1903	228	30	not	not	PART
cieatasu-1903	228	31	have	have	VERB
cieatasu-1903	228	32	a	a	DET
cieatasu-1903	228	33	complete	complete	ADJ
cieatasu-1903	228	34	picture	picture	NOUN
cieatasu-1903	228	35	of	of	ADP
cieatasu-1903	228	36	what	what	PRON
cieatasu-1903	228	37	is	be	AUX
cieatasu-1903	228	38	going	go	VERB
cieatasu-1903	228	39	on	on	ADP
cieatasu-1903	228	40	.	.	PUNCT
cieatasu-1903	229	1	paunesku	paunesku	NOUN
cieatasu-1903	229	2	et	et	PROPN
cieatasu-1903	229	3	al	al	PROPN
cieatasu-1903	229	4	(	(	PUNCT
cieatasu-1903	229	5	2019	2019	NUM
cieatasu-1903	229	6	)	)	PUNCT
cieatasu-1903	229	7	found	find	VERB
cieatasu-1903	229	8	similar	similar	ADJ
cieatasu-1903	229	9	results	result	NOUN
cieatasu-1903	229	10	on	on	ADP
cieatasu-1903	229	11	the	the	DET
cieatasu-1903	229	12	opposite	opposite	ADJ
cieatasu-1903	229	13	side	side	NOUN
cieatasu-1903	229	14	when	when	SCONJ
cieatasu-1903	229	15	they	they	PRON
cieatasu-1903	229	16	administered	administer	VERB
cieatasu-1903	229	17	mind	mind	NOUN
cieatasu-1903	229	18	-	-	PUNCT
cieatasu-1903	229	19	set	set	VERB
cieatasu-1903	229	20	interventions	intervention	NOUN
cieatasu-1903	229	21	to	to	ADP
cieatasu-1903	229	22	academically	academically	ADV
cieatasu-1903	229	23	underachieving	underachieving	ADJ
cieatasu-1903	229	24	students	student	NOUN
cieatasu-1903	229	25	.	.	PUNCT
cieatasu-1903	230	1	●	●	PUNCT
cieatasu-1903	230	2	leverage	leverage	NOUN
cieatasu-1903	230	3	conflict	conflict	NOUN
cieatasu-1903	230	4	:	:	PUNCT
cieatasu-1903	230	5	conflicts	conflict	NOUN
cieatasu-1903	230	6	can	can	AUX
cieatasu-1903	230	7	be	be	AUX
cieatasu-1903	230	8	a	a	DET
cieatasu-1903	230	9	great	great	ADJ
cieatasu-1903	230	10	catalyst	catalyst	NOUN
cieatasu-1903	230	11	for	for	ADP
cieatasu-1903	230	12	institutional	institutional	ADJ
cieatasu-1903	230	13	change	change	NOUN
cieatasu-1903	230	14	.	.	PUNCT
cieatasu-1903	231	1	honest	honest	ADJ
cieatasu-1903	231	2	conversations	conversation	NOUN
cieatasu-1903	231	3	around	around	ADP
cieatasu-1903	231	4	educational	educational	ADJ
cieatasu-1903	231	5	and	and	CCONJ
cieatasu-1903	231	6	operational	operational	ADJ
cieatasu-1903	231	7	goals	goal	NOUN
cieatasu-1903	231	8	can	can	AUX
cieatasu-1903	231	9	turn	turn	VERB
cieatasu-1903	231	10	conflicts	conflict	NOUN
cieatasu-1903	231	11	into	into	ADP
cieatasu-1903	231	12	opportunities	opportunity	NOUN
cieatasu-1903	231	13	for	for	ADP
cieatasu-1903	231	14	hard	hard	ADJ
cieatasu-1903	231	15	conversations	conversation	NOUN
cieatasu-1903	231	16	and	and	CCONJ
cieatasu-1903	231	17	deeper	deep	ADJ
cieatasu-1903	231	18	collaborations	collaboration	NOUN
cieatasu-1903	231	19	--	--	PUNCT
cieatasu-1903	231	20	particularly	particularly	ADV
cieatasu-1903	231	21	with	with	ADP
cieatasu-1903	231	22	vital	vital	ADJ
cieatasu-1903	231	23	issues	issue	NOUN
cieatasu-1903	231	24	such	such	ADJ
cieatasu-1903	231	25	as	as	ADP
cieatasu-1903	231	26	closing	close	VERB
cieatasu-1903	231	27	achievement	achievement	NOUN
cieatasu-1903	231	28	gaps	gap	NOUN
cieatasu-1903	231	29	and	and	CCONJ
cieatasu-1903	231	30	diversity	diversity	NOUN
cieatasu-1903	231	31	,	,	PUNCT
cieatasu-1903	231	32	equity	equity	NOUN
cieatasu-1903	231	33	,	,	PUNCT
cieatasu-1903	231	34	and	and	CCONJ
cieatasu-1903	231	35	inclusion	inclusion	NOUN
cieatasu-1903	231	36	outcomes	outcome	NOUN
cieatasu-1903	231	37	.	.	PUNCT
cieatasu-1903	232	1	●	●	PUNCT
cieatasu-1903	232	2	positive	positive	ADJ
cieatasu-1903	232	3	sum	sum	NOUN
cieatasu-1903	232	4	,	,	PUNCT
cieatasu-1903	232	5	not	not	PART
cieatasu-1903	232	6	zero	zero	NUM
cieatasu-1903	232	7	sum	sum	NOUN
cieatasu-1903	232	8	:	:	PUNCT
cieatasu-1903	232	9	everyone	everyone	PRON
cieatasu-1903	232	10	wins	win	VERB
cieatasu-1903	232	11	from	from	ADP
cieatasu-1903	232	12	student	student	NOUN
cieatasu-1903	232	13	success	success	NOUN
cieatasu-1903	232	14	.	.	PUNCT
cieatasu-1903	233	1	in	in	ADP
cieatasu-1903	233	2	healthcare	healthcare	PROPN
cieatasu-1903	233	3	,	,	PUNCT
cieatasu-1903	233	4	benchmarking	benchmarke	VERB
cieatasu-1903	233	5	was	be	AUX
cieatasu-1903	233	6	the	the	DET
cieatasu-1903	233	7	most	most	ADV
cieatasu-1903	233	8	effective	effective	ADJ
cieatasu-1903	233	9	way	way	NOUN
cieatasu-1903	233	10	to	to	PART
cieatasu-1903	233	11	collaborate	collaborate	VERB
cieatasu-1903	233	12	and	and	CCONJ
cieatasu-1903	233	13	improve	improve	VERB
cieatasu-1903	233	14	as	as	ADV
cieatasu-1903	233	15	long	long	ADV
cieatasu-1903	233	16	as	as	SCONJ
cieatasu-1903	233	17	everyone	everyone	PRON
cieatasu-1903	233	18	embraced	embrace	VERB
cieatasu-1903	233	19	system	system	NOUN
cieatasu-1903	233	20	-	-	PUNCT
cieatasu-1903	233	21	level	level	NOUN
cieatasu-1903	233	22	performance	performance	NOUN
cieatasu-1903	233	23	improvement	improvement	NOUN
cieatasu-1903	233	24	as	as	ADP
cieatasu-1903	233	25	the	the	DET
cieatasu-1903	233	26	goal	goal	NOUN
cieatasu-1903	233	27	regardless	regardless	ADV
cieatasu-1903	233	28	of	of	ADP
cieatasu-1903	233	29	where	where	SCONJ
cieatasu-1903	233	30	a	a	DET
cieatasu-1903	233	31	department	department	NOUN
cieatasu-1903	233	32	was	be	AUX
cieatasu-1903	233	33	.	.	PUNCT
cieatasu-1903	234	1	●	●	PUNCT
cieatasu-1903	234	2	human	human	ADJ
cieatasu-1903	234	3	relationship	relationship	NOUN
cieatasu-1903	234	4	building	building	NOUN
cieatasu-1903	234	5	:	:	PUNCT
cieatasu-1903	234	6	we	we	PRON
cieatasu-1903	234	7	have	have	AUX
cieatasu-1903	234	8	seen	see	VERB
cieatasu-1903	234	9	great	great	ADJ
cieatasu-1903	234	10	success	success	NOUN
cieatasu-1903	234	11	whenever	whenever	SCONJ
cieatasu-1903	234	12	interventions	intervention	NOUN
cieatasu-1903	234	13	included	include	VERB
cieatasu-1903	234	14	human	human	ADJ
cieatasu-1903	234	15	relationship	relationship	NOUN
cieatasu-1903	234	16	building	building	NOUN
cieatasu-1903	234	17	(	(	PUNCT
cieatasu-1903	234	18	colver	colver	NOUN
cieatasu-1903	234	19	,	,	PUNCT
cieatasu-1903	234	20	2018	2018	NUM
cieatasu-1903	234	21	)	)	PUNCT
cieatasu-1903	234	22	.	.	PUNCT
cieatasu-1903	235	1	invest	invest	VERB
cieatasu-1903	235	2	in	in	ADP
cieatasu-1903	235	3	teaching	teach	VERB
cieatasu-1903	235	4	soft	soft	ADJ
cieatasu-1903	235	5	skills	skill	NOUN
cieatasu-1903	235	6	to	to	ADP
cieatasu-1903	235	7	students	student	NOUN
cieatasu-1903	235	8	and	and	CCONJ
cieatasu-1903	235	9	those	those	PRON
cieatasu-1903	235	10	who	who	PRON
cieatasu-1903	235	11	work	work	VERB
cieatasu-1903	235	12	with	with	ADP
cieatasu-1903	235	13	students	student	NOUN
cieatasu-1903	235	14	every	every	DET
cieatasu-1903	235	15	day	day	NOUN
cieatasu-1903	235	16	.	.	PUNCT
cieatasu-1903	236	1	faculty	faculty	NOUN
cieatasu-1903	236	2	have	have	VERB
cieatasu-1903	236	3	a	a	DET
cieatasu-1903	236	4	large	large	ADJ
cieatasu-1903	236	5	influence	influence	NOUN
cieatasu-1903	236	6	on	on	ADP
cieatasu-1903	236	7	student	student	NOUN
cieatasu-1903	236	8	success	success	NOUN
cieatasu-1903	236	9	.	.	PUNCT
cieatasu-1903	237	1	their	their	PRON
cieatasu-1903	237	2	timely	timely	ADJ
cieatasu-1903	237	3	and	and	CCONJ
cieatasu-1903	237	4	empathetically	empathetically	ADV
cieatasu-1903	237	5	grounded	ground	VERB
cieatasu-1903	237	6	nudges	nudge	NOUN
cieatasu-1903	237	7	can	can	AUX
cieatasu-1903	237	8	go	go	VERB
cieatasu-1903	237	9	a	a	DET
cieatasu-1903	237	10	long	long	ADJ
cieatasu-1903	237	11	way	way	NOUN
cieatasu-1903	237	12	in	in	ADP
cieatasu-1903	237	13	helping	help	VERB
cieatasu-1903	237	14	students	student	NOUN
cieatasu-1903	237	15	feel	feel	VERB
cieatasu-1903	237	16	that	that	SCONJ
cieatasu-1903	237	17	they	they	PRON
cieatasu-1903	237	18	belong	belong	VERB
cieatasu-1903	237	19	and	and	CCONJ
cieatasu-1903	237	20	that	that	SCONJ
cieatasu-1903	237	21	they	they	PRON
cieatasu-1903	237	22	can	can	AUX
cieatasu-1903	237	23	thrive	thrive	VERB
cieatasu-1903	237	24	.	.	PUNCT
cieatasu-1903	238	1	conclusion	conclusion	VERB
cieatasu-1903	238	2	the	the	DET
cieatasu-1903	238	3	world	world	NOUN
cieatasu-1903	238	4	of	of	ADP
cieatasu-1903	238	5	education	education	NOUN
cieatasu-1903	238	6	is	be	AUX
cieatasu-1903	238	7	going	go	VERB
cieatasu-1903	238	8	through	through	ADP
cieatasu-1903	238	9	a	a	DET
cieatasu-1903	238	10	major	major	ADJ
cieatasu-1903	238	11	transformation	transformation	NOUN
cieatasu-1903	238	12	.	.	PUNCT
cieatasu-1903	239	1	hao	hao	PROPN
cieatasu-1903	239	2	(	(	PUNCT
cieatasu-1903	239	3	2019	2019	NUM
cieatasu-1903	239	4	)	)	PUNCT
cieatasu-1903	239	5	discusses	discuss	VERB
cieatasu-1903	239	6	a	a	DET
cieatasu-1903	239	7	grand	grand	ADJ
cieatasu-1903	239	8	experiment	experiment	NOUN
cieatasu-1903	239	9	in	in	ADP
cieatasu-1903	239	10	china	china	PROPN
cieatasu-1903	239	11	,	,	PUNCT
cieatasu-1903	239	12	where	where	SCONJ
cieatasu-1903	239	13	artificial	artificial	ADJ
cieatasu-1903	239	14	intelligence	intelligence	NOUN
cieatasu-1903	239	15	(	(	PUNCT
cieatasu-1903	239	16	ai	ai	NOUN
cieatasu-1903	239	17	)	)	PUNCT
cieatasu-1903	239	18	tutors	tutor	NOUN
cieatasu-1903	239	19	and	and	CCONJ
cieatasu-1903	239	20	human	human	ADJ
cieatasu-1903	239	21	teachers	teacher	NOUN
cieatasu-1903	239	22	work	work	VERB
cieatasu-1903	239	23	together	together	ADV
cieatasu-1903	239	24	to	to	PART
cieatasu-1903	239	25	accelerate	accelerate	VERB
cieatasu-1903	239	26	learning	learning	NOUN
cieatasu-1903	239	27	and	and	CCONJ
cieatasu-1903	239	28	usher	usher	PROPN
cieatasu-1903	239	29	in	in	ADP
cieatasu-1903	239	30	a	a	DET
cieatasu-1903	239	31	new	new	ADJ
cieatasu-1903	239	32	era	era	NOUN
cieatasu-1903	239	33	of	of	ADP
cieatasu-1903	239	34	learning	learn	VERB
cieatasu-1903	239	35	analytics	analytic	NOUN
cieatasu-1903	239	36	.	.	PUNCT
cieatasu-1903	240	1	baer	baer	PROPN
cieatasu-1903	240	2	,	,	PUNCT
cieatasu-1903	240	3	hagman	hagman	PROPN
cieatasu-1903	240	4	,	,	PUNCT
cieatasu-1903	240	5	and	and	CCONJ
cieatasu-1903	240	6	kil	kil	PROPN
cieatasu-1903	240	7	(	(	PUNCT
cieatasu-1903	240	8	2020	2020	NUM
cieatasu-1903	240	9	)	)	PUNCT
cieatasu-1903	240	10	describe	describe	VERB
cieatasu-1903	240	11	how	how	SCONJ
cieatasu-1903	240	12	ai	ai	VERB
cieatasu-1903	240	13	and	and	CCONJ
cieatasu-1903	240	14	human	human	ADJ
cieatasu-1903	240	15	intelligence	intelligence	NOUN
cieatasu-1903	240	16	can	can	AUX
cieatasu-1903	240	17	complement	complement	VERB
cieatasu-1903	240	18	each	each	DET
cieatasu-1903	240	19	other	other	ADJ
cieatasu-1903	240	20	in	in	ADP
cieatasu-1903	240	21	preventing	prevent	VERB
cieatasu-1903	240	22	an	an	DET
cieatasu-1903	240	23	ai	ai	NOUN
cieatasu-1903	240	24	winter	winter	NOUN
cieatasu-1903	240	25	of	of	ADP
cieatasu-1903	240	26	disillusionment	disillusionment	NOUN
cieatasu-1903	240	27	and	and	CCONJ
cieatasu-1903	240	28	creating	create	VERB
cieatasu-1903	240	29	a	a	DET
cieatasu-1903	240	30	virtuous	virtuous	ADJ
cieatasu-1903	240	31	cycle	cycle	NOUN
cieatasu-1903	240	32	of	of	ADP
cieatasu-1903	240	33	student	student	NOUN
cieatasu-1903	240	34	success	success	NOUN
cieatasu-1903	240	35	from	from	ADP
cieatasu-1903	240	36	both	both	DET
cieatasu-1903	240	37	crossindustry	crossindustry	NOUN
cieatasu-1903	240	38	and	and	CCONJ
cieatasu-1903	240	39	pragmatic	pragmatic	ADJ
cieatasu-1903	240	40	perspectives	perspective	NOUN
cieatasu-1903	240	41	with	with	ADP
cieatasu-1903	240	42	case	case	NOUN
cieatasu-1903	240	43	studies	study	NOUN
cieatasu-1903	240	44	.	.	PUNCT
cieatasu-1903	241	1	machine	machine	NOUN
cieatasu-1903	241	2	learning	learning	NOUN
cieatasu-1903	241	3	and	and	CCONJ
cieatasu-1903	241	4	human	human	ADJ
cieatasu-1903	241	5	creativity	creativity	NOUN
cieatasu-1903	241	6	can	can	AUX
cieatasu-1903	241	7	complement	complement	VERB
cieatasu-1903	241	8	each	each	DET
cieatasu-1903	241	9	other	other	ADJ
cieatasu-1903	241	10	.	.	PUNCT
cieatasu-1903	242	1	while	while	SCONJ
cieatasu-1903	242	2	machine	machine	NOUN
cieatasu-1903	242	3	learning	learning	NOUN
cieatasu-1903	242	4	can	can	AUX
cieatasu-1903	242	5	discover	discover	VERB
cieatasu-1903	242	6	and	and	CCONJ
cieatasu-1903	242	7	recommend	recommend	VERB
cieatasu-1903	242	8	interesting	interesting	ADJ
cieatasu-1903	242	9	patterns	pattern	NOUN
cieatasu-1903	242	10	and	and	CCONJ
cieatasu-1903	242	11	opportunities	opportunity	NOUN
cieatasu-1903	242	12	for	for	ADP
cieatasu-1903	242	13	student	student	NOUN
cieatasu-1903	242	14	success	success	NOUN
cieatasu-1903	242	15	interventions	intervention	NOUN
cieatasu-1903	242	16	,	,	PUNCT
cieatasu-1903	242	17	student	student	NOUN
cieatasu-1903	242	18	success	success	NOUN
cieatasu-1903	242	19	people	people	NOUN
cieatasu-1903	242	20	need	need	VERB
cieatasu-1903	242	21	to	to	PART
cieatasu-1903	242	22	be	be	AUX
cieatasu-1903	242	23	willing	willing	ADJ
cieatasu-1903	242	24	partners	partner	NOUN
cieatasu-1903	242	25	in	in	ADP
cieatasu-1903	242	26	maximizing	maximize	VERB
cieatasu-1903	242	27	synergy	synergy	NOUN
cieatasu-1903	242	28	.	.	PUNCT
cieatasu-1903	243	1	indeed	indeed	ADV
cieatasu-1903	243	2	,	,	PUNCT
cieatasu-1903	243	3	the	the	DET
cieatasu-1903	243	4	future	future	NOUN
cieatasu-1903	243	5	of	of	ADP
cieatasu-1903	243	6	this	this	DET
cieatasu-1903	243	7	work	work	NOUN
cieatasu-1903	243	8	will	will	AUX
cieatasu-1903	243	9	be	be	AUX
cieatasu-1903	243	10	a	a	DET
cieatasu-1903	243	11	thoughtful	thoughtful	ADJ
cieatasu-1903	243	12	interplay	interplay	NOUN
cieatasu-1903	243	13	of	of	ADP
cieatasu-1903	243	14	data	datum	NOUN
cieatasu-1903	243	15	strategy	strategy	NOUN
cieatasu-1903	243	16	,	,	PUNCT
cieatasu-1903	243	17	domain	domain	NOUN
cieatasu-1903	243	18	expertise	expertise	NOUN
cieatasu-1903	243	19	,	,	PUNCT
cieatasu-1903	243	20	and	and	CCONJ
cieatasu-1903	243	21	design	design	NOUN
cieatasu-1903	243	22	thinking	thinking	NOUN
cieatasu-1903	243	23	all	all	PRON
cieatasu-1903	243	24	aimed	aim	VERB
cieatasu-1903	243	25	at	at	ADP
cieatasu-1903	243	26	helping	help	VERB
cieatasu-1903	243	27	more	more	ADJ
cieatasu-1903	243	28	,	,	PUNCT
cieatasu-1903	243	29	and	and	CCONJ
cieatasu-1903	243	30	more	more	ADV
cieatasu-1903	243	31	diverse	diverse	ADJ
cieatasu-1903	243	32	students	student	NOUN
cieatasu-1903	243	33	learn	learn	VERB
cieatasu-1903	243	34	well	well	ADV
cieatasu-1903	243	35	and	and	CCONJ
cieatasu-1903	243	36	finish	finish	VERB
cieatasu-1903	243	37	strong	strong	ADJ
cieatasu-1903	243	38	.	.	PUNCT
cieatasu-1903	244	1	kil	kil	PROPN
cieatasu-1903	244	2	et	et	PROPN
cieatasu-1903	244	3	al	al	PROPN
cieatasu-1903	244	4	.	.	PROPN
cieatasu-1903	244	5	:	:	PUNCT
cieatasu-1903	244	6	catalyzing	catalyze	VERB
cieatasu-1903	244	7	a	a	DET
cieatasu-1903	244	8	culture	culture	NOUN
cieatasu-1903	244	9	of	of	ADP
cieatasu-1903	244	10	care	care	NOUN
cieatasu-1903	244	11	and	and	CCONJ
cieatasu-1903	244	12	innovation	innovation	NOUN
cieatasu-1903	244	13	16	16	NUM
cieatasu-1903	244	14	references	reference	NOUN
cieatasu-1903	244	15	agrawal	agrawal	PROPN
cieatasu-1903	244	16	,	,	PUNCT
cieatasu-1903	244	17	s.	s.	PROPN
cieatasu-1903	244	18	,	,	PUNCT
cieatasu-1903	244	19	&	&	CCONJ
cieatasu-1903	244	20	goyal	goyal	PROPN
cieatasu-1903	244	21	,	,	PUNCT
cieatasu-1903	244	22	n.	n.	NOUN
cieatasu-1903	244	23	(	(	PUNCT
cieatasu-1903	244	24	2012	2012	NUM
cieatasu-1903	244	25	)	)	PUNCT
cieatasu-1903	244	26	.	.	PUNCT
cieatasu-1903	245	1	analysis	analysis	NOUN
cieatasu-1903	245	2	of	of	ADP
cieatasu-1903	245	3	thompson	thompson	NOUN
cieatasu-1903	245	4	sampling	sample	VERB
cieatasu-1903	245	5	for	for	ADP
cieatasu-1903	245	6	the	the	DET
cieatasu-1903	245	7	multi	multi	ADJ
cieatasu-1903	245	8	-	-	ADJ
cieatasu-1903	245	9	armed	armed	ADJ
cieatasu-1903	245	10	bandit	bandit	NOUN
cieatasu-1903	245	11	problem	problem	NOUN
cieatasu-1903	245	12	.	.	PUNCT
cieatasu-1903	246	1	conference	conference	NOUN
cieatasu-1903	246	2	on	on	ADP
cieatasu-1903	246	3	learning	learn	VERB
cieatasu-1903	246	4	theory	theory	NOUN
cieatasu-1903	246	5	,	,	PUNCT
cieatasu-1903	246	6	23(39	23(39	NUM
cieatasu-1903	246	7	)	)	PUNCT
cieatasu-1903	246	8	,	,	PUNCT
cieatasu-1903	246	9	1–25	1–25	PROPN
cieatasu-1903	246	10	.	.	PUNCT
cieatasu-1903	247	1	baer	baer	PROPN
cieatasu-1903	247	2	,	,	PUNCT
cieatasu-1903	247	3	l.	l.	PROPN
cieatasu-1903	247	4	,	,	PUNCT
cieatasu-1903	247	5	kil	kil	PROPN
cieatasu-1903	247	6	,	,	PUNCT
cieatasu-1903	247	7	k.	k.	PROPN
cieatasu-1903	247	8	,	,	PUNCT
cieatasu-1903	247	9	&	&	CCONJ
cieatasu-1903	247	10	hagman	hagman	PROPN
cieatasu-1903	247	11	,	,	PUNCT
cieatasu-1903	247	12	a.	a.	NOUN
cieatasu-1903	247	13	(	(	PUNCT
cieatasu-1903	247	14	2019	2019	NUM
cieatasu-1903	247	15	)	)	PUNCT
cieatasu-1903	247	16	.	.	PUNCT
cieatasu-1903	248	1	sherlock	sherlock	PROPN
cieatasu-1903	248	2	holmes	holmes	PROPN
cieatasu-1903	248	3	redux	redux	PROPN
cieatasu-1903	248	4	:	:	PUNCT
cieatasu-1903	248	5	putting	put	VERB
cieatasu-1903	248	6	the	the	DET
cieatasu-1903	248	7	pieces	piece	NOUN
cieatasu-1903	248	8	together	together	ADV
cieatasu-1903	248	9	.	.	PUNCT
cieatasu-1903	249	1	in	in	ADP
cieatasu-1903	249	2	l.	l.	PROPN
cieatasu-1903	249	3	bare	bare	PROPN
cieatasu-1903	249	4	&	&	CCONJ
cieatasu-1903	249	5	c.	c.	PROPN
cieatasu-1903	249	6	carmean	carmean	PROPN
cieatasu-1903	249	7	(	(	PUNCT
cieatasu-1903	249	8	eds	ed	NOUN
cieatasu-1903	249	9	.	.	PUNCT
cieatasu-1903	249	10	)	)	PUNCT
cieatasu-1903	249	11	,	,	PUNCT
cieatasu-1903	249	12	an	an	DET
cieatasu-1903	249	13	analytics	analytic	NOUN
cieatasu-1903	249	14	handbook	handbook	NOUN
cieatasu-1903	249	15	:	:	PUNCT
cieatasu-1903	249	16	moving	move	VERB
cieatasu-1903	249	17	from	from	ADP
cieatasu-1903	249	18	evidence	evidence	NOUN
cieatasu-1903	249	19	to	to	ADP
cieatasu-1903	249	20	impact	impact	NOUN
cieatasu-1903	249	21	.	.	PUNCT
cieatasu-1903	250	1	society	society	NOUN
cieatasu-1903	250	2	for	for	ADP
cieatasu-1903	250	3	college	college	NOUN
cieatasu-1903	250	4	and	and	CCONJ
cieatasu-1903	250	5	university	university	NOUN
cieatasu-1903	250	6	planning	planning	NOUN
cieatasu-1903	250	7	.	.	PUNCT
cieatasu-1903	251	1	baer	baer	PROPN
cieatasu-1903	251	2	,	,	PUNCT
cieatasu-1903	251	3	l.	l.	PROPN
cieatasu-1903	251	4	,	,	PUNCT
cieatasu-1903	251	5	hagman	hagman	PROPN
cieatasu-1903	251	6	a.	a.	PROPN
cieatasu-1903	251	7	,	,	PUNCT
cieatasu-1903	251	8	&	&	CCONJ
cieatasu-1903	251	9	kil	kil	PROPN
cieatasu-1903	251	10	,	,	PUNCT
cieatasu-1903	251	11	d.	d.	PROPN
cieatasu-1903	251	12	(	(	PUNCT
cieatasu-1903	251	13	2020	2020	NUM
cieatasu-1903	251	14	)	)	PUNCT
cieatasu-1903	251	15	.	.	PUNCT
cieatasu-1903	252	1	preventing	prevent	VERB
cieatasu-1903	252	2	a	a	DET
cieatasu-1903	252	3	winter	winter	NOUN
cieatasu-1903	252	4	of	of	ADP
cieatasu-1903	252	5	disillusionment	disillusionment	NOUN
cieatasu-1903	252	6	:	:	PUNCT
cieatasu-1903	252	7	artificial	artificial	ADJ
cieatasu-1903	252	8	intelligence	intelligence	NOUN
cieatasu-1903	252	9	and	and	CCONJ
cieatasu-1903	252	10	human	human	ADJ
cieatasu-1903	252	11	intelligence	intelligence	NOUN
cieatasu-1903	252	12	in	in	ADP
cieatasu-1903	252	13	student	student	NOUN
cieatasu-1903	252	14	success	success	NOUN
cieatasu-1903	252	15	.	.	PUNCT
cieatasu-1903	253	1	educause	educause	PROPN
cieatasu-1903	253	2	review	review	PROPN
cieatasu-1903	253	3	,	,	PUNCT
cieatasu-1903	253	4	55(1	55(1	NOUN
cieatasu-1903	253	5	)	)	PUNCT
cieatasu-1903	253	6	,	,	PUNCT
cieatasu-1903	253	7	47–54	47–54	NUM
cieatasu-1903	253	8	black	black	NOUN
cieatasu-1903	253	9	,	,	PUNCT
cieatasu-1903	253	10	n.	n.	NOUN
cieatasu-1903	253	11	(	(	PUNCT
cieatasu-1903	253	12	1996	1996	NUM
cieatasu-1903	253	13	)	)	PUNCT
cieatasu-1903	253	14	.	.	PUNCT
cieatasu-1903	254	1	why	why	SCONJ
cieatasu-1903	254	2	we	we	PRON
cieatasu-1903	254	3	need	need	VERB
cieatasu-1903	254	4	observational	observational	ADJ
cieatasu-1903	254	5	studies	study	NOUN
cieatasu-1903	254	6	to	to	PART
cieatasu-1903	254	7	evaluate	evaluate	VERB
cieatasu-1903	254	8	the	the	DET
cieatasu-1903	254	9	effectiveness	effectiveness	NOUN
cieatasu-1903	254	10	of	of	ADP
cieatasu-1903	254	11	health	health	NOUN
cieatasu-1903	254	12	care	care	NOUN
cieatasu-1903	254	13	.	.	PUNCT
cieatasu-1903	255	1	british	british	ADJ
cieatasu-1903	255	2	medical	medical	PROPN
cieatasu-1903	255	3	journal	journal	PROPN
cieatasu-1903	255	4	,	,	PUNCT
cieatasu-1903	255	5	312(5	312(5	NUM
cieatasu-1903	255	6	)	)	PUNCT
cieatasu-1903	255	7	,	,	PUNCT
cieatasu-1903	255	8	1215–1218	1215–1218	NUM
cieatasu-1903	255	9	.	.	PUNCT
cieatasu-1903	256	1	https://www.ncbi.nlm.nih.gov/pmc/articles/pmc2350940/pdf/bmj00541-0043.pdf	https://www.ncbi.nlm.nih.gov/pmc/articles/pmc2350940/pdf/bmj00541-0043.pdf	NOUN
cieatasu-1903	256	2	brookhart	brookhart	NOUN
cieatasu-1903	256	3	,	,	PUNCT
cieatasu-1903	256	4	m.	m.	NOUN
cieatasu-1903	256	5	a.	a.	PROPN
cieatasu-1903	256	6	,	,	PUNCT
cieatasu-1903	256	7	et	et	PROPN
cieatasu-1903	256	8	al	al	PROPN
cieatasu-1903	256	9	(	(	PUNCT
cieatasu-1903	256	10	2006	2006	NUM
cieatasu-1903	256	11	)	)	PUNCT
cieatasu-1903	256	12	.	.	PUNCT
cieatasu-1903	257	1	variable	variable	ADJ
cieatasu-1903	257	2	selection	selection	NOUN
cieatasu-1903	257	3	for	for	ADP
cieatasu-1903	257	4	propensity	propensity	NOUN
cieatasu-1903	257	5	score	score	NOUN
cieatasu-1903	257	6	models	model	NOUN
cieatasu-1903	257	7	.	.	PUNCT
cieatasu-1903	258	1	american	american	ADJ
cieatasu-1903	258	2	journal	journal	PROPN
cieatasu-1903	258	3	of	of	ADP
cieatasu-1903	258	4	epidemiology	epidemiology	NOUN
cieatasu-1903	258	5	,	,	PUNCT
cieatasu-1903	258	6	163(12	163(12	NUM
cieatasu-1903	258	7	)	)	PUNCT
cieatasu-1903	258	8	,	,	PUNCT
cieatasu-1903	258	9	1149–1156	1149–1156	NUM
cieatasu-1903	258	10	.	.	PUNCT
cieatasu-1903	259	1	caron	caron	PROPN
cieatasu-1903	259	2	,	,	PUNCT
cieatasu-1903	259	3	m.	m.	NOUN
cieatasu-1903	259	4	,	,	PUNCT
cieatasu-1903	259	5	choquet	choquet	NOUN
cieatasu-1903	259	6	-	-	PUNCT
cieatasu-1903	259	7	kastylevsky	kastylevsky	NOUN
cieatasu-1903	259	8	,	,	PUNCT
cieatasu-1903	259	9	g.	g.	PROPN
cieatasu-1903	259	10	,	,	PUNCT
cieatasu-1903	259	11	&	&	CCONJ
cieatasu-1903	259	12	joubert	joubert	PROPN
cieatasu-1903	259	13	-	-	PUNCT
cieatasu-1903	259	14	caron	caron	PROPN
cieatasu-1903	259	15	,	,	PUNCT
cieatasu-1903	259	16	r.	r.	PROPN
cieatasu-1903	259	17	(	(	PUNCT
cieatasu-1903	259	18	2007	2007	NUM
cieatasu-1903	259	19	)	)	PUNCT
cieatasu-1903	259	20	.	.	PUNCT
cieatasu-1903	260	1	cancer	cancer	NOUN
cieatasu-1903	260	2	immunomics	immunomic	NOUN
cieatasu-1903	260	3	using	use	VERB
cieatasu-1903	260	4	autoantibody	autoantibody	ADJ
cieatasu-1903	260	5	signatures	signature	NOUN
cieatasu-1903	260	6	for	for	ADP
cieatasu-1903	260	7	biomarker	biomarker	NOUN
cieatasu-1903	260	8	discovery	discovery	NOUN
cieatasu-1903	260	9	.	.	PUNCT
cieatasu-1903	261	1	molecular	molecular	ADJ
cieatasu-1903	261	2	&	&	CCONJ
cieatasu-1903	261	3	cellular	cellular	ADJ
cieatasu-1903	261	4	proteomics	proteomic	NOUN
cieatasu-1903	261	5	,	,	PUNCT
cieatasu-1903	261	6	6(7	6(7	NUM
cieatasu-1903	261	7	)	)	PUNCT
cieatasu-1903	261	8	,	,	PUNCT
cieatasu-1903	261	9	1115–1122	1115–1122	NUM
cieatasu-1903	261	10	.	.	PUNCT
cieatasu-1903	262	1	chow	chow	PROPN
cieatasu-1903	262	2	,	,	PUNCT
cieatasu-1903	262	3	n.	n.	NOUN
cieatasu-1903	262	4	,	,	PUNCT
cieatasu-1903	262	5	gallo	gallo	PROPN
cieatasu-1903	262	6	,	,	PUNCT
cieatasu-1903	262	7	l.	l.	PROPN
cieatasu-1903	262	8	,	,	PUNCT
cieatasu-1903	262	9	&	&	CCONJ
cieatasu-1903	262	10	busse	busse	PROPN
cieatasu-1903	262	11	,	,	PUNCT
cieatasu-1903	262	12	j.w	j.w	PROPN
cieatasu-1903	262	13	.	.	PROPN
cieatasu-1903	262	14	(	(	PUNCT
cieatasu-1903	262	15	2018	2018	NUM
cieatasu-1903	262	16	)	)	PUNCT
cieatasu-1903	262	17	.	.	PUNCT
cieatasu-1903	263	1	evidence	evidence	NOUN
cieatasu-1903	263	2	-	-	PUNCT
cieatasu-1903	263	3	based	base	VERB
cieatasu-1903	263	4	medicine	medicine	NOUN
cieatasu-1903	263	5	and	and	CCONJ
cieatasu-1903	263	6	precision	precision	NOUN
cieatasu-1903	263	7	medicine	medicine	NOUN
cieatasu-1903	263	8	:	:	PUNCT
cieatasu-1903	263	9	complementary	complementary	ADJ
cieatasu-1903	263	10	approaches	approach	NOUN
cieatasu-1903	263	11	to	to	ADP
cieatasu-1903	263	12	clinical	clinical	ADJ
cieatasu-1903	263	13	decision	decision	NOUN
cieatasu-1903	263	14	-	-	PUNCT
cieatasu-1903	263	15	making	making	NOUN
cieatasu-1903	263	16	.	.	PUNCT
cieatasu-1903	264	1	precision	precision	NOUN
cieatasu-1903	264	2	clinical	clinical	ADJ
cieatasu-1903	264	3	medicine	medicine	NOUN
cieatasu-1903	264	4	,	,	PUNCT
cieatasu-1903	264	5	1(2	1(2	NUM
cieatasu-1903	264	6	)	)	PUNCT
cieatasu-1903	264	7	,	,	PUNCT
cieatasu-1903	264	8	60–64	60–64	PROPN
cieatasu-1903	264	9	.	.	PUNCT
cieatasu-1903	264	10	colver	colver	NOUN
cieatasu-1903	264	11	,	,	PUNCT
cieatasu-1903	264	12	m.	m.	NOUN
cieatasu-1903	264	13	(	(	PUNCT
cieatasu-1903	264	14	2018	2018	NUM
cieatasu-1903	264	15	)	)	PUNCT
cieatasu-1903	264	16	.	.	PUNCT
cieatasu-1903	265	1	the	the	DET
cieatasu-1903	265	2	lifecycle	lifecycle	NOUN
cieatasu-1903	265	3	of	of	ADP
cieatasu-1903	265	4	sustainable	sustainable	ADJ
cieatasu-1903	265	5	analytics	analytic	NOUN
cieatasu-1903	265	6	:	:	PUNCT
cieatasu-1903	265	7	from	from	ADP
cieatasu-1903	265	8	data	data	NOUN
cieatasu-1903	265	9	collection	collection	NOUN
cieatasu-1903	265	10	to	to	PART
cieatasu-1903	265	11	change	change	VERB
cieatasu-1903	265	12	management	management	NOUN
cieatasu-1903	265	13	.	.	PUNCT
cieatasu-1903	266	1	office	office	NOUN
cieatasu-1903	266	2	of	of	ADP
cieatasu-1903	266	3	student	student	NOUN
cieatasu-1903	266	4	analytics	analytic	NOUN
cieatasu-1903	266	5	,	,	PUNCT
cieatasu-1903	266	6	utah	utah	PROPN
cieatasu-1903	266	7	state	state	PROPN
cieatasu-1903	266	8	university	university	PROPN
cieatasu-1903	266	9	.	.	PUNCT
cieatasu-1903	267	1	csikszentmihalyi	csikszentmihalyi	PROPN
cieatasu-1903	267	2	,	,	PUNCT
cieatasu-1903	267	3	m.	m.	NOUN
cieatasu-1903	267	4	(	(	PUNCT
cieatasu-1903	267	5	2009	2009	NUM
cieatasu-1903	267	6	)	)	PUNCT
cieatasu-1903	267	7	.	.	PUNCT
cieatasu-1903	268	1	flow	flow	NOUN
cieatasu-1903	268	2	:	:	PUNCT
cieatasu-1903	268	3	the	the	DET
cieatasu-1903	268	4	psychology	psychology	NOUN
cieatasu-1903	268	5	of	of	ADP
cieatasu-1903	268	6	optimal	optimal	ADJ
cieatasu-1903	268	7	experience	experience	NOUN
cieatasu-1903	268	8	.	.	PUNCT
cieatasu-1903	269	1	harper	harper	NOUN
cieatasu-1903	269	2	collins	collins	PROPN
cieatasu-1903	269	3	.	.	PUNCT
cieatasu-1903	270	1	dowd	dowd	PROPN
cieatasu-1903	270	2	,	,	PUNCT
cieatasu-1903	270	3	a.	a.	NOUN
cieatasu-1903	270	4	(	(	PUNCT
cieatasu-1903	270	5	2005	2005	NUM
cieatasu-1903	270	6	)	)	PUNCT
cieatasu-1903	270	7	.	.	PUNCT
cieatasu-1903	271	1	data	datum	NOUN
cieatasu-1903	271	2	do	do	AUX
cieatasu-1903	271	3	n’t	not	PART
cieatasu-1903	271	4	drive	drive	VERB
cieatasu-1903	271	5	:	:	PUNCT
cieatasu-1903	271	6	building	build	VERB
cieatasu-1903	271	7	a	a	DET
cieatasu-1903	271	8	practitioner	practitioner	NOUN
cieatasu-1903	271	9	-	-	PUNCT
cieatasu-1903	271	10	driven	drive	VERB
cieatasu-1903	271	11	culture	culture	NOUN
cieatasu-1903	271	12	of	of	ADP
cieatasu-1903	271	13	inquiry	inquiry	NOUN
cieatasu-1903	271	14	to	to	PART
cieatasu-1903	271	15	assess	assess	VERB
cieatasu-1903	271	16	community	community	NOUN
cieatasu-1903	271	17	college	college	NOUN
cieatasu-1903	271	18	performance	performance	NOUN
cieatasu-1903	271	19	.	.	PUNCT
cieatasu-1903	272	1	[	[	X
cieatasu-1903	272	2	report	report	NOUN
cieatasu-1903	272	3	]	]	PUNCT
cieatasu-1903	272	4	.	.	PUNCT
cieatasu-1903	273	1	lumina	lumina	PROPN
cieatasu-1903	273	2	foundation	foundation	PROPN
cieatasu-1903	273	3	for	for	ADP
cieatasu-1903	273	4	education	education	NOUN
cieatasu-1903	273	5	research	research	NOUN
cieatasu-1903	273	6	.	.	PUNCT
cieatasu-1903	274	1	https://files.eric.ed.gov/fulltext/ed499777.pdf	https://files.eric.ed.gov/fulltext/ed499777.pdf	X
cieatasu-1903	274	2	eyal	eyal	PROPN
cieatasu-1903	274	3	,	,	PUNCT
cieatasu-1903	274	4	n.	n.	PROPN
cieatasu-1903	274	5	(	(	PUNCT
cieatasu-1903	274	6	2014	2014	NUM
cieatasu-1903	274	7	)	)	PUNCT
cieatasu-1903	274	8	.	.	PUNCT
cieatasu-1903	275	1	hooked	hook	VERB
cieatasu-1903	275	2	:	:	PUNCT
cieatasu-1903	275	3	how	how	SCONJ
cieatasu-1903	275	4	to	to	PART
cieatasu-1903	275	5	build	build	VERB
cieatasu-1903	275	6	habit	habit	NOUN
cieatasu-1903	275	7	-	-	PUNCT
cieatasu-1903	275	8	forming	form	VERB
cieatasu-1903	275	9	products	product	NOUN
cieatasu-1903	275	10	.	.	PUNCT
cieatasu-1903	276	1	penguin	penguin	NOUN
cieatasu-1903	276	2	group	group	NOUN
cieatasu-1903	276	3	.	.	PUNCT
cieatasu-1903	277	1	franklin	franklin	PROPN
cieatasu-1903	277	2	,	,	PUNCT
cieatasu-1903	277	3	j.	j.	PROPN
cieatasu-1903	277	4	m.	m.	PROPN
cieatasu-1903	277	5	,	,	PUNCT
cieatasu-1903	277	6	glynn	glynn	PROPN
cieatasu-1903	277	7	,	,	PUNCT
cieatasu-1903	277	8	r.j	r.j	PROPN
cieatasu-1903	277	9	.	.	PROPN
cieatasu-1903	277	10	,	,	PUNCT
cieatasu-1903	277	11	martin	martin	PROPN
cieatasu-1903	277	12	,	,	PUNCT
cieatasu-1903	277	13	d.	d.	PROPN
cieatasu-1903	277	14	,	,	PUNCT
cieatasu-1903	277	15	&	&	CCONJ
cieatasu-1903	277	16	schneeweiss	schneeweiss	PROPN
cieatasu-1903	277	17	,	,	PUNCT
cieatasu-1903	277	18	s.	s.	PROPN
cieatasu-1903	277	19	(	(	PUNCT
cieatasu-1903	277	20	2019	2019	NUM
cieatasu-1903	277	21	)	)	PUNCT
cieatasu-1903	277	22	.	.	PUNCT
cieatasu-1903	278	1	evaluating	evaluate	VERB
cieatasu-1903	278	2	the	the	DET
cieatasu-1903	278	3	use	use	NOUN
cieatasu-1903	278	4	of	of	ADP
cieatasu-1903	278	5	nonrandomized	nonrandomize	VERB
cieatasu-1903	278	6	real	real	ADJ
cieatasu-1903	278	7	-	-	PUNCT
cieatasu-1903	278	8	world	world	NOUN
cieatasu-1903	278	9	data	datum	NOUN
cieatasu-1903	278	10	analyses	analysis	NOUN
cieatasu-1903	278	11	for	for	ADP
cieatasu-1903	278	12	regulatory	regulatory	ADJ
cieatasu-1903	278	13	decision	decision	NOUN
cieatasu-1903	278	14	making	making	NOUN
cieatasu-1903	278	15	.	.	PUNCT
cieatasu-1903	279	1	clinical	clinical	ADJ
cieatasu-1903	279	2	pharmacology	pharmacology	NOUN
cieatasu-1903	279	3	&	&	CCONJ
cieatasu-1903	279	4	therapeutics	therapeutic	NOUN
cieatasu-1903	279	5	,	,	PUNCT
cieatasu-1903	279	6	105(4	105(4	NUM
cieatasu-1903	279	7	)	)	PUNCT
cieatasu-1903	279	8	,	,	PUNCT
cieatasu-1903	279	9	867–877	867–877	NUM
cieatasu-1903	279	10	.	.	PUNCT
cieatasu-1903	280	1	gagliardo	gagliardo	PROPN
cieatasu-1903	280	2	,	,	PUNCT
cieatasu-1903	280	3	j.	j.	PROPN
cieatasu-1903	280	4	,	,	PUNCT
cieatasu-1903	280	5	&	&	CCONJ
cieatasu-1903	280	6	turk	turk	PROPN
cieatasu-1903	280	7	,	,	PUNCT
cieatasu-1903	280	8	j.	j.	PROPN
cieatasu-1903	280	9	(	(	PUNCT
cieatasu-1903	280	10	2017	2017	NUM
cieatasu-1903	280	11	)	)	PUNCT
cieatasu-1903	280	12	.	.	PUNCT
cieatasu-1903	281	1	the	the	DET
cieatasu-1903	281	2	data	data	NOUN
cieatasu-1903	281	3	-	-	PUNCT
cieatasu-1903	281	4	enabled	enable	VERB
cieatasu-1903	281	5	executive	executive	NOUN
cieatasu-1903	281	6	:	:	PUNCT
cieatasu-1903	281	7	using	use	VERB
cieatasu-1903	281	8	analytics	analytic	NOUN
cieatasu-1903	281	9	for	for	ADP
cieatasu-1903	281	10	student	student	NOUN
cieatasu-1903	281	11	success	success	NOUN
cieatasu-1903	281	12	and	and	CCONJ
cieatasu-1903	281	13	sustainability	sustainability	NOUN
cieatasu-1903	281	14	.	.	PUNCT
cieatasu-1903	282	1	american	american	PROPN
cieatasu-1903	282	2	council	council	PROPN
cieatasu-1903	282	3	on	on	ADP
cieatasu-1903	282	4	education	education	NOUN
cieatasu-1903	282	5	.	.	PUNCT
cieatasu-1903	283	1	hibbard	hibbard	PROPN
cieatasu-1903	283	2	,	,	PUNCT
cieatasu-1903	283	3	j.	j.	PROPN
cieatasu-1903	283	4	,	,	PUNCT
cieatasu-1903	283	5	stockard	stockard	PROPN
cieatasu-1903	283	6	,	,	PUNCT
cieatasu-1903	283	7	j.	j.	PROPN
cieatasu-1903	283	8	,	,	PUNCT
cieatasu-1903	283	9	mahoney	mahoney	PROPN
cieatasu-1903	283	10	,	,	PUNCT
cieatasu-1903	283	11	e.	e.	PROPN
cieatasu-1903	283	12	,	,	PUNCT
cieatasu-1903	283	13	&	&	CCONJ
cieatasu-1903	283	14	tusler	tusler	PROPN
cieatasu-1903	283	15	,	,	PUNCT
cieatasu-1903	283	16	m.	m.	NOUN
cieatasu-1903	283	17	(	(	PUNCT
cieatasu-1903	283	18	2004	2004	NUM
cieatasu-1903	283	19	)	)	PUNCT
cieatasu-1903	283	20	.	.	PUNCT
cieatasu-1903	284	1	development	development	NOUN
cieatasu-1903	284	2	of	of	ADP
cieatasu-1903	284	3	the	the	DET
cieatasu-1903	284	4	patient	patient	ADJ
cieatasu-1903	284	5	activation	activation	NOUN
cieatasu-1903	284	6	measure	measure	NOUN
cieatasu-1903	284	7	(	(	PUNCT
cieatasu-1903	284	8	pam	pam	NOUN
cieatasu-1903	284	9	):	):	PUNCT
cieatasu-1903	284	10	conceptualizing	conceptualize	VERB
cieatasu-1903	284	11	and	and	CCONJ
cieatasu-1903	284	12	measuring	measure	VERB
cieatasu-1903	284	13	activation	activation	NOUN
cieatasu-1903	284	14	in	in	ADP
cieatasu-1903	284	15	patients	patient	NOUN
cieatasu-1903	284	16	and	and	CCONJ
cieatasu-1903	284	17	consumers	consumer	NOUN
cieatasu-1903	284	18	.	.	PUNCT
cieatasu-1903	285	1	health	health	NOUN
cieatasu-1903	285	2	services	service	NOUN
cieatasu-1903	285	3	research	research	NOUN
cieatasu-1903	285	4	,	,	PUNCT
cieatasu-1903	285	5	39(4p1	39(4p1	NUM
cieatasu-1903	285	6	)	)	PUNCT
cieatasu-1903	285	7	,	,	PUNCT
cieatasu-1903	285	8	1005–1026	1005–1026	NUM
cieatasu-1903	285	9	.	.	PUNCT
cieatasu-1903	286	1	hao	hao	PROPN
cieatasu-1903	286	2	,	,	PUNCT
cieatasu-1903	286	3	k.	k.	PROPN
cieatasu-1903	286	4	(	(	PUNCT
cieatasu-1903	286	5	2019	2019	NUM
cieatasu-1903	286	6	,	,	PUNCT
cieatasu-1903	286	7	aug	aug	PROPN
cieatasu-1903	286	8	2	2	NUM
cieatasu-1903	286	9	)	)	PUNCT
cieatasu-1903	286	10	.	.	PUNCT
cieatasu-1903	287	1	china	china	PROPN
cieatasu-1903	287	2	has	have	AUX
cieatasu-1903	287	3	started	start	VERB
cieatasu-1903	287	4	a	a	DET
cieatasu-1903	287	5	grand	grand	ADJ
cieatasu-1903	287	6	experiment	experiment	NOUN
cieatasu-1903	287	7	in	in	ADP
cieatasu-1903	287	8	ai	ai	PROPN
cieatasu-1903	287	9	education	education	NOUN
cieatasu-1903	287	10	.	.	PUNCT
cieatasu-1903	288	1	it	it	PRON
cieatasu-1903	288	2	could	could	AUX
cieatasu-1903	288	3	reshape	reshape	VERB
cieatasu-1903	288	4	how	how	SCONJ
cieatasu-1903	288	5	the	the	DET
cieatasu-1903	288	6	world	world	NOUN
cieatasu-1903	288	7	runs	run	VERB
cieatasu-1903	288	8	.	.	PUNCT
cieatasu-1903	289	1	mit	mit	PROPN
cieatasu-1903	289	2	technology	technology	PROPN
cieatasu-1903	289	3	review	review	NOUN
cieatasu-1903	289	4	.	.	PUNCT
cieatasu-1903	290	1	https://medium.com/mit-technologyreview/china-has-started-a-grand-experiment-in-ai-education-it-could-reshape-how-theworld-learns-c771f5980deb	https://medium.com/mit-technologyreview/china-has-started-a-grand-experiment-in-ai-education-it-could-reshape-how-theworld-learns-c771f5980deb	PROPN
cieatasu-1903	290	2	hill	hill	PROPN
cieatasu-1903	290	3	j.	j.	PROPN
cieatasu-1903	290	4	&	&	CCONJ
cieatasu-1903	290	5	su	su	PROPN
cieatasu-1903	290	6	,	,	PUNCT
cieatasu-1903	290	7	y.	y.	PROPN
cieatasu-1903	290	8	(	(	PUNCT
cieatasu-1903	290	9	2013	2013	NUM
cieatasu-1903	290	10	)	)	PUNCT
cieatasu-1903	290	11	.	.	PUNCT
cieatasu-1903	291	1	assessing	assess	VERB
cieatasu-1903	291	2	lack	lack	NOUN
cieatasu-1903	291	3	of	of	ADP
cieatasu-1903	291	4	common	common	ADJ
cieatasu-1903	291	5	support	support	NOUN
cieatasu-1903	291	6	in	in	ADP
cieatasu-1903	291	7	causal	causal	ADJ
cieatasu-1903	291	8	inference	inference	NOUN
cieatasu-1903	291	9	using	use	VERB
cieatasu-1903	291	10	bayesian	bayesian	NOUN
cieatasu-1903	291	11	nonparametrics	nonparametric	NOUN
cieatasu-1903	291	12	:	:	PUNCT
cieatasu-1903	291	13	implications	implication	NOUN
cieatasu-1903	291	14	for	for	ADP
cieatasu-1903	291	15	evaluating	evaluate	VERB
cieatasu-1903	291	16	the	the	DET
cieatasu-1903	291	17	effect	effect	NOUN
cieatasu-1903	291	18	of	of	ADP
cieatasu-1903	291	19	breastfeeding	breastfeed	VERB
cieatasu-1903	291	20	on	on	ADP
cieatasu-1903	291	21	children	child	NOUN
cieatasu-1903	291	22	’s	’s	PART
cieatasu-1903	291	23	cognitive	cognitive	ADJ
cieatasu-1903	291	24	outcomes	outcome	NOUN
cieatasu-1903	291	25	.	.	PUNCT
cieatasu-1903	292	1	annals	annal	NOUN
cieatasu-1903	292	2	of	of	ADP
cieatasu-1903	292	3	applied	applied	ADJ
cieatasu-1903	292	4	statistics	statistic	NOUN
cieatasu-1903	292	5	,	,	PUNCT
cieatasu-1903	292	6	7(3	7(3	NUM
cieatasu-1903	292	7	)	)	PUNCT
cieatasu-1903	292	8	,	,	PUNCT
cieatasu-1903	292	9	1386–1420	1386–1420	NUM
cieatasu-1903	292	10	.	.	PUNCT
cieatasu-1903	293	1	jones	jones	PROPN
cieatasu-1903	293	2	p.	p.	PROPN
cieatasu-1903	293	3	,	,	PUNCT
cieatasu-1903	293	4	&	&	CCONJ
cieatasu-1903	293	5	agusti	agusti	PROPN
cieatasu-1903	293	6	,	,	PUNCT
cieatasu-1903	293	7	a.	a.	NOUN
cieatasu-1903	293	8	(	(	PUNCT
cieatasu-1903	293	9	2006	2006	NUM
cieatasu-1903	293	10	)	)	PUNCT
cieatasu-1903	293	11	.	.	PUNCT
cieatasu-1903	294	1	outcomes	outcome	NOUN
cieatasu-1903	294	2	and	and	CCONJ
cieatasu-1903	294	3	markers	marker	NOUN
cieatasu-1903	294	4	in	in	ADP
cieatasu-1903	294	5	the	the	DET
cieatasu-1903	294	6	assessment	assessment	NOUN
cieatasu-1903	294	7	of	of	ADP
cieatasu-1903	294	8	chronic	chronic	ADJ
cieatasu-1903	294	9	obstructive	obstructive	ADJ
cieatasu-1903	294	10	pulmonary	pulmonary	ADJ
cieatasu-1903	294	11	disease	disease	NOUN
cieatasu-1903	294	12	.	.	PUNCT
cieatasu-1903	295	1	european	european	ADJ
cieatasu-1903	295	2	respiratory	respiratory	ADJ
cieatasu-1903	295	3	journal	journal	NOUN
cieatasu-1903	295	4	,	,	PUNCT
cieatasu-1903	295	5	27(4	27(4	PROPN
cieatasu-1903	295	6	)	)	PUNCT
cieatasu-1903	295	7	,	,	PUNCT
cieatasu-1903	295	8	822–832	822–832	NUM
cieatasu-1903	295	9	.	.	PUNCT
cieatasu-1903	296	1	https://www.ncbi.nlm.nih.gov/pmc/articles/pmc2350940/pdf/bmj00541-0043.pdf	https://www.ncbi.nlm.nih.gov/pmc/articles/pmc2350940/pdf/bmj00541-0043.pdf	NOUN
cieatasu-1903	296	2	https://www.ncbi.nlm.nih.gov/pmc/articles/pmc2350940/pdf/bmj00541-0043.pdf	https://www.ncbi.nlm.nih.gov/pmc/articles/pmc2350940/pdf/bmj00541-0043.pdf	NOUN
cieatasu-1903	296	3	https://files.eric.ed.gov/fulltext/ed499777.pdf	https://files.eric.ed.gov/fulltext/ed499777.pdf	PRON
cieatasu-1903	296	4	https://files.eric.ed.gov/fulltext/ed499777.pdf	https://files.eric.ed.gov/fulltext/ed499777.pdf	ADV
cieatasu-1903	296	5	https://medium.com/mit-technology-review/china-has-started-a-grand-experiment-in-ai-education-it-could-reshape-how-the-world-learns-c771f5980deb	https://medium.com/mit-technology-review/china-has-started-a-grand-experiment-in-ai-education-it-could-reshape-how-the-world-learns-c771f5980deb	ADV
cieatasu-1903	296	6	https://medium.com/mit-technology-review/china-has-started-a-grand-experiment-in-ai-education-it-could-reshape-how-the-world-learns-c771f5980deb	https://medium.com/mit-technology-review/china-has-started-a-grand-experiment-in-ai-education-it-could-reshape-how-the-world-learns-c771f5980deb	VERB
cieatasu-1903	296	7	https://medium.com/mit-technology-review/china-has-started-a-grand-experiment-in-ai-education-it-could-reshape-how-the-world-learns-c771f5980deb	https://medium.com/mit-technology-review/china-has-started-a-grand-experiment-in-ai-education-it-could-reshape-how-the-world-learns-c771f5980deb	VERB
cieatasu-1903	296	8	kil	kil	PROPN
cieatasu-1903	296	9	et	et	PROPN
cieatasu-1903	296	10	al	al	PROPN
cieatasu-1903	296	11	:	:	PUNCT
cieatasu-1903	296	12	catalyzing	catalyze	VERB
cieatasu-1903	296	13	a	a	DET
cieatasu-1903	296	14	culture	culture	NOUN
cieatasu-1903	296	15	of	of	ADP
cieatasu-1903	296	16	care	care	NOUN
cieatasu-1903	296	17	and	and	CCONJ
cieatasu-1903	296	18	innovation	innovation	NOUN
cieatasu-1903	296	19	current	current	ADJ
cieatasu-1903	296	20	issues	issue	NOUN
cieatasu-1903	296	21	in	in	ADP
cieatasu-1903	296	22	education	education	NOUN
cieatasu-1903	296	23	,	,	PUNCT
cieatasu-1903	296	24	22(1	22(1	NUM
cieatasu-1903	296	25	)	)	PUNCT
cieatasu-1903	296	26	17	17	NUM
cieatasu-1903	296	27	kil	kil	PROPN
cieatasu-1903	296	28	,	,	PUNCT
cieatasu-1903	296	29	d.	d.	PROPN
cieatasu-1903	296	30	,	,	PUNCT
cieatasu-1903	296	31	shin	shin	PROPN
cieatasu-1903	296	32	,	,	PUNCT
cieatasu-1903	296	33	f.	f.	PROPN
cieatasu-1903	296	34	,	,	PUNCT
cieatasu-1903	296	35	&	&	CCONJ
cieatasu-1903	296	36	pottschmidt	pottschmidt	PROPN
cieatasu-1903	296	37	,	,	PUNCT
cieatasu-1903	296	38	d.	d.	PROPN
cieatasu-1903	296	39	(	(	PUNCT
cieatasu-1903	296	40	2004	2004	NUM
cieatasu-1903	296	41	)	)	PUNCT
cieatasu-1903	296	42	.	.	PUNCT
cieatasu-1903	297	1	propensity	propensity	NOUN
cieatasu-1903	297	2	score	score	NOUN
cieatasu-1903	297	3	primer	primer	NOUN
cieatasu-1903	297	4	with	with	ADP
cieatasu-1903	297	5	extensions	extension	NOUN
cieatasu-1903	297	6	to	to	ADP
cieatasu-1903	297	7	propensity	propensity	NOUN
cieatasu-1903	297	8	score	score	NOUN
cieatasu-1903	297	9	shaping	shaping	NOUN
cieatasu-1903	297	10	and	and	CCONJ
cieatasu-1903	297	11	dynamic	dynamic	ADJ
cieatasu-1903	297	12	impact	impact	NOUN
cieatasu-1903	297	13	analysis	analysis	NOUN
cieatasu-1903	297	14	.	.	PUNCT
cieatasu-1903	298	1	paper	paper	NOUN
cieatasu-1903	298	2	presented	present	VERB
cieatasu-1903	298	3	at	at	ADP
cieatasu-1903	298	4	the	the	DET
cieatasu-1903	298	5	disease	disease	NOUN
cieatasu-1903	298	6	management	management	PROPN
cieatasu-1903	298	7	association	association	PROPN
cieatasu-1903	298	8	of	of	ADP
cieatasu-1903	298	9	america	america	PROPN
cieatasu-1903	298	10	conference	conference	PROPN
cieatasu-1903	298	11	,	,	PUNCT
cieatasu-1903	298	12	orlando	orlando	PROPN
cieatasu-1903	298	13	,	,	PUNCT
cieatasu-1903	298	14	fl	fl	PROPN
cieatasu-1903	298	15	.	.	PROPN
cieatasu-1903	298	16	king	king	PROPN
cieatasu-1903	298	17	g.	g.	PROPN
cieatasu-1903	298	18	,	,	PUNCT
cieatasu-1903	298	19	&	&	CCONJ
cieatasu-1903	298	20	nielsen	nielsen	PROPN
cieatasu-1903	298	21	,	,	PUNCT
cieatasu-1903	298	22	r.	r.	PROPN
cieatasu-1903	298	23	(	(	PUNCT
cieatasu-1903	298	24	2019	2019	NUM
cieatasu-1903	298	25	)	)	PUNCT
cieatasu-1903	298	26	why	why	SCONJ
cieatasu-1903	298	27	propensity	propensity	NOUN
cieatasu-1903	298	28	scores	score	NOUN
cieatasu-1903	298	29	should	should	AUX
cieatasu-1903	298	30	not	not	PART
cieatasu-1903	298	31	be	be	AUX
cieatasu-1903	298	32	used	use	VERB
cieatasu-1903	298	33	for	for	ADP
cieatasu-1903	298	34	matching	match	VERB
cieatasu-1903	298	35	.	.	PUNCT
cieatasu-1903	299	1	political	political	ADJ
cieatasu-1903	299	2	analysis	analysis	NOUN
cieatasu-1903	299	3	,	,	PUNCT
cieatasu-1903	299	4	27(4	27(4	NOUN
cieatasu-1903	299	5	)	)	PUNCT
cieatasu-1903	299	6	.	.	PUNCT
cieatasu-1903	300	1	https://doi.org/10.1017/pan.2019.11	https://doi.org/10.1017/pan.2019.11	PRON
cieatasu-1903	300	2	lakos	lakos	ADJ
cieatasu-1903	300	3	,	,	PUNCT
cieatasu-1903	300	4	a.	a.	NOUN
cieatasu-1903	300	5	,	,	PUNCT
cieatasu-1903	300	6	&	&	CCONJ
cieatasu-1903	300	7	phipps	phipps	PROPN
cieatasu-1903	300	8	,	,	PUNCT
cieatasu-1903	300	9	s.	s.	PROPN
cieatasu-1903	300	10	(	(	PUNCT
cieatasu-1903	300	11	2004	2004	NUM
cieatasu-1903	300	12	)	)	PUNCT
cieatasu-1903	300	13	.	.	PUNCT
cieatasu-1903	301	1	creating	create	VERB
cieatasu-1903	301	2	a	a	DET
cieatasu-1903	301	3	culture	culture	NOUN
cieatasu-1903	301	4	of	of	ADP
cieatasu-1903	301	5	assessment	assessment	NOUN
cieatasu-1903	301	6	:	:	PUNCT
cieatasu-1903	301	7	a	a	DET
cieatasu-1903	301	8	catalyst	catalyst	NOUN
cieatasu-1903	301	9	for	for	ADP
cieatasu-1903	301	10	organizational	organizational	ADJ
cieatasu-1903	301	11	change	change	NOUN
cieatasu-1903	301	12	.	.	PUNCT
cieatasu-1903	302	1	libraries	library	NOUN
cieatasu-1903	302	2	and	and	CCONJ
cieatasu-1903	302	3	the	the	DET
cieatasu-1903	302	4	academy	academy	NOUN
cieatasu-1903	302	5	,	,	PUNCT
cieatasu-1903	302	6	4(3	4(3	NUM
cieatasu-1903	302	7	)	)	PUNCT
cieatasu-1903	302	8	,	,	PUNCT
cieatasu-1903	302	9	345–361	345–361	NUM
cieatasu-1903	302	10	.	.	PUNCT
cieatasu-1903	303	1	https://escholarship.org/uc/item/0843106w	https://escholarship.org/uc/item/0843106w	ADJ
cieatasu-1903	303	2	leacy	leacy	NOUN
cieatasu-1903	303	3	,	,	PUNCT
cieatasu-1903	303	4	f.	f.	PROPN
cieatasu-1903	303	5	,	,	PUNCT
cieatasu-1903	303	6	&	&	CCONJ
cieatasu-1903	303	7	stuart	stuart	PROPN
cieatasu-1903	303	8	,	,	PUNCT
cieatasu-1903	303	9	e.	e.	PROPN
cieatasu-1903	303	10	(	(	PUNCT
cieatasu-1903	303	11	2014	2014	NUM
cieatasu-1903	303	12	)	)	PUNCT
cieatasu-1903	303	13	.	.	PUNCT
cieatasu-1903	304	1	on	on	ADP
cieatasu-1903	304	2	the	the	DET
cieatasu-1903	304	3	use	use	NOUN
cieatasu-1903	304	4	of	of	ADP
cieatasu-1903	304	5	propensity	propensity	NOUN
cieatasu-1903	304	6	and	and	CCONJ
cieatasu-1903	304	7	prognostic	prognostic	ADJ
cieatasu-1903	304	8	scores	score	NOUN
cieatasu-1903	304	9	in	in	ADP
cieatasu-1903	304	10	estimation	estimation	NOUN
cieatasu-1903	304	11	of	of	ADP
cieatasu-1903	304	12	the	the	DET
cieatasu-1903	304	13	average	average	ADJ
cieatasu-1903	304	14	treatment	treatment	NOUN
cieatasu-1903	304	15	effect	effect	NOUN
cieatasu-1903	304	16	on	on	ADP
cieatasu-1903	304	17	the	the	DET
cieatasu-1903	304	18	treated	treat	VERB
cieatasu-1903	304	19	:	:	PUNCT
cieatasu-1903	304	20	a	a	DET
cieatasu-1903	304	21	simulation	simulation	NOUN
cieatasu-1903	304	22	approach	approach	NOUN
cieatasu-1903	304	23	.	.	PUNCT
cieatasu-1903	305	1	statistics	statistic	NOUN
cieatasu-1903	305	2	in	in	ADP
cieatasu-1903	305	3	medicine	medicine	NOUN
cieatasu-1903	305	4	,	,	PUNCT
cieatasu-1903	305	5	33(20	33(20	NUM
cieatasu-1903	305	6	)	)	PUNCT
cieatasu-1903	305	7	,	,	PUNCT
cieatasu-1903	305	8	3488–3508	3488–3508	NUM
cieatasu-1903	305	9	.	.	PUNCT
cieatasu-1903	306	1	mandinach	mandinach	PROPN
cieatasu-1903	306	2	,	,	PUNCT
cieatasu-1903	306	3	e.	e.	PROPN
cieatasu-1903	306	4	,	,	PUNCT
cieatasu-1903	306	5	&	&	CCONJ
cieatasu-1903	306	6	jackson	jackson	PROPN
cieatasu-1903	306	7	,	,	PUNCT
cieatasu-1903	306	8	s.	s.	PROPN
cieatasu-1903	306	9	(	(	PUNCT
cieatasu-1903	306	10	2012	2012	NUM
cieatasu-1903	306	11	)	)	PUNCT
cieatasu-1903	306	12	.	.	PUNCT
cieatasu-1903	307	1	transforming	transform	VERB
cieatasu-1903	307	2	teaching	teaching	NOUN
cieatasu-1903	307	3	and	and	CCONJ
cieatasu-1903	307	4	learning	learn	VERB
cieatasu-1903	307	5	through	through	ADP
cieatasu-1903	307	6	data	data	NOUN
cieatasu-1903	307	7	-	-	PUNCT
cieatasu-1903	307	8	driven	drive	VERB
cieatasu-1903	307	9	decision	decision	NOUN
cieatasu-1903	307	10	making	making	NOUN
cieatasu-1903	307	11	.	.	PUNCT
cieatasu-1903	308	1	corwin	corwin	PROPN
cieatasu-1903	308	2	and	and	CCONJ
cieatasu-1903	308	3	sage	sage	NOUN
cieatasu-1903	308	4	.	.	PUNCT
cieatasu-1903	309	1	mccall	mccall	PROPN
cieatasu-1903	309	2	,	,	PUNCT
cieatasu-1903	309	3	n.	n.	PROPN
cieatasu-1903	309	4	,	,	PUNCT
cieatasu-1903	309	5	cromwell	cromwell	PROPN
cieatasu-1903	309	6	,	,	PUNCT
cieatasu-1903	309	7	j.	j.	PROPN
cieatasu-1903	309	8	,	,	PUNCT
cieatasu-1903	309	9	urato	urato	NOUN
cieatasu-1903	309	10	,	,	PUNCT
cieatasu-1903	309	11	c.	c.	PROPN
cieatasu-1903	309	12	,	,	PUNCT
cieatasu-1903	309	13	&	&	CCONJ
cieatasu-1903	309	14	rabiner	rabiner	PROPN
cieatasu-1903	309	15	,	,	PUNCT
cieatasu-1903	309	16	d.	d.	PROPN
cieatasu-1903	309	17	(	(	PUNCT
cieatasu-1903	309	18	2008	2008	NUM
cieatasu-1903	309	19	)	)	PUNCT
cieatasu-1903	309	20	.	.	PUNCT
cieatasu-1903	310	1	evaluation	evaluation	NOUN
cieatasu-1903	310	2	of	of	ADP
cieatasu-1903	310	3	phase	phase	NOUN
cieatasu-1903	310	4	1	1	NUM
cieatasu-1903	310	5	of	of	ADP
cieatasu-1903	310	6	the	the	DET
cieatasu-1903	310	7	medicare	medicare	PROPN
cieatasu-1903	310	8	health	health	PROPN
cieatasu-1903	310	9	support	support	PROPN
cieatasu-1903	310	10	pilot	pilot	NOUN
cieatasu-1903	310	11	program	program	NOUN
cieatasu-1903	310	12	under	under	ADP
cieatasu-1903	310	13	traditional	traditional	ADJ
cieatasu-1903	310	14	fee	fee	NOUN
cieatasu-1903	310	15	-	-	PUNCT
cieatasu-1903	310	16	for	for	ADP
cieatasu-1903	310	17	-	-	PUNCT
cieatasu-1903	310	18	service	service	NOUN
cieatasu-1903	310	19	medicare	medicare	PROPN
cieatasu-1903	310	20	:	:	PUNCT
cieatasu-1903	310	21	18month	18month	NUM
cieatasu-1903	310	22	interim	interim	ADJ
cieatasu-1903	310	23	analysis	analysis	NOUN
cieatasu-1903	310	24	.	.	PUNCT
cieatasu-1903	311	1	report	report	NOUN
cieatasu-1903	311	2	to	to	ADP
cieatasu-1903	311	3	congress	congress	PROPN
cieatasu-1903	311	4	,	,	PUNCT
cieatasu-1903	311	5	cms	cms	NOUN
cieatasu-1903	311	6	contract	contract	NOUN
cieatasu-1903	311	7	no	no	INTJ
cieatasu-1903	311	8	.	.	NOUN
cieatasu-1903	312	1	500	500	NUM
cieatasu-1903	312	2	-	-	PUNCT
cieatasu-1903	312	3	00	00	NUM
cieatasu-1903	312	4	-	-	PUNCT
cieatasu-1903	312	5	0022	0022	NUM
cieatasu-1903	312	6	.	.	PUNCT
cieatasu-1903	313	1	milliron	milliron	PROPN
cieatasu-1903	313	2	,	,	PUNCT
cieatasu-1903	313	3	m.	m.	NOUN
cieatasu-1903	313	4	,	,	PUNCT
cieatasu-1903	313	5	kil	kil	PROPN
cieatasu-1903	313	6	,	,	PUNCT
cieatasu-1903	313	7	d.	d.	PROPN
cieatasu-1903	313	8	,	,	PUNCT
cieatasu-1903	313	9	malcolm	malcolm	PROPN
cieatasu-1903	313	10	,	,	PUNCT
cieatasu-1903	313	11	l.	l.	PROPN
cieatasu-1903	313	12	,	,	PUNCT
cieatasu-1903	313	13	&	&	CCONJ
cieatasu-1903	313	14	gee	gee	PROPN
cieatasu-1903	313	15	,	,	PUNCT
cieatasu-1903	313	16	g.	g.	PROPN
cieatasu-1903	313	17	(	(	PUNCT
cieatasu-1903	313	18	2017	2017	NUM
cieatasu-1903	313	19	)	)	PUNCT
cieatasu-1903	313	20	.	.	PUNCT
cieatasu-1903	314	1	from	from	ADP
cieatasu-1903	314	2	innovation	innovation	NOUN
cieatasu-1903	314	3	to	to	PART
cieatasu-1903	314	4	impact	impact	VERB
cieatasu-1903	314	5	:	:	PUNCT
cieatasu-1903	314	6	how	how	SCONJ
cieatasu-1903	314	7	higher	high	ADJ
cieatasu-1903	314	8	education	education	NOUN
cieatasu-1903	314	9	can	can	AUX
cieatasu-1903	314	10	evaluate	evaluate	VERB
cieatasu-1903	314	11	innovation	innovation	NOUN
cieatasu-1903	314	12	’s	’s	PART
cieatasu-1903	314	13	impact	impact	NOUN
cieatasu-1903	314	14	and	and	CCONJ
cieatasu-1903	314	15	more	more	ADV
cieatasu-1903	314	16	precisely	precisely	ADV
cieatasu-1903	314	17	scale	scale	NOUN
cieatasu-1903	314	18	student	student	NOUN
cieatasu-1903	314	19	support	support	NOUN
cieatasu-1903	314	20	.	.	PUNCT
cieatasu-1903	315	1	planning	plan	VERB
cieatasu-1903	315	2	for	for	ADP
cieatasu-1903	315	3	higher	high	ADJ
cieatasu-1903	315	4	education	education	NOUN
cieatasu-1903	315	5	journal	journal	NOUN
cieatasu-1903	315	6	,	,	PUNCT
cieatasu-1903	315	7	45n4	45n4	NUM
cieatasu-1903	315	8	.	.	PUNCT
cieatasu-1903	316	1	national	national	ADJ
cieatasu-1903	316	2	academies	academy	NOUN
cieatasu-1903	316	3	of	of	ADP
cieatasu-1903	316	4	sciences	science	NOUN
cieatasu-1903	316	5	,	,	PUNCT
cieatasu-1903	316	6	engineering	engineering	NOUN
cieatasu-1903	316	7	,	,	PUNCT
cieatasu-1903	316	8	and	and	CCONJ
cieatasu-1903	316	9	medicine	medicine	NOUN
cieatasu-1903	316	10	.	.	PUNCT
cieatasu-1903	317	1	(	(	PUNCT
cieatasu-1903	317	2	2019	2019	NUM
cieatasu-1903	317	3	)	)	PUNCT
cieatasu-1903	317	4	.	.	PUNCT
cieatasu-1903	318	1	examining	examine	VERB
cieatasu-1903	318	2	the	the	DET
cieatasu-1903	318	3	impact	impact	NOUN
cieatasu-1903	318	4	of	of	ADP
cieatasu-1903	318	5	real	real	ADJ
cieatasu-1903	318	6	-	-	PUNCT
cieatasu-1903	318	7	world	world	NOUN
cieatasu-1903	318	8	evidence	evidence	NOUN
cieatasu-1903	318	9	on	on	ADP
cieatasu-1903	318	10	medical	medical	ADJ
cieatasu-1903	318	11	product	product	NOUN
cieatasu-1903	318	12	development	development	NOUN
cieatasu-1903	318	13	:	:	PUNCT
cieatasu-1903	318	14	proceedings	proceeding	NOUN
cieatasu-1903	318	15	of	of	ADP
cieatasu-1903	318	16	a	a	DET
cieatasu-1903	318	17	workshop	workshop	NOUN
cieatasu-1903	318	18	series	series	NOUN
cieatasu-1903	318	19	.	.	PUNCT
cieatasu-1903	319	1	the	the	DET
cieatasu-1903	319	2	national	national	PROPN
cieatasu-1903	319	3	academies	academies	PROPN
cieatasu-1903	319	4	press	press	PROPN
cieatasu-1903	319	5	.	.	PUNCT
cieatasu-1903	320	1	oreopoulos	oreopoulos	PROPN
cieatasu-1903	320	2	,	,	PUNCT
cieatasu-1903	320	3	p.	p.	NOUN
cieatasu-1903	320	4	,	,	PUNCT
cieatasu-1903	320	5	&	&	CCONJ
cieatasu-1903	320	6	petronijevic	petronijevic	PROPN
cieatasu-1903	320	7	,	,	PUNCT
cieatasu-1903	320	8	u.	u.	PROPN
cieatasu-1903	320	9	(	(	PUNCT
cieatasu-1903	320	10	2019	2019	NUM
cieatasu-1903	320	11	)	)	PUNCT
cieatasu-1903	320	12	.	.	PUNCT
cieatasu-1903	321	1	the	the	DET
cieatasu-1903	321	2	remarkable	remarkable	ADJ
cieatasu-1903	321	3	unresponsiveness	unresponsiveness	NOUN
cieatasu-1903	321	4	of	of	ADP
cieatasu-1903	321	5	college	college	NOUN
cieatasu-1903	321	6	students	student	NOUN
cieatasu-1903	321	7	to	to	ADP
cieatasu-1903	321	8	nudging	nudge	VERB
cieatasu-1903	321	9	and	and	CCONJ
cieatasu-1903	321	10	what	what	PRON
cieatasu-1903	321	11	we	we	PRON
cieatasu-1903	321	12	can	can	AUX
cieatasu-1903	321	13	learn	learn	VERB
cieatasu-1903	321	14	from	from	ADP
cieatasu-1903	321	15	it	it	PRON
cieatasu-1903	321	16	.	.	PUNCT
cieatasu-1903	322	1	working	work	VERB
cieatasu-1903	322	2	paper	paper	NOUN
cieatasu-1903	322	3	26059	26059	NUM
cieatasu-1903	322	4	.	.	PUNCT
cieatasu-1903	323	1	nber	nber	PROPN
cieatasu-1903	323	2	.	.	PUNCT
cieatasu-1903	323	3	owens	owens	PROPN
cieatasu-1903	323	4	,	,	PUNCT
cieatasu-1903	323	5	d.	d.	PROPN
cieatasu-1903	323	6	,	,	PUNCT
cieatasu-1903	323	7	shachter	shachter	PROPN
cieatasu-1903	323	8	,	,	PUNCT
cieatasu-1903	323	9	r.	r.	PROPN
cieatasu-1903	323	10	,	,	PUNCT
cieatasu-1903	323	11	&	&	CCONJ
cieatasu-1903	323	12	nease	nease	PROPN
cieatasu-1903	323	13	,	,	PUNCT
cieatasu-1903	323	14	r.	r.	PROPN
cieatasu-1903	323	15	(	(	PUNCT
cieatasu-1903	323	16	1997	1997	NUM
cieatasu-1903	323	17	)	)	PUNCT
cieatasu-1903	323	18	.	.	PUNCT
cieatasu-1903	324	1	representation	representation	NOUN
cieatasu-1903	324	2	and	and	CCONJ
cieatasu-1903	324	3	analysis	analysis	NOUN
cieatasu-1903	324	4	of	of	ADP
cieatasu-1903	324	5	medical	medical	ADJ
cieatasu-1903	324	6	decision	decision	NOUN
cieatasu-1903	324	7	problems	problem	NOUN
cieatasu-1903	324	8	with	with	ADP
cieatasu-1903	324	9	influence	influence	NOUN
cieatasu-1903	324	10	diagrams	diagram	NOUN
cieatasu-1903	324	11	.	.	PUNCT
cieatasu-1903	325	1	medical	medical	ADJ
cieatasu-1903	325	2	decision	decision	NOUN
cieatasu-1903	325	3	making	making	NOUN
cieatasu-1903	325	4	,	,	PUNCT
cieatasu-1903	325	5	17	17	NUM
cieatasu-1903	325	6	,	,	PUNCT
cieatasu-1903	325	7	241–252	241–252	NUM
cieatasu-1903	325	8	paunesku	paunesku	NOUN
cieatasu-1903	325	9	,	,	PUNCT
cieatasu-1903	325	10	d.	d.	PROPN
cieatasu-1903	325	11	,	,	PUNCT
cieatasu-1903	325	12	et	et	PROPN
cieatasu-1903	325	13	al	al	PROPN
cieatasu-1903	325	14	(	(	PUNCT
cieatasu-1903	325	15	2019	2019	NUM
cieatasu-1903	325	16	)	)	PUNCT
cieatasu-1903	325	17	.	.	PUNCT
cieatasu-1903	326	1	mind	mind	NOUN
cieatasu-1903	326	2	-	-	PUNCT
cieatasu-1903	326	3	set	set	VERB
cieatasu-1903	326	4	interventions	intervention	NOUN
cieatasu-1903	326	5	are	be	AUX
cieatasu-1903	326	6	a	a	DET
cieatasu-1903	326	7	scalable	scalable	ADJ
cieatasu-1903	326	8	treatment	treatment	NOUN
cieatasu-1903	326	9	for	for	ADP
cieatasu-1903	326	10	academic	academic	ADJ
cieatasu-1903	326	11	underachievement	underachievement	NOUN
cieatasu-1903	326	12	.	.	PUNCT
cieatasu-1903	327	1	psychological	psychological	ADJ
cieatasu-1903	327	2	science	science	NOUN
cieatasu-1903	327	3	,	,	PUNCT
cieatasu-1903	327	4	26(6	26(6	NUM
cieatasu-1903	327	5	)	)	PUNCT
cieatasu-1903	327	6	,	,	PUNCT
cieatasu-1903	327	7	784–793	784–793	NUM
cieatasu-1903	327	8	romero	romero	PROPN
cieatasu-1903	327	9	,	,	PUNCT
cieatasu-1903	327	10	c.	c.	PROPN
cieatasu-1903	327	11	,	,	PUNCT
cieatasu-1903	327	12	ventura	ventura	PROPN
cieatasu-1903	327	13	,	,	PUNCT
cieatasu-1903	327	14	s.	s.	PROPN
cieatasu-1903	327	15	,	,	PUNCT
cieatasu-1903	327	16	pechenizkiy	pechenizkiy	NOUN
cieatasu-1903	327	17	,	,	PUNCT
cieatasu-1903	327	18	m.	m.	NOUN
cieatasu-1903	327	19	,	,	PUNCT
cieatasu-1903	327	20	&	&	CCONJ
cieatasu-1903	327	21	baker	baker	PROPN
cieatasu-1903	327	22	,	,	PUNCT
cieatasu-1903	327	23	r.	r.	PROPN
cieatasu-1903	327	24	(	(	PUNCT
cieatasu-1903	327	25	2011	2011	NUM
cieatasu-1903	327	26	)	)	PUNCT
cieatasu-1903	327	27	.	.	PUNCT
cieatasu-1903	328	1	handbook	handbook	NOUN
cieatasu-1903	328	2	of	of	ADP
cieatasu-1903	328	3	educational	educational	ADJ
cieatasu-1903	328	4	data	datum	NOUN
cieatasu-1903	328	5	mining	mining	NOUN
cieatasu-1903	328	6	.	.	PUNCT
cieatasu-1903	329	1	crc	crc	PROPN
cieatasu-1903	329	2	press	press	PROPN
cieatasu-1903	329	3	.	.	PUNCT
cieatasu-1903	330	1	rosenbaum	rosenbaum	PROPN
cieatasu-1903	330	2	,	,	PUNCT
cieatasu-1903	330	3	p.	p.	PROPN
cieatasu-1903	330	4	,	,	PUNCT
cieatasu-1903	330	5	&	&	CCONJ
cieatasu-1903	330	6	rubin	rubin	PROPN
cieatasu-1903	330	7	,	,	PUNCT
cieatasu-1903	330	8	d.	d.	PROPN
cieatasu-1903	330	9	(	(	PUNCT
cieatasu-1903	330	10	1983	1983	NUM
cieatasu-1903	330	11	)	)	PUNCT
cieatasu-1903	330	12	.	.	PUNCT
cieatasu-1903	331	1	the	the	DET
cieatasu-1903	331	2	central	central	ADJ
cieatasu-1903	331	3	role	role	NOUN
cieatasu-1903	331	4	of	of	ADP
cieatasu-1903	331	5	the	the	DET
cieatasu-1903	331	6	propensity	propensity	NOUN
cieatasu-1903	331	7	score	score	NOUN
cieatasu-1903	331	8	in	in	ADP
cieatasu-1903	331	9	observational	observational	ADJ
cieatasu-1903	331	10	studies	study	NOUN
cieatasu-1903	331	11	for	for	ADP
cieatasu-1903	331	12	causal	causal	ADJ
cieatasu-1903	331	13	effects	effect	NOUN
cieatasu-1903	331	14	.	.	PUNCT
cieatasu-1903	332	1	biometrika	biometrika	NOUN
cieatasu-1903	332	2	,	,	PUNCT
cieatasu-1903	332	3	70(1	70(1	NOUN
cieatasu-1903	332	4	)	)	PUNCT
cieatasu-1903	332	5	,	,	PUNCT
cieatasu-1903	332	6	41–55	41–55	NUM
cieatasu-1903	332	7	vermorel	vermorel	NOUN
cieatasu-1903	332	8	,	,	PUNCT
cieatasu-1903	332	9	j.	j.	PROPN
cieatasu-1903	332	10	,	,	PUNCT
cieatasu-1903	332	11	&	&	CCONJ
cieatasu-1903	332	12	mohri	mohri	PROPN
cieatasu-1903	332	13	,	,	PUNCT
cieatasu-1903	332	14	m.	m.	NOUN
cieatasu-1903	332	15	(	(	PUNCT
cieatasu-1903	332	16	2005	2005	NUM
cieatasu-1903	332	17	)	)	PUNCT
cieatasu-1903	332	18	.	.	PUNCT
cieatasu-1903	333	1	multi	multi	ADJ
cieatasu-1903	333	2	-	-	ADJ
cieatasu-1903	333	3	armed	armed	ADJ
cieatasu-1903	333	4	bandit	bandit	NOUN
cieatasu-1903	333	5	algorithms	algorithm	NOUN
cieatasu-1903	333	6	and	and	CCONJ
cieatasu-1903	333	7	empirical	empirical	ADJ
cieatasu-1903	333	8	evaluation	evaluation	NOUN
cieatasu-1903	333	9	.	.	PUNCT
cieatasu-1903	334	1	ecml	ecml	PROPN
cieatasu-1903	334	2	,	,	PUNCT
cieatasu-1903	334	3	lnai	lnai	ADJ
cieatasu-1903	334	4	3720	3720	NUM
cieatasu-1903	334	5	,	,	PUNCT
cieatasu-1903	334	6	437–448	437–448	NUM
cieatasu-1903	334	7	wager	wager	NOUN
cieatasu-1903	334	8	,	,	PUNCT
cieatasu-1903	334	9	s.	s.	PROPN
cieatasu-1903	334	10	,	,	PUNCT
cieatasu-1903	334	11	&	&	CCONJ
cieatasu-1903	334	12	athey	athey	PROPN
cieatasu-1903	334	13	,	,	PUNCT
cieatasu-1903	334	14	s.	s.	PROPN
cieatasu-1903	334	15	(	(	PUNCT
cieatasu-1903	334	16	2018	2018	NUM
cieatasu-1903	334	17	)	)	PUNCT
cieatasu-1903	334	18	.	.	PUNCT
cieatasu-1903	335	1	estimation	estimation	NOUN
cieatasu-1903	335	2	and	and	CCONJ
cieatasu-1903	335	3	inference	inference	NOUN
cieatasu-1903	335	4	of	of	ADP
cieatasu-1903	335	5	heterogeneous	heterogeneous	ADJ
cieatasu-1903	335	6	treatment	treatment	NOUN
cieatasu-1903	335	7	effects	effect	NOUN
cieatasu-1903	335	8	using	use	VERB
cieatasu-1903	335	9	random	random	ADJ
cieatasu-1903	335	10	forests	forest	NOUN
cieatasu-1903	335	11	.	.	PUNCT
cieatasu-1903	336	1	journal	journal	NOUN
cieatasu-1903	336	2	of	of	ADP
cieatasu-1903	336	3	the	the	DET
cieatasu-1903	336	4	american	american	ADJ
cieatasu-1903	336	5	statistical	statistical	ADJ
cieatasu-1903	336	6	associatiion	associatiion	NOUN
cieatasu-1903	336	7	,	,	PUNCT
cieatasu-1903	336	8	113(523	113(523	NUM
cieatasu-1903	336	9	)	)	PUNCT
cieatasu-1903	336	10	,	,	PUNCT
cieatasu-1903	336	11	1228	1228	NUM
cieatasu-1903	336	12	–	–	PUNCT
cieatasu-1903	336	13	1242	1242	NUM
cieatasu-1903	336	14	walton	walton	PROPN
cieatasu-1903	336	15	,	,	PUNCT
cieatasu-1903	336	16	g.	g.	PROPN
cieatasu-1903	336	17	(	(	PUNCT
cieatasu-1903	336	18	2014	2014	NUM
cieatasu-1903	336	19	)	)	PUNCT
cieatasu-1903	336	20	.	.	PUNCT
cieatasu-1903	337	1	the	the	DET
cieatasu-1903	337	2	new	new	ADJ
cieatasu-1903	337	3	science	science	NOUN
cieatasu-1903	337	4	of	of	ADP
cieatasu-1903	337	5	wise	wise	ADJ
cieatasu-1903	337	6	psychological	psychological	ADJ
cieatasu-1903	337	7	interventions	intervention	NOUN
cieatasu-1903	337	8	.	.	PUNCT
cieatasu-1903	338	1	current	current	ADJ
cieatasu-1903	338	2	directions	direction	NOUN
cieatasu-1903	338	3	in	in	ADP
cieatasu-1903	338	4	psychological	psychological	ADJ
cieatasu-1903	338	5	science	science	NOUN
cieatasu-1903	338	6	,	,	PUNCT
cieatasu-1903	338	7	23(1	23(1	NUM
cieatasu-1903	338	8	)	)	PUNCT
cieatasu-1903	338	9	,	,	PUNCT
cieatasu-1903	338	10	73–82	73–82	NUM
cieatasu-1903	338	11	.	.	PUNCT
cieatasu-1903	339	1	who	who	PRON
cieatasu-1903	339	2	.	.	PUNCT
cieatasu-1903	340	1	(	(	PUNCT
cieatasu-1903	340	2	2002	2002	NUM
cieatasu-1903	340	3	)	)	PUNCT
cieatasu-1903	340	4	.	.	PUNCT
cieatasu-1903	341	1	the	the	DET
cieatasu-1903	341	2	importance	importance	NOUN
cieatasu-1903	341	3	of	of	ADP
cieatasu-1903	341	4	pharmacovigilance	pharmacovigilance	NOUN
cieatasu-1903	341	5	:	:	PUNCT
cieatasu-1903	341	6	self	self	NOUN
cieatasu-1903	341	7	-	-	PUNCT
cieatasu-1903	341	8	monitoring	monitoring	NOUN
cieatasu-1903	341	9	of	of	ADP
cieatasu-1903	341	10	medicinal	medicinal	ADJ
cieatasu-1903	341	11	products	product	NOUN
cieatasu-1903	341	12	.	.	PUNCT
cieatasu-1903	342	1	author	author	NOUN
cieatasu-1903	342	2	.	.	PUNCT
cieatasu-1903	343	1	wwc	wwc	PROPN
cieatasu-1903	343	2	(	(	PUNCT
cieatasu-1903	343	3	2019	2019	NUM
cieatasu-1903	343	4	,	,	PUNCT
cieatasu-1903	343	5	nov	nov	PROPN
cieatasu-1903	343	6	)	)	PUNCT
cieatasu-1903	343	7	.	.	PUNCT
cieatasu-1903	344	1	what	what	PRON
cieatasu-1903	344	2	works	work	VERB
cieatasu-1903	344	3	clearinghouse	clearinghouse	NOUN
cieatasu-1903	344	4	standards	standard	NOUN
cieatasu-1903	344	5	handbook	handbook	VERB
cieatasu-1903	344	6	version	version	NOUN
cieatasu-1903	344	7	4.1	4.1	NUM
cieatasu-1903	344	8	.	.	PUNCT
cieatasu-1903	345	1	http://ies.ed.gov	http://ies.ed.gov	PROPN
cieatasu-1903	345	2	.	.	PUNCT
cieatasu-1903	346	1	yeager	yeager	PROPN
cieatasu-1903	346	2	,	,	PUNCT
cieatasu-1903	346	3	d.	d.	PROPN
cieatasu-1903	346	4	,	,	PUNCT
cieatasu-1903	346	5	&	&	CCONJ
cieatasu-1903	346	6	walton	walton	PROPN
cieatasu-1903	346	7	,	,	PUNCT
cieatasu-1903	346	8	g.	g.	PROPN
cieatasu-1903	346	9	(	(	PUNCT
cieatasu-1903	346	10	2011	2011	NUM
cieatasu-1903	346	11	)	)	PUNCT
cieatasu-1903	346	12	.	.	PUNCT
cieatasu-1903	347	1	social	social	ADJ
cieatasu-1903	347	2	-	-	PUNCT
cieatasu-1903	347	3	psychological	psychological	ADJ
cieatasu-1903	347	4	interventions	intervention	NOUN
cieatasu-1903	347	5	in	in	ADP
cieatasu-1903	347	6	education	education	NOUN
cieatasu-1903	347	7	:	:	PUNCT
cieatasu-1903	347	8	they	they	PRON
cieatasu-1903	347	9	’re	’re	VERB
cieatasu-1903	347	10	not	not	PART
cieatasu-1903	347	11	magic	magic	ADJ
cieatasu-1903	347	12	.	.	PUNCT
cieatasu-1903	348	1	review	review	NOUN
cieatasu-1903	348	2	of	of	ADP
cieatasu-1903	348	3	educational	educational	ADJ
cieatasu-1903	348	4	research	research	NOUN
cieatasu-1903	348	5	,	,	PUNCT
cieatasu-1903	348	6	81(2	81(2	NUM
cieatasu-1903	348	7	)	)	PUNCT
cieatasu-1903	348	8	,	,	PUNCT
cieatasu-1903	348	9	267–301	267–301	NUM
cieatasu-1903	348	10	https://gking.harvard.edu/publications/why-propensity-scores-should-not-be-used-formatching	https://gking.harvard.edu/publications/why-propensity-scores-should-not-be-used-formatching	NOUN
cieatasu-1903	348	11	https://gking.harvard.edu/publications/why-propensity-scores-should-not-be-used-formatching	https://gking.harvard.edu/publications/why-propensity-scores-should-not-be-used-formatching	NOUN
cieatasu-1903	348	12	https://doi.org/10.1017/pan.2019.11	https://doi.org/10.1017/pan.2019.11	NOUN
cieatasu-1903	348	13	https://escholarship.org/content/qt0843106w/qt0843106w.pdf	https://escholarship.org/content/qt0843106w/qt0843106w.pdf	PROPN
cieatasu-1903	348	14	https://escholarship.org/uc/item/0843106w	https://escholarship.org/uc/item/0843106w	PROPN
cieatasu-1903	348	15	what%20works%20clearinghouse%20standards%20handbook%20version%204.1	what%20works%20clearinghouse%20standards%20handbook%20version%204.1	PROPN
cieatasu-1903	348	16	http://ies.ed.gov/	http://ies.ed.gov/	PROPN
cieatasu-1903	348	17	kil	kil	PROPN
cieatasu-1903	348	18	et	et	PROPN
cieatasu-1903	348	19	al	al	PROPN
cieatasu-1903	348	20	.	.	PROPN
cieatasu-1903	348	21	:	:	PUNCT
cieatasu-1903	348	22	catalyzing	catalyze	VERB
cieatasu-1903	348	23	a	a	DET
cieatasu-1903	348	24	culture	culture	NOUN
cieatasu-1903	348	25	of	of	ADP
cieatasu-1903	348	26	care	care	NOUN
cieatasu-1903	348	27	and	and	CCONJ
cieatasu-1903	348	28	innovation	innovation	NOUN
cieatasu-1903	348	29	18	18	NUM
cieatasu-1903	348	30	yeager	yeager	PROPN
cieatasu-1903	348	31	d.	d.	PROPN
cieatasu-1903	348	32	,	,	PUNCT
cieatasu-1903	348	33	et	et	PROPN
cieatasu-1903	348	34	al	al	PROPN
cieatasu-1903	348	35	,	,	PUNCT
cieatasu-1903	348	36	(	(	PUNCT
cieatasu-1903	348	37	2019	2019	NUM
cieatasu-1903	348	38	,	,	PUNCT
cieatasu-1903	348	39	aug	aug	PROPN
cieatasu-1903	348	40	)	)	PUNCT
cieatasu-1903	348	41	.	.	PUNCT
cieatasu-1903	349	1	a	a	DET
cieatasu-1903	349	2	national	national	ADJ
cieatasu-1903	349	3	experiment	experiment	NOUN
cieatasu-1903	349	4	reveals	reveal	VERB
cieatasu-1903	349	5	where	where	SCONJ
cieatasu-1903	349	6	a	a	DET
cieatasu-1903	349	7	growth	growth	NOUN
cieatasu-1903	349	8	mindset	mindset	NOUN
cieatasu-1903	349	9	improves	improve	VERB
cieatasu-1903	349	10	achievement	achievement	NOUN
cieatasu-1903	349	11	.	.	PUNCT
cieatasu-1903	350	1	nature	nature	NOUN
cieatasu-1903	350	2	.	.	PUNCT
cieatasu-1903	351	1	https://doi.org/10.1038/s41586-019-1466-y	https://doi.org/10.1038/s41586-019-1466-y	PROPN
cieatasu-1903	351	2	author	author	NOUN
cieatasu-1903	351	3	notes	note	VERB
cieatasu-1903	351	4	david	david	PROPN
cieatasu-1903	351	5	kil	kil	PROPN
cieatasu-1903	351	6	chief	chief	PROPN
cieatasu-1903	351	7	data	datum	NOUN
cieatasu-1903	351	8	scientist	scientist	NOUN
cieatasu-1903	351	9	,	,	PUNCT
cieatasu-1903	351	10	civitas	civita	NOUN
cieatasu-1903	351	11	learning	learn	VERB
cieatasu-1903	351	12	david.kil@civitaslearning.com	david.kil@civitaslearning.com	PROPN
cieatasu-1903	351	13	angela	angela	PROPN
cieatasu-1903	351	14	baldasare	baldasare	VERB
cieatasu-1903	351	15	senior	senior	ADJ
cieatasu-1903	351	16	principal	principal	ADJ
cieatasu-1903	351	17	strategic	strategic	ADJ
cieatasu-1903	351	18	consultant	consultant	NOUN
cieatasu-1903	351	19	,	,	PUNCT
cieatasu-1903	352	1	civitas	civita	NOUN
cieatasu-1903	352	2	learning	learn	VERB
cieatasu-1903	352	3	angela.baldasare@civitaslearning.com	angela.baldasare@civitaslearning.com	X
cieatasu-1903	352	4	mark	mark	PROPN
cieatasu-1903	352	5	milliron	milliron	PROPN
cieatasu-1903	352	6	svp	svp	PROPN
cieatasu-1903	352	7	&	&	CCONJ
cieatasu-1903	352	8	executive	executive	PROPN
cieatasu-1903	352	9	dean	dean	NOUN
cieatasu-1903	352	10	of	of	ADP
cieatasu-1903	352	11	the	the	DET
cieatasu-1903	352	12	teachers	teachers	PROPN
cieatasu-1903	352	13	college	college	PROPN
cieatasu-1903	352	14	,	,	PUNCT
cieatasu-1903	352	15	western	western	ADJ
cieatasu-1903	352	16	governors	governor	NOUN
cieatasu-1903	352	17	university	university	NOUN
cieatasu-1903	352	18	mark.milliron@wgu.edu	mark.milliron@wgu.edu	PROPN
cieatasu-1903	352	19	guest	guest	NOUN
cieatasu-1903	352	20	editor	editor	NOUN
cieatasu-1903	352	21	notes	note	VERB
cieatasu-1903	352	22	sean	sean	PROPN
cieatasu-1903	352	23	m.	m.	NOUN
cieatasu-1903	352	24	leahy	leahy	PROPN
cieatasu-1903	352	25	,	,	PUNCT
cieatasu-1903	352	26	phd	phd	PROPN
cieatasu-1903	352	27	arizona	arizona	PROPN
cieatasu-1903	352	28	state	state	PROPN
cieatasu-1903	352	29	university	university	PROPN
cieatasu-1903	352	30	,	,	PUNCT
cieatasu-1903	352	31	director	director	NOUN
cieatasu-1903	352	32	of	of	ADP
cieatasu-1903	352	33	technology	technology	NOUN
cieatasu-1903	352	34	initiatives	initiative	NOUN
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cieatasu-1903	352	36	samantha	samantha	PROPN
cieatasu-1903	352	37	adams	adams	PROPN
cieatasu-1903	352	38	becker	becker	PROPN
cieatasu-1903	352	39	arizona	arizona	PROPN
cieatasu-1903	352	40	state	state	PROPN
cieatasu-1903	352	41	university	university	PROPN
cieatasu-1903	352	42	,	,	PUNCT
cieatasu-1903	352	43	executive	executive	ADJ
cieatasu-1903	352	44	director	director	NOUN
cieatasu-1903	352	45	,	,	PUNCT
cieatasu-1903	352	46	creative	creative	ADJ
cieatasu-1903	352	47	&	&	CCONJ
cieatasu-1903	352	48	communications	communication	NOUN
cieatasu-1903	352	49	,	,	PUNCT
cieatasu-1903	352	50	university	university	NOUN
cieatasu-1903	352	51	technology	technology	NOUN
cieatasu-1903	352	52	office	office	NOUN
cieatasu-1903	352	53	;	;	PUNCT
cieatasu-1903	352	54	community	community	NOUN
cieatasu-1903	352	55	director	director	NOUN
cieatasu-1903	352	56	,	,	PUNCT
cieatasu-1903	352	57	shapingedu	shapingedu	VERB
cieatasu-1903	352	58	sam.becker@asu.edu	sam.becker@asu.edu	NUM
cieatasu-1903	352	59	ben	ben	PROPN
cieatasu-1903	352	60	scragg	scragg	PROPN
cieatasu-1903	352	61	,	,	PUNCT
cieatasu-1903	352	62	ma	ma	PROPN
cieatasu-1903	352	63	,	,	PUNCT
cieatasu-1903	352	64	mba	mba	PROPN
cieatasu-1903	352	65	arizona	arizona	PROPN
cieatasu-1903	352	66	state	state	PROPN
cieatasu-1903	352	67	university	university	PROPN
cieatasu-1903	352	68	,	,	PUNCT
cieatasu-1903	352	69	director	director	NOUN
cieatasu-1903	352	70	of	of	ADP
cieatasu-1903	352	71	design	design	NOUN
cieatasu-1903	352	72	initiatives	initiative	NOUN
cieatasu-1903	352	73	bscragg@asu.edu	bscragg@asu.edu	VERB
cieatasu-1903	352	74	kim	kim	PROPN
cieatasu-1903	352	75	flintoff	flintoff	PROPN
cieatasu-1903	352	76	peter	peter	PROPN
cieatasu-1903	352	77	carnley	carnley	PROPN
cieatasu-1903	352	78	acs	acs	PROPN
cieatasu-1903	352	79	,	,	PUNCT
cieatasu-1903	353	1	tides	tide	NOUN
cieatasu-1903	353	2	coordinator	coordinator	NOUN
cieatasu-1903	353	3	kflintoff@pcacs.wa.edu.au	kflintoff@pcacs.wa.edu.au	PROPN
cieatasu-1903	353	4	https://www.nature.com/articles/s41586-019-1466-y.pdf	https://www.nature.com/articles/s41586-019-1466-y.pdf	PROPN
cieatasu-1903	353	5	https://doi.org/10.1038/s41586-019-1466-y	https://doi.org/10.1038/s41586-019-1466-y	PROPN
cieatasu-1903	353	6	mailto:david.kil@civitaslearning.com	mailto:david.kil@civitaslearning.com	X
cieatasu-1903	354	1	mailto:angela.baldasare@civitaslearning.com	mailto:angela.baldasare@civitaslearning.com	PROPN
cieatasu-1903	354	2	mailto:mark.milliron@wgu.edu	mailto:mark.milliron@wgu.edu	VERB
cieatasu-1903	354	3	mailto:sean.m.leahy@asu.edu	mailto:sean.m.leahy@asu.edu	PROPN
cieatasu-1903	354	4	mailto:sam.becker@asu.edu	mailto:sam.becker@asu.edu	NOUN
cieatasu-1903	354	5	mailto:bscragg@asu.edu	mailto:bscragg@asu.edu	PROPN
cieatasu-1903	354	6	mailto:kflintoff@pcacs.wa.edu.au	mailto:kflintoff@pcacs.wa.edu.au	PROPN
cieatasu-1903	354	7	kil	kil	PROPN
cieatasu-1903	354	8	et	et	PROPN
cieatasu-1903	354	9	al	al	PROPN
cieatasu-1903	354	10	:	:	PUNCT
cieatasu-1903	354	11	catalyzing	catalyze	VERB
cieatasu-1903	354	12	a	a	DET
cieatasu-1903	354	13	culture	culture	NOUN
cieatasu-1903	354	14	of	of	ADP
cieatasu-1903	354	15	care	care	NOUN
cieatasu-1903	354	16	and	and	CCONJ
cieatasu-1903	354	17	innovation	innovation	NOUN
cieatasu-1903	354	18	current	current	ADJ
cieatasu-1903	354	19	issues	issue	NOUN
cieatasu-1903	354	20	in	in	ADP
cieatasu-1903	354	21	education	education	NOUN
cieatasu-1903	354	22	,	,	PUNCT
cieatasu-1903	354	23	22(1	22(1	NUM
cieatasu-1903	354	24	)	)	PUNCT
cieatasu-1903	354	25	19	19	NUM
cieatasu-1903	354	26	volume	volume	NOUN
cieatasu-1903	354	27	22	22	NUM
cieatasu-1903	354	28	,	,	PUNCT
cieatasu-1903	354	29	issue	issue	NOUN
cieatasu-1903	354	30	1	1	NUM
cieatasu-1903	354	31	january	january	PROPN
cieatasu-1903	354	32	7	7	NUM
cieatasu-1903	354	33	,	,	PUNCT
cieatasu-1903	354	34	2021	2021	NUM
cieatasu-1903	354	35	issn	issn	PROPN
cieatasu-1903	354	36	1099	1099	NUM
cieatasu-1903	354	37	-	-	PUNCT
cieatasu-1903	354	38	839x	839x	NOUN
cieatasu-1903	354	39	readers	reader	NOUN
cieatasu-1903	354	40	are	be	AUX
cieatasu-1903	354	41	free	free	ADJ
cieatasu-1903	354	42	to	to	PART
cieatasu-1903	354	43	copy	copy	VERB
cieatasu-1903	354	44	,	,	PUNCT
cieatasu-1903	354	45	display	display	NOUN
cieatasu-1903	354	46	,	,	PUNCT
cieatasu-1903	354	47	and	and	CCONJ
cieatasu-1903	354	48	distribute	distribute	VERB
cieatasu-1903	354	49	this	this	DET
cieatasu-1903	354	50	article	article	NOUN
cieatasu-1903	354	51	,	,	PUNCT
cieatasu-1903	354	52	as	as	ADV
cieatasu-1903	354	53	long	long	ADV
cieatasu-1903	354	54	as	as	SCONJ
cieatasu-1903	354	55	the	the	DET
cieatasu-1903	354	56	work	work	NOUN
cieatasu-1903	354	57	is	be	AUX
cieatasu-1903	354	58	attributed	attribute	VERB
cieatasu-1903	354	59	to	to	ADP
cieatasu-1903	354	60	the	the	DET
cieatasu-1903	354	61	author(s	author(s	NOUN
cieatasu-1903	354	62	)	)	PUNCT
cieatasu-1903	354	63	and	and	CCONJ
cieatasu-1903	354	64	current	current	ADJ
cieatasu-1903	354	65	issues	issue	NOUN
cieatasu-1903	354	66	in	in	ADP
cieatasu-1903	354	67	education	education	NOUN
cieatasu-1903	354	68	(	(	PUNCT
cieatasu-1903	354	69	cie	cie	PROPN
cieatasu-1903	354	70	)	)	PUNCT
cieatasu-1903	354	71	,	,	PUNCT
cieatasu-1903	354	72	it	it	PRON
cieatasu-1903	354	73	is	be	AUX
cieatasu-1903	354	74	distributed	distribute	VERB
cieatasu-1903	354	75	for	for	ADP
cieatasu-1903	354	76	non	non	ADJ
cieatasu-1903	354	77	-	-	ADJ
cieatasu-1903	354	78	commercial	commercial	ADJ
cieatasu-1903	354	79	purposes	purpose	NOUN
cieatasu-1903	354	80	only	only	ADV
cieatasu-1903	354	81	,	,	PUNCT
cieatasu-1903	354	82	and	and	CCONJ
cieatasu-1903	354	83	no	no	DET
cieatasu-1903	354	84	alteration	alteration	NOUN
cieatasu-1903	354	85	or	or	CCONJ
cieatasu-1903	354	86	transformation	transformation	NOUN
cieatasu-1903	354	87	is	be	AUX
cieatasu-1903	354	88	made	make	VERB
cieatasu-1903	354	89	in	in	ADP
cieatasu-1903	354	90	the	the	DET
cieatasu-1903	354	91	work	work	NOUN
cieatasu-1903	354	92	.	.	PUNCT
cieatasu-1903	355	1	more	more	ADJ
cieatasu-1903	355	2	details	detail	NOUN
cieatasu-1903	355	3	of	of	ADP
cieatasu-1903	355	4	this	this	DET
cieatasu-1903	355	5	creative	creative	ADJ
cieatasu-1903	355	6	commons	common	NOUN
cieatasu-1903	355	7	license	license	NOUN
cieatasu-1903	355	8	are	be	AUX
cieatasu-1903	355	9	available	available	ADJ
cieatasu-1903	355	10	at	at	ADP
cieatasu-1903	355	11	http://creativecommons.org/licenses/by-nc-sa/3.0/.	http://creativecommons.org/licenses/by-nc-sa/3.0/.	NOUN
cieatasu-1903	355	12	all	all	DET
cieatasu-1903	355	13	other	other	ADJ
cieatasu-1903	355	14	uses	use	NOUN
cieatasu-1903	355	15	must	must	AUX
cieatasu-1903	355	16	be	be	AUX
cieatasu-1903	355	17	approved	approve	VERB
cieatasu-1903	355	18	by	by	ADP
cieatasu-1903	355	19	the	the	DET
cieatasu-1903	355	20	author(s	author(s	NOUN
cieatasu-1903	355	21	)	)	PUNCT
cieatasu-1903	355	22	or	or	CCONJ
cieatasu-1903	356	1	cie	cie	PROPN
cieatasu-1903	356	2	.	.	PUNCT
cieatasu-1903	357	1	requests	request	NOUN
cieatasu-1903	357	2	to	to	PART
cieatasu-1903	357	3	reprint	reprint	VERB
cieatasu-1903	357	4	cie	cie	PROPN
cieatasu-1903	357	5	articles	article	NOUN
cieatasu-1903	357	6	in	in	ADP
cieatasu-1903	357	7	other	other	ADJ
cieatasu-1903	357	8	journals	journal	NOUN
cieatasu-1903	357	9	should	should	AUX
cieatasu-1903	357	10	be	be	AUX
cieatasu-1903	357	11	addressed	address	VERB
cieatasu-1903	357	12	to	to	ADP
cieatasu-1903	357	13	the	the	DET
cieatasu-1903	357	14	author	author	NOUN
cieatasu-1903	357	15	.	.	PUNCT
cieatasu-1903	358	1	reprints	reprint	NOUN
cieatasu-1903	358	2	should	should	AUX
cieatasu-1903	358	3	credit	credit	VERB
cieatasu-1903	358	4	cie	cie	PROPN
cieatasu-1903	358	5	as	as	ADP
cieatasu-1903	358	6	the	the	DET
cieatasu-1903	358	7	original	original	ADJ
cieatasu-1903	358	8	publisher	publisher	NOUN
cieatasu-1903	358	9	and	and	CCONJ
cieatasu-1903	358	10	include	include	VERB
cieatasu-1903	358	11	the	the	DET
cieatasu-1903	358	12	url	url	NOUN
cieatasu-1903	358	13	of	of	ADP
cieatasu-1903	358	14	the	the	DET
cieatasu-1903	358	15	cie	cie	PROPN
cieatasu-1903	358	16	publication	publication	NOUN
cieatasu-1903	358	17	.	.	PUNCT
cieatasu-1903	359	1	cie	cie	PROPN
cieatasu-1903	359	2	is	be	AUX
cieatasu-1903	359	3	published	publish	VERB
cieatasu-1903	359	4	by	by	ADP
cieatasu-1903	359	5	the	the	DET
cieatasu-1903	359	6	mary	mary	PROPN
cieatasu-1903	359	7	lou	lou	PROPN
cieatasu-1903	359	8	fulton	fulton	PROPN
cieatasu-1903	359	9	teachers	teachers	PROPN
cieatasu-1903	359	10	college	college	PROPN
cieatasu-1903	359	11	at	at	ADP
cieatasu-1903	359	12	arizona	arizona	PROPN
cieatasu-1903	359	13	state	state	PROPN
cieatasu-1903	359	14	university	university	PROPN
cieatasu-1903	359	15	.	.	PUNCT
cieatasu-1903	360	1	editorial	editorial	ADJ
cieatasu-1903	360	2	team	team	NOUN
cieatasu-1903	360	3	consulting	consulting	NOUN
cieatasu-1903	360	4	editor	editor	NOUN
cieatasu-1903	360	5	neelakshi	neelakshi	PROPN
cieatasu-1903	360	6	tewari	tewari	PROPN
cieatasu-1903	360	7	lead	lead	PROPN
cieatasu-1903	360	8	editor	editor	PROPN
cieatasu-1903	360	9	marina	marina	PROPN
cieatasu-1903	360	10	basu	basu	PROPN
cieatasu-1903	360	11	section	section	PROPN
cieatasu-1903	360	12	editors	editor	VERB
cieatasu-1903	360	13	l&i	l&i	PROPN
cieatasu-1903	360	14	–	–	PUNCT
cieatasu-1903	360	15	renee	renee	NOUN
cieatasu-1903	360	16	bhatti	bhatti	PROPN
cieatasu-1903	360	17	-	-	PUNCT
cieatasu-1903	360	18	klug	klug	PROPN
cieatasu-1903	360	19	llt	llt	PROPN
cieatasu-1903	360	20	–	–	PUNCT
cieatasu-1903	360	21	anani	anani	PROPN
cieatasu-1903	360	22	vasquez	vasquez	PROPN
cieatasu-1903	360	23	epe	epe	PROPN
cieatasu-1903	360	24	–	–	PUNCT
cieatasu-1903	360	25	ivonne	ivonne	PROPN
cieatasu-1903	360	26	lujano	lujano	PROPN
cieatasu-1903	361	1	vilchis	vilchis	PROPN
cieatasu-1903	361	2	review	review	PROPN
cieatasu-1903	361	3	board	board	PROPN
cieatasu-1903	361	4	blair	blair	PROPN
cieatasu-1903	361	5	stamper	stamper	PROPN
cieatasu-1903	361	6	melissa	melissa	PROPN
cieatasu-1903	361	7	warr	warr	PROPN
cieatasu-1903	361	8	monica	monica	PROPN
cieatasu-1903	361	9	kessel	kessel	PROPN
cieatasu-1903	361	10	helene	helene	PROPN
cieatasu-1903	361	11	shapiro	shapiro	PROPN
cieatasu-1903	361	12	sarah	sarah	PROPN
cieatasu-1903	361	13	salinas	salinas	PROPN
cieatasu-1903	361	14	faculty	faculty	PROPN
cieatasu-1903	361	15	advisors	advisors	PROPN
cieatasu-1903	361	16	josephine	josephine	PROPN
cieatasu-1903	361	17	marsh	marsh	PROPN
cieatasu-1903	361	18	leigh	leigh	PROPN
cieatasu-1903	361	19	wolf	wolf	PROPN