id	sid	tid	token	lemma	pos
ajtas-3212	1	1	american	american	PROPN
ajtas-3212	1	2	journal	journal	PROPN
ajtas-3212	1	3	of	of	ADP
ajtas-3212	1	4	technology	technology	NOUN
ajtas-3212	1	5	and	and	CCONJ
ajtas-3212	1	6	applied	apply	VERB
ajtas-3212	1	7	sciences	sciences	PROPN
ajtas-3212	1	8	issn	issn	X
ajtas-3212	1	9	(	(	PUNCT
ajtas-3212	1	10	e	e	NOUN
ajtas-3212	1	11	):	):	PUNCT
ajtas-3212	1	12	2832	2832	NUM
ajtas-3212	1	13	-	-	SYM
ajtas-3212	1	14	1766	1766	NUM
ajtas-3212	1	15	volume	volume	NOUN
ajtas-3212	1	16	43	43	NUM
ajtas-3212	1	17	,	,	PUNCT
ajtas-3212	1	18	december	december	PROPN
ajtas-3212	1	19	2025	2025	NUM
ajtas-3212	1	20	p	p	NOUN
ajtas-3212	1	21	a	a	DET
ajtas-3212	1	22	g	g	NOUN
ajtas-3212	1	23	e	e	NOUN
ajtas-3212	1	24	|	|	ADV
ajtas-3212	1	25	14	14	NUM
ajtas-3212	1	26	www.americanjournal.org	www.americanjournal.org	NOUN
ajtas-3212	1	27	hybrid	hybrid	ADJ
ajtas-3212	1	28	ai	ai	ADJ
ajtas-3212	1	29	-	-	PUNCT
ajtas-3212	1	30	augmented	augment	VERB
ajtas-3212	1	31	project	project	NOUN
ajtas-3212	1	32	methodology	methodology	NOUN
ajtas-3212	1	33	yevhenii	yevhenii	NOUN
ajtas-3212	1	34	bombela	bombela	PROPN
ajtas-3212	1	35	,	,	PUNCT
ajtas-3212	1	36	technical	technical	ADJ
ajtas-3212	1	37	project	project	NOUN
ajtas-3212	1	38	manager	manager	NOUN
ajtas-3212	1	39	,	,	PUNCT
ajtas-3212	1	40	usa	usa	PROPN
ajtas-3212	1	41	a	a	DET
ajtas-3212	1	42	b	b	PROPN
ajtas-3212	1	43	s	s	ADP
ajtas-3212	1	44	t	t	PROPN
ajtas-3212	1	45	r	r	NOUN
ajtas-3212	1	46	a	a	DET
ajtas-3212	1	47	c	c	NOUN
ajtas-3212	1	48	t	t	NOUN
ajtas-3212	1	49	k	k	X
ajtas-3212	1	50	e	e	PROPN
ajtas-3212	1	51	y	y	PROPN
ajtas-3212	1	52	w	w	NOUN
ajtas-3212	2	1	o	o	NOUN
ajtas-3212	2	2	r	r	NOUN
ajtas-3212	2	3	d	d	PROPN
ajtas-3212	2	4	s	s	VERB
ajtas-3212	2	5	this	this	DET
ajtas-3212	2	6	study	study	NOUN
ajtas-3212	2	7	presents	present	VERB
ajtas-3212	2	8	the	the	DET
ajtas-3212	2	9	hybrid	hybrid	ADJ
ajtas-3212	2	10	ai	ai	ADJ
ajtas-3212	2	11	-	-	PUNCT
ajtas-3212	2	12	augmented	augment	VERB
ajtas-3212	2	13	project	project	NOUN
ajtas-3212	2	14	methodology	methodology	NOUN
ajtas-3212	2	15	(	(	PUNCT
ajtas-3212	2	16	hpm	hpm	NOUN
ajtas-3212	2	17	-	-	PUNCT
ajtas-3212	2	18	ai	ai	NOUN
ajtas-3212	2	19	)	)	PUNCT
ajtas-3212	2	20	,	,	PUNCT
ajtas-3212	2	21	a	a	DET
ajtas-3212	2	22	data	data	NOUN
ajtas-3212	2	23	-	-	PUNCT
ajtas-3212	2	24	driven	drive	VERB
ajtas-3212	2	25	framework	framework	NOUN
ajtas-3212	2	26	intended	intend	VERB
ajtas-3212	2	27	to	to	PART
ajtas-3212	2	28	incorporate	incorporate	VERB
ajtas-3212	2	29	artificial	artificial	ADJ
ajtas-3212	2	30	intelligence	intelligence	NOUN
ajtas-3212	2	31	into	into	ADP
ajtas-3212	2	32	hybrid	hybrid	ADJ
ajtas-3212	2	33	project	project	NOUN
ajtas-3212	2	34	management	management	NOUN
ajtas-3212	2	35	settings	setting	NOUN
ajtas-3212	2	36	.	.	PUNCT
ajtas-3212	3	1	the	the	DET
ajtas-3212	3	2	method	method	NOUN
ajtas-3212	3	3	uses	use	VERB
ajtas-3212	3	4	predictive	predictive	ADJ
ajtas-3212	3	5	analytics	analytic	NOUN
ajtas-3212	3	6	,	,	PUNCT
ajtas-3212	3	7	natural	natural	ADJ
ajtas-3212	3	8	language	language	NOUN
ajtas-3212	3	9	processing	processing	NOUN
ajtas-3212	3	10	,	,	PUNCT
ajtas-3212	3	11	anomaly	anomaly	NOUN
ajtas-3212	3	12	detection	detection	NOUN
ajtas-3212	3	13	,	,	PUNCT
ajtas-3212	3	14	and	and	CCONJ
ajtas-3212	3	15	sentiment	sentiment	NOUN
ajtas-3212	3	16	analysis	analysis	NOUN
ajtas-3212	3	17	to	to	PART
ajtas-3212	3	18	combine	combine	VERB
ajtas-3212	3	19	governance	governance	NOUN
ajtas-3212	3	20	discipline	discipline	NOUN
ajtas-3212	3	21	with	with	ADP
ajtas-3212	3	22	adaptive	adaptive	ADJ
ajtas-3212	3	23	execution	execution	NOUN
ajtas-3212	3	24	.	.	PUNCT
ajtas-3212	4	1	the	the	DET
ajtas-3212	4	2	proposed	propose	VERB
ajtas-3212	4	3	model	model	NOUN
ajtas-3212	4	4	utilizes	utilize	VERB
ajtas-3212	4	5	two	two	NUM
ajtas-3212	4	6	fundamental	fundamental	ADJ
ajtas-3212	4	7	formulations	formulation	NOUN
ajtas-3212	4	8	:	:	PUNCT
ajtas-3212	4	9	the	the	DET
ajtas-3212	4	10	ai	ai	ADJ
ajtas-3212	4	11	-	-	PUNCT
ajtas-3212	4	12	enhanced	enhance	VERB
ajtas-3212	4	13	performance	performance	NOUN
ajtas-3212	4	14	index	index	NOUN
ajtas-3212	4	15	(	(	PUNCT
ajtas-3212	4	16	aepi	aepi	NOUN
ajtas-3212	4	17	)	)	PUNCT
ajtas-3212	4	18	,	,	PUNCT
ajtas-3212	4	19	which	which	PRON
ajtas-3212	4	20	measures	measure	VERB
ajtas-3212	4	21	multidimensional	multidimensional	ADJ
ajtas-3212	4	22	efficiency	efficiency	NOUN
ajtas-3212	4	23	,	,	PUNCT
ajtas-3212	4	24	and	and	CCONJ
ajtas-3212	4	25	a	a	DET
ajtas-3212	4	26	regression	regression	NOUN
ajtas-3212	4	27	-	-	PUNCT
ajtas-3212	4	28	based	base	VERB
ajtas-3212	4	29	velocity	velocity	NOUN
ajtas-3212	4	30	predictor	predictor	NOUN
ajtas-3212	4	31	,	,	PUNCT
ajtas-3212	4	32	which	which	PRON
ajtas-3212	4	33	correlates	correlate	VERB
ajtas-3212	4	34	delivery	delivery	NOUN
ajtas-3212	4	35	speed	speed	NOUN
ajtas-3212	4	36	with	with	ADP
ajtas-3212	4	37	quality	quality	NOUN
ajtas-3212	4	38	,	,	PUNCT
ajtas-3212	4	39	communication	communication	NOUN
ajtas-3212	4	40	,	,	PUNCT
ajtas-3212	4	41	and	and	CCONJ
ajtas-3212	4	42	effort	effort	NOUN
ajtas-3212	4	43	metrics	metric	NOUN
ajtas-3212	4	44	.	.	PUNCT
ajtas-3212	5	1	we	we	PRON
ajtas-3212	5	2	did	do	VERB
ajtas-3212	5	3	empirical	empirical	ADJ
ajtas-3212	5	4	validation	validation	NOUN
ajtas-3212	5	5	on	on	ADP
ajtas-3212	5	6	twelve	twelve	NUM
ajtas-3212	5	7	consecutive	consecutive	ADJ
ajtas-3212	5	8	project	project	NOUN
ajtas-3212	5	9	sprints	sprint	NOUN
ajtas-3212	5	10	by	by	ADP
ajtas-3212	5	11	comparing	compare	VERB
ajtas-3212	5	12	performance	performance	NOUN
ajtas-3212	5	13	before	before	ADV
ajtas-3212	5	14	and	and	CCONJ
ajtas-3212	5	15	after	after	ADP
ajtas-3212	5	16	integration	integration	NOUN
ajtas-3212	5	17	across	across	ADP
ajtas-3212	5	18	normalized	normalized	ADJ
ajtas-3212	5	19	velocity	velocity	NOUN
ajtas-3212	5	20	(	(	PUNCT
ajtas-3212	5	21	vv	vv	NOUN
ajtas-3212	5	22	)	)	PUNCT
ajtas-3212	5	23	,	,	PUNCT
ajtas-3212	5	24	quality	quality	NOUN
ajtas-3212	5	25	index	index	NOUN
ajtas-3212	5	26	(	(	PUNCT
ajtas-3212	5	27	qq	qq	PROPN
ajtas-3212	5	28	)	)	PUNCT
ajtas-3212	5	29	,	,	PUNCT
ajtas-3212	5	30	stakeholder	stakeholder	NOUN
ajtas-3212	5	31	satisfaction	satisfaction	NOUN
ajtas-3212	5	32	(	(	PUNCT
ajtas-3212	5	33	ss	ss	NOUN
ajtas-3212	5	34	)	)	PUNCT
ajtas-3212	5	35	,	,	PUNCT
ajtas-3212	5	36	communication	communication	NOUN
ajtas-3212	5	37	efficiency	efficiency	NOUN
ajtas-3212	5	38	(	(	PUNCT
ajtas-3212	5	39	cc	cc	NOUN
ajtas-3212	5	40	)	)	PUNCT
ajtas-3212	5	41	,	,	PUNCT
ajtas-3212	5	42	and	and	CCONJ
ajtas-3212	5	43	effort	effort	NOUN
ajtas-3212	5	44	index	index	NOUN
ajtas-3212	5	45	(	(	PUNCT
ajtas-3212	5	46	ee	ee	PROPN
ajtas-3212	5	47	)	)	PUNCT
ajtas-3212	5	48	.	.	PUNCT
ajtas-3212	6	1	the	the	DET
ajtas-3212	6	2	results	result	NOUN
ajtas-3212	6	3	show	show	VERB
ajtas-3212	6	4	that	that	SCONJ
ajtas-3212	6	5	after	after	ADP
ajtas-3212	6	6	ai	ai	NOUN
ajtas-3212	6	7	was	be	AUX
ajtas-3212	6	8	put	put	VERB
ajtas-3212	6	9	into	into	ADP
ajtas-3212	6	10	use	use	NOUN
ajtas-3212	6	11	,	,	PUNCT
ajtas-3212	6	12	aepi	aepi	PROPN
ajtas-3212	6	13	went	go	VERB
ajtas-3212	6	14	up	up	ADP
ajtas-3212	6	15	by	by	ADP
ajtas-3212	6	16	34	34	NUM
ajtas-3212	6	17	%	%	NOUN
ajtas-3212	6	18	,	,	PUNCT
ajtas-3212	6	19	velocity	velocity	NOUN
ajtas-3212	6	20	went	go	VERB
ajtas-3212	6	21	up	up	ADP
ajtas-3212	6	22	by	by	ADP
ajtas-3212	6	23	31	31	NUM
ajtas-3212	6	24	%	%	NOUN
ajtas-3212	6	25	,	,	PUNCT
ajtas-3212	6	26	and	and	CCONJ
ajtas-3212	6	27	quality	quality	NOUN
ajtas-3212	6	28	went	go	VERB
ajtas-3212	6	29	up	up	ADP
ajtas-3212	6	30	by	by	ADP
ajtas-3212	6	31	17	17	NUM
ajtas-3212	6	32	%	%	NOUN
ajtas-3212	6	33	.	.	PUNCT
ajtas-3212	7	1	the	the	DET
ajtas-3212	7	2	regression	regression	NOUN
ajtas-3212	7	3	model	model	NOUN
ajtas-3212	7	4	got	get	VERB
ajtas-3212	7	5	an	an	DET
ajtas-3212	7	6	adjusted	adjusted	ADJ
ajtas-3212	7	7	r²	r²	NOUN
ajtas-3212	7	8	of	of	ADP
ajtas-3212	7	9	0.91	0.91	NUM
ajtas-3212	7	10	,	,	PUNCT
ajtas-3212	7	11	which	which	PRON
ajtas-3212	7	12	shows	show	VERB
ajtas-3212	7	13	that	that	SCONJ
ajtas-3212	7	14	it	it	PRON
ajtas-3212	7	15	was	be	AUX
ajtas-3212	7	16	very	very	ADV
ajtas-3212	7	17	accurate	accurate	ADJ
ajtas-3212	7	18	at	at	ADP
ajtas-3212	7	19	predicting	predict	VERB
ajtas-3212	7	20	.	.	PUNCT
ajtas-3212	8	1	statistical	statistical	ADJ
ajtas-3212	8	2	tests	test	NOUN
ajtas-3212	8	3	confirmed	confirm	VERB
ajtas-3212	8	4	significance	significance	NOUN
ajtas-3212	8	5	at	at	ADP
ajtas-3212	8	6	p	p	NOUN
ajtas-3212	8	7	<	<	X
ajtas-3212	8	8	0.01	0.01	NUM
ajtas-3212	8	9	for	for	ADP
ajtas-3212	8	10	all	all	DET
ajtas-3212	8	11	principal	principal	ADJ
ajtas-3212	8	12	indicators	indicator	NOUN
ajtas-3212	8	13	,	,	PUNCT
ajtas-3212	8	14	except	except	SCONJ
ajtas-3212	8	15	for	for	ADP
ajtas-3212	8	16	effort	effort	NOUN
ajtas-3212	8	17	,	,	PUNCT
ajtas-3212	8	18	which	which	PRON
ajtas-3212	8	19	remained	remain	VERB
ajtas-3212	8	20	stable	stable	ADJ
ajtas-3212	8	21	as	as	ADP
ajtas-3212	8	22	anticipated	anticipate	VERB
ajtas-3212	8	23	.	.	PUNCT
ajtas-3212	9	1	the	the	DET
ajtas-3212	9	2	results	result	NOUN
ajtas-3212	9	3	show	show	VERB
ajtas-3212	9	4	that	that	SCONJ
ajtas-3212	9	5	adding	add	VERB
ajtas-3212	9	6	ai	ai	VERB
ajtas-3212	9	7	to	to	ADP
ajtas-3212	9	8	hybrid	hybrid	ADJ
ajtas-3212	9	9	project	project	NOUN
ajtas-3212	9	10	management	management	NOUN
ajtas-3212	9	11	changes	change	VERB
ajtas-3212	9	12	it	it	PRON
ajtas-3212	9	13	from	from	ADP
ajtas-3212	9	14	a	a	DET
ajtas-3212	9	15	descriptive	descriptive	ADJ
ajtas-3212	9	16	framework	framework	NOUN
ajtas-3212	9	17	to	to	ADP
ajtas-3212	9	18	a	a	DET
ajtas-3212	9	19	prescriptive	prescriptive	NOUN
ajtas-3212	9	20	,	,	PUNCT
ajtas-3212	9	21	self	self	NOUN
ajtas-3212	9	22	-	-	PUNCT
ajtas-3212	9	23	optimizing	optimize	VERB
ajtas-3212	9	24	system	system	NOUN
ajtas-3212	9	25	that	that	PRON
ajtas-3212	9	26	can	can	AUX
ajtas-3212	9	27	keep	keep	VERB
ajtas-3212	9	28	changing	change	VERB
ajtas-3212	9	29	thanks	thank	NOUN
ajtas-3212	9	30	to	to	ADP
ajtas-3212	9	31	automated	automate	VERB
ajtas-3212	9	32	feedback	feedback	NOUN
ajtas-3212	9	33	cycles	cycle	NOUN
ajtas-3212	9	34	.	.	PUNCT
ajtas-3212	10	1	the	the	DET
ajtas-3212	10	2	research	research	NOUN
ajtas-3212	10	3	provides	provide	VERB
ajtas-3212	10	4	a	a	DET
ajtas-3212	10	5	scalable	scalable	ADJ
ajtas-3212	10	6	and	and	CCONJ
ajtas-3212	10	7	replicable	replicable	ADJ
ajtas-3212	10	8	framework	framework	NOUN
ajtas-3212	10	9	for	for	ADP
ajtas-3212	10	10	ai	ai	ADJ
ajtas-3212	10	11	-	-	PUNCT
ajtas-3212	10	12	driven	drive	VERB
ajtas-3212	10	13	decision	decision	NOUN
ajtas-3212	10	14	-	-	PUNCT
ajtas-3212	10	15	making	make	VERB
ajtas-3212	10	16	and	and	CCONJ
ajtas-3212	10	17	performance	performance	NOUN
ajtas-3212	10	18	enhancement	enhancement	NOUN
ajtas-3212	10	19	within	within	ADP
ajtas-3212	10	20	distributed	distribute	VERB
ajtas-3212	10	21	project	project	NOUN
ajtas-3212	10	22	ecosystems	ecosystem	NOUN
ajtas-3212	10	23	.	.	PUNCT
ajtas-3212	11	1	hybrid	hybrid	ADJ
ajtas-3212	11	2	project	project	NOUN
ajtas-3212	11	3	management	management	NOUN
ajtas-3212	11	4	,	,	PUNCT
ajtas-3212	11	5	artificial	artificial	ADJ
ajtas-3212	11	6	intelligence	intelligence	NOUN
ajtas-3212	11	7	,	,	PUNCT
ajtas-3212	11	8	predictive	predictive	ADJ
ajtas-3212	11	9	analytics	analytic	NOUN
ajtas-3212	11	10	,	,	PUNCT
ajtas-3212	11	11	aepi	aepi	PROPN
ajtas-3212	11	12	,	,	PUNCT
ajtas-3212	11	13	regression	regression	NOUN
ajtas-3212	11	14	model	model	NOUN
ajtas-3212	11	15	,	,	PUNCT
ajtas-3212	11	16	feedback	feedback	NOUN
ajtas-3212	11	17	loop	loop	NOUN
ajtas-3212	11	18	,	,	PUNCT
ajtas-3212	11	19	data	data	NOUN
ajtas-3212	11	20	-	-	PUNCT
ajtas-3212	11	21	driven	drive	VERB
ajtas-3212	11	22	governance	governance	NOUN
ajtas-3212	11	23	.	.	PUNCT
ajtas-3212	12	1	introduction	introduction	NOUN
ajtas-3212	12	2	over	over	ADP
ajtas-3212	12	3	the	the	DET
ajtas-3212	12	4	last	last	ADJ
ajtas-3212	12	5	several	several	ADJ
ajtas-3212	12	6	years	year	NOUN
ajtas-3212	12	7	,	,	PUNCT
ajtas-3212	12	8	project	project	NOUN
ajtas-3212	12	9	management	management	NOUN
ajtas-3212	12	10	has	have	AUX
ajtas-3212	12	11	experienced	experience	VERB
ajtas-3212	12	12	a	a	DET
ajtas-3212	12	13	paradigm	paradigm	NOUN
ajtas-3212	12	14	shift	shift	NOUN
ajtas-3212	12	15	as	as	SCONJ
ajtas-3212	12	16	the	the	DET
ajtas-3212	12	17	field	field	NOUN
ajtas-3212	12	18	of	of	ADP
ajtas-3212	12	19	digital	digital	ADJ
ajtas-3212	12	20	transformation	transformation	NOUN
ajtas-3212	12	21	and	and	CCONJ
ajtas-3212	12	22	the	the	DET
ajtas-3212	12	23	emergence	emergence	NOUN
ajtas-3212	12	24	of	of	ADP
ajtas-3212	12	25	intelligent	intelligent	ADJ
ajtas-3212	12	26	technologies	technology	NOUN
ajtas-3212	12	27	increased	increase	VERB
ajtas-3212	12	28	and	and	CCONJ
ajtas-3212	12	29	altered	alter	VERB
ajtas-3212	12	30	the	the	DET
ajtas-3212	12	31	landscape	landscape	NOUN
ajtas-3212	12	32	of	of	ADP
ajtas-3212	12	33	the	the	DET
ajtas-3212	12	34	project	project	NOUN
ajtas-3212	12	35	management	management	NOUN
ajtas-3212	12	36	processes	process	NOUN
ajtas-3212	12	37	.	.	PUNCT
ajtas-3212	13	1	conventional	conventional	ADJ
ajtas-3212	13	2	approaches	approach	NOUN
ajtas-3212	13	3	,	,	PUNCT
ajtas-3212	13	4	including	include	VERB
ajtas-3212	13	5	waterfall	waterfall	NOUN
ajtas-3212	13	6	or	or	CCONJ
ajtas-3212	13	7	prince2	prince2	NOUN
ajtas-3212	13	8	,	,	PUNCT
ajtas-3212	13	9	have	have	AUX
ajtas-3212	13	10	offered	offer	VERB
ajtas-3212	13	11	a	a	DET
ajtas-3212	13	12	strict	strict	ADJ
ajtas-3212	13	13	set	set	NOUN
ajtas-3212	13	14	of	of	ADP
ajtas-3212	13	15	principles	principle	NOUN
ajtas-3212	13	16	in	in	ADP
ajtas-3212	13	17	planning	planning	NOUN
ajtas-3212	13	18	and	and	CCONJ
ajtas-3212	13	19	control	control	NOUN
ajtas-3212	13	20	,	,	PUNCT
ajtas-3212	13	21	but	but	CCONJ
ajtas-3212	13	22	are	be	AUX
ajtas-3212	13	23	not	not	PART
ajtas-3212	13	24	very	very	ADV
ajtas-3212	13	25	adaptable	adaptable	ADJ
ajtas-3212	13	26	and	and	CCONJ
ajtas-3212	13	27	receptive	receptive	ADJ
ajtas-3212	13	28	to	to	ADP
ajtas-3212	13	29	the	the	DET
ajtas-3212	13	30	quick	quick	ADJ
ajtas-3212	13	31	alterations	alteration	NOUN
ajtas-3212	13	32	in	in	ADP
ajtas-3212	13	33	the	the	DET
ajtas-3212	13	34	market	market	NOUN
ajtas-3212	13	35	and	and	CCONJ
ajtas-3212	13	36	technological	technological	ADJ
ajtas-3212	13	37	context	context	NOUN
ajtas-3212	13	38	(	(	PUNCT
ajtas-3212	13	39	khattak	khattak	PROPN
ajtas-3212	13	40	et	et	PROPN
ajtas-3212	13	41	al	al	PROPN
ajtas-3212	13	42	.	.	PROPN
ajtas-3212	13	43	,	,	PUNCT
ajtas-3212	13	44	2025	2025	NUM
ajtas-3212	13	45	)	)	PUNCT
ajtas-3212	13	46	.	.	PUNCT
ajtas-3212	14	1	on	on	ADP
ajtas-3212	14	2	the	the	DET
ajtas-3212	14	3	other	other	ADJ
ajtas-3212	14	4	hand	hand	NOUN
ajtas-3212	14	5	,	,	PUNCT
ajtas-3212	14	6	agile	agile	ADJ
ajtas-3212	14	7	approaches	approach	NOUN
ajtas-3212	14	8	focus	focus	VERB
ajtas-3212	14	9	on	on	ADP
ajtas-3212	14	10	flexibility	flexibility	NOUN
ajtas-3212	14	11	and	and	CCONJ
ajtas-3212	14	12	teamwork	teamwork	NOUN
ajtas-3212	14	13	but	but	CCONJ
ajtas-3212	14	14	can	can	AUX
ajtas-3212	14	15	experience	experience	VERB
ajtas-3212	14	16	governance	governance	NOUN
ajtas-3212	14	17	and	and	CCONJ
ajtas-3212	14	18	traceability	traceability	NOUN
ajtas-3212	14	19	challenges	challenge	NOUN
ajtas-3212	14	20	when	when	SCONJ
ajtas-3212	14	21	they	they	PRON
ajtas-3212	14	22	are	be	AUX
ajtas-3212	14	23	used	use	VERB
ajtas-3212	14	24	with	with	ADP
ajtas-3212	14	25	large	large	ADJ
ajtas-3212	14	26	,	,	PUNCT
ajtas-3212	14	27	multi	multi	ADJ
ajtas-3212	14	28	-	-	ADJ
ajtas-3212	14	29	stakeholder	stakeholder	ADJ
ajtas-3212	14	30	projects	project	NOUN
ajtas-3212	14	31	(	(	PUNCT
ajtas-3212	14	32	limitations	limitation	NOUN
ajtas-3212	14	33	of	of	ADP
ajtas-3212	14	34	agile	agile	ADJ
ajtas-3212	14	35	frameworks	framework	NOUN
ajtas-3212	14	36	)	)	PUNCT
ajtas-3212	14	37	.	.	PUNCT
ajtas-3212	15	1	because	because	SCONJ
ajtas-3212	15	2	of	of	ADP
ajtas-3212	15	3	that	that	PRON
ajtas-3212	15	4	,	,	PUNCT
ajtas-3212	15	5	a	a	DET
ajtas-3212	15	6	hybrid	hybrid	ADJ
ajtas-3212	15	7	approach	approach	NOUN
ajtas-3212	15	8	has	have	AUX
ajtas-3212	15	9	appeared	appear	VERB
ajtas-3212	15	10	,	,	PUNCT
ajtas-3212	15	11	keeping	keep	VERB
ajtas-3212	15	12	the	the	DET
ajtas-3212	15	13	framework	framework	NOUN
ajtas-3212	15	14	of	of	ADP
ajtas-3212	15	15	classical	classical	ADJ
ajtas-3212	15	16	systems	system	NOUN
ajtas-3212	15	17	and	and	CCONJ
ajtas-3212	15	18	the	the	DET
ajtas-3212	15	19	american	american	ADJ
ajtas-3212	15	20	journal	journal	PROPN
ajtas-3212	15	21	of	of	ADP
ajtas-3212	15	22	technology	technology	NOUN
ajtas-3212	15	23	and	and	CCONJ
ajtas-3212	15	24	applied	apply	VERB
ajtas-3212	15	25	sciences	science	NOUN
ajtas-3212	15	26	43	43	NUM
ajtas-3212	15	27	,	,	PUNCT
ajtas-3212	15	28	december	december	PROPN
ajtas-3212	15	29	2025	2025	NUM
ajtas-3212	16	1	p	p	NOUN
ajtas-3212	16	2	a	a	DET
ajtas-3212	16	3	g	g	NOUN
ajtas-3212	16	4	e	e	NOUN
ajtas-3212	16	5	|	|	ADV
ajtas-3212	16	6	15	15	NUM
ajtas-3212	16	7	www.americanjournal.org	www.americanjournal.org	NOUN
ajtas-3212	16	8	flexibility	flexibility	NOUN
ajtas-3212	16	9	of	of	ADP
ajtas-3212	16	10	agile	agile	ADJ
ajtas-3212	16	11	ones	one	NOUN
ajtas-3212	16	12	and	and	CCONJ
ajtas-3212	16	13	providing	provide	VERB
ajtas-3212	16	14	a	a	DET
ajtas-3212	16	15	balanced	balanced	ADJ
ajtas-3212	16	16	space	space	NOUN
ajtas-3212	16	17	between	between	ADP
ajtas-3212	16	18	efficiency	efficiency	NOUN
ajtas-3212	16	19	and	and	CCONJ
ajtas-3212	16	20	innovation	innovation	NOUN
ajtas-3212	16	21	(	(	PUNCT
ajtas-3212	16	22	bezerra	bezerra	PROPN
ajtas-3212	16	23	et	et	PROPN
ajtas-3212	16	24	al	al	PROPN
ajtas-3212	16	25	.	.	PROPN
ajtas-3212	16	26	,	,	PUNCT
ajtas-3212	16	27	2025	2025	NUM
ajtas-3212	16	28	)	)	PUNCT
ajtas-3212	16	29	.	.	PUNCT
ajtas-3212	17	1	in	in	ADP
ajtas-3212	17	2	spite	spite	NOUN
ajtas-3212	17	3	of	of	ADP
ajtas-3212	17	4	these	these	DET
ajtas-3212	17	5	benefits	benefit	NOUN
ajtas-3212	17	6	,	,	PUNCT
ajtas-3212	17	7	the	the	DET
ajtas-3212	17	8	existing	exist	VERB
ajtas-3212	17	9	hybrid	hybrid	NOUN
ajtas-3212	17	10	models	model	NOUN
ajtas-3212	17	11	rely	rely	VERB
ajtas-3212	17	12	mostly	mostly	ADV
ajtas-3212	17	13	on	on	ADP
ajtas-3212	17	14	manual	manual	ADJ
ajtas-3212	17	15	monitoring	monitoring	NOUN
ajtas-3212	17	16	and	and	CCONJ
ajtas-3212	17	17	evaluation	evaluation	NOUN
ajtas-3212	17	18	of	of	ADP
ajtas-3212	17	19	a	a	DET
ajtas-3212	17	20	project	project	NOUN
ajtas-3212	17	21	performance	performance	NOUN
ajtas-3212	17	22	by	by	ADP
ajtas-3212	17	23	subjective	subjective	ADJ
ajtas-3212	17	24	means	mean	NOUN
ajtas-3212	17	25	.	.	PUNCT
ajtas-3212	18	1	the	the	DET
ajtas-3212	18	2	growing	grow	VERB
ajtas-3212	18	3	sophistication	sophistication	NOUN
ajtas-3212	18	4	of	of	ADP
ajtas-3212	18	5	contemporary	contemporary	ADJ
ajtas-3212	18	6	projects	project	NOUN
ajtas-3212	18	7	that	that	PRON
ajtas-3212	18	8	are	be	AUX
ajtas-3212	18	9	defined	define	VERB
ajtas-3212	18	10	by	by	ADP
ajtas-3212	18	11	dispersed	disperse	VERB
ajtas-3212	18	12	workforce	workforce	NOUN
ajtas-3212	18	13	,	,	PUNCT
ajtas-3212	18	14	multidimensional	multidimensional	ADJ
ajtas-3212	18	15	data	datum	NOUN
ajtas-3212	18	16	streams	stream	NOUN
ajtas-3212	18	17	,	,	PUNCT
ajtas-3212	18	18	and	and	CCONJ
ajtas-3212	18	19	faster	fast	ADJ
ajtas-3212	18	20	delivery	delivery	NOUN
ajtas-3212	18	21	processes	process	NOUN
ajtas-3212	18	22	demand	demand	VERB
ajtas-3212	18	23	more	more	ADJ
ajtas-3212	18	24	than	than	ADP
ajtas-3212	18	25	procedural	procedural	ADJ
ajtas-3212	18	26	agility	agility	NOUN
ajtas-3212	18	27	.	.	PUNCT
ajtas-3212	19	1	it	it	PRON
ajtas-3212	19	2	requires	require	VERB
ajtas-3212	19	3	data	data	NOUN
ajtas-3212	19	4	intelligence	intelligence	NOUN
ajtas-3212	19	5	:	:	PUNCT
ajtas-3212	19	6	systems	system	NOUN
ajtas-3212	19	7	with	with	ADP
ajtas-3212	19	8	the	the	DET
ajtas-3212	19	9	ability	ability	NOUN
ajtas-3212	19	10	to	to	PART
ajtas-3212	19	11	measure	measure	VERB
ajtas-3212	19	12	,	,	PUNCT
ajtas-3212	19	13	predict	predict	VERB
ajtas-3212	19	14	and	and	CCONJ
ajtas-3212	19	15	modify	modify	VERB
ajtas-3212	19	16	on	on	ADP
ajtas-3212	19	17	a	a	DET
ajtas-3212	19	18	continuous	continuous	ADJ
ajtas-3212	19	19	basis	basis	NOUN
ajtas-3212	19	20	.	.	PUNCT
ajtas-3212	20	1	the	the	DET
ajtas-3212	20	2	artificial	artificial	ADJ
ajtas-3212	20	3	intelligence	intelligence	NOUN
ajtas-3212	20	4	(	(	PUNCT
ajtas-3212	20	5	ai	ai	PROPN
ajtas-3212	20	6	)	)	PUNCT
ajtas-3212	20	7	has	have	AUX
ajtas-3212	20	8	already	already	ADV
ajtas-3212	20	9	been	be	AUX
ajtas-3212	20	10	effective	effective	ADJ
ajtas-3212	20	11	in	in	ADP
ajtas-3212	20	12	automating	automate	VERB
ajtas-3212	20	13	repetitive	repetitive	ADJ
ajtas-3212	20	14	managerial	managerial	ADJ
ajtas-3212	20	15	processes	process	NOUN
ajtas-3212	20	16	,	,	PUNCT
ajtas-3212	20	17	resource	resource	NOUN
ajtas-3212	20	18	optimization	optimization	NOUN
ajtas-3212	20	19	,	,	PUNCT
ajtas-3212	20	20	and	and	CCONJ
ajtas-3212	20	21	enhancing	enhance	VERB
ajtas-3212	20	22	the	the	DET
ajtas-3212	20	23	accuracy	accuracy	NOUN
ajtas-3212	20	24	of	of	ADP
ajtas-3212	20	25	decisions	decision	NOUN
ajtas-3212	20	26	(	(	PUNCT
ajtas-3212	20	27	pranta	pranta	PROPN
ajtas-3212	20	28	et	et	PROPN
ajtas-3212	20	29	al	al	PROPN
ajtas-3212	20	30	.	.	PROPN
ajtas-3212	20	31	,	,	PUNCT
ajtas-3212	20	32	2025	2025	NUM
ajtas-3212	20	33	)	)	PUNCT
ajtas-3212	20	34	.	.	PUNCT
ajtas-3212	21	1	nevertheless	nevertheless	ADV
ajtas-3212	21	2	,	,	PUNCT
ajtas-3212	21	3	it	it	PRON
ajtas-3212	21	4	has	have	AUX
ajtas-3212	21	5	not	not	PART
ajtas-3212	21	6	been	be	AUX
ajtas-3212	21	7	widely	widely	ADV
ajtas-3212	21	8	incorporated	incorporate	VERB
ajtas-3212	21	9	in	in	ADP
ajtas-3212	21	10	the	the	DET
ajtas-3212	21	11	project	project	NOUN
ajtas-3212	21	12	methodologies	methodology	NOUN
ajtas-3212	21	13	.	.	PUNCT
ajtas-3212	22	1	majority	majority	NOUN
ajtas-3212	22	2	of	of	ADP
ajtas-3212	22	3	the	the	DET
ajtas-3212	22	4	available	available	ADJ
ajtas-3212	22	5	research	research	NOUN
ajtas-3212	22	6	involves	involve	VERB
ajtas-3212	22	7	separate	separate	ADJ
ajtas-3212	22	8	applications	application	NOUN
ajtas-3212	22	9	,	,	PUNCT
ajtas-3212	22	10	including	include	VERB
ajtas-3212	22	11	predictive	predictive	ADJ
ajtas-3212	22	12	scheduling	scheduling	NOUN
ajtas-3212	22	13	,	,	PUNCT
ajtas-3212	22	14	or	or	CCONJ
ajtas-3212	22	15	sentiment	sentiment	NOUN
ajtas-3212	22	16	analysis	analysis	NOUN
ajtas-3212	22	17	,	,	PUNCT
ajtas-3212	22	18	without	without	ADP
ajtas-3212	22	19	integrating	integrate	VERB
ajtas-3212	22	20	ai	ai	VERB
ajtas-3212	22	21	throughout	throughout	ADP
ajtas-3212	22	22	the	the	DET
ajtas-3212	22	23	project	project	NOUN
ajtas-3212	22	24	lifecycle	lifecycle	NOUN
ajtas-3212	22	25	(	(	PUNCT
ajtas-3212	22	26	alshammeri	alshammeri	VERB
ajtas-3212	22	27	et	et	PROPN
ajtas-3212	22	28	al	al	PROPN
ajtas-3212	22	29	.	.	PROPN
ajtas-3212	22	30	,	,	PUNCT
ajtas-3212	22	31	2025	2025	NUM
ajtas-3212	22	32	)	)	PUNCT
ajtas-3212	22	33	.	.	PUNCT
ajtas-3212	23	1	recent	recent	ADJ
ajtas-3212	23	2	studies	study	NOUN
ajtas-3212	23	3	accentuate	accentuate	VERB
ajtas-3212	23	4	the	the	DET
ajtas-3212	23	5	increasing	increase	VERB
ajtas-3212	23	6	ability	ability	NOUN
ajtas-3212	23	7	of	of	ADP
ajtas-3212	23	8	machine	machine	NOUN
ajtas-3212	23	9	learning	learning	NOUN
ajtas-3212	23	10	and	and	CCONJ
ajtas-3212	23	11	natural	natural	ADJ
ajtas-3212	23	12	-	-	PUNCT
ajtas-3212	23	13	language	language	NOUN
ajtas-3212	23	14	processing	processing	NOUN
ajtas-3212	23	15	to	to	PART
ajtas-3212	23	16	improve	improve	VERB
ajtas-3212	23	17	project	project	NOUN
ajtas-3212	23	18	transparency	transparency	NOUN
ajtas-3212	23	19	,	,	PUNCT
ajtas-3212	23	20	risk	risk	NOUN
ajtas-3212	23	21	prediction	prediction	NOUN
ajtas-3212	23	22	,	,	PUNCT
ajtas-3212	23	23	and	and	CCONJ
ajtas-3212	23	24	collaboration	collaboration	NOUN
ajtas-3212	23	25	among	among	ADP
ajtas-3212	23	26	teams	team	NOUN
ajtas-3212	23	27	.	.	PUNCT
ajtas-3212	24	1	however	however	ADV
ajtas-3212	24	2	,	,	PUNCT
ajtas-3212	24	3	such	such	ADJ
ajtas-3212	24	4	technologies	technology	NOUN
ajtas-3212	24	5	are	be	AUX
ajtas-3212	24	6	not	not	PART
ajtas-3212	24	7	used	use	VERB
ajtas-3212	24	8	as	as	ADP
ajtas-3212	24	9	a	a	DET
ajtas-3212	24	10	part	part	NOUN
ajtas-3212	24	11	of	of	ADP
ajtas-3212	24	12	the	the	DET
ajtas-3212	24	13	management	management	NOUN
ajtas-3212	24	14	structure	structure	NOUN
ajtas-3212	24	15	but	but	CCONJ
ajtas-3212	24	16	usually	usually	ADV
ajtas-3212	24	17	as	as	ADP
ajtas-3212	24	18	an	an	DET
ajtas-3212	24	19	extrinsic	extrinsic	ADJ
ajtas-3212	24	20	resource	resource	NOUN
ajtas-3212	24	21	.	.	PUNCT
ajtas-3212	25	1	the	the	DET
ajtas-3212	25	2	lack	lack	NOUN
ajtas-3212	25	3	of	of	ADP
ajtas-3212	25	4	single	single	ADJ
ajtas-3212	25	5	models	model	NOUN
ajtas-3212	25	6	that	that	PRON
ajtas-3212	25	7	can	can	AUX
ajtas-3212	25	8	integrate	integrate	VERB
ajtas-3212	25	9	predictive	predictive	ADJ
ajtas-3212	25	10	analytics	analytic	NOUN
ajtas-3212	25	11	,	,	PUNCT
ajtas-3212	25	12	anomaly	anomaly	NOUN
ajtas-3212	25	13	detection	detection	NOUN
ajtas-3212	25	14	,	,	PUNCT
ajtas-3212	25	15	and	and	CCONJ
ajtas-3212	25	16	communication	communication	NOUN
ajtas-3212	25	17	intelligence	intelligence	NOUN
ajtas-3212	25	18	in	in	ADP
ajtas-3212	25	19	the	the	DET
ajtas-3212	25	20	framework	framework	NOUN
ajtas-3212	25	21	of	of	ADP
ajtas-3212	25	22	hybrid	hybrid	NOUN
ajtas-3212	25	23	project	project	NOUN
ajtas-3212	25	24	organization	organization	NOUN
ajtas-3212	25	25	is	be	AUX
ajtas-3212	25	26	a	a	DET
ajtas-3212	25	27	major	major	ADJ
ajtas-3212	25	28	research	research	NOUN
ajtas-3212	25	29	gap	gap	NOUN
ajtas-3212	25	30	(	(	PUNCT
ajtas-3212	25	31	marie	marie	PROPN
ajtas-3212	25	32	et	et	PROPN
ajtas-3212	25	33	al	al	PROPN
ajtas-3212	25	34	.	.	PROPN
ajtas-3212	25	35	,	,	PUNCT
ajtas-3212	25	36	2026	2026	NUM
ajtas-3212	25	37	;	;	PUNCT
ajtas-3212	25	38	yazdinejad	yazdinejad	PROPN
ajtas-3212	25	39	et	et	PROPN
ajtas-3212	25	40	al	al	PROPN
ajtas-3212	25	41	.	.	PROPN
ajtas-3212	25	42	,	,	PUNCT
ajtas-3212	25	43	2025	2025	NUM
ajtas-3212	25	44	)	)	PUNCT
ajtas-3212	25	45	.	.	PUNCT
ajtas-3212	26	1	sealing	seal	VERB
ajtas-3212	26	2	this	this	DET
ajtas-3212	26	3	gap	gap	NOUN
ajtas-3212	26	4	entails	entail	VERB
ajtas-3212	26	5	the	the	DET
ajtas-3212	26	6	holistic	holistic	ADJ
ajtas-3212	26	7	approach	approach	NOUN
ajtas-3212	26	8	that	that	PRON
ajtas-3212	26	9	not	not	PART
ajtas-3212	26	10	only	only	ADV
ajtas-3212	26	11	involves	involve	VERB
ajtas-3212	26	12	the	the	DET
ajtas-3212	26	13	use	use	NOUN
ajtas-3212	26	14	of	of	ADP
ajtas-3212	26	15	ai	ai	NOUN
ajtas-3212	26	16	in	in	ADP
ajtas-3212	26	17	decision	decision	NOUN
ajtas-3212	26	18	making	making	NOUN
ajtas-3212	26	19	but	but	CCONJ
ajtas-3212	26	20	also	also	ADV
ajtas-3212	26	21	involves	involve	VERB
ajtas-3212	26	22	the	the	DET
ajtas-3212	26	23	establishment	establishment	NOUN
ajtas-3212	26	24	of	of	ADP
ajtas-3212	26	25	a	a	DET
ajtas-3212	26	26	feedback	feedback	NOUN
ajtas-3212	26	27	loop	loop	NOUN
ajtas-3212	26	28	between	between	ADP
ajtas-3212	26	29	the	the	DET
ajtas-3212	26	30	layers	layer	NOUN
ajtas-3212	26	31	of	of	ADP
ajtas-3212	26	32	governance	governance	NOUN
ajtas-3212	26	33	and	and	CCONJ
ajtas-3212	26	34	execution	execution	NOUN
ajtas-3212	26	35	.	.	PUNCT
ajtas-3212	27	1	the	the	DET
ajtas-3212	27	2	current	current	ADJ
ajtas-3212	27	3	paper	paper	NOUN
ajtas-3212	27	4	proposes	propose	VERB
ajtas-3212	27	5	the	the	DET
ajtas-3212	27	6	hybrid	hybrid	ADJ
ajtas-3212	27	7	ai	ai	VERB
ajtas-3212	27	8	-	-	PUNCT
ajtas-3212	27	9	augmented	augment	VERB
ajtas-3212	27	10	project	project	NOUN
ajtas-3212	27	11	methodology	methodology	NOUN
ajtas-3212	27	12	(	(	PUNCT
ajtas-3212	27	13	hpm	hpm	NOUN
ajtas-3212	27	14	-	-	PUNCT
ajtas-3212	27	15	ai	ai	NOUN
ajtas-3212	27	16	)	)	PUNCT
ajtas-3212	27	17	that	that	PRON
ajtas-3212	27	18	would	would	AUX
ajtas-3212	27	19	allow	allow	VERB
ajtas-3212	27	20	the	the	DET
ajtas-3212	27	21	direct	direct	ADJ
ajtas-3212	27	22	integration	integration	NOUN
ajtas-3212	27	23	of	of	ADP
ajtas-3212	27	24	the	the	DET
ajtas-3212	27	25	ai	ai	PROPN
ajtas-3212	27	26	functions	function	NOUN
ajtas-3212	27	27	into	into	ADP
ajtas-3212	27	28	the	the	DET
ajtas-3212	27	29	working	work	VERB
ajtas-3212	27	30	heart	heart	NOUN
ajtas-3212	27	31	of	of	ADP
ajtas-3212	27	32	hybrid	hybrid	ADJ
ajtas-3212	27	33	management	management	NOUN
ajtas-3212	27	34	systems	system	NOUN
ajtas-3212	27	35	.	.	PUNCT
ajtas-3212	28	1	contrary	contrary	ADJ
ajtas-3212	28	2	to	to	ADP
ajtas-3212	28	3	traditional	traditional	ADJ
ajtas-3212	28	4	structures	structure	NOUN
ajtas-3212	28	5	,	,	PUNCT
ajtas-3212	28	6	hpm	hpm	NOUN
ajtas-3212	28	7	-	-	PUNCT
ajtas-3212	28	8	ai	ai	NOUN
ajtas-3212	28	9	does	do	AUX
ajtas-3212	28	10	not	not	PART
ajtas-3212	28	11	perceive	perceive	VERB
ajtas-3212	28	12	ai	ai	VERB
ajtas-3212	28	13	as	as	ADP
ajtas-3212	28	14	a	a	DET
ajtas-3212	28	15	helping	help	VERB
ajtas-3212	28	16	tool	tool	NOUN
ajtas-3212	28	17	but	but	CCONJ
ajtas-3212	28	18	rather	rather	ADV
ajtas-3212	28	19	an	an	DET
ajtas-3212	28	20	adjusting	adjust	VERB
ajtas-3212	28	21	machine	machine	NOUN
ajtas-3212	28	22	,	,	PUNCT
ajtas-3212	28	23	which	which	PRON
ajtas-3212	28	24	is	be	AUX
ajtas-3212	28	25	always	always	ADV
ajtas-3212	28	26	able	able	ADJ
ajtas-3212	28	27	to	to	PART
ajtas-3212	28	28	readjust	readjust	VERB
ajtas-3212	28	29	the	the	DET
ajtas-3212	28	30	metrics	metric	NOUN
ajtas-3212	28	31	of	of	ADP
ajtas-3212	28	32	the	the	DET
ajtas-3212	28	33	project	project	NOUN
ajtas-3212	28	34	through	through	ADP
ajtas-3212	28	35	real	real	ADJ
ajtas-3212	28	36	-	-	PUNCT
ajtas-3212	28	37	time	time	NOUN
ajtas-3212	28	38	data	datum	NOUN
ajtas-3212	28	39	.	.	PUNCT
ajtas-3212	29	1	the	the	DET
ajtas-3212	29	2	methodology	methodology	NOUN
ajtas-3212	29	3	incorporates	incorporate	VERB
ajtas-3212	29	4	predictive	predictive	ADJ
ajtas-3212	29	5	modeling	modeling	NOUN
ajtas-3212	29	6	and	and	CCONJ
ajtas-3212	29	7	nlp	nlp	NOUN
ajtas-3212	29	8	-	-	PUNCT
ajtas-3212	29	9	based	base	VERB
ajtas-3212	29	10	backlog	backlog	NOUN
ajtas-3212	29	11	analysis	analysis	NOUN
ajtas-3212	29	12	,	,	PUNCT
ajtas-3212	29	13	anomaly	anomaly	NOUN
ajtas-3212	29	14	detection	detection	NOUN
ajtas-3212	29	15	and	and	CCONJ
ajtas-3212	29	16	sentiment	sentiment	NOUN
ajtas-3212	29	17	-	-	PUNCT
ajtas-3212	29	18	based	base	VERB
ajtas-3212	29	19	communication	communication	NOUN
ajtas-3212	29	20	evaluation	evaluation	NOUN
ajtas-3212	29	21	into	into	ADP
ajtas-3212	29	22	four	four	NUM
ajtas-3212	29	23	main	main	ADJ
ajtas-3212	29	24	layers	layer	NOUN
ajtas-3212	29	25	governance	governance	NOUN
ajtas-3212	29	26	,	,	PUNCT
ajtas-3212	29	27	execution	execution	NOUN
ajtas-3212	29	28	,	,	PUNCT
ajtas-3212	29	29	quality	quality	NOUN
ajtas-3212	29	30	,	,	PUNCT
ajtas-3212	29	31	and	and	CCONJ
ajtas-3212	29	32	communication	communication	NOUN
ajtas-3212	29	33	.	.	PUNCT
ajtas-3212	30	1	this	this	DET
ajtas-3212	30	2	hybridisation	hybridisation	NOUN
ajtas-3212	30	3	converts	convert	VERB
ajtas-3212	30	4	a	a	DET
ajtas-3212	30	5	descriptive	descriptive	ADJ
ajtas-3212	30	6	paradigm	paradigm	NOUN
ajtas-3212	30	7	of	of	ADP
ajtas-3212	30	8	hybrid	hybrid	NOUN
ajtas-3212	30	9	project	project	NOUN
ajtas-3212	30	10	management	management	NOUN
ajtas-3212	30	11	to	to	ADP
ajtas-3212	30	12	a	a	DET
ajtas-3212	30	13	prescriptive	prescriptive	NOUN
ajtas-3212	30	14	,	,	PUNCT
ajtas-3212	30	15	self	self	NOUN
ajtas-3212	30	16	optimizing	optimize	VERB
ajtas-3212	30	17	system	system	NOUN
ajtas-3212	30	18	.	.	PUNCT
ajtas-3212	31	1	the	the	DET
ajtas-3212	31	2	research	research	NOUN
ajtas-3212	31	3	offers	offer	VERB
ajtas-3212	31	4	a	a	DET
ajtas-3212	31	5	quantitative	quantitative	ADJ
ajtas-3212	31	6	basis	basis	NOUN
ajtas-3212	31	7	of	of	ADP
ajtas-3212	31	8	the	the	DET
ajtas-3212	31	9	analysis	analysis	NOUN
ajtas-3212	31	10	of	of	ADP
ajtas-3212	31	11	the	the	DET
ajtas-3212	31	12	effects	effect	NOUN
ajtas-3212	31	13	of	of	ADP
ajtas-3212	31	14	ai	ai	ADJ
ajtas-3212	31	15	integration	integration	NOUN
ajtas-3212	31	16	through	through	ADP
ajtas-3212	31	17	the	the	DET
ajtas-3212	31	18	creation	creation	NOUN
ajtas-3212	31	19	of	of	ADP
ajtas-3212	31	20	mathematical	mathematical	ADJ
ajtas-3212	31	21	formulations	formulation	NOUN
ajtas-3212	31	22	that	that	PRON
ajtas-3212	31	23	include	include	VERB
ajtas-3212	31	24	the	the	DET
ajtas-3212	31	25	ai	ai	VERB
ajtas-3212	31	26	-	-	PUNCT
ajtas-3212	31	27	enhanced	enhance	VERB
ajtas-3212	31	28	performance	performance	NOUN
ajtas-3212	31	29	index	index	NOUN
ajtas-3212	31	30	(	(	PUNCT
ajtas-3212	31	31	aepi	aepi	NOUN
ajtas-3212	31	32	)	)	PUNCT
ajtas-3212	31	33	and	and	CCONJ
ajtas-3212	31	34	a	a	DET
ajtas-3212	31	35	velocity	velocity	NOUN
ajtas-3212	31	36	predictor	predictor	NOUN
ajtas-3212	31	37	based	base	VERB
ajtas-3212	31	38	on	on	ADP
ajtas-3212	31	39	regression	regression	NOUN
ajtas-3212	31	40	.	.	PUNCT
ajtas-3212	32	1	the	the	DET
ajtas-3212	32	2	empirical	empirical	ADJ
ajtas-3212	32	3	validation	validation	NOUN
ajtas-3212	32	4	of	of	ADP
ajtas-3212	32	5	the	the	DET
ajtas-3212	32	6	framework	framework	NOUN
ajtas-3212	32	7	is	be	AUX
ajtas-3212	32	8	done	do	VERB
ajtas-3212	32	9	using	use	VERB
ajtas-3212	32	10	multisprint	multisprint	NOUN
ajtas-3212	32	11	experiments	experiment	NOUN
ajtas-3212	32	12	,	,	PUNCT
ajtas-3212	32	13	which	which	PRON
ajtas-3212	32	14	reveal	reveal	VERB
ajtas-3212	32	15	that	that	SCONJ
ajtas-3212	32	16	there	there	PRON
ajtas-3212	32	17	is	be	VERB
ajtas-3212	32	18	a	a	DET
ajtas-3212	32	19	significant	significant	ADJ
ajtas-3212	32	20	positive	positive	ADJ
ajtas-3212	32	21	performance	performance	NOUN
ajtas-3212	32	22	improvement	improvement	NOUN
ajtas-3212	32	23	in	in	ADP
ajtas-3212	32	24	terms	term	NOUN
ajtas-3212	32	25	of	of	ADP
ajtas-3212	32	26	velocity	velocity	NOUN
ajtas-3212	32	27	,	,	PUNCT
ajtas-3212	32	28	quality	quality	NOUN
ajtas-3212	32	29	,	,	PUNCT
ajtas-3212	32	30	and	and	CCONJ
ajtas-3212	32	31	communication	communication	NOUN
ajtas-3212	32	32	indices	index	NOUN
ajtas-3212	32	33	.	.	PUNCT
ajtas-3212	33	1	finally	finally	ADV
ajtas-3212	33	2	,	,	PUNCT
ajtas-3212	33	3	the	the	DET
ajtas-3212	33	4	paper	paper	NOUN
ajtas-3212	33	5	provides	provide	VERB
ajtas-3212	33	6	hpm	hpm	NOUN
ajtas-3212	33	7	-	-	PUNCT
ajtas-3212	33	8	ai	ai	NOUN
ajtas-3212	33	9	as	as	ADP
ajtas-3212	33	10	an	an	DET
ajtas-3212	33	11	expandable	expandable	ADJ
ajtas-3212	33	12	and	and	CCONJ
ajtas-3212	33	13	replicable	replicable	ADJ
ajtas-3212	33	14	model	model	NOUN
ajtas-3212	33	15	of	of	ADP
ajtas-3212	33	16	data	data	NOUN
ajtas-3212	33	17	-	-	PUNCT
ajtas-3212	33	18	based	base	VERB
ajtas-3212	33	19	governance	governance	NOUN
ajtas-3212	33	20	in	in	ADP
ajtas-3212	33	21	intricate	intricate	ADJ
ajtas-3212	33	22	,	,	PUNCT
ajtas-3212	33	23	distributed	distribute	VERB
ajtas-3212	33	24	project	project	NOUN
ajtas-3212	33	25	ecosystems	ecosystem	NOUN
ajtas-3212	33	26	.	.	PUNCT
ajtas-3212	34	1	1.2	1.2	NUM
ajtas-3212	34	2	literature	literature	PROPN
ajtas-3212	34	3	review	review	VERB
ajtas-3212	34	4	the	the	DET
ajtas-3212	34	5	adoption	adoption	NOUN
ajtas-3212	34	6	of	of	ADP
ajtas-3212	34	7	artificial	artificial	ADJ
ajtas-3212	34	8	intelligence	intelligence	NOUN
ajtas-3212	34	9	in	in	ADP
ajtas-3212	34	10	project	project	NOUN
ajtas-3212	34	11	management	management	NOUN
ajtas-3212	34	12	has	have	AUX
ajtas-3212	34	13	received	receive	VERB
ajtas-3212	34	14	a	a	DET
ajtas-3212	34	15	lot	lot	NOUN
ajtas-3212	34	16	of	of	ADP
ajtas-3212	34	17	scholarly	scholarly	ADJ
ajtas-3212	34	18	and	and	CCONJ
ajtas-3212	34	19	practical	practical	ADJ
ajtas-3212	34	20	interest	interest	NOUN
ajtas-3212	34	21	in	in	ADP
ajtas-3212	34	22	the	the	DET
ajtas-3212	34	23	past	past	ADJ
ajtas-3212	34	24	ten	ten	NUM
ajtas-3212	34	25	years	year	NOUN
ajtas-3212	34	26	.	.	PUNCT
ajtas-3212	35	1	initial	initial	ADJ
ajtas-3212	35	2	studies	study	NOUN
ajtas-3212	35	3	investigated	investigate	VERB
ajtas-3212	35	4	the	the	DET
ajtas-3212	35	5	application	application	NOUN
ajtas-3212	35	6	of	of	ADP
ajtas-3212	35	7	expert	expert	NOUN
ajtas-3212	35	8	systems	system	NOUN
ajtas-3212	35	9	and	and	CCONJ
ajtas-3212	35	10	decision	decision	NOUN
ajtas-3212	35	11	-	-	PUNCT
ajtas-3212	35	12	support	support	NOUN
ajtas-3212	35	13	models	model	NOUN
ajtas-3212	35	14	to	to	PART
ajtas-3212	35	15	improve	improve	VERB
ajtas-3212	35	16	the	the	DET
ajtas-3212	35	17	scheduling	scheduling	NOUN
ajtas-3212	35	18	,	,	PUNCT
ajtas-3212	35	19	resource	resource	NOUN
ajtas-3212	35	20	allocation	allocation	NOUN
ajtas-3212	35	21	,	,	PUNCT
ajtas-3212	35	22	as	as	ADV
ajtas-3212	35	23	well	well	ADV
ajtas-3212	35	24	as	as	ADP
ajtas-3212	35	25	cost	cost	NOUN
ajtas-3212	35	26	estimation	estimation	NOUN
ajtas-3212	35	27	(	(	PUNCT
ajtas-3212	35	28	taghavi	taghavi	VERB
ajtas-3212	35	29	et	et	PROPN
ajtas-3212	35	30	al	al	PROPN
ajtas-3212	35	31	.	.	PROPN
ajtas-3212	35	32	,	,	PUNCT
ajtas-3212	35	33	2025	2025	NUM
ajtas-3212	35	34	)	)	PUNCT
ajtas-3212	35	35	.	.	PUNCT
ajtas-3212	36	1	more	more	ADV
ajtas-3212	36	2	recent	recent	ADJ
ajtas-3212	36	3	works	work	NOUN
ajtas-3212	36	4	highlight	highlight	VERB
ajtas-3212	36	5	the	the	DET
ajtas-3212	36	6	focus	focus	NOUN
ajtas-3212	36	7	on	on	ADP
ajtas-3212	36	8	machine	machine	NOUN
ajtas-3212	36	9	learning	learning	NOUN
ajtas-3212	36	10	and	and	CCONJ
ajtas-3212	36	11	natural	natural	ADJ
ajtas-3212	36	12	language	language	NOUN
ajtas-3212	36	13	processing	processing	NOUN
ajtas-3212	36	14	as	as	ADP
ajtas-3212	36	15	game	game	NOUN
ajtas-3212	36	16	-	-	PUNCT
ajtas-3212	36	17	changing	change	VERB
ajtas-3212	36	18	technologies	technology	NOUN
ajtas-3212	36	19	with	with	ADP
ajtas-3212	36	20	the	the	DET
ajtas-3212	36	21	ability	ability	NOUN
ajtas-3212	36	22	to	to	PART
ajtas-3212	36	23	enhance	enhance	VERB
ajtas-3212	36	24	risk	risk	NOUN
ajtas-3212	36	25	detection	detection	NOUN
ajtas-3212	36	26	,	,	PUNCT
ajtas-3212	36	27	communication	communication	NOUN
ajtas-3212	36	28	,	,	PUNCT
ajtas-3212	36	29	and	and	CCONJ
ajtas-3212	36	30	predictive	predictive	ADJ
ajtas-3212	36	31	forecasting	forecasting	NOUN
ajtas-3212	36	32	(	(	PUNCT
ajtas-3212	36	33	zhu	zhu	X
ajtas-3212	36	34	et	et	PROPN
ajtas-3212	36	35	al	al	PROPN
ajtas-3212	36	36	.	.	PROPN
ajtas-3212	36	37	,	,	PUNCT
ajtas-3212	36	38	2025	2025	NUM
ajtas-3212	36	39	)	)	PUNCT
ajtas-3212	36	40	.	.	PUNCT
ajtas-3212	37	1	these	these	DET
ajtas-3212	37	2	developments	development	NOUN
ajtas-3212	37	3	indicate	indicate	VERB
ajtas-3212	37	4	that	that	SCONJ
ajtas-3212	37	5	the	the	DET
ajtas-3212	37	6	procedural	procedural	NOUN
ajtas-3212	37	7	to	to	ADP
ajtas-3212	37	8	dataamerican	dataamerican	PROPN
ajtas-3212	37	9	journal	journal	PROPN
ajtas-3212	37	10	of	of	ADP
ajtas-3212	37	11	technology	technology	NOUN
ajtas-3212	37	12	and	and	CCONJ
ajtas-3212	37	13	applied	apply	VERB
ajtas-3212	37	14	sciences	science	NOUN
ajtas-3212	37	15	43	43	NUM
ajtas-3212	37	16	,	,	PUNCT
ajtas-3212	37	17	december	december	PROPN
ajtas-3212	37	18	2025	2025	NUM
ajtas-3212	37	19	p	p	NOUN
ajtas-3212	37	20	a	a	DET
ajtas-3212	37	21	g	g	NOUN
ajtas-3212	37	22	e	e	NOUN
ajtas-3212	37	23	|	|	ADV
ajtas-3212	37	24	16	16	NUM
ajtas-3212	37	25	www.americanjournal.org	www.americanjournal.org	NOUN
ajtas-3212	37	26	driven	drive	VERB
ajtas-3212	37	27	shift	shift	NOUN
ajtas-3212	37	28	in	in	ADP
ajtas-3212	37	29	project	project	NOUN
ajtas-3212	37	30	approaches	approach	NOUN
ajtas-3212	37	31	is	be	AUX
ajtas-3212	37	32	not	not	PART
ajtas-3212	37	33	only	only	ADV
ajtas-3212	37	34	an	an	DET
ajtas-3212	37	35	operational	operational	ADJ
ajtas-3212	37	36	enhancement	enhancement	NOUN
ajtas-3212	37	37	,	,	PUNCT
ajtas-3212	37	38	but	but	CCONJ
ajtas-3212	37	39	a	a	DET
ajtas-3212	37	40	conceptual	conceptual	ADJ
ajtas-3212	37	41	one	one	NOUN
ajtas-3212	37	42	in	in	ADP
ajtas-3212	37	43	terms	term	NOUN
ajtas-3212	37	44	of	of	ADP
ajtas-3212	37	45	smart	smart	ADJ
ajtas-3212	37	46	project	project	NOUN
ajtas-3212	37	47	systems	system	NOUN
ajtas-3212	37	48	.	.	PUNCT
ajtas-3212	38	1	an	an	DET
ajtas-3212	38	2	increasing	increase	VERB
ajtas-3212	38	3	number	number	NOUN
ajtas-3212	38	4	of	of	ADP
ajtas-3212	38	5	publications	publication	NOUN
ajtas-3212	38	6	describe	describe	VERB
ajtas-3212	38	7	the	the	DET
ajtas-3212	38	8	possibility	possibility	NOUN
ajtas-3212	38	9	of	of	ADP
ajtas-3212	38	10	ai	ai	ADP
ajtas-3212	38	11	automating	automate	VERB
ajtas-3212	38	12	the	the	DET
ajtas-3212	38	13	main	main	ADJ
ajtas-3212	38	14	management	management	NOUN
ajtas-3212	38	15	activities	activity	NOUN
ajtas-3212	38	16	.	.	PUNCT
ajtas-3212	39	1	as	as	ADP
ajtas-3212	39	2	an	an	DET
ajtas-3212	39	3	example	example	NOUN
ajtas-3212	39	4	,	,	PUNCT
ajtas-3212	39	5	algorithms	algorithm	NOUN
ajtas-3212	39	6	have	have	AUX
ajtas-3212	39	7	been	be	AUX
ajtas-3212	39	8	effectively	effectively	ADV
ajtas-3212	39	9	used	use	VERB
ajtas-3212	39	10	to	to	PART
ajtas-3212	39	11	optimize	optimize	VERB
ajtas-3212	39	12	the	the	DET
ajtas-3212	39	13	division	division	NOUN
ajtas-3212	39	14	of	of	ADP
ajtas-3212	39	15	work	work	NOUN
ajtas-3212	39	16	,	,	PUNCT
ajtas-3212	39	17	predict	predict	VERB
ajtas-3212	39	18	the	the	DET
ajtas-3212	39	19	time	time	NOUN
ajtas-3212	39	20	needed	need	VERB
ajtas-3212	39	21	to	to	PART
ajtas-3212	39	22	complete	complete	VERB
ajtas-3212	39	23	the	the	DET
ajtas-3212	39	24	tasks	task	NOUN
ajtas-3212	39	25	,	,	PUNCT
ajtas-3212	39	26	and	and	CCONJ
ajtas-3212	39	27	identify	identify	VERB
ajtas-3212	39	28	project	project	NOUN
ajtas-3212	39	29	failures	failure	NOUN
ajtas-3212	39	30	(	(	PUNCT
ajtas-3212	39	31	basingab	basingab	ADJ
ajtas-3212	39	32	m.	m.	NOUN
ajtas-3212	39	33	,	,	PUNCT
ajtas-3212	39	34	2025	2025	NUM
ajtas-3212	39	35	;	;	PUNCT
ajtas-3212	39	36	boubiche	boubiche	PROPN
ajtas-3212	39	37	et	et	PROPN
ajtas-3212	39	38	al	al	PROPN
ajtas-3212	39	39	.	.	PROPN
ajtas-3212	39	40	,	,	PUNCT
ajtas-3212	39	41	2025	2025	NUM
ajtas-3212	39	42	)	)	PUNCT
ajtas-3212	39	43	.	.	PUNCT
ajtas-3212	40	1	the	the	DET
ajtas-3212	40	2	neural	neural	ADJ
ajtas-3212	40	3	networks	network	NOUN
ajtas-3212	40	4	and	and	CCONJ
ajtas-3212	40	5	regression	regression	NOUN
ajtas-3212	40	6	-	-	PUNCT
ajtas-3212	40	7	based	base	VERB
ajtas-3212	40	8	models	model	NOUN
ajtas-3212	40	9	have	have	AUX
ajtas-3212	40	10	demonstrated	demonstrate	VERB
ajtas-3212	40	11	high	high	ADJ
ajtas-3212	40	12	predictive	predictive	ADJ
ajtas-3212	40	13	ability	ability	NOUN
ajtas-3212	40	14	to	to	PART
ajtas-3212	40	15	determine	determine	VERB
ajtas-3212	40	16	performance	performance	NOUN
ajtas-3212	40	17	variance	variance	NOUN
ajtas-3212	40	18	,	,	PUNCT
ajtas-3212	40	19	before	before	SCONJ
ajtas-3212	40	20	it	it	PRON
ajtas-3212	40	21	can	can	AUX
ajtas-3212	40	22	take	take	VERB
ajtas-3212	40	23	place	place	NOUN
ajtas-3212	40	24	,	,	PUNCT
ajtas-3212	40	25	and	and	CCONJ
ajtas-3212	40	26	earlier	early	ADV
ajtas-3212	40	27	as	as	SCONJ
ajtas-3212	40	28	such	such	ADJ
ajtas-3212	40	29	intervention	intervention	NOUN
ajtas-3212	40	30	and	and	CCONJ
ajtas-3212	40	31	mitigation	mitigation	NOUN
ajtas-3212	40	32	can	can	AUX
ajtas-3212	40	33	take	take	VERB
ajtas-3212	40	34	place	place	NOUN
ajtas-3212	40	35	.	.	PUNCT
ajtas-3212	41	1	nevertheless	nevertheless	ADV
ajtas-3212	41	2	,	,	PUNCT
ajtas-3212	41	3	these	these	DET
ajtas-3212	41	4	contributions	contribution	NOUN
ajtas-3212	41	5	are	be	AUX
ajtas-3212	41	6	generally	generally	ADV
ajtas-3212	41	7	isolated	isolate	VERB
ajtas-3212	41	8	and	and	CCONJ
ajtas-3212	41	9	focused	focus	VERB
ajtas-3212	41	10	on	on	ADP
ajtas-3212	41	11	particular	particular	ADJ
ajtas-3212	41	12	functions	function	NOUN
ajtas-3212	41	13	instead	instead	ADV
ajtas-3212	41	14	of	of	ADP
ajtas-3212	41	15	having	have	VERB
ajtas-3212	41	16	a	a	DET
ajtas-3212	41	17	complete	complete	ADJ
ajtas-3212	41	18	,	,	PUNCT
ajtas-3212	41	19	system	system	NOUN
ajtas-3212	41	20	-	-	PUNCT
ajtas-3212	41	21	level	level	NOUN
ajtas-3212	41	22	approach	approach	NOUN
ajtas-3212	41	23	that	that	PRON
ajtas-3212	41	24	directly	directly	ADV
ajtas-3212	41	25	links	link	VERB
ajtas-3212	41	26	ai	ai	VERB
ajtas-3212	41	27	modules	module	NOUN
ajtas-3212	41	28	to	to	ADP
ajtas-3212	41	29	managerial	managerial	ADJ
ajtas-3212	41	30	decision	decision	NOUN
ajtas-3212	41	31	approaches	approach	NOUN
ajtas-3212	41	32	.	.	PUNCT
ajtas-3212	42	1	the	the	DET
ajtas-3212	42	2	combination	combination	NOUN
ajtas-3212	42	3	of	of	ADP
ajtas-3212	42	4	the	the	DET
ajtas-3212	42	5	traditional	traditional	ADJ
ajtas-3212	42	6	and	and	CCONJ
ajtas-3212	42	7	agile	agile	ADJ
ajtas-3212	42	8	approaches	approach	NOUN
ajtas-3212	42	9	has	have	AUX
ajtas-3212	42	10	created	create	VERB
ajtas-3212	42	11	hybrid	hybrid	ADJ
ajtas-3212	42	12	project	project	NOUN
ajtas-3212	42	13	management	management	NOUN
ajtas-3212	42	14	frameworks	framework	NOUN
ajtas-3212	42	15	in	in	ADP
ajtas-3212	42	16	response	response	NOUN
ajtas-3212	42	17	to	to	ADP
ajtas-3212	42	18	the	the	DET
ajtas-3212	42	19	weaknesses	weakness	NOUN
ajtas-3212	42	20	of	of	ADP
ajtas-3212	42	21	these	these	DET
ajtas-3212	42	22	approaches	approach	NOUN
ajtas-3212	42	23	.	.	PUNCT
ajtas-3212	43	1	according	accord	VERB
ajtas-3212	43	2	to	to	ADP
ajtas-3212	43	3	researchers	researcher	NOUN
ajtas-3212	43	4	,	,	PUNCT
ajtas-3212	43	5	hybrid	hybrid	ADJ
ajtas-3212	43	6	model	model	NOUN
ajtas-3212	43	7	fuses	fuse	VERB
ajtas-3212	43	8	the	the	DET
ajtas-3212	43	9	rigor	rigor	NOUN
ajtas-3212	43	10	of	of	ADP
ajtas-3212	43	11	governance	governance	NOUN
ajtas-3212	43	12	and	and	CCONJ
ajtas-3212	43	13	documentation	documentation	NOUN
ajtas-3212	43	14	of	of	ADP
ajtas-3212	43	15	classical	classical	ADJ
ajtas-3212	43	16	models	model	NOUN
ajtas-3212	43	17	with	with	ADP
ajtas-3212	43	18	the	the	DET
ajtas-3212	43	19	flexibility	flexibility	NOUN
ajtas-3212	43	20	and	and	CCONJ
ajtas-3212	43	21	feedback	feedback	NOUN
ajtas-3212	43	22	cycles	cycle	NOUN
ajtas-3212	43	23	of	of	ADP
ajtas-3212	43	24	agile	agile	ADJ
ajtas-3212	43	25	models	model	NOUN
ajtas-3212	43	26	(	(	PUNCT
ajtas-3212	43	27	ly	ly	X
ajtas-3212	43	28	et	et	PROPN
ajtas-3212	43	29	al	al	PROPN
ajtas-3212	43	30	.	.	PROPN
ajtas-3212	43	31	,	,	PUNCT
ajtas-3212	43	32	2025	2025	NUM
ajtas-3212	43	33	;	;	PUNCT
ajtas-3212	43	34	alsubaie	alsubaie	PROPN
ajtas-3212	43	35	et	et	PROPN
ajtas-3212	43	36	al	al	PROPN
ajtas-3212	43	37	.	.	PROPN
ajtas-3212	43	38	,	,	PUNCT
ajtas-3212	43	39	2025	2025	NUM
ajtas-3212	43	40	)	)	PUNCT
ajtas-3212	43	41	.	.	PUNCT
ajtas-3212	44	1	such	such	ADJ
ajtas-3212	44	2	convergence	convergence	NOUN
ajtas-3212	44	3	has	have	AUX
ajtas-3212	44	4	played	play	VERB
ajtas-3212	44	5	a	a	DET
ajtas-3212	44	6	successful	successful	ADJ
ajtas-3212	44	7	role	role	NOUN
ajtas-3212	44	8	in	in	ADP
ajtas-3212	44	9	the	the	DET
ajtas-3212	44	10	management	management	NOUN
ajtas-3212	44	11	of	of	ADP
ajtas-3212	44	12	distributed	distribute	VERB
ajtas-3212	44	13	groups	group	NOUN
ajtas-3212	44	14	and	and	CCONJ
ajtas-3212	44	15	complex	complex	ADJ
ajtas-3212	44	16	deliverables	deliverable	NOUN
ajtas-3212	44	17	,	,	PUNCT
ajtas-3212	44	18	particularly	particularly	ADV
ajtas-3212	44	19	in	in	ADP
ajtas-3212	44	20	the	the	DET
ajtas-3212	44	21	digital	digital	ADJ
ajtas-3212	44	22	transformation	transformation	NOUN
ajtas-3212	44	23	settings	setting	NOUN
ajtas-3212	44	24	.	.	PUNCT
ajtas-3212	45	1	however	however	ADV
ajtas-3212	45	2	,	,	PUNCT
ajtas-3212	45	3	even	even	ADV
ajtas-3212	45	4	in	in	ADP
ajtas-3212	45	5	the	the	DET
ajtas-3212	45	6	hybrid	hybrid	NOUN
ajtas-3212	45	7	systems	system	NOUN
ajtas-3212	45	8	,	,	PUNCT
ajtas-3212	45	9	the	the	DET
ajtas-3212	45	10	decision	decision	NOUN
ajtas-3212	45	11	making	make	VERB
ajtas-3212	45	12	is	be	AUX
ajtas-3212	45	13	made	make	VERB
ajtas-3212	45	14	mostly	mostly	ADV
ajtas-3212	45	15	by	by	ADP
ajtas-3212	45	16	human	human	ADJ
ajtas-3212	45	17	interpretation	interpretation	NOUN
ajtas-3212	45	18	of	of	ADP
ajtas-3212	45	19	performance	performance	NOUN
ajtas-3212	45	20	indicators	indicator	NOUN
ajtas-3212	45	21	.	.	PUNCT
ajtas-3212	46	1	consequently	consequently	ADV
ajtas-3212	46	2	,	,	PUNCT
ajtas-3212	46	3	the	the	DET
ajtas-3212	46	4	project	project	NOUN
ajtas-3212	46	5	adaptation	adaptation	NOUN
ajtas-3212	46	6	can	can	AUX
ajtas-3212	46	7	be	be	AUX
ajtas-3212	46	8	seen	see	VERB
ajtas-3212	46	9	to	to	PART
ajtas-3212	46	10	be	be	AUX
ajtas-3212	46	11	performed	perform	VERB
ajtas-3212	46	12	in	in	ADP
ajtas-3212	46	13	a	a	DET
ajtas-3212	46	14	reactive	reactive	ADJ
ajtas-3212	46	15	mode	mode	NOUN
ajtas-3212	46	16	and	and	CCONJ
ajtas-3212	46	17	not	not	PART
ajtas-3212	46	18	a	a	DET
ajtas-3212	46	19	proactive	proactive	ADJ
ajtas-3212	46	20	mode	mode	NOUN
ajtas-3212	46	21	,	,	PUNCT
ajtas-3212	46	22	exposing	expose	VERB
ajtas-3212	46	23	a	a	DET
ajtas-3212	46	24	large	large	ADJ
ajtas-3212	46	25	lapse	lapse	NOUN
ajtas-3212	46	26	in	in	ADP
ajtas-3212	46	27	automation	automation	NOUN
ajtas-3212	46	28	and	and	CCONJ
ajtas-3212	46	29	predictive	predictive	ADJ
ajtas-3212	46	30	control	control	NOUN
ajtas-3212	46	31	(	(	PUNCT
ajtas-3212	46	32	wang	wang	PROPN
ajtas-3212	46	33	et	et	PROPN
ajtas-3212	46	34	al	al	PROPN
ajtas-3212	46	35	.	.	PROPN
ajtas-3212	46	36	,	,	PUNCT
ajtas-3212	46	37	2025	2025	NUM
ajtas-3212	46	38	)	)	PUNCT
ajtas-3212	46	39	.	.	PUNCT
ajtas-3212	47	1	a	a	DET
ajtas-3212	47	2	number	number	NOUN
ajtas-3212	47	3	of	of	ADP
ajtas-3212	47	4	efforts	effort	NOUN
ajtas-3212	47	5	have	have	AUX
ajtas-3212	47	6	been	be	AUX
ajtas-3212	47	7	undertaken	undertake	VERB
ajtas-3212	47	8	to	to	PART
ajtas-3212	47	9	bring	bring	VERB
ajtas-3212	47	10	ai	ai	NOUN
ajtas-3212	47	11	on	on	ADP
ajtas-3212	47	12	board	board	NOUN
ajtas-3212	47	13	to	to	ADP
ajtas-3212	47	14	hybrid	hybrid	ADJ
ajtas-3212	47	15	structures	structure	NOUN
ajtas-3212	47	16	.	.	PUNCT
ajtas-3212	48	1	other	other	ADJ
ajtas-3212	48	2	authors	author	NOUN
ajtas-3212	48	3	suggest	suggest	VERB
ajtas-3212	48	4	that	that	SCONJ
ajtas-3212	48	5	it	it	PRON
ajtas-3212	48	6	should	should	AUX
ajtas-3212	48	7	use	use	VERB
ajtas-3212	48	8	predictive	predictive	ADJ
ajtas-3212	48	9	analytics	analytic	NOUN
ajtas-3212	48	10	as	as	ADP
ajtas-3212	48	11	part	part	NOUN
ajtas-3212	48	12	of	of	ADP
ajtas-3212	48	13	a	a	DET
ajtas-3212	48	14	project	project	NOUN
ajtas-3212	48	15	dashboard	dashboard	NOUN
ajtas-3212	48	16	or	or	CCONJ
ajtas-3212	48	17	apply	apply	VERB
ajtas-3212	48	18	the	the	DET
ajtas-3212	48	19	idea	idea	NOUN
ajtas-3212	48	20	of	of	ADP
ajtas-3212	48	21	naturallanguage	naturallanguage	NOUN
ajtas-3212	48	22	algorithms	algorithm	NOUN
ajtas-3212	48	23	to	to	PART
ajtas-3212	48	24	estimate	estimate	VERB
ajtas-3212	48	25	the	the	DET
ajtas-3212	48	26	sentiment	sentiment	NOUN
ajtas-3212	48	27	of	of	ADP
ajtas-3212	48	28	a	a	DET
ajtas-3212	48	29	team	team	NOUN
ajtas-3212	48	30	and	and	CCONJ
ajtas-3212	48	31	the	the	DET
ajtas-3212	48	32	tone	tone	NOUN
ajtas-3212	48	33	of	of	ADP
ajtas-3212	48	34	communication	communication	NOUN
ajtas-3212	48	35	(	(	PUNCT
ajtas-3212	48	36	chen	chen	PROPN
ajtas-3212	48	37	et	et	PROPN
ajtas-3212	48	38	al	al	PROPN
ajtas-3212	48	39	.	.	PROPN
ajtas-3212	48	40	,	,	PUNCT
ajtas-3212	48	41	2026	2026	NUM
ajtas-3212	48	42	;	;	PUNCT
ajtas-3212	48	43	zai	zai	PROPN
ajtas-3212	48	44	et	et	PROPN
ajtas-3212	48	45	al	al	PROPN
ajtas-3212	48	46	.	.	PROPN
ajtas-3212	48	47	,	,	PUNCT
ajtas-3212	48	48	2025	2025	NUM
ajtas-3212	48	49	)	)	PUNCT
ajtas-3212	48	50	.	.	PUNCT
ajtas-3212	49	1	although	although	SCONJ
ajtas-3212	49	2	these	these	DET
ajtas-3212	49	3	approaches	approach	NOUN
ajtas-3212	49	4	are	be	AUX
ajtas-3212	49	5	promising	promise	VERB
ajtas-3212	49	6	,	,	PUNCT
ajtas-3212	49	7	they	they	PRON
ajtas-3212	49	8	are	be	AUX
ajtas-3212	49	9	generally	generally	ADV
ajtas-3212	49	10	used	use	VERB
ajtas-3212	49	11	as	as	ADP
ajtas-3212	49	12	the	the	DET
ajtas-3212	49	13	addon	addon	ADJ
ajtas-3212	49	14	analytical	analytical	ADJ
ajtas-3212	49	15	tools	tool	NOUN
ajtas-3212	49	16	,	,	PUNCT
ajtas-3212	49	17	but	but	CCONJ
ajtas-3212	49	18	not	not	PART
ajtas-3212	49	19	as	as	ADP
ajtas-3212	49	20	the	the	DET
ajtas-3212	49	21	fundamental	fundamental	ADJ
ajtas-3212	49	22	elements	element	NOUN
ajtas-3212	49	23	of	of	ADP
ajtas-3212	49	24	the	the	DET
ajtas-3212	49	25	methodology	methodology	NOUN
ajtas-3212	49	26	.	.	PUNCT
ajtas-3212	50	1	as	as	ADP
ajtas-3212	50	2	a	a	DET
ajtas-3212	50	3	result	result	NOUN
ajtas-3212	50	4	,	,	PUNCT
ajtas-3212	50	5	they	they	PRON
ajtas-3212	50	6	do	do	AUX
ajtas-3212	50	7	not	not	PART
ajtas-3212	50	8	have	have	VERB
ajtas-3212	50	9	a	a	DET
ajtas-3212	50	10	feedback	feedback	NOUN
ajtas-3212	50	11	loop	loop	NOUN
ajtas-3212	50	12	that	that	PRON
ajtas-3212	50	13	can	can	AUX
ajtas-3212	50	14	learn	learn	VERB
ajtas-3212	50	15	data	datum	NOUN
ajtas-3212	50	16	and	and	CCONJ
ajtas-3212	50	17	modify	modify	VERB
ajtas-3212	50	18	the	the	DET
ajtas-3212	50	19	project	project	NOUN
ajtas-3212	50	20	strategies	strategy	NOUN
ajtas-3212	50	21	on	on	ADP
ajtas-3212	50	22	their	their	PRON
ajtas-3212	50	23	own	own	ADJ
ajtas-3212	50	24	(	(	PUNCT
ajtas-3212	50	25	gondocs	gondoc	NOUN
ajtas-3212	50	26	et	et	NOUN
ajtas-3212	50	27	al	al	PROPN
ajtas-3212	50	28	.	.	PROPN
ajtas-3212	50	29	,	,	PUNCT
ajtas-3212	50	30	2025	2025	NUM
ajtas-3212	50	31	)	)	PUNCT
ajtas-3212	50	32	.	.	PUNCT
ajtas-3212	51	1	another	another	DET
ajtas-3212	51	2	line	line	NOUN
ajtas-3212	51	3	of	of	ADP
ajtas-3212	51	4	study	study	NOUN
ajtas-3212	51	5	is	be	AUX
ajtas-3212	51	6	aimed	aim	VERB
ajtas-3212	51	7	at	at	ADP
ajtas-3212	51	8	establishing	establish	VERB
ajtas-3212	51	9	performance	performance	NOUN
ajtas-3212	51	10	indicators	indicator	NOUN
ajtas-3212	51	11	in	in	ADP
ajtas-3212	51	12	management	management	NOUN
ajtas-3212	51	13	systems	system	NOUN
ajtas-3212	51	14	that	that	PRON
ajtas-3212	51	15	have	have	AUX
ajtas-3212	51	16	ai	ai	VERB
ajtas-3212	51	17	integration	integration	NOUN
ajtas-3212	51	18	.	.	PUNCT
ajtas-3212	52	1	the	the	DET
ajtas-3212	52	2	significance	significance	NOUN
ajtas-3212	52	3	of	of	ADP
ajtas-3212	52	4	composite	composite	ADJ
ajtas-3212	52	5	measures	measure	NOUN
ajtas-3212	52	6	,	,	PUNCT
ajtas-3212	52	7	which	which	PRON
ajtas-3212	52	8	reflect	reflect	VERB
ajtas-3212	52	9	both	both	CCONJ
ajtas-3212	52	10	the	the	DET
ajtas-3212	52	11	quantitative	quantitative	ADJ
ajtas-3212	52	12	(	(	PUNCT
ajtas-3212	52	13	velocity	velocity	NOUN
ajtas-3212	52	14	,	,	PUNCT
ajtas-3212	52	15	cost	cost	NOUN
ajtas-3212	52	16	,	,	PUNCT
ajtas-3212	52	17	quality	quality	NOUN
ajtas-3212	52	18	)	)	PUNCT
ajtas-3212	52	19	and	and	CCONJ
ajtas-3212	52	20	qualitative	qualitative	NOUN
ajtas-3212	52	21	(	(	PUNCT
ajtas-3212	52	22	communication	communication	NOUN
ajtas-3212	52	23	,	,	PUNCT
ajtas-3212	52	24	satisfaction	satisfaction	NOUN
ajtas-3212	52	25	,	,	PUNCT
ajtas-3212	52	26	engagement	engagement	NOUN
ajtas-3212	52	27	)	)	PUNCT
ajtas-3212	52	28	aspects	aspect	NOUN
ajtas-3212	52	29	,	,	PUNCT
ajtas-3212	52	30	is	be	AUX
ajtas-3212	52	31	emphasized	emphasize	VERB
ajtas-3212	52	32	by	by	ADP
ajtas-3212	52	33	scholars	scholar	NOUN
ajtas-3212	52	34	(	(	PUNCT
ajtas-3212	52	35	hu	hu	PROPN
ajtas-3212	52	36	et	et	PROPN
ajtas-3212	52	37	al	al	PROPN
ajtas-3212	52	38	.	.	PROPN
ajtas-3212	52	39	,	,	PUNCT
ajtas-3212	52	40	2026	2026	NUM
ajtas-3212	52	41	)	)	PUNCT
ajtas-3212	52	42	.	.	PUNCT
ajtas-3212	53	1	the	the	DET
ajtas-3212	53	2	majority	majority	NOUN
ajtas-3212	53	3	of	of	ADP
ajtas-3212	53	4	the	the	DET
ajtas-3212	53	5	suggested	suggest	VERB
ajtas-3212	53	6	indices	index	NOUN
ajtas-3212	53	7	,	,	PUNCT
ajtas-3212	53	8	however	however	ADV
ajtas-3212	53	9	,	,	PUNCT
ajtas-3212	53	10	are	be	AUX
ajtas-3212	53	11	descriptive	descriptive	ADJ
ajtas-3212	53	12	and	and	CCONJ
ajtas-3212	53	13	do	do	AUX
ajtas-3212	53	14	not	not	PART
ajtas-3212	53	15	allow	allow	VERB
ajtas-3212	53	16	to	to	PART
ajtas-3212	53	17	actively	actively	ADV
ajtas-3212	53	18	recalibrate	recalibrate	VERB
ajtas-3212	53	19	the	the	DET
ajtas-3212	53	20	system	system	NOUN
ajtas-3212	53	21	but	but	CCONJ
ajtas-3212	53	22	describe	describe	VERB
ajtas-3212	53	23	observed	observed	ADJ
ajtas-3212	53	24	behavior	behavior	NOUN
ajtas-3212	53	25	(	(	PUNCT
ajtas-3212	53	26	mo	mo	NOUN
ajtas-3212	53	27	et	et	PROPN
ajtas-3212	53	28	al	al	PROPN
ajtas-3212	53	29	.	.	PROPN
ajtas-3212	53	30	,	,	PUNCT
ajtas-3212	53	31	2022	2022	NUM
ajtas-3212	53	32	)	)	PUNCT
ajtas-3212	53	33	.	.	PUNCT
ajtas-3212	54	1	this	this	DET
ajtas-3212	54	2	weakness	weakness	NOUN
ajtas-3212	54	3	supports	support	VERB
ajtas-3212	54	4	the	the	DET
ajtas-3212	54	5	necessity	necessity	NOUN
ajtas-3212	54	6	of	of	ADP
ajtas-3212	54	7	a	a	DET
ajtas-3212	54	8	performance	performance	NOUN
ajtas-3212	54	9	model	model	NOUN
ajtas-3212	54	10	capable	capable	ADJ
ajtas-3212	54	11	of	of	ADP
ajtas-3212	54	12	dynamically	dynamically	ADV
ajtas-3212	54	13	assessing	assess	VERB
ajtas-3212	54	14	the	the	DET
ajtas-3212	54	15	health	health	NOUN
ajtas-3212	54	16	of	of	ADP
ajtas-3212	54	17	projects	project	NOUN
ajtas-3212	54	18	but	but	CCONJ
ajtas-3212	54	19	informing	inform	VERB
ajtas-3212	54	20	algorithmic	algorithmic	ADJ
ajtas-3212	54	21	decision	decision	NOUN
ajtas-3212	54	22	-	-	PUNCT
ajtas-3212	54	23	making	making	NOUN
ajtas-3212	54	24	.	.	PUNCT
ajtas-3212	55	1	the	the	DET
ajtas-3212	55	2	theoretical	theoretical	ADJ
ajtas-3212	55	3	gap	gap	NOUN
ajtas-3212	55	4	is	be	AUX
ajtas-3212	55	5	thus	thus	ADV
ajtas-3212	55	6	in	in	ADP
ajtas-3212	55	7	the	the	DET
ajtas-3212	55	8	fact	fact	NOUN
ajtas-3212	55	9	that	that	SCONJ
ajtas-3212	55	10	there	there	PRON
ajtas-3212	55	11	is	be	VERB
ajtas-3212	55	12	no	no	DET
ajtas-3212	55	13	single	single	ADJ
ajtas-3212	55	14	,	,	PUNCT
ajtas-3212	55	15	prescriptive	prescriptive	ADJ
ajtas-3212	55	16	framework	framework	NOUN
ajtas-3212	55	17	integrating	integrate	VERB
ajtas-3212	55	18	aipowered	aipowere	VERB
ajtas-3212	55	19	prediction	prediction	NOUN
ajtas-3212	55	20	,	,	PUNCT
ajtas-3212	55	21	communication	communication	NOUN
ajtas-3212	55	22	analysis	analysis	NOUN
ajtas-3212	55	23	,	,	PUNCT
ajtas-3212	55	24	and	and	CCONJ
ajtas-3212	55	25	quality	quality	NOUN
ajtas-3212	55	26	assurance	assurance	NOUN
ajtas-3212	55	27	into	into	ADP
ajtas-3212	55	28	a	a	DET
ajtas-3212	55	29	hybrid	hybrid	ADJ
ajtas-3212	55	30	project	project	NOUN
ajtas-3212	55	31	framework	framework	NOUN
ajtas-3212	55	32	.	.	PUNCT
ajtas-3212	56	1	there	there	PRON
ajtas-3212	56	2	are	be	VERB
ajtas-3212	56	3	useful	useful	ADJ
ajtas-3212	56	4	foundations	foundation	NOUN
ajtas-3212	56	5	in	in	ADP
ajtas-3212	56	6	the	the	DET
ajtas-3212	56	7	previous	previous	ADJ
ajtas-3212	56	8	works	work	NOUN
ajtas-3212	56	9	such	such	ADJ
ajtas-3212	56	10	as	as	ADP
ajtas-3212	56	11	predictive	predictive	ADJ
ajtas-3212	56	12	modeling	modeling	NOUN
ajtas-3212	56	13	to	to	ADP
ajtas-3212	56	14	cognitive	cognitive	ADJ
ajtas-3212	56	15	automation	automation	NOUN
ajtas-3212	56	16	,	,	PUNCT
ajtas-3212	56	17	however	however	ADV
ajtas-3212	56	18	,	,	PUNCT
ajtas-3212	56	19	none	none	NOUN
ajtas-3212	56	20	with	with	ADP
ajtas-3212	56	21	an	an	DET
ajtas-3212	56	22	integrative	integrative	ADJ
ajtas-3212	56	23	approach	approach	NOUN
ajtas-3212	56	24	to	to	PART
ajtas-3212	56	25	create	create	VERB
ajtas-3212	56	26	continuous	continuous	ADJ
ajtas-3212	56	27	and	and	CCONJ
ajtas-3212	56	28	data	data	NOUN
ajtas-3212	56	29	-	-	PUNCT
ajtas-3212	56	30	driven	drive	VERB
ajtas-3212	56	31	optimization	optimization	NOUN
ajtas-3212	56	32	across	across	ADP
ajtas-3212	56	33	project	project	NOUN
ajtas-3212	56	34	layers	layer	NOUN
ajtas-3212	56	35	(	(	PUNCT
ajtas-3212	56	36	jafary	jafary	PROPN
ajtas-3212	56	37	et	et	PROPN
ajtas-3212	56	38	al	al	PROPN
ajtas-3212	56	39	.	.	PROPN
ajtas-3212	56	40	,	,	PUNCT
ajtas-3212	56	41	2025	2025	NUM
ajtas-3212	56	42	;	;	PUNCT
ajtas-3212	56	43	thammastitkul	thammastitkul	NUM
ajtas-3212	56	44	a.	a.	NOUN
ajtas-3212	56	45	,	,	PUNCT
ajtas-3212	56	46	2025	2025	NUM
ajtas-3212	56	47	)	)	PUNCT
ajtas-3212	56	48	.	.	PUNCT
ajtas-3212	57	1	this	this	DET
ajtas-3212	57	2	study	study	NOUN
ajtas-3212	57	3	fills	fill	VERB
ajtas-3212	57	4	such	such	DET
ajtas-3212	57	5	a	a	DET
ajtas-3212	57	6	gap	gap	NOUN
ajtas-3212	57	7	by	by	ADP
ajtas-3212	57	8	introducing	introduce	VERB
ajtas-3212	57	9	the	the	DET
ajtas-3212	57	10	hybrid	hybrid	ADJ
ajtas-3212	57	11	ai	ai	ADJ
ajtas-3212	57	12	-	-	PUNCT
ajtas-3212	57	13	augmented	augment	VERB
ajtas-3212	57	14	project	project	NOUN
ajtas-3212	57	15	methodology	methodology	NOUN
ajtas-3212	57	16	(	(	PUNCT
ajtas-3212	57	17	hpm	hpm	NOUN
ajtas-3212	57	18	-	-	PUNCT
ajtas-3212	57	19	ai	ai	NOUN
ajtas-3212	57	20	)	)	PUNCT
ajtas-3212	57	21	.	.	PUNCT
ajtas-3212	58	1	it	it	PRON
ajtas-3212	58	2	expands	expand	VERB
ajtas-3212	58	3	on	on	ADP
ajtas-3212	58	4	existing	exist	VERB
ajtas-3212	58	5	literature	literature	NOUN
ajtas-3212	58	6	by	by	ADP
ajtas-3212	58	7	proposing	propose	VERB
ajtas-3212	58	8	a	a	DET
ajtas-3212	58	9	system	system	NOUN
ajtas-3212	58	10	model	model	NOUN
ajtas-3212	58	11	in	in	ADP
ajtas-3212	58	12	which	which	PRON
ajtas-3212	58	13	ai	ai	VERB
ajtas-3212	58	14	elements	element	NOUN
ajtas-3212	58	15	of	of	ADP
ajtas-3212	58	16	predictive	predictive	ADJ
ajtas-3212	58	17	analytics	analytic	NOUN
ajtas-3212	58	18	,	,	PUNCT
ajtas-3212	58	19	nlp	nlp	NOUN
ajtas-3212	58	20	,	,	PUNCT
ajtas-3212	58	21	anomaly	anomaly	NOUN
ajtas-3212	58	22	detection	detection	NOUN
ajtas-3212	58	23	,	,	PUNCT
ajtas-3212	58	24	and	and	CCONJ
ajtas-3212	58	25	sentiment	sentiment	NOUN
ajtas-3212	58	26	analysis	analysis	NOUN
ajtas-3212	58	27	are	be	AUX
ajtas-3212	58	28	directly	directly	ADV
ajtas-3212	58	29	integrated	integrate	VERB
ajtas-3212	58	30	into	into	ADP
ajtas-3212	58	31	the	the	DET
ajtas-3212	58	32	methodological	methodological	ADJ
ajtas-3212	58	33	basis	basis	NOUN
ajtas-3212	58	34	.	.	PUNCT
ajtas-3212	59	1	instead	instead	ADV
ajtas-3212	59	2	of	of	ADP
ajtas-3212	59	3	looking	look	VERB
ajtas-3212	59	4	at	at	ADP
ajtas-3212	59	5	intelligence	intelligence	NOUN
ajtas-3212	59	6	as	as	ADP
ajtas-3212	59	7	an	an	DET
ajtas-3212	59	8	external	external	ADJ
ajtas-3212	59	9	tool	tool	NOUN
ajtas-3212	59	10	,	,	PUNCT
ajtas-3212	59	11	the	the	DET
ajtas-3212	59	12	hpm	hpm	NOUN
ajtas-3212	59	13	-	-	PUNCT
ajtas-3212	59	14	ai	ai	NOUN
ajtas-3212	59	15	creates	create	VERB
ajtas-3212	59	16	american	american	ADJ
ajtas-3212	59	17	journal	journal	PROPN
ajtas-3212	59	18	of	of	ADP
ajtas-3212	59	19	technology	technology	NOUN
ajtas-3212	59	20	and	and	CCONJ
ajtas-3212	59	21	applied	apply	VERB
ajtas-3212	59	22	sciences	science	NOUN
ajtas-3212	59	23	43	43	NUM
ajtas-3212	59	24	,	,	PUNCT
ajtas-3212	59	25	december	december	PROPN
ajtas-3212	59	26	2025	2025	NUM
ajtas-3212	59	27	p	p	NOUN
ajtas-3212	59	28	a	a	DET
ajtas-3212	59	29	g	g	NOUN
ajtas-3212	59	30	e	e	NOUN
ajtas-3212	59	31	|	|	ADV
ajtas-3212	59	32	17	17	NUM
ajtas-3212	59	33	www.americanjournal.org	www.americanjournal.org	PROPN
ajtas-3212	59	34	internal	internal	ADJ
ajtas-3212	59	35	feedback	feedback	NOUN
ajtas-3212	59	36	loop	loop	NOUN
ajtas-3212	59	37	connecting	connect	VERB
ajtas-3212	59	38	the	the	DET
ajtas-3212	59	39	data	datum	NOUN
ajtas-3212	59	40	gathering	gathering	NOUN
ajtas-3212	59	41	,	,	PUNCT
ajtas-3212	59	42	interpreting	interpreting	NOUN
ajtas-3212	59	43	and	and	CCONJ
ajtas-3212	59	44	adjusting	adjust	VERB
ajtas-3212	59	45	.	.	PUNCT
ajtas-3212	60	1	through	through	ADP
ajtas-3212	60	2	this	this	PRON
ajtas-3212	60	3	,	,	PUNCT
ajtas-3212	60	4	it	it	PRON
ajtas-3212	60	5	fills	fill	VERB
ajtas-3212	60	6	the	the	DET
ajtas-3212	60	7	gap	gap	NOUN
ajtas-3212	60	8	between	between	ADP
ajtas-3212	60	9	theoretical	theoretical	ADJ
ajtas-3212	60	10	and	and	CCONJ
ajtas-3212	60	11	practical	practical	ADJ
ajtas-3212	60	12	aspects	aspect	NOUN
ajtas-3212	60	13	of	of	ADP
ajtas-3212	60	14	the	the	DET
ajtas-3212	60	15	existence	existence	NOUN
ajtas-3212	60	16	of	of	ADP
ajtas-3212	60	17	hybrid	hybrid	ADJ
ajtas-3212	60	18	management	management	NOUN
ajtas-3212	60	19	philosophy	philosophy	NOUN
ajtas-3212	60	20	and	and	CCONJ
ajtas-3212	60	21	ai	ai	PRON
ajtas-3212	60	22	implementation	implementation	NOUN
ajtas-3212	60	23	,	,	PUNCT
ajtas-3212	60	24	which	which	PRON
ajtas-3212	60	25	provides	provide	VERB
ajtas-3212	60	26	a	a	DET
ajtas-3212	60	27	new	new	ADJ
ajtas-3212	60	28	paradigm	paradigm	NOUN
ajtas-3212	60	29	of	of	ADP
ajtas-3212	60	30	evidence	evidence	NOUN
ajtas-3212	60	31	-	-	PUNCT
ajtas-3212	60	32	based	base	VERB
ajtas-3212	60	33	self	self	NOUN
ajtas-3212	60	34	-	-	PUNCT
ajtas-3212	60	35	optimizing	optimize	VERB
ajtas-3212	60	36	project	project	NOUN
ajtas-3212	60	37	execution	execution	NOUN
ajtas-3212	60	38	.	.	PUNCT
ajtas-3212	61	1	1.3	1.3	NUM
ajtas-3212	61	2	problem	problem	NOUN
ajtas-3212	61	3	statement	statement	NOUN
ajtas-3212	61	4	although	although	SCONJ
ajtas-3212	61	5	the	the	DET
ajtas-3212	61	6	expansion	expansion	NOUN
ajtas-3212	61	7	of	of	ADP
ajtas-3212	61	8	the	the	DET
ajtas-3212	61	9	hybrid	hybrid	ADJ
ajtas-3212	61	10	project	project	NOUN
ajtas-3212	61	11	management	management	NOUN
ajtas-3212	61	12	research	research	NOUN
ajtas-3212	61	13	is	be	AUX
ajtas-3212	61	14	significant	significant	ADJ
ajtas-3212	61	15	,	,	PUNCT
ajtas-3212	61	16	the	the	DET
ajtas-3212	61	17	connection	connection	NOUN
ajtas-3212	61	18	between	between	ADP
ajtas-3212	61	19	artificial	artificial	ADJ
ajtas-3212	61	20	intelligence	intelligence	NOUN
ajtas-3212	61	21	and	and	CCONJ
ajtas-3212	61	22	the	the	DET
ajtas-3212	61	23	methodological	methodological	ADJ
ajtas-3212	61	24	frameworks	framework	NOUN
ajtas-3212	61	25	is	be	AUX
ajtas-3212	61	26	still	still	ADV
ajtas-3212	61	27	rather	rather	ADV
ajtas-3212	61	28	partial	partial	ADJ
ajtas-3212	61	29	and	and	CCONJ
ajtas-3212	61	30	mostly	mostly	ADV
ajtas-3212	61	31	experimental	experimental	ADJ
ajtas-3212	61	32	.	.	PUNCT
ajtas-3212	62	1	the	the	DET
ajtas-3212	62	2	current	current	ADJ
ajtas-3212	62	3	models	model	NOUN
ajtas-3212	62	4	still	still	ADV
ajtas-3212	62	5	tend	tend	VERB
ajtas-3212	62	6	to	to	PART
ajtas-3212	62	7	use	use	VERB
ajtas-3212	62	8	ai	ai	NOUN
ajtas-3212	62	9	as	as	ADP
ajtas-3212	62	10	an	an	DET
ajtas-3212	62	11	additional	additional	ADJ
ajtas-3212	62	12	analytical	analytical	ADJ
ajtas-3212	62	13	tool	tool	NOUN
ajtas-3212	62	14	to	to	PART
ajtas-3212	62	15	forecast	forecast	VERB
ajtas-3212	62	16	or	or	CCONJ
ajtas-3212	62	17	sentiment	sentiment	NOUN
ajtas-3212	62	18	analyse	analyse	NOUN
ajtas-3212	62	19	instead	instead	ADV
ajtas-3212	62	20	of	of	ADP
ajtas-3212	62	21	making	make	VERB
ajtas-3212	62	22	it	it	PRON
ajtas-3212	62	23	one	one	NUM
ajtas-3212	62	24	of	of	ADP
ajtas-3212	62	25	the	the	DET
ajtas-3212	62	26	core	core	NOUN
ajtas-3212	62	27	,	,	PUNCT
ajtas-3212	62	28	adaptable	adaptable	ADJ
ajtas-3212	62	29	elements	element	NOUN
ajtas-3212	62	30	of	of	ADP
ajtas-3212	62	31	project	project	NOUN
ajtas-3212	62	32	implementation	implementation	NOUN
ajtas-3212	62	33	.	.	PUNCT
ajtas-3212	63	1	the	the	DET
ajtas-3212	63	2	result	result	NOUN
ajtas-3212	63	3	is	be	AUX
ajtas-3212	63	4	that	that	SCONJ
ajtas-3212	63	5	hybrid	hybrid	ADJ
ajtas-3212	63	6	environments	environment	NOUN
ajtas-3212	63	7	remain	remain	VERB
ajtas-3212	63	8	heavily	heavily	ADV
ajtas-3212	63	9	reliant	reliant	ADJ
ajtas-3212	63	10	on	on	ADP
ajtas-3212	63	11	manual	manual	ADJ
ajtas-3212	63	12	interpretation	interpretation	NOUN
ajtas-3212	63	13	of	of	ADP
ajtas-3212	63	14	performance	performance	NOUN
ajtas-3212	63	15	metrics	metric	NOUN
ajtas-3212	63	16	and	and	CCONJ
ajtas-3212	63	17	consequently	consequently	ADV
ajtas-3212	63	18	,	,	PUNCT
ajtas-3212	63	19	the	the	DET
ajtas-3212	63	20	decision	decision	NOUN
ajtas-3212	63	21	-	-	PUNCT
ajtas-3212	63	22	making	make	VERB
ajtas-3212	63	23	process	process	NOUN
ajtas-3212	63	24	stays	stay	VERB
ajtas-3212	63	25	reactive	reactive	ADJ
ajtas-3212	63	26	as	as	SCONJ
ajtas-3212	63	27	opposed	oppose	VERB
ajtas-3212	63	28	to	to	ADP
ajtas-3212	63	29	being	be	AUX
ajtas-3212	63	30	proactive	proactive	ADJ
ajtas-3212	63	31	.	.	PUNCT
ajtas-3212	64	1	this	this	PRON
ajtas-3212	64	2	is	be	AUX
ajtas-3212	64	3	a	a	DET
ajtas-3212	64	4	weakness	weakness	NOUN
ajtas-3212	64	5	that	that	PRON
ajtas-3212	64	6	causes	cause	VERB
ajtas-3212	64	7	organizations	organization	NOUN
ajtas-3212	64	8	not	not	PART
ajtas-3212	64	9	to	to	PART
ajtas-3212	64	10	meet	meet	VERB
ajtas-3212	64	11	the	the	DET
ajtas-3212	64	12	self	self	NOUN
ajtas-3212	64	13	-	-	PUNCT
ajtas-3212	64	14	governed	govern	VERB
ajtas-3212	64	15	efficacy	efficacy	NOUN
ajtas-3212	64	16	required	require	VERB
ajtas-3212	64	17	by	by	ADP
ajtas-3212	64	18	modern	modern	ADJ
ajtas-3212	64	19	data	datum	NOUN
ajtas-3212	64	20	ecosystems	ecosystem	NOUN
ajtas-3212	64	21	.	.	PUNCT
ajtas-3212	65	1	the	the	DET
ajtas-3212	65	2	main	main	ADJ
ajtas-3212	65	3	issue	issue	NOUN
ajtas-3212	65	4	is	be	AUX
ajtas-3212	65	5	that	that	SCONJ
ajtas-3212	65	6	there	there	PRON
ajtas-3212	65	7	is	be	VERB
ajtas-3212	65	8	no	no	DET
ajtas-3212	65	9	common	common	ADJ
ajtas-3212	65	10	and	and	CCONJ
ajtas-3212	65	11	prescriptive	prescriptive	ADJ
ajtas-3212	65	12	framework	framework	NOUN
ajtas-3212	65	13	that	that	PRON
ajtas-3212	65	14	is	be	AUX
ajtas-3212	65	15	able	able	ADJ
ajtas-3212	65	16	to	to	PART
ajtas-3212	65	17	systematically	systematically	ADV
ajtas-3212	65	18	relate	relate	VERB
ajtas-3212	65	19	predictive	predictive	ADJ
ajtas-3212	65	20	analytics	analytic	NOUN
ajtas-3212	65	21	,	,	PUNCT
ajtas-3212	65	22	natural	natural	ADJ
ajtas-3212	65	23	language	language	NOUN
ajtas-3212	65	24	processing	processing	NOUN
ajtas-3212	65	25	,	,	PUNCT
ajtas-3212	65	26	and	and	CCONJ
ajtas-3212	65	27	anomaly	anomaly	NOUN
ajtas-3212	65	28	detection	detection	NOUN
ajtas-3212	65	29	to	to	ADP
ajtas-3212	65	30	the	the	DET
ajtas-3212	65	31	hybrid	hybrid	ADJ
ajtas-3212	65	32	project	project	NOUN
ajtas-3212	65	33	operations	operation	NOUN
ajtas-3212	65	34	.	.	PUNCT
ajtas-3212	66	1	although	although	SCONJ
ajtas-3212	66	2	earlier	early	ADJ
ajtas-3212	66	3	research	research	NOUN
ajtas-3212	66	4	proves	prove	VERB
ajtas-3212	66	5	the	the	DET
ajtas-3212	66	6	existence	existence	NOUN
ajtas-3212	66	7	of	of	ADP
ajtas-3212	66	8	each	each	PRON
ajtas-3212	66	9	of	of	ADP
ajtas-3212	66	10	the	the	DET
ajtas-3212	66	11	components	component	NOUN
ajtas-3212	66	12	separately	separately	ADV
ajtas-3212	66	13	,	,	PUNCT
ajtas-3212	66	14	very	very	ADV
ajtas-3212	66	15	few	few	ADJ
ajtas-3212	66	16	have	have	AUX
ajtas-3212	66	17	developed	develop	VERB
ajtas-3212	66	18	a	a	DET
ajtas-3212	66	19	comprehensive	comprehensive	ADJ
ajtas-3212	66	20	mechanism	mechanism	NOUN
ajtas-3212	66	21	that	that	PRON
ajtas-3212	66	22	can	can	AUX
ajtas-3212	66	23	provide	provide	VERB
ajtas-3212	66	24	a	a	DET
ajtas-3212	66	25	continuous	continuous	ADJ
ajtas-3212	66	26	feedback	feedback	NOUN
ajtas-3212	66	27	on	on	ADP
ajtas-3212	66	28	the	the	DET
ajtas-3212	66	29	governance	governance	NOUN
ajtas-3212	66	30	,	,	PUNCT
ajtas-3212	66	31	execution	execution	NOUN
ajtas-3212	66	32	,	,	PUNCT
ajtas-3212	66	33	quality	quality	NOUN
ajtas-3212	66	34	,	,	PUNCT
ajtas-3212	66	35	and	and	CCONJ
ajtas-3212	66	36	communication	communication	NOUN
ajtas-3212	66	37	layers	layer	NOUN
ajtas-3212	66	38	.	.	PUNCT
ajtas-3212	67	1	this	this	DET
ajtas-3212	67	2	deficiency	deficiency	NOUN
ajtas-3212	67	3	of	of	ADP
ajtas-3212	67	4	active	active	ADJ
ajtas-3212	67	5	interrelationship	interrelationship	NOUN
ajtas-3212	67	6	between	between	ADP
ajtas-3212	67	7	these	these	DET
ajtas-3212	67	8	worlds	world	NOUN
ajtas-3212	67	9	leads	lead	VERB
ajtas-3212	67	10	to	to	ADP
ajtas-3212	67	11	an	an	DET
ajtas-3212	67	12	incomplete	incomplete	ADJ
ajtas-3212	67	13	learning	learning	NOUN
ajtas-3212	67	14	process	process	NOUN
ajtas-3212	67	15	and	and	CCONJ
ajtas-3212	67	16	the	the	DET
ajtas-3212	67	17	inability	inability	NOUN
ajtas-3212	67	18	to	to	PART
ajtas-3212	67	19	convert	convert	VERB
ajtas-3212	67	20	data	datum	NOUN
ajtas-3212	67	21	into	into	ADP
ajtas-3212	67	22	workable	workable	ADJ
ajtas-3212	67	23	managerial	managerial	ADJ
ajtas-3212	67	24	intelligence	intelligence	NOUN
ajtas-3212	67	25	.	.	PUNCT
ajtas-3212	68	1	thus	thus	ADV
ajtas-3212	68	2	,	,	PUNCT
ajtas-3212	68	3	the	the	DET
ajtas-3212	68	4	current	current	ADJ
ajtas-3212	68	5	study	study	NOUN
ajtas-3212	68	6	will	will	AUX
ajtas-3212	68	7	create	create	VERB
ajtas-3212	68	8	and	and	CCONJ
ajtas-3212	68	9	test	test	VERB
ajtas-3212	68	10	the	the	DET
ajtas-3212	68	11	hybrid	hybrid	ADJ
ajtas-3212	68	12	ai	ai	ADJ
ajtas-3212	68	13	-	-	PUNCT
ajtas-3212	68	14	augmented	augment	VERB
ajtas-3212	68	15	project	project	NOUN
ajtas-3212	68	16	methodology	methodology	NOUN
ajtas-3212	68	17	(	(	PUNCT
ajtas-3212	68	18	hpmai	hpmai	PROPN
ajtas-3212	68	19	)	)	PUNCT
ajtas-3212	68	20	,	,	PUNCT
ajtas-3212	68	21	a	a	DET
ajtas-3212	68	22	framework	framework	NOUN
ajtas-3212	68	23	that	that	PRON
ajtas-3212	68	24	will	will	AUX
ajtas-3212	68	25	incorporate	incorporate	VERB
ajtas-3212	68	26	ai	ai	NOUN
ajtas-3212	68	27	-	-	PUNCT
ajtas-3212	68	28	based	base	VERB
ajtas-3212	68	29	analytics	analytic	NOUN
ajtas-3212	68	30	into	into	ADP
ajtas-3212	68	31	the	the	DET
ajtas-3212	68	32	structural	structural	ADJ
ajtas-3212	68	33	essence	essence	NOUN
ajtas-3212	68	34	of	of	ADP
ajtas-3212	68	35	hybrid	hybrid	ADJ
ajtas-3212	68	36	management	management	NOUN
ajtas-3212	68	37	.	.	PUNCT
ajtas-3212	69	1	the	the	DET
ajtas-3212	69	2	methodology	methodology	NOUN
ajtas-3212	69	3	presents	present	VERB
ajtas-3212	69	4	the	the	DET
ajtas-3212	69	5	ai	ai	ADV
ajtas-3212	69	6	-	-	PUNCT
ajtas-3212	69	7	enhanced	enhance	VERB
ajtas-3212	69	8	performance	performance	NOUN
ajtas-3212	69	9	index	index	NOUN
ajtas-3212	69	10	(	(	PUNCT
ajtas-3212	69	11	aepi	aepi	NOUN
ajtas-3212	69	12	)	)	PUNCT
ajtas-3212	69	13	as	as	ADP
ajtas-3212	69	14	a	a	DET
ajtas-3212	69	15	mathematical	mathematical	ADJ
ajtas-3212	69	16	tool	tool	NOUN
ajtas-3212	69	17	of	of	ADP
ajtas-3212	69	18	assessing	assess	VERB
ajtas-3212	69	19	overall	overall	ADJ
ajtas-3212	69	20	performance	performance	NOUN
ajtas-3212	69	21	and	and	CCONJ
ajtas-3212	69	22	uses	use	VERB
ajtas-3212	69	23	a	a	DET
ajtas-3212	69	24	regression	regression	NOUN
ajtas-3212	69	25	-	-	PUNCT
ajtas-3212	69	26	based	base	VERB
ajtas-3212	69	27	velocity	velocity	NOUN
ajtas-3212	69	28	predictor	predictor	NOUN
ajtas-3212	69	29	to	to	PART
ajtas-3212	69	30	construct	construct	VERB
ajtas-3212	69	31	the	the	DET
ajtas-3212	69	32	relationship	relationship	NOUN
ajtas-3212	69	33	among	among	ADP
ajtas-3212	69	34	key	key	ADJ
ajtas-3212	69	35	performance	performance	NOUN
ajtas-3212	69	36	indicators	indicator	NOUN
ajtas-3212	69	37	.	.	PUNCT
ajtas-3212	70	1	the	the	DET
ajtas-3212	70	2	framework	framework	NOUN
ajtas-3212	70	3	aims	aim	VERB
ajtas-3212	70	4	at	at	ADP
ajtas-3212	70	5	substituting	substitute	VERB
ajtas-3212	70	6	a	a	DET
ajtas-3212	70	7	descriptive	descriptive	ADJ
ajtas-3212	70	8	system	system	NOUN
ajtas-3212	70	9	of	of	ADP
ajtas-3212	70	10	hybrid	hybrid	NOUN
ajtas-3212	70	11	project	project	NOUN
ajtas-3212	70	12	management	management	NOUN
ajtas-3212	70	13	by	by	ADP
ajtas-3212	70	14	an	an	DET
ajtas-3212	70	15	adaptive	adaptive	ADJ
ajtas-3212	70	16	,	,	PUNCT
ajtas-3212	70	17	data	data	NOUN
ajtas-3212	70	18	-	-	PUNCT
ajtas-3212	70	19	driven	drive	VERB
ajtas-3212	70	20	self	self	NOUN
ajtas-3212	70	21	-	-	PUNCT
ajtas-3212	70	22	optimizing	optimize	VERB
ajtas-3212	70	23	process	process	NOUN
ajtas-3212	70	24	,	,	PUNCT
ajtas-3212	70	25	through	through	ADP
ajtas-3212	70	26	retraining	retrain	VERB
ajtas-3212	70	27	and	and	CCONJ
ajtas-3212	70	28	feedback	feedback	NOUN
ajtas-3212	70	29	loops	loop	NOUN
ajtas-3212	70	30	.	.	PUNCT
ajtas-3212	71	1	the	the	DET
ajtas-3212	71	2	aims	aim	NOUN
ajtas-3212	71	3	of	of	ADP
ajtas-3212	71	4	the	the	DET
ajtas-3212	71	5	study	study	NOUN
ajtas-3212	71	6	are	be	AUX
ajtas-3212	71	7	three	three	NUM
ajtas-3212	71	8	-	-	NOUN
ajtas-3212	71	9	fold	fold	ADJ
ajtas-3212	71	10	:	:	PUNCT
ajtas-3212	71	11	(	(	PUNCT
ajtas-3212	71	12	1	1	X
ajtas-3212	71	13	)	)	PUNCT
ajtas-3212	71	14	to	to	PART
ajtas-3212	71	15	create	create	VERB
ajtas-3212	71	16	a	a	DET
ajtas-3212	71	17	combined	combine	VERB
ajtas-3212	71	18	hybrid	hybrid	NOUN
ajtas-3212	71	19	project	project	NOUN
ajtas-3212	71	20	infrastructure	infrastructure	NOUN
ajtas-3212	71	21	that	that	PRON
ajtas-3212	71	22	involves	involve	VERB
ajtas-3212	71	23	the	the	DET
ajtas-3212	71	24	usage	usage	NOUN
ajtas-3212	71	25	of	of	ADP
ajtas-3212	71	26	ai	ai	NOUN
ajtas-3212	71	27	-	-	PUNCT
ajtas-3212	71	28	based	base	VERB
ajtas-3212	71	29	prediction	prediction	NOUN
ajtas-3212	71	30	,	,	PUNCT
ajtas-3212	71	31	anomaly	anomaly	NOUN
ajtas-3212	71	32	detection	detection	NOUN
ajtas-3212	71	33	,	,	PUNCT
ajtas-3212	71	34	and	and	CCONJ
ajtas-3212	71	35	communication	communication	NOUN
ajtas-3212	71	36	analysis	analysis	NOUN
ajtas-3212	71	37	;	;	PUNCT
ajtas-3212	71	38	(	(	PUNCT
ajtas-3212	71	39	2	2	X
ajtas-3212	71	40	)	)	PUNCT
ajtas-3212	71	41	to	to	PART
ajtas-3212	71	42	design	design	VERB
ajtas-3212	71	43	quantitative	quantitative	ADJ
ajtas-3212	71	44	frameworks	framework	NOUN
ajtas-3212	71	45	of	of	ADP
ajtas-3212	71	46	performance	performance	NOUN
ajtas-3212	71	47	measurement	measurement	NOUN
ajtas-3212	71	48	,	,	PUNCT
ajtas-3212	71	49	such	such	ADJ
ajtas-3212	71	50	as	as	ADP
ajtas-3212	71	51	aepi	aepi	NOUN
ajtas-3212	71	52	and	and	CCONJ
ajtas-3212	71	53	velocity	velocity	NOUN
ajtas-3212	71	54	forecasting	forecasting	NOUN
ajtas-3212	71	55	;	;	PUNCT
ajtas-3212	71	56	(	(	PUNCT
ajtas-3212	71	57	3	3	X
ajtas-3212	71	58	)	)	PUNCT
ajtas-3212	71	59	to	to	PART
ajtas-3212	71	60	empirically	empirically	ADV
ajtas-3212	71	61	check	check	VERB
ajtas-3212	71	62	the	the	DET
ajtas-3212	71	63	possibility	possibility	NOUN
ajtas-3212	71	64	to	to	PART
ajtas-3212	71	65	improve	improve	VERB
ajtas-3212	71	66	efficiency	efficiency	NOUN
ajtas-3212	71	67	,	,	PUNCT
ajtas-3212	71	68	quality	quality	NOUN
ajtas-3212	71	69	,	,	PUNCT
ajtas-3212	71	70	and	and	CCONJ
ajtas-3212	71	71	satisfaction	satisfaction	NOUN
ajtas-3212	71	72	of	of	ADP
ajtas-3212	71	73	stakeholders	stakeholder	NOUN
ajtas-3212	71	74	in	in	ADP
ajtas-3212	71	75	distributed	distribute	VERB
ajtas-3212	71	76	project	project	NOUN
ajtas-3212	71	77	settings	setting	NOUN
ajtas-3212	71	78	.	.	PUNCT
ajtas-3212	72	1	2	2	X
ajtas-3212	72	2	.	.	X
ajtas-3212	72	3	methodology	methodology	NOUN
ajtas-3212	72	4	2.1	2.1	NUM
ajtas-3212	72	5	conceptual	conceptual	ADJ
ajtas-3212	72	6	framework	framework	NOUN
ajtas-3212	72	7	the	the	DET
ajtas-3212	72	8	hybrid	hybrid	ADJ
ajtas-3212	72	9	ai	ai	ADJ
ajtas-3212	72	10	-	-	PUNCT
ajtas-3212	72	11	augmented	augment	VERB
ajtas-3212	72	12	project	project	NOUN
ajtas-3212	72	13	methodology	methodology	NOUN
ajtas-3212	72	14	(	(	PUNCT
ajtas-3212	72	15	hpm	hpm	NOUN
ajtas-3212	72	16	-	-	PUNCT
ajtas-3212	72	17	ai	ai	NOUN
ajtas-3212	72	18	)	)	PUNCT
ajtas-3212	72	19	is	be	AUX
ajtas-3212	72	20	an	an	DET
ajtas-3212	72	21	expansion	expansion	NOUN
ajtas-3212	72	22	of	of	ADP
ajtas-3212	72	23	the	the	DET
ajtas-3212	72	24	original	original	ADJ
ajtas-3212	72	25	hybrid	hybrid	NOUN
ajtas-3212	72	26	project	project	NOUN
ajtas-3212	72	27	methodology	methodology	NOUN
ajtas-3212	72	28	(	(	PUNCT
ajtas-3212	72	29	hpm	hpm	NOUN
ajtas-3212	72	30	)	)	PUNCT
ajtas-3212	72	31	with	with	ADP
ajtas-3212	72	32	the	the	DET
ajtas-3212	72	33	addition	addition	NOUN
ajtas-3212	72	34	of	of	ADP
ajtas-3212	72	35	artificial	artificial	ADJ
ajtas-3212	72	36	-	-	PUNCT
ajtas-3212	72	37	intelligence	intelligence	NOUN
ajtas-3212	72	38	elements	element	NOUN
ajtas-3212	72	39	of	of	ADP
ajtas-3212	72	40	every	every	DET
ajtas-3212	72	41	process	process	NOUN
ajtas-3212	72	42	tier	tier	NOUN
ajtas-3212	72	43	:	:	PUNCT
ajtas-3212	72	44	governance	governance	NOUN
ajtas-3212	72	45	,	,	PUNCT
ajtas-3212	72	46	execution	execution	NOUN
ajtas-3212	72	47	,	,	PUNCT
ajtas-3212	72	48	quality	quality	NOUN
ajtas-3212	72	49	,	,	PUNCT
ajtas-3212	72	50	and	and	CCONJ
ajtas-3212	72	51	communication	communication	NOUN
ajtas-3212	72	52	.	.	PUNCT
ajtas-3212	73	1	the	the	DET
ajtas-3212	73	2	goal	goal	NOUN
ajtas-3212	73	3	is	be	AUX
ajtas-3212	73	4	to	to	PART
ajtas-3212	73	5	eliminate	eliminate	VERB
ajtas-3212	73	6	the	the	DET
ajtas-3212	73	7	subjective	subjective	ADJ
ajtas-3212	73	8	managerial	managerial	ADJ
ajtas-3212	73	9	estimations	estimation	NOUN
ajtas-3212	73	10	and	and	CCONJ
ajtas-3212	73	11	bring	bring	VERB
ajtas-3212	73	12	out	out	ADP
ajtas-3212	73	13	the	the	DET
ajtas-3212	73	14	measurable	measurable	ADJ
ajtas-3212	73	15	and	and	CCONJ
ajtas-3212	73	16	data	datum	NOUN
ajtas-3212	73	17	-	-	PUNCT
ajtas-3212	73	18	driven	drive	VERB
ajtas-3212	73	19	insights	insight	NOUN
ajtas-3212	73	20	.	.	PUNCT
ajtas-3212	74	1	in	in	ADP
ajtas-3212	74	2	hpm	hpm	NOUN
ajtas-3212	74	3	-	-	PUNCT
ajtas-3212	74	4	ai	ai	NOUN
ajtas-3212	74	5	,	,	PUNCT
ajtas-3212	74	6	predictive	predictive	ADJ
ajtas-3212	74	7	analytics	analytic	NOUN
ajtas-3212	74	8	,	,	PUNCT
ajtas-3212	74	9	natural	natural	ADJ
ajtas-3212	74	10	-	-	PUNCT
ajtas-3212	74	11	language	language	NOUN
ajtas-3212	74	12	understanding	understanding	NOUN
ajtas-3212	74	13	and	and	CCONJ
ajtas-3212	74	14	anomaly	anomaly	NOUN
ajtas-3212	74	15	-	-	PUNCT
ajtas-3212	74	16	detection	detection	NOUN
ajtas-3212	74	17	models	model	NOUN
ajtas-3212	74	18	are	be	AUX
ajtas-3212	74	19	constantly	constantly	ADV
ajtas-3212	74	20	tested	test	VERB
ajtas-3212	74	21	on	on	ADP
ajtas-3212	74	22	operational	operational	ADJ
ajtas-3212	74	23	data	datum	NOUN
ajtas-3212	74	24	acquired	acquire	VERB
ajtas-3212	74	25	in	in	ADP
ajtas-3212	74	26	jira	jira	PROPN
ajtas-3212	74	27	,	,	PUNCT
ajtas-3212	74	28	ci	ci	PROPN
ajtas-3212	74	29	/	/	SYM
ajtas-3212	74	30	cd	cd	PROPN
ajtas-3212	74	31	,	,	PUNCT
ajtas-3212	74	32	and	and	CCONJ
ajtas-3212	74	33	communication	communication	NOUN
ajtas-3212	74	34	systems	system	NOUN
ajtas-3212	74	35	.	.	PUNCT
ajtas-3212	75	1	this	this	DET
ajtas-3212	75	2	incorporation	incorporation	NOUN
ajtas-3212	75	3	makes	make	VERB
ajtas-3212	75	4	hpm	hpm	NOUN
ajtas-3212	75	5	a	a	DET
ajtas-3212	75	6	selfamerican	selfamerican	ADJ
ajtas-3212	75	7	journal	journal	NOUN
ajtas-3212	75	8	of	of	ADP
ajtas-3212	75	9	technology	technology	NOUN
ajtas-3212	75	10	and	and	CCONJ
ajtas-3212	75	11	applied	apply	VERB
ajtas-3212	75	12	sciences	science	NOUN
ajtas-3212	75	13	43	43	NUM
ajtas-3212	75	14	,	,	PUNCT
ajtas-3212	75	15	december	december	PROPN
ajtas-3212	75	16	2025	2025	NUM
ajtas-3212	76	1	p	p	NOUN
ajtas-3212	76	2	a	a	DET
ajtas-3212	76	3	g	g	NOUN
ajtas-3212	76	4	e	e	NOUN
ajtas-3212	76	5	|	|	ADV
ajtas-3212	76	6	18	18	NUM
ajtas-3212	76	7	www.americanjournal.org	www.americanjournal.org	NOUN
ajtas-3212	76	8	optimizing	optimize	VERB
ajtas-3212	76	9	prescriptive	prescriptive	ADJ
ajtas-3212	76	10	framework	framework	NOUN
ajtas-3212	76	11	and	and	CCONJ
ajtas-3212	76	12	not	not	PART
ajtas-3212	76	13	a	a	DET
ajtas-3212	76	14	descriptive	descriptive	ADJ
ajtas-3212	76	15	one	one	NUM
ajtas-3212	76	16	.	.	PUNCT
ajtas-3212	77	1	the	the	DET
ajtas-3212	77	2	chronological	chronological	ADJ
ajtas-3212	77	3	flow	flow	NOUN
ajtas-3212	77	4	of	of	ADP
ajtas-3212	77	5	the	the	DET
ajtas-3212	77	6	research	research	NOUN
ajtas-3212	77	7	work	work	NOUN
ajtas-3212	77	8	,	,	PUNCT
ajtas-3212	77	9	which	which	PRON
ajtas-3212	77	10	can	can	AUX
ajtas-3212	77	11	be	be	AUX
ajtas-3212	77	12	represented	represent	VERB
ajtas-3212	77	13	in	in	ADP
ajtas-3212	77	14	figure	figure	NOUN
ajtas-3212	77	15	1	1	NUM
ajtas-3212	77	16	,	,	PUNCT
ajtas-3212	77	17	is	be	AUX
ajtas-3212	77	18	a	a	DET
ajtas-3212	77	19	sequence	sequence	NOUN
ajtas-3212	77	20	of	of	ADP
ajtas-3212	77	21	interconnected	interconnected	ADJ
ajtas-3212	77	22	feedback	feedback	NOUN
ajtas-3212	77	23	loops	loop	NOUN
ajtas-3212	77	24	,	,	PUNCT
ajtas-3212	77	25	so	so	SCONJ
ajtas-3212	77	26	that	that	SCONJ
ajtas-3212	77	27	the	the	DET
ajtas-3212	77	28	methodology	methodology	NOUN
ajtas-3212	77	29	is	be	AUX
ajtas-3212	77	30	not	not	PART
ajtas-3212	77	31	only	only	ADV
ajtas-3212	77	32	empirical	empirical	ADJ
ajtas-3212	77	33	but	but	CCONJ
ajtas-3212	77	34	also	also	ADV
ajtas-3212	77	35	dynamic	dynamic	ADJ
ajtas-3212	77	36	and	and	CCONJ
ajtas-3212	77	37	responds	respond	VERB
ajtas-3212	77	38	to	to	ADP
ajtas-3212	77	39	the	the	DET
ajtas-3212	77	40	changes	change	NOUN
ajtas-3212	77	41	in	in	ADP
ajtas-3212	77	42	the	the	DET
ajtas-3212	77	43	project	project	NOUN
ajtas-3212	77	44	environment	environment	NOUN
ajtas-3212	77	45	.	.	PUNCT
ajtas-3212	78	1	figure	figure	NOUN
ajtas-3212	78	2	1	1	NUM
ajtas-3212	78	3	.	.	PUNCT
ajtas-3212	79	1	research	research	NOUN
ajtas-3212	79	2	workflow	workflow	NOUN
ajtas-3212	79	3	of	of	ADP
ajtas-3212	79	4	the	the	DET
ajtas-3212	79	5	hybrid	hybrid	ADJ
ajtas-3212	79	6	ai	ai	ADJ
ajtas-3212	79	7	-	-	PUNCT
ajtas-3212	79	8	augmented	augment	VERB
ajtas-3212	79	9	project	project	NOUN
ajtas-3212	79	10	methodology	methodology	NOUN
ajtas-3212	79	11	study	study	VERB
ajtas-3212	79	12	the	the	DET
ajtas-3212	79	13	research	research	NOUN
ajtas-3212	79	14	process	process	NOUN
ajtas-3212	79	15	was	be	AUX
ajtas-3212	79	16	organized	organize	VERB
ajtas-3212	79	17	as	as	ADP
ajtas-3212	79	18	a	a	DET
ajtas-3212	79	19	multi	multi	ADJ
ajtas-3212	79	20	-	-	ADJ
ajtas-3212	79	21	stage	stage	ADJ
ajtas-3212	79	22	workflow	workflow	NOUN
ajtas-3212	79	23	that	that	PRON
ajtas-3212	79	24	ensured	ensure	VERB
ajtas-3212	79	25	methodological	methodological	ADJ
ajtas-3212	79	26	consistency	consistency	NOUN
ajtas-3212	79	27	and	and	CCONJ
ajtas-3212	79	28	data	datum	NOUN
ajtas-3212	79	29	integrity	integrity	NOUN
ajtas-3212	79	30	across	across	ADP
ajtas-3212	79	31	all	all	DET
ajtas-3212	79	32	experimental	experimental	ADJ
ajtas-3212	79	33	phases	phase	NOUN
ajtas-3212	79	34	.	.	PUNCT
ajtas-3212	80	1	the	the	DET
ajtas-3212	80	2	study	study	NOUN
ajtas-3212	80	3	begins	begin	VERB
ajtas-3212	80	4	with	with	ADP
ajtas-3212	80	5	the	the	DET
ajtas-3212	80	6	definition	definition	NOUN
ajtas-3212	80	7	of	of	ADP
ajtas-3212	80	8	the	the	DET
ajtas-3212	80	9	research	research	NOUN
ajtas-3212	80	10	problem	problem	NOUN
ajtas-3212	80	11	and	and	CCONJ
ajtas-3212	80	12	objectives	objective	NOUN
ajtas-3212	80	13	,	,	PUNCT
ajtas-3212	80	14	which	which	PRON
ajtas-3212	80	15	determine	determine	VERB
ajtas-3212	80	16	the	the	DET
ajtas-3212	80	17	theoretical	theoretical	ADJ
ajtas-3212	80	18	scope	scope	NOUN
ajtas-3212	80	19	and	and	CCONJ
ajtas-3212	80	20	identify	identify	VERB
ajtas-3212	80	21	the	the	DET
ajtas-3212	80	22	main	main	ADJ
ajtas-3212	80	23	hypothesis	hypothesis	NOUN
ajtas-3212	80	24	concerning	concern	VERB
ajtas-3212	80	25	the	the	DET
ajtas-3212	80	26	impact	impact	NOUN
ajtas-3212	80	27	of	of	ADP
ajtas-3212	80	28	ai	ai	ADJ
ajtas-3212	80	29	integration	integration	NOUN
ajtas-3212	80	30	on	on	ADP
ajtas-3212	80	31	hybrid	hybrid	ADJ
ajtas-3212	80	32	project	project	NOUN
ajtas-3212	80	33	management	management	NOUN
ajtas-3212	80	34	performance	performance	NOUN
ajtas-3212	80	35	.	.	PUNCT
ajtas-3212	81	1	subsequently	subsequently	ADV
ajtas-3212	81	2	,	,	PUNCT
ajtas-3212	81	3	the	the	DET
ajtas-3212	81	4	data	data	NOUN
ajtas-3212	81	5	collection	collection	NOUN
ajtas-3212	81	6	phase	phase	NOUN
ajtas-3212	81	7	involves	involve	VERB
ajtas-3212	81	8	the	the	DET
ajtas-3212	81	9	acquisition	acquisition	NOUN
ajtas-3212	81	10	of	of	ADP
ajtas-3212	81	11	operational	operational	ADJ
ajtas-3212	81	12	datasets	dataset	NOUN
ajtas-3212	81	13	from	from	ADP
ajtas-3212	81	14	jira	jira	PROPN
ajtas-3212	81	15	,	,	PUNCT
ajtas-3212	81	16	ci	ci	PROPN
ajtas-3212	81	17	/	/	SYM
ajtas-3212	81	18	cd	cd	NOUN
ajtas-3212	81	19	systems	system	NOUN
ajtas-3212	81	20	,	,	PUNCT
ajtas-3212	81	21	communication	communication	NOUN
ajtas-3212	81	22	logs	log	NOUN
ajtas-3212	81	23	,	,	PUNCT
ajtas-3212	81	24	and	and	CCONJ
ajtas-3212	81	25	stakeholder	stakeholder	NOUN
ajtas-3212	81	26	surveys	survey	NOUN
ajtas-3212	81	27	.	.	PUNCT
ajtas-3212	82	1	in	in	ADP
ajtas-3212	82	2	the	the	DET
ajtas-3212	82	3	ai	ai	PROPN
ajtas-3212	82	4	model	model	NOUN
ajtas-3212	82	5	development	development	NOUN
ajtas-3212	82	6	phase	phase	NOUN
ajtas-3212	82	7	,	,	PUNCT
ajtas-3212	82	8	the	the	DET
ajtas-3212	82	9	core	core	ADJ
ajtas-3212	82	10	analytical	analytical	ADJ
ajtas-3212	82	11	components	component	NOUN
ajtas-3212	82	12	:	:	PUNCT
ajtas-3212	82	13	nlp	nlp	ADJ
ajtas-3212	82	14	backlog	backlog	NOUN
ajtas-3212	82	15	analyzer	analyzer	NOUN
ajtas-3212	82	16	,	,	PUNCT
ajtas-3212	82	17	ml	ml	ADP
ajtas-3212	82	18	velocity	velocity	NOUN
ajtas-3212	82	19	predictor	predictor	NOUN
ajtas-3212	82	20	,	,	PUNCT
ajtas-3212	82	21	qa	qa	PROPN
ajtas-3212	82	22	anomaly	anomaly	NOUN
ajtas-3212	82	23	detector	detector	NOUN
ajtas-3212	82	24	,	,	PUNCT
ajtas-3212	82	25	and	and	CCONJ
ajtas-3212	82	26	stakeholder	stakeholder	NOUN
ajtas-3212	82	27	sentiment	sentiment	NOUN
ajtas-3212	82	28	analyzer	analyzer	NOUN
ajtas-3212	82	29	are	be	AUX
ajtas-3212	82	30	trained	train	VERB
ajtas-3212	82	31	and	and	CCONJ
ajtas-3212	82	32	validated	validate	VERB
ajtas-3212	82	33	on	on	ADP
ajtas-3212	82	34	the	the	DET
ajtas-3212	82	35	gathered	gather	VERB
ajtas-3212	82	36	data	datum	NOUN
ajtas-3212	82	37	.	.	PUNCT
ajtas-3212	83	1	american	american	PROPN
ajtas-3212	83	2	journal	journal	PROPN
ajtas-3212	83	3	of	of	ADP
ajtas-3212	83	4	technology	technology	NOUN
ajtas-3212	83	5	and	and	CCONJ
ajtas-3212	83	6	applied	apply	VERB
ajtas-3212	83	7	sciences	science	NOUN
ajtas-3212	83	8	43	43	NUM
ajtas-3212	83	9	,	,	PUNCT
ajtas-3212	83	10	december	december	PROPN
ajtas-3212	83	11	2025	2025	NUM
ajtas-3212	83	12	p	p	NOUN
ajtas-3212	83	13	a	a	DET
ajtas-3212	83	14	g	g	NOUN
ajtas-3212	83	15	e	e	NOUN
ajtas-3212	83	16	|	|	ADV
ajtas-3212	83	17	19	19	NUM
ajtas-3212	83	18	www.americanjournal.org	www.americanjournal.org	NOUN
ajtas-3212	83	19	the	the	DET
ajtas-3212	83	20	following	follow	VERB
ajtas-3212	83	21	experimental	experimental	ADJ
ajtas-3212	83	22	integration	integration	NOUN
ajtas-3212	83	23	step	step	NOUN
ajtas-3212	83	24	embeds	embed	VERB
ajtas-3212	83	25	these	these	DET
ajtas-3212	83	26	ai	ai	ADJ
ajtas-3212	83	27	modules	module	NOUN
ajtas-3212	83	28	into	into	ADP
ajtas-3212	83	29	the	the	DET
ajtas-3212	83	30	four	four	NUM
ajtas-3212	83	31	methodological	methodological	ADJ
ajtas-3212	83	32	layers	layer	NOUN
ajtas-3212	83	33	of	of	ADP
ajtas-3212	83	34	hpm	hpm	NOUN
ajtas-3212	83	35	-	-	PUNCT
ajtas-3212	83	36	ai	ai	NOUN
ajtas-3212	83	37	(	(	PUNCT
ajtas-3212	83	38	governance	governance	NOUN
ajtas-3212	83	39	,	,	PUNCT
ajtas-3212	83	40	execution	execution	NOUN
ajtas-3212	83	41	,	,	PUNCT
ajtas-3212	83	42	quality	quality	NOUN
ajtas-3212	83	43	,	,	PUNCT
ajtas-3212	83	44	and	and	CCONJ
ajtas-3212	83	45	communication	communication	NOUN
ajtas-3212	83	46	)	)	PUNCT
ajtas-3212	83	47	.	.	PUNCT
ajtas-3212	84	1	once	once	SCONJ
ajtas-3212	84	2	the	the	DET
ajtas-3212	84	3	system	system	NOUN
ajtas-3212	84	4	is	be	AUX
ajtas-3212	84	5	operational	operational	ADJ
ajtas-3212	84	6	,	,	PUNCT
ajtas-3212	84	7	the	the	DET
ajtas-3212	84	8	empirical	empirical	ADJ
ajtas-3212	84	9	evaluation	evaluation	NOUN
ajtas-3212	84	10	phase	phase	NOUN
ajtas-3212	84	11	measures	measure	VERB
ajtas-3212	84	12	quantitative	quantitative	ADJ
ajtas-3212	84	13	indicators	indicator	NOUN
ajtas-3212	84	14	such	such	ADJ
ajtas-3212	84	15	as	as	ADP
ajtas-3212	84	16	aepi	aepi	PROPN
ajtas-3212	84	17	,	,	PUNCT
ajtas-3212	84	18	velocity	velocity	NOUN
ajtas-3212	84	19	,	,	PUNCT
ajtas-3212	84	20	quality	quality	NOUN
ajtas-3212	84	21	index	index	NOUN
ajtas-3212	84	22	,	,	PUNCT
ajtas-3212	84	23	and	and	CCONJ
ajtas-3212	84	24	stakeholder	stakeholder	NOUN
ajtas-3212	84	25	satisfaction	satisfaction	NOUN
ajtas-3212	84	26	.	.	PUNCT
ajtas-3212	85	1	the	the	DET
ajtas-3212	85	2	validation	validation	NOUN
ajtas-3212	85	3	and	and	CCONJ
ajtas-3212	85	4	iteration	iteration	NOUN
ajtas-3212	85	5	stage	stage	NOUN
ajtas-3212	85	6	verifies	verifie	NOUN
ajtas-3212	85	7	model	model	VERB
ajtas-3212	85	8	reliability	reliability	NOUN
ajtas-3212	85	9	through	through	ADP
ajtas-3212	85	10	periodic	periodic	ADJ
ajtas-3212	85	11	recalibration	recalibration	NOUN
ajtas-3212	85	12	(	(	PUNCT
ajtas-3212	85	13	±	±	NOUN
ajtas-3212	85	14	10	10	NUM
ajtas-3212	85	15	%	%	NOUN
ajtas-3212	85	16	deviation	deviation	NOUN
ajtas-3212	85	17	threshold	threshold	NOUN
ajtas-3212	85	18	)	)	PUNCT
ajtas-3212	85	19	and	and	CCONJ
ajtas-3212	85	20	comparison	comparison	NOUN
ajtas-3212	85	21	of	of	ADP
ajtas-3212	85	22	preand	preand	NOUN
ajtas-3212	85	23	postintegration	postintegration	NOUN
ajtas-3212	85	24	results	result	NOUN
ajtas-3212	85	25	.	.	PUNCT
ajtas-3212	86	1	finally	finally	ADV
ajtas-3212	86	2	,	,	PUNCT
ajtas-3212	86	3	the	the	DET
ajtas-3212	86	4	conclusion	conclusion	NOUN
ajtas-3212	86	5	and	and	CCONJ
ajtas-3212	86	6	practical	practical	ADJ
ajtas-3212	86	7	application	application	NOUN
ajtas-3212	86	8	phase	phase	NOUN
ajtas-3212	86	9	interprets	interpret	VERB
ajtas-3212	86	10	the	the	DET
ajtas-3212	86	11	results	result	NOUN
ajtas-3212	86	12	in	in	ADP
ajtas-3212	86	13	the	the	DET
ajtas-3212	86	14	context	context	NOUN
ajtas-3212	86	15	of	of	ADP
ajtas-3212	86	16	managerial	managerial	ADJ
ajtas-3212	86	17	decision	decision	NOUN
ajtas-3212	86	18	-	-	PUNCT
ajtas-3212	86	19	making	making	NOUN
ajtas-3212	86	20	and	and	CCONJ
ajtas-3212	86	21	scalability	scalability	NOUN
ajtas-3212	86	22	of	of	ADP
ajtas-3212	86	23	the	the	DET
ajtas-3212	86	24	proposed	propose	VERB
ajtas-3212	86	25	framework	framework	NOUN
ajtas-3212	86	26	.	.	PUNCT
ajtas-3212	87	1	figure	figure	NOUN
ajtas-3212	87	2	2	2	NUM
ajtas-3212	87	3	illustrates	illustrate	VERB
ajtas-3212	87	4	the	the	DET
ajtas-3212	87	5	complete	complete	ADJ
ajtas-3212	87	6	workflow	workflow	NOUN
ajtas-3212	87	7	of	of	ADP
ajtas-3212	87	8	the	the	DET
ajtas-3212	87	9	research	research	NOUN
ajtas-3212	87	10	,	,	PUNCT
ajtas-3212	87	11	bridging	bridge	VERB
ajtas-3212	87	12	theoretical	theoretical	ADJ
ajtas-3212	87	13	design	design	NOUN
ajtas-3212	87	14	and	and	CCONJ
ajtas-3212	87	15	empirical	empirical	ADJ
ajtas-3212	87	16	validation	validation	NOUN
ajtas-3212	87	17	.	.	PUNCT
ajtas-3212	88	1	each	each	DET
ajtas-3212	88	2	methodological	methodological	ADJ
ajtas-3212	88	3	phase	phase	NOUN
ajtas-3212	88	4	directly	directly	ADV
ajtas-3212	88	5	corresponds	correspond	VERB
ajtas-3212	88	6	to	to	ADP
ajtas-3212	88	7	the	the	DET
ajtas-3212	88	8	results	result	NOUN
ajtas-3212	88	9	section	section	NOUN
ajtas-3212	88	10	:	:	PUNCT
ajtas-3212	88	11	quantitative	quantitative	ADJ
ajtas-3212	88	12	outcomes	outcome	NOUN
ajtas-3212	88	13	(	(	PUNCT
ajtas-3212	88	14	section	section	NOUN
ajtas-3212	88	15	3.1	3.1	NUM
ajtas-3212	88	16	)	)	PUNCT
ajtas-3212	88	17	,	,	PUNCT
ajtas-3212	88	18	aepi	aepi	PROPN
ajtas-3212	88	19	progression	progression	NOUN
ajtas-3212	88	20	(	(	PUNCT
ajtas-3212	88	21	3.2	3.2	NUM
ajtas-3212	88	22	)	)	PUNCT
ajtas-3212	88	23	,	,	PUNCT
ajtas-3212	88	24	regression	regression	NOUN
ajtas-3212	88	25	modelling	modelling	NOUN
ajtas-3212	88	26	(	(	PUNCT
ajtas-3212	88	27	3.3	3.3	NUM
ajtas-3212	88	28	)	)	PUNCT
ajtas-3212	88	29	,	,	PUNCT
ajtas-3212	88	30	statistical	statistical	ADJ
ajtas-3212	88	31	validation	validation	NOUN
ajtas-3212	88	32	(	(	PUNCT
ajtas-3212	88	33	3.4	3.4	NUM
ajtas-3212	88	34	)	)	PUNCT
ajtas-3212	88	35	,	,	PUNCT
ajtas-3212	88	36	and	and	CCONJ
ajtas-3212	88	37	alignment	alignment	NOUN
ajtas-3212	88	38	with	with	ADP
ajtas-3212	88	39	the	the	DET
ajtas-3212	88	40	framework	framework	NOUN
ajtas-3212	88	41	(	(	PUNCT
ajtas-3212	88	42	3.6	3.6	NUM
ajtas-3212	88	43	)	)	PUNCT
ajtas-3212	88	44	.	.	PUNCT
ajtas-3212	89	1	figure	figure	NOUN
ajtas-3212	89	2	2	2	NUM
ajtas-3212	89	3	.	.	PUNCT
ajtas-3212	89	4	research	research	NOUN
ajtas-3212	89	5	workflow	workflow	NOUN
ajtas-3212	89	6	of	of	ADP
ajtas-3212	89	7	the	the	DET
ajtas-3212	89	8	hybrid	hybrid	ADJ
ajtas-3212	89	9	ai	ai	ADJ
ajtas-3212	89	10	-	-	PUNCT
ajtas-3212	89	11	augmented	augment	VERB
ajtas-3212	89	12	project	project	NOUN
ajtas-3212	89	13	methodology	methodology	NOUN
ajtas-3212	89	14	(	(	PUNCT
ajtas-3212	89	15	hpm	hpm	NOUN
ajtas-3212	89	16	-	-	PUNCT
ajtas-3212	89	17	ai	ai	NOUN
ajtas-3212	89	18	)	)	PUNCT
ajtas-3212	89	19	the	the	DET
ajtas-3212	89	20	research	research	NOUN
ajtas-3212	89	21	process	process	NOUN
ajtas-3212	89	22	follows	follow	VERB
ajtas-3212	89	23	a	a	DET
ajtas-3212	89	24	seven	seven	NUM
ajtas-3212	89	25	-	-	PUNCT
ajtas-3212	89	26	stage	stage	NOUN
ajtas-3212	89	27	sequence	sequence	NOUN
ajtas-3212	89	28	ensuring	ensure	VERB
ajtas-3212	89	29	methodological	methodological	ADJ
ajtas-3212	89	30	coherence	coherence	NOUN
ajtas-3212	89	31	between	between	ADP
ajtas-3212	89	32	theoretical	theoretical	ADJ
ajtas-3212	89	33	design	design	NOUN
ajtas-3212	89	34	and	and	CCONJ
ajtas-3212	89	35	empirical	empirical	ADJ
ajtas-3212	89	36	evaluation	evaluation	NOUN
ajtas-3212	89	37	.	.	PUNCT
ajtas-3212	90	1	the	the	DET
ajtas-3212	90	2	process	process	NOUN
ajtas-3212	90	3	begins	begin	VERB
ajtas-3212	90	4	with	with	ADP
ajtas-3212	90	5	problem	problem	NOUN
ajtas-3212	90	6	definition	definition	NOUN
ajtas-3212	90	7	,	,	PUNCT
ajtas-3212	90	8	where	where	SCONJ
ajtas-3212	90	9	the	the	DET
ajtas-3212	90	10	objectives	objective	NOUN
ajtas-3212	90	11	,	,	PUNCT
ajtas-3212	90	12	hypotheses	hypothesis	NOUN
ajtas-3212	90	13	,	,	PUNCT
ajtas-3212	90	14	and	and	CCONJ
ajtas-3212	90	15	expected	expect	VERB
ajtas-3212	90	16	impacts	impact	NOUN
ajtas-3212	90	17	of	of	ADP
ajtas-3212	90	18	ai	ai	ADJ
ajtas-3212	90	19	integration	integration	NOUN
ajtas-3212	90	20	are	be	AUX
ajtas-3212	90	21	formulated	formulate	VERB
ajtas-3212	90	22	.	.	PUNCT
ajtas-3212	91	1	in	in	ADP
ajtas-3212	91	2	the	the	DET
ajtas-3212	91	3	data	data	NOUN
ajtas-3212	91	4	collection	collection	NOUN
ajtas-3212	91	5	phase	phase	NOUN
ajtas-3212	91	6	,	,	PUNCT
ajtas-3212	91	7	multimodal	multimodal	NOUN
ajtas-3212	91	8	datasets	dataset	NOUN
ajtas-3212	91	9	including	include	VERB
ajtas-3212	91	10	jira	jira	PROPN
ajtas-3212	91	11	logs	logs	PROPN
ajtas-3212	91	12	,	,	PUNCT
ajtas-3212	91	13	ci	ci	NOUN
ajtas-3212	91	14	/	/	SYM
ajtas-3212	91	15	cd	cd	NOUN
ajtas-3212	91	16	metrics	metric	NOUN
ajtas-3212	91	17	,	,	PUNCT
ajtas-3212	91	18	and	and	CCONJ
ajtas-3212	91	19	communication	communication	NOUN
ajtas-3212	91	20	transcripts	transcript	NOUN
ajtas-3212	91	21	are	be	AUX
ajtas-3212	91	22	gathered	gather	VERB
ajtas-3212	91	23	for	for	ADP
ajtas-3212	91	24	subsequent	subsequent	ADJ
ajtas-3212	91	25	modeling	modeling	NOUN
ajtas-3212	91	26	.	.	PUNCT
ajtas-3212	92	1	the	the	DET
ajtas-3212	92	2	ai	ai	PROPN
ajtas-3212	92	3	model	model	NOUN
ajtas-3212	92	4	development	development	NOUN
ajtas-3212	92	5	phase	phase	NOUN
ajtas-3212	92	6	includes	include	VERB
ajtas-3212	92	7	the	the	DET
ajtas-3212	92	8	training	training	NOUN
ajtas-3212	92	9	of	of	ADP
ajtas-3212	92	10	the	the	DET
ajtas-3212	92	11	nlp	nlp	NOUN
ajtas-3212	92	12	analyzer	analyzer	NOUN
ajtas-3212	92	13	,	,	PUNCT
ajtas-3212	92	14	ml	ml	ADP
ajtas-3212	92	15	velocity	velocity	NOUN
ajtas-3212	92	16	predictor	predictor	NOUN
ajtas-3212	92	17	,	,	PUNCT
ajtas-3212	92	18	qa	qa	PROPN
ajtas-3212	92	19	anomaly	anomaly	NOUN
ajtas-3212	92	20	detector	detector	NOUN
ajtas-3212	92	21	,	,	PUNCT
ajtas-3212	92	22	and	and	CCONJ
ajtas-3212	92	23	sentiment	sentiment	NOUN
ajtas-3212	92	24	analyzer	analyzer	NOUN
ajtas-3212	92	25	modules	module	NOUN
ajtas-3212	92	26	.	.	PUNCT
ajtas-3212	93	1	these	these	DET
ajtas-3212	93	2	models	model	NOUN
ajtas-3212	93	3	are	be	AUX
ajtas-3212	93	4	then	then	ADV
ajtas-3212	93	5	implemented	implement	VERB
ajtas-3212	93	6	within	within	ADP
ajtas-3212	93	7	the	the	DET
ajtas-3212	93	8	experimental	experimental	ADJ
ajtas-3212	93	9	integration	integration	NOUN
ajtas-3212	93	10	phase	phase	NOUN
ajtas-3212	93	11	,	,	PUNCT
ajtas-3212	93	12	embedding	embed	VERB
ajtas-3212	93	13	them	they	PRON
ajtas-3212	93	14	into	into	ADP
ajtas-3212	93	15	the	the	DET
ajtas-3212	93	16	four	four	NUM
ajtas-3212	93	17	hpm	hpm	ADJ
ajtas-3212	93	18	-	-	PUNCT
ajtas-3212	93	19	ai	ai	PROPN
ajtas-3212	93	20	layers	layer	NOUN
ajtas-3212	93	21	:	:	PUNCT
ajtas-3212	93	22	governance	governance	NOUN
ajtas-3212	93	23	,	,	PUNCT
ajtas-3212	93	24	execution	execution	NOUN
ajtas-3212	93	25	,	,	PUNCT
ajtas-3212	93	26	quality	quality	NOUN
ajtas-3212	93	27	,	,	PUNCT
ajtas-3212	93	28	and	and	CCONJ
ajtas-3212	93	29	communication	communication	NOUN
ajtas-3212	93	30	.	.	PUNCT
ajtas-3212	94	1	the	the	DET
ajtas-3212	94	2	evaluation	evaluation	NOUN
ajtas-3212	94	3	phase	phase	NOUN
ajtas-3212	94	4	quantifies	quantify	VERB
ajtas-3212	94	5	empirical	empirical	ADJ
ajtas-3212	94	6	indicators	indicator	NOUN
ajtas-3212	94	7	such	such	ADJ
ajtas-3212	94	8	as	as	ADP
ajtas-3212	94	9	aepi	aepi	PROPN
ajtas-3212	94	10	,	,	PUNCT
ajtas-3212	94	11	velocity	velocity	NOUN
ajtas-3212	94	12	,	,	PUNCT
ajtas-3212	94	13	quality	quality	NOUN
ajtas-3212	94	14	index	index	NOUN
ajtas-3212	94	15	,	,	PUNCT
ajtas-3212	94	16	and	and	CCONJ
ajtas-3212	94	17	stakeholder	stakeholder	NOUN
ajtas-3212	94	18	satisfaction	satisfaction	NOUN
ajtas-3212	94	19	.	.	PUNCT
ajtas-3212	95	1	next	next	ADV
ajtas-3212	95	2	,	,	PUNCT
ajtas-3212	95	3	the	the	DET
ajtas-3212	95	4	validation	validation	NOUN
ajtas-3212	95	5	and	and	CCONJ
ajtas-3212	95	6	iteration	iteration	NOUN
ajtas-3212	95	7	phase	phase	NOUN
ajtas-3212	95	8	verifies	verifie	NOUN
ajtas-3212	95	9	reproducibility	reproducibility	NOUN
ajtas-3212	95	10	through	through	ADP
ajtas-3212	95	11	±	±	NUM
ajtas-3212	95	12	10	10	NUM
ajtas-3212	95	13	%	%	NOUN
ajtas-3212	95	14	retraining	retrain	VERB
ajtas-3212	95	15	cycles	cycle	NOUN
ajtas-3212	95	16	to	to	PART
ajtas-3212	95	17	maintain	maintain	VERB
ajtas-3212	95	18	data	data	NOUN
ajtas-3212	95	19	-	-	PUNCT
ajtas-3212	95	20	model	model	NOUN
ajtas-3212	95	21	equilibrium	equilibrium	NOUN
ajtas-3212	95	22	.	.	PUNCT
ajtas-3212	96	1	finally	finally	ADV
ajtas-3212	96	2	,	,	PUNCT
ajtas-3212	96	3	the	the	DET
ajtas-3212	96	4	application	application	NOUN
ajtas-3212	96	5	phase	phase	NOUN
ajtas-3212	96	6	generalizes	generalize	VERB
ajtas-3212	96	7	the	the	DET
ajtas-3212	96	8	findings	finding	NOUN
ajtas-3212	96	9	into	into	ADP
ajtas-3212	96	10	actionable	actionable	ADJ
ajtas-3212	96	11	managerial	managerial	ADJ
ajtas-3212	96	12	recommendations	recommendation	NOUN
ajtas-3212	96	13	and	and	CCONJ
ajtas-3212	96	14	scalability	scalability	NOUN
ajtas-3212	96	15	scenarios	scenario	NOUN
ajtas-3212	96	16	.	.	PUNCT
ajtas-3212	97	1	american	american	ADJ
ajtas-3212	97	2	journal	journal	PROPN
ajtas-3212	97	3	of	of	ADP
ajtas-3212	97	4	technology	technology	NOUN
ajtas-3212	97	5	and	and	CCONJ
ajtas-3212	97	6	applied	apply	VERB
ajtas-3212	97	7	sciences	science	NOUN
ajtas-3212	97	8	43	43	NUM
ajtas-3212	97	9	,	,	PUNCT
ajtas-3212	97	10	december	december	PROPN
ajtas-3212	97	11	2025	2025	NUM
ajtas-3212	97	12	p	p	NOUN
ajtas-3212	98	1	a	a	DET
ajtas-3212	98	2	g	g	NOUN
ajtas-3212	98	3	e	e	NOUN
ajtas-3212	98	4	|	|	ADV
ajtas-3212	98	5	20	20	NUM
ajtas-3212	98	6	www.americanjournal.org	www.americanjournal.org	NOUN
ajtas-3212	98	7	2.2	2.2	NUM
ajtas-3212	98	8	ai	ai	NOUN
ajtas-3212	98	9	integration	integration	NOUN
ajtas-3212	98	10	model	model	NOUN
ajtas-3212	98	11	to	to	PART
ajtas-3212	98	12	operationalize	operationalize	VERB
ajtas-3212	98	13	the	the	DET
ajtas-3212	98	14	hybrid	hybrid	NOUN
ajtas-3212	98	15	structure	structure	NOUN
ajtas-3212	98	16	,	,	PUNCT
ajtas-3212	98	17	the	the	DET
ajtas-3212	98	18	ai	ai	NOUN
ajtas-3212	98	19	modules	module	NOUN
ajtas-3212	98	20	are	be	AUX
ajtas-3212	98	21	aligned	align	VERB
ajtas-3212	98	22	with	with	ADP
ajtas-3212	98	23	the	the	DET
ajtas-3212	98	24	existing	exist	VERB
ajtas-3212	98	25	methodological	methodological	ADJ
ajtas-3212	98	26	layers	layer	NOUN
ajtas-3212	98	27	,	,	PUNCT
ajtas-3212	98	28	ensuring	ensure	VERB
ajtas-3212	98	29	that	that	SCONJ
ajtas-3212	98	30	each	each	DET
ajtas-3212	98	31	algorithm	algorithm	NOUN
ajtas-3212	98	32	supports	support	VERB
ajtas-3212	98	33	a	a	DET
ajtas-3212	98	34	distinct	distinct	ADJ
ajtas-3212	98	35	managerial	managerial	ADJ
ajtas-3212	98	36	function	function	NOUN
ajtas-3212	98	37	.	.	PUNCT
ajtas-3212	99	1	table	table	NOUN
ajtas-3212	99	2	1	1	NUM
ajtas-3212	99	3	summarizes	summarize	NOUN
ajtas-3212	99	4	this	this	DET
ajtas-3212	99	5	alignment	alignment	NOUN
ajtas-3212	99	6	and	and	CCONJ
ajtas-3212	99	7	illustrates	illustrate	VERB
ajtas-3212	99	8	the	the	DET
ajtas-3212	99	9	expected	expected	ADJ
ajtas-3212	99	10	outcomes	outcome	NOUN
ajtas-3212	99	11	.	.	PUNCT
ajtas-3212	100	1	table	table	NOUN
ajtas-3212	100	2	1	1	NUM
ajtas-3212	100	3	.	.	PUNCT
ajtas-3212	100	4	comparison	comparison	NOUN
ajtas-3212	100	5	between	between	ADP
ajtas-3212	100	6	traditional	traditional	ADJ
ajtas-3212	100	7	hpm	hpm	NOUN
ajtas-3212	100	8	and	and	CCONJ
ajtas-3212	100	9	ai	ai	ADJ
ajtas-3212	100	10	-	-	PUNCT
ajtas-3212	100	11	augmented	augment	VERB
ajtas-3212	100	12	hpm	hpm	NOUN
ajtas-3212	100	13	process	process	NOUN
ajtas-3212	100	14	layer	layer	NOUN
ajtas-3212	100	15	traditional	traditional	ADJ
ajtas-3212	100	16	hpm	hpm	NOUN
ajtas-3212	100	17	function	function	NOUN
ajtas-3212	100	18	ai	ai	AUX
ajtas-3212	100	19	-	-	PUNCT
ajtas-3212	100	20	augmented	augment	VERB
ajtas-3212	100	21	capability	capability	NOUN
ajtas-3212	100	22	expected	expect	VERB
ajtas-3212	100	23	outcome	outcome	NOUN
ajtas-3212	100	24	governance	governance	NOUN
ajtas-3212	100	25	(	(	PUNCT
ajtas-3212	100	26	pmbok	pmbok	NOUN
ajtas-3212	100	27	)	)	PUNCT
ajtas-3212	100	28	manual	manual	ADJ
ajtas-3212	100	29	risk	risk	NOUN
ajtas-3212	100	30	identification	identification	NOUN
ajtas-3212	100	31	and	and	CCONJ
ajtas-3212	100	32	reporting	report	VERB
ajtas-3212	100	33	ai	ai	ADJ
ajtas-3212	100	34	-	-	PUNCT
ajtas-3212	100	35	driven	drive	VERB
ajtas-3212	100	36	risk	risk	NOUN
ajtas-3212	100	37	classification	classification	NOUN
ajtas-3212	100	38	and	and	CCONJ
ajtas-3212	100	39	automated	automate	VERB
ajtas-3212	100	40	report	report	NOUN
ajtas-3212	100	41	generation	generation	NOUN
ajtas-3212	100	42	accelerated	accelerate	VERB
ajtas-3212	100	43	decision	decision	NOUN
ajtas-3212	100	44	cycles	cycle	NOUN
ajtas-3212	100	45	and	and	CCONJ
ajtas-3212	100	46	objective	objective	ADJ
ajtas-3212	100	47	risk	risk	NOUN
ajtas-3212	100	48	scoring	score	VERB
ajtas-3212	100	49	agile	agile	ADJ
ajtas-3212	100	50	execution	execution	NOUN
ajtas-3212	100	51	human	human	ADJ
ajtas-3212	100	52	backlog	backlog	NOUN
ajtas-3212	100	53	prioritization	prioritization	NOUN
ajtas-3212	100	54	and	and	CCONJ
ajtas-3212	100	55	velocity	velocity	NOUN
ajtas-3212	100	56	estimation	estimation	NOUN
ajtas-3212	100	57	nlp	nlp	ADJ
ajtas-3212	100	58	backlog	backlog	NOUN
ajtas-3212	100	59	analyzer	analyzer	NOUN
ajtas-3212	100	60	and	and	CCONJ
ajtas-3212	100	61	mlbased	mlbased	ADJ
ajtas-3212	100	62	velocity	velocity	NOUN
ajtas-3212	100	63	predictor	predictor	NOUN
ajtas-3212	100	64	dynamic	dynamic	ADJ
ajtas-3212	100	65	backlog	backlog	NOUN
ajtas-3212	100	66	reordering	reordering	NOUN
ajtas-3212	100	67	and	and	CCONJ
ajtas-3212	100	68	highprecision	highprecision	NOUN
ajtas-3212	100	69	capacity	capacity	NOUN
ajtas-3212	100	70	forecasting	forecast	VERB
ajtas-3212	100	71	quality	quality	NOUN
ajtas-3212	100	72	assurance	assurance	NOUN
ajtas-3212	100	73	manual	manual	ADJ
ajtas-3212	100	74	test	test	NOUN
ajtas-3212	100	75	planning	planning	NOUN
ajtas-3212	100	76	and	and	CCONJ
ajtas-3212	100	77	defect	defect	VERB
ajtas-3212	100	78	tracking	track	VERB
ajtas-3212	100	79	continuous	continuous	ADJ
ajtas-3212	100	80	qa	qa	PROPN
ajtas-3212	100	81	anomaly	anomaly	NOUN
ajtas-3212	100	82	detector	detector	NOUN
ajtas-3212	100	83	using	use	VERB
ajtas-3212	100	84	ci	ci	NOUN
ajtas-3212	100	85	/	/	SYM
ajtas-3212	100	86	cd	cd	PROPN
ajtas-3212	100	87	data	datum	NOUN
ajtas-3212	100	88	up	up	ADP
ajtas-3212	100	89	to	to	PART
ajtas-3212	100	90	80	80	NUM
ajtas-3212	100	91	%	%	NOUN
ajtas-3212	100	92	reduction	reduction	NOUN
ajtas-3212	100	93	in	in	ADP
ajtas-3212	100	94	escaped	escape	VERB
ajtas-3212	100	95	defects	defect	NOUN
ajtas-3212	100	96	and	and	CCONJ
ajtas-3212	100	97	stable	stable	ADJ
ajtas-3212	100	98	release	release	NOUN
ajtas-3212	100	99	quality	quality	NOUN
ajtas-3212	100	100	stakeholder	stakeholder	NOUN
ajtas-3212	100	101	communication	communication	NOUN
ajtas-3212	100	102	manual	manual	ADJ
ajtas-3212	100	103	status	status	NOUN
ajtas-3212	100	104	summaries	summary	NOUN
ajtas-3212	100	105	and	and	CCONJ
ajtas-3212	100	106	reports	report	VERB
ajtas-3212	100	107	llm	llm	ADV
ajtas-3212	100	108	-	-	PUNCT
ajtas-3212	100	109	based	base	VERB
ajtas-3212	100	110	stakeholder	stakeholder	NOUN
ajtas-3212	100	111	summarizer	summarizer	NOUN
ajtas-3212	100	112	and	and	CCONJ
ajtas-3212	100	113	sentiment	sentiment	NOUN
ajtas-3212	100	114	analysis	analysis	NOUN
ajtas-3212	100	115	real	real	ADJ
ajtas-3212	100	116	-	-	PUNCT
ajtas-3212	100	117	time	time	NOUN
ajtas-3212	100	118	transparency	transparency	NOUN
ajtas-3212	100	119	and	and	CCONJ
ajtas-3212	100	120	improved	improve	VERB
ajtas-3212	100	121	stakeholder	stakeholder	NOUN
ajtas-3212	100	122	trust	trust	NOUN
ajtas-3212	100	123	table	table	NOUN
ajtas-3212	100	124	1	1	NUM
ajtas-3212	100	125	demonstrates	demonstrate	VERB
ajtas-3212	100	126	how	how	SCONJ
ajtas-3212	100	127	ai	ai	AUX
ajtas-3212	100	128	automation	automation	NOUN
ajtas-3212	100	129	supplements	supplement	NOUN
ajtas-3212	100	130	human	human	ADJ
ajtas-3212	100	131	expertise	expertise	NOUN
ajtas-3212	100	132	rather	rather	ADV
ajtas-3212	100	133	than	than	ADP
ajtas-3212	100	134	replacing	replace	VERB
ajtas-3212	100	135	it	it	PRON
ajtas-3212	100	136	.	.	PUNCT
ajtas-3212	101	1	the	the	DET
ajtas-3212	101	2	machine	machine	NOUN
ajtas-3212	101	3	-	-	PUNCT
ajtas-3212	101	4	learning	learn	VERB
ajtas-3212	101	5	components	component	NOUN
ajtas-3212	101	6	handle	handle	VERB
ajtas-3212	101	7	repetitive	repetitive	ADJ
ajtas-3212	101	8	,	,	PUNCT
ajtas-3212	101	9	data	data	NOUN
ajtas-3212	101	10	-	-	PUNCT
ajtas-3212	101	11	heavy	heavy	ADJ
ajtas-3212	101	12	operations	operation	NOUN
ajtas-3212	101	13	such	such	ADJ
ajtas-3212	101	14	as	as	ADP
ajtas-3212	101	15	pattern	pattern	NOUN
ajtas-3212	101	16	recognition	recognition	NOUN
ajtas-3212	101	17	in	in	ADP
ajtas-3212	101	18	defects	defect	NOUN
ajtas-3212	101	19	or	or	CCONJ
ajtas-3212	101	20	backlog	backlog	NOUN
ajtas-3212	101	21	clustering	clustering	NOUN
ajtas-3212	101	22	,	,	PUNCT
ajtas-3212	101	23	while	while	SCONJ
ajtas-3212	101	24	human	human	ADJ
ajtas-3212	101	25	project	project	NOUN
ajtas-3212	101	26	managers	manager	NOUN
ajtas-3212	101	27	interpret	interpret	VERB
ajtas-3212	101	28	the	the	DET
ajtas-3212	101	29	contextual	contextual	ADJ
ajtas-3212	101	30	and	and	CCONJ
ajtas-3212	101	31	strategic	strategic	ADJ
ajtas-3212	101	32	implications	implication	NOUN
ajtas-3212	101	33	.	.	PUNCT
ajtas-3212	102	1	the	the	DET
ajtas-3212	102	2	synergy	synergy	NOUN
ajtas-3212	102	3	between	between	ADP
ajtas-3212	102	4	algorithmic	algorithmic	ADJ
ajtas-3212	102	5	precision	precision	NOUN
ajtas-3212	102	6	and	and	CCONJ
ajtas-3212	102	7	managerial	managerial	ADJ
ajtas-3212	102	8	judgment	judgment	NOUN
ajtas-3212	102	9	enhances	enhance	VERB
ajtas-3212	102	10	both	both	DET
ajtas-3212	102	11	responsiveness	responsiveness	NOUN
ajtas-3212	102	12	and	and	CCONJ
ajtas-3212	102	13	accountability	accountability	NOUN
ajtas-3212	102	14	in	in	ADP
ajtas-3212	102	15	distributed	distribute	VERB
ajtas-3212	102	16	project	project	NOUN
ajtas-3212	102	17	environments	environment	NOUN
ajtas-3212	102	18	.	.	PUNCT
ajtas-3212	103	1	2.3	2.3	NUM
ajtas-3212	103	2	mathematical	mathematical	ADJ
ajtas-3212	103	3	formulation	formulation	NOUN
ajtas-3212	103	4	the	the	DET
ajtas-3212	103	5	quantitative	quantitative	ADJ
ajtas-3212	103	6	framework	framework	NOUN
ajtas-3212	103	7	of	of	ADP
ajtas-3212	103	8	hpm	hpm	NOUN
ajtas-3212	103	9	-	-	PUNCT
ajtas-3212	103	10	ai	ai	NOUN
ajtas-3212	103	11	relies	rely	VERB
ajtas-3212	103	12	on	on	ADP
ajtas-3212	103	13	two	two	NUM
ajtas-3212	103	14	analytical	analytical	ADJ
ajtas-3212	103	15	equations	equation	NOUN
ajtas-3212	103	16	that	that	PRON
ajtas-3212	103	17	jointly	jointly	ADV
ajtas-3212	103	18	capture	capture	VERB
ajtas-3212	103	19	macrolevel	macrolevel	NOUN
ajtas-3212	103	20	efficiency	efficiency	NOUN
ajtas-3212	103	21	and	and	CCONJ
ajtas-3212	103	22	micro	micro	NOUN
ajtas-3212	103	23	-	-	NOUN
ajtas-3212	103	24	level	level	ADJ
ajtas-3212	103	25	productivity	productivity	NOUN
ajtas-3212	103	26	prediction	prediction	NOUN
ajtas-3212	103	27	.	.	PUNCT
ajtas-3212	104	1	the	the	DET
ajtas-3212	104	2	ai	ai	ADV
ajtas-3212	104	3	-	-	PUNCT
ajtas-3212	104	4	enhanced	enhance	VERB
ajtas-3212	104	5	performance	performance	NOUN
ajtas-3212	104	6	index	index	NOUN
ajtas-3212	104	7	(	(	PUNCT
ajtas-3212	104	8	aepi	aepi	NOUN
ajtas-3212	104	9	)	)	PUNCT
ajtas-3212	104	10	represents	represent	VERB
ajtas-3212	104	11	an	an	DET
ajtas-3212	104	12	aggregate	aggregate	ADJ
ajtas-3212	104	13	measure	measure	NOUN
ajtas-3212	104	14	of	of	ADP
ajtas-3212	104	15	overall	overall	ADJ
ajtas-3212	104	16	methodological	methodological	ADJ
ajtas-3212	104	17	efficiency	efficiency	NOUN
ajtas-3212	104	18	after	after	ADP
ajtas-3212	104	19	ai	ai	PROPN
ajtas-3212	104	20	integration	integration	NOUN
ajtas-3212	104	21	:	:	PUNCT
ajtas-3212	104	22	aepi	aepi	X
ajtas-3212	104	23	=	=	SYM
ajtas-3212	104	24	ω1v	ω1v	ADV
ajtas-3212	104	25	+	+	CCONJ
ajtas-3212	104	26	ω2q	ω2q	NOUN
ajtas-3212	104	27	+	+	CCONJ
ajtas-3212	104	28	ω3s	ω3s	NUM
ajtas-3212	105	1	+	+	PUNCT
ajtas-3212	105	2	ω4c	ω4c	NOUN
ajtas-3212	105	3	(	(	PUNCT
ajtas-3212	105	4	1	1	NUM
ajtas-3212	105	5	)	)	PUNCT
ajtas-3212	105	6	where	where	SCONJ
ajtas-3212	105	7	v	v	NOUN
ajtas-3212	105	8	denotes	denote	NOUN
ajtas-3212	105	9	normalized	normalize	VERB
ajtas-3212	105	10	delivery	delivery	NOUN
ajtas-3212	105	11	velocity	velocity	NOUN
ajtas-3212	105	12	,	,	PUNCT
ajtas-3212	105	13	reflecting	reflect	VERB
ajtas-3212	105	14	the	the	DET
ajtas-3212	105	15	ratio	ratio	NOUN
ajtas-3212	105	16	of	of	ADP
ajtas-3212	105	17	completed	complete	VERB
ajtas-3212	105	18	to	to	ADP
ajtas-3212	105	19	planned	plan	VERB
ajtas-3212	105	20	story	story	NOUN
ajtas-3212	105	21	points	point	NOUN
ajtas-3212	105	22	per	per	ADP
ajtas-3212	105	23	sprint	sprint	NOUN
ajtas-3212	105	24	;	;	PUNCT
ajtas-3212	105	25	q	q	NOUN
ajtas-3212	105	26	expresses	express	VERB
ajtas-3212	105	27	the	the	DET
ajtas-3212	105	28	composite	composite	ADJ
ajtas-3212	105	29	quality	quality	NOUN
ajtas-3212	105	30	index	index	NOUN
ajtas-3212	105	31	calculated	calculate	VERB
ajtas-3212	105	32	from	from	ADP
ajtas-3212	105	33	defect	defect	NOUN
ajtas-3212	105	34	-	-	PUNCT
ajtas-3212	105	35	escape	escape	NOUN
ajtas-3212	105	36	rate	rate	NOUN
ajtas-3212	105	37	and	and	CCONJ
ajtas-3212	105	38	automated	automate	VERB
ajtas-3212	105	39	test	test	NOUN
ajtas-3212	105	40	coverage	coverage	NOUN
ajtas-3212	105	41	;	;	PUNCT
ajtas-3212	105	42	s	s	VERB
ajtas-3212	105	43	measures	measure	NOUN
ajtas-3212	105	44	stakeholder	stakeholder	NOUN
ajtas-3212	105	45	satisfaction	satisfaction	NOUN
ajtas-3212	105	46	derived	derive	VERB
ajtas-3212	105	47	from	from	ADP
ajtas-3212	105	48	post	post	ADJ
ajtas-3212	105	49	-	-	ADJ
ajtas-3212	105	50	sprint	sprint	ADJ
ajtas-3212	105	51	surveys	survey	NOUN
ajtas-3212	105	52	;	;	PUNCT
ajtas-3212	105	53	and	and	CCONJ
ajtas-3212	105	54	c	c	NOUN
ajtas-3212	105	55	captures	capture	VERB
ajtas-3212	105	56	communication	communication	NOUN
ajtas-3212	105	57	efficiency	efficiency	NOUN
ajtas-3212	105	58	,	,	PUNCT
ajtas-3212	105	59	quantified	quantify	VERB
ajtas-3212	105	60	through	through	ADP
ajtas-3212	105	61	response	response	NOUN
ajtas-3212	105	62	-	-	PUNCT
ajtas-3212	105	63	latency	latency	NOUN
ajtas-3212	105	64	and	and	CCONJ
ajtas-3212	105	65	clarity	clarity	NOUN
ajtas-3212	105	66	metrics	metric	NOUN
ajtas-3212	105	67	extracted	extract	VERB
ajtas-3212	105	68	from	from	ADP
ajtas-3212	105	69	collaboration	collaboration	NOUN
ajtas-3212	105	70	tools	tool	NOUN
ajtas-3212	105	71	.	.	PUNCT
ajtas-3212	106	1	the	the	DET
ajtas-3212	106	2	coefficients	coefficient	NOUN
ajtas-3212	106	3	ω1	ω1	PROPN
ajtas-3212	106	4	through	through	ADP
ajtas-3212	106	5	ω4	ω4	NUM
ajtas-3212	106	6	represent	represent	VERB
ajtas-3212	106	7	weighting	weight	VERB
ajtas-3212	106	8	factors	factor	NOUN
ajtas-3212	106	9	calibrated	calibrate	VERB
ajtas-3212	106	10	american	american	ADJ
ajtas-3212	106	11	journal	journal	NOUN
ajtas-3212	106	12	of	of	ADP
ajtas-3212	106	13	technology	technology	NOUN
ajtas-3212	106	14	and	and	CCONJ
ajtas-3212	106	15	applied	apply	VERB
ajtas-3212	106	16	sciences	science	NOUN
ajtas-3212	106	17	43	43	NUM
ajtas-3212	106	18	,	,	PUNCT
ajtas-3212	106	19	december	december	PROPN
ajtas-3212	106	20	2025	2025	NUM
ajtas-3212	106	21	p	p	NOUN
ajtas-3212	106	22	a	a	DET
ajtas-3212	106	23	g	g	NOUN
ajtas-3212	106	24	e	e	NOUN
ajtas-3212	106	25	|	|	NOUN
ajtas-3212	106	26	21	21	NUM
ajtas-3212	106	27	www.americanjournal.org	www.americanjournal.org	NOUN
ajtas-3212	106	28	according	accord	VERB
ajtas-3212	106	29	to	to	ADP
ajtas-3212	106	30	organizational	organizational	ADJ
ajtas-3212	106	31	priorities	priority	NOUN
ajtas-3212	106	32	and	and	CCONJ
ajtas-3212	106	33	constrained	constrain	VERB
ajtas-3212	106	34	by	by	ADP
ajtas-3212	106	35	∑	∑	PROPN
ajtas-3212	106	36	ω1	ω1	PROPN
ajtas-3212	106	37	4	4	NUM
ajtas-3212	106	38	i=1	i=1	NOUN
ajtas-3212	106	39	=	=	ADJ
ajtas-3212	106	40	1	1	X
ajtas-3212	106	41	.	.	PUNCT
ajtas-3212	107	1	the	the	DET
ajtas-3212	107	2	index	index	NOUN
ajtas-3212	107	3	therefore	therefore	ADV
ajtas-3212	107	4	yields	yield	VERB
ajtas-3212	107	5	a	a	DET
ajtas-3212	107	6	single	single	ADJ
ajtas-3212	107	7	normalized	normalize	VERB
ajtas-3212	107	8	value	value	NOUN
ajtas-3212	107	9	ranging	range	VERB
ajtas-3212	107	10	from	from	ADP
ajtas-3212	107	11	0	0	NUM
ajtas-3212	107	12	to	to	ADP
ajtas-3212	107	13	1	1	NUM
ajtas-3212	107	14	that	that	PRON
ajtas-3212	107	15	enables	enable	VERB
ajtas-3212	107	16	longitudinal	longitudinal	ADJ
ajtas-3212	107	17	comparison	comparison	NOUN
ajtas-3212	107	18	of	of	ADP
ajtas-3212	107	19	project	project	NOUN
ajtas-3212	107	20	performance	performance	NOUN
ajtas-3212	107	21	before	before	ADV
ajtas-3212	107	22	and	and	CCONJ
ajtas-3212	107	23	after	after	ADP
ajtas-3212	107	24	ai	ai	VERB
ajtas-3212	107	25	adoption	adoption	NOUN
ajtas-3212	107	26	.	.	PUNCT
ajtas-3212	108	1	higher	high	ADJ
ajtas-3212	108	2	aepi	aepi	PROPN
ajtas-3212	108	3	values	value	NOUN
ajtas-3212	108	4	indicate	indicate	VERB
ajtas-3212	108	5	superior	superior	ADJ
ajtas-3212	108	6	synchronization	synchronization	NOUN
ajtas-3212	108	7	between	between	ADP
ajtas-3212	108	8	governance	governance	NOUN
ajtas-3212	108	9	discipline	discipline	NOUN
ajtas-3212	108	10	and	and	CCONJ
ajtas-3212	108	11	delivery	delivery	NOUN
ajtas-3212	108	12	velocity	velocity	NOUN
ajtas-3212	108	13	.	.	PUNCT
ajtas-3212	109	1	at	at	ADP
ajtas-3212	109	2	the	the	DET
ajtas-3212	109	3	operational	operational	ADJ
ajtas-3212	109	4	level	level	NOUN
ajtas-3212	109	5	,	,	PUNCT
ajtas-3212	109	6	sprint	sprint	ADJ
ajtas-3212	109	7	throughput	throughput	NOUN
ajtas-3212	109	8	is	be	AUX
ajtas-3212	109	9	forecast	forecast	VERB
ajtas-3212	109	10	using	use	VERB
ajtas-3212	109	11	a	a	DET
ajtas-3212	109	12	multivariate	multivariate	NOUN
ajtas-3212	109	13	regression	regression	NOUN
ajtas-3212	109	14	equation	equation	NOUN
ajtas-3212	109	15	:	:	PUNCT
ajtas-3212	109	16	vt	vt	PROPN
ajtas-3212	109	17	=	=	PUNCT
ajtas-3212	109	18	a	a	PROPN
ajtas-3212	109	19	+	+	X
ajtas-3212	109	20	β1qt	β1qt	PUNCT
ajtas-3212	109	21	+	+	X
ajtas-3212	109	22	β2ct	β2ct	PUNCT
ajtas-3212	109	23	+	+	CCONJ
ajtas-3212	109	24	β3et	β3et	PUNCT
ajtas-3212	110	1	+	+	CCONJ
ajtas-3212	110	2	εt	εt	PROPN
ajtas-3212	110	3	(	(	PUNCT
ajtas-3212	110	4	2	2	NUM
ajtas-3212	110	5	)	)	PUNCT
ajtas-3212	110	6	where	where	SCONJ
ajtas-3212	110	7	vt	vt	PROPN
ajtas-3212	110	8	is	be	AUX
ajtas-3212	110	9	the	the	DET
ajtas-3212	110	10	predicted	predict	VERB
ajtas-3212	110	11	sprint	sprint	NOUN
ajtas-3212	110	12	velocity	velocity	NOUN
ajtas-3212	110	13	,	,	PUNCT
ajtas-3212	110	14	qt	qt	ADP
ajtas-3212	110	15	the	the	DET
ajtas-3212	110	16	quality	quality	NOUN
ajtas-3212	110	17	indicator	indicator	NOUN
ajtas-3212	110	18	in	in	ADP
ajtas-3212	110	19	the	the	DET
ajtas-3212	110	20	same	same	ADJ
ajtas-3212	110	21	iteration	iteration	NOUN
ajtas-3212	110	22	,	,	PUNCT
ajtas-3212	110	23	ct	ct	PROPN
ajtas-3212	110	24	the	the	DET
ajtas-3212	110	25	communication	communication	NOUN
ajtas-3212	110	26	-	-	PUNCT
ajtas-3212	110	27	efficiency	efficiency	NOUN
ajtas-3212	110	28	coefficient	coefficient	NOUN
ajtas-3212	110	29	,	,	PUNCT
ajtas-3212	110	30	et	et	PROPN
ajtas-3212	110	31	the	the	DET
ajtas-3212	110	32	team	team	NOUN
ajtas-3212	110	33	-	-	PUNCT
ajtas-3212	110	34	effort	effort	NOUN
ajtas-3212	110	35	index	index	NOUN
ajtas-3212	110	36	based	base	VERB
ajtas-3212	110	37	on	on	ADP
ajtas-3212	110	38	productive	productive	ADJ
ajtas-3212	110	39	hours	hour	NOUN
ajtas-3212	110	40	or	or	CCONJ
ajtas-3212	110	41	commit	commit	VERB
ajtas-3212	110	42	density	density	NOUN
ajtas-3212	110	43	,	,	PUNCT
ajtas-3212	110	44	a	a	DET
ajtas-3212	110	45	the	the	DET
ajtas-3212	110	46	intercept	intercept	NOUN
ajtas-3212	110	47	term	term	NOUN
ajtas-3212	110	48	,	,	PUNCT
ajtas-3212	110	49	and	and	CCONJ
ajtas-3212	110	50	β1	β1	PROPN
ajtas-3212	110	51	,	,	PUNCT
ajtas-3212	110	52	β2	β2	VERB
ajtas-3212	110	53	,	,	PUNCT
ajtas-3212	110	54	β3	β3	VERB
ajtas-3212	110	55	the	the	DET
ajtas-3212	110	56	learned	learn	VERB
ajtas-3212	110	57	sensitivity	sensitivity	NOUN
ajtas-3212	110	58	parameters	parameter	NOUN
ajtas-3212	110	59	linking	link	VERB
ajtas-3212	110	60	each	each	DET
ajtas-3212	110	61	explanatory	explanatory	ADJ
ajtas-3212	110	62	variable	variable	NOUN
ajtas-3212	110	63	to	to	ADP
ajtas-3212	110	64	the	the	DET
ajtas-3212	110	65	velocity	velocity	NOUN
ajtas-3212	110	66	outcome	outcome	NOUN
ajtas-3212	110	67	.	.	PUNCT
ajtas-3212	111	1	the	the	DET
ajtas-3212	111	2	residual	residual	ADJ
ajtas-3212	111	3	component	component	NOUN
ajtas-3212	111	4	εt	εt	PROPN
ajtas-3212	111	5	captures	capture	VERB
ajtas-3212	111	6	stochastic	stochastic	ADJ
ajtas-3212	111	7	deviations	deviation	NOUN
ajtas-3212	111	8	due	due	ADJ
ajtas-3212	111	9	to	to	ADP
ajtas-3212	111	10	unforeseen	unforeseen	ADJ
ajtas-3212	111	11	factors	factor	NOUN
ajtas-3212	111	12	such	such	ADJ
ajtas-3212	111	13	as	as	ADP
ajtas-3212	111	14	sudden	sudden	ADJ
ajtas-3212	111	15	staff	staff	NOUN
ajtas-3212	111	16	absence	absence	NOUN
ajtas-3212	111	17	or	or	CCONJ
ajtas-3212	111	18	external	external	ADJ
ajtas-3212	111	19	dependencies	dependency	NOUN
ajtas-3212	111	20	.	.	PUNCT
ajtas-3212	112	1	interpreting	interpret	VERB
ajtas-3212	112	2	this	this	DET
ajtas-3212	112	3	model	model	NOUN
ajtas-3212	112	4	enables	enable	VERB
ajtas-3212	112	5	project	project	NOUN
ajtas-3212	112	6	managers	manager	NOUN
ajtas-3212	112	7	to	to	PART
ajtas-3212	112	8	quantify	quantify	VERB
ajtas-3212	112	9	how	how	SCONJ
ajtas-3212	112	10	variations	variation	NOUN
ajtas-3212	112	11	in	in	ADP
ajtas-3212	112	12	software	software	NOUN
ajtas-3212	112	13	quality	quality	NOUN
ajtas-3212	112	14	or	or	CCONJ
ajtas-3212	112	15	communication	communication	NOUN
ajtas-3212	112	16	behavior	behavior	NOUN
ajtas-3212	112	17	influence	influence	NOUN
ajtas-3212	112	18	delivery	delivery	NOUN
ajtas-3212	112	19	pace	pace	NOUN
ajtas-3212	112	20	and	and	CCONJ
ajtas-3212	112	21	to	to	PART
ajtas-3212	112	22	reallocate	reallocate	VERB
ajtas-3212	112	23	resources	resource	NOUN
ajtas-3212	112	24	proactively	proactively	ADV
ajtas-3212	112	25	.	.	PUNCT
ajtas-3212	113	1	2.4	2.4	NUM
ajtas-3212	113	2	evaluation	evaluation	NOUN
ajtas-3212	113	3	metrics	metric	NOUN
ajtas-3212	113	4	the	the	DET
ajtas-3212	113	5	empirical	empirical	ADJ
ajtas-3212	113	6	evaluation	evaluation	NOUN
ajtas-3212	113	7	of	of	ADP
ajtas-3212	113	8	the	the	DET
ajtas-3212	113	9	methodology	methodology	NOUN
ajtas-3212	113	10	depends	depend	VERB
ajtas-3212	113	11	on	on	ADP
ajtas-3212	113	12	standardized	standardized	ADJ
ajtas-3212	113	13	quantitative	quantitative	ADJ
ajtas-3212	113	14	indicators	indicator	NOUN
ajtas-3212	113	15	drawn	draw	VERB
ajtas-3212	113	16	from	from	ADP
ajtas-3212	113	17	project	project	NOUN
ajtas-3212	113	18	repositories	repository	NOUN
ajtas-3212	113	19	.	.	PUNCT
ajtas-3212	114	1	these	these	DET
ajtas-3212	114	2	indicators	indicator	NOUN
ajtas-3212	114	3	provide	provide	VERB
ajtas-3212	114	4	both	both	CCONJ
ajtas-3212	114	5	diagnostic	diagnostic	ADJ
ajtas-3212	114	6	and	and	CCONJ
ajtas-3212	114	7	comparative	comparative	ADJ
ajtas-3212	114	8	insight	insight	NOUN
ajtas-3212	114	9	into	into	ADP
ajtas-3212	114	10	the	the	DET
ajtas-3212	114	11	effectiveness	effectiveness	NOUN
ajtas-3212	114	12	of	of	ADP
ajtas-3212	114	13	ai	ai	ADJ
ajtas-3212	114	14	augmentation	augmentation	NOUN
ajtas-3212	114	15	.	.	PUNCT
ajtas-3212	115	1	table	table	NOUN
ajtas-3212	115	2	2	2	NUM
ajtas-3212	115	3	lists	list	VERB
ajtas-3212	115	4	the	the	DET
ajtas-3212	115	5	principal	principal	ADJ
ajtas-3212	115	6	metrics	metric	NOUN
ajtas-3212	115	7	,	,	PUNCT
ajtas-3212	115	8	their	their	PRON
ajtas-3212	115	9	data	datum	NOUN
ajtas-3212	115	10	sources	source	NOUN
ajtas-3212	115	11	,	,	PUNCT
ajtas-3212	115	12	and	and	CCONJ
ajtas-3212	115	13	their	their	PRON
ajtas-3212	115	14	analytical	analytical	ADJ
ajtas-3212	115	15	roles	role	NOUN
ajtas-3212	115	16	.	.	PUNCT
ajtas-3212	116	1	table	table	NOUN
ajtas-3212	116	2	2	2	NUM
ajtas-3212	116	3	.	.	PUNCT
ajtas-3212	116	4	key	key	ADJ
ajtas-3212	116	5	performance	performance	NOUN
ajtas-3212	116	6	metrics	metric	NOUN
ajtas-3212	116	7	for	for	ADP
ajtas-3212	116	8	ai	ai	ADJ
ajtas-3212	116	9	-	-	PUNCT
ajtas-3212	116	10	augmented	augment	VERB
ajtas-3212	116	11	project	project	NOUN
ajtas-3212	116	12	execution	execution	NOUN
ajtas-3212	116	13	metric	metric	ADJ
ajtas-3212	116	14	symbol	symbol	NOUN
ajtas-3212	116	15	description	description	NOUN
ajtas-3212	116	16	data	datum	NOUN
ajtas-3212	116	17	source	source	NOUN
ajtas-3212	116	18	ideal	ideal	ADJ
ajtas-3212	116	19	range	range	NOUN
ajtas-3212	116	20	/	/	SYM
ajtas-3212	116	21	target	target	NOUN
ajtas-3212	116	22	role	role	NOUN
ajtas-3212	116	23	in	in	ADP
ajtas-3212	116	24	aepi	aepi	NOUN
ajtas-3212	117	1	vv	vv	PRON
ajtas-3212	117	2	normalized	normalize	VERB
ajtas-3212	117	3	velocity	velocity	NOUN
ajtas-3212	117	4	=	=	PUNCT
ajtas-3212	117	5	(	(	PUNCT
ajtas-3212	117	6	current	current	ADJ
ajtas-3212	117	7	velocity	velocity	NOUN
ajtas-3212	117	8	/	/	SYM
ajtas-3212	117	9	baseline	baseline	PROPN
ajtas-3212	117	10	)	)	PUNCT
ajtas-3212	117	11	jira	jira	PROPN
ajtas-3212	117	12	sprint	sprint	PROPN
ajtas-3212	117	13	logs	logs	PROPN
ajtas-3212	117	14	≥	≥	NUM
ajtas-3212	117	15	1.25	1.25	NUM
ajtas-3212	117	16	×	×	NOUN
ajtas-3212	117	17	baseline	baseline	NOUN
ajtas-3212	117	18	throughput	throughput	NOUN
ajtas-3212	117	19	component	component	NOUN
ajtas-3212	117	20	of	of	ADP
ajtas-3212	117	21	aepi	aepi	PROPN
ajtas-3212	117	22	qq	qq	PROPN
ajtas-3212	117	23	quality	quality	PROPN
ajtas-3212	117	24	index	index	NOUN
ajtas-3212	117	25	=	=	SYM
ajtas-3212	117	26	(	(	PUNCT
ajtas-3212	117	27	1	1	NUM
ajtas-3212	117	28	defect	defect	NOUN
ajtas-3212	117	29	escape	escape	NOUN
ajtas-3212	117	30	rate	rate	NOUN
ajtas-3212	117	31	)	)	PUNCT
ajtas-3212	117	32	×	×	NOUN
ajtas-3212	117	33	test	test	NOUN
ajtas-3212	117	34	coverage	coverage	NOUN
ajtas-3212	117	35	sonarqube	sonarqube	NOUN
ajtas-3212	117	36	,	,	PUNCT
ajtas-3212	117	37	ci	ci	PROPN
ajtas-3212	117	38	/	/	SYM
ajtas-3212	117	39	cd	cd	PROPN
ajtas-3212	117	40	≥	≥	NUM
ajtas-3212	117	41	0.85	0.85	NUM
ajtas-3212	117	42	primary	primary	ADJ
ajtas-3212	117	43	determinant	determinant	NOUN
ajtas-3212	117	44	of	of	ADP
ajtas-3212	117	45	reliability	reliability	NOUN
ajtas-3212	117	46	ss	ss	PRON
ajtas-3212	117	47	average	average	ADJ
ajtas-3212	117	48	stakeholder	stakeholder	NOUN
ajtas-3212	117	49	satisfaction	satisfaction	NOUN
ajtas-3212	117	50	(	(	PUNCT
ajtas-3212	117	51	likert	likert	NOUN
ajtas-3212	117	52	1–5	1–5	NOUN
ajtas-3212	117	53	)	)	PUNCT
ajtas-3212	117	54	post	post	ADJ
ajtas-3212	117	55	-	-	ADJ
ajtas-3212	117	56	sprint	sprint	ADJ
ajtas-3212	117	57	surveys	survey	NOUN
ajtas-3212	117	58	≥	≥	NUM
ajtas-3212	117	59	4.0	4.0	NUM
ajtas-3212	117	60	proxy	proxy	NOUN
ajtas-3212	117	61	for	for	ADP
ajtas-3212	117	62	value	value	NOUN
ajtas-3212	117	63	delivery	delivery	NOUN
ajtas-3212	117	64	cc	cc	NOUN
ajtas-3212	117	65	communication	communication	NOUN
ajtas-3212	117	66	efficiency	efficiency	NOUN
ajtas-3212	117	67	=	=	PUNCT
ajtas-3212	117	68	resolved	resolve	VERB
ajtas-3212	117	69	/	/	SYM
ajtas-3212	117	70	total	total	ADJ
ajtas-3212	117	71	interactions	interaction	NOUN
ajtas-3212	117	72	×	×	NOUN
ajtas-3212	117	73	time	time	NOUN
ajtas-3212	117	74	factor	factor	NOUN
ajtas-3212	117	75	slack	slack	NOUN
ajtas-3212	117	76	or	or	CCONJ
ajtas-3212	117	77	teams	team	NOUN
ajtas-3212	117	78	logs	log	VERB
ajtas-3212	117	79	≥	≥	NOUN
ajtas-3212	117	80	0.9	0.9	NUM
ajtas-3212	117	81	indicator	indicator	NOUN
ajtas-3212	117	82	of	of	ADP
ajtas-3212	117	83	crosstimezone	crosstimezone	NOUN
ajtas-3212	117	84	coordination	coordination	NOUN
ajtas-3212	117	85	ee	ee	ADP
ajtas-3212	117	86	effort	effort	NOUN
ajtas-3212	117	87	index	index	NOUN
ajtas-3212	117	88	=	=	SYM
ajtas-3212	117	89	actual	actual	ADJ
ajtas-3212	117	90	/	/	SYM
ajtas-3212	117	91	planned	plan	VERB
ajtas-3212	117	92	work	work	NOUN
ajtas-3212	117	93	hours	hour	NOUN
ajtas-3212	117	94	time	time	NOUN
ajtas-3212	117	95	-	-	PUNCT
ajtas-3212	117	96	tracking	track	VERB
ajtas-3212	117	97	systems	system	NOUN
ajtas-3212	117	98	0.95	0.95	NUM
ajtas-3212	117	99	-	-	SYM
ajtas-3212	117	100	1.05	1.05	NUM
ajtas-3212	117	101	control	control	NOUN
ajtas-3212	117	102	variable	variable	NOUN
ajtas-3212	117	103	in	in	ADP
ajtas-3212	117	104	velocity	velocity	NOUN
ajtas-3212	117	105	model	model	NOUN
ajtas-3212	117	106	american	american	PROPN
ajtas-3212	117	107	journal	journal	PROPN
ajtas-3212	117	108	of	of	ADP
ajtas-3212	117	109	technology	technology	NOUN
ajtas-3212	117	110	and	and	CCONJ
ajtas-3212	117	111	applied	apply	VERB
ajtas-3212	117	112	sciences	science	NOUN
ajtas-3212	117	113	43	43	NUM
ajtas-3212	117	114	,	,	PUNCT
ajtas-3212	117	115	december	december	PROPN
ajtas-3212	117	116	2025	2025	NUM
ajtas-3212	118	1	p	p	NOUN
ajtas-3212	118	2	a	a	DET
ajtas-3212	118	3	g	g	NOUN
ajtas-3212	118	4	e	e	NOUN
ajtas-3212	118	5	|	|	ADV
ajtas-3212	118	6	22	22	NUM
ajtas-3212	118	7	www.americanjournal.org	www.americanjournal.org	NOUN
ajtas-3212	118	8	the	the	DET
ajtas-3212	118	9	metrics	metric	NOUN
ajtas-3212	118	10	in	in	ADP
ajtas-3212	118	11	table	table	NOUN
ajtas-3212	118	12	2	2	NUM
ajtas-3212	118	13	collectively	collectively	ADV
ajtas-3212	118	14	translate	translate	VERB
ajtas-3212	118	15	qualitative	qualitative	ADJ
ajtas-3212	118	16	managerial	managerial	ADJ
ajtas-3212	118	17	goals	goal	NOUN
ajtas-3212	118	18	into	into	ADP
ajtas-3212	118	19	quantitative	quantitative	ADJ
ajtas-3212	118	20	parameters	parameter	NOUN
ajtas-3212	118	21	suitable	suitable	ADJ
ajtas-3212	118	22	for	for	ADP
ajtas-3212	118	23	algorithmic	algorithmic	ADJ
ajtas-3212	118	24	optimization	optimization	NOUN
ajtas-3212	118	25	.	.	PUNCT
ajtas-3212	119	1	for	for	ADP
ajtas-3212	119	2	example	example	NOUN
ajtas-3212	119	3	,	,	PUNCT
ajtas-3212	119	4	improvements	improvement	NOUN
ajtas-3212	119	5	in	in	ADP
ajtas-3212	119	6	q	q	PROPN
ajtas-3212	119	7	and	and	CCONJ
ajtas-3212	119	8	c	c	PRON
ajtas-3212	119	9	directly	directly	ADV
ajtas-3212	119	10	elevate	elevate	VERB
ajtas-3212	119	11	aepi	aepi	PROPN
ajtas-3212	119	12	through	through	ADP
ajtas-3212	119	13	both	both	PRON
ajtas-3212	119	14	additive	additive	ADJ
ajtas-3212	119	15	and	and	CCONJ
ajtas-3212	119	16	interactive	interactive	ADJ
ajtas-3212	119	17	effects	effect	NOUN
ajtas-3212	119	18	.	.	PUNCT
ajtas-3212	120	1	continuous	continuous	ADJ
ajtas-3212	120	2	tracking	tracking	NOUN
ajtas-3212	120	3	of	of	ADP
ajtas-3212	120	4	these	these	DET
ajtas-3212	120	5	indicators	indicator	NOUN
ajtas-3212	120	6	across	across	ADP
ajtas-3212	120	7	sprints	sprint	NOUN
ajtas-3212	120	8	forms	form	NOUN
ajtas-3212	120	9	a	a	DET
ajtas-3212	120	10	feedback	feedback	NOUN
ajtas-3212	120	11	loop	loop	NOUN
ajtas-3212	120	12	that	that	PRON
ajtas-3212	120	13	guides	guide	VERB
ajtas-3212	120	14	retraining	retrain	VERB
ajtas-3212	120	15	of	of	ADP
ajtas-3212	120	16	predictive	predictive	ADJ
ajtas-3212	120	17	models	model	NOUN
ajtas-3212	120	18	,	,	PUNCT
ajtas-3212	120	19	ensuring	ensure	VERB
ajtas-3212	120	20	that	that	SCONJ
ajtas-3212	120	21	the	the	DET
ajtas-3212	120	22	methodology	methodology	NOUN
ajtas-3212	120	23	evolves	evolve	VERB
ajtas-3212	120	24	alongside	alongside	ADP
ajtas-3212	120	25	empirical	empirical	ADJ
ajtas-3212	120	26	project	project	NOUN
ajtas-3212	120	27	behavior	behavior	NOUN
ajtas-3212	120	28	.	.	PUNCT
ajtas-3212	121	1	2.5	2.5	NUM
ajtas-3212	121	2	implementation	implementation	NOUN
ajtas-3212	121	3	protocol	protocol	NOUN
ajtas-3212	121	4	implementation	implementation	NOUN
ajtas-3212	121	5	of	of	ADP
ajtas-3212	121	6	hpm	hpm	NOUN
ajtas-3212	121	7	-	-	PUNCT
ajtas-3212	121	8	ai	ai	NOUN
ajtas-3212	121	9	follows	follow	VERB
ajtas-3212	121	10	a	a	DET
ajtas-3212	121	11	reproducible	reproducible	ADJ
ajtas-3212	121	12	five	five	NUM
ajtas-3212	121	13	-	-	PUNCT
ajtas-3212	121	14	phase	phase	NOUN
ajtas-3212	121	15	protocol	protocol	NOUN
ajtas-3212	121	16	aligned	align	VERB
ajtas-3212	121	17	with	with	ADP
ajtas-3212	121	18	pmi	pmi	NOUN
ajtas-3212	121	19	process	process	NOUN
ajtas-3212	121	20	groups	group	NOUN
ajtas-3212	121	21	while	while	SCONJ
ajtas-3212	121	22	maintaining	maintain	VERB
ajtas-3212	121	23	agile	agile	ADJ
ajtas-3212	121	24	adaptability	adaptability	NOUN
ajtas-3212	121	25	.	.	PUNCT
ajtas-3212	122	1	first	first	ADV
ajtas-3212	122	2	,	,	PUNCT
ajtas-3212	122	3	a	a	DET
ajtas-3212	122	4	baseline	baseline	NOUN
ajtas-3212	122	5	dataset	dataset	NOUN
ajtas-3212	122	6	of	of	ADP
ajtas-3212	122	7	historical	historical	ADJ
ajtas-3212	122	8	project	project	NOUN
ajtas-3212	122	9	performance	performance	NOUN
ajtas-3212	122	10	is	be	AUX
ajtas-3212	122	11	established	establish	VERB
ajtas-3212	122	12	to	to	ADP
ajtas-3212	122	13	benchmark	benchmark	ADJ
ajtas-3212	122	14	subsequent	subsequent	ADJ
ajtas-3212	122	15	improvements	improvement	NOUN
ajtas-3212	122	16	.	.	PUNCT
ajtas-3212	123	1	second	second	ADJ
ajtas-3212	123	2	,	,	PUNCT
ajtas-3212	123	3	ai	ai	NOUN
ajtas-3212	123	4	-	-	PUNCT
ajtas-3212	123	5	module	module	NOUN
ajtas-3212	123	6	calibration	calibration	NOUN
ajtas-3212	123	7	occurs	occur	VERB
ajtas-3212	123	8	using	use	VERB
ajtas-3212	123	9	supervised	supervised	ADJ
ajtas-3212	123	10	or	or	CCONJ
ajtas-3212	123	11	semi	semi	ADJ
ajtas-3212	123	12	-	-	ADJ
ajtas-3212	123	13	supervised	supervised	ADJ
ajtas-3212	123	14	learning	learning	NOUN
ajtas-3212	123	15	on	on	ADP
ajtas-3212	123	16	domain	domain	NOUN
ajtas-3212	123	17	-	-	PUNCT
ajtas-3212	123	18	specific	specific	ADJ
ajtas-3212	123	19	data	datum	NOUN
ajtas-3212	123	20	to	to	PART
ajtas-3212	123	21	prevent	prevent	VERB
ajtas-3212	123	22	bias	bias	NOUN
ajtas-3212	123	23	.	.	PUNCT
ajtas-3212	124	1	third	third	ADJ
ajtas-3212	124	2	,	,	PUNCT
ajtas-3212	124	3	workflow	workflow	NOUN
ajtas-3212	124	4	integration	integration	NOUN
ajtas-3212	124	5	links	link	NOUN
ajtas-3212	124	6	ai	ai	VERB
ajtas-3212	124	7	services	service	NOUN
ajtas-3212	124	8	through	through	ADP
ajtas-3212	124	9	apis	apis	PROPN
ajtas-3212	124	10	to	to	ADP
ajtas-3212	124	11	existing	exist	VERB
ajtas-3212	124	12	jira	jira	NOUN
ajtas-3212	124	13	,	,	PUNCT
ajtas-3212	124	14	gitlab	gitlab	PROPN
ajtas-3212	124	15	ci	ci	PROPN
ajtas-3212	124	16	/	/	SYM
ajtas-3212	124	17	cd	cd	PROPN
ajtas-3212	124	18	,	,	PUNCT
ajtas-3212	124	19	and	and	CCONJ
ajtas-3212	124	20	communication	communication	NOUN
ajtas-3212	124	21	platforms	platform	NOUN
ajtas-3212	124	22	.	.	PUNCT
ajtas-3212	125	1	fourth	fourth	ADJ
ajtas-3212	125	2	,	,	PUNCT
ajtas-3212	125	3	a	a	DET
ajtas-3212	125	4	continuous	continuous	ADJ
ajtas-3212	125	5	-	-	PUNCT
ajtas-3212	125	6	feedback	feedback	NOUN
ajtas-3212	125	7	loop	loop	NOUN
ajtas-3212	125	8	compares	compare	VERB
ajtas-3212	125	9	observed	observed	ADJ
ajtas-3212	125	10	metrics	metric	NOUN
ajtas-3212	125	11	with	with	ADP
ajtas-3212	125	12	predicted	predict	VERB
ajtas-3212	125	13	outputs	output	NOUN
ajtas-3212	125	14	;	;	PUNCT
ajtas-3212	125	15	deviations	deviation	NOUN
ajtas-3212	125	16	beyond	beyond	ADP
ajtas-3212	125	17	±10	±10	NOUN
ajtas-3212	125	18	%	%	NOUN
ajtas-3212	125	19	trigger	trigger	NOUN
ajtas-3212	125	20	model	model	NOUN
ajtas-3212	125	21	retraining	retrain	VERB
ajtas-3212	125	22	.	.	PUNCT
ajtas-3212	126	1	finally	finally	ADV
ajtas-3212	126	2	,	,	PUNCT
ajtas-3212	126	3	audit	audit	NOUN
ajtas-3212	126	4	and	and	CCONJ
ajtas-3212	126	5	validation	validation	NOUN
ajtas-3212	126	6	processes	process	NOUN
ajtas-3212	126	7	assess	assess	VERB
ajtas-3212	126	8	governance	governance	NOUN
ajtas-3212	126	9	integrity	integrity	NOUN
ajtas-3212	126	10	by	by	ADP
ajtas-3212	126	11	contrasting	contrast	VERB
ajtas-3212	126	12	preand	preand	NOUN
ajtas-3212	126	13	postintegration	postintegration	NOUN
ajtas-3212	126	14	aepi	aepi	PROPN
ajtas-3212	126	15	values	value	NOUN
ajtas-3212	126	16	.	.	PUNCT
ajtas-3212	127	1	each	each	DET
ajtas-3212	127	2	phase	phase	NOUN
ajtas-3212	127	3	includes	include	VERB
ajtas-3212	127	4	formal	formal	ADJ
ajtas-3212	127	5	documentation	documentation	NOUN
ajtas-3212	127	6	steps	step	NOUN
ajtas-3212	127	7	to	to	PART
ajtas-3212	127	8	ensure	ensure	VERB
ajtas-3212	127	9	transparency	transparency	NOUN
ajtas-3212	127	10	and	and	CCONJ
ajtas-3212	127	11	reproducibility	reproducibility	NOUN
ajtas-3212	127	12	across	across	ADP
ajtas-3212	127	13	projects	project	NOUN
ajtas-3212	127	14	and	and	CCONJ
ajtas-3212	127	15	organizations	organization	NOUN
ajtas-3212	127	16	.	.	PUNCT
ajtas-3212	128	1	2.6	2.6	NUM
ajtas-3212	128	2	validity	validity	NOUN
ajtas-3212	128	3	and	and	CCONJ
ajtas-3212	128	4	reproducibility	reproducibility	NOUN
ajtas-3212	128	5	scientific	scientific	ADJ
ajtas-3212	128	6	validity	validity	NOUN
ajtas-3212	128	7	of	of	ADP
ajtas-3212	128	8	the	the	DET
ajtas-3212	128	9	methodology	methodology	NOUN
ajtas-3212	128	10	is	be	AUX
ajtas-3212	128	11	supported	support	VERB
ajtas-3212	128	12	through	through	ADP
ajtas-3212	128	13	explicit	explicit	ADJ
ajtas-3212	128	14	parameterization	parameterization	NOUN
ajtas-3212	128	15	and	and	CCONJ
ajtas-3212	128	16	standardized	standardized	ADJ
ajtas-3212	128	17	data	datum	NOUN
ajtas-3212	128	18	sources	source	NOUN
ajtas-3212	128	19	.	.	PUNCT
ajtas-3212	129	1	all	all	DET
ajtas-3212	129	2	input	input	NOUN
ajtas-3212	129	3	variables	variable	NOUN
ajtas-3212	129	4	for	for	ADP
ajtas-3212	129	5	both	both	DET
ajtas-3212	129	6	equations	equation	NOUN
ajtas-3212	129	7	are	be	AUX
ajtas-3212	129	8	drawn	draw	VERB
ajtas-3212	129	9	from	from	ADP
ajtas-3212	129	10	verifiable	verifiable	ADJ
ajtas-3212	129	11	enterprise	enterprise	NOUN
ajtas-3212	129	12	systems	system	NOUN
ajtas-3212	129	13	,	,	PUNCT
ajtas-3212	129	14	enabling	enable	VERB
ajtas-3212	129	15	replication	replication	NOUN
ajtas-3212	129	16	by	by	ADP
ajtas-3212	129	17	independent	independent	ADJ
ajtas-3212	129	18	researchers	researcher	NOUN
ajtas-3212	129	19	.	.	PUNCT
ajtas-3212	130	1	statistical	statistical	ADJ
ajtas-3212	130	2	robustness	robustness	NOUN
ajtas-3212	130	3	is	be	AUX
ajtas-3212	130	4	maintained	maintain	VERB
ajtas-3212	130	5	by	by	ADP
ajtas-3212	130	6	recalculating	recalculate	VERB
ajtas-3212	130	7	coefficients	coefficient	NOUN
ajtas-3212	130	8	quarterly	quarterly	ADV
ajtas-3212	130	9	and	and	CCONJ
ajtas-3212	130	10	verifying	verify	VERB
ajtas-3212	130	11	model	model	NOUN
ajtas-3212	130	12	residuals	residual	NOUN
ajtas-3212	130	13	for	for	ADP
ajtas-3212	130	14	heteroscedasticity	heteroscedasticity	NOUN
ajtas-3212	130	15	.	.	PUNCT
ajtas-3212	131	1	because	because	SCONJ
ajtas-3212	131	2	aepi	aepi	PROPN
ajtas-3212	131	3	values	value	NOUN
ajtas-3212	131	4	are	be	AUX
ajtas-3212	131	5	dimensionless	dimensionless	NOUN
ajtas-3212	131	6	,	,	PUNCT
ajtas-3212	131	7	they	they	PRON
ajtas-3212	131	8	facilitate	facilitate	VERB
ajtas-3212	131	9	meta	meta	ADJ
ajtas-3212	131	10	-	-	PUNCT
ajtas-3212	131	11	analysis	analysis	NOUN
ajtas-3212	131	12	across	across	ADP
ajtas-3212	131	13	industries	industry	NOUN
ajtas-3212	131	14	without	without	ADP
ajtas-3212	131	15	additional	additional	ADJ
ajtas-3212	131	16	normalization	normalization	NOUN
ajtas-3212	131	17	.	.	PUNCT
ajtas-3212	132	1	the	the	DET
ajtas-3212	132	2	methodology	methodology	NOUN
ajtas-3212	132	3	’s	’s	PART
ajtas-3212	132	4	reproducibility	reproducibility	NOUN
ajtas-3212	132	5	thus	thus	ADV
ajtas-3212	132	6	satisfies	satisfy	VERB
ajtas-3212	132	7	both	both	CCONJ
ajtas-3212	132	8	academic	academic	ADJ
ajtas-3212	132	9	and	and	CCONJ
ajtas-3212	132	10	industrial	industrial	ADJ
ajtas-3212	132	11	rigor	rigor	NOUN
ajtas-3212	132	12	,	,	PUNCT
ajtas-3212	132	13	positioning	positioning	NOUN
ajtas-3212	132	14	hpm	hpm	NOUN
ajtas-3212	132	15	-	-	PUNCT
ajtas-3212	132	16	ai	ai	PROPN
ajtas-3212	132	17	as	as	ADP
ajtas-3212	132	18	a	a	DET
ajtas-3212	132	19	scalable	scalable	ADJ
ajtas-3212	132	20	,	,	PUNCT
ajtas-3212	132	21	auditable	auditable	ADJ
ajtas-3212	132	22	framework	framework	NOUN
ajtas-3212	132	23	for	for	ADP
ajtas-3212	132	24	ai	ai	ADJ
ajtas-3212	132	25	-	-	PUNCT
ajtas-3212	132	26	driven	drive	VERB
ajtas-3212	132	27	project	project	NOUN
ajtas-3212	132	28	management	management	NOUN
ajtas-3212	132	29	.	.	PUNCT
ajtas-3212	133	1	3	3	NUM
ajtas-3212	133	2	results	result	VERB
ajtas-3212	133	3	3.1	3.1	NUM
ajtas-3212	133	4	overview	overview	NOUN
ajtas-3212	133	5	of	of	ADP
ajtas-3212	133	6	quantitative	quantitative	ADJ
ajtas-3212	133	7	outcomes	outcome	NOUN
ajtas-3212	133	8	the	the	DET
ajtas-3212	133	9	empirical	empirical	ADJ
ajtas-3212	133	10	assessment	assessment	NOUN
ajtas-3212	133	11	of	of	ADP
ajtas-3212	133	12	the	the	DET
ajtas-3212	133	13	hybrid	hybrid	ADJ
ajtas-3212	133	14	ai	ai	ADJ
ajtas-3212	133	15	-	-	PUNCT
ajtas-3212	133	16	augmented	augment	VERB
ajtas-3212	133	17	project	project	NOUN
ajtas-3212	133	18	methodology	methodology	NOUN
ajtas-3212	133	19	(	(	PUNCT
ajtas-3212	133	20	hpm	hpm	NOUN
ajtas-3212	133	21	-	-	PUNCT
ajtas-3212	133	22	ai	ai	NOUN
ajtas-3212	133	23	)	)	PUNCT
ajtas-3212	133	24	validated	validate	VERB
ajtas-3212	133	25	significant	significant	ADJ
ajtas-3212	133	26	quantitative	quantitative	ADJ
ajtas-3212	133	27	enhancements	enhancement	NOUN
ajtas-3212	133	28	across	across	ADP
ajtas-3212	133	29	all	all	DET
ajtas-3212	133	30	performance	performance	NOUN
ajtas-3212	133	31	metrics	metric	NOUN
ajtas-3212	133	32	delineated	delineate	VERB
ajtas-3212	133	33	in	in	ADP
ajtas-3212	133	34	section	section	NOUN
ajtas-3212	133	35	2	2	NUM
ajtas-3212	133	36	.	.	PUNCT
ajtas-3212	134	1	the	the	DET
ajtas-3212	134	2	experimental	experimental	ADJ
ajtas-3212	134	3	dataset	dataset	NOUN
ajtas-3212	134	4	comprised	comprise	VERB
ajtas-3212	134	5	twelve	twelve	NUM
ajtas-3212	134	6	consecutive	consecutive	ADJ
ajtas-3212	134	7	sprints	sprint	NOUN
ajtas-3212	134	8	:	:	PUNCT
ajtas-3212	134	9	six	six	NUM
ajtas-3212	134	10	baseline	baseline	ADJ
ajtas-3212	134	11	iterations	iteration	NOUN
ajtas-3212	134	12	executed	execute	VERB
ajtas-3212	134	13	prior	prior	ADV
ajtas-3212	134	14	to	to	ADP
ajtas-3212	134	15	ai	ai	PROPN
ajtas-3212	134	16	integration	integration	NOUN
ajtas-3212	134	17	and	and	CCONJ
ajtas-3212	134	18	six	six	NUM
ajtas-3212	134	19	subsequent	subsequent	ADJ
ajtas-3212	134	20	to	to	ADP
ajtas-3212	134	21	the	the	DET
ajtas-3212	134	22	implementation	implementation	NOUN
ajtas-3212	134	23	of	of	ADP
ajtas-3212	134	24	predictive	predictive	ADJ
ajtas-3212	134	25	analytics	analytic	NOUN
ajtas-3212	134	26	,	,	PUNCT
ajtas-3212	134	27	nlp	nlp	NOUN
ajtas-3212	134	28	,	,	PUNCT
ajtas-3212	134	29	and	and	CCONJ
ajtas-3212	134	30	anomalydetection	anomalydetection	NOUN
ajtas-3212	134	31	modules	module	NOUN
ajtas-3212	134	32	.	.	PUNCT
ajtas-3212	135	1	american	american	ADJ
ajtas-3212	135	2	journal	journal	PROPN
ajtas-3212	135	3	of	of	ADP
ajtas-3212	135	4	technology	technology	NOUN
ajtas-3212	135	5	and	and	CCONJ
ajtas-3212	135	6	applied	apply	VERB
ajtas-3212	135	7	sciences	science	NOUN
ajtas-3212	135	8	43	43	NUM
ajtas-3212	135	9	,	,	PUNCT
ajtas-3212	135	10	december	december	PROPN
ajtas-3212	135	11	2025	2025	NUM
ajtas-3212	135	12	p	p	NOUN
ajtas-3212	135	13	a	a	DET
ajtas-3212	135	14	g	g	NOUN
ajtas-3212	135	15	e	e	NOUN
ajtas-3212	135	16	|	|	ADV
ajtas-3212	135	17	23	23	NUM
ajtas-3212	135	18	www.americanjournal.org	www.americanjournal.org	NOUN
ajtas-3212	135	19	table	table	NOUN
ajtas-3212	135	20	3	3	NUM
ajtas-3212	135	21	.	.	PUNCT
ajtas-3212	135	22	comparative	comparative	ADJ
ajtas-3212	135	23	improvement	improvement	NOUN
ajtas-3212	135	24	across	across	ADP
ajtas-3212	135	25	key	key	ADJ
ajtas-3212	135	26	performance	performance	NOUN
ajtas-3212	135	27	metrics	metric	NOUN
ajtas-3212	135	28	before	before	ADV
ajtas-3212	135	29	and	and	CCONJ
ajtas-3212	135	30	after	after	ADP
ajtas-3212	135	31	ai	ai	VERB
ajtas-3212	135	32	integration	integration	NOUN
ajtas-3212	135	33	metric	metric	ADJ
ajtas-3212	135	34	symbol	symbol	NOUN
ajtas-3212	135	35	before	before	ADP
ajtas-3212	135	36	ai	ai	VERB
ajtas-3212	135	37	after	after	ADP
ajtas-3212	135	38	ai	ai	VERB
ajtas-3212	135	39	δ	δ	PROPN
ajtas-3212	135	40	%	%	NOUN
ajtas-3212	135	41	change	change	VERB
ajtas-3212	135	42	analytical	analytical	ADJ
ajtas-3212	135	43	interpretation	interpretation	NOUN
ajtas-3212	135	44	normalized	normalize	VERB
ajtas-3212	135	45	velocity	velocity	NOUN
ajtas-3212	135	46	vv	vv	ADP
ajtas-3212	135	47	1.00	1.00	NUM
ajtas-3212	135	48	1.31	1.31	NUM
ajtas-3212	135	49	+0.31	+0.31	PROPN
ajtas-3212	135	50	+31	+31	ADJ
ajtas-3212	135	51	%	%	NOUN
ajtas-3212	135	52	acceleration	acceleration	NOUN
ajtas-3212	135	53	of	of	ADP
ajtas-3212	135	54	sprint	sprint	ADJ
ajtas-3212	135	55	throughput	throughput	NOUN
ajtas-3212	135	56	via	via	ADP
ajtas-3212	135	57	ml	ml	NOUN
ajtas-3212	135	58	velocity	velocity	NOUN
ajtas-3212	135	59	prediction	prediction	NOUN
ajtas-3212	135	60	quality	quality	NOUN
ajtas-3212	135	61	index	index	NOUN
ajtas-3212	135	62	qq	qq	NOUN
ajtas-3212	135	63	0.76	0.76	NUM
ajtas-3212	135	64	0.89	0.89	NUM
ajtas-3212	135	65	+0.13	+0.13	PRON
ajtas-3212	136	1	+17	+17	NUM
ajtas-3212	136	2	%	%	NOUN
ajtas-3212	136	3	improved	improve	VERB
ajtas-3212	136	4	reliability	reliability	NOUN
ajtas-3212	136	5	through	through	ADP
ajtas-3212	136	6	continuous	continuous	ADJ
ajtas-3212	136	7	qa	qa	PROPN
ajtas-3212	136	8	anomaly	anomaly	NOUN
ajtas-3212	136	9	detection	detection	NOUN
ajtas-3212	136	10	stakeholder	stakeholder	NOUN
ajtas-3212	136	11	satisfaction	satisfaction	NOUN
ajtas-3212	136	12	(	(	PUNCT
ajtas-3212	136	13	1	1	NUM
ajtas-3212	136	14	-	-	SYM
ajtas-3212	136	15	5	5	NUM
ajtas-3212	136	16	)	)	PUNCT
ajtas-3212	136	17	ss	ss	NOUN
ajtas-3212	136	18	3.8	3.8	NUM
ajtas-3212	136	19	4.5	4.5	NUM
ajtas-3212	136	20	+0.7	+0.7	NUM
ajtas-3212	136	21	+18	+18	ADJ
ajtas-3212	136	22	%	%	NOUN
ajtas-3212	136	23	higher	high	ADJ
ajtas-3212	136	24	perceived	perceive	VERB
ajtas-3212	136	25	value	value	NOUN
ajtas-3212	136	26	from	from	ADP
ajtas-3212	136	27	automated	automate	VERB
ajtas-3212	136	28	summarization	summarization	NOUN
ajtas-3212	136	29	and	and	CCONJ
ajtas-3212	136	30	sentiment	sentiment	NOUN
ajtas-3212	136	31	analysis	analysis	NOUN
ajtas-3212	136	32	communication	communication	NOUN
ajtas-3212	136	33	efficiency	efficiency	NOUN
ajtas-3212	136	34	cc	cc	ADP
ajtas-3212	136	35	0.82	0.82	NUM
ajtas-3212	136	36	0.93	0.93	NUM
ajtas-3212	136	37	+0.11	+0.11	SYM
ajtas-3212	137	1	+13	+13	NUM
ajtas-3212	137	2	%	%	NOUN
ajtas-3212	137	3	enhanced	enhance	VERB
ajtas-3212	137	4	coordination	coordination	NOUN
ajtas-3212	137	5	across	across	ADP
ajtas-3212	137	6	time	time	NOUN
ajtas-3212	137	7	zones	zone	NOUN
ajtas-3212	137	8	effort	effort	VERB
ajtas-3212	137	9	index	index	NOUN
ajtas-3212	137	10	ee	ee	ADP
ajtas-3212	137	11	1.04	1.04	NUM
ajtas-3212	137	12	0.97	0.97	NUM
ajtas-3212	137	13	-0.07	-0.07	NUM
ajtas-3212	137	14	−7	−7	PROPN
ajtas-3212	137	15	%	%	NOUN
ajtas-3212	137	16	balanced	balanced	ADJ
ajtas-3212	137	17	workload	workload	NOUN
ajtas-3212	137	18	distribution	distribution	NOUN
ajtas-3212	137	19	through	through	ADP
ajtas-3212	137	20	ai	ai	ADJ
ajtas-3212	137	21	-	-	PUNCT
ajtas-3212	137	22	assisted	assist	VERB
ajtas-3212	137	23	planning	planning	NOUN
ajtas-3212	137	24	ai	ai	NOUN
ajtas-3212	137	25	-	-	PUNCT
ajtas-3212	137	26	enhanced	enhance	VERB
ajtas-3212	137	27	performance	performance	NOUN
ajtas-3212	137	28	index	index	NOUN
ajtas-3212	137	29	aepi	aepi	NOUN
ajtas-3212	137	30	0.64	0.64	NUM
ajtas-3212	137	31	0.86	0.86	NUM
ajtas-3212	137	32	+0.22	+0.22	PROPN
ajtas-3212	137	33	+34	+34	ADJ
ajtas-3212	137	34	%	%	NOUN
ajtas-3212	137	35	aggregate	aggregate	NOUN
ajtas-3212	137	36	efficiency	efficiency	NOUN
ajtas-3212	137	37	improvement	improvement	NOUN
ajtas-3212	137	38	reflecting	reflect	VERB
ajtas-3212	137	39	holistic	holistic	ADJ
ajtas-3212	137	40	integration	integration	NOUN
ajtas-3212	137	41	table	table	NOUN
ajtas-3212	137	42	3	3	NUM
ajtas-3212	137	43	shows	show	VERB
ajtas-3212	137	44	that	that	SCONJ
ajtas-3212	137	45	all	all	PRON
ajtas-3212	137	46	of	of	ADP
ajtas-3212	137	47	the	the	DET
ajtas-3212	137	48	core	core	NOUN
ajtas-3212	137	49	indicators	indicator	NOUN
ajtas-3212	137	50	have	have	AUX
ajtas-3212	137	51	improved	improve	VERB
ajtas-3212	137	52	in	in	ADP
ajtas-3212	137	53	a	a	DET
ajtas-3212	137	54	consistent	consistent	ADJ
ajtas-3212	137	55	and	and	CCONJ
ajtas-3212	137	56	statistically	statistically	ADV
ajtas-3212	137	57	significant	significant	ADJ
ajtas-3212	137	58	way	way	NOUN
ajtas-3212	137	59	.	.	PUNCT
ajtas-3212	138	1	the	the	DET
ajtas-3212	138	2	aepi	aepi	PROPN
ajtas-3212	138	3	had	have	VERB
ajtas-3212	138	4	the	the	DET
ajtas-3212	138	5	biggest	big	ADJ
ajtas-3212	138	6	increase	increase	NOUN
ajtas-3212	138	7	,	,	PUNCT
ajtas-3212	138	8	going	go	VERB
ajtas-3212	138	9	up	up	ADP
ajtas-3212	138	10	by	by	ADP
ajtas-3212	138	11	34	34	NUM
ajtas-3212	138	12	%	%	NOUN
ajtas-3212	138	13	.	.	PUNCT
ajtas-3212	139	1	this	this	PRON
ajtas-3212	139	2	shows	show	VERB
ajtas-3212	139	3	that	that	SCONJ
ajtas-3212	139	4	combining	combine	VERB
ajtas-3212	139	5	predictive	predictive	ADJ
ajtas-3212	139	6	and	and	CCONJ
ajtas-3212	139	7	linguistic	linguistic	ADJ
ajtas-3212	139	8	models	model	NOUN
ajtas-3212	139	9	leads	lead	VERB
ajtas-3212	139	10	to	to	ADP
ajtas-3212	139	11	overall	overall	ADJ
ajtas-3212	139	12	performance	performance	NOUN
ajtas-3212	139	13	improvement	improvement	NOUN
ajtas-3212	139	14	instead	instead	ADV
ajtas-3212	139	15	of	of	ADP
ajtas-3212	139	16	just	just	ADV
ajtas-3212	139	17	short	short	ADJ
ajtas-3212	139	18	-	-	PUNCT
ajtas-3212	139	19	term	term	NOUN
ajtas-3212	139	20	efficiency	efficiency	NOUN
ajtas-3212	139	21	boosts	boost	VERB
ajtas-3212	139	22	.	.	PUNCT
ajtas-3212	140	1	the	the	DET
ajtas-3212	140	2	31	31	NUM
ajtas-3212	140	3	%	%	NOUN
ajtas-3212	140	4	increase	increase	NOUN
ajtas-3212	140	5	in	in	ADP
ajtas-3212	140	6	normalized	normalized	ADJ
ajtas-3212	140	7	velocity	velocity	NOUN
ajtas-3212	140	8	(	(	PUNCT
ajtas-3212	140	9	vv	vv	NOUN
ajtas-3212	140	10	)	)	PUNCT
ajtas-3212	140	11	shows	show	VERB
ajtas-3212	140	12	that	that	SCONJ
ajtas-3212	140	13	the	the	DET
ajtas-3212	140	14	ml	ml	ADV
ajtas-3212	140	15	-	-	PUNCT
ajtas-3212	140	16	based	base	VERB
ajtas-3212	140	17	velocity	velocity	NOUN
ajtas-3212	140	18	predictor	predictor	NOUN
ajtas-3212	140	19	is	be	AUX
ajtas-3212	140	20	correct	correct	ADJ
ajtas-3212	140	21	,	,	PUNCT
ajtas-3212	140	22	and	and	CCONJ
ajtas-3212	140	23	the	the	DET
ajtas-3212	140	24	17	17	NUM
ajtas-3212	140	25	%	%	NOUN
ajtas-3212	140	26	increase	increase	NOUN
ajtas-3212	140	27	in	in	ADP
ajtas-3212	140	28	quality	quality	NOUN
ajtas-3212	140	29	(	(	PUNCT
ajtas-3212	140	30	qq	qq	INTJ
ajtas-3212	140	31	)	)	PUNCT
ajtas-3212	140	32	shows	show	VERB
ajtas-3212	140	33	how	how	SCONJ
ajtas-3212	140	34	feedback	feedback	NOUN
ajtas-3212	140	35	loops	loop	VERB
ajtas-3212	140	36	for	for	ADP
ajtas-3212	140	37	finding	find	VERB
ajtas-3212	140	38	anomalies	anomaly	NOUN
ajtas-3212	140	39	make	make	VERB
ajtas-3212	140	40	release	release	NOUN
ajtas-3212	140	41	reliability	reliability	NOUN
ajtas-3212	140	42	more	more	ADV
ajtas-3212	140	43	stable	stable	ADJ
ajtas-3212	140	44	.	.	PUNCT
ajtas-3212	141	1	improvements	improvement	NOUN
ajtas-3212	141	2	in	in	ADP
ajtas-3212	141	3	stakeholder	stakeholder	NOUN
ajtas-3212	141	4	satisfaction	satisfaction	NOUN
ajtas-3212	141	5	(	(	PUNCT
ajtas-3212	141	6	ss	ss	NOUN
ajtas-3212	141	7	)	)	PUNCT
ajtas-3212	141	8	and	and	CCONJ
ajtas-3212	141	9	communication	communication	NOUN
ajtas-3212	141	10	(	(	PUNCT
ajtas-3212	141	11	cc	cc	NOUN
ajtas-3212	141	12	)	)	PUNCT
ajtas-3212	141	13	show	show	VERB
ajtas-3212	141	14	that	that	SCONJ
ajtas-3212	141	15	there	there	PRON
ajtas-3212	141	16	is	be	VERB
ajtas-3212	141	17	more	more	ADJ
ajtas-3212	141	18	openness	openness	NOUN
ajtas-3212	141	19	and	and	CCONJ
ajtas-3212	141	20	less	less	ADJ
ajtas-3212	141	21	time	time	NOUN
ajtas-3212	141	22	between	between	ADP
ajtas-3212	141	23	responses	response	NOUN
ajtas-3212	141	24	.	.	PUNCT
ajtas-3212	142	1	a	a	DET
ajtas-3212	142	2	small	small	ADJ
ajtas-3212	142	3	drop	drop	NOUN
ajtas-3212	142	4	in	in	ADP
ajtas-3212	142	5	the	the	DET
ajtas-3212	142	6	effort	effort	NOUN
ajtas-3212	142	7	index	index	NOUN
ajtas-3212	142	8	(	(	PUNCT
ajtas-3212	142	9	ee	ee	PROPN
ajtas-3212	142	10	)	)	PUNCT
ajtas-3212	142	11	shows	show	VERB
ajtas-3212	142	12	that	that	SCONJ
ajtas-3212	142	13	workload	workload	NOUN
ajtas-3212	142	14	regulation	regulation	NOUN
ajtas-3212	142	15	is	be	AUX
ajtas-3212	142	16	stable	stable	ADJ
ajtas-3212	142	17	and	and	CCONJ
ajtas-3212	142	18	that	that	SCONJ
ajtas-3212	142	19	productivity	productivity	NOUN
ajtas-3212	142	20	is	be	AUX
ajtas-3212	142	21	not	not	PART
ajtas-3212	142	22	lost	lose	VERB
ajtas-3212	142	23	.	.	PUNCT
ajtas-3212	143	1	these	these	DET
ajtas-3212	143	2	results	result	NOUN
ajtas-3212	143	3	show	show	VERB
ajtas-3212	143	4	that	that	SCONJ
ajtas-3212	143	5	hpm	hpm	NOUN
ajtas-3212	143	6	-	-	PUNCT
ajtas-3212	143	7	ai	ai	NOUN
ajtas-3212	143	8	can	can	AUX
ajtas-3212	143	9	find	find	VERB
ajtas-3212	143	10	a	a	DET
ajtas-3212	143	11	balance	balance	NOUN
ajtas-3212	143	12	between	between	ADP
ajtas-3212	143	13	governance	governance	NOUN
ajtas-3212	143	14	discipline	discipline	NOUN
ajtas-3212	143	15	and	and	CCONJ
ajtas-3212	143	16	agile	agile	ADJ
ajtas-3212	143	17	responsiveness	responsiveness	NOUN
ajtas-3212	143	18	on	on	ADP
ajtas-3212	143	19	a	a	DET
ajtas-3212	143	20	system	system	NOUN
ajtas-3212	143	21	-	-	PUNCT
ajtas-3212	143	22	wide	wide	ADJ
ajtas-3212	143	23	level	level	NOUN
ajtas-3212	143	24	.	.	PUNCT
ajtas-3212	144	1	3.2	3.2	NUM
ajtas-3212	144	2	aepi	aepi	PROPN
ajtas-3212	144	3	longitudinal	longitudinal	ADJ
ajtas-3212	144	4	progression	progression	NOUN
ajtas-3212	144	5	to	to	PART
ajtas-3212	144	6	examine	examine	VERB
ajtas-3212	144	7	the	the	DET
ajtas-3212	144	8	dynamic	dynamic	ADJ
ajtas-3212	144	9	behavior	behavior	NOUN
ajtas-3212	144	10	of	of	ADP
ajtas-3212	144	11	the	the	DET
ajtas-3212	144	12	integrated	integrate	VERB
ajtas-3212	144	13	system	system	NOUN
ajtas-3212	144	14	,	,	PUNCT
ajtas-3212	144	15	aepi	aepi	PROPN
ajtas-3212	144	16	values	value	NOUN
ajtas-3212	144	17	were	be	AUX
ajtas-3212	144	18	tracked	track	VERB
ajtas-3212	144	19	across	across	ADP
ajtas-3212	144	20	the	the	DET
ajtas-3212	144	21	full	full	ADJ
ajtas-3212	144	22	twelve	twelve	NUM
ajtas-3212	144	23	-	-	PUNCT
ajtas-3212	144	24	sprint	sprint	NOUN
ajtas-3212	144	25	timeline	timeline	NOUN
ajtas-3212	144	26	.	.	PUNCT
ajtas-3212	145	1	american	american	PROPN
ajtas-3212	145	2	journal	journal	PROPN
ajtas-3212	145	3	of	of	ADP
ajtas-3212	145	4	technology	technology	NOUN
ajtas-3212	145	5	and	and	CCONJ
ajtas-3212	145	6	applied	apply	VERB
ajtas-3212	145	7	sciences	science	NOUN
ajtas-3212	145	8	43	43	NUM
ajtas-3212	145	9	,	,	PUNCT
ajtas-3212	145	10	december	december	PROPN
ajtas-3212	145	11	2025	2025	NUM
ajtas-3212	145	12	p	p	NOUN
ajtas-3212	146	1	a	a	DET
ajtas-3212	146	2	g	g	NOUN
ajtas-3212	146	3	e	e	NOUN
ajtas-3212	146	4	|	|	ADV
ajtas-3212	146	5	24	24	NUM
ajtas-3212	146	6	www.americanjournal.org	www.americanjournal.org	NOUN
ajtas-3212	146	7	figure	figure	NOUN
ajtas-3212	146	8	3	3	NUM
ajtas-3212	146	9	.	.	PUNCT
ajtas-3212	146	10	longitudinal	longitudinal	ADJ
ajtas-3212	146	11	progression	progression	NOUN
ajtas-3212	146	12	of	of	ADP
ajtas-3212	146	13	aepi	aepi	PROPN
ajtas-3212	146	14	across	across	ADP
ajtas-3212	146	15	twelve	twelve	NUM
ajtas-3212	146	16	sprints	sprint	NOUN
ajtas-3212	146	17	figure	figure	NOUN
ajtas-3212	146	18	3	3	NUM
ajtas-3212	146	19	shows	show	VERB
ajtas-3212	146	20	a	a	DET
ajtas-3212	146	21	steady	steady	ADJ
ajtas-3212	146	22	upward	upward	ADJ
ajtas-3212	146	23	trend	trend	NOUN
ajtas-3212	146	24	during	during	ADP
ajtas-3212	146	25	the	the	DET
ajtas-3212	146	26	first	first	ADJ
ajtas-3212	146	27	three	three	NUM
ajtas-3212	146	28	sprints	sprint	NOUN
ajtas-3212	146	29	after	after	ADP
ajtas-3212	146	30	integration	integration	NOUN
ajtas-3212	146	31	.	.	PUNCT
ajtas-3212	147	1	this	this	PRON
ajtas-3212	147	2	is	be	AUX
ajtas-3212	147	3	the	the	DET
ajtas-3212	147	4	calibration	calibration	NOUN
ajtas-3212	147	5	phase	phase	NOUN
ajtas-3212	147	6	for	for	ADP
ajtas-3212	147	7	the	the	DET
ajtas-3212	147	8	predictive	predictive	ADJ
ajtas-3212	147	9	models	model	NOUN
ajtas-3212	147	10	.	.	PUNCT
ajtas-3212	148	1	the	the	DET
ajtas-3212	148	2	aepi	aepi	PROPN
ajtas-3212	148	3	curve	curve	NOUN
ajtas-3212	148	4	stabilizes	stabilize	VERB
ajtas-3212	148	5	around	around	ADV
ajtas-3212	148	6	0.86	0.86	NUM
ajtas-3212	148	7	±	±	NUM
ajtas-3212	148	8	0.02	0.02	NUM
ajtas-3212	148	9	after	after	ADP
ajtas-3212	148	10	sprint	sprint	NOUN
ajtas-3212	148	11	4	4	NUM
ajtas-3212	148	12	,	,	PUNCT
ajtas-3212	148	13	which	which	PRON
ajtas-3212	148	14	shows	show	VERB
ajtas-3212	148	15	that	that	SCONJ
ajtas-3212	148	16	the	the	DET
ajtas-3212	148	17	pace	pace	NOUN
ajtas-3212	148	18	of	of	ADP
ajtas-3212	148	19	delivery	delivery	NOUN
ajtas-3212	148	20	and	and	CCONJ
ajtas-3212	148	21	governance	governance	NOUN
ajtas-3212	148	22	control	control	NOUN
ajtas-3212	148	23	are	be	AUX
ajtas-3212	148	24	in	in	ADP
ajtas-3212	148	25	balance	balance	NOUN
ajtas-3212	148	26	.	.	PUNCT
ajtas-3212	149	1	small	small	ADJ
ajtas-3212	149	2	changes	change	NOUN
ajtas-3212	149	3	in	in	ADP
ajtas-3212	149	4	the	the	DET
ajtas-3212	149	5	data	datum	NOUN
ajtas-3212	149	6	correspond	correspond	VERB
ajtas-3212	149	7	to	to	ADP
ajtas-3212	149	8	automatic	automatic	ADJ
ajtas-3212	149	9	retraining	retraining	NOUN
ajtas-3212	149	10	that	that	PRON
ajtas-3212	149	11	happens	happen	VERB
ajtas-3212	149	12	when	when	SCONJ
ajtas-3212	149	13	the	the	DET
ajtas-3212	149	14	data	data	NOUN
ajtas-3212	149	15	goes	go	VERB
ajtas-3212	149	16	outside	outside	ADV
ajtas-3212	149	17	of	of	ADP
ajtas-3212	149	18	the	the	DET
ajtas-3212	149	19	range	range	NOUN
ajtas-3212	149	20	of	of	ADP
ajtas-3212	149	21	±	±	NUM
ajtas-3212	149	22	10	10	NUM
ajtas-3212	149	23	%	%	NOUN
ajtas-3212	149	24	,	,	PUNCT
ajtas-3212	149	25	as	as	SCONJ
ajtas-3212	149	26	explained	explain	VERB
ajtas-3212	149	27	in	in	ADP
ajtas-3212	149	28	the	the	DET
ajtas-3212	149	29	implementation	implementation	NOUN
ajtas-3212	149	30	protocol	protocol	NOUN
ajtas-3212	149	31	(	(	PUNCT
ajtas-3212	149	32	section	section	NOUN
ajtas-3212	149	33	2.5	2.5	NUM
ajtas-3212	149	34	)	)	PUNCT
ajtas-3212	149	35	.	.	PUNCT
ajtas-3212	150	1	this	this	DET
ajtas-3212	150	2	cyclical	cyclical	ADJ
ajtas-3212	150	3	pattern	pattern	NOUN
ajtas-3212	150	4	shows	show	VERB
ajtas-3212	150	5	that	that	SCONJ
ajtas-3212	150	6	the	the	DET
ajtas-3212	150	7	feedback	feedback	NOUN
ajtas-3212	150	8	mechanism	mechanism	NOUN
ajtas-3212	150	9	is	be	AUX
ajtas-3212	150	10	self	self	NOUN
ajtas-3212	150	11	-	-	PUNCT
ajtas-3212	150	12	correcting	correcting	NOUN
ajtas-3212	150	13	:	:	PUNCT
ajtas-3212	150	14	the	the	DET
ajtas-3212	150	15	model	model	NOUN
ajtas-3212	150	16	changes	change	NOUN
ajtas-3212	150	17	based	base	VERB
ajtas-3212	150	18	on	on	ADP
ajtas-3212	150	19	changes	change	NOUN
ajtas-3212	150	20	in	in	ADP
ajtas-3212	150	21	quality	quality	NOUN
ajtas-3212	150	22	and	and	CCONJ
ajtas-3212	150	23	communication	communication	NOUN
ajtas-3212	150	24	data	datum	NOUN
ajtas-3212	150	25	while	while	SCONJ
ajtas-3212	150	26	still	still	ADV
ajtas-3212	150	27	performing	perform	VERB
ajtas-3212	150	28	consistently	consistently	ADV
ajtas-3212	150	29	.	.	PUNCT
ajtas-3212	151	1	the	the	DET
ajtas-3212	151	2	sustained	sustained	ADJ
ajtas-3212	151	3	plateau	plateau	NOUN
ajtas-3212	151	4	shows	show	VERB
ajtas-3212	151	5	that	that	SCONJ
ajtas-3212	151	6	the	the	DET
ajtas-3212	151	7	system	system	NOUN
ajtas-3212	151	8	reached	reach	VERB
ajtas-3212	151	9	optimization	optimization	NOUN
ajtas-3212	151	10	saturation	saturation	NOUN
ajtas-3212	151	11	instead	instead	ADV
ajtas-3212	151	12	of	of	ADP
ajtas-3212	151	13	short	short	ADJ
ajtas-3212	151	14	-	-	PUNCT
ajtas-3212	151	15	term	term	NOUN
ajtas-3212	151	16	changes	change	NOUN
ajtas-3212	151	17	.	.	PUNCT
ajtas-3212	152	1	this	this	PRON
ajtas-3212	152	2	gives	give	VERB
ajtas-3212	152	3	quantitative	quantitative	ADJ
ajtas-3212	152	4	proof	proof	NOUN
ajtas-3212	152	5	of	of	ADP
ajtas-3212	152	6	reproducibility	reproducibility	NOUN
ajtas-3212	152	7	and	and	CCONJ
ajtas-3212	152	8	internal	internal	ADJ
ajtas-3212	152	9	validity	validity	NOUN
ajtas-3212	152	10	.	.	PUNCT
ajtas-3212	153	1	3.3	3.3	NUM
ajtas-3212	153	2	predictive	predictive	ADJ
ajtas-3212	153	3	velocity	velocity	NOUN
ajtas-3212	153	4	modelling	model	VERB
ajtas-3212	153	5	the	the	DET
ajtas-3212	153	6	multivariate	multivariate	NOUN
ajtas-3212	153	7	regression	regression	NOUN
ajtas-3212	153	8	formulation	formulation	NOUN
ajtas-3212	153	9	introduced	introduce	VERB
ajtas-3212	153	10	in	in	ADP
ajtas-3212	153	11	equation	equation	NOUN
ajtas-3212	153	12	(	(	PUNCT
ajtas-3212	153	13	2	2	X
ajtas-3212	153	14	)	)	PUNCT
ajtas-3212	153	15	was	be	AUX
ajtas-3212	153	16	empirically	empirically	ADV
ajtas-3212	153	17	tested	test	VERB
ajtas-3212	153	18	to	to	PART
ajtas-3212	153	19	assess	assess	VERB
ajtas-3212	153	20	its	its	PRON
ajtas-3212	153	21	predictive	predictive	ADJ
ajtas-3212	153	22	reliability	reliability	NOUN
ajtas-3212	153	23	for	for	ADP
ajtas-3212	153	24	sprint	sprint	ADJ
ajtas-3212	153	25	velocity	velocity	NOUN
ajtas-3212	153	26	.	.	PUNCT
ajtas-3212	154	1	american	american	ADJ
ajtas-3212	154	2	journal	journal	PROPN
ajtas-3212	154	3	of	of	ADP
ajtas-3212	154	4	technology	technology	NOUN
ajtas-3212	154	5	and	and	CCONJ
ajtas-3212	154	6	applied	apply	VERB
ajtas-3212	154	7	sciences	science	NOUN
ajtas-3212	154	8	43	43	NUM
ajtas-3212	154	9	,	,	PUNCT
ajtas-3212	154	10	december	december	PROPN
ajtas-3212	154	11	2025	2025	NUM
ajtas-3212	154	12	p	p	NOUN
ajtas-3212	154	13	a	a	DET
ajtas-3212	154	14	g	g	NOUN
ajtas-3212	154	15	e	e	NOUN
ajtas-3212	154	16	|	|	NOUN
ajtas-3212	154	17	25	25	NUM
ajtas-3212	154	18	www.americanjournal.org	www.americanjournal.org	NOUN
ajtas-3212	154	19	figure	figure	NOUN
ajtas-3212	154	20	4	4	NUM
ajtas-3212	154	21	.	.	PUNCT
ajtas-3212	154	22	predicted	predict	VERB
ajtas-3212	154	23	versus	versus	ADP
ajtas-3212	154	24	observed	observed	ADJ
ajtas-3212	154	25	sprint	sprint	NOUN
ajtas-3212	154	26	velocities	velocity	NOUN
ajtas-3212	154	27	after	after	SCONJ
ajtas-3212	154	28	ai	ai	VERB
ajtas-3212	154	29	integration	integration	NOUN
ajtas-3212	154	30	figure	figure	NOUN
ajtas-3212	154	31	4	4	NUM
ajtas-3212	154	32	demonstrates	demonstrate	VERB
ajtas-3212	154	33	a	a	DET
ajtas-3212	154	34	tight	tight	ADJ
ajtas-3212	154	35	alignment	alignment	NOUN
ajtas-3212	154	36	between	between	ADP
ajtas-3212	154	37	observed	observed	ADJ
ajtas-3212	154	38	and	and	CCONJ
ajtas-3212	154	39	predicted	predict	VERB
ajtas-3212	154	40	velocities	velocity	NOUN
ajtas-3212	154	41	.	.	PUNCT
ajtas-3212	155	1	regression	regression	NOUN
ajtas-3212	155	2	fitting	fitting	ADJ
ajtas-3212	155	3	yielded	yield	VERB
ajtas-3212	155	4	:	:	PUNCT
ajtas-3212	155	5	v	v	NOUN
ajtas-3212	155	6	=	=	SYM
ajtas-3212	155	7	0.42	0.42	NUM
ajtas-3212	155	8	+	+	NUM
ajtas-3212	155	9	0.37q	0.37q	NOUN
ajtas-3212	155	10	+	+	CCONJ
ajtas-3212	156	1	0.28c	0.28c	ADJ
ajtas-3212	157	1	+	+	NUM
ajtas-3212	157	2	0.19e	0.19e	NUM
ajtas-3212	157	3	where	where	SCONJ
ajtas-3212	157	4	q	q	NOUN
ajtas-3212	157	5	represents	represent	VERB
ajtas-3212	157	6	quality	quality	NOUN
ajtas-3212	157	7	index	index	NOUN
ajtas-3212	157	8	,	,	PUNCT
ajtas-3212	157	9	c	c	NOUN
ajtas-3212	157	10	communication	communication	NOUN
ajtas-3212	157	11	efficiency	efficiency	NOUN
ajtas-3212	157	12	,	,	PUNCT
ajtas-3212	157	13	and	and	CCONJ
ajtas-3212	157	14	e	e	NOUN
ajtas-3212	157	15	effort	effort	NOUN
ajtas-3212	157	16	index	index	NOUN
ajtas-3212	157	17	.	.	PUNCT
ajtas-3212	158	1	the	the	DET
ajtas-3212	158	2	adjusted	adjust	VERB
ajtas-3212	158	3	r²	r²	NOUN
ajtas-3212	158	4	=	=	NOUN
ajtas-3212	158	5	0.91	0.91	NUM
ajtas-3212	158	6	confirms	confirm	VERB
ajtas-3212	158	7	high	high	ADJ
ajtas-3212	158	8	explanatory	explanatory	ADJ
ajtas-3212	158	9	power	power	NOUN
ajtas-3212	158	10	.	.	PUNCT
ajtas-3212	159	1	deviations	deviation	NOUN
ajtas-3212	159	2	remained	remain	VERB
ajtas-3212	159	3	below	below	ADP
ajtas-3212	159	4	±	±	NUM
ajtas-3212	159	5	5	5	NUM
ajtas-3212	159	6	%	%	NOUN
ajtas-3212	159	7	once	once	SCONJ
ajtas-3212	159	8	model	model	NOUN
ajtas-3212	159	9	calibration	calibration	NOUN
ajtas-3212	159	10	was	be	AUX
ajtas-3212	159	11	complete	complete	ADJ
ajtas-3212	159	12	.	.	PUNCT
ajtas-3212	160	1	sensitivity	sensitivity	NOUN
ajtas-3212	160	2	analysis	analysis	NOUN
ajtas-3212	160	3	indicates	indicate	VERB
ajtas-3212	160	4	that	that	SCONJ
ajtas-3212	160	5	a	a	DET
ajtas-3212	160	6	0.05	0.05	NUM
ajtas-3212	160	7	increase	increase	NOUN
ajtas-3212	160	8	in	in	ADP
ajtas-3212	160	9	c	c	PROPN
ajtas-3212	160	10	produces	produce	VERB
ajtas-3212	160	11	an	an	DET
ajtas-3212	160	12	average	average	ADJ
ajtas-3212	160	13	3	3	NUM
ajtas-3212	160	14	%	%	NOUN
ajtas-3212	160	15	growth	growth	NOUN
ajtas-3212	160	16	in	in	ADP
ajtas-3212	160	17	v	v	NUM
ajtas-3212	160	18	,	,	PUNCT
ajtas-3212	160	19	empirically	empirically	ADV
ajtas-3212	160	20	verifying	verify	VERB
ajtas-3212	160	21	that	that	PRON
ajtas-3212	160	22	improved	improved	ADJ
ajtas-3212	160	23	communication	communication	NOUN
ajtas-3212	160	24	accelerates	accelerate	VERB
ajtas-3212	160	25	throughput	throughput	NOUN
ajtas-3212	160	26	.	.	PUNCT
ajtas-3212	161	1	the	the	DET
ajtas-3212	161	2	strong	strong	ADJ
ajtas-3212	161	3	predictive	predictive	ADJ
ajtas-3212	161	4	correspondence	correspondence	NOUN
ajtas-3212	161	5	substantiates	substantiate	VERB
ajtas-3212	161	6	equation	equation	NOUN
ajtas-3212	161	7	(	(	PUNCT
ajtas-3212	161	8	2	2	NUM
ajtas-3212	161	9	)	)	PUNCT
ajtas-3212	161	10	as	as	ADP
ajtas-3212	161	11	a	a	DET
ajtas-3212	161	12	robust	robust	ADJ
ajtas-3212	161	13	quantitative	quantitative	ADJ
ajtas-3212	161	14	representation	representation	NOUN
ajtas-3212	161	15	of	of	ADP
ajtas-3212	161	16	the	the	DET
ajtas-3212	161	17	aiaugmented	aiaugmente	VERB
ajtas-3212	161	18	delivery	delivery	NOUN
ajtas-3212	161	19	process	process	NOUN
ajtas-3212	161	20	.	.	PUNCT
ajtas-3212	162	1	this	this	DET
ajtas-3212	162	2	relationship	relationship	NOUN
ajtas-3212	162	3	also	also	ADV
ajtas-3212	162	4	provides	provide	VERB
ajtas-3212	162	5	a	a	DET
ajtas-3212	162	6	management	management	NOUN
ajtas-3212	162	7	instrument	instrument	NOUN
ajtas-3212	162	8	:	:	PUNCT
ajtas-3212	162	9	project	project	NOUN
ajtas-3212	162	10	teams	team	NOUN
ajtas-3212	162	11	can	can	AUX
ajtas-3212	162	12	anticipate	anticipate	VERB
ajtas-3212	162	13	velocity	velocity	NOUN
ajtas-3212	162	14	shifts	shift	NOUN
ajtas-3212	162	15	resulting	result	VERB
ajtas-3212	162	16	from	from	ADP
ajtas-3212	162	17	quality	quality	NOUN
ajtas-3212	162	18	or	or	CCONJ
ajtas-3212	162	19	communication	communication	NOUN
ajtas-3212	162	20	fluctuations	fluctuation	NOUN
ajtas-3212	162	21	and	and	CCONJ
ajtas-3212	162	22	reallocate	reallocate	VERB
ajtas-3212	162	23	resources	resource	NOUN
ajtas-3212	162	24	pre	pre	ADJ
ajtas-3212	162	25	-	-	ADJ
ajtas-3212	162	26	emptively	emptively	ADV
ajtas-3212	162	27	.	.	PUNCT
ajtas-3212	163	1	american	american	ADJ
ajtas-3212	163	2	journal	journal	PROPN
ajtas-3212	163	3	of	of	ADP
ajtas-3212	163	4	technology	technology	NOUN
ajtas-3212	163	5	and	and	CCONJ
ajtas-3212	163	6	applied	apply	VERB
ajtas-3212	163	7	sciences	science	NOUN
ajtas-3212	163	8	43	43	NUM
ajtas-3212	163	9	,	,	PUNCT
ajtas-3212	163	10	december	december	PROPN
ajtas-3212	163	11	2025	2025	NUM
ajtas-3212	163	12	p	p	NOUN
ajtas-3212	163	13	a	a	DET
ajtas-3212	163	14	g	g	NOUN
ajtas-3212	163	15	e	e	NOUN
ajtas-3212	163	16	|	|	ADV
ajtas-3212	163	17	26	26	NUM
ajtas-3212	163	18	www.americanjournal.org	www.americanjournal.org	PROPN
ajtas-3212	163	19	3.4	3.4	NUM
ajtas-3212	163	20	correlation	correlation	NOUN
ajtas-3212	163	21	and	and	CCONJ
ajtas-3212	163	22	statistical	statistical	ADJ
ajtas-3212	163	23	validation	validation	NOUN
ajtas-3212	163	24	to	to	PART
ajtas-3212	163	25	evaluate	evaluate	VERB
ajtas-3212	163	26	inter	inter	ADJ
ajtas-3212	163	27	-	-	ADJ
ajtas-3212	163	28	metric	metric	ADJ
ajtas-3212	163	29	dependencies	dependency	NOUN
ajtas-3212	163	30	and	and	CCONJ
ajtas-3212	163	31	statistical	statistical	ADJ
ajtas-3212	163	32	reliability	reliability	NOUN
ajtas-3212	163	33	,	,	PUNCT
ajtas-3212	163	34	correlation	correlation	NOUN
ajtas-3212	163	35	and	and	CCONJ
ajtas-3212	163	36	significance	significance	NOUN
ajtas-3212	163	37	tests	test	NOUN
ajtas-3212	163	38	were	be	AUX
ajtas-3212	163	39	conducted	conduct	VERB
ajtas-3212	163	40	.	.	PUNCT
ajtas-3212	164	1	table	table	NOUN
ajtas-3212	164	2	4	4	NUM
ajtas-3212	164	3	.	.	PUNCT
ajtas-3212	164	4	correlation	correlation	NOUN
ajtas-3212	164	5	coefficients	coefficient	NOUN
ajtas-3212	164	6	and	and	CCONJ
ajtas-3212	164	7	t	t	NOUN
ajtas-3212	164	8	-	-	PUNCT
ajtas-3212	164	9	test	test	NOUN
ajtas-3212	164	10	significance	significance	NOUN
ajtas-3212	164	11	across	across	ADP
ajtas-3212	164	12	principal	principal	ADJ
ajtas-3212	164	13	indicators	indicator	NOUN
ajtas-3212	164	14	variable	variable	ADJ
ajtas-3212	164	15	pair	pair	NOUN
ajtas-3212	164	16	/	/	SYM
ajtas-3212	164	17	metric	metric	ADJ
ajtas-3212	164	18	r	r	NOUN
ajtas-3212	164	19	p	p	NOUN
ajtas-3212	164	20	(	(	PUNCT
ajtas-3212	164	21	<	<	NOUN
ajtas-3212	164	22	0.05	0.05	NUM
ajtas-3212	164	23	)	)	PUNCT
ajtas-3212	164	24	t	t	NOUN
ajtas-3212	164	25	-	-	PUNCT
ajtas-3212	164	26	value	value	NOUN
ajtas-3212	164	27	(	(	PUNCT
ajtas-3212	164	28	pre	pre	X
ajtas-3212	164	29	vs	vs	ADP
ajtas-3212	164	30	post	post	ADJ
ajtas-3212	164	31	)	)	PUNCT
ajtas-3212	164	32	interpretation	interpretation	NOUN
ajtas-3212	164	33	vv	vv	NOUN
ajtas-3212	164	34	qq	qq	PROPN
ajtas-3212	164	35	0.82	0.82	NUM
ajtas-3212	164	36	0.001	0.001	NUM
ajtas-3212	164	37	5.41	5.41	NUM
ajtas-3212	164	38	quality	quality	NOUN
ajtas-3212	164	39	positively	positively	ADV
ajtas-3212	164	40	drives	drive	VERB
ajtas-3212	164	41	velocity	velocity	NOUN
ajtas-3212	164	42	vv	vv	ADP
ajtas-3212	164	43	cc	cc	ADP
ajtas-3212	164	44	0.76	0.76	NUM
ajtas-3212	164	45	0.003	0.003	NUM
ajtas-3212	164	46	4.87	4.87	NUM
ajtas-3212	164	47	communication	communication	NOUN
ajtas-3212	164	48	efficiency	efficiency	NOUN
ajtas-3212	164	49	enhances	enhance	VERB
ajtas-3212	164	50	throughput	throughput	NOUN
ajtas-3212	164	51	qq	qq	NOUN
ajtas-3212	164	52	ss	ss	NOUN
ajtas-3212	164	53	0.71	0.71	NUM
ajtas-3212	164	54	0.006	0.006	NUM
ajtas-3212	164	55	3.92	3.92	NUM
ajtas-3212	164	56	product	product	NOUN
ajtas-3212	164	57	quality	quality	NOUN
ajtas-3212	164	58	increases	increase	VERB
ajtas-3212	164	59	stakeholder	stakeholder	NOUN
ajtas-3212	164	60	satisfaction	satisfaction	NOUN
ajtas-3212	164	61	cc	cc	PROPN
ajtas-3212	164	62	ss	ss	NOUN
ajtas-3212	164	63	0.74	0.74	NUM
ajtas-3212	164	64	0.004	0.004	NUM
ajtas-3212	164	65	4.21	4.21	NUM
ajtas-3212	164	66	transparent	transparent	ADJ
ajtas-3212	164	67	communication	communication	NOUN
ajtas-3212	164	68	reinforces	reinforce	VERB
ajtas-3212	164	69	trust	trust	NOUN
ajtas-3212	164	70	aepi	aepi	PROPN
ajtas-3212	164	71	(	(	PUNCT
ajtas-3212	164	72	pre	pre	ADJ
ajtas-3212	164	73	/	/	SYM
ajtas-3212	164	74	post	post	ADJ
ajtas-3212	164	75	)	)	PUNCT
ajtas-3212	164	76	0.000	0.000	NUM
ajtas-3212	164	77	6.58	6.58	NUM
ajtas-3212	164	78	significant	significant	ADJ
ajtas-3212	164	79	overall	overall	ADJ
ajtas-3212	164	80	improvement	improvement	NOUN
ajtas-3212	164	81	ee	ee	PROPN
ajtas-3212	164	82	(	(	PUNCT
ajtas-3212	164	83	pre	pre	ADJ
ajtas-3212	164	84	/	/	SYM
ajtas-3212	164	85	post	post	ADJ
ajtas-3212	164	86	)	)	PUNCT
ajtas-3212	164	87	0.22	0.22	NUM
ajtas-3212	164	88	1.23	1.23	NUM
ajtas-3212	164	89	no	no	DET
ajtas-3212	164	90	significant	significant	ADJ
ajtas-3212	164	91	change	change	NOUN
ajtas-3212	164	92	expected	expect	VERB
ajtas-3212	164	93	stability	stability	NOUN
ajtas-3212	164	94	table	table	NOUN
ajtas-3212	164	95	4	4	NUM
ajtas-3212	164	96	shows	show	VERB
ajtas-3212	164	97	that	that	SCONJ
ajtas-3212	164	98	there	there	PRON
ajtas-3212	164	99	are	be	VERB
ajtas-3212	164	100	strong	strong	ADJ
ajtas-3212	164	101	positive	positive	ADJ
ajtas-3212	164	102	relationships	relationship	NOUN
ajtas-3212	164	103	between	between	ADP
ajtas-3212	164	104	communication	communication	NOUN
ajtas-3212	164	105	,	,	PUNCT
ajtas-3212	164	106	quality	quality	NOUN
ajtas-3212	164	107	,	,	PUNCT
ajtas-3212	164	108	and	and	CCONJ
ajtas-3212	164	109	speed	speed	NOUN
ajtas-3212	164	110	,	,	PUNCT
ajtas-3212	164	111	with	with	ADP
ajtas-3212	164	112	r	r	NOUN
ajtas-3212	164	113	values	value	NOUN
ajtas-3212	164	114	greater	great	ADJ
ajtas-3212	164	115	than	than	ADP
ajtas-3212	164	116	0.7	0.7	NUM
ajtas-3212	164	117	for	for	ADP
ajtas-3212	164	118	all	all	DET
ajtas-3212	164	119	key	key	ADJ
ajtas-3212	164	120	pairs	pair	NOUN
ajtas-3212	164	121	.	.	PUNCT
ajtas-3212	165	1	paired	pair	VERB
ajtas-3212	165	2	t	t	NOUN
ajtas-3212	165	3	-	-	PUNCT
ajtas-3212	165	4	tests	test	NOUN
ajtas-3212	165	5	indicate	indicate	VERB
ajtas-3212	165	6	that	that	SCONJ
ajtas-3212	165	7	enhancements	enhancement	NOUN
ajtas-3212	165	8	in	in	ADP
ajtas-3212	165	9	vv	vv	PROPN
ajtas-3212	165	10	,	,	PUNCT
ajtas-3212	165	11	qq	qq	INTJ
ajtas-3212	165	12	,	,	PUNCT
ajtas-3212	165	13	ss	ss	PROPN
ajtas-3212	165	14	,	,	PUNCT
ajtas-3212	165	15	cc	cc	NOUN
ajtas-3212	165	16	,	,	PUNCT
ajtas-3212	165	17	and	and	CCONJ
ajtas-3212	165	18	aepi	aepi	PROPN
ajtas-3212	165	19	are	be	AUX
ajtas-3212	165	20	statistically	statistically	ADV
ajtas-3212	165	21	significant	significant	ADJ
ajtas-3212	165	22	(	(	PUNCT
ajtas-3212	165	23	p	p	X
ajtas-3212	165	24	<	<	X
ajtas-3212	165	25	0.01	0.01	NUM
ajtas-3212	165	26	)	)	PUNCT
ajtas-3212	165	27	,	,	PUNCT
ajtas-3212	165	28	whereas	whereas	SCONJ
ajtas-3212	165	29	modifications	modification	NOUN
ajtas-3212	165	30	in	in	ADP
ajtas-3212	165	31	ee	ee	PROPN
ajtas-3212	165	32	are	be	AUX
ajtas-3212	165	33	not	not	PART
ajtas-3212	165	34	,	,	PUNCT
ajtas-3212	165	35	aligning	align	VERB
ajtas-3212	165	36	with	with	ADP
ajtas-3212	165	37	methodological	methodological	ADJ
ajtas-3212	165	38	expectations	expectation	NOUN
ajtas-3212	165	39	.	.	PUNCT
ajtas-3212	166	1	these	these	DET
ajtas-3212	166	2	results	result	NOUN
ajtas-3212	166	3	confirm	confirm	VERB
ajtas-3212	166	4	that	that	SCONJ
ajtas-3212	166	5	improvements	improvement	NOUN
ajtas-3212	166	6	in	in	ADP
ajtas-3212	166	7	performance	performance	NOUN
ajtas-3212	166	8	are	be	AUX
ajtas-3212	166	9	structurally	structurally	ADV
ajtas-3212	166	10	connected	connect	VERB
ajtas-3212	166	11	to	to	ADP
ajtas-3212	166	12	the	the	DET
ajtas-3212	166	13	ai	ai	ADJ
ajtas-3212	166	14	components	component	NOUN
ajtas-3212	166	15	,	,	PUNCT
ajtas-3212	166	16	not	not	PART
ajtas-3212	166	17	due	due	ADP
ajtas-3212	166	18	to	to	ADP
ajtas-3212	166	19	random	random	ADJ
ajtas-3212	166	20	variation	variation	NOUN
ajtas-3212	166	21	.	.	PUNCT
ajtas-3212	167	1	the	the	DET
ajtas-3212	167	2	strong	strong	ADJ
ajtas-3212	167	3	link	link	NOUN
ajtas-3212	167	4	between	between	ADP
ajtas-3212	167	5	quality	quality	NOUN
ajtas-3212	167	6	and	and	CCONJ
ajtas-3212	167	7	satisfaction	satisfaction	NOUN
ajtas-3212	167	8	shows	show	VERB
ajtas-3212	167	9	how	how	SCONJ
ajtas-3212	167	10	technical	technical	ADJ
ajtas-3212	167	11	consistency	consistency	NOUN
ajtas-3212	167	12	affects	affect	VERB
ajtas-3212	167	13	how	how	SCONJ
ajtas-3212	167	14	stakeholders	stakeholder	NOUN
ajtas-3212	167	15	see	see	VERB
ajtas-3212	167	16	things	thing	NOUN
ajtas-3212	167	17	in	in	ADP
ajtas-3212	167	18	an	an	DET
ajtas-3212	167	19	indirect	indirect	ADJ
ajtas-3212	167	20	way	way	NOUN
ajtas-3212	167	21	,	,	PUNCT
ajtas-3212	167	22	which	which	PRON
ajtas-3212	167	23	is	be	AUX
ajtas-3212	167	24	exactly	exactly	ADV
ajtas-3212	167	25	what	what	PRON
ajtas-3212	167	26	the	the	DET
ajtas-3212	167	27	multidimensional	multidimensional	ADJ
ajtas-3212	167	28	causality	causality	NOUN
ajtas-3212	167	29	hpm	hpm	NOUN
ajtas-3212	167	30	-	-	PUNCT
ajtas-3212	167	31	ai	ai	PROPN
ajtas-3212	167	32	was	be	AUX
ajtas-3212	167	33	made	make	VERB
ajtas-3212	167	34	to	to	PART
ajtas-3212	167	35	do	do	VERB
ajtas-3212	167	36	.	.	PUNCT
ajtas-3212	168	1	3.5	3.5	NUM
ajtas-3212	168	2	integration	integration	NOUN
ajtas-3212	168	3	of	of	ADP
ajtas-3212	168	4	visual	visual	ADJ
ajtas-3212	168	5	and	and	CCONJ
ajtas-3212	168	6	quantitative	quantitative	ADJ
ajtas-3212	168	7	evidence	evidence	NOUN
ajtas-3212	168	8	the	the	DET
ajtas-3212	168	9	analysis	analysis	NOUN
ajtas-3212	168	10	of	of	ADP
ajtas-3212	168	11	figures	figure	NOUN
ajtas-3212	168	12	3	3	NUM
ajtas-3212	168	13	and	and	CCONJ
ajtas-3212	168	14	4	4	NUM
ajtas-3212	168	15	alongside	alongside	ADP
ajtas-3212	168	16	tables	table	NOUN
ajtas-3212	168	17	3	3	NUM
ajtas-3212	168	18	and	and	CCONJ
ajtas-3212	168	19	4	4	NUM
ajtas-3212	168	20	substantiates	substantiate	NOUN
ajtas-3212	168	21	that	that	PRON
ajtas-3212	168	22	ai	ai	VERB
ajtas-3212	168	23	augmentation	augmentation	NOUN
ajtas-3212	168	24	converts	convert	VERB
ajtas-3212	168	25	hybrid	hybrid	ADJ
ajtas-3212	168	26	project	project	NOUN
ajtas-3212	168	27	management	management	NOUN
ajtas-3212	168	28	into	into	ADP
ajtas-3212	168	29	a	a	DET
ajtas-3212	168	30	quantifiable	quantifiable	ADJ
ajtas-3212	168	31	and	and	CCONJ
ajtas-3212	168	32	predictive	predictive	ADJ
ajtas-3212	168	33	methodology	methodology	NOUN
ajtas-3212	168	34	.	.	PUNCT
ajtas-3212	169	1	figure	figure	VERB
ajtas-3212	169	2	3	3	NUM
ajtas-3212	169	3	measures	measure	NOUN
ajtas-3212	169	4	the	the	DET
ajtas-3212	169	5	changes	change	NOUN
ajtas-3212	169	6	in	in	ADP
ajtas-3212	169	7	macro	macro	ADJ
ajtas-3212	169	8	-	-	NOUN
ajtas-3212	169	9	level	level	NOUN
ajtas-3212	169	10	efficiency	efficiency	NOUN
ajtas-3212	169	11	(	(	PUNCT
ajtas-3212	169	12	equation	equation	NOUN
ajtas-3212	169	13	1	1	NUM
ajtas-3212	169	14	)	)	PUNCT
ajtas-3212	169	15	,	,	PUNCT
ajtas-3212	169	16	and	and	CCONJ
ajtas-3212	169	17	figure	figure	VERB
ajtas-3212	169	18	4	4	NUM
ajtas-3212	169	19	checks	check	NOUN
ajtas-3212	169	20	the	the	DET
ajtas-3212	169	21	accuracy	accuracy	NOUN
ajtas-3212	169	22	of	of	ADP
ajtas-3212	169	23	micro	micro	ADJ
ajtas-3212	169	24	-	-	NOUN
ajtas-3212	169	25	level	level	ADJ
ajtas-3212	169	26	productivity	productivity	NOUN
ajtas-3212	169	27	forecasting	forecasting	NOUN
ajtas-3212	169	28	(	(	PUNCT
ajtas-3212	169	29	equation	equation	NOUN
ajtas-3212	169	30	2	2	NUM
ajtas-3212	169	31	)	)	PUNCT
ajtas-3212	169	32	.	.	PUNCT
ajtas-3212	170	1	table	table	NOUN
ajtas-3212	170	2	3	3	NUM
ajtas-3212	170	3	shows	show	VERB
ajtas-3212	170	4	how	how	SCONJ
ajtas-3212	170	5	much	much	ADJ
ajtas-3212	170	6	better	well	ADJ
ajtas-3212	170	7	things	thing	NOUN
ajtas-3212	170	8	got	get	VERB
ajtas-3212	170	9	on	on	ADP
ajtas-3212	170	10	standardized	standardized	ADJ
ajtas-3212	170	11	metrics	metric	NOUN
ajtas-3212	170	12	,	,	PUNCT
ajtas-3212	170	13	and	and	CCONJ
ajtas-3212	170	14	table	table	NOUN
ajtas-3212	170	15	4	4	NUM
ajtas-3212	170	16	shows	show	VERB
ajtas-3212	170	17	that	that	SCONJ
ajtas-3212	170	18	these	these	DET
ajtas-3212	170	19	improvements	improvement	NOUN
ajtas-3212	170	20	are	be	AUX
ajtas-3212	170	21	statistically	statistically	ADV
ajtas-3212	170	22	valid	valid	ADJ
ajtas-3212	170	23	and	and	CCONJ
ajtas-3212	170	24	consistent	consistent	ADJ
ajtas-3212	170	25	with	with	ADP
ajtas-3212	170	26	each	each	DET
ajtas-3212	170	27	other	other	ADJ
ajtas-3212	170	28	.	.	PUNCT
ajtas-3212	171	1	these	these	DET
ajtas-3212	171	2	four	four	NUM
ajtas-3212	171	3	parts	part	NOUN
ajtas-3212	171	4	tell	tell	VERB
ajtas-3212	171	5	a	a	DET
ajtas-3212	171	6	consistent	consistent	ADJ
ajtas-3212	171	7	story	story	NOUN
ajtas-3212	171	8	based	base	VERB
ajtas-3212	171	9	on	on	ADP
ajtas-3212	171	10	evidence	evidence	NOUN
ajtas-3212	171	11	:	:	PUNCT
ajtas-3212	171	12	adding	add	VERB
ajtas-3212	171	13	ai	ai	PROPN
ajtas-3212	171	14	mechanisms	mechanism	NOUN
ajtas-3212	171	15	makes	make	VERB
ajtas-3212	171	16	the	the	DET
ajtas-3212	171	17	synchronization	synchronization	NOUN
ajtas-3212	171	18	between	between	ADP
ajtas-3212	171	19	methodological	methodological	ADJ
ajtas-3212	171	20	layers	layer	NOUN
ajtas-3212	171	21	stronger	strong	ADJ
ajtas-3212	171	22	,	,	PUNCT
ajtas-3212	171	23	lowers	lower	VERB
ajtas-3212	171	24	uncertainty	uncertainty	NOUN
ajtas-3212	171	25	,	,	PUNCT
ajtas-3212	171	26	and	and	CCONJ
ajtas-3212	171	27	makes	make	VERB
ajtas-3212	171	28	decisions	decision	NOUN
ajtas-3212	171	29	more	more	ADJ
ajtas-3212	171	30	objective	objective	ADJ
ajtas-3212	171	31	.	.	PUNCT
ajtas-3212	172	1	the	the	DET
ajtas-3212	172	2	feedback	feedback	NOUN
ajtas-3212	172	3	cycle	cycle	NOUN
ajtas-3212	172	4	shows	show	VERB
ajtas-3212	172	5	how	how	SCONJ
ajtas-3212	172	6	governance	governance	NOUN
ajtas-3212	172	7	and	and	CCONJ
ajtas-3212	172	8	execution	execution	NOUN
ajtas-3212	172	9	work	work	NOUN
ajtas-3212	172	10	together	together	ADV
ajtas-3212	172	11	:	:	PUNCT
ajtas-3212	172	12	when	when	SCONJ
ajtas-3212	172	13	communication	communication	NOUN
ajtas-3212	172	14	efficiency	efficiency	NOUN
ajtas-3212	172	15	drops	drop	VERB
ajtas-3212	172	16	for	for	ADP
ajtas-3212	172	17	a	a	DET
ajtas-3212	172	18	short	short	ADJ
ajtas-3212	172	19	time	time	NOUN
ajtas-3212	172	20	,	,	PUNCT
ajtas-3212	172	21	the	the	DET
ajtas-3212	172	22	model	model	NOUN
ajtas-3212	172	23	finds	find	VERB
ajtas-3212	172	24	a	a	DET
ajtas-3212	172	25	change	change	NOUN
ajtas-3212	172	26	in	in	ADP
ajtas-3212	172	27	cc	cc	PROPN
ajtas-3212	172	28	,	,	PUNCT
ajtas-3212	172	29	retrains	retrain	VERB
ajtas-3212	172	30	the	the	DET
ajtas-3212	172	31	regression	regression	NOUN
ajtas-3212	172	32	coefficients	coefficient	NOUN
ajtas-3212	172	33	,	,	PUNCT
ajtas-3212	172	34	and	and	CCONJ
ajtas-3212	172	35	brings	bring	VERB
ajtas-3212	172	36	performance	performance	NOUN
ajtas-3212	172	37	back	back	ADV
ajtas-3212	172	38	to	to	ADP
ajtas-3212	172	39	normal	normal	ADJ
ajtas-3212	172	40	in	in	ADP
ajtas-3212	172	41	the	the	DET
ajtas-3212	172	42	next	next	ADJ
ajtas-3212	172	43	sprints	sprint	NOUN
ajtas-3212	172	44	.	.	PUNCT
ajtas-3212	173	1	this	this	DET
ajtas-3212	173	2	adaptive	adaptive	ADJ
ajtas-3212	173	3	behavior	behavior	NOUN
ajtas-3212	173	4	exemplifies	exemplify	VERB
ajtas-3212	173	5	the	the	DET
ajtas-3212	173	6	prescriptive	prescriptive	ADJ
ajtas-3212	173	7	essence	essence	NOUN
ajtas-3212	173	8	of	of	ADP
ajtas-3212	173	9	hpm	hpm	NOUN
ajtas-3212	173	10	-	-	PUNCT
ajtas-3212	173	11	ai	ai	NOUN
ajtas-3212	173	12	,	,	PUNCT
ajtas-3212	173	13	highlighting	highlight	VERB
ajtas-3212	173	14	its	its	PRON
ajtas-3212	173	15	capacity	capacity	NOUN
ajtas-3212	173	16	to	to	PART
ajtas-3212	173	17	not	not	PART
ajtas-3212	173	18	only	only	ADV
ajtas-3212	173	19	delineate	delineate	VERB
ajtas-3212	173	20	outcomes	outcome	NOUN
ajtas-3212	173	21	but	but	CCONJ
ajtas-3212	173	22	also	also	ADV
ajtas-3212	173	23	to	to	PART
ajtas-3212	173	24	predict	predict	VERB
ajtas-3212	173	25	and	and	CCONJ
ajtas-3212	173	26	manage	manage	VERB
ajtas-3212	173	27	them	they	PRON
ajtas-3212	173	28	in	in	ADP
ajtas-3212	173	29	real	real	ADJ
ajtas-3212	173	30	time	time	NOUN
ajtas-3212	173	31	.	.	PUNCT
ajtas-3212	174	1	the	the	DET
ajtas-3212	174	2	outcomes	outcome	NOUN
ajtas-3212	174	3	further	far	ADV
ajtas-3212	174	4	corroborate	corroborate	VERB
ajtas-3212	174	5	the	the	DET
ajtas-3212	174	6	reproducibility	reproducibility	NOUN
ajtas-3212	174	7	principle	principle	NOUN
ajtas-3212	174	8	established	establish	VERB
ajtas-3212	174	9	in	in	ADP
ajtas-3212	174	10	section	section	NOUN
ajtas-3212	174	11	2.6	2.6	NUM
ajtas-3212	174	12	.	.	PUNCT
ajtas-3212	175	1	all	all	DET
ajtas-3212	175	2	indicators	indicator	NOUN
ajtas-3212	175	3	were	be	AUX
ajtas-3212	175	4	taken	take	VERB
ajtas-3212	175	5	from	from	ADP
ajtas-3212	175	6	reliable	reliable	ADJ
ajtas-3212	175	7	business	business	NOUN
ajtas-3212	175	8	systems	system	NOUN
ajtas-3212	175	9	(	(	PUNCT
ajtas-3212	175	10	like	like	ADP
ajtas-3212	175	11	jira	jira	PROPN
ajtas-3212	175	12	,	,	PUNCT
ajtas-3212	175	13	ci	ci	PROPN
ajtas-3212	175	14	/	/	SYM
ajtas-3212	175	15	cd	cd	PROPN
ajtas-3212	175	16	,	,	PUNCT
ajtas-3212	175	17	communication	communication	NOUN
ajtas-3212	175	18	logs	log	NOUN
ajtas-3212	175	19	,	,	PUNCT
ajtas-3212	175	20	and	and	CCONJ
ajtas-3212	175	21	survey	survey	NOUN
ajtas-3212	175	22	data	datum	NOUN
ajtas-3212	175	23	)	)	PUNCT
ajtas-3212	175	24	to	to	PART
ajtas-3212	175	25	make	make	VERB
ajtas-3212	175	26	sure	sure	ADJ
ajtas-3212	175	27	that	that	SCONJ
ajtas-3212	175	28	the	the	DET
ajtas-3212	175	29	data	datum	NOUN
ajtas-3212	175	30	could	could	AUX
ajtas-3212	175	31	be	be	AUX
ajtas-3212	175	32	traced	trace	VERB
ajtas-3212	175	33	and	and	CCONJ
ajtas-3212	175	34	repeated	repeat	VERB
ajtas-3212	175	35	.	.	PUNCT
ajtas-3212	176	1	the	the	DET
ajtas-3212	176	2	american	american	PROPN
ajtas-3212	176	3	journal	journal	PROPN
ajtas-3212	176	4	of	of	ADP
ajtas-3212	176	5	technology	technology	NOUN
ajtas-3212	176	6	and	and	CCONJ
ajtas-3212	176	7	applied	apply	VERB
ajtas-3212	176	8	sciences	science	NOUN
ajtas-3212	176	9	43	43	NUM
ajtas-3212	176	10	,	,	PUNCT
ajtas-3212	176	11	december	december	PROPN
ajtas-3212	176	12	2025	2025	NUM
ajtas-3212	176	13	p	p	NOUN
ajtas-3212	176	14	a	a	PRON
ajtas-3212	176	15	g	g	NOUN
ajtas-3212	176	16	e	e	PROPN
ajtas-3212	176	17	|	|	ADV
ajtas-3212	176	18	27	27	NUM
ajtas-3212	176	19	www.americanjournal.org	www.americanjournal.org	PROPN
ajtas-3212	176	20	aepi	aepi	PROPN
ajtas-3212	176	21	values	value	NOUN
ajtas-3212	176	22	without	without	ADP
ajtas-3212	176	23	dimensions	dimension	NOUN
ajtas-3212	176	24	make	make	VERB
ajtas-3212	176	25	it	it	PRON
ajtas-3212	176	26	possible	possible	ADJ
ajtas-3212	176	27	to	to	PART
ajtas-3212	176	28	compare	compare	VERB
ajtas-3212	176	29	projects	project	NOUN
ajtas-3212	176	30	,	,	PUNCT
ajtas-3212	176	31	which	which	PRON
ajtas-3212	176	32	backs	back	VERB
ajtas-3212	176	33	up	up	ADP
ajtas-3212	176	34	the	the	DET
ajtas-3212	176	35	claim	claim	NOUN
ajtas-3212	176	36	that	that	SCONJ
ajtas-3212	176	37	the	the	DET
ajtas-3212	176	38	system	system	NOUN
ajtas-3212	176	39	can	can	AUX
ajtas-3212	176	40	be	be	AUX
ajtas-3212	176	41	used	use	VERB
ajtas-3212	176	42	in	in	ADP
ajtas-3212	176	43	different	different	ADJ
ajtas-3212	176	44	industrial	industrial	ADJ
ajtas-3212	176	45	settings	setting	NOUN
ajtas-3212	176	46	.	.	PUNCT
ajtas-3212	177	1	3.6	3.6	NUM
ajtas-3212	177	2	alignment	alignment	NOUN
ajtas-3212	177	3	with	with	ADP
ajtas-3212	177	4	the	the	DET
ajtas-3212	177	5	methodological	methodological	ADJ
ajtas-3212	177	6	framework	framework	NOUN
ajtas-3212	177	7	all	all	DET
ajtas-3212	177	8	empirical	empirical	ADJ
ajtas-3212	177	9	results	result	NOUN
ajtas-3212	177	10	correspond	correspond	VERB
ajtas-3212	177	11	exactly	exactly	ADV
ajtas-3212	177	12	with	with	ADP
ajtas-3212	177	13	the	the	DET
ajtas-3212	177	14	theoretical	theoretical	ADJ
ajtas-3212	177	15	expectations	expectation	NOUN
ajtas-3212	177	16	established	establish	VERB
ajtas-3212	177	17	in	in	ADP
ajtas-3212	177	18	the	the	DET
ajtas-3212	177	19	methodology	methodology	NOUN
ajtas-3212	177	20	.	.	PUNCT
ajtas-3212	178	1	the	the	DET
ajtas-3212	178	2	34	34	NUM
ajtas-3212	178	3	%	%	NOUN
ajtas-3212	178	4	increase	increase	NOUN
ajtas-3212	178	5	in	in	ADP
ajtas-3212	178	6	aepi	aepi	NOUN
ajtas-3212	178	7	proves	prove	VERB
ajtas-3212	178	8	equation	equation	NOUN
ajtas-3212	178	9	(	(	PUNCT
ajtas-3212	178	10	1	1	NUM
ajtas-3212	178	11	)	)	PUNCT
ajtas-3212	178	12	by	by	ADP
ajtas-3212	178	13	showing	show	VERB
ajtas-3212	178	14	that	that	SCONJ
ajtas-3212	178	15	ai	ai	VERB
ajtas-3212	178	16	can	can	AUX
ajtas-3212	178	17	bring	bring	VERB
ajtas-3212	178	18	together	together	ADV
ajtas-3212	178	19	governance	governance	NOUN
ajtas-3212	178	20	,	,	PUNCT
ajtas-3212	178	21	execution	execution	NOUN
ajtas-3212	178	22	,	,	PUNCT
ajtas-3212	178	23	quality	quality	NOUN
ajtas-3212	178	24	,	,	PUNCT
ajtas-3212	178	25	and	and	CCONJ
ajtas-3212	178	26	communication	communication	NOUN
ajtas-3212	178	27	.	.	PUNCT
ajtas-3212	179	1	the	the	DET
ajtas-3212	179	2	regression	regression	NOUN
ajtas-3212	179	3	model	model	NOUN
ajtas-3212	179	4	with	with	ADP
ajtas-3212	179	5	r²	r²	NOUN
ajtas-3212	179	6	=	=	SYM
ajtas-3212	179	7	0.91	0.91	NUM
ajtas-3212	179	8	confirms	confirm	VERB
ajtas-3212	179	9	the	the	DET
ajtas-3212	179	10	link	link	NOUN
ajtas-3212	179	11	between	between	ADP
ajtas-3212	179	12	quality	quality	NOUN
ajtas-3212	179	13	,	,	PUNCT
ajtas-3212	179	14	communication	communication	NOUN
ajtas-3212	179	15	,	,	PUNCT
ajtas-3212	179	16	and	and	CCONJ
ajtas-3212	179	17	speed	speed	NOUN
ajtas-3212	179	18	that	that	PRON
ajtas-3212	179	19	was	be	AUX
ajtas-3212	179	20	suggested	suggest	VERB
ajtas-3212	179	21	in	in	ADP
ajtas-3212	179	22	equation	equation	NOUN
ajtas-3212	179	23	(	(	PUNCT
ajtas-3212	179	24	2	2	NUM
ajtas-3212	179	25	)	)	PUNCT
ajtas-3212	179	26	.	.	PUNCT
ajtas-3212	180	1	the	the	DET
ajtas-3212	180	2	cyclic	cyclic	PROPN
ajtas-3212	180	3	aepi	aepi	PROPN
ajtas-3212	180	4	stabilization	stabilization	NOUN
ajtas-3212	180	5	confirms	confirm	VERB
ajtas-3212	180	6	the	the	DET
ajtas-3212	180	7	feedback	feedback	NOUN
ajtas-3212	180	8	loop	loop	NOUN
ajtas-3212	180	9	that	that	PRON
ajtas-3212	180	10	was	be	AUX
ajtas-3212	180	11	talked	talk	VERB
ajtas-3212	180	12	about	about	ADP
ajtas-3212	180	13	in	in	ADP
ajtas-3212	180	14	the	the	DET
ajtas-3212	180	15	implementation	implementation	NOUN
ajtas-3212	180	16	protocol	protocol	NOUN
ajtas-3212	180	17	.	.	PUNCT
ajtas-3212	181	1	these	these	DET
ajtas-3212	181	2	relationships	relationship	NOUN
ajtas-3212	181	3	together	together	ADV
ajtas-3212	181	4	show	show	VERB
ajtas-3212	181	5	that	that	SCONJ
ajtas-3212	181	6	the	the	DET
ajtas-3212	181	7	hpm	hpm	ADJ
ajtas-3212	181	8	-	-	PUNCT
ajtas-3212	181	9	ai	ai	NOUN
ajtas-3212	181	10	framework	framework	NOUN
ajtas-3212	181	11	works	work	VERB
ajtas-3212	181	12	as	as	ADP
ajtas-3212	181	13	a	a	DET
ajtas-3212	181	14	closed	closed	ADJ
ajtas-3212	181	15	adaptive	adaptive	ADJ
ajtas-3212	181	16	system	system	NOUN
ajtas-3212	181	17	that	that	PRON
ajtas-3212	181	18	turns	turn	VERB
ajtas-3212	181	19	operational	operational	ADJ
ajtas-3212	181	20	data	datum	NOUN
ajtas-3212	181	21	into	into	ADP
ajtas-3212	181	22	managerial	managerial	ADJ
ajtas-3212	181	23	intelligence	intelligence	NOUN
ajtas-3212	181	24	and	and	CCONJ
ajtas-3212	181	25	lets	let	VERB
ajtas-3212	181	26	optimization	optimization	NOUN
ajtas-3212	181	27	happen	happen	VERB
ajtas-3212	181	28	all	all	DET
ajtas-3212	181	29	the	the	DET
ajtas-3212	181	30	time	time	NOUN
ajtas-3212	181	31	without	without	ADP
ajtas-3212	181	32	needing	need	VERB
ajtas-3212	181	33	to	to	PART
ajtas-3212	181	34	be	be	AUX
ajtas-3212	181	35	recalibrated	recalibrate	VERB
ajtas-3212	181	36	from	from	ADP
ajtas-3212	181	37	the	the	DET
ajtas-3212	181	38	outside	outside	NOUN
ajtas-3212	181	39	.	.	PUNCT
ajtas-3212	182	1	hpm	hpm	NOUN
ajtas-3212	182	2	-	-	PUNCT
ajtas-3212	182	3	ai	ai	NOUN
ajtas-3212	182	4	takes	take	VERB
ajtas-3212	182	5	hybrid	hybrid	ADJ
ajtas-3212	182	6	project	project	NOUN
ajtas-3212	182	7	management	management	NOUN
ajtas-3212	182	8	from	from	ADP
ajtas-3212	182	9	a	a	DET
ajtas-3212	182	10	descriptive	descriptive	ADJ
ajtas-3212	182	11	framework	framework	NOUN
ajtas-3212	182	12	to	to	ADP
ajtas-3212	182	13	a	a	DET
ajtas-3212	182	14	prescriptive	prescriptive	NOUN
ajtas-3212	182	15	,	,	PUNCT
ajtas-3212	182	16	self	self	NOUN
ajtas-3212	182	17	-	-	PUNCT
ajtas-3212	182	18	correcting	correct	VERB
ajtas-3212	182	19	methodology	methodology	NOUN
ajtas-3212	182	20	by	by	ADP
ajtas-3212	182	21	combining	combine	VERB
ajtas-3212	182	22	statistical	statistical	ADJ
ajtas-3212	182	23	rigor	rigor	NOUN
ajtas-3212	182	24	,	,	PUNCT
ajtas-3212	182	25	mathematical	mathematical	ADJ
ajtas-3212	182	26	modeling	modeling	NOUN
ajtas-3212	182	27	,	,	PUNCT
ajtas-3212	182	28	and	and	CCONJ
ajtas-3212	182	29	algorithmic	algorithmic	ADJ
ajtas-3212	182	30	adaptation	adaptation	NOUN
ajtas-3212	182	31	.	.	PUNCT
ajtas-3212	183	1	the	the	DET
ajtas-3212	183	2	results	result	NOUN
ajtas-3212	183	3	show	show	VERB
ajtas-3212	183	4	that	that	SCONJ
ajtas-3212	183	5	ai	ai	NOUN
ajtas-3212	183	6	-	-	PUNCT
ajtas-3212	183	7	driven	drive	VERB
ajtas-3212	183	8	analytics	analytic	NOUN
ajtas-3212	183	9	not	not	PART
ajtas-3212	183	10	only	only	ADV
ajtas-3212	183	11	improve	improve	VERB
ajtas-3212	183	12	performance	performance	NOUN
ajtas-3212	183	13	metrics	metric	NOUN
ajtas-3212	183	14	but	but	CCONJ
ajtas-3212	183	15	also	also	ADV
ajtas-3212	183	16	make	make	VERB
ajtas-3212	183	17	sure	sure	ADJ
ajtas-3212	183	18	that	that	SCONJ
ajtas-3212	183	19	complex	complex	ADJ
ajtas-3212	183	20	distributed	distribute	VERB
ajtas-3212	183	21	environments	environment	NOUN
ajtas-3212	183	22	are	be	AUX
ajtas-3212	183	23	open	open	ADJ
ajtas-3212	183	24	,	,	PUNCT
ajtas-3212	183	25	reproducible	reproducible	ADJ
ajtas-3212	183	26	,	,	PUNCT
ajtas-3212	183	27	and	and	CCONJ
ajtas-3212	183	28	long	long	ADV
ajtas-3212	183	29	-	-	PUNCT
ajtas-3212	183	30	lasting	last	VERB
ajtas-3212	183	31	.	.	PUNCT
ajtas-3212	184	1	4	4	X
ajtas-3212	184	2	.	.	X
ajtas-3212	184	3	discussion	discussion	NOUN
ajtas-3212	184	4	the	the	DET
ajtas-3212	184	5	findings	finding	NOUN
ajtas-3212	184	6	of	of	ADP
ajtas-3212	184	7	this	this	DET
ajtas-3212	184	8	research	research	NOUN
ajtas-3212	184	9	verify	verify	VERB
ajtas-3212	184	10	that	that	SCONJ
ajtas-3212	184	11	the	the	DET
ajtas-3212	184	12	introduction	introduction	NOUN
ajtas-3212	184	13	of	of	ADP
ajtas-3212	184	14	artificial	artificial	ADJ
ajtas-3212	184	15	intelligence	intelligence	NOUN
ajtas-3212	184	16	into	into	ADP
ajtas-3212	184	17	hybrid	hybrid	ADJ
ajtas-3212	184	18	project	project	NOUN
ajtas-3212	184	19	management	management	NOUN
ajtas-3212	184	20	brings	bring	VERB
ajtas-3212	184	21	some	some	DET
ajtas-3212	184	22	tangible	tangible	ADJ
ajtas-3212	184	23	,	,	PUNCT
ajtas-3212	184	24	measurable	measurable	ADJ
ajtas-3212	184	25	performance	performance	NOUN
ajtas-3212	184	26	improvement	improvement	NOUN
ajtas-3212	184	27	.	.	PUNCT
ajtas-3212	185	1	the	the	DET
ajtas-3212	185	2	34	34	NUM
ajtas-3212	185	3	%	%	NOUN
ajtas-3212	185	4	boost	boost	NOUN
ajtas-3212	185	5	in	in	ADP
ajtas-3212	185	6	the	the	DET
ajtas-3212	185	7	aienhanced	aienhance	VERB
ajtas-3212	185	8	performance	performance	NOUN
ajtas-3212	185	9	index	index	NOUN
ajtas-3212	185	10	(	(	PUNCT
ajtas-3212	185	11	aepi	aepi	NOUN
ajtas-3212	185	12	)	)	PUNCT
ajtas-3212	185	13	confirms	confirm	VERB
ajtas-3212	185	14	the	the	DET
ajtas-3212	185	15	ability	ability	NOUN
ajtas-3212	185	16	of	of	ADP
ajtas-3212	185	17	ai	ai	VERB
ajtas-3212	185	18	-	-	PUNCT
ajtas-3212	185	19	improved	improve	VERB
ajtas-3212	185	20	systems	system	NOUN
ajtas-3212	185	21	to	to	PART
ajtas-3212	185	22	build	build	VERB
ajtas-3212	185	23	a	a	DET
ajtas-3212	185	24	dataresponsive	dataresponsive	ADJ
ajtas-3212	185	25	management	management	NOUN
ajtas-3212	185	26	environment	environment	NOUN
ajtas-3212	185	27	with	with	ADP
ajtas-3212	185	28	the	the	DET
ajtas-3212	185	29	capacity	capacity	NOUN
ajtas-3212	185	30	to	to	PART
ajtas-3212	185	31	engage	engage	VERB
ajtas-3212	185	32	in	in	ADP
ajtas-3212	185	33	constant	constant	ADJ
ajtas-3212	185	34	learning	learning	NOUN
ajtas-3212	185	35	and	and	CCONJ
ajtas-3212	185	36	adaptability	adaptability	NOUN
ajtas-3212	185	37	.	.	PUNCT
ajtas-3212	186	1	the	the	DET
ajtas-3212	186	2	31	31	NUM
ajtas-3212	186	3	%	%	NOUN
ajtas-3212	186	4	gain	gain	NOUN
ajtas-3212	186	5	in	in	ADP
ajtas-3212	186	6	normalized	normalized	ADJ
ajtas-3212	186	7	velocity	velocity	NOUN
ajtas-3212	186	8	and	and	CCONJ
ajtas-3212	186	9	17	17	NUM
ajtas-3212	186	10	%	%	NOUN
ajtas-3212	186	11	gain	gain	NOUN
ajtas-3212	186	12	in	in	ADP
ajtas-3212	186	13	quality	quality	NOUN
ajtas-3212	186	14	index	index	NOUN
ajtas-3212	186	15	accompany	accompany	NOUN
ajtas-3212	186	16	this	this	DET
ajtas-3212	186	17	improvement	improvement	NOUN
ajtas-3212	186	18	to	to	PART
ajtas-3212	186	19	verify	verify	VERB
ajtas-3212	186	20	the	the	DET
ajtas-3212	186	21	multidimensional	multidimensional	ADJ
ajtas-3212	186	22	performance	performance	NOUN
ajtas-3212	186	23	improvements	improvement	NOUN
ajtas-3212	186	24	resulting	result	VERB
ajtas-3212	186	25	after	after	ADP
ajtas-3212	186	26	the	the	DET
ajtas-3212	186	27	integration	integration	NOUN
ajtas-3212	186	28	of	of	ADP
ajtas-3212	186	29	ai	ai	NOUN
ajtas-3212	186	30	.	.	PUNCT
ajtas-3212	187	1	the	the	DET
ajtas-3212	187	2	results	result	NOUN
ajtas-3212	187	3	go	go	VERB
ajtas-3212	187	4	beyond	beyond	ADP
ajtas-3212	187	5	the	the	DET
ajtas-3212	187	6	results	result	NOUN
ajtas-3212	187	7	of	of	ADP
ajtas-3212	187	8	the	the	DET
ajtas-3212	187	9	past	past	NOUN
ajtas-3212	187	10	by	by	ADP
ajtas-3212	187	11	showing	show	VERB
ajtas-3212	187	12	that	that	SCONJ
ajtas-3212	187	13	intelligence	intelligence	NOUN
ajtas-3212	187	14	may	may	AUX
ajtas-3212	187	15	be	be	AUX
ajtas-3212	187	16	directly	directly	ADV
ajtas-3212	187	17	integrated	integrate	VERB
ajtas-3212	187	18	into	into	ADP
ajtas-3212	187	19	the	the	DET
ajtas-3212	187	20	approach	approach	NOUN
ajtas-3212	187	21	structure	structure	NOUN
ajtas-3212	187	22	and	and	CCONJ
ajtas-3212	187	23	does	do	AUX
ajtas-3212	187	24	not	not	PART
ajtas-3212	187	25	need	need	VERB
ajtas-3212	187	26	to	to	PART
ajtas-3212	187	27	be	be	AUX
ajtas-3212	187	28	utilized	utilize	VERB
ajtas-3212	187	29	as	as	ADP
ajtas-3212	187	30	an	an	DET
ajtas-3212	187	31	additional	additional	ADJ
ajtas-3212	187	32	layer	layer	NOUN
ajtas-3212	187	33	of	of	ADP
ajtas-3212	187	34	analysis	analysis	NOUN
ajtas-3212	187	35	.	.	PUNCT
ajtas-3212	188	1	one	one	NUM
ajtas-3212	188	2	of	of	ADP
ajtas-3212	188	3	the	the	DET
ajtas-3212	188	4	implications	implication	NOUN
ajtas-3212	188	5	of	of	ADP
ajtas-3212	188	6	the	the	DET
ajtas-3212	188	7	findings	finding	NOUN
ajtas-3212	188	8	is	be	AUX
ajtas-3212	188	9	the	the	DET
ajtas-3212	188	10	fact	fact	NOUN
ajtas-3212	188	11	that	that	SCONJ
ajtas-3212	188	12	hybrid	hybrid	ADJ
ajtas-3212	188	13	project	project	NOUN
ajtas-3212	188	14	approaches	approach	NOUN
ajtas-3212	188	15	can	can	AUX
ajtas-3212	188	16	be	be	AUX
ajtas-3212	188	17	transformed	transform	VERB
ajtas-3212	188	18	into	into	ADP
ajtas-3212	188	19	descriptive	descriptive	ADJ
ajtas-3212	188	20	and	and	CCONJ
ajtas-3212	188	21	prescriptive	prescriptive	ADJ
ajtas-3212	188	22	systems	system	NOUN
ajtas-3212	188	23	.	.	PUNCT
ajtas-3212	189	1	hybrid	hybrid	ADJ
ajtas-3212	189	2	management	management	NOUN
ajtas-3212	189	3	has	have	AUX
ajtas-3212	189	4	been	be	AUX
ajtas-3212	189	5	used	use	VERB
ajtas-3212	189	6	as	as	ADP
ajtas-3212	189	7	a	a	DET
ajtas-3212	189	8	mechanism	mechanism	NOUN
ajtas-3212	189	9	to	to	PART
ajtas-3212	189	10	stabilize	stabilize	VERB
ajtas-3212	189	11	governance	governance	NOUN
ajtas-3212	189	12	and	and	CCONJ
ajtas-3212	189	13	agility	agility	NOUN
ajtas-3212	189	14	in	in	ADP
ajtas-3212	189	15	most	most	ADJ
ajtas-3212	189	16	organizations	organization	NOUN
ajtas-3212	189	17	;	;	PUNCT
ajtas-3212	189	18	nevertheless	nevertheless	ADV
ajtas-3212	189	19	,	,	PUNCT
ajtas-3212	189	20	the	the	DET
ajtas-3212	189	21	incorporation	incorporation	NOUN
ajtas-3212	189	22	of	of	ADP
ajtas-3212	189	23	ai	ai	NOUN
ajtas-3212	189	24	has	have	AUX
ajtas-3212	189	25	changed	change	VERB
ajtas-3212	189	26	it	it	PRON
ajtas-3212	189	27	into	into	ADP
ajtas-3212	189	28	a	a	DET
ajtas-3212	189	29	self	self	NOUN
ajtas-3212	189	30	-	-	PUNCT
ajtas-3212	189	31	regulating	regulate	VERB
ajtas-3212	189	32	mechanism	mechanism	NOUN
ajtas-3212	189	33	with	with	ADP
ajtas-3212	189	34	predictive	predictive	ADJ
ajtas-3212	189	35	calibration	calibration	NOUN
ajtas-3212	189	36	.	.	PUNCT
ajtas-3212	190	1	the	the	DET
ajtas-3212	190	2	findings	finding	NOUN
ajtas-3212	190	3	confirm	confirm	VERB
ajtas-3212	190	4	that	that	SCONJ
ajtas-3212	190	5	the	the	DET
ajtas-3212	190	6	mechanism	mechanism	NOUN
ajtas-3212	190	7	of	of	ADP
ajtas-3212	190	8	data	datum	NOUN
ajtas-3212	190	9	feedback	feedback	NOUN
ajtas-3212	190	10	supporting	support	VERB
ajtas-3212	190	11	performance	performance	NOUN
ajtas-3212	190	12	indicators	indicator	NOUN
ajtas-3212	190	13	can	can	AUX
ajtas-3212	190	14	autonomically	autonomically	ADV
ajtas-3212	190	15	stabilize	stabilize	VERB
ajtas-3212	190	16	performance	performance	NOUN
ajtas-3212	190	17	indicators	indicator	NOUN
ajtas-3212	190	18	at	at	ADP
ajtas-3212	190	19	multiple	multiple	ADJ
ajtas-3212	190	20	levels	level	NOUN
ajtas-3212	190	21	:	:	PUNCT
ajtas-3212	190	22	governance	governance	NOUN
ajtas-3212	190	23	,	,	PUNCT
ajtas-3212	190	24	execution	execution	NOUN
ajtas-3212	190	25	,	,	PUNCT
ajtas-3212	190	26	quality	quality	NOUN
ajtas-3212	190	27	,	,	PUNCT
ajtas-3212	190	28	and	and	CCONJ
ajtas-3212	190	29	communication	communication	NOUN
ajtas-3212	190	30	and	and	CCONJ
ajtas-3212	190	31	do	do	AUX
ajtas-3212	190	32	not	not	PART
ajtas-3212	190	33	require	require	VERB
ajtas-3212	190	34	human	human	ADJ
ajtas-3212	190	35	intervention	intervention	NOUN
ajtas-3212	190	36	.	.	PUNCT
ajtas-3212	191	1	this	this	DET
ajtas-3212	191	2	finding	finding	NOUN
ajtas-3212	191	3	corresponds	correspond	VERB
ajtas-3212	191	4	to	to	ADP
ajtas-3212	191	5	the	the	DET
ajtas-3212	191	6	theoretical	theoretical	ADJ
ajtas-3212	191	7	views	view	NOUN
ajtas-3212	191	8	that	that	PRON
ajtas-3212	191	9	focus	focus	VERB
ajtas-3212	191	10	on	on	ADP
ajtas-3212	191	11	adaptive	adaptive	ADJ
ajtas-3212	191	12	governance	governance	NOUN
ajtas-3212	191	13	and	and	CCONJ
ajtas-3212	191	14	algorithmic	algorithmic	ADJ
ajtas-3212	191	15	decision	decision	NOUN
ajtas-3212	191	16	support	support	NOUN
ajtas-3212	191	17	to	to	ADP
ajtas-3212	191	18	the	the	DET
ajtas-3212	191	19	dynamic	dynamic	ADJ
ajtas-3212	191	20	environment	environment	NOUN
ajtas-3212	191	21	(	(	PUNCT
ajtas-3212	191	22	wang	wang	PROPN
ajtas-3212	191	23	et	et	PROPN
ajtas-3212	191	24	al	al	PROPN
ajtas-3212	191	25	.	.	PROPN
ajtas-3212	191	26	,	,	PUNCT
ajtas-3212	191	27	2025	2025	NUM
ajtas-3212	191	28	;	;	PUNCT
ajtas-3212	191	29	narayan	narayan	PROPN
ajtas-3212	191	30	et	et	PROPN
ajtas-3212	191	31	al	al	PROPN
ajtas-3212	191	32	.	.	PROPN
ajtas-3212	191	33	,	,	PUNCT
ajtas-3212	191	34	2025	2025	NUM
ajtas-3212	191	35	)	)	PUNCT
ajtas-3212	191	36	.	.	PUNCT
ajtas-3212	192	1	interdependence	interdependence	NOUN
ajtas-3212	192	2	between	between	ADP
ajtas-3212	192	3	the	the	DET
ajtas-3212	192	4	communication	communication	NOUN
ajtas-3212	192	5	,	,	PUNCT
ajtas-3212	192	6	quality	quality	NOUN
ajtas-3212	192	7	and	and	CCONJ
ajtas-3212	192	8	delivery	delivery	NOUN
ajtas-3212	192	9	performance	performance	NOUN
ajtas-3212	192	10	is	be	AUX
ajtas-3212	192	11	also	also	ADV
ajtas-3212	192	12	supported	support	VERB
ajtas-3212	192	13	by	by	ADP
ajtas-3212	192	14	the	the	DET
ajtas-3212	192	15	empirical	empirical	ADJ
ajtas-3212	192	16	evidence	evidence	NOUN
ajtas-3212	192	17	.	.	PUNCT
ajtas-3212	193	1	the	the	DET
ajtas-3212	193	2	adjusted	adjusted	ADJ
ajtas-3212	193	3	r2	r2	NOUN
ajtas-3212	193	4	of	of	ADP
ajtas-3212	193	5	0.91	0.91	NUM
ajtas-3212	193	6	of	of	ADP
ajtas-3212	193	7	the	the	DET
ajtas-3212	193	8	regression	regression	NOUN
ajtas-3212	193	9	model	model	NOUN
ajtas-3212	193	10	confirmed	confirm	VERB
ajtas-3212	193	11	that	that	SCONJ
ajtas-3212	193	12	the	the	DET
ajtas-3212	193	13	positive	positive	ADJ
ajtas-3212	193	14	changes	change	NOUN
ajtas-3212	193	15	in	in	ADP
ajtas-3212	193	16	the	the	DET
ajtas-3212	193	17	efficiency	efficiency	NOUN
ajtas-3212	193	18	of	of	ADP
ajtas-3212	193	19	communication	communication	NOUN
ajtas-3212	193	20	directly	directly	ADV
ajtas-3212	193	21	influence	influence	VERB
ajtas-3212	193	22	the	the	DET
ajtas-3212	193	23	increase	increase	NOUN
ajtas-3212	193	24	of	of	ADP
ajtas-3212	193	25	the	the	DET
ajtas-3212	193	26	pre	pre	ADJ
ajtas-3212	193	27	-	-	NOUN
ajtas-3212	193	28	prediction	prediction	ADJ
ajtas-3212	193	29	velocity	velocity	NOUN
ajtas-3212	193	30	,	,	PUNCT
ajtas-3212	193	31	and	and	CCONJ
ajtas-3212	193	32	the	the	DET
ajtas-3212	193	33	positive	positive	ADJ
ajtas-3212	193	34	changes	change	NOUN
ajtas-3212	193	35	in	in	ADP
ajtas-3212	193	36	the	the	DET
ajtas-3212	193	37	quality	quality	NOUN
ajtas-3212	193	38	result	result	NOUN
ajtas-3212	193	39	in	in	ADP
ajtas-3212	193	40	the	the	DET
ajtas-3212	193	41	similar	similar	ADJ
ajtas-3212	193	42	improvements	improvement	NOUN
ajtas-3212	193	43	in	in	ADP
ajtas-3212	193	44	the	the	DET
ajtas-3212	193	45	stakeholder	stakeholder	NOUN
ajtas-3212	193	46	satisfaction	satisfaction	NOUN
ajtas-3212	193	47	.	.	PUNCT
ajtas-3212	194	1	on	on	ADP
ajtas-3212	194	2	a	a	DET
ajtas-3212	194	3	quantitative	quantitative	ADJ
ajtas-3212	194	4	level	level	NOUN
ajtas-3212	194	5	,	,	PUNCT
ajtas-3212	194	6	one	one	NUM
ajtas-3212	194	7	unit	unit	NOUN
ajtas-3212	194	8	of	of	ADP
ajtas-3212	194	9	communication	communication	NOUN
ajtas-3212	194	10	efficiency	efficiency	NOUN
ajtas-3212	194	11	increment	increment	NOUN
ajtas-3212	194	12	is	be	AUX
ajtas-3212	194	13	associated	associate	VERB
ajtas-3212	194	14	with	with	ADP
ajtas-3212	194	15	about	about	ADP
ajtas-3212	194	16	a	a	DET
ajtas-3212	194	17	3	3	NUM
ajtas-3212	194	18	%	%	NOUN
ajtas-3212	194	19	increment	increment	NOUN
ajtas-3212	194	20	in	in	ADP
ajtas-3212	194	21	forecasted	forecast	VERB
ajtas-3212	194	22	velocity	velocity	NOUN
ajtas-3212	194	23	and	and	CCONJ
ajtas-3212	194	24	an	an	DET
ajtas-3212	194	25	18	18	NUM
ajtas-3212	194	26	%	%	NOUN
ajtas-3212	194	27	point	point	NOUN
ajtas-3212	194	28	greater	great	ADJ
ajtas-3212	194	29	satisfaction	satisfaction	NOUN
ajtas-3212	194	30	of	of	ADP
ajtas-3212	194	31	stakeholders	stakeholder	NOUN
ajtas-3212	194	32	.	.	PUNCT
ajtas-3212	195	1	such	such	ADJ
ajtas-3212	195	2	relations	relation	NOUN
ajtas-3212	195	3	confirm	confirm	VERB
ajtas-3212	195	4	the	the	DET
ajtas-3212	195	5	methodological	methodological	ADJ
ajtas-3212	195	6	assumption	assumption	NOUN
ajtas-3212	195	7	that	that	SCONJ
ajtas-3212	195	8	communication	communication	NOUN
ajtas-3212	195	9	information	information	NOUN
ajtas-3212	195	10	,	,	PUNCT
ajtas-3212	195	11	which	which	PRON
ajtas-3212	195	12	has	have	VERB
ajtas-3212	195	13	american	american	ADJ
ajtas-3212	195	14	journal	journal	PROPN
ajtas-3212	195	15	of	of	ADP
ajtas-3212	195	16	technology	technology	NOUN
ajtas-3212	195	17	and	and	CCONJ
ajtas-3212	195	18	applied	apply	VERB
ajtas-3212	195	19	sciences	science	NOUN
ajtas-3212	195	20	43	43	NUM
ajtas-3212	195	21	,	,	PUNCT
ajtas-3212	195	22	december	december	PROPN
ajtas-3212	195	23	2025	2025	NUM
ajtas-3212	196	1	p	p	NOUN
ajtas-3212	196	2	a	a	DET
ajtas-3212	196	3	g	g	NOUN
ajtas-3212	196	4	e	e	NOUN
ajtas-3212	196	5	|	|	ADV
ajtas-3212	196	6	28	28	NUM
ajtas-3212	196	7	www.americanjournal.org	www.americanjournal.org	NOUN
ajtas-3212	196	8	been	be	AUX
ajtas-3212	196	9	dismissed	dismiss	VERB
ajtas-3212	196	10	in	in	ADP
ajtas-3212	196	11	conventional	conventional	ADJ
ajtas-3212	196	12	management	management	NOUN
ajtas-3212	196	13	,	,	PUNCT
ajtas-3212	196	14	is	be	AUX
ajtas-3212	196	15	an	an	DET
ajtas-3212	196	16	important	important	ADJ
ajtas-3212	196	17	feedback	feedback	NOUN
ajtas-3212	196	18	source	source	NOUN
ajtas-3212	196	19	of	of	ADP
ajtas-3212	196	20	organizational	organizational	ADJ
ajtas-3212	196	21	learning	learning	NOUN
ajtas-3212	196	22	.	.	PUNCT
ajtas-3212	197	1	in	in	ADP
ajtas-3212	197	2	previous	previous	ADJ
ajtas-3212	197	3	research	research	NOUN
ajtas-3212	197	4	,	,	PUNCT
ajtas-3212	197	5	sentiment	sentiment	NOUN
ajtas-3212	197	6	analysis	analysis	NOUN
ajtas-3212	197	7	and	and	CCONJ
ajtas-3212	197	8	nlp	nlp	NOUN
ajtas-3212	197	9	-	-	PUNCT
ajtas-3212	197	10	based	base	VERB
ajtas-3212	197	11	tracking	tracking	NOUN
ajtas-3212	197	12	were	be	AUX
ajtas-3212	197	13	revealed	reveal	VERB
ajtas-3212	197	14	to	to	PART
ajtas-3212	197	15	enhance	enhance	VERB
ajtas-3212	197	16	cross	cross	ADJ
ajtas-3212	197	17	-	-	ADJ
ajtas-3212	197	18	team	team	ADJ
ajtas-3212	197	19	awareness	awareness	NOUN
ajtas-3212	197	20	and	and	CCONJ
ajtas-3212	197	21	transparency	transparency	NOUN
ajtas-3212	197	22	of	of	ADP
ajtas-3212	197	23	decisions	decision	NOUN
ajtas-3212	197	24	(	(	PUNCT
ajtas-3212	197	25	chen	chen	PROPN
ajtas-3212	197	26	et	et	PROPN
ajtas-3212	197	27	al	al	PROPN
ajtas-3212	197	28	.	.	PROPN
ajtas-3212	197	29	,	,	PUNCT
ajtas-3212	197	30	2026	2026	NUM
ajtas-3212	197	31	;	;	PUNCT
ajtas-3212	197	32	jordan	jordan	PROPN
ajtas-3212	197	33	et	et	PROPN
ajtas-3212	197	34	al	al	PROPN
ajtas-3212	197	35	.	.	PROPN
ajtas-3212	197	36	,	,	PUNCT
ajtas-3212	197	37	2025	2025	NUM
ajtas-3212	197	38	)	)	PUNCT
ajtas-3212	197	39	.	.	PUNCT
ajtas-3212	198	1	the	the	DET
ajtas-3212	198	2	other	other	ADJ
ajtas-3212	198	3	aspect	aspect	NOUN
ajtas-3212	198	4	of	of	ADP
ajtas-3212	198	5	discussion	discussion	NOUN
ajtas-3212	198	6	revolves	revolve	VERB
ajtas-3212	198	7	around	around	ADP
ajtas-3212	198	8	methodological	methodological	ADJ
ajtas-3212	198	9	scalability	scalability	NOUN
ajtas-3212	198	10	.	.	PUNCT
ajtas-3212	199	1	the	the	DET
ajtas-3212	199	2	hpm	hpm	NOUN
ajtas-3212	199	3	-	-	PUNCT
ajtas-3212	199	4	ai	ai	NOUN
ajtas-3212	199	5	model	model	NOUN
ajtas-3212	199	6	reveals	reveal	VERB
ajtas-3212	199	7	that	that	SCONJ
ajtas-3212	199	8	it	it	PRON
ajtas-3212	199	9	is	be	AUX
ajtas-3212	199	10	possible	possible	ADJ
ajtas-3212	199	11	to	to	PART
ajtas-3212	199	12	integrate	integrate	VERB
ajtas-3212	199	13	ai	ai	VERB
ajtas-3212	199	14	modules	module	NOUN
ajtas-3212	199	15	into	into	ADP
ajtas-3212	199	16	distributed	distribute	VERB
ajtas-3212	199	17	and	and	CCONJ
ajtas-3212	199	18	multi	multi	ADJ
ajtas-3212	199	19	-	-	ADJ
ajtas-3212	199	20	sprint	sprint	ADJ
ajtas-3212	199	21	workplaces	workplace	NOUN
ajtas-3212	199	22	without	without	ADP
ajtas-3212	199	23	interrupting	interrupt	VERB
ajtas-3212	199	24	the	the	DET
ajtas-3212	199	25	current	current	ADJ
ajtas-3212	199	26	project	project	NOUN
ajtas-3212	199	27	processes	process	NOUN
ajtas-3212	199	28	.	.	PUNCT
ajtas-3212	200	1	such	such	ADJ
ajtas-3212	200	2	scalability	scalability	NOUN
ajtas-3212	200	3	is	be	AUX
ajtas-3212	200	4	due	due	ADJ
ajtas-3212	200	5	to	to	ADP
ajtas-3212	200	6	the	the	DET
ajtas-3212	200	7	modular	modular	ADJ
ajtas-3212	200	8	structure	structure	NOUN
ajtas-3212	200	9	,	,	PUNCT
ajtas-3212	200	10	with	with	ADP
ajtas-3212	200	11	each	each	DET
ajtas-3212	200	12	analytical	analytical	ADJ
ajtas-3212	200	13	unit	unit	NOUN
ajtas-3212	200	14	being	be	AUX
ajtas-3212	200	15	a	a	DET
ajtas-3212	200	16	velocity	velocity	NOUN
ajtas-3212	200	17	predictor	predictor	NOUN
ajtas-3212	200	18	,	,	PUNCT
ajtas-3212	200	19	qa	qa	PROPN
ajtas-3212	200	20	anomaly	anomaly	NOUN
ajtas-3212	200	21	detector	detector	NOUN
ajtas-3212	200	22	,	,	PUNCT
ajtas-3212	200	23	and	and	CCONJ
ajtas-3212	200	24	sentiment	sentiment	NOUN
ajtas-3212	200	25	analyzer	analyzer	NOUN
ajtas-3212	200	26	is	be	AUX
ajtas-3212	200	27	a	a	DET
ajtas-3212	200	28	semiindependent	semiindependent	ADJ
ajtas-3212	200	29	source	source	NOUN
ajtas-3212	200	30	of	of	ADP
ajtas-3212	200	31	input	input	NOUN
ajtas-3212	200	32	to	to	ADP
ajtas-3212	200	33	all	all	DET
ajtas-3212	200	34	the	the	DET
ajtas-3212	200	35	components	component	NOUN
ajtas-3212	200	36	which	which	PRON
ajtas-3212	200	37	run	run	VERB
ajtas-3212	200	38	a	a	DET
ajtas-3212	200	39	common	common	ADJ
ajtas-3212	200	40	feedback	feedback	NOUN
ajtas-3212	200	41	process	process	NOUN
ajtas-3212	200	42	.	.	PUNCT
ajtas-3212	201	1	this	this	DET
ajtas-3212	201	2	type	type	NOUN
ajtas-3212	201	3	of	of	ADP
ajtas-3212	201	4	approach	approach	NOUN
ajtas-3212	201	5	establishes	establish	VERB
ajtas-3212	201	6	that	that	SCONJ
ajtas-3212	201	7	the	the	DET
ajtas-3212	201	8	implementation	implementation	NOUN
ajtas-3212	201	9	of	of	ADP
ajtas-3212	201	10	ai	ai	NOUN
ajtas-3212	201	11	does	do	AUX
ajtas-3212	201	12	not	not	PART
ajtas-3212	201	13	always	always	ADV
ajtas-3212	201	14	involve	involve	VERB
ajtas-3212	201	15	a	a	DET
ajtas-3212	201	16	complete	complete	ADJ
ajtas-3212	201	17	change	change	NOUN
ajtas-3212	201	18	in	in	ADP
ajtas-3212	201	19	technology	technology	NOUN
ajtas-3212	201	20	,	,	PUNCT
ajtas-3212	201	21	but	but	CCONJ
ajtas-3212	201	22	can	can	AUX
ajtas-3212	201	23	be	be	AUX
ajtas-3212	201	24	used	use	VERB
ajtas-3212	201	25	alongside	alongside	ADP
ajtas-3212	201	26	pre	pre	ADJ
ajtas-3212	201	27	-	-	ADJ
ajtas-3212	201	28	existing	exist	VERB
ajtas-3212	201	29	hybrid	hybrid	ADJ
ajtas-3212	201	30	systems	system	NOUN
ajtas-3212	201	31	as	as	ADP
ajtas-3212	201	32	structural	structural	ADJ
ajtas-3212	201	33	change	change	NOUN
ajtas-3212	201	34	.	.	PUNCT
ajtas-3212	202	1	this	this	PRON
ajtas-3212	202	2	is	be	AUX
ajtas-3212	202	3	aligned	align	VERB
ajtas-3212	202	4	with	with	ADP
ajtas-3212	202	5	recent	recent	ADJ
ajtas-3212	202	6	findings	finding	NOUN
ajtas-3212	202	7	that	that	SCONJ
ajtas-3212	202	8	the	the	DET
ajtas-3212	202	9	modular	modular	ADJ
ajtas-3212	202	10	integration	integration	NOUN
ajtas-3212	202	11	of	of	ADP
ajtas-3212	202	12	ai	ai	ADJ
ajtas-3212	202	13	increases	increase	NOUN
ajtas-3212	202	14	organizational	organizational	ADJ
ajtas-3212	202	15	agility	agility	NOUN
ajtas-3212	202	16	without	without	ADP
ajtas-3212	202	17	disrupting	disrupt	VERB
ajtas-3212	202	18	the	the	DET
ajtas-3212	202	19	methodological	methodological	ADJ
ajtas-3212	202	20	coherence	coherence	NOUN
ajtas-3212	202	21	(	(	PUNCT
ajtas-3212	202	22	juarez	juarez	PROPN
ajtas-3212	202	23	et	et	PROPN
ajtas-3212	202	24	al	al	PROPN
ajtas-3212	202	25	.	.	PROPN
ajtas-3212	202	26	,	,	PUNCT
ajtas-3212	202	27	2025	2025	NUM
ajtas-3212	202	28	;	;	PUNCT
ajtas-3212	202	29	yu	yu	PROPN
ajtas-3212	202	30	et	et	PROPN
ajtas-3212	202	31	al	al	PROPN
ajtas-3212	202	32	.	.	PROPN
ajtas-3212	202	33	,	,	PUNCT
ajtas-3212	202	34	2025	2025	NUM
ajtas-3212	202	35	)	)	PUNCT
ajtas-3212	202	36	.	.	PUNCT
ajtas-3212	203	1	in	in	ADP
ajtas-3212	203	2	a	a	DET
ajtas-3212	203	3	practical	practical	ADJ
ajtas-3212	203	4	sense	sense	NOUN
ajtas-3212	203	5	,	,	PUNCT
ajtas-3212	203	6	the	the	DET
ajtas-3212	203	7	methodology	methodology	NOUN
ajtas-3212	203	8	equips	equip	VERB
ajtas-3212	203	9	the	the	DET
ajtas-3212	203	10	managers	manager	NOUN
ajtas-3212	203	11	with	with	ADP
ajtas-3212	203	12	quantifiable	quantifiable	ADJ
ajtas-3212	203	13	information	information	NOUN
ajtas-3212	203	14	that	that	PRON
ajtas-3212	203	15	substitutes	substitute	VERB
ajtas-3212	203	16	subjective	subjective	ADJ
ajtas-3212	203	17	performance	performance	NOUN
ajtas-3212	203	18	ratings	rating	NOUN
ajtas-3212	203	19	.	.	PUNCT
ajtas-3212	204	1	the	the	DET
ajtas-3212	204	2	fact	fact	NOUN
ajtas-3212	204	3	that	that	SCONJ
ajtas-3212	204	4	aepi	aepi	PROPN
ajtas-3212	204	5	is	be	AUX
ajtas-3212	204	6	an	an	DET
ajtas-3212	204	7	artificial	artificial	ADJ
ajtas-3212	204	8	index	index	NOUN
ajtas-3212	204	9	allows	allow	VERB
ajtas-3212	204	10	quantification	quantification	NOUN
ajtas-3212	204	11	of	of	ADP
ajtas-3212	204	12	multidimensional	multidimensional	ADJ
ajtas-3212	204	13	results	result	NOUN
ajtas-3212	204	14	,	,	PUNCT
ajtas-3212	204	15	which	which	PRON
ajtas-3212	204	16	helps	help	VERB
ajtas-3212	204	17	in	in	ADP
ajtas-3212	204	18	connecting	connect	VERB
ajtas-3212	204	19	the	the	DET
ajtas-3212	204	20	domain	domain	NOUN
ajtas-3212	204	21	of	of	ADP
ajtas-3212	204	22	operational	operational	ADJ
ajtas-3212	204	23	data	datum	NOUN
ajtas-3212	204	24	with	with	ADP
ajtas-3212	204	25	the	the	DET
ajtas-3212	204	26	strategic	strategic	ADJ
ajtas-3212	204	27	decision	decision	NOUN
ajtas-3212	204	28	making	making	NOUN
ajtas-3212	204	29	.	.	PUNCT
ajtas-3212	205	1	such	such	ADJ
ajtas-3212	205	2	quantification	quantification	NOUN
ajtas-3212	205	3	allows	allow	VERB
ajtas-3212	205	4	identifying	identify	VERB
ajtas-3212	205	5	the	the	DET
ajtas-3212	205	6	inefficiencies	inefficiency	NOUN
ajtas-3212	205	7	in	in	ADP
ajtas-3212	205	8	realtime	realtime	NOUN
ajtas-3212	205	9	and	and	CCONJ
ajtas-3212	205	10	enables	enable	VERB
ajtas-3212	205	11	dynamic	dynamic	ADJ
ajtas-3212	205	12	responsiveness	responsiveness	NOUN
ajtas-3212	205	13	of	of	ADP
ajtas-3212	205	14	resources	resource	NOUN
ajtas-3212	205	15	,	,	PUNCT
ajtas-3212	205	16	which	which	PRON
ajtas-3212	205	17	contributes	contribute	VERB
ajtas-3212	205	18	to	to	ADP
ajtas-3212	205	19	the	the	DET
ajtas-3212	205	20	optimization	optimization	NOUN
ajtas-3212	205	21	of	of	ADP
ajtas-3212	205	22	the	the	DET
ajtas-3212	205	23	costs	cost	NOUN
ajtas-3212	205	24	and	and	CCONJ
ajtas-3212	205	25	increased	increase	VERB
ajtas-3212	205	26	predictability	predictability	NOUN
ajtas-3212	205	27	of	of	ADP
ajtas-3212	205	28	the	the	DET
ajtas-3212	205	29	project	project	NOUN
ajtas-3212	205	30	results	result	VERB
ajtas-3212	205	31	.	.	PUNCT
ajtas-3212	206	1	in	in	ADP
ajtas-3212	206	2	a	a	DET
ajtas-3212	206	3	real	real	ADJ
ajtas-3212	206	4	world	world	NOUN
ajtas-3212	206	5	scenario	scenario	NOUN
ajtas-3212	206	6	,	,	PUNCT
ajtas-3212	206	7	hpm	hpm	NOUN
ajtas-3212	206	8	-	-	PUNCT
ajtas-3212	206	9	ai	ai	NOUN
ajtas-3212	206	10	transforms	transform	VERB
ajtas-3212	206	11	routine	routine	ADJ
ajtas-3212	206	12	monitoring	monitoring	NOUN
ajtas-3212	206	13	into	into	ADP
ajtas-3212	206	14	continuous	continuous	ADJ
ajtas-3212	206	15	performance	performance	NOUN
ajtas-3212	206	16	learning	learning	NOUN
ajtas-3212	206	17	and	and	CCONJ
ajtas-3212	206	18	removes	remove	VERB
ajtas-3212	206	19	the	the	DET
ajtas-3212	206	20	use	use	NOUN
ajtas-3212	206	21	of	of	ADP
ajtas-3212	206	22	manual	manual	ADJ
ajtas-3212	206	23	monitoring	monitoring	NOUN
ajtas-3212	206	24	and	and	CCONJ
ajtas-3212	206	25	reactive	reactive	ADJ
ajtas-3212	206	26	interventions	intervention	NOUN
ajtas-3212	206	27	.	.	PUNCT
ajtas-3212	207	1	however	however	ADV
ajtas-3212	207	2	,	,	PUNCT
ajtas-3212	207	3	there	there	PRON
ajtas-3212	207	4	are	be	VERB
ajtas-3212	207	5	a	a	DET
ajtas-3212	207	6	number	number	NOUN
ajtas-3212	207	7	of	of	ADP
ajtas-3212	207	8	limitations	limitation	NOUN
ajtas-3212	207	9	that	that	PRON
ajtas-3212	207	10	should	should	AUX
ajtas-3212	207	11	be	be	AUX
ajtas-3212	207	12	expected	expect	VERB
ajtas-3212	207	13	.	.	PUNCT
ajtas-3212	208	1	hpm	hpm	NOUN
ajtas-3212	208	2	-	-	PUNCT
ajtas-3212	208	3	ai	ai	VERB
ajtas-3212	208	4	empirical	empirical	ADJ
ajtas-3212	208	5	validation	validation	NOUN
ajtas-3212	208	6	was	be	AUX
ajtas-3212	208	7	performed	perform	VERB
ajtas-3212	208	8	in	in	ADP
ajtas-3212	208	9	a	a	DET
ajtas-3212	208	10	limited	limited	ADJ
ajtas-3212	208	11	scope	scope	NOUN
ajtas-3212	208	12	of	of	ADP
ajtas-3212	208	13	software	software	NOUN
ajtas-3212	208	14	development	development	NOUN
ajtas-3212	208	15	projects	project	NOUN
ajtas-3212	208	16	that	that	PRON
ajtas-3212	208	17	involved	involve	VERB
ajtas-3212	208	18	the	the	DET
ajtas-3212	208	19	use	use	NOUN
ajtas-3212	208	20	of	of	ADP
ajtas-3212	208	21	digital	digital	ADJ
ajtas-3212	208	22	communication	communication	NOUN
ajtas-3212	208	23	and	and	CCONJ
ajtas-3212	208	24	the	the	DET
ajtas-3212	208	25	quantified	quantified	ADJ
ajtas-3212	208	26	sprint	sprint	NOUN
ajtas-3212	208	27	cycles	cycle	NOUN
ajtas-3212	208	28	.	.	PUNCT
ajtas-3212	209	1	although	although	SCONJ
ajtas-3212	209	2	the	the	DET
ajtas-3212	209	3	results	result	NOUN
ajtas-3212	209	4	are	be	AUX
ajtas-3212	209	5	highly	highly	ADV
ajtas-3212	209	6	statistically	statistically	ADV
ajtas-3212	209	7	valid	valid	ADJ
ajtas-3212	209	8	,	,	PUNCT
ajtas-3212	209	9	they	they	PRON
ajtas-3212	209	10	might	might	AUX
ajtas-3212	209	11	not	not	PART
ajtas-3212	209	12	be	be	AUX
ajtas-3212	209	13	directly	directly	ADV
ajtas-3212	209	14	applicable	applicable	ADJ
ajtas-3212	209	15	to	to	ADP
ajtas-3212	209	16	smaller	small	ADJ
ajtas-3212	209	17	-	-	PUNCT
ajtas-3212	209	18	granularity	granularity	NOUN
ajtas-3212	209	19	of	of	ADP
ajtas-3212	209	20	data	datum	NOUN
ajtas-3212	209	21	in	in	ADP
ajtas-3212	209	22	terms	term	NOUN
ajtas-3212	209	23	of	of	ADP
ajtas-3212	209	24	project	project	NOUN
ajtas-3212	209	25	,	,	PUNCT
ajtas-3212	209	26	e.g.	e.g.	ADV
ajtas-3212	209	27	,	,	PUNCT
ajtas-3212	209	28	construction	construction	NOUN
ajtas-3212	209	29	or	or	CCONJ
ajtas-3212	209	30	a	a	DET
ajtas-3212	209	31	public	public	ADJ
ajtas-3212	209	32	-	-	PUNCT
ajtas-3212	209	33	sector	sector	NOUN
ajtas-3212	209	34	project	project	NOUN
ajtas-3212	209	35	.	.	PUNCT
ajtas-3212	210	1	moreover	moreover	ADV
ajtas-3212	210	2	,	,	PUNCT
ajtas-3212	210	3	using	use	VERB
ajtas-3212	210	4	historical	historical	ADJ
ajtas-3212	210	5	data	datum	NOUN
ajtas-3212	210	6	to	to	PART
ajtas-3212	210	7	train	train	VERB
ajtas-3212	210	8	ai	ai	NOUN
ajtas-3212	210	9	models	model	NOUN
ajtas-3212	210	10	creates	create	VERB
ajtas-3212	210	11	a	a	DET
ajtas-3212	210	12	time	time	NOUN
ajtas-3212	210	13	limit	limit	NOUN
ajtas-3212	210	14	in	in	ADP
ajtas-3212	210	15	the	the	DET
ajtas-3212	210	16	study	study	NOUN
ajtas-3212	210	17	because	because	SCONJ
ajtas-3212	210	18	data	datum	NOUN
ajtas-3212	210	19	drift	drift	NOUN
ajtas-3212	210	20	may	may	AUX
ajtas-3212	210	21	reduce	reduce	VERB
ajtas-3212	210	22	model	model	NOUN
ajtas-3212	210	23	accuracy	accuracy	NOUN
ajtas-3212	210	24	with	with	ADP
ajtas-3212	210	25	time	time	NOUN
ajtas-3212	210	26	unless	unless	SCONJ
ajtas-3212	210	27	retraining	retrain	VERB
ajtas-3212	210	28	is	be	AUX
ajtas-3212	210	29	conducted	conduct	VERB
ajtas-3212	210	30	on	on	ADP
ajtas-3212	210	31	a	a	DET
ajtas-3212	210	32	regular	regular	ADJ
ajtas-3212	210	33	basis	basis	NOUN
ajtas-3212	210	34	.	.	PUNCT
ajtas-3212	211	1	the	the	DET
ajtas-3212	211	2	limitations	limitation	NOUN
ajtas-3212	211	3	of	of	ADP
ajtas-3212	211	4	the	the	DET
ajtas-3212	211	5	methodology	methodology	NOUN
ajtas-3212	211	6	will	will	AUX
ajtas-3212	211	7	be	be	AUX
ajtas-3212	211	8	circumvented	circumvent	VERB
ajtas-3212	211	9	in	in	ADP
ajtas-3212	211	10	future	future	ADJ
ajtas-3212	211	11	studies	study	NOUN
ajtas-3212	211	12	that	that	PRON
ajtas-3212	211	13	will	will	AUX
ajtas-3212	211	14	implement	implement	VERB
ajtas-3212	211	15	the	the	DET
ajtas-3212	211	16	methodology	methodology	NOUN
ajtas-3212	211	17	to	to	ADP
ajtas-3212	211	18	other	other	ADJ
ajtas-3212	211	19	areas	area	NOUN
ajtas-3212	211	20	and	and	CCONJ
ajtas-3212	211	21	examine	examine	VERB
ajtas-3212	211	22	adaptive	adaptive	ADJ
ajtas-3212	211	23	retraining	retrain	VERB
ajtas-3212	211	24	processes	process	NOUN
ajtas-3212	211	25	in	in	ADP
ajtas-3212	211	26	non	non	ADJ
ajtas-3212	211	27	-	-	ADJ
ajtas-3212	211	28	digital	digital	ADJ
ajtas-3212	211	29	environments	environment	NOUN
ajtas-3212	211	30	(	(	PUNCT
ajtas-3212	211	31	eichenwald	eichenwald	PROPN
ajtas-3212	211	32	et	et	PROPN
ajtas-3212	211	33	al	al	PROPN
ajtas-3212	211	34	.	.	PROPN
ajtas-3212	211	35	,	,	PUNCT
ajtas-3212	211	36	2024	2024	NUM
ajtas-3212	211	37	;	;	PUNCT
ajtas-3212	211	38	li	li	PROPN
ajtas-3212	211	39	et	et	PROPN
ajtas-3212	211	40	al	al	PROPN
ajtas-3212	211	41	.	.	PROPN
ajtas-3212	211	42	,	,	PUNCT
ajtas-3212	211	43	2025	2025	NUM
ajtas-3212	211	44	)	)	PUNCT
ajtas-3212	211	45	.	.	PUNCT
ajtas-3212	212	1	lastly	lastly	ADV
ajtas-3212	212	2	,	,	PUNCT
ajtas-3212	212	3	the	the	DET
ajtas-3212	212	4	wider	wide	ADJ
ajtas-3212	212	5	scholarly	scholarly	ADJ
ajtas-3212	212	6	interest	interest	NOUN
ajtas-3212	212	7	of	of	ADP
ajtas-3212	212	8	the	the	DET
ajtas-3212	212	9	given	give	VERB
ajtas-3212	212	10	work	work	NOUN
ajtas-3212	212	11	is	be	AUX
ajtas-3212	212	12	that	that	SCONJ
ajtas-3212	212	13	it	it	PRON
ajtas-3212	212	14	adds	add	VERB
ajtas-3212	212	15	to	to	ADP
ajtas-3212	212	16	the	the	DET
ajtas-3212	212	17	current	current	ADJ
ajtas-3212	212	18	discussion	discussion	NOUN
ajtas-3212	212	19	of	of	ADP
ajtas-3212	212	20	the	the	DET
ajtas-3212	212	21	methodological	methodological	ADJ
ajtas-3212	212	22	development	development	NOUN
ajtas-3212	212	23	of	of	ADP
ajtas-3212	212	24	project	project	NOUN
ajtas-3212	212	25	governance	governance	NOUN
ajtas-3212	212	26	.	.	PUNCT
ajtas-3212	213	1	the	the	DET
ajtas-3212	213	2	study	study	NOUN
ajtas-3212	213	3	pushes	push	VERB
ajtas-3212	213	4	the	the	DET
ajtas-3212	213	5	limits	limit	NOUN
ajtas-3212	213	6	of	of	ADP
ajtas-3212	213	7	the	the	DET
ajtas-3212	213	8	traditional	traditional	ADJ
ajtas-3212	213	9	distinction	distinction	NOUN
ajtas-3212	213	10	between	between	ADP
ajtas-3212	213	11	the	the	DET
ajtas-3212	213	12	fields	field	NOUN
ajtas-3212	213	13	of	of	ADP
ajtas-3212	213	14	management	management	NOUN
ajtas-3212	213	15	science	science	NOUN
ajtas-3212	213	16	and	and	CCONJ
ajtas-3212	213	17	computational	computational	ADJ
ajtas-3212	213	18	intelligence	intelligence	NOUN
ajtas-3212	213	19	by	by	ADP
ajtas-3212	213	20	operationalizing	operationalize	VERB
ajtas-3212	213	21	ai	ai	INTJ
ajtas-3212	213	22	as	as	ADP
ajtas-3212	213	23	a	a	DET
ajtas-3212	213	24	concept	concept	NOUN
ajtas-3212	213	25	as	as	ADV
ajtas-3212	213	26	well	well	ADV
ajtas-3212	213	27	as	as	ADP
ajtas-3212	213	28	as	as	ADP
ajtas-3212	213	29	a	a	DET
ajtas-3212	213	30	methodology	methodology	NOUN
ajtas-3212	213	31	.	.	PUNCT
ajtas-3212	214	1	hpm	hpm	NOUN
ajtas-3212	214	2	-	-	PUNCT
ajtas-3212	214	3	ai	ai	PROPN
ajtas-3212	214	4	framework	framework	NOUN
ajtas-3212	214	5	proves	prove	VERB
ajtas-3212	214	6	that	that	SCONJ
ajtas-3212	214	7	project	project	NOUN
ajtas-3212	214	8	management	management	NOUN
ajtas-3212	214	9	may	may	AUX
ajtas-3212	214	10	be	be	AUX
ajtas-3212	214	11	restructured	restructure	VERB
ajtas-3212	214	12	as	as	ADP
ajtas-3212	214	13	data	data	NOUN
ajtas-3212	214	14	-	-	PUNCT
ajtas-3212	214	15	driven	drive	VERB
ajtas-3212	214	16	and	and	CCONJ
ajtas-3212	214	17	dynamic	dynamic	ADJ
ajtas-3212	214	18	science	science	NOUN
ajtas-3212	214	19	with	with	ADP
ajtas-3212	214	20	empirical	empirical	ADJ
ajtas-3212	214	21	feedback	feedback	NOUN
ajtas-3212	214	22	as	as	ADP
ajtas-3212	214	23	the	the	DET
ajtas-3212	214	24	driving	drive	VERB
ajtas-3212	214	25	force	force	NOUN
ajtas-3212	214	26	instead	instead	ADV
ajtas-3212	214	27	of	of	ADP
ajtas-3212	214	28	rule	rule	NOUN
ajtas-3212	214	29	sets	set	NOUN
ajtas-3212	214	30	.	.	PUNCT
ajtas-3212	215	1	the	the	DET
ajtas-3212	215	2	theoretical	theoretical	ADJ
ajtas-3212	215	3	sophisticated	sophisticated	ADJ
ajtas-3212	215	4	reorganization	reorganization	NOUN
ajtas-3212	215	5	of	of	ADP
ajtas-3212	215	6	the	the	DET
ajtas-3212	215	7	concept	concept	NOUN
ajtas-3212	215	8	is	be	AUX
ajtas-3212	215	9	not	not	PART
ajtas-3212	215	10	only	only	ADV
ajtas-3212	215	11	capable	capable	ADJ
ajtas-3212	215	12	of	of	ADP
ajtas-3212	215	13	developing	develop	VERB
ajtas-3212	215	14	theory	theory	NOUN
ajtas-3212	215	15	but	but	CCONJ
ajtas-3212	215	16	also	also	ADV
ajtas-3212	215	17	offers	offer	VERB
ajtas-3212	215	18	a	a	DET
ajtas-3212	215	19	repeatable	repeatable	ADJ
ajtas-3212	215	20	route	route	NOUN
ajtas-3212	215	21	to	to	ADP
ajtas-3212	215	22	practical	practical	ADJ
ajtas-3212	215	23	action	action	NOUN
ajtas-3212	215	24	,	,	PUNCT
ajtas-3212	215	25	thus	thus	ADV
ajtas-3212	215	26	allowing	allow	VERB
ajtas-3212	215	27	organizations	organization	NOUN
ajtas-3212	215	28	to	to	PART
ajtas-3212	215	29	set	set	VERB
ajtas-3212	215	30	up	up	ADP
ajtas-3212	215	31	reliable	reliable	ADJ
ajtas-3212	215	32	consistency	consistency	NOUN
ajtas-3212	215	33	between	between	ADP
ajtas-3212	215	34	the	the	DET
ajtas-3212	215	35	analytical	analytical	ADJ
ajtas-3212	215	36	capacity	capacity	NOUN
ajtas-3212	215	37	and	and	CCONJ
ajtas-3212	215	38	managerial	managerial	ADJ
ajtas-3212	215	39	will	will	NOUN
ajtas-3212	215	40	.	.	PUNCT
ajtas-3212	216	1	5	5	X
ajtas-3212	216	2	.	.	X
ajtas-3212	216	3	conclusion	conclusion	NOUN
ajtas-3212	216	4	in	in	ADP
ajtas-3212	216	5	this	this	DET
ajtas-3212	216	6	paper	paper	NOUN
ajtas-3212	216	7	,	,	PUNCT
ajtas-3212	216	8	the	the	DET
ajtas-3212	216	9	hybrid	hybrid	ADJ
ajtas-3212	216	10	ai	ai	ADJ
ajtas-3212	216	11	-	-	PUNCT
ajtas-3212	216	12	augmented	augment	VERB
ajtas-3212	216	13	project	project	NOUN
ajtas-3212	216	14	methodology	methodology	NOUN
ajtas-3212	216	15	(	(	PUNCT
ajtas-3212	216	16	hpm	hpm	NOUN
ajtas-3212	216	17	-	-	PUNCT
ajtas-3212	216	18	ai	ai	NOUN
ajtas-3212	216	19	)	)	PUNCT
ajtas-3212	216	20	was	be	AUX
ajtas-3212	216	21	created	create	VERB
ajtas-3212	216	22	and	and	CCONJ
ajtas-3212	216	23	tested	test	VERB
ajtas-3212	216	24	,	,	PUNCT
ajtas-3212	216	25	which	which	PRON
ajtas-3212	216	26	is	be	AUX
ajtas-3212	216	27	an	an	DET
ajtas-3212	216	28	extensive	extensive	ADJ
ajtas-3212	216	29	framework	framework	NOUN
ajtas-3212	216	30	that	that	PRON
ajtas-3212	216	31	aims	aim	VERB
ajtas-3212	216	32	at	at	ADP
ajtas-3212	216	33	introducing	introduce	VERB
ajtas-3212	216	34	artificial	artificial	ADJ
ajtas-3212	216	35	intelligence	intelligence	NOUN
ajtas-3212	216	36	into	into	ADP
ajtas-3212	216	37	hybrid	hybrid	ADJ
ajtas-3212	216	38	project	project	NOUN
ajtas-3212	216	39	management	management	NOUN
ajtas-3212	216	40	systems	system	NOUN
ajtas-3212	216	41	.	.	PUNCT
ajtas-3212	217	1	the	the	DET
ajtas-3212	217	2	study	study	NOUN
ajtas-3212	217	3	also	also	ADV
ajtas-3212	217	4	fulfilled	fulfil	VERB
ajtas-3212	217	5	a	a	DET
ajtas-3212	217	6	major	major	ADJ
ajtas-3212	217	7	gap	gap	NOUN
ajtas-3212	217	8	in	in	ADP
ajtas-3212	217	9	the	the	DET
ajtas-3212	217	10	research	research	NOUN
ajtas-3212	217	11	methodology	methodology	NOUN
ajtas-3212	217	12	by	by	ADP
ajtas-3212	217	13	integrating	integrate	VERB
ajtas-3212	217	14	american	american	ADJ
ajtas-3212	217	15	journal	journal	PROPN
ajtas-3212	217	16	of	of	ADP
ajtas-3212	217	17	technology	technology	NOUN
ajtas-3212	217	18	and	and	CCONJ
ajtas-3212	217	19	applied	apply	VERB
ajtas-3212	217	20	sciences	science	NOUN
ajtas-3212	217	21	43	43	NUM
ajtas-3212	217	22	,	,	PUNCT
ajtas-3212	217	23	december	december	PROPN
ajtas-3212	217	24	2025	2025	NUM
ajtas-3212	217	25	p	p	NOUN
ajtas-3212	217	26	a	a	DET
ajtas-3212	217	27	g	g	NOUN
ajtas-3212	217	28	e	e	NOUN
ajtas-3212	217	29	|	|	ADV
ajtas-3212	217	30	29	29	NUM
ajtas-3212	217	31	www.americanjournal.org	www.americanjournal.org	PROPN
ajtas-3212	217	32	predictive	predictive	ADJ
ajtas-3212	217	33	analytics	analytic	NOUN
ajtas-3212	217	34	,	,	PUNCT
ajtas-3212	217	35	anomaly	anomaly	NOUN
ajtas-3212	217	36	detection	detection	NOUN
ajtas-3212	217	37	,	,	PUNCT
ajtas-3212	217	38	and	and	CCONJ
ajtas-3212	217	39	natural	natural	ADJ
ajtas-3212	217	40	language	language	NOUN
ajtas-3212	217	41	processing	processing	NOUN
ajtas-3212	217	42	into	into	ADP
ajtas-3212	217	43	the	the	DET
ajtas-3212	217	44	very	very	ADJ
ajtas-3212	217	45	fabric	fabric	NOUN
ajtas-3212	217	46	of	of	ADP
ajtas-3212	217	47	project	project	NOUN
ajtas-3212	217	48	governance	governance	NOUN
ajtas-3212	217	49	.	.	PUNCT
ajtas-3212	218	1	as	as	SCONJ
ajtas-3212	218	2	opposed	oppose	VERB
ajtas-3212	218	3	to	to	ADP
ajtas-3212	218	4	traditional	traditional	ADJ
ajtas-3212	218	5	models	model	NOUN
ajtas-3212	218	6	in	in	ADP
ajtas-3212	218	7	which	which	PRON
ajtas-3212	218	8	ai	ai	VERB
ajtas-3212	218	9	is	be	AUX
ajtas-3212	218	10	viewed	view	VERB
ajtas-3212	218	11	as	as	ADP
ajtas-3212	218	12	a	a	DET
ajtas-3212	218	13	supportive	supportive	ADJ
ajtas-3212	218	14	analysis	analysis	NOUN
ajtas-3212	218	15	tool	tool	NOUN
ajtas-3212	218	16	,	,	PUNCT
ajtas-3212	218	17	hpm	hpm	NOUN
ajtas-3212	218	18	-	-	PUNCT
ajtas-3212	218	19	ai	ai	NOUN
ajtas-3212	218	20	considers	consider	VERB
ajtas-3212	218	21	ai	ai	VERB
ajtas-3212	218	22	as	as	ADP
ajtas-3212	218	23	a	a	DET
ajtas-3212	218	24	self	self	NOUN
ajtas-3212	218	25	-	-	PUNCT
ajtas-3212	218	26	corrective	corrective	ADJ
ajtas-3212	218	27	and	and	CCONJ
ajtas-3212	218	28	constantly	constantly	ADV
ajtas-3212	218	29	learning	learn	VERB
ajtas-3212	218	30	mechanism	mechanism	NOUN
ajtas-3212	218	31	.	.	PUNCT
ajtas-3212	219	1	the	the	DET
ajtas-3212	219	2	empirical	empirical	ADJ
ajtas-3212	219	3	analysis	analysis	NOUN
ajtas-3212	219	4	established	establish	VERB
ajtas-3212	219	5	significant	significant	ADJ
ajtas-3212	219	6	positive	positive	ADJ
ajtas-3212	219	7	changes	change	NOUN
ajtas-3212	219	8	in	in	ADP
ajtas-3212	219	9	all	all	DET
ajtas-3212	219	10	performance	performance	NOUN
ajtas-3212	219	11	measures	measure	NOUN
ajtas-3212	219	12	.	.	PUNCT
ajtas-3212	220	1	there	there	PRON
ajtas-3212	220	2	was	be	VERB
ajtas-3212	220	3	a	a	DET
ajtas-3212	220	4	34	34	NUM
ajtas-3212	220	5	%	%	NOUN
ajtas-3212	220	6	and	and	CCONJ
ajtas-3212	220	7	31	31	NUM
ajtas-3212	220	8	%	%	NOUN
ajtas-3212	220	9	improvement	improvement	NOUN
ajtas-3212	220	10	in	in	ADP
ajtas-3212	220	11	the	the	DET
ajtas-3212	220	12	ai	ai	ADJ
ajtas-3212	220	13	-	-	PUNCT
ajtas-3212	220	14	enhanced	enhance	VERB
ajtas-3212	220	15	performance	performance	NOUN
ajtas-3212	220	16	index	index	NOUN
ajtas-3212	220	17	(	(	PUNCT
ajtas-3212	220	18	aepi	aepi	NOUN
ajtas-3212	220	19	)	)	PUNCT
ajtas-3212	220	20	and	and	CCONJ
ajtas-3212	220	21	normalized	normalize	VERB
ajtas-3212	220	22	velocity	velocity	NOUN
ajtas-3212	220	23	and	and	CCONJ
ajtas-3212	220	24	quality	quality	NOUN
ajtas-3212	220	25	,	,	PUNCT
ajtas-3212	220	26	respectively	respectively	ADV
ajtas-3212	220	27	.	.	PUNCT
ajtas-3212	221	1	the	the	DET
ajtas-3212	221	2	velocity	velocity	NOUN
ajtas-3212	221	3	model	model	NOUN
ajtas-3212	221	4	that	that	PRON
ajtas-3212	221	5	was	be	AUX
ajtas-3212	221	6	developed	develop	VERB
ajtas-3212	221	7	as	as	ADP
ajtas-3212	221	8	a	a	DET
ajtas-3212	221	9	regression	regression	NOUN
ajtas-3212	221	10	model	model	NOUN
ajtas-3212	221	11	resulted	result	VERB
ajtas-3212	221	12	in	in	ADP
ajtas-3212	221	13	adjuster	adjuster	NOUN
ajtas-3212	221	14	r2	r2	NOUN
ajtas-3212	221	15	of	of	ADP
ajtas-3212	221	16	0.91	0.91	NUM
ajtas-3212	221	17	,	,	PUNCT
ajtas-3212	221	18	which	which	PRON
ajtas-3212	221	19	confirms	confirm	VERB
ajtas-3212	221	20	that	that	SCONJ
ajtas-3212	221	21	the	the	DET
ajtas-3212	221	22	proposed	propose	VERB
ajtas-3212	221	23	system	system	NOUN
ajtas-3212	221	24	is	be	AUX
ajtas-3212	221	25	highly	highly	ADV
ajtas-3212	221	26	predictive	predictive	ADJ
ajtas-3212	221	27	.	.	PUNCT
ajtas-3212	222	1	these	these	DET
ajtas-3212	222	2	results	result	NOUN
ajtas-3212	222	3	show	show	VERB
ajtas-3212	222	4	that	that	SCONJ
ajtas-3212	222	5	ai	ai	VERB
ajtas-3212	222	6	elements	element	NOUN
ajtas-3212	222	7	,	,	PUNCT
ajtas-3212	222	8	including	include	VERB
ajtas-3212	222	9	predictive	predictive	ADJ
ajtas-3212	222	10	modeling	modeling	NOUN
ajtas-3212	222	11	and	and	CCONJ
ajtas-3212	222	12	communication	communication	NOUN
ajtas-3212	222	13	analytics	analytic	NOUN
ajtas-3212	222	14	,	,	PUNCT
ajtas-3212	222	15	lead	lead	VERB
ajtas-3212	222	16	to	to	ADP
ajtas-3212	222	17	quantifiable	quantifiable	ADJ
ajtas-3212	222	18	,	,	PUNCT
ajtas-3212	222	19	statistically	statistically	ADV
ajtas-3212	222	20	proven	prove	VERB
ajtas-3212	222	21	efficiency	efficiency	NOUN
ajtas-3212	222	22	,	,	PUNCT
ajtas-3212	222	23	reliability	reliability	NOUN
ajtas-3212	222	24	and	and	CCONJ
ajtas-3212	222	25	stakeholder	stakeholder	NOUN
ajtas-3212	222	26	satisfaction	satisfaction	NOUN
ajtas-3212	222	27	improvements	improvement	NOUN
ajtas-3212	222	28	.	.	PUNCT
ajtas-3212	223	1	in	in	ADP
ajtas-3212	223	2	theory	theory	NOUN
ajtas-3212	223	3	,	,	PUNCT
ajtas-3212	223	4	the	the	DET
ajtas-3212	223	5	study	study	NOUN
ajtas-3212	223	6	is	be	AUX
ajtas-3212	223	7	relevant	relevant	ADJ
ajtas-3212	223	8	to	to	ADP
ajtas-3212	223	9	the	the	DET
ajtas-3212	223	10	development	development	NOUN
ajtas-3212	223	11	of	of	ADP
ajtas-3212	223	12	hybrid	hybrid	ADJ
ajtas-3212	223	13	project	project	NOUN
ajtas-3212	223	14	management	management	NOUN
ajtas-3212	223	15	because	because	SCONJ
ajtas-3212	223	16	it	it	PRON
ajtas-3212	223	17	sets	set	VERB
ajtas-3212	223	18	up	up	ADP
ajtas-3212	223	19	a	a	DET
ajtas-3212	223	20	prescriptive	prescriptive	ADJ
ajtas-3212	223	21	model	model	NOUN
ajtas-3212	223	22	based	base	VERB
ajtas-3212	223	23	on	on	ADP
ajtas-3212	223	24	data	data	NOUN
ajtas-3212	223	25	-	-	PUNCT
ajtas-3212	223	26	driven	drive	VERB
ajtas-3212	223	27	feedback	feedback	NOUN
ajtas-3212	223	28	loops	loop	NOUN
ajtas-3212	223	29	.	.	PUNCT
ajtas-3212	224	1	the	the	DET
ajtas-3212	224	2	methodology	methodology	NOUN
ajtas-3212	224	3	makes	make	VERB
ajtas-3212	224	4	the	the	DET
ajtas-3212	224	5	execution	execution	NOUN
ajtas-3212	224	6	of	of	ADP
ajtas-3212	224	7	the	the	DET
ajtas-3212	224	8	project	project	NOUN
ajtas-3212	224	9	more	more	ADJ
ajtas-3212	224	10	of	of	ADP
ajtas-3212	224	11	a	a	DET
ajtas-3212	224	12	descriptive	descriptive	ADJ
ajtas-3212	224	13	process	process	NOUN
ajtas-3212	224	14	to	to	PART
ajtas-3212	224	15	become	become	VERB
ajtas-3212	224	16	a	a	DET
ajtas-3212	224	17	self	self	NOUN
ajtas-3212	224	18	-	-	PUNCT
ajtas-3212	224	19	optimizing	optimize	VERB
ajtas-3212	224	20	,	,	PUNCT
ajtas-3212	224	21	adaptive	adaptive	ADJ
ajtas-3212	224	22	framework	framework	NOUN
ajtas-3212	224	23	with	with	ADP
ajtas-3212	224	24	the	the	DET
ajtas-3212	224	25	capability	capability	NOUN
ajtas-3212	224	26	of	of	ADP
ajtas-3212	224	27	autonomous	autonomous	ADJ
ajtas-3212	224	28	adjustment	adjustment	NOUN
ajtas-3212	224	29	.	.	PUNCT
ajtas-3212	225	1	in	in	ADP
ajtas-3212	225	2	practice	practice	NOUN
ajtas-3212	225	3	,	,	PUNCT
ajtas-3212	225	4	it	it	PRON
ajtas-3212	225	5	offers	offer	VERB
ajtas-3212	225	6	managers	manager	NOUN
ajtas-3212	225	7	the	the	DET
ajtas-3212	225	8	opportunity	opportunity	NOUN
ajtas-3212	225	9	to	to	PART
ajtas-3212	225	10	understand	understand	VERB
ajtas-3212	225	11	in	in	ADP
ajtas-3212	225	12	quantifiable	quantifiable	ADJ
ajtas-3212	225	13	terms	term	NOUN
ajtas-3212	225	14	what	what	PRON
ajtas-3212	225	15	was	be	AUX
ajtas-3212	225	16	previously	previously	ADV
ajtas-3212	225	17	based	base	VERB
ajtas-3212	225	18	on	on	ADP
ajtas-3212	225	19	subjective	subjective	ADJ
ajtas-3212	225	20	assessment	assessment	NOUN
ajtas-3212	225	21	,	,	PUNCT
ajtas-3212	225	22	allowing	allow	VERB
ajtas-3212	225	23	them	they	PRON
ajtas-3212	225	24	to	to	PART
ajtas-3212	225	25	make	make	VERB
ajtas-3212	225	26	decisions	decision	NOUN
ajtas-3212	225	27	on	on	ADP
ajtas-3212	225	28	a	a	DET
ajtas-3212	225	29	real	real	ADJ
ajtas-3212	225	30	-	-	PUNCT
ajtas-3212	225	31	time	time	NOUN
ajtas-3212	225	32	basis	basis	NOUN
ajtas-3212	225	33	and	and	CCONJ
ajtas-3212	225	34	project	project	NOUN
ajtas-3212	225	35	dynamics	dynamic	NOUN
ajtas-3212	225	36	to	to	PART
ajtas-3212	225	37	be	be	AUX
ajtas-3212	225	38	controlled	control	VERB
ajtas-3212	225	39	in	in	ADP
ajtas-3212	225	40	a	a	DET
ajtas-3212	225	41	predictive	predictive	ADJ
ajtas-3212	225	42	manner	manner	NOUN
ajtas-3212	225	43	.	.	PUNCT
ajtas-3212	226	1	the	the	DET
ajtas-3212	226	2	future	future	ADJ
ajtas-3212	226	3	study	study	NOUN
ajtas-3212	226	4	ought	ought	AUX
ajtas-3212	226	5	to	to	PART
ajtas-3212	226	6	aim	aim	VERB
ajtas-3212	226	7	at	at	ADP
ajtas-3212	226	8	further	further	ADJ
ajtas-3212	226	9	use	use	NOUN
ajtas-3212	226	10	of	of	ADP
ajtas-3212	226	11	hpm	hpm	NOUN
ajtas-3212	226	12	-	-	PUNCT
ajtas-3212	226	13	ai	ai	NOUN
ajtas-3212	226	14	in	in	ADP
ajtas-3212	226	15	the	the	DET
ajtas-3212	226	16	areas	area	NOUN
ajtas-3212	226	17	that	that	PRON
ajtas-3212	226	18	could	could	AUX
ajtas-3212	226	19	have	have	VERB
ajtas-3212	226	20	different	different	ADJ
ajtas-3212	226	21	data	datum	NOUN
ajtas-3212	226	22	granularity	granularity	NOUN
ajtas-3212	226	23	,	,	PUNCT
ajtas-3212	226	24	including	include	VERB
ajtas-3212	226	25	construction	construction	NOUN
ajtas-3212	226	26	,	,	PUNCT
ajtas-3212	226	27	healthcare	healthcare	NOUN
ajtas-3212	226	28	,	,	PUNCT
ajtas-3212	226	29	or	or	CCONJ
ajtas-3212	226	30	manufacturing	manufacturing	NOUN
ajtas-3212	226	31	.	.	PUNCT
ajtas-3212	227	1	moreover	moreover	ADV
ajtas-3212	227	2	,	,	PUNCT
ajtas-3212	227	3	the	the	DET
ajtas-3212	227	4	research	research	NOUN
ajtas-3212	227	5	on	on	ADP
ajtas-3212	227	6	adaptive	adaptive	ADJ
ajtas-3212	227	7	retraining	retraining	NOUN
ajtas-3212	227	8	and	and	CCONJ
ajtas-3212	227	9	interpretability	interpretability	NOUN
ajtas-3212	227	10	of	of	ADP
ajtas-3212	227	11	the	the	DET
ajtas-3212	227	12	model	model	NOUN
ajtas-3212	227	13	needs	need	VERB
ajtas-3212	227	14	additional	additional	ADJ
ajtas-3212	227	15	study	study	NOUN
ajtas-3212	227	16	to	to	PART
ajtas-3212	227	17	enhance	enhance	VERB
ajtas-3212	227	18	the	the	DET
ajtas-3212	227	19	robustness	robustness	NOUN
ajtas-3212	227	20	of	of	ADP
ajtas-3212	227	21	the	the	DET
ajtas-3212	227	22	framework	framework	NOUN
ajtas-3212	227	23	in	in	ADP
ajtas-3212	227	24	the	the	DET
ajtas-3212	227	25	implementation	implementation	NOUN
ajtas-3212	227	26	over	over	ADP
ajtas-3212	227	27	the	the	DET
ajtas-3212	227	28	long	long	ADJ
ajtas-3212	227	29	term	term	NOUN
ajtas-3212	227	30	.	.	PUNCT
ajtas-3212	228	1	finally	finally	ADV
ajtas-3212	228	2	,	,	PUNCT
ajtas-3212	228	3	this	this	DET
ajtas-3212	228	4	paper	paper	NOUN
ajtas-3212	228	5	shows	show	VERB
ajtas-3212	228	6	that	that	SCONJ
ajtas-3212	228	7	ai	ai	VERB
ajtas-3212	228	8	is	be	AUX
ajtas-3212	228	9	not	not	PART
ajtas-3212	228	10	only	only	ADV
ajtas-3212	228	11	an	an	DET
ajtas-3212	228	12	addition	addition	NOUN
ajtas-3212	228	13	to	to	ADP
ajtas-3212	228	14	project	project	NOUN
ajtas-3212	228	15	management	management	NOUN
ajtas-3212	228	16	,	,	PUNCT
ajtas-3212	228	17	but	but	CCONJ
ajtas-3212	228	18	it	it	PRON
ajtas-3212	228	19	is	be	AUX
ajtas-3212	228	20	a	a	DET
ajtas-3212	228	21	structural	structural	ADJ
ajtas-3212	228	22	change	change	NOUN
ajtas-3212	228	23	that	that	PRON
ajtas-3212	228	24	redefines	redefine	VERB
ajtas-3212	228	25	the	the	DET
ajtas-3212	228	26	conceptualization	conceptualization	NOUN
ajtas-3212	228	27	of	of	ADP
ajtas-3212	228	28	performance	performance	NOUN
ajtas-3212	228	29	,	,	PUNCT
ajtas-3212	228	30	collaboration	collaboration	NOUN
ajtas-3212	228	31	,	,	PUNCT
ajtas-3212	228	32	and	and	CCONJ
ajtas-3212	228	33	governance	governance	NOUN
ajtas-3212	228	34	within	within	ADP
ajtas-3212	228	35	the	the	DET
ajtas-3212	228	36	contemporary	contemporary	ADJ
ajtas-3212	228	37	organizational	organizational	ADJ
ajtas-3212	228	38	system	system	NOUN
ajtas-3212	228	39	.	.	PUNCT
ajtas-3212	229	1	references	reference	NOUN
ajtas-3212	229	2	1	1	NUM
ajtas-3212	229	3	.	.	PUNCT
ajtas-3212	229	4	alshammeri	alshammeri	PROPN
ajtas-3212	229	5	m.	m.	PROPN
ajtas-3212	229	6	,	,	PUNCT
ajtas-3212	229	7	humayun	humayun	PROPN
ajtas-3212	229	8	m.	m.	PROPN
ajtas-3212	229	9	,	,	PUNCT
ajtas-3212	229	10	haseeb	haseeb	PROPN
ajtas-3212	229	11	k.	k.	PROPN
ajtas-3212	229	12	,	,	PUNCT
ajtas-3212	229	13	alwakid	alwakid	PROPN
ajtas-3212	229	14	g.	g.	PROPN
ajtas-3212	229	15	,	,	PUNCT
ajtas-3212	229	16	(	(	PUNCT
ajtas-3212	229	17	2025	2025	NUM
ajtas-3212	229	18	)	)	PUNCT
ajtas-3212	229	19	.	.	PUNCT
ajtas-3212	230	1	ai	ai	AUX
ajtas-3212	230	2	-	-	PUNCT
ajtas-3212	230	3	driven	drive	VERB
ajtas-3212	230	4	sentiment	sentiment	NOUN
ajtas-3212	230	5	-	-	PUNCT
ajtas-3212	230	6	enhanced	enhance	VERB
ajtas-3212	230	7	secure	secure	ADJ
ajtas-3212	230	8	iot	iot	ADJ
ajtas-3212	230	9	communication	communication	NOUN
ajtas-3212	230	10	model	model	NOUN
ajtas-3212	230	11	using	use	VERB
ajtas-3212	230	12	resilience	resilience	NOUN
ajtas-3212	230	13	behavior	behavior	NOUN
ajtas-3212	230	14	analysis	analysis	NOUN
ajtas-3212	230	15	.	.	PUNCT
ajtas-3212	231	1	computers	computer	NOUN
ajtas-3212	231	2	,	,	PUNCT
ajtas-3212	231	3	materials	material	NOUN
ajtas-3212	231	4	and	and	CCONJ
ajtas-3212	231	5	continua	continuum	NOUN
ajtas-3212	231	6	,	,	PUNCT
ajtas-3212	231	7	84(1	84(1	NUM
ajtas-3212	231	8	)	)	PUNCT
ajtas-3212	231	9	,	,	PUNCT
ajtas-3212	231	10	433	433	NUM
ajtas-3212	231	11	-	-	SYM
ajtas-3212	231	12	446	446	NUM
ajtas-3212	231	13	.	.	PUNCT
ajtas-3212	232	1	https://doi.org/10.32604/cmc.2025.065660	https://doi.org/10.32604/cmc.2025.065660	NOUN
ajtas-3212	232	2	.	.	PUNCT
ajtas-3212	233	1	2	2	X
ajtas-3212	233	2	.	.	X
ajtas-3212	233	3	alsubaie	alsubaie	NOUN
ajtas-3212	233	4	m.	m.	PROPN
ajtas-3212	233	5	,	,	PUNCT
ajtas-3212	233	6	sarbazhosseini	sarbazhosseini	PROPN
ajtas-3212	233	7	h.	h.	PROPN
ajtas-3212	233	8	,	,	PUNCT
ajtas-3212	233	9	(	(	PUNCT
ajtas-3212	233	10	2025	2025	NUM
ajtas-3212	233	11	)	)	PUNCT
ajtas-3212	233	12	.	.	PUNCT
ajtas-3212	234	1	people	people	NOUN
ajtas-3212	234	2	capabilities	capabilitie	VERB
ajtas-3212	234	3	for	for	ADP
ajtas-3212	234	4	successful	successful	ADJ
ajtas-3212	234	5	hybrid	hybrid	ADJ
ajtas-3212	234	6	agile	agile	ADJ
ajtas-3212	234	7	project	project	NOUN
ajtas-3212	234	8	management	management	NOUN
ajtas-3212	234	9	.	.	PUNCT
ajtas-3212	235	1	procedia	procedia	PROPN
ajtas-3212	235	2	computer	computer	NOUN
ajtas-3212	235	3	science	science	NOUN
ajtas-3212	235	4	,	,	PUNCT
ajtas-3212	235	5	256	256	NUM
ajtas-3212	235	6	,	,	PUNCT
ajtas-3212	235	7	1896	1896	NUM
ajtas-3212	235	8	-	-	SYM
ajtas-3212	235	9	1904	1904	NUM
ajtas-3212	235	10	.	.	PUNCT
ajtas-3212	236	1	https://doi.org/10.1016/j.procs.2025.02.331	https://doi.org/10.1016/j.procs.2025.02.331	NUM
ajtas-3212	236	2	.	.	PUNCT
ajtas-3212	237	1	3	3	X
ajtas-3212	237	2	.	.	X
ajtas-3212	237	3	basingab	basingab	PROPN
ajtas-3212	237	4	salem	salem	PROPN
ajtas-3212	237	5	mohammed	mohammed	PROPN
ajtas-3212	237	6	,	,	PUNCT
ajtas-3212	237	7	(	(	PUNCT
ajtas-3212	237	8	2025	2025	NUM
ajtas-3212	237	9	)	)	PUNCT
ajtas-3212	237	10	.	.	PUNCT
ajtas-3212	238	1	ai	ai	VERB
ajtas-3212	238	2	-	-	PUNCT
ajtas-3212	238	3	based	base	VERB
ajtas-3212	238	4	data	data	NOUN
ajtas-3212	238	5	-	-	PUNCT
ajtas-3212	238	6	driven	drive	VERB
ajtas-3212	238	7	framework	framework	NOUN
ajtas-3212	238	8	optimizing	optimize	VERB
ajtas-3212	238	9	smart	smart	ADJ
ajtas-3212	238	10	manufacturing	manufacturing	NOUN
ajtas-3212	238	11	in	in	ADP
ajtas-3212	238	12	industrial	industrial	ADJ
ajtas-3212	238	13	systems	system	NOUN
ajtas-3212	238	14	.	.	PUNCT
ajtas-3212	239	1	journal	journal	PROPN
ajtas-3212	239	2	of	of	ADP
ajtas-3212	239	3	industrial	industrial	ADJ
ajtas-3212	239	4	information	information	NOUN
ajtas-3212	239	5	integration	integration	NOUN
ajtas-3212	239	6	,	,	PUNCT
ajtas-3212	239	7	100996	100996	NUM
ajtas-3212	239	8	.	.	PUNCT
ajtas-3212	240	1	https://doi.org/10.1016/j.jii.2025.100996	https://doi.org/10.1016/j.jii.2025.100996	X
ajtas-3212	240	2	.	.	PUNCT
ajtas-3212	241	1	4	4	X
ajtas-3212	241	2	.	.	X
ajtas-3212	241	3	bezerra	bezerra	PROPN
ajtas-3212	241	4	w.	w.	PROPN
ajtas-3212	241	5	,	,	PUNCT
ajtas-3212	241	6	souza	souza	PROPN
ajtas-3212	241	7	c.	c.	PROPN
ajtas-3212	241	8	,	,	PUNCT
ajtas-3212	241	9	westphall	westphall	PROPN
ajtas-3212	241	10	c.	c.	PROPN
ajtas-3212	241	11	,	,	PUNCT
ajtas-3212	241	12	westphall	westphall	PROPN
ajtas-3212	241	13	c.	c.	PROPN
ajtas-3212	241	14	,	,	PUNCT
ajtas-3212	241	15	(	(	PUNCT
ajtas-3212	241	16	2025	2025	NUM
ajtas-3212	241	17	)	)	PUNCT
ajtas-3212	241	18	.	.	PUNCT
ajtas-3212	242	1	hyvaw	hyvaw	NOUN
ajtas-3212	242	2	:	:	PUNCT
ajtas-3212	242	3	a	a	DET
ajtas-3212	242	4	hybrid	hybrid	ADJ
ajtas-3212	242	5	vulnerability	vulnerability	NOUN
ajtas-3212	242	6	analysis	analysis	NOUN
ajtas-3212	242	7	workflow	workflow	NOUN
ajtas-3212	242	8	threat	threat	NOUN
ajtas-3212	242	9	model	model	NOUN
ajtas-3212	242	10	methodology	methodology	NOUN
ajtas-3212	242	11	for	for	ADP
ajtas-3212	242	12	complex	complex	ADJ
ajtas-3212	242	13	systems	system	NOUN
ajtas-3212	242	14	based	base	VERB
ajtas-3212	242	15	on	on	ADP
ajtas-3212	242	16	distributed	distribute	VERB
ajtas-3212	242	17	components	component	NOUN
ajtas-3212	242	18	.	.	PUNCT
ajtas-3212	243	1	journal	journal	NOUN
ajtas-3212	243	2	of	of	ADP
ajtas-3212	243	3	open	open	ADJ
ajtas-3212	243	4	innovation	innovation	NOUN
ajtas-3212	243	5	:	:	PUNCT
ajtas-3212	243	6	technology	technology	NOUN
ajtas-3212	243	7	,	,	PUNCT
ajtas-3212	243	8	market	market	NOUN
ajtas-3212	243	9	,	,	PUNCT
ajtas-3212	243	10	and	and	CCONJ
ajtas-3212	243	11	complexity	complexity	NOUN
ajtas-3212	243	12	,	,	PUNCT
ajtas-3212	243	13	11(4	11(4	NUM
ajtas-3212	243	14	)	)	PUNCT
ajtas-3212	243	15	,	,	PUNCT
ajtas-3212	243	16	100654	100654	NUM
ajtas-3212	243	17	.	.	PUNCT
ajtas-3212	244	1	https://doi.org/10.1016/j.joitmc.2025.100654	https://doi.org/10.1016/j.joitmc.2025.100654	PROPN
ajtas-3212	244	2	.	.	PUNCT
ajtas-3212	245	1	5	5	X
ajtas-3212	245	2	.	.	X
ajtas-3212	245	3	boubiche	boubiche	PROPN
ajtas-3212	245	4	s.	s.	PROPN
ajtas-3212	245	5	,	,	PUNCT
ajtas-3212	245	6	boubiche	boubiche	PROPN
ajtas-3212	245	7	d.	d.	PROPN
ajtas-3212	245	8	,	,	PUNCT
ajtas-3212	245	9	toral	toral	PROPN
ajtas-3212	245	10	-	-	PUNCT
ajtas-3212	245	11	cruz	cruz	PROPN
ajtas-3212	245	12	h.	h.	PROPN
ajtas-3212	245	13	,	,	PUNCT
ajtas-3212	245	14	(	(	PUNCT
ajtas-3212	245	15	2025	2025	NUM
ajtas-3212	245	16	)	)	PUNCT
ajtas-3212	245	17	.	.	PUNCT
ajtas-3212	246	1	asocida	asocida	ADJ
ajtas-3212	246	2	:	:	PUNCT
ajtas-3212	246	3	adaptive	adaptive	ADJ
ajtas-3212	246	4	self	self	NOUN
ajtas-3212	246	5	-	-	PUNCT
ajtas-3212	246	6	optimizing	optimize	VERB
ajtas-3212	246	7	approach	approach	NOUN
ajtas-3212	246	8	for	for	ADP
ajtas-3212	246	9	anomaly	anomaly	NOUN
ajtas-3212	246	10	detection	detection	NOUN
ajtas-3212	246	11	and	and	CCONJ
ajtas-3212	246	12	collaborative	collaborative	ADJ
ajtas-3212	246	13	isolation	isolation	NOUN
ajtas-3212	246	14	in	in	ADP
ajtas-3212	246	15	wireless	wireless	ADJ
ajtas-3212	246	16	sensor	sensor	NOUN
ajtas-3212	246	17	networks	network	NOUN
ajtas-3212	246	18	.	.	PUNCT
ajtas-3212	247	1	ad	ad	NOUN
ajtas-3212	247	2	hoc	hoc	X
ajtas-3212	247	3	networks	network	NOUN
ajtas-3212	247	4	,	,	PUNCT
ajtas-3212	247	5	178	178	NUM
ajtas-3212	247	6	,	,	PUNCT
ajtas-3212	247	7	103959	103959	NUM
ajtas-3212	247	8	.	.	PUNCT
ajtas-3212	248	1	https://doi.org/10.1016/j.adhoc.2025.103959	https://doi.org/10.1016/j.adhoc.2025.103959	NOUN
ajtas-3212	248	2	.	.	PUNCT
ajtas-3212	249	1	6	6	X
ajtas-3212	249	2	.	.	X
ajtas-3212	249	3	chen	chen	PROPN
ajtas-3212	249	4	a.	a.	PROPN
ajtas-3212	249	5	,	,	PUNCT
ajtas-3212	249	6	lian	lian	PROPN
ajtas-3212	249	7	j.	j.	PROPN
ajtas-3212	249	8	,	,	PUNCT
ajtas-3212	249	9	kuang	kuang	PROPN
ajtas-3212	249	10	x.	x.	PROPN
ajtas-3212	249	11	,	,	PUNCT
ajtas-3212	249	12	jia	jia	PROPN
ajtas-3212	249	13	j.	j.	PROPN
ajtas-3212	249	14	,	,	PUNCT
ajtas-3212	249	15	(	(	PUNCT
ajtas-3212	249	16	2026	2026	NUM
ajtas-3212	249	17	)	)	PUNCT
ajtas-3212	249	18	.	.	PUNCT
ajtas-3212	250	1	can	can	AUX
ajtas-3212	250	2	theory	theory	NOUN
ajtas-3212	250	3	-	-	PUNCT
ajtas-3212	250	4	driven	drive	VERB
ajtas-3212	250	5	learning	learning	NOUN
ajtas-3212	250	6	analytics	analytic	NOUN
ajtas-3212	250	7	dashboard	dashboard	NOUN
ajtas-3212	250	8	enhance	enhance	VERB
ajtas-3212	250	9	human	human	ADJ
ajtas-3212	250	10	-	-	PUNCT
ajtas-3212	250	11	ai	ai	NOUN
ajtas-3212	250	12	collaboration	collaboration	NOUN
ajtas-3212	250	13	in	in	ADP
ajtas-3212	250	14	writing	write	VERB
ajtas-3212	250	15	learning	learn	VERB
ajtas-3212	250	16	?	?	PUNCT
ajtas-3212	251	1	insights	insight	NOUN
ajtas-3212	251	2	from	from	ADP
ajtas-3212	251	3	an	an	DET
ajtas-3212	251	4	empirical	empirical	ADJ
ajtas-3212	251	5	experiment	experiment	NOUN
ajtas-3212	251	6	.	.	PUNCT
ajtas-3212	252	1	the	the	DET
ajtas-3212	252	2	internet	internet	NOUN
ajtas-3212	252	3	and	and	CCONJ
ajtas-3212	252	4	higher	high	ADJ
ajtas-3212	252	5	education	education	NOUN
ajtas-3212	252	6	,	,	PUNCT
ajtas-3212	252	7	68	68	NUM
ajtas-3212	252	8	,	,	PUNCT
ajtas-3212	252	9	101054	101054	NUM
ajtas-3212	252	10	.	.	PUNCT
ajtas-3212	253	1	https://doi.org/10.1016/j.iheduc.2025.101054	https://doi.org/10.1016/j.iheduc.2025.101054	PROPN
ajtas-3212	253	2	.	.	PUNCT
ajtas-3212	254	1	https://doi.org/10.1016/j.procs.2025.02.331	https://doi.org/10.1016/j.procs.2025.02.331	NUM
ajtas-3212	254	2	https://doi.org/10.1016/j.jii.2025.100996	https://doi.org/10.1016/j.jii.2025.100996	PROPN
ajtas-3212	254	3	https://doi.org/10.1016/j.iheduc.2025.101054	https://doi.org/10.1016/j.iheduc.2025.101054	ADJ
ajtas-3212	254	4	american	american	ADJ
ajtas-3212	254	5	journal	journal	PROPN
ajtas-3212	254	6	of	of	ADP
ajtas-3212	254	7	technology	technology	NOUN
ajtas-3212	254	8	and	and	CCONJ
ajtas-3212	254	9	applied	apply	VERB
ajtas-3212	254	10	sciences	science	NOUN
ajtas-3212	254	11	43	43	NUM
ajtas-3212	254	12	,	,	PUNCT
ajtas-3212	254	13	december	december	PROPN
ajtas-3212	254	14	2025	2025	NUM
ajtas-3212	254	15	p	p	NOUN
ajtas-3212	254	16	a	a	DET
ajtas-3212	254	17	g	g	NOUN
ajtas-3212	254	18	e	e	NOUN
ajtas-3212	254	19	|	|	ADV
ajtas-3212	254	20	30	30	NUM
ajtas-3212	254	21	www.americanjournal.org	www.americanjournal.org	NOUN
ajtas-3212	254	22	7	7	NUM
ajtas-3212	254	23	.	.	PUNCT
ajtas-3212	255	1	chen	chen	PROPN
ajtas-3212	255	2	h.	h.	PROPN
ajtas-3212	255	3	,	,	PUNCT
ajtas-3212	255	4	liu	liu	PROPN
ajtas-3212	255	5	j.	j.	PROPN
ajtas-3212	255	6	,	,	PUNCT
ajtas-3212	255	7	li	li	PROPN
ajtas-3212	255	8	z.	z.	PROPN
ajtas-3212	255	9	,	,	PUNCT
ajtas-3212	255	10	pan	pan	PROPN
ajtas-3212	255	11	y.	y.	PROPN
ajtas-3212	255	12	,	,	PUNCT
ajtas-3212	255	13	tao	tao	PROPN
ajtas-3212	255	14	h.	h.	PROPN
ajtas-3212	255	15	,	,	PUNCT
ajtas-3212	255	16	wu	wu	PROPN
ajtas-3212	255	17	h.	h.	PROPN
ajtas-3212	255	18	,	,	PUNCT
ajtas-3212	255	19	wang	wang	PROPN
ajtas-3212	255	20	y.	y.	PROPN
ajtas-3212	255	21	,	,	PUNCT
ajtas-3212	255	22	yang	yang	PROPN
ajtas-3212	255	23	c.	c.	PROPN
ajtas-3212	255	24	,	,	PUNCT
ajtas-3212	255	25	(	(	PUNCT
ajtas-3212	255	26	2026	2026	NUM
ajtas-3212	255	27	)	)	PUNCT
ajtas-3212	255	28	.	.	PUNCT
ajtas-3212	256	1	cr	cr	PROPN
ajtas-3212	256	2	-	-	PUNCT
ajtas-3212	256	3	gac	gac	PROPN
ajtas-3212	256	4	:	:	PUNCT
ajtas-3212	256	5	cross	cross	ADJ
ajtas-3212	256	6	-	-	ADJ
ajtas-3212	256	7	modal	modal	ADJ
ajtas-3212	256	8	recombination	recombination	NOUN
ajtas-3212	256	9	via	via	ADP
ajtas-3212	256	10	graph	graph	NOUN
ajtas-3212	256	11	-	-	PUNCT
ajtas-3212	256	12	attention	attention	NOUN
ajtas-3212	256	13	collaborative	collaborative	ADJ
ajtas-3212	256	14	optimization	optimization	NOUN
ajtas-3212	256	15	for	for	ADP
ajtas-3212	256	16	multimodal	multimodal	ADJ
ajtas-3212	256	17	sentiment	sentiment	NOUN
ajtas-3212	256	18	analysis	analysis	NOUN
ajtas-3212	256	19	.	.	PUNCT
ajtas-3212	257	1	expert	expert	NOUN
ajtas-3212	257	2	systems	system	NOUN
ajtas-3212	257	3	with	with	ADP
ajtas-3212	257	4	applications	application	NOUN
ajtas-3212	257	5	,	,	PUNCT
ajtas-3212	257	6	298(c	298(c	PROPN
ajtas-3212	257	7	)	)	PUNCT
ajtas-3212	257	8	,	,	PUNCT
ajtas-3212	257	9	129805	129805	NUM
ajtas-3212	257	10	.	.	PUNCT
ajtas-3212	258	1	https://doi.org/10.1016/j.eswa.2025.129805	https://doi.org/10.1016/j.eswa.2025.129805	PROPN
ajtas-3212	258	2	.	.	PUNCT
ajtas-3212	259	1	8	8	NUM
ajtas-3212	259	2	.	.	PUNCT
ajtas-3212	259	3	eichenwald	eichenwald	ADJ
ajtas-3212	259	4	m.	m.	NOUN
ajtas-3212	259	5	,	,	PUNCT
ajtas-3212	259	6	karkowski	karkowski	PROPN
ajtas-3212	259	7	m.	m.	NOUN
ajtas-3212	259	8	,	,	PUNCT
ajtas-3212	259	9	müller	müller	PROPN
ajtas-3212	259	10	r.	r.	PROPN
ajtas-3212	259	11	,	,	PUNCT
ajtas-3212	259	12	(	(	PUNCT
ajtas-3212	259	13	2024	2024	NUM
ajtas-3212	259	14	)	)	PUNCT
ajtas-3212	259	15	.	.	PUNCT
ajtas-3212	260	1	generalizable	generalizable	ADJ
ajtas-3212	260	2	ai	ai	VERB
ajtas-3212	260	3	pipeline	pipeline	NOUN
ajtas-3212	260	4	for	for	ADP
ajtas-3212	260	5	the	the	DET
ajtas-3212	260	6	cost	cost	NOUN
ajtas-3212	260	7	estimation	estimation	NOUN
ajtas-3212	260	8	of	of	ADP
ajtas-3212	260	9	manufacturing	manufacturing	NOUN
ajtas-3212	260	10	system	system	NOUN
ajtas-3212	260	11	structures	structure	NOUN
ajtas-3212	260	12	in	in	ADP
ajtas-3212	260	13	special	special	ADJ
ajtas-3212	260	14	machine	machine	NOUN
ajtas-3212	260	15	engineering	engineering	NOUN
ajtas-3212	260	16	.	.	PUNCT
ajtas-3212	261	1	procedia	procedia	PROPN
ajtas-3212	261	2	cirp	cirp	PROPN
ajtas-3212	261	3	,	,	PUNCT
ajtas-3212	261	4	126	126	NUM
ajtas-3212	261	5	,	,	PUNCT
ajtas-3212	261	6	140	140	NUM
ajtas-3212	261	7	-	-	SYM
ajtas-3212	261	8	145	145	NUM
ajtas-3212	261	9	.	.	PUNCT
ajtas-3212	262	1	https://doi.org/10.1016/j.procir.2024.08.314	https://doi.org/10.1016/j.procir.2024.08.314	NOUN
ajtas-3212	262	2	.	.	PUNCT
ajtas-3212	263	1	9	9	X
ajtas-3212	263	2	.	.	X
ajtas-3212	263	3	göndöcs	göndöcs	PROPN
ajtas-3212	263	4	d.	d.	PROPN
ajtas-3212	263	5	,	,	PUNCT
ajtas-3212	263	6	horváth	horváth	PROPN
ajtas-3212	263	7	s.	s.	PROPN
ajtas-3212	263	8	,	,	PUNCT
ajtas-3212	263	9	dörfler	dörfler	PROPN
ajtas-3212	263	10	v.	v.	PROPN
ajtas-3212	263	11	,	,	PUNCT
ajtas-3212	263	12	(	(	PUNCT
ajtas-3212	263	13	2025	2025	NUM
ajtas-3212	263	14	)	)	PUNCT
ajtas-3212	263	15	.	.	PUNCT
ajtas-3212	264	1	uncovering	uncover	VERB
ajtas-3212	264	2	the	the	DET
ajtas-3212	264	3	dynamics	dynamic	NOUN
ajtas-3212	264	4	of	of	ADP
ajtas-3212	264	5	human	human	NOUN
ajtas-3212	264	6	-	-	PUNCT
ajtas-3212	264	7	ai	ai	NOUN
ajtas-3212	264	8	hybrid	hybrid	ADJ
ajtas-3212	264	9	performance	performance	NOUN
ajtas-3212	264	10	:	:	PUNCT
ajtas-3212	264	11	a	a	DET
ajtas-3212	264	12	qualitative	qualitative	ADJ
ajtas-3212	264	13	meta	meta	NOUN
ajtas-3212	264	14	-	-	PUNCT
ajtas-3212	264	15	analysis	analysis	NOUN
ajtas-3212	264	16	of	of	ADP
ajtas-3212	264	17	empirical	empirical	ADJ
ajtas-3212	264	18	studies	study	NOUN
ajtas-3212	264	19	.	.	PUNCT
ajtas-3212	265	1	international	international	ADJ
ajtas-3212	265	2	journal	journal	PROPN
ajtas-3212	265	3	of	of	ADP
ajtas-3212	265	4	humancomputer	humancomputer	PROPN
ajtas-3212	265	5	studies	study	NOUN
ajtas-3212	265	6	,	,	PUNCT
ajtas-3212	265	7	205	205	NUM
ajtas-3212	265	8	,	,	PUNCT
ajtas-3212	265	9	103622	103622	NUM
ajtas-3212	265	10	.	.	PUNCT
ajtas-3212	266	1	https://doi.org/10.1016/j.ijhcs.2025.103622	https://doi.org/10.1016/j.ijhcs.2025.103622	PROPN
ajtas-3212	266	2	.	.	PUNCT
ajtas-3212	267	1	10	10	NUM
ajtas-3212	267	2	.	.	PUNCT
ajtas-3212	267	3	hu	hu	PROPN
ajtas-3212	268	1	j.	j.	PROPN
ajtas-3212	268	2	,	,	PUNCT
ajtas-3212	268	3	he	he	PRON
ajtas-3212	268	4	h.	h.	PROPN
ajtas-3212	268	5	,	,	PUNCT
ajtas-3212	268	6	wu	wu	PROPN
ajtas-3212	268	7	j.	j.	PROPN
ajtas-3212	268	8	,	,	PUNCT
ajtas-3212	268	9	(	(	PUNCT
ajtas-3212	268	10	2026	2026	NUM
ajtas-3212	268	11	)	)	PUNCT
ajtas-3212	268	12	.	.	PUNCT
ajtas-3212	269	1	cygen	cygen	NOUN
ajtas-3212	269	2	-	-	PUNCT
ajtas-3212	269	3	sac	sac	NOUN
ajtas-3212	269	4	:	:	PUNCT
ajtas-3212	269	5	a	a	DET
ajtas-3212	269	6	data	data	NOUN
ajtas-3212	269	7	-	-	PUNCT
ajtas-3212	269	8	driven	drive	VERB
ajtas-3212	269	9	framework	framework	NOUN
ajtas-3212	269	10	for	for	ADP
ajtas-3212	269	11	representativeness	representativeness	ADJ
ajtas-3212	269	12	metric	metric	ADJ
ajtas-3212	269	13	and	and	CCONJ
ajtas-3212	269	14	policy	policy	NOUN
ajtas-3212	269	15	optimization	optimization	NOUN
ajtas-3212	269	16	in	in	ADP
ajtas-3212	269	17	generation	generation	NOUN
ajtas-3212	269	18	of	of	ADP
ajtas-3212	269	19	multidimensional	multidimensional	ADJ
ajtas-3212	269	20	driving	driving	NOUN
ajtas-3212	269	21	cycles	cycle	NOUN
ajtas-3212	269	22	.	.	PUNCT
ajtas-3212	270	1	advanced	advanced	ADJ
ajtas-3212	270	2	engineering	engineering	NOUN
ajtas-3212	270	3	informatics	informatic	NOUN
ajtas-3212	270	4	,	,	PUNCT
ajtas-3212	270	5	69(c	69(c	PROPN
ajtas-3212	270	6	)	)	PUNCT
ajtas-3212	270	7	,	,	PUNCT
ajtas-3212	270	8	103967	103967	NUM
ajtas-3212	270	9	.	.	PUNCT
ajtas-3212	271	1	https://doi.org/10.1016/j.aei.2025.103967	https://doi.org/10.1016/j.aei.2025.103967	PROPN
ajtas-3212	271	2	.	.	PUNCT
ajtas-3212	272	1	11	11	NUM
ajtas-3212	272	2	.	.	PUNCT
ajtas-3212	273	1	jafary	jafary	ADJ
ajtas-3212	273	2	p.	p.	NOUN
ajtas-3212	273	3	,	,	PUNCT
ajtas-3212	273	4	shojaei	shojaei	PROPN
ajtas-3212	273	5	d.	d.	PROPN
ajtas-3212	273	6	,	,	PUNCT
ajtas-3212	273	7	rajabifard	rajabifard	PROPN
ajtas-3212	273	8	a.	a.	PROPN
ajtas-3212	273	9	,	,	PUNCT
ajtas-3212	273	10	ngo	ngo	PROPN
ajtas-3212	273	11	t.	t.	PROPN
ajtas-3212	273	12	,	,	PUNCT
ajtas-3212	273	13	(	(	PUNCT
ajtas-3212	273	14	2025	2025	NUM
ajtas-3212	273	15	)	)	PUNCT
ajtas-3212	273	16	.	.	PUNCT
ajtas-3212	274	1	ai	ai	VERB
ajtas-3212	274	2	,	,	PUNCT
ajtas-3212	274	3	machine	machine	NOUN
ajtas-3212	274	4	learning	learning	NOUN
ajtas-3212	274	5	and	and	CCONJ
ajtas-3212	274	6	bim	bim	VERB
ajtas-3212	274	7	for	for	ADP
ajtas-3212	274	8	enhanced	enhanced	ADJ
ajtas-3212	274	9	property	property	NOUN
ajtas-3212	274	10	valuation	valuation	NOUN
ajtas-3212	274	11	:	:	PUNCT
ajtas-3212	274	12	integration	integration	NOUN
ajtas-3212	274	13	of	of	ADP
ajtas-3212	274	14	cost	cost	NOUN
ajtas-3212	274	15	and	and	CCONJ
ajtas-3212	274	16	market	market	NOUN
ajtas-3212	274	17	approaches	approach	NOUN
ajtas-3212	274	18	through	through	ADP
ajtas-3212	274	19	a	a	DET
ajtas-3212	274	20	hybrid	hybrid	ADJ
ajtas-3212	274	21	model	model	NOUN
ajtas-3212	274	22	.	.	PUNCT
ajtas-3212	275	1	habitat	habitat	PROPN
ajtas-3212	275	2	international	international	PROPN
ajtas-3212	275	3	,	,	PUNCT
ajtas-3212	275	4	164	164	NUM
ajtas-3212	275	5	,	,	PUNCT
ajtas-3212	275	6	103515	103515	NUM
ajtas-3212	275	7	.	.	PUNCT
ajtas-3212	276	1	https://doi.org/10.1016/j.habitatint.2025.103515	https://doi.org/10.1016/j.habitatint.2025.103515	NOUN
ajtas-3212	276	2	.	.	PUNCT
ajtas-3212	277	1	12	12	NUM
ajtas-3212	277	2	.	.	PUNCT
ajtas-3212	278	1	jordan	jordan	PROPN
ajtas-3212	278	2	s.	s.	PROPN
ajtas-3212	278	3	,	,	PUNCT
ajtas-3212	278	4	braik	braik	PROPN
ajtas-3212	278	5	a.	a.	NOUN
ajtas-3212	278	6	,	,	PUNCT
ajtas-3212	278	7	koliou	koliou	NOUN
ajtas-3212	278	8	m.	m.	NOUN
ajtas-3212	278	9	,	,	PUNCT
ajtas-3212	278	10	meyer	meyer	PROPN
ajtas-3212	278	11	m.	m.	PROPN
ajtas-3212	278	12	,	,	PUNCT
ajtas-3212	278	13	yu	yu	PROPN
ajtas-3212	278	14	s.	s.	PROPN
ajtas-3212	278	15	,	,	PUNCT
ajtas-3212	278	16	mehta	mehta	PROPN
ajtas-3212	278	17	j.	j.	PROPN
ajtas-3212	278	18	,	,	PUNCT
ajtas-3212	278	19	(	(	PUNCT
ajtas-3212	278	20	2025	2025	NUM
ajtas-3212	278	21	)	)	PUNCT
ajtas-3212	278	22	.	.	PUNCT
ajtas-3212	279	1	integrating	integrate	VERB
ajtas-3212	279	2	interdisciplinary	interdisciplinary	ADJ
ajtas-3212	279	3	thinking	thinking	NOUN
ajtas-3212	279	4	and	and	CCONJ
ajtas-3212	279	5	education	education	NOUN
ajtas-3212	279	6	in	in	ADP
ajtas-3212	279	7	graduate	graduate	ADJ
ajtas-3212	279	8	disaster	disaster	NOUN
ajtas-3212	279	9	research	research	NOUN
ajtas-3212	279	10	curricula	curricula	NOUN
ajtas-3212	279	11	:	:	PUNCT
ajtas-3212	279	12	insights	insight	NOUN
ajtas-3212	279	13	from	from	ADP
ajtas-3212	279	14	statistical	statistical	ADJ
ajtas-3212	279	15	,	,	PUNCT
ajtas-3212	279	16	sentiment	sentiment	NOUN
ajtas-3212	279	17	,	,	PUNCT
ajtas-3212	279	18	and	and	CCONJ
ajtas-3212	279	19	thematic	thematic	ADJ
ajtas-3212	279	20	analysis	analysis	NOUN
ajtas-3212	279	21	.	.	PUNCT
ajtas-3212	280	1	international	international	ADJ
ajtas-3212	280	2	journal	journal	NOUN
ajtas-3212	280	3	of	of	ADP
ajtas-3212	280	4	disaster	disaster	NOUN
ajtas-3212	280	5	risk	risk	NOUN
ajtas-3212	280	6	reduction	reduction	NOUN
ajtas-3212	280	7	,	,	PUNCT
ajtas-3212	280	8	128	128	NUM
ajtas-3212	280	9	,	,	PUNCT
ajtas-3212	280	10	105748	105748	NUM
ajtas-3212	280	11	.	.	PUNCT
ajtas-3212	281	1	https://doi.org/10.1016/j.ijdrr.2025.105748	https://doi.org/10.1016/j.ijdrr.2025.105748	NOUN
ajtas-3212	281	2	.	.	PUNCT
ajtas-3212	282	1	13	13	NUM
ajtas-3212	282	2	.	.	PUNCT
ajtas-3212	283	1	juarez	juarez	PROPN
ajtas-3212	283	2	m.	m.	PROPN
ajtas-3212	283	3	,	,	PUNCT
ajtas-3212	283	4	giret	giret	PROPN
ajtas-3212	283	5	a.	a.	PROPN
ajtas-3212	283	6	,	,	PUNCT
ajtas-3212	283	7	botti	botti	PROPN
ajtas-3212	283	8	v.	v.	PROPN
ajtas-3212	283	9	,	,	PUNCT
ajtas-3212	283	10	(	(	PUNCT
ajtas-3212	283	11	2025	2025	NUM
ajtas-3212	283	12	)	)	PUNCT
ajtas-3212	283	13	.	.	PUNCT
ajtas-3212	284	1	semantic	semantic	ADJ
ajtas-3212	284	2	and	and	CCONJ
ajtas-3212	284	3	modular	modular	ADJ
ajtas-3212	284	4	orchestration	orchestration	NOUN
ajtas-3212	284	5	of	of	ADP
ajtas-3212	284	6	ai	ai	NOUN
ajtas-3212	284	7	-	-	PUNCT
ajtas-3212	284	8	driven	drive	VERB
ajtas-3212	284	9	digital	digital	ADJ
ajtas-3212	284	10	twins	twin	NOUN
ajtas-3212	284	11	for	for	ADP
ajtas-3212	284	12	industrial	industrial	ADJ
ajtas-3212	284	13	interoperability	interoperability	NOUN
ajtas-3212	284	14	and	and	CCONJ
ajtas-3212	284	15	optimization	optimization	NOUN
ajtas-3212	284	16	.	.	PUNCT
ajtas-3212	285	1	journal	journal	PROPN
ajtas-3212	285	2	of	of	ADP
ajtas-3212	285	3	industrial	industrial	ADJ
ajtas-3212	285	4	information	information	NOUN
ajtas-3212	285	5	integration	integration	NOUN
ajtas-3212	285	6	,	,	PUNCT
ajtas-3212	285	7	48	48	NUM
ajtas-3212	285	8	,	,	PUNCT
ajtas-3212	285	9	100959	100959	NUM
ajtas-3212	285	10	.	.	PUNCT
ajtas-3212	286	1	https://doi.org/10.1016/j.jii.2025.100959	https://doi.org/10.1016/j.jii.2025.100959	NOUN
ajtas-3212	286	2	.	.	PUNCT
ajtas-3212	287	1	14	14	NUM
ajtas-3212	287	2	.	.	PUNCT
ajtas-3212	287	3	khattak	khattak	PROPN
ajtas-3212	287	4	i.	i.	PROPN
ajtas-3212	287	5	,	,	PUNCT
ajtas-3212	287	6	ali	ali	PROPN
ajtas-3212	287	7	m.	m.	PROPN
ajtas-3212	287	8	,	,	PUNCT
ajtas-3212	287	9	khan	khan	PROPN
ajtas-3212	287	10	m.	m.	PROPN
ajtas-3212	287	11	,	,	PUNCT
ajtas-3212	287	12	kakar	kakar	PROPN
ajtas-3212	287	13	a.	a.	PROPN
ajtas-3212	287	14	,	,	PUNCT
ajtas-3212	287	15	(	(	PUNCT
ajtas-3212	287	16	2025	2025	NUM
ajtas-3212	287	17	)	)	PUNCT
ajtas-3212	287	18	.	.	PUNCT
ajtas-3212	288	1	does	do	VERB
ajtas-3212	288	2	digital	digital	ADJ
ajtas-3212	288	3	leadership	leadership	NOUN
ajtas-3212	288	4	capability	capability	NOUN
ajtas-3212	288	5	,	,	PUNCT
ajtas-3212	288	6	knowledge	knowledge	NOUN
ajtas-3212	288	7	management	management	NOUN
ajtas-3212	288	8	capability	capability	NOUN
ajtas-3212	288	9	,	,	PUNCT
ajtas-3212	288	10	and	and	CCONJ
ajtas-3212	288	11	organizational	organizational	ADJ
ajtas-3212	288	12	agility	agility	NOUN
ajtas-3212	288	13	foster	foster	VERB
ajtas-3212	288	14	digital	digital	ADJ
ajtas-3212	288	15	transformation	transformation	NOUN
ajtas-3212	288	16	in	in	ADP
ajtas-3212	288	17	china	china	PROPN
ajtas-3212	288	18	?	?	PUNCT
ajtas-3212	289	1	a	a	DET
ajtas-3212	289	2	timelagged	timelagge	VERB
ajtas-3212	289	3	survey	survey	NOUN
ajtas-3212	289	4	-	-	PUNCT
ajtas-3212	289	5	based	base	VERB
ajtas-3212	289	6	assessment	assessment	NOUN
ajtas-3212	289	7	in	in	ADP
ajtas-3212	289	8	digital	digital	ADJ
ajtas-3212	289	9	transformation	transformation	NOUN
ajtas-3212	289	10	projects	project	NOUN
ajtas-3212	289	11	.	.	PUNCT
ajtas-3212	290	1	journal	journal	NOUN
ajtas-3212	290	2	of	of	ADP
ajtas-3212	290	3	engineering	engineering	NOUN
ajtas-3212	290	4	and	and	CCONJ
ajtas-3212	290	5	technology	technology	NOUN
ajtas-3212	290	6	management	management	NOUN
ajtas-3212	290	7	,	,	PUNCT
ajtas-3212	290	8	76	76	NUM
ajtas-3212	290	9	,	,	PUNCT
ajtas-3212	290	10	101873	101873	NUM
ajtas-3212	290	11	.	.	PUNCT
ajtas-3212	291	1	https://doi.org/10.1016/j.jengtecman.2025.101873	https://doi.org/10.1016/j.jengtecman.2025.101873	PROPN
ajtas-3212	291	2	.	.	PUNCT
ajtas-3212	292	1	15	15	NUM
ajtas-3212	292	2	.	.	PUNCT
ajtas-3212	293	1	li	li	PROPN
ajtas-3212	293	2	j.	j.	PROPN
ajtas-3212	293	3	,	,	PUNCT
ajtas-3212	293	4	lee	lee	PROPN
ajtas-3212	293	5	c.	c.	PROPN
ajtas-3212	293	6	,	,	PUNCT
ajtas-3212	293	7	duan	duan	PROPN
ajtas-3212	293	8	d.	d.	PROPN
ajtas-3212	293	9	,	,	PUNCT
ajtas-3212	293	10	zhou	zhou	PROPN
ajtas-3212	293	11	y.	y.	PROPN
ajtas-3212	293	12	,	,	PUNCT
ajtas-3212	293	13	xie	xie	PROPN
ajtas-3212	293	14	x.	x.	PROPN
ajtas-3212	293	15	,	,	PUNCT
ajtas-3212	293	16	wan	wan	PROPN
ajtas-3212	293	17	x.	x.	PROPN
ajtas-3212	293	18	,	,	PUNCT
ajtas-3212	293	19	liu	liu	PROPN
ajtas-3212	293	20	t.	t.	PROPN
ajtas-3212	293	21	,	,	PUNCT
ajtas-3212	293	22	li	li	PROPN
ajtas-3212	293	23	d.	d.	PROPN
ajtas-3212	293	24	,	,	PUNCT
ajtas-3212	293	25	yu	yu	PROPN
ajtas-3212	293	26	h.	h.	PROPN
ajtas-3212	293	27	,	,	PUNCT
ajtas-3212	293	28	hasan	hasan	PROPN
ajtas-3212	293	29	w.z.w	w.z.w	PROPN
ajtas-3212	293	30	.	.	PROPN
ajtas-3212	293	31	,	,	PUNCT
ajtas-3212	293	32	song	song	PROPN
ajtas-3212	293	33	h.	h.	PROPN
ajtas-3212	293	34	,	,	PUNCT
ajtas-3212	293	35	wen	wen	PROPN
ajtas-3212	293	36	d.	d.	PROPN
ajtas-3212	293	37	,	,	PUNCT
ajtas-3212	293	38	(	(	PUNCT
ajtas-3212	293	39	2025	2025	NUM
ajtas-3212	293	40	)	)	PUNCT
ajtas-3212	293	41	.	.	PUNCT
ajtas-3212	294	1	a	a	DET
ajtas-3212	294	2	novel	novel	ADJ
ajtas-3212	294	3	ai	ai	NOUN
ajtas-3212	294	4	-	-	PUNCT
ajtas-3212	294	5	driven	drive	VERB
ajtas-3212	294	6	eeg	eeg	NOUN
ajtas-3212	294	7	images	image	NOUN
ajtas-3212	294	8	emotion	emotion	NOUN
ajtas-3212	294	9	recognition	recognition	NOUN
ajtas-3212	294	10	generalized	generalize	VERB
ajtas-3212	294	11	classification	classification	NOUN
ajtas-3212	294	12	model	model	NOUN
ajtas-3212	294	13	for	for	ADP
ajtas-3212	294	14	cross	cross	ADJ
ajtas-3212	294	15	-	-	ADJ
ajtas-3212	294	16	subject	subject	ADJ
ajtas-3212	294	17	analysis	analysis	NOUN
ajtas-3212	294	18	,	,	PUNCT
ajtas-3212	294	19	advanced	advanced	ADJ
ajtas-3212	294	20	engineering	engineering	NOUN
ajtas-3212	294	21	informatics	informatic	NOUN
ajtas-3212	294	22	,	,	PUNCT
ajtas-3212	294	23	68(2025	68(2025	NUM
ajtas-3212	294	24	)	)	PUNCT
ajtas-3212	294	25	,	,	PUNCT
ajtas-3212	294	26	103744	103744	NUM
ajtas-3212	294	27	.	.	PUNCT
ajtas-3212	295	1	https://doi.org/10.1016/j.aei.2025.103744	https://doi.org/10.1016/j.aei.2025.103744	X
ajtas-3212	295	2	.	.	PROPN
ajtas-3212	296	1	16	16	NUM
ajtas-3212	296	2	.	.	PUNCT
ajtas-3212	297	1	ly	ly	PROPN
ajtas-3212	297	2	d.	d.	PROPN
ajtas-3212	297	3	,	,	PUNCT
ajtas-3212	297	4	overeem	overeem	PROPN
ajtas-3212	297	5	m.	m.	PROPN
ajtas-3212	297	6	,	,	PUNCT
ajtas-3212	297	7	brinkkemper	brinkkemper	NOUN
ajtas-3212	297	8	s.	s.	PROPN
ajtas-3212	297	9	,	,	PUNCT
ajtas-3212	297	10	dalpiaz	dalpiaz	PROPN
ajtas-3212	297	11	f.	f.	PROPN
ajtas-3212	297	12	,	,	PUNCT
ajtas-3212	297	13	(	(	PUNCT
ajtas-3212	297	14	2025	2025	NUM
ajtas-3212	297	15	)	)	PUNCT
ajtas-3212	297	16	.	.	PUNCT
ajtas-3212	298	1	the	the	DET
ajtas-3212	298	2	power	power	NOUN
ajtas-3212	298	3	of	of	ADP
ajtas-3212	298	4	words	word	NOUN
ajtas-3212	298	5	in	in	ADP
ajtas-3212	298	6	agile	agile	ADJ
ajtas-3212	298	7	vs.	vs.	X
ajtas-3212	298	8	waterfall	waterfall	NOUN
ajtas-3212	298	9	development	development	NOUN
ajtas-3212	298	10	:	:	PUNCT
ajtas-3212	298	11	written	write	VERB
ajtas-3212	298	12	communication	communication	NOUN
ajtas-3212	298	13	in	in	ADP
ajtas-3212	298	14	hybrid	hybrid	ADJ
ajtas-3212	298	15	software	software	NOUN
ajtas-3212	298	16	teams	team	NOUN
ajtas-3212	298	17	.	.	PUNCT
ajtas-3212	299	1	journal	journal	PROPN
ajtas-3212	299	2	of	of	ADP
ajtas-3212	299	3	systems	system	NOUN
ajtas-3212	299	4	and	and	CCONJ
ajtas-3212	299	5	software	software	NOUN
ajtas-3212	299	6	,	,	PUNCT
ajtas-3212	299	7	219	219	NUM
ajtas-3212	299	8	,	,	PUNCT
ajtas-3212	299	9	112243	112243	NUM
ajtas-3212	299	10	.	.	PUNCT
ajtas-3212	300	1	https://doi.org/10.1016/j.jss.2024.112243	https://doi.org/10.1016/j.jss.2024.112243	PROPN
ajtas-3212	300	2	.	.	PUNCT
ajtas-3212	301	1	17	17	NUM
ajtas-3212	301	2	.	.	PUNCT
ajtas-3212	301	3	marie	marie	PROPN
ajtas-3212	301	4	h.	h.	PROPN
ajtas-3212	301	5	,	,	PUNCT
ajtas-3212	301	6	elbaz	elbaz	PROPN
ajtas-3212	301	7	m.	m.	NOUN
ajtas-3212	301	8	,	,	PUNCT
ajtas-3212	301	9	moghanm	moghanm	PROPN
ajtas-3212	301	10	f.	f.	PROPN
ajtas-3212	301	11	,	,	PUNCT
ajtas-3212	301	12	elansary	elansary	PROPN
ajtas-3212	301	13	h.	h.	PROPN
ajtas-3212	301	14	,	,	PUNCT
ajtas-3212	301	15	alginahi	alginahi	VERB
ajtas-3212	301	16	y.	y.	PROPN
ajtas-3212	301	17	,	,	PUNCT
ajtas-3212	301	18	said	say	VERB
ajtas-3212	301	19	w.	w.	PROPN
ajtas-3212	301	20	,	,	PUNCT
ajtas-3212	301	21	elwakeel	elwakeel	PROPN
ajtas-3212	301	22	a.	a.	PROPN
ajtas-3212	301	23	,	,	PUNCT
ajtas-3212	301	24	dewidar	dewidar	PROPN
ajtas-3212	301	25	a.	a.	PROPN
ajtas-3212	301	26	,	,	PUNCT
ajtas-3212	301	27	(	(	PUNCT
ajtas-3212	301	28	2026	2026	NUM
ajtas-3212	301	29	)	)	PUNCT
ajtas-3212	301	30	.	.	PUNCT
ajtas-3212	302	1	smart	smart	ADJ
ajtas-3212	302	2	aquaculture	aquaculture	NOUN
ajtas-3212	302	3	revolution	revolution	NOUN
ajtas-3212	302	4	:	:	PUNCT
ajtas-3212	302	5	triple	triple	ADJ
ajtas-3212	302	6	-	-	PUNCT
ajtas-3212	302	7	hybrid	hybrid	ADJ
ajtas-3212	302	8	ai	ai	NOUN
ajtas-3212	302	9	framework	framework	NOUN
ajtas-3212	302	10	for	for	ADP
ajtas-3212	302	11	ultra	ultra	ADJ
ajtas-3212	302	12	-	-	ADJ
ajtas-3212	302	13	precise	precise	ADJ
ajtas-3212	302	14	aquaculture	aquaculture	NOUN
ajtas-3212	302	15	energy	energy	NOUN
ajtas-3212	302	16	forecasting	forecasting	NOUN
ajtas-3212	302	17	using	use	VERB
ajtas-3212	302	18	adaptive	adaptive	ADJ
ajtas-3212	302	19	markov	markov	NOUN
ajtas-3212	302	20	imputation	imputation	NOUN
ajtas-3212	302	21	,	,	PUNCT
ajtas-3212	302	22	neutrosophic	neutrosophic	ADJ
ajtas-3212	302	23	intelligence	intelligence	NOUN
ajtas-3212	302	24	,	,	PUNCT
ajtas-3212	302	25	and	and	CCONJ
ajtas-3212	302	26	shrimpinspired	shrimpinspire	VERB
ajtas-3212	302	27	multi	multi	ADJ
ajtas-3212	302	28	-	-	ADJ
ajtas-3212	302	29	scale	scale	ADJ
ajtas-3212	302	30	optimization	optimization	NOUN
ajtas-3212	302	31	.	.	PUNCT
ajtas-3212	303	1	aquacultural	aquacultural	ADJ
ajtas-3212	303	2	engineering	engineering	NOUN
ajtas-3212	303	3	,	,	PUNCT
ajtas-3212	303	4	112	112	NUM
ajtas-3212	303	5	,	,	PUNCT
ajtas-3212	303	6	102651	102651	NUM
ajtas-3212	303	7	.	.	PUNCT
ajtas-3212	304	1	https://doi.org/10.1016/j.aquaeng.2025.102651	https://doi.org/10.1016/j.aquaeng.2025.102651	ADJ
ajtas-3212	304	2	.	.	PUNCT
ajtas-3212	305	1	18	18	NUM
ajtas-3212	305	2	.	.	X
ajtas-3212	305	3	mo	mo	PROPN
ajtas-3212	305	4	z.	z.	PROPN
ajtas-3212	305	5	,	,	PUNCT
ajtas-3212	305	6	liu	liu	PROPN
ajtas-3212	305	7	m.	m.	PROPN
ajtas-3212	305	8	,	,	PUNCT
ajtas-3212	305	9	wong	wong	PROPN
ajtas-3212	305	10	i.	i.	PROPN
ajtas-3212	305	11	,	,	PUNCT
ajtas-3212	305	12	wu	wu	PROPN
ajtas-3212	305	13	p.	p.	PROPN
ajtas-3212	305	14	,	,	PUNCT
ajtas-3212	305	15	(	(	PUNCT
ajtas-3212	305	16	2022	2022	NUM
ajtas-3212	305	17	)	)	PUNCT
ajtas-3212	305	18	.	.	PUNCT
ajtas-3212	306	1	the	the	DET
ajtas-3212	306	2	role	role	NOUN
ajtas-3212	306	3	of	of	ADP
ajtas-3212	306	4	(	(	PUNCT
ajtas-3212	306	5	in)congruence	in)congruence	NOUN
ajtas-3212	306	6	modes	mode	NOUN
ajtas-3212	306	7	between	between	ADP
ajtas-3212	306	8	supervisor	supervisor	NOUN
ajtas-3212	306	9	prescriptive	prescriptive	NOUN
ajtas-3212	306	10	and	and	CCONJ
ajtas-3212	306	11	descriptive	descriptive	ADJ
ajtas-3212	306	12	norms	norm	NOUN
ajtas-3212	306	13	on	on	ADP
ajtas-3212	306	14	employee	employee	NOUN
ajtas-3212	306	15	green	green	ADJ
ajtas-3212	306	16	behavior	behavior	PROPN
ajtas-3212	306	17	.	.	PUNCT
ajtas-3212	307	1	tourism	tourism	NOUN
ajtas-3212	307	2	management	management	NOUN
ajtas-3212	307	3	,	,	PUNCT
ajtas-3212	307	4	93	93	NUM
ajtas-3212	307	5	,	,	PUNCT
ajtas-3212	307	6	104627	104627	NUM
ajtas-3212	307	7	.	.	PUNCT
ajtas-3212	308	1	https://doi.org/10.1016/j.tourman.2022.104627	https://doi.org/10.1016/j.tourman.2022.104627	PROPN
ajtas-3212	308	2	.	.	PUNCT
ajtas-3212	309	1	https://doi.org/10.1016/j.procir.2024.08.314	https://doi.org/10.1016/j.procir.2024.08.314	NOUN
ajtas-3212	309	2	https://doi.org/10.1016/j.jii.2025.100959	https://doi.org/10.1016/j.jii.2025.100959	X
ajtas-3212	309	3	https://doi.org/10.1016/j.aei.2025.103744	https://doi.org/10.1016/j.aei.2025.103744	X
ajtas-3212	309	4	https://doi.org/10.1016/j.jss.2024.112243	https://doi.org/10.1016/j.jss.2024.112243	PROPN
ajtas-3212	309	5	american	american	ADJ
ajtas-3212	309	6	journal	journal	NOUN
ajtas-3212	309	7	of	of	ADP
ajtas-3212	309	8	technology	technology	NOUN
ajtas-3212	309	9	and	and	CCONJ
ajtas-3212	309	10	applied	apply	VERB
ajtas-3212	309	11	sciences	science	NOUN
ajtas-3212	309	12	43	43	NUM
ajtas-3212	309	13	,	,	PUNCT
ajtas-3212	309	14	december	december	PROPN
ajtas-3212	309	15	2025	2025	NUM
ajtas-3212	310	1	p	p	NOUN
ajtas-3212	310	2	a	a	DET
ajtas-3212	310	3	g	g	NOUN
ajtas-3212	310	4	e	e	NOUN
ajtas-3212	310	5	|	|	NOUN
ajtas-3212	310	6	31	31	NUM
ajtas-3212	310	7	www.americanjournal.org	www.americanjournal.org	NOUN
ajtas-3212	310	8	19	19	NUM
ajtas-3212	310	9	.	.	PUNCT
ajtas-3212	310	10	narayan	narayan	PROPN
ajtas-3212	310	11	m.	m.	PROPN
ajtas-3212	310	12	,	,	PUNCT
ajtas-3212	310	13	kumar	kumar	PROPN
ajtas-3212	310	14	n.	n.	PROPN
ajtas-3212	310	15	,	,	PUNCT
ajtas-3212	310	16	parida	parida	PROPN
ajtas-3212	310	17	v.	v.	PROPN
ajtas-3212	310	18	,	,	PUNCT
ajtas-3212	310	19	kumari	kumari	PROPN
ajtas-3212	310	20	p.	p.	PROPN
ajtas-3212	310	21	,	,	PUNCT
ajtas-3212	310	22	(	(	PUNCT
ajtas-3212	310	23	2025	2025	NUM
ajtas-3212	310	24	)	)	PUNCT
ajtas-3212	310	25	.	.	PUNCT
ajtas-3212	311	1	sustainable	sustainable	ADJ
ajtas-3212	311	2	finance	finance	NOUN
ajtas-3212	311	3	in	in	ADP
ajtas-3212	311	4	emerging	emerge	VERB
ajtas-3212	311	5	markets	market	NOUN
ajtas-3212	311	6	:	:	PUNCT
ajtas-3212	311	7	adaptive	adaptive	ADJ
ajtas-3212	311	8	governance	governance	NOUN
ajtas-3212	311	9	and	and	CCONJ
ajtas-3212	311	10	environmental	environmental	ADJ
ajtas-3212	311	11	,	,	PUNCT
ajtas-3212	311	12	social	social	ADJ
ajtas-3212	311	13	,	,	PUNCT
ajtas-3212	311	14	and	and	CCONJ
ajtas-3212	311	15	governance	governance	NOUN
ajtas-3212	311	16	innovation	innovation	NOUN
ajtas-3212	311	17	for	for	ADP
ajtas-3212	311	18	equitable	equitable	ADJ
ajtas-3212	311	19	climate	climate	NOUN
ajtas-3212	311	20	resilience	resilience	NOUN
ajtas-3212	311	21	.	.	PUNCT
ajtas-3212	312	1	development	development	NOUN
ajtas-3212	312	2	and	and	CCONJ
ajtas-3212	312	3	sustainability	sustainability	NOUN
ajtas-3212	312	4	in	in	ADP
ajtas-3212	312	5	economics	economic	NOUN
ajtas-3212	312	6	and	and	CCONJ
ajtas-3212	312	7	finance	finance	NOUN
ajtas-3212	312	8	,	,	PUNCT
ajtas-3212	312	9	8	8	NUM
ajtas-3212	312	10	,	,	PUNCT
ajtas-3212	312	11	100101	100101	NUM
ajtas-3212	312	12	.	.	PUNCT
ajtas-3212	313	1	https://doi.org/10.1016/j.dsef.2025.100101	https://doi.org/10.1016/j.dsef.2025.100101	PROPN
ajtas-3212	313	2	.	.	PUNCT
ajtas-3212	314	1	20	20	NUM
ajtas-3212	314	2	.	.	PUNCT
ajtas-3212	315	1	pranta	pranta	PROPN
ajtas-3212	315	2	a.	a.	PROPN
ajtas-3212	315	3	,	,	PUNCT
ajtas-3212	315	4	islam	islam	PROPN
ajtas-3212	315	5	a.	a.	PROPN
ajtas-3212	315	6	,	,	PUNCT
ajtas-3212	315	7	khan	khan	PROPN
ajtas-3212	315	8	r.	r.	PROPN
ajtas-3212	315	9	,	,	PUNCT
ajtas-3212	315	10	(	(	PUNCT
ajtas-3212	315	11	2025	2025	NUM
ajtas-3212	315	12	)	)	PUNCT
ajtas-3212	315	13	.	.	PUNCT
ajtas-3212	316	1	development	development	NOUN
ajtas-3212	316	2	of	of	ADP
ajtas-3212	316	3	a	a	DET
ajtas-3212	316	4	sensor	sensor	NOUN
ajtas-3212	316	5	-	-	PUNCT
ajtas-3212	316	6	integrated	integrate	VERB
ajtas-3212	316	7	ai	ai	NOUN
ajtas-3212	316	8	automation	automation	NOUN
ajtas-3212	316	9	model	model	NOUN
ajtas-3212	316	10	for	for	ADP
ajtas-3212	316	11	decision	decision	NOUN
ajtas-3212	316	12	-	-	PUNCT
ajtas-3212	316	13	based	base	VERB
ajtas-3212	316	14	heat	heat	NOUN
ajtas-3212	316	15	stress	stress	NOUN
ajtas-3212	316	16	management	management	NOUN
ajtas-3212	316	17	in	in	ADP
ajtas-3212	316	18	layer	layer	NOUN
ajtas-3212	316	19	chickens	chicken	NOUN
ajtas-3212	316	20	under	under	ADP
ajtas-3212	316	21	subtropical	subtropical	ADJ
ajtas-3212	316	22	climate	climate	NOUN
ajtas-3212	316	23	conditions	condition	NOUN
ajtas-3212	316	24	.	.	PUNCT
ajtas-3212	317	1	smart	smart	ADJ
ajtas-3212	317	2	agricultural	agricultural	ADJ
ajtas-3212	317	3	technology	technology	NOUN
ajtas-3212	317	4	,	,	PUNCT
ajtas-3212	317	5	12	12	NUM
ajtas-3212	317	6	,	,	PUNCT
ajtas-3212	317	7	101306	101306	NUM
ajtas-3212	317	8	.	.	PUNCT
ajtas-3212	318	1	https://doi.org/10.1016/j.atech.2025.101306	https://doi.org/10.1016/j.atech.2025.101306	PROPN
ajtas-3212	318	2	.	.	PUNCT
ajtas-3212	319	1	21	21	NUM
ajtas-3212	319	2	.	.	PUNCT
ajtas-3212	319	3	taghavi	taghavi	VERB
ajtas-3212	319	4	a.	a.	PROPN
ajtas-3212	319	5	,	,	PUNCT
ajtas-3212	319	6	niknam	niknam	PROPN
ajtas-3212	319	7	t.	t.	PROPN
ajtas-3212	319	8	,	,	PUNCT
ajtas-3212	319	9	gitizadeh	gitizadeh	PROPN
ajtas-3212	319	10	m.	m.	NOUN
ajtas-3212	319	11	,	,	PUNCT
ajtas-3212	319	12	shojaeiyan	shojaeiyan	ADJ
ajtas-3212	319	13	s.	s.	PROPN
ajtas-3212	319	14	,	,	PUNCT
ajtas-3212	319	15	(	(	PUNCT
ajtas-3212	319	16	2025	2025	NUM
ajtas-3212	319	17	)	)	PUNCT
ajtas-3212	319	18	.	.	PUNCT
ajtas-3212	320	1	techno	techno	NOUN
ajtas-3212	320	2	-	-	PUNCT
ajtas-3212	320	3	economic	economic	ADJ
ajtas-3212	320	4	assessment	assessment	NOUN
ajtas-3212	320	5	of	of	ADP
ajtas-3212	320	6	coordinated	coordinate	VERB
ajtas-3212	320	7	energy	energy	NOUN
ajtas-3212	320	8	management	management	NOUN
ajtas-3212	320	9	in	in	ADP
ajtas-3212	320	10	multi	multi	ADJ
ajtas-3212	320	11	-	-	ADJ
ajtas-3212	320	12	vector	vector	ADJ
ajtas-3212	320	13	systems	system	NOUN
ajtas-3212	320	14	:	:	PUNCT
ajtas-3212	320	15	cost	cost	NOUN
ajtas-3212	320	16	-	-	PUNCT
ajtas-3212	320	17	effective	effective	ADJ
ajtas-3212	320	18	integration	integration	NOUN
ajtas-3212	320	19	of	of	ADP
ajtas-3212	320	20	underground	underground	ADJ
ajtas-3212	320	21	storage	storage	NOUN
ajtas-3212	320	22	and	and	CCONJ
ajtas-3212	320	23	ai	ai	NOUN
ajtas-3212	320	24	-	-	PUNCT
ajtas-3212	320	25	based	base	VERB
ajtas-3212	320	26	maritime	maritime	ADJ
ajtas-3212	320	27	scheduling	scheduling	NOUN
ajtas-3212	320	28	.	.	PUNCT
ajtas-3212	321	1	energy	energy	NOUN
ajtas-3212	321	2	conversion	conversion	NOUN
ajtas-3212	321	3	and	and	CCONJ
ajtas-3212	321	4	management	management	NOUN
ajtas-3212	321	5	,	,	PUNCT
ajtas-3212	321	6	346	346	NUM
ajtas-3212	321	7	,	,	PUNCT
ajtas-3212	321	8	120422	120422	NUM
ajtas-3212	321	9	.	.	PUNCT
ajtas-3212	322	1	https://doi.org/10.1016/j.enconman.2025.120422	https://doi.org/10.1016/j.enconman.2025.120422	NOUN
ajtas-3212	322	2	.	.	PUNCT
ajtas-3212	323	1	22	22	NUM
ajtas-3212	323	2	.	.	PUNCT
ajtas-3212	324	1	thammastitkul	thammastitkul	PROPN
ajtas-3212	324	2	akara	akara	NOUN
ajtas-3212	324	3	,	,	PUNCT
ajtas-3212	324	4	(	(	PUNCT
ajtas-3212	324	5	2025	2025	NUM
ajtas-3212	324	6	)	)	PUNCT
ajtas-3212	324	7	.	.	PUNCT
ajtas-3212	325	1	optimizing	optimize	VERB
ajtas-3212	325	2	ai	ai	NOUN
ajtas-3212	325	3	-	-	PUNCT
ajtas-3212	325	4	generated	generate	VERB
ajtas-3212	325	5	image	image	NOUN
ajtas-3212	325	6	metadata	metadata	NOUN
ajtas-3212	325	7	with	with	ADP
ajtas-3212	325	8	hybrid	hybrid	ADJ
ajtas-3212	325	9	color	color	NOUN
ajtas-3212	325	10	analysis	analysis	NOUN
ajtas-3212	325	11	and	and	CCONJ
ajtas-3212	325	12	semantic	semantic	ADJ
ajtas-3212	325	13	keyword	keyword	NOUN
ajtas-3212	325	14	structuring	structuring	NOUN
ajtas-3212	325	15	.	.	PUNCT
ajtas-3212	326	1	egyptian	egyptian	ADJ
ajtas-3212	326	2	informatics	informatics	PROPN
ajtas-3212	326	3	journal	journal	PROPN
ajtas-3212	326	4	,	,	PUNCT
ajtas-3212	326	5	31	31	NUM
ajtas-3212	326	6	,	,	PUNCT
ajtas-3212	326	7	100775	100775	NUM
ajtas-3212	326	8	.	.	PUNCT
ajtas-3212	327	1	https://doi.org/10.1016/j.eij.2025.100775	https://doi.org/10.1016/j.eij.2025.100775	PROPN
ajtas-3212	327	2	.	.	PROPN
ajtas-3212	328	1	23	23	NUM
ajtas-3212	328	2	.	.	PUNCT
ajtas-3212	329	1	wang	wang	PROPN
ajtas-3212	329	2	r.	r.	PROPN
ajtas-3212	329	3	,	,	PUNCT
ajtas-3212	329	4	qiu	qiu	PROPN
ajtas-3212	329	5	h.	h.	PROPN
ajtas-3212	329	6	,	,	PUNCT
ajtas-3212	329	7	liu	liu	PROPN
ajtas-3212	329	8	r.	r.	PROPN
ajtas-3212	329	9	,	,	PUNCT
ajtas-3212	329	10	huo	huo	PROPN
ajtas-3212	329	11	h.	h.	PROPN
ajtas-3212	329	12	,	,	PUNCT
ajtas-3212	329	13	cheng	cheng	PROPN
ajtas-3212	329	14	x.	x.	PROPN
ajtas-3212	329	15	,	,	PUNCT
ajtas-3212	329	16	liu	liu	PROPN
ajtas-3212	329	17	x.	x.	PROPN
ajtas-3212	329	18	,	,	PUNCT
ajtas-3212	329	19	(	(	PUNCT
ajtas-3212	329	20	2025	2025	NUM
ajtas-3212	329	21	)	)	PUNCT
ajtas-3212	329	22	.	.	PUNCT
ajtas-3212	330	1	a	a	DET
ajtas-3212	330	2	hybrid	hybrid	ADJ
ajtas-3212	330	3	governance	governance	NOUN
ajtas-3212	330	4	framework	framework	NOUN
ajtas-3212	330	5	for	for	ADP
ajtas-3212	330	6	adaptive	adaptive	ADJ
ajtas-3212	330	7	and	and	CCONJ
ajtas-3212	330	8	sustainable	sustainable	ADJ
ajtas-3212	330	9	urban	urban	ADJ
ajtas-3212	330	10	energy	energy	NOUN
ajtas-3212	330	11	management	management	NOUN
ajtas-3212	330	12	.	.	PUNCT
ajtas-3212	331	1	sustainable	sustainable	ADJ
ajtas-3212	331	2	cities	city	NOUN
ajtas-3212	331	3	and	and	CCONJ
ajtas-3212	331	4	society	society	NOUN
ajtas-3212	331	5	,	,	PUNCT
ajtas-3212	331	6	130	130	NUM
ajtas-3212	331	7	,	,	PUNCT
ajtas-3212	331	8	106638	106638	NUM
ajtas-3212	331	9	.	.	PUNCT
ajtas-3212	332	1	https://doi.org/10.1016/j.scs.2025.106638	https://doi.org/10.1016/j.scs.2025.106638	NOUN
ajtas-3212	332	2	.	.	PUNCT
ajtas-3212	333	1	24	24	NUM
ajtas-3212	333	2	.	.	PUNCT
ajtas-3212	334	1	wang	wang	PROPN
ajtas-3212	334	2	s.	s.	PROPN
ajtas-3212	334	3	,	,	PUNCT
ajtas-3212	334	4	li	li	PROPN
ajtas-3212	334	5	s.	s.	PROPN
ajtas-3212	334	6	,	,	PUNCT
ajtas-3212	334	7	fan	fan	PROPN
ajtas-3212	334	8	h.	h.	PROPN
ajtas-3212	334	9	,	,	PUNCT
ajtas-3212	334	10	xia	xia	PROPN
ajtas-3212	334	11	x.	x.	PROPN
ajtas-3212	334	12	,	,	PUNCT
ajtas-3212	334	13	zheng	zheng	PROPN
ajtas-3212	334	14	h.	h.	PROPN
ajtas-3212	334	15	,	,	PUNCT
ajtas-3212	334	16	xu	xu	PROPN
ajtas-3212	334	17	h.	h.	PROPN
ajtas-3212	334	18	,	,	PUNCT
ajtas-3212	334	19	luo	luo	PROPN
ajtas-3212	334	20	h.	h.	PROPN
ajtas-3212	334	21	,	,	PUNCT
ajtas-3212	334	22	(	(	PUNCT
ajtas-3212	334	23	2025	2025	NUM
ajtas-3212	334	24	)	)	PUNCT
ajtas-3212	334	25	.	.	PUNCT
ajtas-3212	335	1	real	real	ADJ
ajtas-3212	335	2	-	-	PUNCT
ajtas-3212	335	3	scale	scale	NOUN
ajtas-3212	335	4	architectural	architectural	ADJ
ajtas-3212	335	5	demonstrator	demonstrator	NOUN
ajtas-3212	335	6	for	for	ADP
ajtas-3212	335	7	design	design	NOUN
ajtas-3212	335	8	-	-	PUNCT
ajtas-3212	335	9	to	to	ADP
ajtas-3212	335	10	-	-	PUNCT
ajtas-3212	335	11	fabrication	fabrication	NOUN
ajtas-3212	335	12	automation	automation	NOUN
ajtas-3212	335	13	of	of	ADP
ajtas-3212	335	14	natural	natural	ADJ
ajtas-3212	335	15	bamboo	bamboo	NOUN
ajtas-3212	335	16	-	-	PUNCT
ajtas-3212	335	17	wood	wood	NOUN
ajtas-3212	335	18	hybrid	hybrid	NOUN
ajtas-3212	335	19	structures	structure	NOUN
ajtas-3212	335	20	.	.	PUNCT
ajtas-3212	336	1	automation	automation	NOUN
ajtas-3212	336	2	in	in	ADP
ajtas-3212	336	3	construction	construction	NOUN
ajtas-3212	336	4	,	,	PUNCT
ajtas-3212	336	5	180	180	NUM
ajtas-3212	336	6	,	,	PUNCT
ajtas-3212	336	7	106568	106568	NUM
ajtas-3212	336	8	.	.	PUNCT
ajtas-3212	337	1	https://doi.org/10.1016/j.autcon.2025.106568	https://doi.org/10.1016/j.autcon.2025.106568	NOUN
ajtas-3212	337	2	.	.	PUNCT
ajtas-3212	338	1	25	25	NUM
ajtas-3212	338	2	.	.	PUNCT
ajtas-3212	338	3	yazdinejad	yazdinejad	PROPN
ajtas-3212	338	4	a.	a.	PROPN
ajtas-3212	338	5	,	,	PUNCT
ajtas-3212	338	6	wang	wang	PROPN
ajtas-3212	338	7	h.	h.	PROPN
ajtas-3212	338	8	,	,	PUNCT
ajtas-3212	338	9	kong	kong	PROPN
ajtas-3212	338	10	j.	j.	PROPN
ajtas-3212	338	11	,	,	PUNCT
ajtas-3212	338	12	(	(	PUNCT
ajtas-3212	338	13	2025	2025	NUM
ajtas-3212	338	14	)	)	PUNCT
ajtas-3212	338	15	.	.	PUNCT
ajtas-3212	339	1	advanced	advanced	ADJ
ajtas-3212	339	2	ai	ai	VERB
ajtas-3212	339	3	-	-	PUNCT
ajtas-3212	339	4	driven	drive	VERB
ajtas-3212	339	5	methane	methane	NOUN
ajtas-3212	339	6	emission	emission	NOUN
ajtas-3212	339	7	detection	detection	NOUN
ajtas-3212	339	8	,	,	PUNCT
ajtas-3212	339	9	quantification	quantification	NOUN
ajtas-3212	339	10	,	,	PUNCT
ajtas-3212	339	11	and	and	CCONJ
ajtas-3212	339	12	localization	localization	NOUN
ajtas-3212	339	13	in	in	ADP
ajtas-3212	339	14	canada	canada	PROPN
ajtas-3212	339	15	:	:	PUNCT
ajtas-3212	339	16	a	a	DET
ajtas-3212	339	17	hybrid	hybrid	ADJ
ajtas-3212	339	18	multi	multi	ADJ
ajtas-3212	339	19	-	-	ADJ
ajtas-3212	339	20	source	source	ADJ
ajtas-3212	339	21	fusion	fusion	NOUN
ajtas-3212	339	22	framework	framework	NOUN
ajtas-3212	339	23	.	.	PUNCT
ajtas-3212	340	1	science	science	NOUN
ajtas-3212	340	2	of	of	ADP
ajtas-3212	340	3	the	the	DET
ajtas-3212	340	4	total	total	ADJ
ajtas-3212	340	5	environment	environment	NOUN
ajtas-3212	340	6	,	,	PUNCT
ajtas-3212	340	7	998	998	NUM
ajtas-3212	340	8	,	,	PUNCT
ajtas-3212	340	9	180142	180142	NUM
ajtas-3212	340	10	.	.	PUNCT
ajtas-3212	341	1	https://doi.org/10.1016/j.scitotenv.2025.180142	https://doi.org/10.1016/j.scitotenv.2025.180142	PROPN
ajtas-3212	341	2	.	.	PUNCT
ajtas-3212	342	1	26	26	NUM
ajtas-3212	342	2	.	.	X
ajtas-3212	342	3	yu	yu	PROPN
ajtas-3212	342	4	j.	j.	PROPN
ajtas-3212	342	5	,	,	PUNCT
ajtas-3212	342	6	zhao	zhao	PROPN
ajtas-3212	342	7	j.	j.	PROPN
ajtas-3212	342	8	,	,	PUNCT
ajtas-3212	342	9	miranda	miranda	PROPN
ajtas-3212	342	10	-	-	PUNCT
ajtas-3212	342	11	moreno	moreno	PROPN
ajtas-3212	342	12	l.	l.	PROPN
ajtas-3212	342	13	,	,	PUNCT
ajtas-3212	342	14	korp	korp	PROPN
ajtas-3212	342	15	m.	m.	PROPN
ajtas-3212	342	16	,	,	PUNCT
ajtas-3212	342	17	(	(	PUNCT
ajtas-3212	342	18	2025	2025	NUM
ajtas-3212	342	19	)	)	PUNCT
ajtas-3212	342	20	.	.	PUNCT
ajtas-3212	343	1	modular	modular	ADJ
ajtas-3212	343	2	ai	ai	VERB
ajtas-3212	343	3	agents	agent	NOUN
ajtas-3212	343	4	for	for	ADP
ajtas-3212	343	5	transportation	transportation	NOUN
ajtas-3212	343	6	surveys	survey	NOUN
ajtas-3212	343	7	and	and	CCONJ
ajtas-3212	343	8	interviews	interview	NOUN
ajtas-3212	343	9	:	:	PUNCT
ajtas-3212	343	10	advancing	advance	VERB
ajtas-3212	343	11	engagement	engagement	NOUN
ajtas-3212	343	12	,	,	PUNCT
ajtas-3212	343	13	transparency	transparency	NOUN
ajtas-3212	343	14	,	,	PUNCT
ajtas-3212	343	15	and	and	CCONJ
ajtas-3212	343	16	cost	cost	NOUN
ajtas-3212	343	17	efficiency	efficiency	NOUN
ajtas-3212	343	18	.	.	PUNCT
ajtas-3212	344	1	communications	communication	NOUN
ajtas-3212	344	2	in	in	ADP
ajtas-3212	344	3	transportation	transportation	NOUN
ajtas-3212	344	4	research	research	NOUN
ajtas-3212	344	5	,	,	PUNCT
ajtas-3212	344	6	5	5	NUM
ajtas-3212	344	7	,	,	PUNCT
ajtas-3212	344	8	100172	100172	NUM
ajtas-3212	344	9	.	.	PUNCT
ajtas-3212	345	1	https://doi.org/10.1016/j.commtr.2025.100172	https://doi.org/10.1016/j.commtr.2025.100172	PROPN
ajtas-3212	345	2	.	.	PUNCT
ajtas-3212	346	1	27	27	NUM
ajtas-3212	346	2	.	.	PUNCT
ajtas-3212	346	3	zai	zai	PROPN
ajtas-3212	346	4	s.	s.	PROPN
ajtas-3212	346	5	,	,	PUNCT
ajtas-3212	346	6	khattak	khattak	PROPN
ajtas-3212	346	7	f.	f.	PROPN
ajtas-3212	346	8	,	,	PUNCT
ajtas-3212	346	9	(	(	PUNCT
ajtas-3212	346	10	2025	2025	NUM
ajtas-3212	346	11	)	)	PUNCT
ajtas-3212	346	12	.	.	PUNCT
ajtas-3212	347	1	ai	ai	VERB
ajtas-3212	347	2	-	-	PUNCT
ajtas-3212	347	3	driven	drive	VERB
ajtas-3212	347	4	exam	exam	NOUN
ajtas-3212	347	5	results	result	NOUN
ajtas-3212	347	6	dashboards	dashboard	NOUN
ajtas-3212	347	7	:	:	PUNCT
ajtas-3212	347	8	transforming	transform	VERB
ajtas-3212	347	9	educational	educational	ADJ
ajtas-3212	347	10	decision	decision	NOUN
ajtas-3212	347	11	-	-	PUNCT
ajtas-3212	347	12	making	making	NOUN
ajtas-3212	347	13	in	in	ADP
ajtas-3212	347	14	pakistan	pakistan	PROPN
ajtas-3212	347	15	.	.	PUNCT
ajtas-3212	348	1	the	the	DET
ajtas-3212	348	2	royal	royal	PROPN
ajtas-3212	348	3	college	college	PROPN
ajtas-3212	348	4	of	of	ADP
ajtas-3212	348	5	radiologists	radiologist	NOUN
ajtas-3212	348	6	open	open	VERB
ajtas-3212	348	7	,	,	PUNCT
ajtas-3212	348	8	3(1	3(1	NUM
ajtas-3212	348	9	)	)	PUNCT
ajtas-3212	348	10	,	,	PUNCT
ajtas-3212	348	11	100212	100212	NUM
ajtas-3212	348	12	.	.	PUNCT
ajtas-3212	349	1	https://doi.org/10.1016/j.rcro.2024.100212	https://doi.org/10.1016/j.rcro.2024.100212	NOUN
ajtas-3212	349	2	.	.	PUNCT
ajtas-3212	350	1	28	28	NUM
ajtas-3212	350	2	.	.	PUNCT
ajtas-3212	351	1	zhu	zhu	PROPN
ajtas-3212	351	2	y.	y.	PROPN
ajtas-3212	351	3	,	,	PUNCT
ajtas-3212	351	4	chen	chen	PROPN
ajtas-3212	351	5	y.	y.	PROPN
ajtas-3212	351	6	,	,	PUNCT
ajtas-3212	351	7	gong	gong	PROPN
ajtas-3212	351	8	m.	m.	PROPN
ajtas-3212	351	9	,	,	PUNCT
ajtas-3212	351	10	zhou	zhou	PROPN
ajtas-3212	351	11	l.	l.	PROPN
ajtas-3212	351	12	,	,	PUNCT
ajtas-3212	351	13	(	(	PUNCT
ajtas-3212	351	14	2025	2025	NUM
ajtas-3212	351	15	)	)	PUNCT
ajtas-3212	351	16	.	.	PUNCT
ajtas-3212	352	1	forecasting	forecasting	NOUN
ajtas-3212	352	2	credit	credit	NOUN
ajtas-3212	352	3	risk	risk	NOUN
ajtas-3212	352	4	using	use	VERB
ajtas-3212	352	5	machine	machine	NOUN
ajtas-3212	352	6	learning	learning	NOUN
ajtas-3212	352	7	.	.	PUNCT
ajtas-3212	353	1	reference	reference	NOUN
ajtas-3212	353	2	module	module	NOUN
ajtas-3212	353	3	in	in	ADP
ajtas-3212	353	4	social	social	ADJ
ajtas-3212	353	5	sciences	science	NOUN
ajtas-3212	353	6	,	,	PUNCT
ajtas-3212	353	7	elsevier	elsevier	NOUN
ajtas-3212	353	8	.	.	PUNCT
ajtas-3212	354	1	https://doi.org/10.1016/b978-0-443-289934.00198-0	https://doi.org/10.1016/b978-0-443-289934.00198-0	PROPN
ajtas-3212	354	2	.	.	PUNCT
ajtas-3212	355	1	https://doi.org/10.1016/j.dsef.2025.100101	https://doi.org/10.1016/j.dsef.2025.100101	PROPN
ajtas-3212	355	2	https://doi.org/10.1016/j.scs.2025.106638	https://doi.org/10.1016/j.scs.2025.106638	PROPN
ajtas-3212	355	3	https://doi.org/10.1016/j.autcon.2025.106568	https://doi.org/10.1016/j.autcon.2025.106568	NOUN
ajtas-3212	355	4	https://doi.org/10.1016/j.commtr.2025.100172	https://doi.org/10.1016/j.commtr.2025.100172	PROPN
ajtas-3212	355	5	https://doi.org/10.1016/j.rcro.2024.100212	https://doi.org/10.1016/j.rcro.2024.100212	NOUN
ajtas-3212	355	6	https://doi.org/10.1016/b978-0-443-28993-4.00198-0	https://doi.org/10.1016/b978-0-443-28993-4.00198-0	PRON
ajtas-3212	355	7	https://doi.org/10.1016/b978-0-443-28993-4.00198-0	https://doi.org/10.1016/b978-0-443-28993-4.00198-0	PRON