id	sid	tid	token	lemma	pos
gp-55	1	1	316	316	NUM
gp-55	1	2	american	american	ADJ
gp-55	1	3	journal	journal	PROPN
gp-55	1	4	of	of	ADP
gp-55	1	5	economic	economic	ADJ
gp-55	1	6	and	and	CCONJ
gp-55	1	7	management	management	NOUN
gp-55	1	8	business	business	NOUN
gp-55	1	9	p	p	X
gp-55	1	10	-	-	PUNCT
gp-55	1	11	issn	issn	NOUN
gp-55	1	12	:	:	PUNCT
gp-55	1	13	xxxx	xxxx	ADJ
gp-55	1	14	-	-	PUNCT
gp-55	1	15	xxxx	xxxx	ADJ
gp-55	1	16	e	e	NOUN
gp-55	1	17	-	-	NOUN
gp-55	1	18	issn	issn	ADJ
gp-55	1	19	:	:	PUNCT
gp-55	1	20	2835	2835	NUM
gp-55	1	21	-	-	SYM
gp-55	1	22	5199	5199	NUM
gp-55	1	23	vol	vol	NOUN
gp-55	1	24	.	.	NOUN
gp-55	1	25	2	2	NUM
gp-55	1	26	no	no	NOUN
gp-55	1	27	.	.	NOUN
gp-55	1	28	8	8	NUM
gp-55	1	29	august	august	PROPN
gp-55	1	30	2023	2023	NUM
gp-55	1	31	managing	manage	VERB
gp-55	1	32	healthcare	healthcare	NOUN
gp-55	1	33	product	product	NOUN
gp-55	1	34	demand	demand	NOUN
gp-55	1	35	effectively	effectively	ADV
gp-55	1	36	in	in	ADP
gp-55	1	37	the	the	DET
gp-55	1	38	post	post	ADJ
gp-55	1	39	-	-	ADJ
gp-55	1	40	covid-19	covid-19	ADJ
gp-55	1	41	environment	environment	NOUN
gp-55	1	42	:	:	PUNCT
gp-55	1	43	navigating	navigate	VERB
gp-55	1	44	demand	demand	NOUN
gp-55	1	45	variability	variability	NOUN
gp-55	1	46	and	and	CCONJ
gp-55	1	47	forecasting	forecasting	NOUN
gp-55	1	48	complexities	complexity	NOUN
gp-55	1	49	1moazam	1moazam	NUM
gp-55	1	50	niaz	niaz	ADJ
gp-55	1	51	,	,	PUNCT
gp-55	1	52	2urenna	2urenna	NUM
gp-55	1	53	nwagwu	nwagwu	PROPN
gp-55	1	54	wichita	wichita	PROPN
gp-55	1	55	state	state	PROPN
gp-55	1	56	university	university	PROPN
gp-55	1	57	,	,	PUNCT
gp-55	1	58	united	united	PROPN
gp-55	1	59	state	state	PROPN
gp-55	1	60	of	of	ADP
gp-55	1	61	america1	america1	PROPN
gp-55	1	62	university	university	NOUN
gp-55	1	63	of	of	ADP
gp-55	1	64	the	the	DET
gp-55	1	65	cumberlands	cumberland	NOUN
gp-55	1	66	,	,	PUNCT
gp-55	1	67	united	united	ADJ
gp-55	1	68	state	state	PROPN
gp-55	1	69	of	of	ADP
gp-55	1	70	america2	america2	PROPN
gp-55	1	71	email	email	NOUN
gp-55	1	72	:	:	PUNCT
gp-55	1	73	moazam.memon@gmail.com	moazam.memon@gmail.com	X
gp-55	1	74	abstract	abstract	NOUN
gp-55	1	75	managing	manage	VERB
gp-55	1	76	the	the	DET
gp-55	1	77	demand	demand	NOUN
gp-55	1	78	for	for	ADP
gp-55	1	79	healthcare	healthcare	NOUN
gp-55	1	80	products	product	NOUN
gp-55	1	81	is	be	AUX
gp-55	1	82	a	a	DET
gp-55	1	83	complex	complex	ADJ
gp-55	1	84	problem	problem	NOUN
gp-55	1	85	requiring	require	VERB
gp-55	1	86	in	in	ADP
gp-55	1	87	-	-	PUNCT
gp-55	1	88	depth	depth	NOUN
gp-55	1	89	knowledge	knowledge	NOUN
gp-55	1	90	of	of	ADP
gp-55	1	91	epidemiological	epidemiological	ADJ
gp-55	1	92	trends	trend	NOUN
gp-55	1	93	,	,	PUNCT
gp-55	1	94	supply	supply	NOUN
gp-55	1	95	chain	chain	NOUN
gp-55	1	96	dynamics	dynamic	NOUN
gp-55	1	97	,	,	PUNCT
gp-55	1	98	and	and	CCONJ
gp-55	1	99	regulatory	regulatory	ADJ
gp-55	1	100	considerations	consideration	NOUN
gp-55	1	101	.	.	PUNCT
gp-55	2	1	the	the	DET
gp-55	2	2	intricate	intricate	ADJ
gp-55	2	3	management	management	NOUN
gp-55	2	4	of	of	ADP
gp-55	2	5	healthcare	healthcare	NOUN
gp-55	2	6	product	product	NOUN
gp-55	2	7	demand	demand	NOUN
gp-55	2	8	in	in	ADP
gp-55	2	9	the	the	DET
gp-55	2	10	postcovid-19	postcovid-19	PROPN
gp-55	2	11	era	era	NOUN
gp-55	2	12	is	be	AUX
gp-55	2	13	thoroughly	thoroughly	ADV
gp-55	2	14	explored	explore	VERB
gp-55	2	15	in	in	ADP
gp-55	2	16	this	this	DET
gp-55	2	17	study	study	NOUN
gp-55	2	18	.	.	PUNCT
gp-55	3	1	it	it	PRON
gp-55	3	2	is	be	AUX
gp-55	3	3	divided	divide	VERB
gp-55	3	4	into	into	ADP
gp-55	3	5	nine	nine	NUM
gp-55	3	6	sections	section	NOUN
gp-55	3	7	exploring	explore	VERB
gp-55	3	8	various	various	ADJ
gp-55	3	9	facets	facet	NOUN
gp-55	3	10	of	of	ADP
gp-55	3	11	this	this	DET
gp-55	3	12	critical	critical	ADJ
gp-55	3	13	field	field	NOUN
gp-55	3	14	,	,	PUNCT
gp-55	3	15	emphasizing	emphasize	VERB
gp-55	3	16	the	the	DET
gp-55	3	17	persistent	persistent	ADJ
gp-55	3	18	demand	demand	NOUN
gp-55	3	19	variations	variation	NOUN
gp-55	3	20	and	and	CCONJ
gp-55	3	21	difficulty	difficulty	NOUN
gp-55	3	22	in	in	ADP
gp-55	3	23	forecasting	forecasting	NOUN
gp-55	3	24	in	in	ADP
gp-55	3	25	the	the	DET
gp-55	3	26	healthcare	healthcare	NOUN
gp-55	3	27	industry	industry	NOUN
gp-55	3	28	.	.	PUNCT
gp-55	4	1	it	it	PRON
gp-55	4	2	underscores	underscore	VERB
gp-55	4	3	the	the	DET
gp-55	4	4	necessity	necessity	NOUN
gp-55	4	5	for	for	ADP
gp-55	4	6	efficient	efficient	ADJ
gp-55	4	7	demand	demand	NOUN
gp-55	4	8	management	management	NOUN
gp-55	4	9	techniques	technique	NOUN
gp-55	4	10	in	in	ADP
gp-55	4	11	the	the	DET
gp-55	4	12	changing	change	VERB
gp-55	4	13	healthcare	healthcare	NOUN
gp-55	4	14	environment	environment	NOUN
gp-55	4	15	.	.	PUNCT
gp-55	5	1	the	the	DET
gp-55	5	2	significance	significance	NOUN
gp-55	5	3	of	of	ADP
gp-55	5	4	historical	historical	ADJ
gp-55	5	5	demand	demand	NOUN
gp-55	5	6	trends	trend	NOUN
gp-55	5	7	and	and	CCONJ
gp-55	5	8	provides	provide	VERB
gp-55	5	9	examples	example	NOUN
gp-55	5	10	of	of	ADP
gp-55	5	11	how	how	SCONJ
gp-55	5	12	studying	study	VERB
gp-55	5	13	historical	historical	ADJ
gp-55	5	14	data	datum	NOUN
gp-55	5	15	is	be	AUX
gp-55	5	16	essential	essential	ADJ
gp-55	5	17	for	for	ADP
gp-55	5	18	comprehending	comprehend	VERB
gp-55	5	19	and	and	CCONJ
gp-55	5	20	forecasting	forecast	VERB
gp-55	5	21	the	the	DET
gp-55	5	22	demand	demand	NOUN
gp-55	5	23	for	for	ADP
gp-55	5	24	healthcare	healthcare	NOUN
gp-55	5	25	products	product	NOUN
gp-55	5	26	.	.	PUNCT
gp-55	6	1	identifying	identify	VERB
gp-55	6	2	seasonal	seasonal	ADJ
gp-55	6	3	fluctuations	fluctuation	NOUN
gp-55	6	4	,	,	PUNCT
gp-55	6	5	forecasting	forecast	VERB
gp-55	6	6	disease	disease	NOUN
gp-55	6	7	outbreaks	outbreak	NOUN
gp-55	6	8	,	,	PUNCT
gp-55	6	9	and	and	CCONJ
gp-55	6	10	improving	improve	VERB
gp-55	6	11	inventory	inventory	NOUN
gp-55	6	12	management	management	NOUN
gp-55	6	13	are	be	AUX
gp-55	6	14	emphasized	emphasize	VERB
gp-55	6	15	.	.	PUNCT
gp-55	7	1	investigating	investigate	VERB
gp-55	7	2	the	the	DET
gp-55	7	3	difficulties	difficulty	NOUN
gp-55	7	4	in	in	ADP
gp-55	7	5	predicting	predict	VERB
gp-55	7	6	the	the	DET
gp-55	7	7	need	need	NOUN
gp-55	7	8	for	for	ADP
gp-55	7	9	healthcare	healthcare	NOUN
gp-55	7	10	products	product	NOUN
gp-55	7	11	,	,	PUNCT
gp-55	7	12	deals	deal	NOUN
gp-55	7	13	with	with	ADP
gp-55	7	14	problems	problem	NOUN
gp-55	7	15	caused	cause	VERB
gp-55	7	16	by	by	ADP
gp-55	7	17	epidemiological	epidemiological	ADJ
gp-55	7	18	ambiguity	ambiguity	NOUN
gp-55	7	19	,	,	PUNCT
gp-55	7	20	supply	supply	NOUN
gp-55	7	21	chain	chain	NOUN
gp-55	7	22	breakdowns	breakdown	NOUN
gp-55	7	23	,	,	PUNCT
gp-55	7	24	patient	patient	ADJ
gp-55	7	25	demographics	demographic	NOUN
gp-55	7	26	,	,	PUNCT
gp-55	7	27	regulatory	regulatory	ADJ
gp-55	7	28	adjustments	adjustment	NOUN
gp-55	7	29	,	,	PUNCT
gp-55	7	30	and	and	CCONJ
gp-55	7	31	technological	technological	ADJ
gp-55	7	32	advancements	advancement	NOUN
gp-55	7	33	.	.	PUNCT
gp-55	8	1	the	the	DET
gp-55	8	2	importance	importance	NOUN
gp-55	8	3	of	of	ADP
gp-55	8	4	data	datum	NOUN
gp-55	8	5	availability	availability	NOUN
gp-55	8	6	and	and	CCONJ
gp-55	8	7	quality	quality	NOUN
gp-55	8	8	in	in	ADP
gp-55	8	9	accurate	accurate	ADJ
gp-55	8	10	demand	demand	NOUN
gp-55	8	11	forecasting	forecasting	NOUN
gp-55	8	12	is	be	AUX
gp-55	8	13	emphasized	emphasize	VERB
gp-55	8	14	in	in	ADP
gp-55	8	15	this	this	DET
gp-55	8	16	section	section	NOUN
gp-55	8	17	.	.	PUNCT
gp-55	9	1	it	it	PRON
gp-55	9	2	encompasses	encompass	VERB
gp-55	9	3	scenario	scenario	NOUN
gp-55	9	4	planning	planning	NOUN
gp-55	9	5	,	,	PUNCT
gp-55	9	6	resource	resource	NOUN
gp-55	9	7	allocation	allocation	NOUN
gp-55	9	8	,	,	PUNCT
gp-55	9	9	technology	technology	NOUN
gp-55	9	10	adoption	adoption	NOUN
gp-55	9	11	,	,	PUNCT
gp-55	9	12	supplier	supplier	NOUN
gp-55	9	13	diversity	diversity	NOUN
gp-55	9	14	,	,	PUNCT
gp-55	9	15	flexible	flexible	ADJ
gp-55	9	16	manufacturing	manufacturing	NOUN
gp-55	9	17	,	,	PUNCT
gp-55	9	18	collaborative	collaborative	ADJ
gp-55	9	19	and	and	CCONJ
gp-55	9	20	information	information	NOUN
gp-55	9	21	sharing	sharing	NOUN
gp-55	9	22	,	,	PUNCT
gp-55	9	23	data	data	NOUN
gp-55	9	24	-	-	PUNCT
gp-55	9	25	driven	drive	VERB
gp-55	9	26	decision	decision	NOUN
gp-55	9	27	-	-	PUNCT
gp-55	9	28	making	making	NOUN
gp-55	9	29	,	,	PUNCT
gp-55	9	30	demand	demand	NOUN
gp-55	9	31	forecasting	forecasting	NOUN
gp-55	9	32	models	model	NOUN
gp-55	9	33	,	,	PUNCT
gp-55	9	34	and	and	CCONJ
gp-55	9	35	strategic	strategic	ADJ
gp-55	9	36	stockpiling	stockpiling	NOUN
gp-55	9	37	.	.	PUNCT
gp-55	10	1	"	"	PUNCT
gp-55	10	2	data	datum	NOUN
gp-55	10	3	analytics	analytic	NOUN
gp-55	10	4	and	and	CCONJ
gp-55	10	5	predictive	predictive	ADJ
gp-55	10	6	modeling	modeling	NOUN
gp-55	10	7	in	in	ADP
gp-55	10	8	demand	demand	NOUN
gp-55	10	9	forecasting	forecasting	NOUN
gp-55	10	10	,	,	PUNCT
gp-55	10	11	"	"	PUNCT
gp-55	10	12	emphasize	emphasize	VERB
gp-55	10	13	the	the	DET
gp-55	10	14	function	function	NOUN
gp-55	10	15	of	of	ADP
gp-55	10	16	these	these	DET
gp-55	10	17	techniques	technique	NOUN
gp-55	10	18	in	in	ADP
gp-55	10	19	comprehending	comprehend	VERB
gp-55	10	20	and	and	CCONJ
gp-55	10	21	forecasting	forecasting	NOUN
gp-55	10	22	demand	demand	NOUN
gp-55	10	23	trends	trend	NOUN
gp-55	10	24	.	.	PUNCT
gp-55	11	1	all	all	PRON
gp-55	11	2	covered	cover	VERB
gp-55	11	3	are	be	AUX
gp-55	11	4	time	time	NOUN
gp-55	11	5	series	series	NOUN
gp-55	11	6	analysis	analysis	NOUN
gp-55	11	7	,	,	PUNCT
gp-55	11	8	machine	machine	NOUN
gp-55	11	9	learning	learning	NOUN
gp-55	11	10	algorithms	algorithm	NOUN
gp-55	11	11	,	,	PUNCT
gp-55	11	12	epidemic	epidemic	NOUN
gp-55	11	13	predictive	predictive	ADJ
gp-55	11	14	modeling	modeling	NOUN
gp-55	11	15	,	,	PUNCT
gp-55	11	16	supply	supply	NOUN
gp-55	11	17	chain	chain	NOUN
gp-55	11	18	integration	integration	NOUN
gp-55	11	19	,	,	PUNCT
gp-55	11	20	scenario	scenario	NOUN
gp-55	11	21	planning	planning	NOUN
gp-55	11	22	,	,	PUNCT
gp-55	11	23	optimization	optimization	NOUN
gp-55	11	24	,	,	PUNCT
gp-55	11	25	risk	risk	NOUN
gp-55	11	26	assessment	assessment	NOUN
gp-55	11	27	,	,	PUNCT
gp-55	11	28	in	in	ADP
gp-55	11	29	-	-	PUNCT
gp-55	11	30	the	the	DET
gp-55	11	31	-	-	PUNCT
gp-55	11	32	moment	moment	NOUN
gp-55	11	33	monitoring	monitoring	NOUN
gp-55	11	34	,	,	PUNCT
gp-55	11	35	and	and	CCONJ
gp-55	11	36	feedback	feedback	NOUN
gp-55	11	37	loops	loop	NOUN
gp-55	11	38	.	.	PUNCT
gp-55	12	1	"	"	PUNCT
gp-55	12	2	supply	supply	NOUN
gp-55	12	3	chain	chain	NOUN
gp-55	12	4	resilience	resilience	NOUN
gp-55	12	5	and	and	CCONJ
gp-55	12	6	demand	demand	NOUN
gp-55	12	7	response	response	NOUN
gp-55	12	8	"	"	PUNCT
gp-55	12	9	explains	explain	VERB
gp-55	12	10	why	why	SCONJ
gp-55	12	11	it	it	PRON
gp-55	12	12	's	be	AUX
gp-55	12	13	crucial	crucial	ADJ
gp-55	12	14	to	to	PART
gp-55	12	15	create	create	VERB
gp-55	12	16	robust	robust	ADJ
gp-55	12	17	supply	supply	NOUN
gp-55	12	18	chains	chain	NOUN
gp-55	12	19	and	and	CCONJ
gp-55	12	20	successfully	successfully	ADV
gp-55	12	21	adapt	adapt	VERB
gp-55	12	22	to	to	PART
gp-55	12	23	demand	demand	VERB
gp-55	12	24	changes	change	NOUN
gp-55	12	25	.	.	PUNCT
gp-55	13	1	supplier	supplier	NOUN
gp-55	13	2	diversity	diversity	NOUN
gp-55	13	3	,	,	PUNCT
gp-55	13	4	strategic	strategic	ADJ
gp-55	13	5	stockpiling	stockpiling	NOUN
gp-55	13	6	,	,	PUNCT
gp-55	13	7	agile	agile	ADJ
gp-55	13	8	production	production	NOUN
gp-55	13	9	,	,	PUNCT
gp-55	13	10	real	real	ADJ
gp-55	13	11	-	-	PUNCT
gp-55	13	12	time	time	NOUN
gp-55	13	13	visibility	visibility	NOUN
gp-55	13	14	,	,	PUNCT
gp-55	13	15	teamwork	teamwork	NOUN
gp-55	13	16	,	,	PUNCT
gp-55	13	17	datadriven	datadriven	ADJ
gp-55	13	18	decision	decision	NOUN
gp-55	13	19	-	-	PUNCT
gp-55	13	20	making	making	NOUN
gp-55	13	21	,	,	PUNCT
gp-55	13	22	scenario	scenario	NOUN
gp-55	13	23	planning	planning	NOUN
gp-55	13	24	,	,	PUNCT
gp-55	13	25	and	and	CCONJ
gp-55	13	26	regulatory	regulatory	ADJ
gp-55	13	27	flexibility	flexibility	NOUN
gp-55	13	28	are	be	AUX
gp-55	13	29	all	all	ADV
gp-55	13	30	covered	cover	VERB
gp-55	13	31	.	.	PUNCT
gp-55	14	1	keywords	keyword	NOUN
gp-55	14	2	:	:	PUNCT
gp-55	14	3	covid-19	covid-19	PROPN
gp-55	14	4	pandemic	pandemic	ADJ
gp-55	14	5	response	response	NOUN
gp-55	14	6	,	,	PUNCT
gp-55	14	7	vaccine	vaccine	NOUN
gp-55	14	8	distribution	distribution	NOUN
gp-55	14	9	,	,	PUNCT
gp-55	14	10	demand	demand	NOUN
gp-55	14	11	management	management	NOUN
gp-55	14	12	for	for	ADP
gp-55	14	13	healthcare	healthcare	NOUN
gp-55	14	14	products	product	NOUN
gp-55	14	15	,	,	PUNCT
gp-55	14	16	demand	demand	NOUN
gp-55	14	17	forecasting	forecast	VERB
gp-55	14	18	this	this	DET
gp-55	14	19	article	article	NOUN
gp-55	14	20	is	be	AUX
gp-55	14	21	licensed	license	VERB
gp-55	14	22	under	under	ADP
gp-55	14	23	a	a	DET
gp-55	14	24	creative	creative	ADJ
gp-55	14	25	commons	common	NOUN
gp-55	14	26	attribution	attribution	NOUN
gp-55	14	27	-	-	PUNCT
gp-55	14	28	sharealike	sharealike	ADJ
gp-55	14	29	4.0	4.0	NUM
gp-55	14	30	international	international	ADJ
gp-55	14	31	mailto:moazam.memon@gmail.com	mailto:moazam.memon@gmail.com	PROPN
gp-55	14	32	https://creativecommons.org/licenses/by-sa/4.0/	https://creativecommons.org/licenses/by-sa/4.0/	PROPN
gp-55	15	1	https://creativecommons.org/licenses/by-sa/4.0/	https://creativecommons.org/licenses/by-sa/4.0/	PROPN
gp-55	15	2	moazam	moazam	PROPN
gp-55	15	3	niaz	niaz	PROPN
gp-55	15	4	,	,	PUNCT
gp-55	15	5	urenna	urenna	PROPN
gp-55	15	6	nwagwu	nwagwu	PROPN
gp-55	15	7	317	317	NUM
gp-55	15	8	introduction	introduction	NOUN
gp-55	15	9	.	.	PUNCT
gp-55	16	1	the	the	DET
gp-55	16	2	healthcare	healthcare	NOUN
gp-55	16	3	sector	sector	NOUN
gp-55	16	4	has	have	AUX
gp-55	16	5	recently	recently	ADV
gp-55	16	6	seen	see	VERB
gp-55	16	7	considerable	considerable	ADJ
gp-55	16	8	disruptions	disruption	NOUN
gp-55	16	9	like	like	ADP
gp-55	16	10	many	many	ADJ
gp-55	16	11	other	other	ADJ
gp-55	16	12	industries	industry	NOUN
gp-55	16	13	,	,	PUNCT
gp-55	16	14	but	but	CCONJ
gp-55	16	15	possibly	possibly	ADV
gp-55	16	16	none	none	NOUN
gp-55	16	17	as	as	ADV
gp-55	16	18	severe	severe	ADJ
gp-55	16	19	as	as	ADP
gp-55	16	20	the	the	DET
gp-55	16	21	covid-19	covid-19	PROPN
gp-55	16	22	pandemic	pandemic	NOUN
gp-55	16	23	.	.	PUNCT
gp-55	17	1	the	the	DET
gp-55	17	2	urgent	urgent	ADJ
gp-55	17	3	need	need	NOUN
gp-55	17	4	for	for	ADP
gp-55	17	5	efficient	efficient	ADJ
gp-55	17	6	demand	demand	NOUN
gp-55	17	7	management	management	NOUN
gp-55	17	8	in	in	ADP
gp-55	17	9	the	the	DET
gp-55	17	10	healthcare	healthcare	NOUN
gp-55	17	11	industry	industry	NOUN
gp-55	17	12	,	,	PUNCT
gp-55	17	13	particularly	particularly	ADV
gp-55	17	14	about	about	ADP
gp-55	17	15	healthcare	healthcare	NOUN
gp-55	17	16	products	product	NOUN
gp-55	17	17	and	and	CCONJ
gp-55	17	18	supplies	supply	NOUN
gp-55	17	19	,	,	PUNCT
gp-55	17	20	has	have	AUX
gp-55	17	21	been	be	AUX
gp-55	17	22	made	make	VERB
gp-55	17	23	clear	clear	ADJ
gp-55	17	24	by	by	ADP
gp-55	17	25	the	the	DET
gp-55	17	26	current	current	ADJ
gp-55	17	27	global	global	ADJ
gp-55	17	28	health	health	NOUN
gp-55	17	29	crisis	crisis	NOUN
gp-55	17	30	.	.	PUNCT
gp-55	18	1	the	the	DET
gp-55	18	2	pandemic	pandemic	NOUN
gp-55	18	3	's	's	PART
gp-55	18	4	effects	effect	NOUN
gp-55	18	5	have	have	AUX
gp-55	18	6	highlighted	highlight	VERB
gp-55	18	7	how	how	SCONJ
gp-55	18	8	crucial	crucial	ADJ
gp-55	18	9	it	it	PRON
gp-55	18	10	is	be	AUX
gp-55	18	11	to	to	PART
gp-55	18	12	comprehend	comprehend	VERB
gp-55	18	13	,	,	PUNCT
gp-55	18	14	assess	assess	VERB
gp-55	18	15	,	,	PUNCT
gp-55	18	16	and	and	CCONJ
gp-55	18	17	manage	manage	VERB
gp-55	18	18	changes	change	NOUN
gp-55	18	19	in	in	ADP
gp-55	18	20	healthcare	healthcare	NOUN
gp-55	18	21	demand	demand	NOUN
gp-55	18	22	(	(	PUNCT
gp-55	18	23	stahl	stahl	PROPN
gp-55	18	24	et	et	PROPN
gp-55	18	25	al	al	PROPN
gp-55	18	26	.	.	PROPN
gp-55	18	27	,	,	PUNCT
gp-55	18	28	2020	2020	NUM
gp-55	18	29	)	)	PUNCT
gp-55	18	30	.	.	PUNCT
gp-55	19	1	variations	variation	NOUN
gp-55	19	2	in	in	ADP
gp-55	19	3	the	the	DET
gp-55	19	4	amount	amount	NOUN
gp-55	19	5	of	of	ADP
gp-55	19	6	medical	medical	ADJ
gp-55	19	7	products	product	NOUN
gp-55	19	8	and	and	CCONJ
gp-55	19	9	services	service	NOUN
gp-55	19	10	needed	need	VERB
gp-55	19	11	at	at	ADP
gp-55	19	12	different	different	ADJ
gp-55	19	13	times	time	NOUN
gp-55	19	14	and	and	CCONJ
gp-55	19	15	under	under	ADP
gp-55	19	16	different	different	ADJ
gp-55	19	17	situations	situation	NOUN
gp-55	19	18	are	be	AUX
gp-55	19	19	referred	refer	VERB
gp-55	19	20	to	to	ADP
gp-55	19	21	as	as	ADP
gp-55	19	22	demand	demand	NOUN
gp-55	19	23	fluctuations	fluctuation	NOUN
gp-55	19	24	in	in	ADP
gp-55	19	25	the	the	DET
gp-55	19	26	healthcare	healthcare	NOUN
gp-55	19	27	industry	industry	NOUN
gp-55	19	28	.	.	PUNCT
gp-55	20	1	these	these	DET
gp-55	20	2	oscillations	oscillation	NOUN
gp-55	20	3	can	can	AUX
gp-55	20	4	impact	impact	VERB
gp-55	20	5	numerous	numerous	ADJ
gp-55	20	6	things	thing	NOUN
gp-55	20	7	,	,	PUNCT
gp-55	20	8	such	such	ADJ
gp-55	20	9	as	as	ADP
gp-55	20	10	cultural	cultural	ADJ
gp-55	20	11	changes	change	NOUN
gp-55	20	12	,	,	PUNCT
gp-55	20	13	technology	technology	NOUN
gp-55	20	14	improvements	improvement	NOUN
gp-55	20	15	,	,	PUNCT
gp-55	20	16	regulatory	regulatory	ADJ
gp-55	20	17	modifications	modification	NOUN
gp-55	20	18	,	,	PUNCT
gp-55	20	19	and	and	CCONJ
gp-55	20	20	epidemiological	epidemiological	ADJ
gp-55	20	21	trends	trend	NOUN
gp-55	20	22	.	.	PUNCT
gp-55	21	1	it	it	PRON
gp-55	21	2	's	be	AUX
gp-55	21	3	vital	vital	ADJ
gp-55	21	4	to	to	PART
gp-55	21	5	comprehend	comprehend	VERB
gp-55	21	6	and	and	CCONJ
gp-55	21	7	control	control	VERB
gp-55	21	8	these	these	DET
gp-55	21	9	variations	variation	NOUN
gp-55	21	10	for	for	ADP
gp-55	21	11	several	several	ADJ
gp-55	21	12	reasons	reason	NOUN
gp-55	21	13	.	.	PUNCT
gp-55	22	1	patient	patient	ADJ
gp-55	22	2	care	care	NOUN
gp-55	22	3	and	and	CCONJ
gp-55	22	4	safety	safety	NOUN
gp-55	22	5	:	:	PUNCT
gp-55	22	6	it	it	PRON
gp-55	22	7	is	be	AUX
gp-55	22	8	paramount	paramount	ADJ
gp-55	22	9	to	to	PART
gp-55	22	10	maintain	maintain	VERB
gp-55	22	11	a	a	DET
gp-55	22	12	steady	steady	ADJ
gp-55	22	13	supply	supply	NOUN
gp-55	22	14	of	of	ADP
gp-55	22	15	crucial	crucial	ADJ
gp-55	22	16	healthcare	healthcare	NOUN
gp-55	22	17	supplies	supply	NOUN
gp-55	22	18	,	,	PUNCT
gp-55	22	19	such	such	ADJ
gp-55	22	20	as	as	ADP
gp-55	22	21	medicines	medicine	NOUN
gp-55	22	22	,	,	PUNCT
gp-55	22	23	personal	personal	ADJ
gp-55	22	24	protective	protective	ADJ
gp-55	22	25	equipment	equipment	NOUN
gp-55	22	26	(	(	PUNCT
gp-55	22	27	ppe	ppe	PROPN
gp-55	22	28	)	)	PUNCT
gp-55	22	29	,	,	PUNCT
gp-55	22	30	and	and	CCONJ
gp-55	22	31	medical	medical	ADJ
gp-55	22	32	gadgets	gadget	NOUN
gp-55	22	33	.	.	PUNCT
gp-55	23	1	during	during	ADP
gp-55	23	2	a	a	DET
gp-55	23	3	health	health	NOUN
gp-55	23	4	emergency	emergency	NOUN
gp-55	23	5	,	,	PUNCT
gp-55	23	6	sudden	sudden	ADJ
gp-55	23	7	increases	increase	NOUN
gp-55	23	8	in	in	ADP
gp-55	23	9	demand	demand	NOUN
gp-55	23	10	can	can	AUX
gp-55	23	11	strain	strain	VERB
gp-55	23	12	the	the	DET
gp-55	23	13	healthcare	healthcare	NOUN
gp-55	23	14	system	system	NOUN
gp-55	23	15	,	,	PUNCT
gp-55	23	16	creating	create	VERB
gp-55	23	17	shortages	shortage	NOUN
gp-55	23	18	and	and	CCONJ
gp-55	23	19	perhaps	perhaps	ADV
gp-55	23	20	affecting	affect	VERB
gp-55	23	21	patient	patient	ADJ
gp-55	23	22	outcomes	outcome	NOUN
gp-55	23	23	(	(	PUNCT
gp-55	23	24	hansen	hansen	PROPN
gp-55	23	25	et	et	PROPN
gp-55	23	26	al	al	PROPN
gp-55	23	27	.	.	PROPN
gp-55	23	28	,	,	PUNCT
gp-55	23	29	2014	2014	NUM
gp-55	23	30	)	)	PUNCT
gp-55	23	31	.	.	PUNCT
gp-55	24	1	economic	economic	ADJ
gp-55	24	2	factors	factor	NOUN
gp-55	24	3	:	:	PUNCT
gp-55	24	4	the	the	DET
gp-55	24	5	healthcare	healthcare	NOUN
gp-55	24	6	sector	sector	NOUN
gp-55	24	7	contributes	contribute	VERB
gp-55	24	8	significantly	significantly	ADV
gp-55	24	9	to	to	ADP
gp-55	24	10	the	the	DET
gp-55	24	11	economies	economy	NOUN
gp-55	24	12	of	of	ADP
gp-55	24	13	most	most	ADJ
gp-55	24	14	nations	nation	NOUN
gp-55	24	15	.	.	PUNCT
gp-55	25	1	for	for	ADP
gp-55	25	2	cost	cost	NOUN
gp-55	25	3	containment	containment	NOUN
gp-55	25	4	and	and	CCONJ
gp-55	25	5	resource	resource	NOUN
gp-55	25	6	allocation	allocation	NOUN
gp-55	25	7	,	,	PUNCT
gp-55	25	8	effective	effective	ADJ
gp-55	25	9	demand	demand	NOUN
gp-55	25	10	management	management	NOUN
gp-55	25	11	is	be	AUX
gp-55	25	12	crucial	crucial	ADJ
gp-55	25	13	.	.	PUNCT
gp-55	26	1	variations	variation	NOUN
gp-55	26	2	in	in	ADP
gp-55	26	3	demand	demand	NOUN
gp-55	26	4	may	may	AUX
gp-55	26	5	result	result	VERB
gp-55	26	6	in	in	ADP
gp-55	26	7	inefficiencies	inefficiency	NOUN
gp-55	26	8	,	,	PUNCT
gp-55	26	9	higher	high	ADJ
gp-55	26	10	costs	cost	NOUN
gp-55	26	11	,	,	PUNCT
gp-55	26	12	and	and	CCONJ
gp-55	26	13	,	,	PUNCT
gp-55	26	14	in	in	ADP
gp-55	26	15	some	some	DET
gp-55	26	16	situations	situation	NOUN
gp-55	26	17	,	,	PUNCT
gp-55	26	18	unstable	unstable	ADJ
gp-55	26	19	economies	economy	NOUN
gp-55	26	20	(	(	PUNCT
gp-55	26	21	ngoye	ngoye	PROPN
gp-55	26	22	et	et	PROPN
gp-55	26	23	al	al	PROPN
gp-55	26	24	.	.	PROPN
gp-55	26	25	,	,	PUNCT
gp-55	26	26	2022	2022	NUM
gp-55	26	27	)	)	PUNCT
gp-55	26	28	.	.	PUNCT
gp-55	27	1	preparation	preparation	NOUN
gp-55	27	2	for	for	ADP
gp-55	27	3	public	public	ADJ
gp-55	27	4	health	health	NOUN
gp-55	27	5	:	:	PUNCT
gp-55	27	6	the	the	DET
gp-55	27	7	covid-19	covid-19	PROPN
gp-55	27	8	pandemic	pandemic	NOUN
gp-55	27	9	revealed	reveal	VERB
gp-55	27	10	gaps	gap	NOUN
gp-55	27	11	in	in	ADP
gp-55	27	12	the	the	DET
gp-55	27	13	healthcare	healthcare	NOUN
gp-55	27	14	supply	supply	NOUN
gp-55	27	15	chain	chain	NOUN
gp-55	27	16	.	.	PUNCT
gp-55	28	1	governments	government	NOUN
gp-55	28	2	and	and	CCONJ
gp-55	28	3	healthcare	healthcare	NOUN
gp-55	28	4	organizations	organization	NOUN
gp-55	28	5	worldwide	worldwide	ADV
gp-55	28	6	have	have	AUX
gp-55	28	7	acknowledged	acknowledge	VERB
gp-55	28	8	the	the	DET
gp-55	28	9	need	need	NOUN
gp-55	28	10	to	to	PART
gp-55	28	11	improve	improve	VERB
gp-55	28	12	readiness	readiness	NOUN
gp-55	28	13	for	for	ADP
gp-55	28	14	upcoming	upcoming	ADJ
gp-55	28	15	health	health	NOUN
gp-55	28	16	emergencies	emergency	NOUN
gp-55	28	17	.	.	PUNCT
gp-55	29	1	it	it	PRON
gp-55	29	2	is	be	AUX
gp-55	29	3	essential	essential	ADJ
gp-55	29	4	to	to	PART
gp-55	29	5	comprehend	comprehend	VERB
gp-55	29	6	demand	demand	NOUN
gp-55	29	7	changes	change	NOUN
gp-55	29	8	to	to	PART
gp-55	29	9	build	build	VERB
gp-55	29	10	resilient	resilient	ADJ
gp-55	29	11	supply	supply	NOUN
gp-55	29	12	chains	chain	NOUN
gp-55	29	13	and	and	CCONJ
gp-55	29	14	accumulate	accumulate	VERB
gp-55	29	15	necessary	necessary	ADJ
gp-55	29	16	medical	medical	ADJ
gp-55	29	17	supplies	supply	NOUN
gp-55	29	18	(	(	PUNCT
gp-55	29	19	purnomo	purnomo	PROPN
gp-55	29	20	et	et	PROPN
gp-55	29	21	al	al	PROPN
gp-55	29	22	.	.	PROPN
gp-55	29	23	,	,	PUNCT
gp-55	29	24	2019	2019	NUM
gp-55	29	25	)	)	PUNCT
gp-55	29	26	.	.	PUNCT
gp-55	30	1	regulatory	regulatory	ADJ
gp-55	30	2	compliance	compliance	NOUN
gp-55	30	3	:	:	PUNCT
gp-55	30	4	strict	strict	ADJ
gp-55	30	5	regulatory	regulatory	ADJ
gp-55	30	6	restrictions	restriction	NOUN
gp-55	30	7	apply	apply	VERB
gp-55	30	8	to	to	ADP
gp-55	30	9	healthcare	healthcare	NOUN
gp-55	30	10	products	product	NOUN
gp-55	30	11	.	.	PUNCT
gp-55	31	1	it	it	PRON
gp-55	31	2	is	be	AUX
gp-55	31	3	easier	easy	ADJ
gp-55	31	4	to	to	PART
gp-55	31	5	meet	meet	VERB
gp-55	31	6	these	these	DET
gp-55	31	7	needs	need	NOUN
gp-55	31	8	when	when	SCONJ
gp-55	31	9	demand	demand	NOUN
gp-55	31	10	is	be	AUX
gp-55	31	11	high	high	ADJ
gp-55	31	12	.	.	PUNCT
gp-55	32	1	by	by	ADP
gp-55	32	2	guaranteeing	guarantee	VERB
gp-55	32	3	the	the	DET
gp-55	32	4	availability	availability	NOUN
gp-55	32	5	of	of	ADP
gp-55	32	6	compliant	compliant	ADJ
gp-55	32	7	products	product	NOUN
gp-55	32	8	when	when	SCONJ
gp-55	32	9	required	require	VERB
gp-55	32	10	,	,	PUNCT
gp-55	32	11	adequate	adequate	ADJ
gp-55	32	12	demand	demand	NOUN
gp-55	32	13	forecasting	forecasting	NOUN
gp-55	32	14	can	can	AUX
gp-55	32	15	help	help	VERB
gp-55	32	16	with	with	ADP
gp-55	32	17	compliance	compliance	NOUN
gp-55	32	18	.	.	PUNCT
gp-55	33	1	resource	resource	NOUN
gp-55	33	2	allocation	allocation	NOUN
gp-55	33	3	:	:	PUNCT
gp-55	33	4	healthcare	healthcare	NOUN
gp-55	33	5	resources	resource	NOUN
gp-55	33	6	,	,	PUNCT
gp-55	33	7	such	such	ADJ
gp-55	33	8	as	as	ADP
gp-55	33	9	personnel	personnel	NOUN
gp-55	33	10	,	,	PUNCT
gp-55	33	11	facilities	facility	NOUN
gp-55	33	12	,	,	PUNCT
gp-55	33	13	and	and	CCONJ
gp-55	33	14	money	money	NOUN
gp-55	33	15	,	,	PUNCT
gp-55	33	16	must	must	AUX
gp-55	33	17	be	be	AUX
gp-55	33	18	distributed	distribute	VERB
gp-55	33	19	effectively	effectively	ADV
gp-55	33	20	.	.	PUNCT
gp-55	34	1	healthcare	healthcare	NOUN
gp-55	34	2	organizations	organization	NOUN
gp-55	34	3	can	can	AUX
gp-55	34	4	allocate	allocate	VERB
gp-55	34	5	resources	resource	NOUN
gp-55	34	6	where	where	SCONJ
gp-55	34	7	they	they	PRON
gp-55	34	8	are	be	AUX
gp-55	34	9	most	most	ADV
gp-55	34	10	needed	need	VERB
gp-55	34	11	and	and	CCONJ
gp-55	34	12	maximize	maximize	VERB
gp-55	34	13	the	the	DET
gp-55	34	14	use	use	NOUN
gp-55	34	15	of	of	ADP
gp-55	34	16	their	their	PRON
gp-55	34	17	available	available	ADJ
gp-55	34	18	assets	asset	NOUN
gp-55	34	19	by	by	ADP
gp-55	34	20	being	be	AUX
gp-55	34	21	aware	aware	ADJ
gp-55	34	22	of	of	ADP
gp-55	34	23	demand	demand	NOUN
gp-55	34	24	variations	variation	NOUN
gp-55	34	25	.	.	PUNCT
gp-55	35	1	it	it	PRON
gp-55	35	2	is	be	AUX
gp-55	35	3	crucial	crucial	ADJ
gp-55	35	4	to	to	PART
gp-55	35	5	use	use	VERB
gp-55	35	6	a	a	DET
gp-55	35	7	multidisciplinary	multidisciplinary	ADJ
gp-55	35	8	approach	approach	NOUN
gp-55	35	9	that	that	PRON
gp-55	35	10	integrates	integrate	VERB
gp-55	35	11	data	datum	NOUN
gp-55	35	12	analysis	analysis	NOUN
gp-55	35	13	,	,	PUNCT
gp-55	35	14	predictive	predictive	ADJ
gp-55	35	15	modeling	modeling	NOUN
gp-55	35	16	,	,	PUNCT
gp-55	35	17	supply	supply	NOUN
gp-55	35	18	chain	chain	NOUN
gp-55	35	19	optimization	optimization	NOUN
gp-55	35	20	,	,	PUNCT
gp-55	35	21	and	and	CCONJ
gp-55	35	22	cooperation	cooperation	NOUN
gp-55	35	23	among	among	ADP
gp-55	35	24	stakeholders	stakeholder	NOUN
gp-55	35	25	,	,	PUNCT
gp-55	35	26	including	include	VERB
gp-55	35	27	healthcare	healthcare	NOUN
gp-55	35	28	providers	provider	NOUN
gp-55	35	29	,	,	PUNCT
gp-55	35	30	manufacturers	manufacturer	NOUN
gp-55	35	31	,	,	PUNCT
gp-55	35	32	and	and	CCONJ
gp-55	35	33	regulatory	regulatory	ADJ
gp-55	35	34	agencies	agency	NOUN
gp-55	35	35	,	,	PUNCT
gp-55	35	36	to	to	PART
gp-55	35	37	manage	manage	VERB
gp-55	35	38	demand	demand	NOUN
gp-55	35	39	fluctuations	fluctuation	NOUN
gp-55	35	40	in	in	ADP
gp-55	35	41	the	the	DET
gp-55	35	42	healthcare	healthcare	NOUN
gp-55	35	43	industry	industry	NOUN
gp-55	35	44	.	.	PUNCT
gp-55	36	1	by	by	ADP
gp-55	36	2	applying	apply	VERB
gp-55	36	3	this	this	DET
gp-55	36	4	strategy	strategy	NOUN
gp-55	36	5	,	,	PUNCT
gp-55	36	6	healthcare	healthcare	NOUN
gp-55	36	7	institutions	institution	NOUN
gp-55	36	8	may	may	AUX
gp-55	36	9	successfully	successfully	ADV
gp-55	36	10	predict	predict	VERB
gp-55	36	11	and	and	CCONJ
gp-55	36	12	adapt	adapt	VERB
gp-55	36	13	to	to	ADP
gp-55	36	14	changes	change	NOUN
gp-55	36	15	in	in	ADP
gp-55	36	16	demand	demand	NOUN
gp-55	36	17	.	.	PUNCT
gp-55	37	1	we	we	PRON
gp-55	37	2	will	will	AUX
gp-55	37	3	delve	delve	VERB
gp-55	37	4	deeper	deeply	ADV
gp-55	37	5	into	into	ADP
gp-55	37	6	the	the	DET
gp-55	37	7	various	various	ADJ
gp-55	37	8	facets	facet	NOUN
gp-55	37	9	of	of	ADP
gp-55	37	10	changes	change	NOUN
gp-55	37	11	in	in	ADP
gp-55	37	12	healthcare	healthcare	NOUN
gp-55	37	13	demand	demand	NOUN
gp-55	37	14	,	,	PUNCT
gp-55	37	15	looking	look	VERB
gp-55	37	16	at	at	ADP
gp-55	37	17	the	the	DET
gp-55	37	18	difficulties	difficulty	NOUN
gp-55	37	19	these	these	DET
gp-55	37	20	fluctuations	fluctuation	NOUN
gp-55	37	21	provide	provide	VERB
gp-55	37	22	and	and	CCONJ
gp-55	37	23	the	the	DET
gp-55	37	24	tools	tool	NOUN
gp-55	37	25	and	and	CCONJ
gp-55	37	26	tactics	tactic	NOUN
gp-55	37	27	available	available	ADJ
gp-55	37	28	to	to	PART
gp-55	37	29	manage	manage	VERB
gp-55	37	30	them	they	PRON
gp-55	37	31	.	.	PUNCT
gp-55	38	1	case	case	NOUN
gp-55	38	2	studies	study	NOUN
gp-55	38	3	and	and	CCONJ
gp-55	38	4	real	real	ADJ
gp-55	38	5	-	-	PUNCT
gp-55	38	6	world	world	NOUN
gp-55	38	7	examples	example	NOUN
gp-55	38	8	will	will	AUX
gp-55	38	9	also	also	ADV
gp-55	38	10	be	be	AUX
gp-55	38	11	examined	examine	VERB
gp-55	38	12	to	to	PART
gp-55	38	13	demonstrate	demonstrate	VERB
gp-55	38	14	how	how	SCONJ
gp-55	38	15	demand	demand	NOUN
gp-55	38	16	management	management	NOUN
gp-55	38	17	ideas	idea	NOUN
gp-55	38	18	may	may	AUX
gp-55	38	19	be	be	AUX
gp-55	38	20	used	use	VERB
gp-55	38	21	in	in	ADP
gp-55	38	22	practice	practice	NOUN
gp-55	38	23	.	.	PUNCT
gp-55	39	1	by	by	ADP
gp-55	39	2	the	the	DET
gp-55	39	3	end	end	NOUN
gp-55	39	4	of	of	ADP
gp-55	39	5	this	this	DET
gp-55	39	6	piece	piece	NOUN
gp-55	39	7	,	,	PUNCT
gp-55	39	8	readers	reader	NOUN
gp-55	39	9	will	will	AUX
gp-55	39	10	have	have	AUX
gp-55	39	11	learned	learn	VERB
gp-55	39	12	important	important	ADJ
gp-55	39	13	things	thing	NOUN
gp-55	39	14	about	about	ADP
gp-55	39	15	the	the	DET
gp-55	39	16	intricacy	intricacy	NOUN
gp-55	39	17	of	of	ADP
gp-55	39	18	demand	demand	NOUN
gp-55	39	19	fluctuations	fluctuation	NOUN
gp-55	39	20	in	in	ADP
gp-55	39	21	healthcare	healthcare	NOUN
gp-55	39	22	and	and	CCONJ
gp-55	39	23	the	the	DET
gp-55	39	24	steps	step	NOUN
gp-55	39	25	necessary	necessary	ADJ
gp-55	39	26	to	to	PART
gp-55	39	27	negotiate	negotiate	VERB
gp-55	39	28	this	this	DET
gp-55	39	29	always	always	ADV
gp-55	39	30	-	-	PUNCT
gp-55	39	31	changing	change	VERB
gp-55	39	32	environment	environment	NOUN
gp-55	39	33	(	(	PUNCT
gp-55	39	34	sá	sá	PROPN
gp-55	39	35	et	et	PROPN
gp-55	39	36	al	al	PROPN
gp-55	39	37	.	.	PROPN
gp-55	39	38	,	,	PUNCT
gp-55	39	39	2020	2020	NUM
gp-55	39	40	)	)	PUNCT
gp-55	39	41	.	.	PUNCT
gp-55	40	1	the	the	DET
gp-55	40	2	effect	effect	NOUN
gp-55	40	3	of	of	ADP
gp-55	40	4	covid-19	covid-19	PROPN
gp-55	40	5	on	on	ADP
gp-55	40	6	the	the	DET
gp-55	40	7	demand	demand	NOUN
gp-55	40	8	for	for	ADP
gp-55	40	9	healthcare	healthcare	NOUN
gp-55	40	10	products	product	NOUN
gp-55	40	11	https://creativecommons.org/licenses/by-sa/4.0/	https://creativecommons.org/licenses/by-sa/4.0/	PROPN
gp-55	40	12	american	american	PROPN
gp-55	40	13	journal	journal	PROPN
gp-55	40	14	of	of	ADP
gp-55	40	15	economic	economic	ADJ
gp-55	40	16	and	and	CCONJ
gp-55	40	17	management	management	NOUN
gp-55	40	18	business	business	NOUN
gp-55	40	19	vol	vol	NOUN
gp-55	40	20	.	.	PROPN
gp-55	40	21	2	2	NUM
gp-55	40	22	no	no	NOUN
gp-55	40	23	.	.	NOUN
gp-55	40	24	8	8	NUM
gp-55	40	25	august	august	PROPN
gp-55	40	26	2023	2023	NUM
gp-55	40	27	318	318	NUM
gp-55	40	28	the	the	DET
gp-55	40	29	new	new	ADJ
gp-55	40	30	corona	corona	NOUN
gp-55	40	31	-	-	PUNCT
gp-55	40	32	virus	virus	NOUN
gp-55	40	33	sars	sar	NOUN
gp-55	40	34	-	-	PUNCT
gp-55	40	35	cov-2	cov-2	NOUN
gp-55	40	36	that	that	PRON
gp-55	40	37	produced	produce	VERB
gp-55	40	38	the	the	DET
gp-55	40	39	covid-19	covid-19	PROPN
gp-55	40	40	pandemic	pandemic	NOUN
gp-55	40	41	has	have	AUX
gp-55	40	42	permanently	permanently	ADV
gp-55	40	43	altered	alter	VERB
gp-55	40	44	the	the	DET
gp-55	40	45	world	world	NOUN
gp-55	40	46	's	's	PART
gp-55	40	47	healthcare	healthcare	NOUN
gp-55	40	48	systems	system	NOUN
gp-55	40	49	and	and	CCONJ
gp-55	40	50	supply	supply	NOUN
gp-55	40	51	chains	chain	NOUN
gp-55	40	52	.	.	PUNCT
gp-55	41	1	healthcare	healthcare	NOUN
gp-55	41	2	professionals	professional	NOUN
gp-55	41	3	,	,	PUNCT
gp-55	41	4	governments	government	NOUN
gp-55	41	5	,	,	PUNCT
gp-55	41	6	and	and	CCONJ
gp-55	41	7	the	the	DET
gp-55	41	8	commercial	commercial	ADJ
gp-55	41	9	sector	sector	NOUN
gp-55	41	10	needed	need	VERB
gp-55	41	11	to	to	PART
gp-55	41	12	respond	respond	VERB
gp-55	41	13	quickly	quickly	ADV
gp-55	41	14	and	and	CCONJ
gp-55	41	15	comprehensively	comprehensively	ADV
gp-55	41	16	to	to	ADP
gp-55	41	17	the	the	DET
gp-55	41	18	disease	disease	NOUN
gp-55	41	19	's	's	PART
gp-55	41	20	rapid	rapid	ADJ
gp-55	41	21	spread	spread	NOUN
gp-55	41	22	and	and	CCONJ
gp-55	41	23	high	high	ADJ
gp-55	41	24	transmission	transmission	NOUN
gp-55	41	25	rates	rate	NOUN
gp-55	41	26	.	.	PUNCT
gp-55	42	1	the	the	DET
gp-55	42	2	pandemic	pandemic	NOUN
gp-55	42	3	's	's	PART
gp-55	42	4	significant	significant	ADJ
gp-55	42	5	impact	impact	NOUN
gp-55	42	6	on	on	ADP
gp-55	42	7	healthcare	healthcare	NOUN
gp-55	42	8	product	product	NOUN
gp-55	42	9	demand	demand	NOUN
gp-55	42	10	has	have	AUX
gp-55	42	11	been	be	AUX
gp-55	42	12	one	one	NUM
gp-55	42	13	of	of	ADP
gp-55	42	14	its	its	PRON
gp-55	42	15	most	most	ADV
gp-55	42	16	enduring	enduring	ADJ
gp-55	42	17	and	and	CCONJ
gp-55	42	18	noteworthy	noteworthy	ADJ
gp-55	42	19	repercussions	repercussion	NOUN
gp-55	42	20	.	.	PUNCT
gp-55	43	1	demand	demand	NOUN
gp-55	43	2	for	for	ADP
gp-55	43	3	personal	personal	ADJ
gp-55	43	4	protective	protective	ADJ
gp-55	43	5	equipment	equipment	NOUN
gp-55	43	6	(	(	PUNCT
gp-55	43	7	ppe	ppe	PROPN
gp-55	43	8	)	)	PUNCT
gp-55	43	9	increases	increase	VERB
gp-55	43	10	:	:	PUNCT
gp-55	43	11	in	in	ADP
gp-55	43	12	the	the	DET
gp-55	43	13	early	early	ADJ
gp-55	43	14	stages	stage	NOUN
gp-55	43	15	of	of	ADP
gp-55	43	16	the	the	DET
gp-55	43	17	pandemic	pandemic	ADJ
gp-55	43	18	,	,	PUNCT
gp-55	43	19	the	the	DET
gp-55	43	20	sudden	sudden	ADJ
gp-55	43	21	and	and	CCONJ
gp-55	43	22	rapid	rapid	ADJ
gp-55	43	23	increase	increase	NOUN
gp-55	43	24	in	in	ADP
gp-55	43	25	cases	case	NOUN
gp-55	43	26	created	create	VERB
gp-55	43	27	an	an	DET
gp-55	43	28	unparalleled	unparalleled	ADJ
gp-55	43	29	demand	demand	NOUN
gp-55	43	30	for	for	ADP
gp-55	43	31	ppe	ppe	PROPN
gp-55	43	32	.	.	PUNCT
gp-55	44	1	due	due	ADP
gp-55	44	2	to	to	ADP
gp-55	44	3	increasing	increase	VERB
gp-55	44	4	virus	virus	NOUN
gp-55	44	5	contact	contact	NOUN
gp-55	44	6	,	,	PUNCT
gp-55	44	7	healthcare	healthcare	NOUN
gp-55	44	8	staff	staff	NOUN
gp-55	44	9	needed	need	VERB
gp-55	44	10	a	a	DET
gp-55	44	11	steady	steady	ADJ
gp-55	44	12	supply	supply	NOUN
gp-55	44	13	of	of	ADP
gp-55	44	14	masks	mask	NOUN
gp-55	44	15	,	,	PUNCT
gp-55	44	16	gloves	glove	NOUN
gp-55	44	17	,	,	PUNCT
gp-55	44	18	gowns	gown	NOUN
gp-55	44	19	,	,	PUNCT
gp-55	44	20	and	and	CCONJ
gp-55	44	21	face	face	VERB
gp-55	44	22	shields	shield	NOUN
gp-55	44	23	to	to	PART
gp-55	44	24	protect	protect	VERB
gp-55	44	25	themselves	themselves	PRON
gp-55	44	26	and	and	CCONJ
gp-55	44	27	patients	patient	NOUN
gp-55	44	28	.	.	PUNCT
gp-55	45	1	the	the	DET
gp-55	45	2	widespread	widespread	ADJ
gp-55	45	3	lack	lack	NOUN
gp-55	45	4	of	of	ADP
gp-55	45	5	ppe	ppe	NOUN
gp-55	45	6	revealed	reveal	VERB
gp-55	45	7	weaknesses	weakness	NOUN
gp-55	45	8	in	in	ADP
gp-55	45	9	the	the	DET
gp-55	45	10	supply	supply	NOUN
gp-55	45	11	chain	chain	NOUN
gp-55	45	12	and	and	CCONJ
gp-55	45	13	the	the	DET
gp-55	45	14	significance	significance	NOUN
gp-55	45	15	of	of	ADP
gp-55	45	16	sustaining	sustain	VERB
gp-55	45	17	strategic	strategic	ADJ
gp-55	45	18	reserves	reserve	NOUN
gp-55	45	19	(	(	PUNCT
gp-55	45	20	defee	defee	PROPN
gp-55	45	21	&	&	CCONJ
gp-55	45	22	fugate	fugate	PROPN
gp-55	45	23	,	,	PUNCT
gp-55	45	24	2010	2010	NUM
gp-55	45	25	)	)	PUNCT
gp-55	45	26	.	.	PUNCT
gp-55	46	1	pharmaceutical	pharmaceutical	NOUN
gp-55	46	2	demand	demand	NOUN
gp-55	46	3	and	and	CCONJ
gp-55	46	4	drug	drug	NOUN
gp-55	46	5	shortages	shortage	NOUN
gp-55	46	6	:	:	PUNCT
gp-55	46	7	as	as	ADP
gp-55	46	8	the	the	DET
gp-55	46	9	pandemic	pandemic	ADJ
gp-55	46	10	spread	spread	NOUN
gp-55	46	11	,	,	PUNCT
gp-55	46	12	there	there	PRON
gp-55	46	13	was	be	VERB
gp-55	46	14	a	a	DET
gp-55	46	15	sharp	sharp	ADJ
gp-55	46	16	rise	rise	NOUN
gp-55	46	17	in	in	ADP
gp-55	46	18	demand	demand	NOUN
gp-55	46	19	for	for	ADP
gp-55	46	20	specific	specific	ADJ
gp-55	46	21	pharmaceuticals	pharmaceutical	NOUN
gp-55	46	22	,	,	PUNCT
gp-55	46	23	including	include	VERB
gp-55	46	24	antivirals	antiviral	NOUN
gp-55	46	25	,	,	PUNCT
gp-55	46	26	antibiotics	antibiotic	NOUN
gp-55	46	27	,	,	PUNCT
gp-55	46	28	and	and	CCONJ
gp-55	46	29	drugs	drug	NOUN
gp-55	46	30	used	use	VERB
gp-55	46	31	in	in	ADP
gp-55	46	32	intensive	intensive	ADJ
gp-55	46	33	care	care	NOUN
gp-55	46	34	,	,	PUNCT
gp-55	46	35	raising	raise	VERB
gp-55	46	36	concern	concern	NOUN
gp-55	46	37	for	for	ADP
gp-55	46	38	possible	possible	ADJ
gp-55	46	39	medicine	medicine	NOUN
gp-55	46	40	shortages	shortage	NOUN
gp-55	46	41	that	that	PRON
gp-55	46	42	would	would	AUX
gp-55	46	43	impact	impact	VERB
gp-55	46	44	patient	patient	ADJ
gp-55	46	45	care	care	NOUN
gp-55	46	46	.	.	PUNCT
gp-55	47	1	the	the	DET
gp-55	47	2	epidemic	epidemic	NOUN
gp-55	47	3	also	also	ADV
gp-55	47	4	affected	affect	VERB
gp-55	47	5	the	the	DET
gp-55	47	6	manufacture	manufacture	NOUN
gp-55	47	7	and	and	CCONJ
gp-55	47	8	distribution	distribution	NOUN
gp-55	47	9	of	of	ADP
gp-55	47	10	narcotics	narcotic	NOUN
gp-55	47	11	,	,	PUNCT
gp-55	47	12	complicating	complicate	VERB
gp-55	47	13	the	the	DET
gp-55	47	14	supply	supply	NOUN
gp-55	47	15	chain	chain	NOUN
gp-55	47	16	(	(	PUNCT
gp-55	47	17	dolgui	dolgui	NOUN
gp-55	47	18	&	&	CCONJ
gp-55	47	19	ivanov	ivanov	PROPN
gp-55	47	20	,	,	PUNCT
gp-55	47	21	2020	2020	NUM
gp-55	47	22	)	)	PUNCT
gp-55	47	23	.	.	PUNCT
gp-55	48	1	spike	spike	PROPN
gp-55	48	2	in	in	ADP
gp-55	48	3	demands	demand	NOUN
gp-55	48	4	:	:	PUNCT
gp-55	48	5	hospitals	hospital	NOUN
gp-55	48	6	experienced	experience	VERB
gp-55	48	7	a	a	DET
gp-55	48	8	sharp	sharp	ADJ
gp-55	48	9	rise	rise	NOUN
gp-55	48	10	in	in	ADP
gp-55	48	11	requests	request	NOUN
gp-55	48	12	for	for	ADP
gp-55	48	13	ventilators	ventilator	NOUN
gp-55	48	14	and	and	CCONJ
gp-55	48	15	other	other	ADJ
gp-55	48	16	critical	critical	ADJ
gp-55	48	17	care	care	NOUN
gp-55	48	18	supplies	supply	NOUN
gp-55	48	19	due	due	ADP
gp-55	48	20	to	to	ADP
gp-55	48	21	the	the	DET
gp-55	48	22	severe	severe	ADJ
gp-55	48	23	covid-19	covid-19	PROPN
gp-55	48	24	cases	case	NOUN
gp-55	48	25	.	.	PUNCT
gp-55	49	1	manufacturers	manufacturer	NOUN
gp-55	49	2	put	put	VERB
gp-55	49	3	a	a	DET
gp-55	49	4	lot	lot	NOUN
gp-55	49	5	of	of	ADP
gp-55	49	6	effort	effort	NOUN
gp-55	49	7	into	into	ADP
gp-55	49	8	increasing	increase	VERB
gp-55	49	9	output	output	NOUN
gp-55	49	10	,	,	PUNCT
gp-55	49	11	and	and	CCONJ
gp-55	49	12	governments	government	NOUN
gp-55	49	13	started	start	VERB
gp-55	49	14	procurement	procurement	NOUN
gp-55	49	15	campaigns	campaign	NOUN
gp-55	49	16	to	to	PART
gp-55	49	17	get	get	VERB
gp-55	49	18	their	their	PRON
gp-55	49	19	hands	hand	NOUN
gp-55	49	20	on	on	ADP
gp-55	49	21	these	these	DET
gp-55	49	22	life	life	NOUN
gp-55	49	23	-	-	PUNCT
gp-55	49	24	saving	save	VERB
gp-55	49	25	gadgets	gadget	NOUN
gp-55	49	26	.	.	PUNCT
gp-55	50	1	the	the	DET
gp-55	50	2	unexpected	unexpected	ADJ
gp-55	50	3	demand	demand	NOUN
gp-55	50	4	put	put	VERB
gp-55	50	5	tremendous	tremendous	ADJ
gp-55	50	6	strain	strain	NOUN
gp-55	50	7	on	on	ADP
gp-55	50	8	supply	supply	NOUN
gp-55	50	9	chains	chain	NOUN
gp-55	50	10	,	,	PUNCT
gp-55	50	11	frequently	frequently	ADV
gp-55	50	12	causing	cause	VERB
gp-55	50	13	delays	delay	NOUN
gp-55	50	14	.	.	PUNCT
gp-55	51	1	conversely	conversely	ADV
gp-55	51	2	,	,	PUNCT
gp-55	51	3	the	the	DET
gp-55	51	4	pandemic	pandemic	NOUN
gp-55	51	5	has	have	AUX
gp-55	51	6	expedited	expedite	VERB
gp-55	51	7	the	the	DET
gp-55	51	8	incorporation	incorporation	NOUN
gp-55	51	9	of	of	ADP
gp-55	51	10	telehealth	telehealth	NOUN
gp-55	51	11	and	and	CCONJ
gp-55	51	12	digital	digital	ADJ
gp-55	51	13	health	health	NOUN
gp-55	51	14	technologies	technology	NOUN
gp-55	51	15	.	.	PUNCT
gp-55	52	1	healthcare	healthcare	NOUN
gp-55	52	2	providers	provider	NOUN
gp-55	52	3	sourced	source	VERB
gp-55	52	4	for	for	ADP
gp-55	52	5	means	mean	NOUN
gp-55	52	6	to	to	PART
gp-55	52	7	administer	administer	VERB
gp-55	52	8	care	care	NOUN
gp-55	52	9	while	while	SCONJ
gp-55	52	10	reducing	reduce	VERB
gp-55	52	11	in	in	ADP
gp-55	52	12	-	-	PUNCT
gp-55	52	13	person	person	NOUN
gp-55	52	14	interactions	interaction	NOUN
gp-55	52	15	,	,	PUNCT
gp-55	52	16	which	which	PRON
gp-55	52	17	led	lead	VERB
gp-55	52	18	to	to	ADP
gp-55	52	19	a	a	DET
gp-55	52	20	surge	surge	NOUN
gp-55	52	21	in	in	ADP
gp-55	52	22	demand	demand	NOUN
gp-55	52	23	for	for	ADP
gp-55	52	24	telehealth	telehealth	ADJ
gp-55	52	25	services	service	NOUN
gp-55	52	26	,	,	PUNCT
gp-55	52	27	remote	remote	ADJ
gp-55	52	28	monitoring	monitoring	NOUN
gp-55	52	29	tools	tool	NOUN
gp-55	52	30	,	,	PUNCT
gp-55	52	31	and	and	CCONJ
gp-55	52	32	telemedicine	telemedicine	NOUN
gp-55	52	33	platforms	platform	NOUN
gp-55	52	34	.	.	PUNCT
gp-55	53	1	changes	change	NOUN
gp-55	53	2	in	in	ADP
gp-55	53	3	demand	demand	NOUN
gp-55	53	4	for	for	ADP
gp-55	53	5	non	non	ADJ
gp-55	53	6	-	-	ADJ
gp-55	53	7	covid-19	covid-19	ADJ
gp-55	53	8	healthcare	healthcare	NOUN
gp-55	53	9	services	service	NOUN
gp-55	53	10	:	:	PUNCT
gp-55	53	11	ironically	ironically	ADV
gp-55	53	12	,	,	PUNCT
gp-55	53	13	although	although	SCONJ
gp-55	53	14	the	the	DET
gp-55	53	15	demand	demand	NOUN
gp-55	53	16	for	for	ADP
gp-55	53	17	covid-19	covid-19	PROPN
gp-55	53	18	-	-	PUNCT
gp-55	53	19	related	relate	VERB
gp-55	53	20	products	product	NOUN
gp-55	53	21	increased	increase	VERB
gp-55	53	22	,	,	PUNCT
gp-55	53	23	the	the	DET
gp-55	53	24	need	need	NOUN
gp-55	53	25	for	for	ADP
gp-55	53	26	noncovid-19	noncovid-19	PROPN
gp-55	53	27	healthcare	healthcare	NOUN
gp-55	53	28	services	service	NOUN
gp-55	53	29	fell	fall	VERB
gp-55	53	30	precipitously	precipitously	ADV
gp-55	53	31	.	.	PUNCT
gp-55	54	1	there	there	PRON
gp-55	54	2	was	be	VERB
gp-55	54	3	a	a	DET
gp-55	54	4	reduction	reduction	NOUN
gp-55	54	5	in	in	ADP
gp-55	54	6	demand	demand	NOUN
gp-55	54	7	for	for	ADP
gp-55	54	8	several	several	ADJ
gp-55	54	9	medical	medical	ADJ
gp-55	54	10	products	product	NOUN
gp-55	54	11	and	and	CCONJ
gp-55	54	12	services	service	NOUN
gp-55	54	13	due	due	ADP
gp-55	54	14	to	to	ADP
gp-55	54	15	the	the	DET
gp-55	54	16	postponement	postponement	NOUN
gp-55	54	17	or	or	CCONJ
gp-55	54	18	cancellation	cancellation	NOUN
gp-55	54	19	of	of	ADP
gp-55	54	20	numerous	numerous	ADJ
gp-55	54	21	elective	elective	ADJ
gp-55	54	22	surgeries	surgery	NOUN
gp-55	54	23	and	and	CCONJ
gp-55	54	24	routine	routine	ADJ
gp-55	54	25	medical	medical	ADJ
gp-55	54	26	appointments	appointment	NOUN
gp-55	54	27	(	(	PUNCT
gp-55	54	28	dubey	dubey	PROPN
gp-55	54	29	&	&	CCONJ
gp-55	54	30	gunasekaran	gunasekaran	NOUN
gp-55	54	31	,	,	PUNCT
gp-55	54	32	2015	2015	NUM
gp-55	54	33	)	)	PUNCT
gp-55	54	34	.	.	PUNCT
gp-55	55	1	flexibility	flexibility	NOUN
gp-55	55	2	in	in	ADP
gp-55	55	3	regulatory	regulatory	ADJ
gp-55	55	4	requirements	requirement	NOUN
gp-55	55	5	:	:	PUNCT
gp-55	55	6	regulatory	regulatory	ADJ
gp-55	55	7	organizations	organization	NOUN
gp-55	55	8	around	around	ADP
gp-55	55	9	the	the	DET
gp-55	55	10	world	world	NOUN
gp-55	55	11	have	have	AUX
gp-55	55	12	taken	take	VERB
gp-55	55	13	steps	step	NOUN
gp-55	55	14	to	to	PART
gp-55	55	15	hasten	hasten	VERB
gp-55	55	16	the	the	DET
gp-55	55	17	approval	approval	NOUN
gp-55	55	18	and	and	CCONJ
gp-55	55	19	distribution	distribution	NOUN
gp-55	55	20	of	of	ADP
gp-55	55	21	critical	critical	ADJ
gp-55	55	22	medical	medical	ADJ
gp-55	55	23	items	item	NOUN
gp-55	55	24	,	,	PUNCT
gp-55	55	25	such	such	ADJ
gp-55	55	26	as	as	ADP
gp-55	55	27	vaccines	vaccine	NOUN
gp-55	55	28	,	,	PUNCT
gp-55	55	29	medications	medication	NOUN
gp-55	55	30	,	,	PUNCT
gp-55	55	31	and	and	CCONJ
gp-55	55	32	diagnostics	diagnostic	NOUN
gp-55	55	33	.	.	PUNCT
gp-55	56	1	these	these	DET
gp-55	56	2	legislative	legislative	ADJ
gp-55	56	3	adjustments	adjustment	NOUN
gp-55	56	4	were	be	AUX
gp-55	56	5	crucial	crucial	ADJ
gp-55	56	6	for	for	ADP
gp-55	56	7	quickly	quickly	ADV
gp-55	56	8	meeting	meet	VERB
gp-55	56	9	the	the	DET
gp-55	56	10	demands	demand	NOUN
gp-55	56	11	of	of	ADP
gp-55	56	12	the	the	DET
gp-55	56	13	pandemic	pandemic	NOUN
gp-55	56	14	.	.	PUNCT
gp-55	57	1	the	the	DET
gp-55	57	2	covid-19	covid-19	PROPN
gp-55	57	3	pandemic	pandemic	NOUN
gp-55	57	4	highlighted	highlight	VERB
gp-55	57	5	the	the	DET
gp-55	57	6	necessity	necessity	NOUN
gp-55	57	7	for	for	ADP
gp-55	57	8	healthcare	healthcare	NOUN
gp-55	57	9	institutions	institution	NOUN
gp-55	57	10	,	,	PUNCT
gp-55	57	11	governments	government	NOUN
gp-55	57	12	,	,	PUNCT
gp-55	57	13	and	and	CCONJ
gp-55	57	14	supply	supply	VERB
gp-55	57	15	chain	chain	NOUN
gp-55	57	16	participants	participant	NOUN
gp-55	57	17	to	to	PART
gp-55	57	18	be	be	AUX
gp-55	57	19	flexible	flexible	ADJ
gp-55	57	20	and	and	CCONJ
gp-55	57	21	responsive	responsive	ADJ
gp-55	57	22	to	to	ADP
gp-55	57	23	unexpected	unexpected	ADJ
gp-55	57	24	,	,	PUNCT
gp-55	57	25	erratic	erratic	ADJ
gp-55	57	26	changes	change	NOUN
gp-55	57	27	in	in	ADP
gp-55	57	28	demand	demand	NOUN
gp-55	57	29	.	.	PUNCT
gp-55	58	1	it	it	PRON
gp-55	58	2	also	also	ADV
gp-55	58	3	stressed	stress	VERB
gp-55	58	4	the	the	DET
gp-55	58	5	significance	significance	NOUN
gp-55	58	6	of	of	ADP
gp-55	58	7	international	international	ADJ
gp-55	58	8	cooperation	cooperation	NOUN
gp-55	58	9	and	and	CCONJ
gp-55	58	10	information	information	NOUN
gp-55	58	11	sharing	share	VERB
gp-55	58	12	to	to	PART
gp-55	58	13	minimize	minimize	VERB
gp-55	58	14	supply	supply	NOUN
gp-55	58	15	chain	chain	NOUN
gp-55	58	16	interruptions	interruption	NOUN
gp-55	58	17	and	and	CCONJ
gp-55	58	18	guarantee	guarantee	VERB
gp-55	58	19	the	the	DET
gp-55	58	20	equal	equal	ADJ
gp-55	58	21	distribution	distribution	NOUN
gp-55	58	22	of	of	ADP
gp-55	58	23	essential	essential	ADJ
gp-55	58	24	healthcare	healthcare	NOUN
gp-55	58	25	items	item	NOUN
gp-55	58	26	.	.	PUNCT
gp-55	59	1	although	although	SCONJ
gp-55	59	2	the	the	DET
gp-55	59	3	pandemic	pandemic	NOUN
gp-55	59	4	's	's	PART
gp-55	59	5	earliest	early	ADJ
gp-55	59	6	waves	wave	NOUN
gp-55	59	7	posed	pose	VERB
gp-55	59	8	severe	severe	ADJ
gp-55	59	9	difficulties	difficulty	NOUN
gp-55	59	10	,	,	PUNCT
gp-55	59	11	they	they	PRON
gp-55	59	12	also	also	ADV
gp-55	59	13	spurred	spur	VERB
gp-55	59	14	creativity	creativity	NOUN
gp-55	59	15	and	and	CCONJ
gp-55	59	16	resiliency	resiliency	NOUN
gp-55	59	17	in	in	ADP
gp-55	59	18	the	the	DET
gp-55	59	19	healthcare	healthcare	NOUN
gp-55	59	20	sector	sector	NOUN
gp-55	59	21	.	.	PUNCT
gp-55	60	1	governments	government	NOUN
gp-55	60	2	invested	invest	VERB
gp-55	60	3	in	in	ADP
gp-55	60	4	preparedness	preparedness	NOUN
gp-55	60	5	and	and	CCONJ
gp-55	60	6	reaction	reaction	NOUN
gp-55	60	7	plans	plan	NOUN
gp-55	60	8	,	,	PUNCT
gp-55	60	9	manufacturers	manufacturer	NOUN
gp-55	60	10	adjusted	adjust	VERB
gp-55	60	11	to	to	PART
gp-55	60	12	accommodate	accommodate	VERB
gp-55	60	13	the	the	DET
gp-55	60	14	increased	increase	VERB
gp-55	60	15	demand	demand	NOUN
gp-55	60	16	,	,	PUNCT
gp-55	60	17	and	and	CCONJ
gp-55	60	18	supply	supply	NOUN
gp-55	60	19	chains	chain	NOUN
gp-55	60	20	strengthened	strengthen	VERB
gp-55	60	21	.	.	PUNCT
gp-55	61	1	forecasting	forecasting	NOUN
gp-55	61	2	and	and	CCONJ
gp-55	61	3	demand	demand	NOUN
gp-55	61	4	management	management	NOUN
gp-55	61	5	have	have	AUX
gp-55	61	6	become	become	VERB
gp-55	61	7	crucial	crucial	ADJ
gp-55	61	8	tools	tool	NOUN
gp-55	61	9	for	for	ADP
gp-55	61	10	healthcare	healthcare	NOUN
gp-55	61	11	businesses	business	NOUN
gp-55	61	12	in	in	ADP
gp-55	61	13	this	this	DET
gp-55	61	14	quickly	quickly	ADV
gp-55	61	15	changing	change	VERB
gp-55	61	16	environment	environment	NOUN
gp-55	61	17	(	(	PUNCT
gp-55	61	18	dubey	dubey	PROPN
gp-55	61	19	et	et	PROPN
gp-55	61	20	al	al	PROPN
gp-55	61	21	.	.	PROPN
gp-55	61	22	,	,	PUNCT
gp-55	61	23	2016	2016	NUM
gp-55	61	24	)	)	PUNCT
gp-55	61	25	.	.	PUNCT
gp-55	62	1	accurate	accurate	ADJ
gp-55	62	2	demand	demand	NOUN
gp-55	62	3	forecasting	forecasting	NOUN
gp-55	62	4	enabled	enable	VERB
gp-55	62	5	proactive	proactive	ADJ
gp-55	62	6	resource	resource	NOUN
gp-55	62	7	allocation	allocation	NOUN
gp-55	62	8	and	and	CCONJ
gp-55	62	9	purchase	purchase	NOUN
gp-55	62	10	.	.	PUNCT
gp-55	63	1	predictive	predictive	ADJ
gp-55	63	2	modeling	modeling	NOUN
gp-55	63	3	and	and	CCONJ
gp-55	63	4	data	datum	NOUN
gp-55	63	5	analytics	analytic	NOUN
gp-55	63	6	have	have	AUX
gp-55	63	7	become	become	VERB
gp-55	63	8	essential	essential	ADJ
gp-55	63	9	tools	tool	NOUN
gp-55	63	10	for	for	ADP
gp-55	63	11	strategic	strategic	ADJ
gp-55	63	12	decision	decision	NOUN
gp-55	63	13	-	-	PUNCT
gp-55	63	14	making	making	NOUN
gp-55	63	15	,	,	PUNCT
gp-55	63	16	guiding	guide	VERB
gp-55	63	17	healthcare	healthcare	NOUN
gp-55	63	18	systems	system	NOUN
gp-55	63	19	through	through	ADP
gp-55	63	20	the	the	DET
gp-55	63	21	pandemic	pandemic	NOUN
gp-55	63	22	's	's	PART
gp-55	63	23	hazardous	hazardous	ADJ
gp-55	63	24	moazam	moazam	PROPN
gp-55	63	25	niaz	niaz	PROPN
gp-55	63	26	,	,	PUNCT
gp-55	63	27	urenna	urenna	PROPN
gp-55	63	28	nwagwu	nwagwu	PROPN
gp-55	63	29	319	319	NUM
gp-55	63	30	landscape	landscape	NOUN
gp-55	63	31	.	.	PUNCT
gp-55	64	1	lessons	lesson	NOUN
gp-55	64	2	from	from	ADP
gp-55	64	3	the	the	DET
gp-55	64	4	pandemic	pandemic	NOUN
gp-55	64	5	's	's	PART
gp-55	64	6	effect	effect	NOUN
gp-55	64	7	on	on	ADP
gp-55	64	8	demand	demand	NOUN
gp-55	64	9	for	for	ADP
gp-55	64	10	healthcare	healthcare	NOUN
gp-55	64	11	products	product	NOUN
gp-55	64	12	will	will	AUX
gp-55	64	13	continue	continue	VERB
gp-55	64	14	to	to	PART
gp-55	64	15	drive	drive	VERB
gp-55	64	16	the	the	DET
gp-55	64	17	creation	creation	NOUN
gp-55	64	18	of	of	ADP
gp-55	64	19	resilient	resilient	ADJ
gp-55	64	20	healthcare	healthcare	NOUN
gp-55	64	21	systems	system	NOUN
gp-55	64	22	,	,	PUNCT
gp-55	64	23	supply	supply	NOUN
gp-55	64	24	chain	chain	NOUN
gp-55	64	25	management	management	NOUN
gp-55	64	26	,	,	PUNCT
gp-55	64	27	and	and	CCONJ
gp-55	64	28	healthcare	healthcare	NOUN
gp-55	64	29	policy	policy	NOUN
gp-55	64	30	as	as	SCONJ
gp-55	64	31	we	we	PRON
gp-55	64	32	advance	advance	VERB
gp-55	64	33	in	in	ADP
gp-55	64	34	the	the	DET
gp-55	64	35	post	post	ADJ
gp-55	64	36	-	-	ADJ
gp-55	64	37	covid-19	covid-19	ADJ
gp-55	64	38	period	period	NOUN
gp-55	64	39	.	.	PUNCT
gp-55	65	1	this	this	DET
gp-55	65	2	significant	significant	ADJ
gp-55	65	3	disruption	disruption	NOUN
gp-55	65	4	has	have	AUX
gp-55	65	5	highlighted	highlight	VERB
gp-55	65	6	the	the	DET
gp-55	65	7	significance	significance	NOUN
gp-55	65	8	of	of	ADP
gp-55	65	9	readiness	readiness	NOUN
gp-55	65	10	,	,	PUNCT
gp-55	65	11	cooperation	cooperation	NOUN
gp-55	65	12	,	,	PUNCT
gp-55	65	13	and	and	CCONJ
gp-55	65	14	agility	agility	NOUN
gp-55	65	15	to	to	PART
gp-55	65	16	successfully	successfully	ADV
gp-55	65	17	manage	manage	VERB
gp-55	65	18	the	the	DET
gp-55	65	19	demand	demand	NOUN
gp-55	65	20	for	for	ADP
gp-55	65	21	healthcare	healthcare	NOUN
gp-55	65	22	products	product	NOUN
gp-55	65	23	during	during	ADP
gp-55	65	24	emergencies	emergency	NOUN
gp-55	65	25	(	(	PUNCT
gp-55	65	26	dubey	dubey	PROPN
gp-55	65	27	et	et	PROPN
gp-55	65	28	al	al	PROPN
gp-55	65	29	.	.	PROPN
gp-55	65	30	,	,	PUNCT
gp-55	65	31	2018	2018	NUM
gp-55	65	32	)	)	PUNCT
gp-55	65	33	.	.	PUNCT
gp-55	66	1	forecasting	forecasting	NOUN
gp-55	66	2	demand	demand	NOUN
gp-55	66	3	for	for	ADP
gp-55	66	4	healthcare	healthcare	NOUN
gp-55	66	5	products	product	NOUN
gp-55	66	6	:	:	PUNCT
gp-55	66	7	forecasting	forecast	VERB
gp-55	66	8	the	the	DET
gp-55	66	9	quantity	quantity	NOUN
gp-55	66	10	and	and	CCONJ
gp-55	66	11	timing	timing	NOUN
gp-55	66	12	of	of	ADP
gp-55	66	13	various	various	ADJ
gp-55	66	14	medical	medical	ADJ
gp-55	66	15	supplies	supply	NOUN
gp-55	66	16	,	,	PUNCT
gp-55	66	17	medications	medication	NOUN
gp-55	66	18	,	,	PUNCT
gp-55	66	19	and	and	CCONJ
gp-55	66	20	equipment	equipment	NOUN
gp-55	66	21	required	require	VERB
gp-55	66	22	to	to	PART
gp-55	66	23	meet	meet	VERB
gp-55	66	24	patient	patient	NOUN
gp-55	66	25	care	care	NOUN
gp-55	66	26	requirements	requirement	NOUN
gp-55	66	27	is	be	AUX
gp-55	66	28	a	a	DET
gp-55	66	29	complex	complex	ADJ
gp-55	66	30	challenge	challenge	NOUN
gp-55	66	31	in	in	ADP
gp-55	66	32	healthcare	healthcare	NOUN
gp-55	66	33	product	product	NOUN
gp-55	66	34	demand	demand	NOUN
gp-55	66	35	.	.	PUNCT
gp-55	67	1	accurate	accurate	ADJ
gp-55	67	2	demand	demand	NOUN
gp-55	67	3	forecasting	forecasting	NOUN
gp-55	67	4	is	be	AUX
gp-55	67	5	crucial	crucial	ADJ
gp-55	67	6	for	for	ADP
gp-55	67	7	optimal	optimal	ADJ
gp-55	67	8	resource	resource	NOUN
gp-55	67	9	allocation	allocation	NOUN
gp-55	67	10	,	,	PUNCT
gp-55	67	11	patient	patient	ADJ
gp-55	67	12	safety	safety	NOUN
gp-55	67	13	,	,	PUNCT
gp-55	67	14	and	and	CCONJ
gp-55	67	15	the	the	DET
gp-55	67	16	integrity	integrity	NOUN
gp-55	67	17	of	of	ADP
gp-55	67	18	healthcare	healthcare	NOUN
gp-55	67	19	supply	supply	NOUN
gp-55	67	20	chains	chain	NOUN
gp-55	67	21	.	.	PUNCT
gp-55	68	1	healthcare	healthcare	NOUN
gp-55	68	2	organizations	organization	NOUN
gp-55	68	3	must	must	AUX
gp-55	68	4	nevertheless	nevertheless	ADV
gp-55	68	5	traverse	traverse	VERB
gp-55	68	6	several	several	ADJ
gp-55	68	7	challenges	challenge	NOUN
gp-55	68	8	and	and	CCONJ
gp-55	68	9	uncertainties	uncertainty	NOUN
gp-55	68	10	to	to	PART
gp-55	68	11	complete	complete	VERB
gp-55	68	12	the	the	DET
gp-55	68	13	assignment	assignment	NOUN
gp-55	68	14	(	(	PUNCT
gp-55	68	15	dubey	dubey	PROPN
gp-55	68	16	et	et	PROPN
gp-55	68	17	al	al	PROPN
gp-55	68	18	.	.	PROPN
gp-55	68	19	,	,	PUNCT
gp-55	68	20	2020	2020	NUM
gp-55	68	21	)	)	PUNCT
gp-55	68	22	.	.	PUNCT
gp-55	69	1	epidemiological	epidemiological	ADJ
gp-55	69	2	uncertainty	uncertainty	NOUN
gp-55	69	3	:	:	PUNCT
gp-55	69	4	the	the	DET
gp-55	69	5	demand	demand	NOUN
gp-55	69	6	for	for	ADP
gp-55	69	7	healthcare	healthcare	NOUN
gp-55	69	8	products	product	NOUN
gp-55	69	9	is	be	AUX
gp-55	69	10	highly	highly	ADV
gp-55	69	11	correlated	correlate	VERB
gp-55	69	12	with	with	ADP
gp-55	69	13	the	the	DET
gp-55	69	14	frequency	frequency	NOUN
gp-55	69	15	of	of	ADP
gp-55	69	16	illnesses	illness	NOUN
gp-55	69	17	and	and	CCONJ
gp-55	69	18	other	other	ADJ
gp-55	69	19	health	health	NOUN
gp-55	69	20	issues	issue	NOUN
gp-55	69	21	.	.	PUNCT
gp-55	70	1	it	it	PRON
gp-55	70	2	is	be	AUX
gp-55	70	3	difficult	difficult	ADJ
gp-55	70	4	to	to	PART
gp-55	70	5	predict	predict	VERB
gp-55	70	6	demand	demand	NOUN
gp-55	70	7	correctly	correctly	ADV
gp-55	70	8	due	due	ADP
gp-55	70	9	to	to	ADP
gp-55	70	10	the	the	DET
gp-55	70	11	unpredictable	unpredictable	ADJ
gp-55	70	12	nature	nature	NOUN
gp-55	70	13	of	of	ADP
gp-55	70	14	disease	disease	NOUN
gp-55	70	15	outbreaks	outbreak	NOUN
gp-55	70	16	,	,	PUNCT
gp-55	70	17	such	such	ADJ
gp-55	70	18	as	as	ADP
gp-55	70	19	the	the	DET
gp-55	70	20	advent	advent	NOUN
gp-55	70	21	of	of	ADP
gp-55	70	22	new	new	ADJ
gp-55	70	23	viruses	virus	NOUN
gp-55	70	24	like	like	ADP
gp-55	70	25	covid-19	covid-19	PROPN
gp-55	70	26	.	.	PUNCT
gp-55	71	1	the	the	DET
gp-55	71	2	need	need	NOUN
gp-55	71	3	for	for	ADP
gp-55	71	4	medical	medical	ADJ
gp-55	71	5	supplies	supply	NOUN
gp-55	71	6	and	and	CCONJ
gp-55	71	7	treatments	treatment	NOUN
gp-55	71	8	may	may	AUX
gp-55	71	9	suddenly	suddenly	ADV
gp-55	71	10	and	and	CCONJ
gp-55	71	11	unpredictably	unpredictably	ADV
gp-55	71	12	increase	increase	VERB
gp-55	71	13	due	due	ADJ
gp-55	71	14	to	to	ADP
gp-55	71	15	variations	variation	NOUN
gp-55	71	16	in	in	ADP
gp-55	71	17	illness	illness	NOUN
gp-55	71	18	frequencies	frequency	NOUN
gp-55	71	19	,	,	PUNCT
gp-55	71	20	severity	severity	NOUN
gp-55	71	21	,	,	PUNCT
gp-55	71	22	and	and	CCONJ
gp-55	71	23	geographic	geographic	ADJ
gp-55	71	24	distribution	distribution	NOUN
gp-55	71	25	.	.	PUNCT
gp-55	72	1	healthcare	healthcare	NOUN
gp-55	72	2	supply	supply	NOUN
gp-55	72	3	chains	chain	NOUN
gp-55	72	4	are	be	AUX
gp-55	72	5	intricate	intricate	ADJ
gp-55	72	6	and	and	CCONJ
gp-55	72	7	international	international	ADJ
gp-55	72	8	,	,	PUNCT
gp-55	72	9	depending	depend	VERB
gp-55	72	10	on	on	ADP
gp-55	72	11	a	a	DET
gp-55	72	12	network	network	NOUN
gp-55	72	13	of	of	ADP
gp-55	72	14	suppliers	supplier	NOUN
gp-55	72	15	,	,	PUNCT
gp-55	72	16	producers	producer	NOUN
gp-55	72	17	,	,	PUNCT
gp-55	72	18	distributors	distributor	NOUN
gp-55	72	19	,	,	PUNCT
gp-55	72	20	and	and	CCONJ
gp-55	72	21	logistics	logistic	NOUN
gp-55	72	22	companies	company	NOUN
gp-55	72	23	.	.	PUNCT
gp-55	73	1	the	the	DET
gp-55	73	2	availability	availability	NOUN
gp-55	73	3	of	of	ADP
gp-55	73	4	healthcare	healthcare	NOUN
gp-55	73	5	items	item	NOUN
gp-55	73	6	may	may	AUX
gp-55	73	7	be	be	AUX
gp-55	73	8	impacted	impact	VERB
gp-55	73	9	by	by	ADP
gp-55	73	10	disruptions	disruption	NOUN
gp-55	73	11	at	at	ADP
gp-55	73	12	any	any	DET
gp-55	73	13	step	step	NOUN
gp-55	73	14	in	in	ADP
gp-55	73	15	this	this	DET
gp-55	73	16	chain	chain	NOUN
gp-55	73	17	,	,	PUNCT
gp-55	73	18	whether	whether	SCONJ
gp-55	73	19	natural	natural	ADJ
gp-55	73	20	disasters	disaster	NOUN
gp-55	73	21	,	,	PUNCT
gp-55	73	22	geopolitical	geopolitical	ADJ
gp-55	73	23	events	event	NOUN
gp-55	73	24	,	,	PUNCT
gp-55	73	25	or	or	CCONJ
gp-55	73	26	manufacturing	manufacturing	NOUN
gp-55	73	27	issues	issue	NOUN
gp-55	73	28	bring	bring	VERB
gp-55	73	29	them	they	PRON
gp-55	73	30	on	on	ADP
gp-55	73	31	.	.	PUNCT
gp-55	74	1	forecasts	forecast	NOUN
gp-55	74	2	of	of	ADP
gp-55	74	3	demand	demand	NOUN
gp-55	74	4	may	may	AUX
gp-55	74	5	significantly	significantly	ADV
gp-55	74	6	change	change	VERB
gp-55	74	7	as	as	ADP
gp-55	74	8	a	a	DET
gp-55	74	9	result	result	NOUN
gp-55	74	10	of	of	ADP
gp-55	74	11	these	these	DET
gp-55	74	12	interruptions	interruption	NOUN
gp-55	74	13	.	.	PUNCT
gp-55	75	1	patient	patient	ADJ
gp-55	75	2	characteristics	characteristic	NOUN
gp-55	75	3	and	and	CCONJ
gp-55	75	4	regional	regional	ADJ
gp-55	75	5	variations	variation	NOUN
gp-55	75	6	:	:	PUNCT
gp-55	75	7	demand	demand	NOUN
gp-55	75	8	for	for	ADP
gp-55	75	9	healthcare	healthcare	NOUN
gp-55	75	10	products	product	NOUN
gp-55	75	11	is	be	AUX
gp-55	75	12	driven	drive	VERB
gp-55	75	13	by	by	ADP
gp-55	75	14	variables	variable	NOUN
gp-55	75	15	like	like	ADP
gp-55	75	16	population	population	NOUN
gp-55	75	17	characteristics	characteristic	NOUN
gp-55	75	18	,	,	PUNCT
gp-55	75	19	patient	patient	ADJ
gp-55	75	20	preferences	preference	NOUN
gp-55	75	21	,	,	PUNCT
gp-55	75	22	and	and	CCONJ
gp-55	75	23	regional	regional	ADJ
gp-55	75	24	variations	variation	NOUN
gp-55	75	25	in	in	ADP
gp-55	75	26	the	the	DET
gp-55	75	27	occurrence	occurrence	NOUN
gp-55	75	28	of	of	ADP
gp-55	75	29	diseases	disease	NOUN
gp-55	75	30	.	.	PUNCT
gp-55	76	1	forecasting	forecasting	NOUN
gp-55	76	2	must	must	AUX
gp-55	76	3	account	account	VERB
gp-55	76	4	for	for	SCONJ
gp-55	76	5	these	these	DET
gp-55	76	6	variances	variance	NOUN
gp-55	76	7	to	to	PART
gp-55	76	8	guarantee	guarantee	VERB
gp-55	76	9	that	that	SCONJ
gp-55	76	10	the	the	DET
gp-55	76	11	correct	correct	ADJ
gp-55	76	12	products	product	NOUN
gp-55	76	13	are	be	AUX
gp-55	76	14	accessible	accessible	ADJ
gp-55	76	15	in	in	ADP
gp-55	76	16	the	the	DET
gp-55	76	17	right	right	ADJ
gp-55	76	18	quantities	quantity	NOUN
gp-55	76	19	at	at	ADP
gp-55	76	20	the	the	DET
gp-55	76	21	suitable	suitable	ADJ
gp-55	76	22	locations	location	NOUN
gp-55	76	23	(	(	PUNCT
gp-55	76	24	dubey	dubey	PROPN
gp-55	76	25	et	et	PROPN
gp-55	76	26	al	al	PROPN
gp-55	76	27	.	.	PROPN
gp-55	76	28	,	,	PUNCT
gp-55	76	29	2017	2017	NUM
gp-55	76	30	)	)	PUNCT
gp-55	76	31	.	.	PUNCT
gp-55	77	1	regulatory	regulatory	ADJ
gp-55	77	2	modifications	modification	NOUN
gp-55	77	3	:	:	PUNCT
gp-55	77	4	the	the	DET
gp-55	77	5	approval	approval	NOUN
gp-55	77	6	procedures	procedure	NOUN
gp-55	77	7	and	and	CCONJ
gp-55	77	8	regulatory	regulatory	ADJ
gp-55	77	9	requirements	requirement	NOUN
gp-55	77	10	for	for	ADP
gp-55	77	11	healthcare	healthcare	NOUN
gp-55	77	12	items	item	NOUN
gp-55	77	13	are	be	AUX
gp-55	77	14	very	very	ADV
gp-55	77	15	demanding	demanding	ADJ
gp-55	77	16	.	.	PUNCT
gp-55	78	1	the	the	DET
gp-55	78	2	supply	supply	NOUN
gp-55	78	3	and	and	CCONJ
gp-55	78	4	demand	demand	NOUN
gp-55	78	5	for	for	ADP
gp-55	78	6	particular	particular	ADJ
gp-55	78	7	healthcare	healthcare	NOUN
gp-55	78	8	items	item	NOUN
gp-55	78	9	can	can	AUX
gp-55	78	10	be	be	AUX
gp-55	78	11	impacted	impact	VERB
gp-55	78	12	by	by	ADP
gp-55	78	13	changes	change	NOUN
gp-55	78	14	in	in	ADP
gp-55	78	15	legislation	legislation	NOUN
gp-55	78	16	,	,	PUNCT
gp-55	78	17	particularly	particularly	ADV
gp-55	78	18	those	those	PRON
gp-55	78	19	involving	involve	VERB
gp-55	78	20	new	new	ADJ
gp-55	78	21	product	product	NOUN
gp-55	78	22	approvals	approval	NOUN
gp-55	78	23	,	,	PUNCT
gp-55	78	24	recalls	recall	VERB
gp-55	78	25	,	,	PUNCT
gp-55	78	26	or	or	CCONJ
gp-55	78	27	quality	quality	NOUN
gp-55	78	28	control	control	NOUN
gp-55	78	29	procedures	procedure	NOUN
gp-55	78	30	.	.	PUNCT
gp-55	79	1	forecasters	forecaster	NOUN
gp-55	79	2	must	must	AUX
gp-55	79	3	keep	keep	VERB
gp-55	79	4	up	up	ADP
gp-55	79	5	with	with	ADP
gp-55	79	6	legislative	legislative	ADJ
gp-55	79	7	changes	change	NOUN
gp-55	79	8	.	.	PUNCT
gp-55	80	1	medical	medical	ADJ
gp-55	80	2	innovation	innovation	NOUN
gp-55	80	3	and	and	CCONJ
gp-55	80	4	advances	advance	NOUN
gp-55	80	5	:	:	PUNCT
gp-55	80	6	new	new	ADJ
gp-55	80	7	therapies	therapy	NOUN
gp-55	80	8	,	,	PUNCT
gp-55	80	9	treatments	treatment	NOUN
gp-55	80	10	,	,	PUNCT
gp-55	80	11	and	and	CCONJ
gp-55	80	12	medical	medical	ADJ
gp-55	80	13	equipment	equipment	NOUN
gp-55	80	14	might	might	AUX
gp-55	80	15	be	be	AUX
gp-55	80	16	introduced	introduce	VERB
gp-55	80	17	due	due	ADP
gp-55	80	18	to	to	ADP
gp-55	80	19	advancements	advancement	NOUN
gp-55	80	20	in	in	ADP
gp-55	80	21	medical	medical	ADJ
gp-55	80	22	research	research	NOUN
gp-55	80	23	and	and	CCONJ
gp-55	80	24	technology	technology	NOUN
gp-55	80	25	,	,	PUNCT
gp-55	80	26	which	which	PRON
gp-55	80	27	can	can	AUX
gp-55	80	28	affect	affect	VERB
gp-55	80	29	demand	demand	NOUN
gp-55	80	30	.	.	PUNCT
gp-55	81	1	forecasters	forecaster	NOUN
gp-55	81	2	must	must	AUX
gp-55	81	3	foresee	foresee	VERB
gp-55	81	4	how	how	SCONJ
gp-55	81	5	these	these	DET
gp-55	81	6	developments	development	NOUN
gp-55	81	7	would	would	AUX
gp-55	81	8	affect	affect	VERB
gp-55	81	9	product	product	NOUN
gp-55	81	10	demand	demand	NOUN
gp-55	81	11	due	due	ADP
gp-55	81	12	to	to	ADP
gp-55	81	13	the	the	DET
gp-55	81	14	quick	quick	ADJ
gp-55	81	15	speed	speed	NOUN
gp-55	81	16	of	of	ADP
gp-55	81	17	innovation	innovation	NOUN
gp-55	81	18	in	in	ADP
gp-55	81	19	the	the	DET
gp-55	81	20	healthcare	healthcare	NOUN
gp-55	81	21	industry	industry	NOUN
gp-55	81	22	(	(	PUNCT
gp-55	81	23	dubois	dubois	PROPN
gp-55	81	24	&	&	CCONJ
gp-55	81	25	gibbert	gibbert	PROPN
gp-55	81	26	,	,	PUNCT
gp-55	81	27	2010	2010	NUM
gp-55	81	28	)	)	PUNCT
gp-55	81	29	.	.	PUNCT
gp-55	82	1	patient	patient	ADJ
gp-55	82	2	behavior	behavior	NOUN
gp-55	82	3	and	and	CCONJ
gp-55	82	4	healthcare	healthcare	NOUN
gp-55	82	5	delivery	delivery	NOUN
gp-55	82	6	models	model	NOUN
gp-55	82	7	:	:	PUNCT
gp-55	82	8	variations	variation	NOUN
gp-55	82	9	in	in	ADP
gp-55	82	10	patient	patient	ADJ
gp-55	82	11	behavior	behavior	NOUN
gp-55	82	12	,	,	PUNCT
gp-55	82	13	such	such	ADJ
gp-55	82	14	as	as	ADP
gp-55	82	15	the	the	DET
gp-55	82	16	adoption	adoption	NOUN
gp-55	82	17	of	of	ADP
gp-55	82	18	telemedicine	telemedicine	NOUN
gp-55	82	19	or	or	CCONJ
gp-55	82	20	alterations	alteration	NOUN
gp-55	82	21	like	like	ADP
gp-55	82	22	the	the	DET
gp-55	82	23	care	care	NOUN
gp-55	82	24	environment	environment	NOUN
gp-55	82	25	,	,	PUNCT
gp-55	82	26	might	might	AUX
gp-55	82	27	affect	affect	VERB
gp-55	82	28	demand	demand	NOUN
gp-55	82	29	patterns	pattern	NOUN
gp-55	82	30	.	.	PUNCT
gp-55	83	1	for	for	ADP
gp-55	83	2	instance	instance	NOUN
gp-55	83	3	,	,	PUNCT
gp-55	83	4	the	the	DET
gp-55	83	5	covid-19	covid-19	PROPN
gp-55	83	6	pandemic	pandemic	NOUN
gp-55	83	7	significantly	significantly	ADV
gp-55	83	8	increased	increase	VERB
gp-55	83	9	the	the	DET
gp-55	83	10	use	use	NOUN
gp-55	83	11	of	of	ADP
gp-55	83	12	telemedicine	telemedicine	NOUN
gp-55	83	13	,	,	PUNCT
gp-55	83	14	changing	change	VERB
gp-55	83	15	the	the	DET
gp-55	83	16	market	market	NOUN
gp-55	83	17	for	for	ADP
gp-55	83	18	specific	specific	ADJ
gp-55	83	19	healthcare	healthcare	NOUN
gp-55	83	20	items	item	NOUN
gp-55	83	21	.	.	PUNCT
gp-55	84	1	data	datum	NOUN
gp-55	84	2	availability	availability	NOUN
gp-55	84	3	and	and	CCONJ
gp-55	84	4	quality	quality	NOUN
gp-55	84	5	:	:	PUNCT
gp-55	84	6	high	high	ADJ
gp-55	84	7	-	-	PUNCT
gp-55	84	8	quality	quality	NOUN
gp-55	84	9	data	datum	NOUN
gp-55	84	10	,	,	PUNCT
gp-55	84	11	which	which	PRON
gp-55	84	12	may	may	AUX
gp-55	84	13	not	not	PART
gp-55	84	14	always	always	ADV
gp-55	84	15	be	be	AUX
gp-55	84	16	easily	easily	ADV
gp-55	84	17	accessible	accessible	ADJ
gp-55	84	18	,	,	PUNCT
gp-55	84	19	are	be	AUX
gp-55	84	20	necessary	necessary	ADJ
gp-55	84	21	for	for	ADP
gp-55	84	22	accurate	accurate	ADJ
gp-55	84	23	forecasting	forecasting	NOUN
gp-55	84	24	.	.	PUNCT
gp-55	85	1	demand	demand	NOUN
gp-55	85	2	forecasting	forecasting	NOUN
gp-55	85	3	accuracy	accuracy	NOUN
gp-55	85	4	may	may	AUX
gp-55	85	5	need	need	VERB
gp-55	85	6	to	to	PART
gp-55	85	7	be	be	AUX
gp-55	85	8	improved	improve	VERB
gp-55	85	9	by	by	ADP
gp-55	85	10	data	datum	NOUN
gp-55	85	11	gaps	gap	NOUN
gp-55	85	12	,	,	PUNCT
gp-55	85	13	mistakes	mistake	NOUN
gp-55	85	14	,	,	PUNCT
gp-55	85	15	or	or	CCONJ
gp-55	85	16	reporting	reporting	NOUN
gp-55	85	17	delays	delay	NOUN
gp-55	85	18	.	.	PUNCT
gp-55	86	1	news	news	NOUN
gp-55	86	2	of	of	ADP
gp-55	86	3	shortages	shortage	NOUN
gp-55	86	4	or	or	CCONJ
gp-55	86	5	health	health	NOUN
gp-55	86	6	emergencies	emergency	NOUN
gp-55	86	7	might	might	AUX
gp-55	86	8	cause	cause	VERB
gp-55	86	9	panic	panic	NOUN
gp-55	86	10	buying	buying	NOUN
gp-55	86	11	,	,	PUNCT
gp-55	86	12	which	which	PRON
gp-55	86	13	can	can	AUX
gp-55	86	14	cause	cause	VERB
gp-55	86	15	unexpected	unexpected	ADJ
gp-55	86	16	increases	increase	NOUN
gp-55	86	17	in	in	ADP
gp-55	86	18	demand	demand	NOUN
gp-55	86	19	.	.	PUNCT
gp-55	87	1	these	these	DET
gp-55	87	2	spikes	spike	NOUN
gp-55	87	3	can	can	AUX
gp-55	87	4	be	be	AUX
gp-55	87	5	difficult	difficult	ADJ
gp-55	87	6	to	to	PART
gp-55	87	7	foresee	foresee	VERB
gp-55	87	8	and	and	CCONJ
gp-55	87	9	manage	manage	VERB
gp-55	87	10	when	when	SCONJ
gp-55	87	11	they	they	PRON
gp-55	87	12	are	be	AUX
gp-55	87	13	caused	cause	VERB
gp-55	87	14	by	by	ADP
gp-55	87	15	emotional	emotional	ADJ
gp-55	87	16	reactions	reaction	NOUN
gp-55	87	17	rather	rather	ADV
gp-55	87	18	than	than	ADP
gp-55	87	19	logical	logical	ADJ
gp-55	87	20	needs	need	NOUN
gp-55	87	21	evaluations	evaluation	NOUN
gp-55	87	22	.	.	PUNCT
gp-55	88	1	economic	economic	ADJ
gp-55	88	2	variables	variable	NOUN
gp-55	88	3	can	can	AUX
gp-55	88	4	impact	impact	VERB
gp-55	88	5	order	order	NOUN
gp-55	88	6	,	,	PUNCT
gp-55	88	7	notably	notably	ADV
gp-55	88	8	for	for	ADP
gp-55	88	9	pricy	pricy	ADJ
gp-55	88	10	medical	medical	ADJ
gp-55	88	11	devices	device	NOUN
gp-55	88	12	or	or	CCONJ
gp-55	88	13	treatments	treatment	NOUN
gp-55	88	14	.	.	PUNCT
gp-55	89	1	modifying	modify	VERB
gp-55	89	2	reimbursement	reimbursement	ADJ
gp-55	89	3	american	american	ADJ
gp-55	89	4	journal	journal	PROPN
gp-55	89	5	of	of	ADP
gp-55	89	6	economic	economic	ADJ
gp-55	89	7	and	and	CCONJ
gp-55	89	8	management	management	NOUN
gp-55	89	9	business	business	NOUN
gp-55	89	10	vol	vol	NOUN
gp-55	89	11	.	.	PROPN
gp-55	90	1	2	2	NUM
gp-55	90	2	no	no	NOUN
gp-55	90	3	.	.	NOUN
gp-55	90	4	8	8	NUM
gp-55	90	5	august	august	PROPN
gp-55	90	6	2023	2023	NUM
gp-55	90	7	320	320	NUM
gp-55	90	8	procedures	procedure	NOUN
gp-55	90	9	,	,	PUNCT
gp-55	90	10	insurance	insurance	NOUN
gp-55	90	11	coverage	coverage	NOUN
gp-55	90	12	,	,	PUNCT
gp-55	90	13	or	or	CCONJ
gp-55	90	14	cost	cost	NOUN
gp-55	90	15	-	-	PUNCT
gp-55	90	16	sharing	share	VERB
gp-55	90	17	agreements	agreement	NOUN
gp-55	90	18	may	may	AUX
gp-55	90	19	affect	affect	VERB
gp-55	90	20	patient	patient	ADJ
gp-55	90	21	demand	demand	NOUN
gp-55	90	22	and	and	CCONJ
gp-55	90	23	access	access	NOUN
gp-55	90	24	.	.	PUNCT
gp-55	91	1	it	it	PRON
gp-55	91	2	takes	take	VERB
gp-55	91	3	a	a	DET
gp-55	91	4	combination	combination	NOUN
gp-55	91	5	of	of	ADP
gp-55	91	6	data	data	NOUN
gp-55	91	7	-	-	PUNCT
gp-55	91	8	driven	drive	VERB
gp-55	91	9	strategies	strategy	NOUN
gp-55	91	10	,	,	PUNCT
gp-55	91	11	sophisticated	sophisticated	ADJ
gp-55	91	12	analytics	analytic	NOUN
gp-55	91	13	,	,	PUNCT
gp-55	91	14	and	and	CCONJ
gp-55	91	15	in	in	ADP
gp-55	91	16	-	-	PUNCT
gp-55	91	17	depth	depth	NOUN
gp-55	91	18	knowledge	knowledge	NOUN
gp-55	91	19	of	of	ADP
gp-55	91	20	the	the	DET
gp-55	91	21	healthcare	healthcare	NOUN
gp-55	91	22	sector	sector	NOUN
gp-55	91	23	to	to	PART
gp-55	91	24	address	address	VERB
gp-55	91	25	these	these	DET
gp-55	91	26	difficulties	difficulty	NOUN
gp-55	91	27	.	.	PUNCT
gp-55	92	1	to	to	PART
gp-55	92	2	predict	predict	VERB
gp-55	92	3	changes	change	NOUN
gp-55	92	4	in	in	ADP
gp-55	92	5	demand	demand	NOUN
gp-55	92	6	,	,	PUNCT
gp-55	92	7	forecasters	forecaster	NOUN
gp-55	92	8	frequently	frequently	ADV
gp-55	92	9	employ	employ	VERB
gp-55	92	10	historical	historical	ADJ
gp-55	92	11	data	datum	NOUN
gp-55	92	12	,	,	PUNCT
gp-55	92	13	machine	machine	NOUN
gp-55	92	14	learning	learning	NOUN
gp-55	92	15	models	model	NOUN
gp-55	92	16	,	,	PUNCT
gp-55	92	17	and	and	CCONJ
gp-55	92	18	scenario	scenario	NOUN
gp-55	92	19	planning	planning	NOUN
gp-55	92	20	(	(	PUNCT
gp-55	92	21	dwivedi	dwivedi	PROPN
gp-55	92	22	et	et	PROPN
gp-55	92	23	al	al	PROPN
gp-55	92	24	.	.	PROPN
gp-55	92	25	,	,	PUNCT
gp-55	92	26	2021	2021	NUM
gp-55	92	27	)	)	PUNCT
gp-55	92	28	.	.	PUNCT
gp-55	93	1	healthcare	healthcare	NOUN
gp-55	93	2	organizations	organization	NOUN
gp-55	93	3	,	,	PUNCT
gp-55	93	4	suppliers	supplier	NOUN
gp-55	93	5	,	,	PUNCT
gp-55	93	6	and	and	CCONJ
gp-55	93	7	regulatory	regulatory	ADJ
gp-55	93	8	bodies	body	NOUN
gp-55	93	9	must	must	AUX
gp-55	93	10	collaborate	collaborate	VERB
gp-55	93	11	to	to	PART
gp-55	93	12	share	share	VERB
gp-55	93	13	information	information	NOUN
gp-55	93	14	and	and	CCONJ
gp-55	93	15	coordinate	coordinate	VERB
gp-55	93	16	responses	response	NOUN
gp-55	93	17	during	during	ADP
gp-55	93	18	emergencies	emergency	NOUN
gp-55	93	19	.	.	PUNCT
gp-55	94	1	the	the	DET
gp-55	94	2	significance	significance	NOUN
gp-55	94	3	of	of	ADP
gp-55	94	4	precise	precise	ADJ
gp-55	94	5	demand	demand	NOUN
gp-55	94	6	forecasting	forecasting	NOUN
gp-55	94	7	in	in	ADP
gp-55	94	8	the	the	DET
gp-55	94	9	healthcare	healthcare	NOUN
gp-55	94	10	industry	industry	NOUN
gp-55	94	11	has	have	AUX
gp-55	94	12	increased	increase	VERB
gp-55	94	13	in	in	ADP
gp-55	94	14	the	the	DET
gp-55	94	15	post	post	ADJ
gp-55	94	16	-	-	ADJ
gp-55	94	17	covid-19	covid-19	ADJ
gp-55	94	18	age	age	NOUN
gp-55	94	19	.	.	PUNCT
gp-55	95	1	to	to	PART
gp-55	95	2	satisfy	satisfy	VERB
gp-55	95	3	the	the	DET
gp-55	95	4	healthcare	healthcare	NOUN
gp-55	95	5	sector	sector	NOUN
gp-55	95	6	's	's	PART
gp-55	95	7	shifting	shift	VERB
gp-55	95	8	and	and	CCONJ
gp-55	95	9	unpredictable	unpredictable	ADJ
gp-55	95	10	demands	demand	NOUN
gp-55	95	11	,	,	PUNCT
gp-55	95	12	companies	company	NOUN
gp-55	95	13	must	must	AUX
gp-55	95	14	invest	invest	VERB
gp-55	95	15	in	in	ADP
gp-55	95	16	solid	solid	ADJ
gp-55	95	17	forecasting	forecasting	NOUN
gp-55	95	18	capabilities	capability	NOUN
gp-55	95	19	,	,	PUNCT
gp-55	95	20	flexible	flexible	ADJ
gp-55	95	21	supply	supply	NOUN
gp-55	95	22	chain	chain	NOUN
gp-55	95	23	management	management	NOUN
gp-55	95	24	,	,	PUNCT
gp-55	95	25	and	and	CCONJ
gp-55	95	26	strategic	strategic	ADJ
gp-55	95	27	stockpile	stockpile	NOUN
gp-55	95	28	planning	planning	NOUN
gp-55	95	29	.	.	PUNCT
gp-55	96	1	the	the	DET
gp-55	96	2	ongoing	ongoing	ADJ
gp-55	96	3	digitization	digitization	NOUN
gp-55	96	4	of	of	ADP
gp-55	96	5	healthcare	healthcare	NOUN
gp-55	96	6	data	datum	NOUN
gp-55	96	7	and	and	CCONJ
gp-55	96	8	sophisticated	sophisticated	ADJ
gp-55	96	9	analytics	analytic	NOUN
gp-55	96	10	tools	tool	NOUN
gp-55	96	11	also	also	ADV
gp-55	96	12	offer	offer	VERB
gp-55	96	13	hope	hope	NOUN
gp-55	96	14	for	for	ADP
gp-55	96	15	increasing	increase	VERB
gp-55	96	16	the	the	DET
gp-55	96	17	accuracy	accuracy	NOUN
gp-55	96	18	of	of	ADP
gp-55	96	19	demand	demand	NOUN
gp-55	96	20	estimates	estimate	NOUN
gp-55	96	21	in	in	ADP
gp-55	96	22	the	the	DET
gp-55	96	23	following	following	ADJ
gp-55	96	24	years	year	NOUN
gp-55	96	25	.	.	PUNCT
gp-55	97	1	examining	examine	VERB
gp-55	97	2	past	past	ADJ
gp-55	97	3	demand	demand	NOUN
gp-55	97	4	trends	trend	NOUN
gp-55	97	5	an	an	DET
gp-55	97	6	essential	essential	ADJ
gp-55	97	7	feature	feature	NOUN
gp-55	97	8	in	in	ADP
gp-55	97	9	managing	manage	VERB
gp-55	97	10	healthcare	healthcare	NOUN
gp-55	97	11	products	product	NOUN
gp-55	97	12	is	be	AUX
gp-55	97	13	historical	historical	ADJ
gp-55	97	14	demand	demand	NOUN
gp-55	97	15	trends	trend	NOUN
gp-55	97	16	.	.	PUNCT
gp-55	98	1	by	by	ADP
gp-55	98	2	analyzing	analyze	VERB
gp-55	98	3	historical	historical	ADJ
gp-55	98	4	data	datum	NOUN
gp-55	98	5	,	,	PUNCT
gp-55	98	6	insight	insight	NOUN
gp-55	98	7	into	into	ADP
gp-55	98	8	how	how	SCONJ
gp-55	98	9	healthcare	healthcare	NOUN
gp-55	98	10	product	product	NOUN
gp-55	98	11	demand	demand	NOUN
gp-55	98	12	has	have	AUX
gp-55	98	13	changed	change	VERB
gp-55	98	14	over	over	ADP
gp-55	98	15	time	time	NOUN
gp-55	98	16	can	can	AUX
gp-55	98	17	be	be	AUX
gp-55	98	18	gained	gain	VERB
gp-55	98	19	,	,	PUNCT
gp-55	98	20	which	which	PRON
gp-55	98	21	aids	aid	VERB
gp-55	98	22	companies	company	NOUN
gp-55	98	23	in	in	ADP
gp-55	98	24	decision	decision	NOUN
gp-55	98	25	-	-	PUNCT
gp-55	98	26	making	making	NOUN
gp-55	98	27	,	,	PUNCT
gp-55	98	28	resource	resource	NOUN
gp-55	98	29	allocation	allocation	NOUN
gp-55	98	30	,	,	PUNCT
gp-55	98	31	and	and	CCONJ
gp-55	98	32	problem	problem	NOUN
gp-55	98	33	-	-	PUNCT
gp-55	98	34	solving	solving	NOUN
gp-55	98	35	.	.	PUNCT
gp-55	99	1	in	in	ADP
gp-55	99	2	this	this	DET
gp-55	99	3	part	part	NOUN
gp-55	99	4	,	,	PUNCT
gp-55	99	5	we	we	PRON
gp-55	99	6	will	will	AUX
gp-55	99	7	look	look	VERB
gp-55	99	8	at	at	ADP
gp-55	99	9	the	the	DET
gp-55	99	10	importance	importance	NOUN
gp-55	99	11	of	of	ADP
gp-55	99	12	historical	historical	ADJ
gp-55	99	13	demand	demand	NOUN
gp-55	99	14	data	datum	NOUN
gp-55	99	15	and	and	CCONJ
gp-55	99	16	how	how	SCONJ
gp-55	99	17	to	to	PART
gp-55	99	18	use	use	VERB
gp-55	99	19	it	it	PRON
gp-55	99	20	to	to	PART
gp-55	99	21	improve	improve	VERB
gp-55	99	22	healthcare	healthcare	NOUN
gp-55	99	23	product	product	NOUN
gp-55	99	24	management	management	NOUN
gp-55	99	25	strategies	strategy	NOUN
gp-55	99	26	.	.	PUNCT
gp-55	100	1	recognizing	recognize	VERB
gp-55	100	2	and	and	CCONJ
gp-55	100	3	comprehending	comprehending	ADJ
gp-55	100	4	seasonal	seasonal	ADJ
gp-55	100	5	fluctuations	fluctuation	NOUN
gp-55	100	6	in	in	ADP
gp-55	100	7	the	the	DET
gp-55	100	8	demand	demand	NOUN
gp-55	100	9	for	for	ADP
gp-55	100	10	healthcare	healthcare	NOUN
gp-55	100	11	products	product	NOUN
gp-55	100	12	is	be	AUX
gp-55	100	13	one	one	NUM
gp-55	100	14	of	of	ADP
gp-55	100	15	the	the	DET
gp-55	100	16	main	main	ADJ
gp-55	100	17	benefits	benefit	NOUN
gp-55	100	18	of	of	ADP
gp-55	100	19	examining	examine	VERB
gp-55	100	20	historical	historical	ADJ
gp-55	100	21	demand	demand	NOUN
gp-55	100	22	data	datum	NOUN
gp-55	100	23	.	.	PUNCT
gp-55	101	1	numerous	numerous	ADJ
gp-55	101	2	healthcare	healthcare	NOUN
gp-55	101	3	items	item	NOUN
gp-55	101	4	,	,	PUNCT
gp-55	101	5	including	include	VERB
gp-55	101	6	vaccines	vaccine	NOUN
gp-55	101	7	,	,	PUNCT
gp-55	101	8	antiviral	antiviral	ADJ
gp-55	101	9	drugs	drug	NOUN
gp-55	101	10	for	for	ADP
gp-55	101	11	the	the	DET
gp-55	101	12	flu	flu	NOUN
gp-55	101	13	,	,	PUNCT
gp-55	101	14	and	and	CCONJ
gp-55	101	15	allergy	allergy	NOUN
gp-55	101	16	medications	medication	NOUN
gp-55	101	17	,	,	PUNCT
gp-55	101	18	have	have	VERB
gp-55	101	19	predictable	predictable	ADJ
gp-55	101	20	seasonal	seasonal	ADJ
gp-55	101	21	patterns	pattern	NOUN
gp-55	101	22	of	of	ADP
gp-55	101	23	rising	rise	VERB
gp-55	101	24	demand	demand	NOUN
gp-55	101	25	.	.	PUNCT
gp-55	102	1	for	for	ADP
gp-55	102	2	instance	instance	NOUN
gp-55	102	3	,	,	PUNCT
gp-55	102	4	the	the	DET
gp-55	102	5	fall	fall	NOUN
gp-55	102	6	and	and	CCONJ
gp-55	102	7	winter	winter	NOUN
gp-55	102	8	seasons	season	NOUN
gp-55	102	9	often	often	ADV
gp-55	102	10	see	see	VERB
gp-55	102	11	a	a	DET
gp-55	102	12	spike	spike	NOUN
gp-55	102	13	in	in	ADP
gp-55	102	14	demand	demand	NOUN
gp-55	102	15	for	for	ADP
gp-55	102	16	flu	flu	NOUN
gp-55	102	17	vaccines	vaccine	NOUN
gp-55	102	18	.	.	PUNCT
gp-55	103	1	healthcare	healthcare	NOUN
gp-55	103	2	firms	firm	NOUN
gp-55	103	3	should	should	AUX
gp-55	103	4	proactively	proactively	ADV
gp-55	103	5	modify	modify	VERB
gp-55	103	6	their	their	PRON
gp-55	103	7	supply	supply	NOUN
gp-55	103	8	chain	chain	NOUN
gp-55	103	9	and	and	CCONJ
gp-55	103	10	inventory	inventory	NOUN
gp-55	103	11	management	management	NOUN
gp-55	103	12	strategies	strategy	NOUN
gp-55	103	13	to	to	PART
gp-55	103	14	meet	meet	VERB
gp-55	103	15	anticipated	anticipated	ADJ
gp-55	103	16	demand	demand	NOUN
gp-55	103	17	peaks	peak	NOUN
gp-55	103	18	by	by	ADP
gp-55	103	19	recognizing	recognize	VERB
gp-55	103	20	these	these	DET
gp-55	103	21	patterns	pattern	NOUN
gp-55	103	22	(	(	PUNCT
gp-55	103	23	eisenhardt	eisenhardt	ADJ
gp-55	103	24	,	,	PUNCT
gp-55	103	25	1989	1989	NUM
gp-55	103	26	)	)	PUNCT
gp-55	103	27	.	.	PUNCT
gp-55	104	1	historical	historical	ADJ
gp-55	104	2	demand	demand	NOUN
gp-55	104	3	information	information	NOUN
gp-55	104	4	can	can	AUX
gp-55	104	5	also	also	ADV
gp-55	104	6	be	be	AUX
gp-55	104	7	used	use	VERB
gp-55	104	8	to	to	PART
gp-55	104	9	forecast	forecast	VERB
gp-55	104	10	epidemics	epidemic	NOUN
gp-55	104	11	and	and	CCONJ
gp-55	104	12	disease	disease	NOUN
gp-55	104	13	outbreaks	outbreak	NOUN
gp-55	104	14	.	.	PUNCT
gp-55	105	1	healthcare	healthcare	NOUN
gp-55	105	2	organizations	organization	NOUN
gp-55	105	3	can	can	AUX
gp-55	105	4	determine	determine	VERB
gp-55	105	5	which	which	DET
gp-55	105	6	areas	area	NOUN
gp-55	105	7	or	or	CCONJ
gp-55	105	8	people	people	NOUN
gp-55	105	9	are	be	AUX
gp-55	105	10	more	more	ADJ
gp-55	105	11	at	at	ADP
gp-55	105	12	risk	risk	NOUN
gp-55	105	13	and	and	CCONJ
gp-55	105	14	then	then	ADV
gp-55	105	15	spend	spend	VERB
gp-55	105	16	resources	resource	NOUN
gp-55	105	17	appropriately	appropriately	ADV
gp-55	105	18	by	by	ADP
gp-55	105	19	looking	look	VERB
gp-55	105	20	at	at	ADP
gp-55	105	21	past	past	ADJ
gp-55	105	22	trends	trend	NOUN
gp-55	105	23	in	in	ADP
gp-55	105	24	the	the	DET
gp-55	105	25	transmission	transmission	NOUN
gp-55	105	26	of	of	ADP
gp-55	105	27	infectious	infectious	ADJ
gp-55	105	28	illnesses	illness	NOUN
gp-55	105	29	.	.	PUNCT
gp-55	106	1	early	early	ADJ
gp-55	106	2	data	datum	NOUN
gp-55	106	3	analysis	analysis	NOUN
gp-55	106	4	during	during	ADP
gp-55	106	5	the	the	DET
gp-55	106	6	covid-19	covid-19	PROPN
gp-55	106	7	pandemic	pandemic	NOUN
gp-55	106	8	helped	helped	AUX
gp-55	106	9	identify	identify	VERB
gp-55	106	10	potential	potential	ADJ
gp-55	106	11	hotspots	hotspot	NOUN
gp-55	106	12	and	and	CCONJ
gp-55	106	13	direct	direct	ADJ
gp-55	106	14	public	public	ADJ
gp-55	106	15	health	health	NOUN
gp-55	106	16	actions	action	NOUN
gp-55	106	17	,	,	PUNCT
gp-55	106	18	and	and	CCONJ
gp-55	106	19	this	this	DET
gp-55	106	20	strategy	strategy	NOUN
gp-55	106	21	proved	prove	VERB
gp-55	106	22	to	to	PART
gp-55	106	23	be	be	AUX
gp-55	106	24	extremely	extremely	ADV
gp-55	106	25	helpful	helpful	ADJ
gp-55	106	26	.	.	PUNCT
gp-55	107	1	the	the	DET
gp-55	107	2	efficacy	efficacy	NOUN
gp-55	107	3	of	of	ADP
gp-55	107	4	public	public	ADJ
gp-55	107	5	health	health	NOUN
gp-55	107	6	programs	program	NOUN
gp-55	107	7	and	and	CCONJ
gp-55	107	8	policies	policy	NOUN
gp-55	107	9	can	can	AUX
gp-55	107	10	be	be	AUX
gp-55	107	11	assessed	assess	VERB
gp-55	107	12	using	use	VERB
gp-55	107	13	historical	historical	ADJ
gp-55	107	14	data	datum	NOUN
gp-55	107	15	.	.	PUNCT
gp-55	108	1	for	for	ADP
gp-55	108	2	instance	instance	NOUN
gp-55	108	3	,	,	PUNCT
gp-55	108	4	healthcare	healthcare	NOUN
gp-55	108	5	organizations	organization	NOUN
gp-55	108	6	can	can	AUX
gp-55	108	7	determine	determine	VERB
gp-55	108	8	the	the	DET
gp-55	108	9	effect	effect	NOUN
gp-55	108	10	of	of	ADP
gp-55	108	11	these	these	DET
gp-55	108	12	activities	activity	NOUN
gp-55	108	13	on	on	ADP
gp-55	108	14	public	public	ADJ
gp-55	108	15	health	health	NOUN
gp-55	108	16	behavior	behavior	NOUN
gp-55	108	17	by	by	ADP
gp-55	108	18	comparing	compare	VERB
gp-55	108	19	the	the	DET
gp-55	108	20	demand	demand	NOUN
gp-55	108	21	for	for	ADP
gp-55	108	22	smoking	smoking	NOUN
gp-55	108	23	cessation	cessation	NOUN
gp-55	108	24	products	product	NOUN
gp-55	108	25	before	before	ADP
gp-55	108	26	and	and	CCONJ
gp-55	108	27	after	after	ADP
gp-55	108	28	the	the	DET
gp-55	108	29	deployment	deployment	NOUN
gp-55	108	30	of	of	ADP
gp-55	108	31	anti	anti	ADJ
gp-55	108	32	-	-	ADJ
gp-55	108	33	smoking	smoking	ADJ
gp-55	108	34	programs	program	NOUN
gp-55	108	35	.	.	PUNCT
gp-55	109	1	critical	critical	ADJ
gp-55	109	2	medications	medication	NOUN
gp-55	109	3	and	and	CCONJ
gp-55	109	4	medical	medical	ADJ
gp-55	109	5	supply	supply	NOUN
gp-55	109	6	inventories	inventory	NOUN
gp-55	109	7	are	be	AUX
gp-55	109	8	frequently	frequently	ADV
gp-55	109	9	kept	keep	VERB
gp-55	109	10	on	on	ADP
gp-55	109	11	hand	hand	NOUN
gp-55	109	12	by	by	ADP
gp-55	109	13	healthcare	healthcare	NOUN
gp-55	109	14	organizations	organization	NOUN
gp-55	109	15	.	.	PUNCT
gp-55	110	1	strategies	strategy	NOUN
gp-55	110	2	for	for	ADP
gp-55	110	3	inventory	inventory	NOUN
gp-55	110	4	management	management	NOUN
gp-55	110	5	,	,	PUNCT
gp-55	110	6	like	like	ADP
gp-55	110	7	figuring	figure	VERB
gp-55	110	8	out	out	ADP
gp-55	110	9	reorder	reorder	NOUN
gp-55	110	10	points	point	NOUN
gp-55	110	11	and	and	CCONJ
gp-55	110	12	safety	safety	NOUN
gp-55	110	13	stock	stock	NOUN
gp-55	110	14	levels	level	NOUN
gp-55	110	15	,	,	PUNCT
gp-55	110	16	can	can	AUX
gp-55	110	17	be	be	AUX
gp-55	110	18	informed	inform	VERB
gp-55	110	19	by	by	ADP
gp-55	110	20	historical	historical	ADJ
gp-55	110	21	demand	demand	NOUN
gp-55	110	22	data	datum	NOUN
gp-55	110	23	(	(	PUNCT
gp-55	110	24	flynn	flynn	PROPN
gp-55	110	25	et	et	PROPN
gp-55	110	26	al	al	PROPN
gp-55	110	27	.	.	PROPN
gp-55	110	28	,	,	PUNCT
gp-55	110	29	2021	2021	NUM
gp-55	110	30	)	)	PUNCT
gp-55	110	31	.	.	PUNCT
gp-55	111	1	this	this	DET
gp-55	111	2	optimization	optimization	NOUN
gp-55	111	3	reduces	reduce	VERB
gp-55	111	4	the	the	DET
gp-55	111	5	expense	expense	NOUN
gp-55	111	6	of	of	ADP
gp-55	111	7	surplus	surplus	ADJ
gp-55	111	8	inventory	inventory	NOUN
gp-55	111	9	during	during	ADP
gp-55	111	10	low	low	ADJ
gp-55	111	11	demand	demand	NOUN
gp-55	111	12	while	while	SCONJ
gp-55	111	13	preventing	prevent	VERB
gp-55	111	14	stockouts	stockout	NOUN
gp-55	111	15	during	during	ADP
gp-55	111	16	intense	intense	ADJ
gp-55	111	17	need	need	NOUN
gp-55	111	18	.	.	PUNCT
gp-55	112	1	historical	historical	ADJ
gp-55	112	2	data	datum	NOUN
gp-55	112	3	enables	enable	VERB
gp-55	112	4	healthcare	healthcare	NOUN
gp-55	112	5	businesses	business	NOUN
gp-55	112	6	to	to	PART
gp-55	112	7	find	find	VERB
gp-55	112	8	long	long	ADJ
gp-55	112	9	-	-	PUNCT
gp-55	112	10	term	term	NOUN
gp-55	112	11	trends	trend	NOUN
gp-55	112	12	in	in	ADP
gp-55	112	13	the	the	DET
gp-55	112	14	market	market	NOUN
gp-55	112	15	for	for	ADP
gp-55	112	16	healthcare	healthcare	NOUN
gp-55	112	17	products	product	NOUN
gp-55	112	18	and	and	CCONJ
gp-55	112	19	short	short	ADJ
gp-55	112	20	-	-	PUNCT
gp-55	112	21	term	term	NOUN
gp-55	112	22	fluctuations	fluctuation	NOUN
gp-55	112	23	.	.	PUNCT
gp-55	113	1	for	for	ADP
gp-55	113	2	instance	instance	NOUN
gp-55	113	3	,	,	PUNCT
gp-55	113	4	the	the	DET
gp-55	113	5	aging	age	VERB
gp-55	113	6	population	population	NOUN
gp-55	113	7	and	and	CCONJ
gp-55	113	8	shifting	shift	VERB
gp-55	113	9	illness	illness	NOUN
gp-55	113	10	profiles	profile	NOUN
gp-55	113	11	may	may	AUX
gp-55	113	12	cause	cause	VERB
gp-55	113	13	a	a	DET
gp-55	113	14	steady	steady	ADJ
gp-55	113	15	rise	rise	NOUN
gp-55	113	16	in	in	ADP
gp-55	113	17	the	the	DET
gp-55	113	18	demand	demand	NOUN
gp-55	113	19	for	for	ADP
gp-55	113	20	particular	particular	ADJ
gp-55	113	21	drugs	drug	NOUN
gp-55	113	22	and	and	CCONJ
gp-55	113	23	medical	medical	ADJ
gp-55	113	24	equipment	equipment	NOUN
gp-55	113	25	.	.	PUNCT
gp-55	114	1	by	by	ADP
gp-55	114	2	understanding	understand	VERB
gp-55	114	3	these	these	DET
gp-55	114	4	trends	trend	NOUN
gp-55	114	5	,	,	PUNCT
gp-55	114	6	healthcare	healthcare	NOUN
gp-55	114	7	businesses	business	NOUN
gp-55	114	8	may	may	AUX
gp-55	114	9	plan	plan	VERB
gp-55	114	10	their	their	PRON
gp-55	114	11	capacity	capacity	NOUN
gp-55	114	12	and	and	CCONJ
gp-55	114	13	make	make	VERB
gp-55	114	14	strategic	strategic	ADJ
gp-55	114	15	investments	investment	NOUN
gp-55	114	16	.	.	PUNCT
gp-55	115	1	historical	historical	ADJ
gp-55	115	2	data	datum	NOUN
gp-55	115	3	is	be	AUX
gp-55	115	4	the	the	DET
gp-55	115	5	cornerstone	cornerstone	NOUN
gp-55	115	6	for	for	ADP
gp-55	115	7	creating	create	VERB
gp-55	115	8	and	and	CCONJ
gp-55	115	9	enhancing	enhance	VERB
gp-55	115	10	demand	demand	NOUN
gp-55	115	11	forecasting	forecasting	NOUN
gp-55	115	12	models	model	NOUN
gp-55	115	13	(	(	PUNCT
gp-55	115	14	gammelgaard	gammelgaard	NOUN
gp-55	115	15	,	,	PUNCT
gp-55	115	16	2017	2017	NUM
gp-55	115	17	)	)	PUNCT
gp-55	115	18	.	.	PUNCT
gp-55	116	1	time	time	NOUN
gp-55	116	2	series	series	PROPN
gp-55	116	3	analysis	analysis	NOUN
gp-55	116	4	and	and	CCONJ
gp-55	116	5	machine	machine	NOUN
gp-55	116	6	learning	learn	VERB
gp-55	116	7	algorithms	algorithm	NOUN
gp-55	116	8	are	be	AUX
gp-55	116	9	two	two	NUM
gp-55	116	10	examples	example	NOUN
gp-55	116	11	of	of	ADP
gp-55	116	12	data	data	NOUN
gp-55	116	13	-	-	PUNCT
gp-55	116	14	driven	drive	VERB
gp-55	116	15	forecasting	forecasting	NOUN
gp-55	116	16	techniques	technique	NOUN
gp-55	116	17	that	that	PRON
gp-55	116	18	use	use	VERB
gp-55	116	19	historical	historical	ADJ
gp-55	116	20	demand	demand	NOUN
gp-55	116	21	data	datum	NOUN
gp-55	116	22	to	to	PART
gp-55	116	23	forecast	forecast	VERB
gp-55	116	24	future	future	ADJ
gp-55	116	25	demand	demand	NOUN
gp-55	116	26	.	.	PUNCT
gp-55	117	1	to	to	PART
gp-55	117	2	increase	increase	VERB
gp-55	117	3	forecast	forecast	NOUN
gp-55	117	4	accuracy	accuracy	NOUN
gp-55	117	5	,	,	PUNCT
gp-55	117	6	these	these	DET
gp-55	117	7	models	model	NOUN
gp-55	117	8	can	can	AUX
gp-55	117	9	consider	consider	VERB
gp-55	117	10	various	various	ADJ
gp-55	117	11	factors	factor	NOUN
gp-55	117	12	,	,	PUNCT
gp-55	117	13	including	include	VERB
gp-55	117	14	population	population	NOUN
gp-55	117	15	growth	growth	NOUN
gp-55	117	16	,	,	PUNCT
gp-55	117	17	demographic	demographic	ADJ
gp-55	117	18	shifts	shift	NOUN
gp-55	117	19	,	,	PUNCT
gp-55	117	20	and	and	CCONJ
gp-55	117	21	changes	change	NOUN
gp-55	117	22	in	in	ADP
gp-55	117	23	healthcare	healthcare	NOUN
gp-55	117	24	policy	policy	NOUN
gp-55	117	25	.	.	PUNCT
gp-55	118	1	moazam	moazam	PROPN
gp-55	118	2	niaz	niaz	PROPN
gp-55	118	3	,	,	PUNCT
gp-55	118	4	urenna	urenna	PROPN
gp-55	118	5	nwagwu	nwagwu	PROPN
gp-55	118	6	321	321	NUM
gp-55	118	7	historical	historical	ADJ
gp-55	118	8	demand	demand	NOUN
gp-55	118	9	information	information	NOUN
gp-55	118	10	is	be	AUX
gp-55	118	11	essential	essential	ADJ
gp-55	118	12	for	for	ADP
gp-55	118	13	monitoring	monitor	VERB
gp-55	118	14	healthcare	healthcare	NOUN
gp-55	118	15	supply	supply	NOUN
gp-55	118	16	chains	chain	NOUN
gp-55	118	17	'	'	PART
gp-55	118	18	performance	performance	NOUN
gp-55	118	19	(	(	PUNCT
gp-55	118	20	gibbs	gibbs	PROPN
gp-55	118	21	,	,	PUNCT
gp-55	118	22	2007	2007	NUM
gp-55	118	23	)	)	PUNCT
gp-55	118	24	.	.	PUNCT
gp-55	119	1	it	it	PRON
gp-55	119	2	assists	assist	VERB
gp-55	119	3	in	in	ADP
gp-55	119	4	tracking	track	VERB
gp-55	119	5	lead	lead	NOUN
gp-55	119	6	times	time	NOUN
gp-55	119	7	for	for	ADP
gp-55	119	8	product	product	NOUN
gp-55	119	9	acquisition	acquisition	NOUN
gp-55	119	10	,	,	PUNCT
gp-55	119	11	evaluating	evaluate	VERB
gp-55	119	12	the	the	DET
gp-55	119	13	supply	supply	NOUN
gp-55	119	14	chain	chain	NOUN
gp-55	119	15	's	's	PART
gp-55	119	16	capacity	capacity	NOUN
gp-55	119	17	to	to	PART
gp-55	119	18	meet	meet	VERB
gp-55	119	19	demand	demand	NOUN
gp-55	119	20	,	,	PUNCT
gp-55	119	21	and	and	CCONJ
gp-55	119	22	locating	locate	VERB
gp-55	119	23	bottlenecks	bottleneck	NOUN
gp-55	119	24	or	or	CCONJ
gp-55	119	25	inefficiencies	inefficiency	NOUN
gp-55	119	26	that	that	PRON
gp-55	119	27	may	may	AUX
gp-55	119	28	have	have	AUX
gp-55	119	29	developed	develop	VERB
gp-55	119	30	in	in	ADP
gp-55	119	31	the	the	DET
gp-55	119	32	past	past	NOUN
gp-55	119	33	.	.	PUNCT
gp-55	120	1	historical	historical	ADJ
gp-55	120	2	demand	demand	NOUN
gp-55	120	3	trends	trend	NOUN
gp-55	120	4	influence	influence	VERB
gp-55	120	5	long	long	ADJ
gp-55	120	6	-	-	PUNCT
gp-55	120	7	term	term	NOUN
gp-55	120	8	strategy	strategy	NOUN
gp-55	120	9	planning	planning	NOUN
gp-55	120	10	for	for	ADP
gp-55	120	11	healthcare	healthcare	NOUN
gp-55	120	12	businesses	business	NOUN
gp-55	120	13	.	.	PUNCT
gp-55	121	1	they	they	PRON
gp-55	121	2	support	support	VERB
gp-55	121	3	decisions	decision	NOUN
gp-55	121	4	about	about	ADP
gp-55	121	5	capital	capital	NOUN
gp-55	121	6	investments	investment	NOUN
gp-55	121	7	,	,	PUNCT
gp-55	121	8	capacity	capacity	NOUN
gp-55	121	9	expansion	expansion	NOUN
gp-55	121	10	,	,	PUNCT
gp-55	121	11	and	and	CCONJ
gp-55	121	12	creating	create	VERB
gp-55	121	13	product	product	NOUN
gp-55	121	14	portfolios	portfolio	NOUN
gp-55	121	15	that	that	PRON
gp-55	121	16	meet	meet	VERB
gp-55	121	17	expected	expected	ADJ
gp-55	121	18	demand	demand	NOUN
gp-55	121	19	.	.	PUNCT
gp-55	122	1	summarily	summarily	ADV
gp-55	122	2	,	,	PUNCT
gp-55	122	3	healthcare	healthcare	NOUN
gp-55	122	4	businesses	business	NOUN
gp-55	122	5	looking	look	VERB
gp-55	122	6	to	to	PART
gp-55	122	7	optimize	optimize	VERB
gp-55	122	8	their	their	PRON
gp-55	122	9	product	product	NOUN
gp-55	122	10	management	management	NOUN
gp-55	122	11	methods	method	NOUN
gp-55	122	12	can	can	AUX
gp-55	122	13	benefit	benefit	VERB
gp-55	122	14	significantly	significantly	ADV
gp-55	122	15	from	from	ADP
gp-55	122	16	historical	historical	ADJ
gp-55	122	17	demand	demand	NOUN
gp-55	122	18	data	datum	NOUN
gp-55	122	19	.	.	PUNCT
gp-55	123	1	healthcare	healthcare	NOUN
gp-55	123	2	businesses	business	NOUN
gp-55	123	3	can	can	AUX
gp-55	123	4	make	make	VERB
gp-55	123	5	data	data	NOUN
gp-55	123	6	-	-	PUNCT
gp-55	123	7	driven	drive	VERB
gp-55	123	8	decisions	decision	NOUN
gp-55	123	9	that	that	PRON
gp-55	123	10	improve	improve	VERB
gp-55	123	11	patient	patient	ADJ
gp-55	123	12	care	care	NOUN
gp-55	123	13	,	,	PUNCT
gp-55	123	14	better	well	ADV
gp-55	123	15	allocate	allocate	ADJ
gp-55	123	16	resources	resource	NOUN
gp-55	123	17	,	,	PUNCT
gp-55	123	18	and	and	CCONJ
gp-55	123	19	prepare	prepare	VERB
gp-55	123	20	for	for	ADP
gp-55	123	21	future	future	ADJ
gp-55	123	22	issues	issue	NOUN
gp-55	123	23	by	by	ADP
gp-55	123	24	looking	look	VERB
gp-55	123	25	at	at	ADP
gp-55	123	26	historical	historical	ADJ
gp-55	123	27	trends	trend	NOUN
gp-55	123	28	and	and	CCONJ
gp-55	123	29	patterns	pattern	NOUN
gp-55	123	30	.	.	PUNCT
gp-55	124	1	the	the	DET
gp-55	124	2	significance	significance	NOUN
gp-55	124	3	of	of	ADP
gp-55	124	4	using	use	VERB
gp-55	124	5	past	past	ADJ
gp-55	124	6	data	datum	NOUN
gp-55	124	7	to	to	PART
gp-55	124	8	foresee	foresee	VERB
gp-55	124	9	and	and	CCONJ
gp-55	124	10	adapt	adapt	VERB
gp-55	124	11	to	to	ADP
gp-55	124	12	shifting	shift	VERB
gp-55	124	13	demand	demand	NOUN
gp-55	124	14	patterns	pattern	NOUN
gp-55	124	15	can	can	AUX
gp-55	124	16	not	not	PART
gp-55	124	17	be	be	AUX
gp-55	124	18	stressed	stress	VERB
gp-55	124	19	as	as	ADP
gp-55	124	20	the	the	DET
gp-55	124	21	healthcare	healthcare	NOUN
gp-55	124	22	landscape	landscape	NOUN
gp-55	124	23	changes	change	NOUN
gp-55	124	24	.	.	PUNCT
gp-55	125	1	additionally	additionally	ADV
gp-55	125	2	,	,	PUNCT
gp-55	125	3	advanced	advanced	ADJ
gp-55	125	4	analytics	analytic	NOUN
gp-55	125	5	and	and	CCONJ
gp-55	125	6	data	datum	NOUN
gp-55	125	7	visualization	visualization	NOUN
gp-55	125	8	technologies	technology	NOUN
gp-55	125	9	enable	enable	VERB
gp-55	125	10	enterprises	enterprise	NOUN
gp-55	125	11	to	to	PART
gp-55	125	12	draw	draw	VERB
gp-55	125	13	even	even	ADV
gp-55	125	14	more	more	ADV
gp-55	125	15	insightful	insightful	ADJ
gp-55	125	16	conclusions	conclusion	NOUN
gp-55	125	17	from	from	ADP
gp-55	125	18	historical	historical	ADJ
gp-55	125	19	data	datum	NOUN
gp-55	125	20	,	,	PUNCT
gp-55	125	21	facilitating	facilitate	VERB
gp-55	125	22	more	more	ADV
gp-55	125	23	accurate	accurate	ADJ
gp-55	125	24	and	and	CCONJ
gp-55	125	25	proactive	proactive	ADJ
gp-55	125	26	demand	demand	NOUN
gp-55	125	27	management	management	NOUN
gp-55	125	28	in	in	ADP
gp-55	125	29	the	the	DET
gp-55	125	30	post	post	ADJ
gp-55	125	31	-	-	ADJ
gp-55	125	32	covid19	covid19	ADJ
gp-55	125	33	era	era	NOUN
gp-55	125	34	(	(	PUNCT
gp-55	125	35	gligor	gligor	PROPN
gp-55	125	36	&	&	CCONJ
gp-55	125	37	autry	autry	PROPN
gp-55	125	38	,	,	PUNCT
gp-55	125	39	2012	2012	NUM
gp-55	125	40	)	)	PUNCT
gp-55	125	41	.	.	PUNCT
gp-55	126	1	strategies	strategy	NOUN
gp-55	126	2	for	for	ADP
gp-55	126	3	demand	demand	NOUN
gp-55	126	4	management	management	NOUN
gp-55	126	5	that	that	PRON
gp-55	126	6	work	work	VERB
gp-55	126	7	in	in	ADP
gp-55	126	8	order	order	NOUN
gp-55	126	9	to	to	PART
gp-55	126	10	guarantee	guarantee	VERB
gp-55	126	11	that	that	SCONJ
gp-55	126	12	healthcare	healthcare	NOUN
gp-55	126	13	goods	good	NOUN
gp-55	126	14	and	and	CCONJ
gp-55	126	15	services	service	NOUN
gp-55	126	16	are	be	AUX
gp-55	126	17	accessible	accessible	ADJ
gp-55	126	18	when	when	SCONJ
gp-55	126	19	and	and	CCONJ
gp-55	126	20	where	where	SCONJ
gp-55	126	21	they	they	PRON
gp-55	126	22	are	be	AUX
gp-55	126	23	required	require	VERB
gp-55	126	24	,	,	PUNCT
gp-55	126	25	effective	effective	ADJ
gp-55	126	26	demand	demand	NOUN
gp-55	126	27	management	management	NOUN
gp-55	126	28	is	be	AUX
gp-55	126	29	crucial	crucial	ADJ
gp-55	126	30	.	.	PUNCT
gp-55	127	1	healthcare	healthcare	NOUN
gp-55	127	2	businesses	business	NOUN
gp-55	127	3	must	must	AUX
gp-55	127	4	adopt	adopt	VERB
gp-55	127	5	a	a	DET
gp-55	127	6	proactive	proactive	ADJ
gp-55	127	7	and	and	CCONJ
gp-55	127	8	strategic	strategic	ADJ
gp-55	127	9	approach	approach	NOUN
gp-55	127	10	to	to	PART
gp-55	127	11	demand	demand	VERB
gp-55	127	12	management	management	NOUN
gp-55	127	13	due	due	ADP
gp-55	127	14	to	to	ADP
gp-55	127	15	the	the	DET
gp-55	127	16	complexity	complexity	NOUN
gp-55	127	17	and	and	CCONJ
gp-55	127	18	unpredictability	unpredictability	NOUN
gp-55	127	19	of	of	ADP
gp-55	127	20	the	the	DET
gp-55	127	21	demand	demand	NOUN
gp-55	127	22	for	for	ADP
gp-55	127	23	healthcare	healthcare	NOUN
gp-55	127	24	products	product	NOUN
gp-55	127	25	.	.	PUNCT
gp-55	128	1	this	this	DET
gp-55	128	2	section	section	NOUN
gp-55	128	3	will	will	AUX
gp-55	128	4	examine	examine	VERB
gp-55	128	5	various	various	ADJ
gp-55	128	6	tactics	tactic	NOUN
gp-55	128	7	for	for	ADP
gp-55	128	8	successfully	successfully	ADV
gp-55	128	9	controlling	control	VERB
gp-55	128	10	the	the	DET
gp-55	128	11	demand	demand	NOUN
gp-55	128	12	for	for	ADP
gp-55	128	13	healthcare	healthcare	NOUN
gp-55	128	14	products.the	products.the	DET
gp-55	128	15	foundation	foundation	NOUN
gp-55	128	16	of	of	ADP
gp-55	128	17	successful	successful	ADJ
gp-55	128	18	demand	demand	NOUN
gp-55	128	19	management	management	NOUN
gp-55	128	20	is	be	AUX
gp-55	128	21	data	datum	NOUN
gp-55	128	22	.	.	PUNCT
gp-55	129	1	numerous	numerous	ADJ
gp-55	129	2	types	type	NOUN
gp-55	129	3	of	of	ADP
gp-55	129	4	information	information	NOUN
gp-55	129	5	are	be	AUX
gp-55	129	6	gathered	gather	VERB
gp-55	129	7	by	by	ADP
gp-55	129	8	healthcare	healthcare	NOUN
gp-55	129	9	organizations	organization	NOUN
gp-55	129	10	,	,	PUNCT
gp-55	129	11	such	such	ADJ
gp-55	129	12	as	as	ADP
gp-55	129	13	historical	historical	ADJ
gp-55	129	14	demand	demand	NOUN
gp-55	129	15	information	information	NOUN
gp-55	129	16	,	,	PUNCT
gp-55	129	17	patient	patient	ADJ
gp-55	129	18	demographics	demographic	NOUN
gp-55	129	19	,	,	PUNCT
gp-55	129	20	disease	disease	NOUN
gp-55	129	21	prevalence	prevalence	NOUN
gp-55	129	22	,	,	PUNCT
gp-55	129	23	and	and	CCONJ
gp-55	129	24	others	other	NOUN
gp-55	129	25	.	.	PUNCT
gp-55	130	1	organizations	organization	NOUN
gp-55	130	2	can	can	AUX
gp-55	130	3	use	use	VERB
gp-55	130	4	this	this	DET
gp-55	130	5	data	datum	NOUN
gp-55	130	6	to	to	PART
gp-55	130	7	generate	generate	VERB
gp-55	130	8	meaningful	meaningful	ADJ
gp-55	130	9	insights	insight	NOUN
gp-55	130	10	using	use	VERB
gp-55	130	11	advanced	advanced	ADJ
gp-55	130	12	analytics	analytic	NOUN
gp-55	130	13	and	and	CCONJ
gp-55	130	14	data	datum	NOUN
gp-55	130	15	visualization	visualization	NOUN
gp-55	130	16	technologies	technology	NOUN
gp-55	130	17	,	,	PUNCT
gp-55	130	18	allowing	allow	VERB
gp-55	130	19	them	they	PRON
gp-55	130	20	to	to	PART
gp-55	130	21	make	make	VERB
gp-55	130	22	wise	wise	ADJ
gp-55	130	23	decisions	decision	NOUN
gp-55	130	24	(	(	PUNCT
gp-55	130	25	grant	grant	NOUN
gp-55	130	26	,	,	PUNCT
gp-55	130	27	1991	1991	NUM
gp-55	130	28	)	)	PUNCT
gp-55	130	29	.	.	PUNCT
gp-55	131	1	these	these	DET
gp-55	131	2	revelations	revelation	NOUN
gp-55	131	3	can	can	AUX
gp-55	131	4	guide	guide	VERB
gp-55	131	5	methods	method	NOUN
gp-55	131	6	for	for	ADP
gp-55	131	7	resource	resource	NOUN
gp-55	131	8	allocation	allocation	NOUN
gp-55	131	9	,	,	PUNCT
gp-55	131	10	inventory	inventory	NOUN
gp-55	131	11	control	control	NOUN
gp-55	131	12	,	,	PUNCT
gp-55	131	13	and	and	CCONJ
gp-55	131	14	demand	demand	VERB
gp-55	131	15	forecasting.reliable	forecasting.reliable	ADJ
gp-55	131	16	demand	demand	NOUN
gp-55	131	17	forecasting	forecasting	NOUN
gp-55	131	18	models	model	NOUN
gp-55	131	19	are	be	AUX
gp-55	131	20	essential	essential	ADJ
gp-55	131	21	for	for	ADP
gp-55	131	22	foreseeing	foresee	VERB
gp-55	131	23	and	and	CCONJ
gp-55	131	24	preparing	prepare	VERB
gp-55	131	25	for	for	ADP
gp-55	131	26	demand	demand	NOUN
gp-55	131	27	variations	variation	NOUN
gp-55	131	28	.	.	PUNCT
gp-55	132	1	you	you	PRON
gp-55	132	2	can	can	AUX
gp-55	132	3	predict	predict	VERB
gp-55	132	4	demand	demand	NOUN
gp-55	132	5	for	for	ADP
gp-55	132	6	particular	particular	ADJ
gp-55	132	7	healthcare	healthcare	NOUN
gp-55	132	8	items	item	NOUN
gp-55	132	9	by	by	ADP
gp-55	132	10	using	use	VERB
gp-55	132	11	simulation	simulation	NOUN
gp-55	132	12	models	model	NOUN
gp-55	132	13	,	,	PUNCT
gp-55	132	14	time	time	NOUN
gp-55	132	15	series	series	NOUN
gp-55	132	16	analysis	analysis	NOUN
gp-55	132	17	,	,	PUNCT
gp-55	132	18	and	and	CCONJ
gp-55	132	19	machine	machine	NOUN
gp-55	132	20	learning	learn	VERB
gp-55	132	21	techniques	technique	NOUN
gp-55	132	22	.	.	PUNCT
gp-55	133	1	for	for	ADP
gp-55	133	2	precise	precise	ADJ
gp-55	133	3	forecasting	forecasting	NOUN
gp-55	133	4	,	,	PUNCT
gp-55	133	5	these	these	DET
gp-55	133	6	models	model	NOUN
gp-55	133	7	consider	consider	VERB
gp-55	133	8	past	past	ADJ
gp-55	133	9	patterns	pattern	NOUN
gp-55	133	10	,	,	PUNCT
gp-55	133	11	seasonal	seasonal	ADJ
gp-55	133	12	fluctuations	fluctuation	NOUN
gp-55	133	13	,	,	PUNCT
gp-55	133	14	and	and	CCONJ
gp-55	133	15	outside	outside	ADP
gp-55	133	16	variables	variable	NOUN
gp-55	133	17	.	.	PUNCT
gp-55	134	1	to	to	PART
gp-55	134	2	increase	increase	VERB
gp-55	134	3	predicting	predict	VERB
gp-55	134	4	accuracy	accuracy	NOUN
gp-55	134	5	,	,	PUNCT
gp-55	134	6	these	these	DET
gp-55	134	7	models	model	NOUN
gp-55	134	8	must	must	AUX
gp-55	134	9	be	be	AUX
gp-55	134	10	continuously	continuously	ADV
gp-55	134	11	improved	improve	VERB
gp-55	134	12	and	and	CCONJ
gp-55	134	13	validated	validate	VERB
gp-55	134	14	.	.	PUNCT
gp-55	135	1	effective	effective	ADJ
gp-55	135	2	demand	demand	NOUN
gp-55	135	3	management	management	NOUN
gp-55	135	4	requires	require	VERB
gp-55	135	5	cooperation	cooperation	NOUN
gp-55	135	6	between	between	ADP
gp-55	135	7	healthcare	healthcare	NOUN
gp-55	135	8	organizations	organization	NOUN
gp-55	135	9	,	,	PUNCT
gp-55	135	10	suppliers	supplier	NOUN
gp-55	135	11	,	,	PUNCT
gp-55	135	12	and	and	CCONJ
gp-55	135	13	regulatory	regulatory	ADJ
gp-55	135	14	bodies	body	NOUN
gp-55	135	15	.	.	PUNCT
gp-55	136	1	supply	supply	NOUN
gp-55	136	2	chain	chain	NOUN
gp-55	136	3	tactics	tactic	NOUN
gp-55	136	4	can	can	AUX
gp-55	136	5	be	be	AUX
gp-55	136	6	better	well	ADV
gp-55	136	7	adapted	adapt	VERB
gp-55	136	8	to	to	PART
gp-55	136	9	demand	demand	VERB
gp-55	136	10	changes	change	NOUN
gp-55	136	11	with	with	ADP
gp-55	136	12	the	the	DET
gp-55	136	13	use	use	NOUN
gp-55	136	14	of	of	ADP
gp-55	136	15	information	information	NOUN
gp-55	136	16	exchange	exchange	NOUN
gp-55	136	17	and	and	CCONJ
gp-55	136	18	collaboration	collaboration	NOUN
gp-55	136	19	.	.	PUNCT
gp-55	137	1	real	real	ADJ
gp-55	137	2	-	-	PUNCT
gp-55	137	3	time	time	NOUN
gp-55	137	4	data	datum	NOUN
gp-55	137	5	sharing	sharing	NOUN
gp-55	137	6	and	and	CCONJ
gp-55	137	7	collaboration	collaboration	NOUN
gp-55	137	8	are	be	AUX
gp-55	137	9	even	even	ADV
gp-55	137	10	more	more	ADV
gp-55	137	11	important	important	ADJ
gp-55	137	12	during	during	ADP
gp-55	137	13	crises	crisis	NOUN
gp-55	137	14	,	,	PUNCT
gp-55	137	15	like	like	ADP
gp-55	137	16	pandemics	pandemic	NOUN
gp-55	137	17	,	,	PUNCT
gp-55	137	18	to	to	PART
gp-55	137	19	guarantee	guarantee	VERB
gp-55	137	20	a	a	DET
gp-55	137	21	quick	quick	ADJ
gp-55	137	22	reaction	reaction	NOUN
gp-55	137	23	to	to	ADP
gp-55	137	24	shifting	shift	VERB
gp-55	137	25	demand	demand	NOUN
gp-55	137	26	dynamics	dynamic	NOUN
gp-55	137	27	(	(	PUNCT
gp-55	137	28	gupta	gupta	PROPN
gp-55	137	29	et	et	PROPN
gp-55	137	30	al	al	PROPN
gp-55	137	31	.	.	PROPN
gp-55	137	32	,	,	PUNCT
gp-55	137	33	2022	2022	NUM
gp-55	137	34	)	)	PUNCT
gp-55	137	35	.	.	PUNCT
gp-55	138	1	building	build	VERB
gp-55	138	2	strategic	strategic	ADJ
gp-55	138	3	inventories	inventory	NOUN
gp-55	138	4	of	of	ADP
gp-55	138	5	essential	essential	ADJ
gp-55	138	6	medical	medical	ADJ
gp-55	138	7	supplies	supply	NOUN
gp-55	138	8	is	be	AUX
gp-55	138	9	a	a	DET
gp-55	138	10	proactive	proactive	ADJ
gp-55	138	11	way	way	NOUN
gp-55	138	12	to	to	PART
gp-55	138	13	control	control	VERB
gp-55	138	14	demand	demand	NOUN
gp-55	138	15	in	in	ADP
gp-55	138	16	times	time	NOUN
gp-55	138	17	of	of	ADP
gp-55	138	18	emergency	emergency	NOUN
gp-55	138	19	.	.	PUNCT
gp-55	139	1	these	these	DET
gp-55	139	2	stocks	stock	NOUN
gp-55	139	3	serve	serve	VERB
gp-55	139	4	as	as	ADP
gp-55	139	5	a	a	DET
gp-55	139	6	safety	safety	NOUN
gp-55	139	7	net	net	NOUN
gp-55	139	8	to	to	PART
gp-55	139	9	get	get	VERB
gp-55	139	10	over	over	ADP
gp-55	139	11	supply	supply	NOUN
gp-55	139	12	chain	chain	NOUN
gp-55	139	13	hiccups	hiccup	NOUN
gp-55	139	14	and	and	CCONJ
gp-55	139	15	unexpected	unexpected	ADJ
gp-55	139	16	spikes	spike	NOUN
gp-55	139	17	in	in	ADP
gp-55	139	18	demand	demand	NOUN
gp-55	139	19	.	.	PUNCT
gp-55	140	1	risk	risk	NOUN
gp-55	140	2	evaluations	evaluation	NOUN
gp-55	140	3	and	and	CCONJ
gp-55	140	4	demand	demand	NOUN
gp-55	140	5	projections	projection	NOUN
gp-55	140	6	should	should	AUX
gp-55	140	7	serve	serve	VERB
gp-55	140	8	as	as	ADP
gp-55	140	9	the	the	DET
gp-55	140	10	foundation	foundation	NOUN
gp-55	140	11	for	for	ADP
gp-55	140	12	stockpile	stockpile	NOUN
gp-55	140	13	composition	composition	NOUN
gp-55	140	14	and	and	CCONJ
gp-55	140	15	size	size	NOUN
gp-55	140	16	decisions.increasing	decisions.increase	VERB
gp-55	140	17	the	the	DET
gp-55	140	18	variety	variety	NOUN
gp-55	140	19	of	of	ADP
gp-55	140	20	healthcare	healthcare	NOUN
gp-55	140	21	product	product	NOUN
gp-55	140	22	sources	source	NOUN
gp-55	140	23	and	and	CCONJ
gp-55	140	24	suppliers	supplier	NOUN
gp-55	140	25	is	be	AUX
gp-55	140	26	essential	essential	ADJ
gp-55	140	27	to	to	ADP
gp-55	140	28	lowering	lower	VERB
gp-55	140	29	supply	supply	NOUN
gp-55	140	30	chain	chain	NOUN
gp-55	140	31	risk	risk	NOUN
gp-55	140	32	.	.	PUNCT
gp-55	141	1	dependence	dependence	NOUN
gp-55	141	2	on	on	ADP
gp-55	141	3	a	a	DET
gp-55	141	4	single	single	ADJ
gp-55	141	5	provider	provider	NOUN
gp-55	141	6	can	can	AUX
gp-55	141	7	create	create	VERB
gp-55	141	8	weaknesses	weakness	NOUN
gp-55	141	9	,	,	PUNCT
gp-55	141	10	particularly	particularly	ADV
gp-55	141	11	in	in	ADP
gp-55	141	12	times	time	NOUN
gp-55	141	13	of	of	ADP
gp-55	141	14	emergency	emergency	NOUN
gp-55	141	15	.	.	PUNCT
gp-55	142	1	to	to	PART
gp-55	142	2	guarantee	guarantee	VERB
gp-55	142	3	a	a	DET
gp-55	142	4	steady	steady	ADJ
gp-55	142	5	supply	supply	NOUN
gp-55	142	6	of	of	ADP
gp-55	142	7	essential	essential	ADJ
gp-55	142	8	supplies	supply	NOUN
gp-55	142	9	,	,	PUNCT
gp-55	142	10	healthcare	healthcare	NOUN
gp-55	142	11	organizations	organization	NOUN
gp-55	142	12	should	should	AUX
gp-55	142	13	collaborate	collaborate	VERB
gp-55	142	14	with	with	ADP
gp-55	142	15	several	several	ADJ
gp-55	142	16	suppliers	supplier	NOUN
gp-55	142	17	,	,	PUNCT
gp-55	142	18	both	both	CCONJ
gp-55	142	19	domestic	domestic	ADJ
gp-55	142	20	and	and	CCONJ
gp-55	142	21	foreign.companies	foreign.companie	NOUN
gp-55	142	22	that	that	PRON
gp-55	142	23	produce	produce	VERB
gp-55	142	24	medical	medical	ADJ
gp-55	142	25	items	item	NOUN
gp-55	142	26	should	should	AUX
gp-55	142	27	have	have	VERB
gp-55	142	28	the	the	DET
gp-55	142	29	ability	ability	NOUN
gp-55	142	30	to	to	PART
gp-55	142	31	quickly	quickly	ADV
gp-55	142	32	scale	scale	VERB
gp-55	142	33	up	up	ADP
gp-55	142	34	american	american	ADJ
gp-55	142	35	journal	journal	PROPN
gp-55	142	36	of	of	ADP
gp-55	142	37	economic	economic	ADJ
gp-55	142	38	and	and	CCONJ
gp-55	142	39	management	management	NOUN
gp-55	142	40	business	business	NOUN
gp-55	142	41	vol	vol	NOUN
gp-55	142	42	.	.	PROPN
gp-55	143	1	2	2	NUM
gp-55	144	1	no	no	NOUN
gp-55	144	2	.	.	NOUN
gp-55	144	3	8	8	NUM
gp-55	144	4	august	august	PROPN
gp-55	144	5	2023	2023	NUM
gp-55	144	6	322	322	NUM
gp-55	144	7	production	production	NOUN
gp-55	144	8	in	in	ADP
gp-55	144	9	response	response	NOUN
gp-55	144	10	to	to	ADP
gp-55	144	11	rising	rise	VERB
gp-55	144	12	demand	demand	NOUN
gp-55	144	13	.	.	PUNCT
gp-55	145	1	due	due	ADP
gp-55	145	2	to	to	ADP
gp-55	145	3	their	their	PRON
gp-55	145	4	flexibility	flexibility	NOUN
gp-55	145	5	to	to	PART
gp-55	145	6	adapt	adapt	VERB
gp-55	145	7	,	,	PUNCT
gp-55	145	8	manufacturers	manufacturer	NOUN
gp-55	145	9	can	can	AUX
gp-55	145	10	meet	meet	VERB
gp-55	145	11	sudden	sudden	ADJ
gp-55	145	12	increases	increase	NOUN
gp-55	145	13	in	in	ADP
gp-55	145	14	demand	demand	NOUN
gp-55	145	15	,	,	PUNCT
gp-55	145	16	like	like	ADP
gp-55	145	17	those	those	PRON
gp-55	145	18	that	that	PRON
gp-55	145	19	occur	occur	VERB
gp-55	145	20	during	during	ADP
gp-55	145	21	pandemics	pandemic	NOUN
gp-55	145	22	,	,	PUNCT
gp-55	145	23	without	without	ADP
gp-55	145	24	sacrificing	sacrifice	VERB
gp-55	145	25	product	product	NOUN
gp-55	145	26	quality.when	quality.when	PRON
gp-55	145	27	there	there	PRON
gp-55	145	28	is	be	VERB
gp-55	145	29	a	a	DET
gp-55	145	30	shortage	shortage	NOUN
gp-55	145	31	of	of	ADP
gp-55	145	32	a	a	DET
gp-55	145	33	key	key	ADJ
gp-55	145	34	product	product	NOUN
gp-55	145	35	,	,	PUNCT
gp-55	145	36	healthcare	healthcare	NOUN
gp-55	145	37	institutions	institution	NOUN
gp-55	145	38	must	must	AUX
gp-55	145	39	allocate	allocate	VERB
gp-55	145	40	it	it	PRON
gp-55	145	41	in	in	ADP
gp-55	145	42	accordance	accordance	NOUN
gp-55	145	43	with	with	ADP
gp-55	145	44	patient	patient	ADJ
gp-55	145	45	need	need	NOUN
gp-55	145	46	,	,	PUNCT
gp-55	145	47	clinical	clinical	ADJ
gp-55	145	48	recommendations	recommendation	NOUN
gp-55	145	49	,	,	PUNCT
gp-55	145	50	and	and	CCONJ
gp-55	145	51	ethical	ethical	ADJ
gp-55	145	52	considerations	consideration	NOUN
gp-55	145	53	.	.	PUNCT
gp-55	146	1	the	the	DET
gp-55	146	2	equitable	equitable	ADJ
gp-55	146	3	and	and	CCONJ
gp-55	146	4	effective	effective	ADJ
gp-55	146	5	distribution	distribution	NOUN
gp-55	146	6	of	of	ADP
gp-55	146	7	resources	resource	NOUN
gp-55	146	8	is	be	AUX
gp-55	146	9	guaranteed	guarantee	VERB
gp-55	146	10	by	by	ADP
gp-55	146	11	transparent	transparent	ADJ
gp-55	146	12	allocation	allocation	NOUN
gp-55	146	13	rules.utilizing	rules.utilize	VERB
gp-55	146	14	telemedicine	telemedicine	NOUN
gp-55	146	15	,	,	PUNCT
gp-55	146	16	digital	digital	ADJ
gp-55	146	17	health	health	NOUN
gp-55	146	18	systems	system	NOUN
gp-55	146	19	,	,	PUNCT
gp-55	146	20	and	and	CCONJ
gp-55	146	21	data	datum	NOUN
gp-55	146	22	analytics	analytic	NOUN
gp-55	146	23	helps	help	VERB
gp-55	146	24	improve	improve	VERB
gp-55	146	25	demand	demand	NOUN
gp-55	146	26	management	management	NOUN
gp-55	146	27	.	.	PUNCT
gp-55	147	1	for	for	ADP
gp-55	147	2	instance	instance	NOUN
gp-55	147	3	,	,	PUNCT
gp-55	147	4	telehealth	telehealth	NOUN
gp-55	147	5	can	can	AUX
gp-55	147	6	assist	assist	VERB
gp-55	147	7	divert	divert	NOUN
gp-55	147	8	non	non	ADJ
gp-55	147	9	-	-	ADJ
gp-55	147	10	urgent	urgent	ADJ
gp-55	147	11	treatment	treatment	NOUN
gp-55	147	12	from	from	ADP
gp-55	147	13	physical	physical	ADJ
gp-55	147	14	facilities	facility	NOUN
gp-55	147	15	,	,	PUNCT
gp-55	147	16	hence	hence	ADV
gp-55	147	17	lowering	lower	VERB
gp-55	147	18	the	the	DET
gp-55	147	19	demand	demand	NOUN
gp-55	147	20	for	for	ADP
gp-55	147	21	particular	particular	ADJ
gp-55	147	22	healthcare	healthcare	NOUN
gp-55	147	23	items	item	NOUN
gp-55	147	24	in	in	ADP
gp-55	147	25	conventional	conventional	ADJ
gp-55	147	26	settings	setting	NOUN
gp-55	147	27	.	.	PUNCT
gp-55	148	1	in	in	ADP
gp-55	148	2	order	order	NOUN
gp-55	148	3	to	to	PART
gp-55	148	4	effectively	effectively	ADV
gp-55	148	5	manage	manage	VERB
gp-55	148	6	demand	demand	NOUN
gp-55	148	7	for	for	ADP
gp-55	148	8	pharmaceuticals	pharmaceutical	NOUN
gp-55	148	9	and	and	CCONJ
gp-55	148	10	medical	medical	ADJ
gp-55	148	11	devices	device	NOUN
gp-55	148	12	,	,	PUNCT
gp-55	148	13	regulatory	regulatory	ADJ
gp-55	148	14	compliance	compliance	NOUN
gp-55	148	15	is	be	AUX
gp-55	148	16	crucial	crucial	ADJ
gp-55	148	17	.	.	PUNCT
gp-55	149	1	maintaining	maintain	VERB
gp-55	149	2	product	product	NOUN
gp-55	149	3	quality	quality	NOUN
gp-55	149	4	and	and	CCONJ
gp-55	149	5	patient	patient	ADJ
gp-55	149	6	safety	safety	NOUN
gp-55	149	7	requires	require	VERB
gp-55	149	8	making	make	VERB
gp-55	149	9	sure	sure	ADJ
gp-55	149	10	that	that	SCONJ
gp-55	149	11	supplies	supply	NOUN
gp-55	149	12	follow	follow	VERB
gp-55	149	13	applicable	applicable	ADJ
gp-55	149	14	laws	law	NOUN
gp-55	149	15	and	and	CCONJ
gp-55	149	16	regulations	regulation	NOUN
gp-55	149	17	and	and	CCONJ
gp-55	149	18	that	that	SCONJ
gp-55	149	19	goods	good	NOUN
gp-55	149	20	adhere	adhere	VERB
gp-55	149	21	to	to	ADP
gp-55	149	22	regulatory	regulatory	ADJ
gp-55	149	23	standards.planning	standards.planning	NOUN
gp-55	149	24	scenarios	scenario	NOUN
gp-55	149	25	is	be	AUX
gp-55	149	26	a	a	DET
gp-55	149	27	good	good	ADJ
gp-55	149	28	way	way	NOUN
gp-55	149	29	for	for	SCONJ
gp-55	149	30	healthcare	healthcare	NOUN
gp-55	149	31	organizations	organization	NOUN
gp-55	149	32	to	to	PART
gp-55	149	33	get	get	VERB
gp-55	149	34	ready	ready	ADJ
gp-55	149	35	for	for	ADP
gp-55	149	36	a	a	DET
gp-55	149	37	variety	variety	NOUN
gp-55	149	38	of	of	ADP
gp-55	149	39	possible	possible	ADJ
gp-55	149	40	demand	demand	NOUN
gp-55	149	41	scenarios	scenario	NOUN
gp-55	149	42	.	.	PUNCT
gp-55	150	1	this	this	PRON
gp-55	150	2	entails	entail	VERB
gp-55	150	3	creating	create	VERB
gp-55	150	4	reaction	reaction	NOUN
gp-55	150	5	plans	plan	NOUN
gp-55	150	6	for	for	ADP
gp-55	150	7	each	each	PRON
gp-55	150	8	of	of	ADP
gp-55	150	9	the	the	DET
gp-55	150	10	various	various	ADJ
gp-55	150	11	demand	demand	NOUN
gp-55	150	12	situations	situation	NOUN
gp-55	150	13	that	that	PRON
gp-55	150	14	have	have	AUX
gp-55	150	15	been	be	AUX
gp-55	150	16	modeled	model	VERB
gp-55	150	17	.	.	PUNCT
gp-55	151	1	planning	plan	VERB
gp-55	151	2	scenarios	scenario	NOUN
gp-55	151	3	enables	enable	VERB
gp-55	151	4	businesses	business	NOUN
gp-55	151	5	to	to	PART
gp-55	151	6	adapt	adapt	VERB
gp-55	151	7	quickly	quickly	ADV
gp-55	151	8	to	to	ADP
gp-55	151	9	changing	change	VERB
gp-55	151	10	conditions.the	conditions.the	DET
gp-55	151	11	lessons	lesson	NOUN
gp-55	151	12	learnt	learn	VERB
gp-55	151	13	from	from	ADP
gp-55	151	14	controlling	control	VERB
gp-55	151	15	demand	demand	NOUN
gp-55	151	16	during	during	ADP
gp-55	151	17	a	a	DET
gp-55	151	18	worldwide	worldwide	ADJ
gp-55	151	19	pandemic	pandemic	NOUN
gp-55	151	20	in	in	ADP
gp-55	151	21	the	the	DET
gp-55	151	22	post	post	ADJ
gp-55	151	23	-	-	ADJ
gp-55	151	24	covid-19	covid-19	ADJ
gp-55	151	25	period	period	NOUN
gp-55	151	26	have	have	AUX
gp-55	151	27	highlighted	highlight	VERB
gp-55	151	28	the	the	DET
gp-55	151	29	necessity	necessity	NOUN
gp-55	151	30	for	for	ADP
gp-55	151	31	flexibility	flexibility	NOUN
gp-55	151	32	,	,	PUNCT
gp-55	151	33	adaptability	adaptability	NOUN
gp-55	151	34	,	,	PUNCT
gp-55	151	35	and	and	CCONJ
gp-55	151	36	creativity	creativity	NOUN
gp-55	151	37	in	in	ADP
gp-55	151	38	demand	demand	NOUN
gp-55	151	39	management	management	NOUN
gp-55	151	40	systems	system	NOUN
gp-55	151	41	.	.	PUNCT
gp-55	152	1	to	to	PART
gp-55	152	2	successfully	successfully	ADV
gp-55	152	3	negotiate	negotiate	VERB
gp-55	152	4	the	the	DET
gp-55	152	5	complexity	complexity	NOUN
gp-55	152	6	of	of	ADP
gp-55	152	7	healthcare	healthcare	NOUN
gp-55	152	8	product	product	NOUN
gp-55	152	9	demand	demand	NOUN
gp-55	152	10	,	,	PUNCT
gp-55	152	11	healthcare	healthcare	NOUN
gp-55	152	12	firms	firm	NOUN
gp-55	152	13	have	have	AUX
gp-55	152	14	realized	realize	VERB
gp-55	152	15	the	the	DET
gp-55	152	16	value	value	NOUN
gp-55	152	17	of	of	ADP
gp-55	152	18	investing	invest	VERB
gp-55	152	19	in	in	ADP
gp-55	152	20	technology	technology	NOUN
gp-55	152	21	,	,	PUNCT
gp-55	152	22	data	datum	NOUN
gp-55	152	23	analytics	analytic	NOUN
gp-55	152	24	,	,	PUNCT
gp-55	152	25	and	and	CCONJ
gp-55	152	26	supply	supply	NOUN
gp-55	152	27	chain	chain	NOUN
gp-55	152	28	diversity.demand	diversity.demand	NUM
gp-55	152	29	management	management	NOUN
gp-55	152	30	solutions	solution	NOUN
gp-55	152	31	must	must	AUX
gp-55	152	32	also	also	ADV
gp-55	152	33	be	be	AUX
gp-55	152	34	in	in	ADP
gp-55	152	35	line	line	NOUN
gp-55	152	36	with	with	ADP
gp-55	152	37	larger	large	ADJ
gp-55	152	38	healthcare	healthcare	NOUN
gp-55	152	39	objectives	objective	NOUN
gp-55	152	40	including	include	VERB
gp-55	152	41	enhancing	enhance	VERB
gp-55	152	42	patient	patient	ADJ
gp-55	152	43	experience	experience	NOUN
gp-55	152	44	,	,	PUNCT
gp-55	152	45	lowering	lower	VERB
gp-55	152	46	costs	cost	NOUN
gp-55	152	47	,	,	PUNCT
gp-55	152	48	and	and	CCONJ
gp-55	152	49	improving	improve	VERB
gp-55	152	50	patient	patient	ADJ
gp-55	152	51	outcomes	outcome	NOUN
gp-55	152	52	.	.	PUNCT
gp-55	153	1	healthcare	healthcare	NOUN
gp-55	153	2	organizations	organization	NOUN
gp-55	153	3	may	may	AUX
gp-55	153	4	make	make	VERB
gp-55	153	5	sure	sure	ADJ
gp-55	153	6	that	that	SCONJ
gp-55	153	7	their	their	PRON
gp-55	153	8	demand	demand	NOUN
gp-55	153	9	management	management	NOUN
gp-55	153	10	activities	activity	NOUN
gp-55	153	11	contribute	contribute	VERB
gp-55	153	12	to	to	ADP
gp-55	153	13	the	the	DET
gp-55	153	14	overall	overall	ADJ
gp-55	153	15	sustainability	sustainability	NOUN
gp-55	153	16	and	and	CCONJ
gp-55	153	17	resilience	resilience	NOUN
gp-55	153	18	of	of	ADP
gp-55	153	19	the	the	DET
gp-55	153	20	healthcare	healthcare	NOUN
gp-55	153	21	system	system	NOUN
gp-55	153	22	by	by	ADP
gp-55	153	23	concentrating	concentrate	VERB
gp-55	153	24	on	on	ADP
gp-55	153	25	these	these	DET
gp-55	153	26	strategic	strategic	ADJ
gp-55	153	27	objectives	objective	NOUN
gp-55	153	28	(	(	PUNCT
gp-55	153	29	gupta	gupta	PROPN
gp-55	153	30	et	et	PROPN
gp-55	153	31	al	al	PROPN
gp-55	153	32	.	.	PROPN
gp-55	153	33	,	,	PUNCT
gp-55	153	34	2020	2020	NUM
gp-55	153	35	)	)	PUNCT
gp-55	153	36	.	.	PUNCT
gp-55	154	1	the	the	DET
gp-55	154	2	integration	integration	NOUN
gp-55	154	3	of	of	ADP
gp-55	154	4	data	data	NOUN
gp-55	154	5	-	-	PUNCT
gp-55	154	6	driven	drive	VERB
gp-55	154	7	decision	decision	NOUN
gp-55	154	8	-	-	PUNCT
gp-55	154	9	making	making	NOUN
gp-55	154	10	,	,	PUNCT
gp-55	154	11	cooperation	cooperation	NOUN
gp-55	154	12	,	,	PUNCT
gp-55	154	13	technology	technology	NOUN
gp-55	154	14	adoption	adoption	NOUN
gp-55	154	15	,	,	PUNCT
gp-55	154	16	and	and	CCONJ
gp-55	154	17	strategic	strategic	ADJ
gp-55	154	18	planning	planning	NOUN
gp-55	154	19	is	be	AUX
gp-55	154	20	necessary	necessary	ADJ
gp-55	154	21	for	for	ADP
gp-55	154	22	efficient	efficient	ADJ
gp-55	154	23	demand	demand	NOUN
gp-55	154	24	management	management	NOUN
gp-55	154	25	in	in	ADP
gp-55	154	26	healthcare	healthcare	PROPN
gp-55	154	27	,	,	PUNCT
gp-55	154	28	which	which	PRON
gp-55	154	29	is	be	AUX
gp-55	154	30	a	a	DET
gp-55	154	31	continuous	continuous	ADJ
gp-55	154	32	and	and	CCONJ
gp-55	154	33	diverse	diverse	ADJ
gp-55	154	34	endeavor	endeavor	NOUN
gp-55	154	35	.	.	PUNCT
gp-55	155	1	demand	demand	NOUN
gp-55	155	2	management	management	NOUN
gp-55	155	3	methods	method	NOUN
gp-55	155	4	must	must	AUX
gp-55	155	5	change	change	VERB
gp-55	155	6	along	along	ADP
gp-55	155	7	with	with	ADP
gp-55	155	8	the	the	DET
gp-55	155	9	healthcare	healthcare	NOUN
gp-55	155	10	landscape	landscape	NOUN
gp-55	155	11	as	as	SCONJ
gp-55	155	12	it	it	PRON
gp-55	155	13	continues	continue	VERB
gp-55	155	14	to	to	PART
gp-55	155	15	change	change	VERB
gp-55	155	16	,	,	PUNCT
gp-55	155	17	taking	take	VERB
gp-55	155	18	into	into	ADP
gp-55	155	19	account	account	NOUN
gp-55	155	20	the	the	DET
gp-55	155	21	industry	industry	NOUN
gp-55	155	22	's	's	PART
gp-55	155	23	shifting	shift	VERB
gp-55	155	24	dynamics	dynamic	NOUN
gp-55	155	25	and	and	CCONJ
gp-55	155	26	the	the	DET
gp-55	155	27	lessons	lesson	NOUN
gp-55	155	28	learnt	learn	VERB
gp-55	155	29	from	from	ADP
gp-55	155	30	prior	prior	ADJ
gp-55	155	31	mistakes	mistake	NOUN
gp-55	155	32	.	.	PUNCT
gp-55	156	1	demand	demand	NOUN
gp-55	156	2	forecasting	forecasting	NOUN
gp-55	156	3	using	use	VERB
gp-55	156	4	data	datum	NOUN
gp-55	156	5	analytics	analytic	NOUN
gp-55	156	6	and	and	CCONJ
gp-55	156	7	predictive	predictive	ADJ
gp-55	156	8	modeling	modeling	NOUN
gp-55	156	9	accurate	accurate	ADJ
gp-55	156	10	demand	demand	NOUN
gp-55	156	11	forecasting	forecasting	NOUN
gp-55	156	12	is	be	AUX
gp-55	156	13	essential	essential	ADJ
gp-55	156	14	in	in	ADP
gp-55	156	15	the	the	DET
gp-55	156	16	high	high	ADJ
gp-55	156	17	-	-	PUNCT
gp-55	156	18	stakes	stake	NOUN
gp-55	156	19	healthcare	healthcare	NOUN
gp-55	156	20	industry	industry	NOUN
gp-55	156	21	.	.	PUNCT
gp-55	157	1	healthcare	healthcare	NOUN
gp-55	157	2	organizations	organization	NOUN
gp-55	157	3	work	work	VERB
gp-55	157	4	in	in	ADP
gp-55	157	5	situations	situation	NOUN
gp-55	157	6	that	that	PRON
gp-55	157	7	are	be	AUX
gp-55	157	8	complicated	complicated	ADJ
gp-55	157	9	and	and	CCONJ
gp-55	157	10	dynamic	dynamic	ADJ
gp-55	157	11	,	,	PUNCT
gp-55	157	12	with	with	ADP
gp-55	157	13	a	a	DET
gp-55	157	14	wide	wide	ADJ
gp-55	157	15	range	range	NOUN
gp-55	157	16	of	of	ADP
gp-55	157	17	patient	patient	ADJ
gp-55	157	18	requirements	requirement	NOUN
gp-55	157	19	,	,	PUNCT
gp-55	157	20	epidemiological	epidemiological	ADJ
gp-55	157	21	trends	trend	NOUN
gp-55	157	22	,	,	PUNCT
gp-55	157	23	and	and	CCONJ
gp-55	157	24	supply	supply	VERB
gp-55	157	25	chain	chain	NOUN
gp-55	157	26	complexities	complexity	NOUN
gp-55	157	27	.	.	PUNCT
gp-55	158	1	data	datum	NOUN
gp-55	158	2	analytics	analytic	NOUN
gp-55	158	3	and	and	CCONJ
gp-55	158	4	predictive	predictive	ADJ
gp-55	158	5	modeling	modeling	NOUN
gp-55	158	6	have	have	AUX
gp-55	158	7	evolved	evolve	VERB
gp-55	158	8	into	into	ADP
gp-55	158	9	indispensable	indispensable	ADJ
gp-55	158	10	tools	tool	NOUN
gp-55	158	11	for	for	ADP
gp-55	158	12	predicting	predict	VERB
gp-55	158	13	demand	demand	NOUN
gp-55	158	14	and	and	CCONJ
gp-55	158	15	improving	improve	VERB
gp-55	158	16	resource	resource	NOUN
gp-55	158	17	allocation	allocation	NOUN
gp-55	158	18	in	in	ADP
gp-55	158	19	response	response	NOUN
gp-55	158	20	to	to	ADP
gp-55	158	21	these	these	DET
gp-55	158	22	problems	problem	NOUN
gp-55	158	23	.	.	PUNCT
gp-55	159	1	we	we	PRON
gp-55	159	2	will	will	AUX
gp-55	159	3	examine	examine	VERB
gp-55	159	4	how	how	SCONJ
gp-55	159	5	data	datum	NOUN
gp-55	159	6	analytics	analytic	NOUN
gp-55	159	7	and	and	CCONJ
gp-55	159	8	predictive	predictive	ADJ
gp-55	159	9	modeling	modeling	NOUN
gp-55	159	10	are	be	AUX
gp-55	159	11	used	use	VERB
gp-55	159	12	to	to	PART
gp-55	159	13	forecast	forecast	VERB
gp-55	159	14	demand	demand	NOUN
gp-55	159	15	for	for	ADP
gp-55	159	16	healthcare	healthcare	NOUN
gp-55	159	17	items	item	NOUN
gp-55	159	18	in	in	ADP
gp-55	159	19	this	this	DET
gp-55	159	20	part.healthcare	part.healthcare	NOUN
gp-55	159	21	demand	demand	NOUN
gp-55	159	22	forecasting	forecasting	NOUN
gp-55	159	23	uses	use	VERB
gp-55	159	24	a	a	DET
gp-55	159	25	wide	wide	ADJ
gp-55	159	26	range	range	NOUN
gp-55	159	27	of	of	ADP
gp-55	159	28	data	datum	NOUN
gp-55	159	29	sources	source	NOUN
gp-55	159	30	for	for	ADP
gp-55	159	31	data	data	NOUN
gp-55	159	32	analytics	analytic	NOUN
gp-55	159	33	and	and	CCONJ
gp-55	159	34	predictive	predictive	ADJ
gp-55	159	35	modeling	modeling	NOUN
gp-55	159	36	.	.	PUNCT
gp-55	160	1	these	these	PRON
gp-55	160	2	comprise	comprise	VERB
gp-55	160	3	past	past	ADJ
gp-55	160	4	demand	demand	NOUN
gp-55	160	5	information	information	NOUN
gp-55	160	6	,	,	PUNCT
gp-55	160	7	patient	patient	ADJ
gp-55	160	8	demographics	demographic	NOUN
gp-55	160	9	,	,	PUNCT
gp-55	160	10	clinical	clinical	ADJ
gp-55	160	11	information	information	NOUN
gp-55	160	12	from	from	ADP
gp-55	160	13	electronic	electronic	ADJ
gp-55	160	14	health	health	NOUN
gp-55	160	15	records	record	NOUN
gp-55	160	16	(	(	PUNCT
gp-55	160	17	ehrs	ehrs	INTJ
gp-55	160	18	)	)	PUNCT
gp-55	160	19	,	,	PUNCT
gp-55	160	20	supply	supply	NOUN
gp-55	160	21	chain	chain	NOUN
gp-55	160	22	information	information	NOUN
gp-55	160	23	,	,	PUNCT
gp-55	160	24	epidemiological	epidemiological	ADJ
gp-55	160	25	information	information	NOUN
gp-55	160	26	,	,	PUNCT
gp-55	160	27	and	and	CCONJ
gp-55	160	28	external	external	ADJ
gp-55	160	29	elements	element	NOUN
gp-55	160	30	including	include	VERB
gp-55	160	31	market	market	NOUN
gp-55	160	32	dynamics	dynamic	NOUN
gp-55	160	33	and	and	CCONJ
gp-55	160	34	regulatory	regulatory	ADJ
gp-55	160	35	shifts	shift	NOUN
gp-55	160	36	.	.	PUNCT
gp-55	161	1	a	a	DET
gp-55	161	2	thorough	thorough	ADJ
gp-55	161	3	understanding	understanding	NOUN
gp-55	161	4	of	of	ADP
gp-55	161	5	the	the	DET
gp-55	161	6	demand	demand	NOUN
gp-55	161	7	for	for	ADP
gp-55	161	8	healthcare	healthcare	NOUN
gp-55	161	9	products	product	NOUN
gp-55	161	10	is	be	AUX
gp-55	161	11	possible	possible	ADJ
gp-55	161	12	thanks	thank	NOUN
gp-55	161	13	to	to	ADP
gp-55	161	14	the	the	DET
gp-55	161	15	integration	integration	NOUN
gp-55	161	16	and	and	CCONJ
gp-55	161	17	analysis	analysis	NOUN
gp-55	161	18	of	of	ADP
gp-55	161	19	these	these	DET
gp-55	161	20	various	various	ADJ
gp-55	161	21	data	datum	NOUN
gp-55	161	22	sources	source	NOUN
gp-55	161	23	.	.	PUNCT
gp-55	162	1	time	time	NOUN
gp-55	162	2	series	series	PROPN
gp-55	162	3	analysis	analysis	NOUN
gp-55	162	4	:	:	PUNCT
gp-55	162	5	a	a	DET
gp-55	162	6	core	core	NOUN
gp-55	162	7	method	method	NOUN
gp-55	162	8	for	for	ADP
gp-55	162	9	predicting	predict	VERB
gp-55	162	10	healthcare	healthcare	NOUN
gp-55	162	11	demand	demand	NOUN
gp-55	162	12	is	be	AUX
gp-55	162	13	time	time	NOUN
gp-55	162	14	series	series	NOUN
gp-55	162	15	analysis	analysis	NOUN
gp-55	162	16	.	.	PUNCT
gp-55	163	1	in	in	ADP
gp-55	163	2	order	order	NOUN
gp-55	163	3	to	to	PART
gp-55	163	4	spot	spot	VERB
gp-55	163	5	patterns	pattern	NOUN
gp-55	163	6	and	and	CCONJ
gp-55	163	7	trends	trend	NOUN
gp-55	163	8	,	,	PUNCT
gp-55	163	9	historical	historical	ADJ
gp-55	163	10	data	datum	NOUN
gp-55	163	11	points	point	NOUN
gp-55	163	12	must	must	AUX
gp-55	163	13	be	be	AUX
gp-55	163	14	examined	examine	VERB
gp-55	163	15	over	over	ADP
gp-55	163	16	time	time	NOUN
gp-55	163	17	.	.	PUNCT
gp-55	164	1	time	time	PROPN
gp-55	164	2	series	series	PROPN
gp-55	164	3	research	research	PROPN
gp-55	164	4	can	can	AUX
gp-55	164	5	reveal	reveal	VERB
gp-55	164	6	seasonal	seasonal	ADJ
gp-55	164	7	changes	change	NOUN
gp-55	164	8	,	,	PUNCT
gp-55	164	9	cyclical	cyclical	ADJ
gp-55	164	10	moazam	moazam	PROPN
gp-55	164	11	niaz	niaz	PROPN
gp-55	164	12	,	,	PUNCT
gp-55	164	13	urenna	urenna	PROPN
gp-55	164	14	nwagwu	nwagwu	PROPN
gp-55	164	15	323	323	NUM
gp-55	164	16	tendencies	tendency	NOUN
gp-55	164	17	,	,	PUNCT
gp-55	164	18	and	and	CCONJ
gp-55	164	19	long	long	ADJ
gp-55	164	20	-	-	PUNCT
gp-55	164	21	term	term	NOUN
gp-55	164	22	increase	increase	NOUN
gp-55	164	23	or	or	CCONJ
gp-55	164	24	fall	fall	VERB
gp-55	164	25	in	in	ADP
gp-55	164	26	demand	demand	NOUN
gp-55	164	27	.	.	PUNCT
gp-55	165	1	the	the	DET
gp-55	165	2	foundation	foundation	NOUN
gp-55	165	3	for	for	ADP
gp-55	165	4	comprehending	comprehend	VERB
gp-55	165	5	and	and	CCONJ
gp-55	165	6	simulating	simulate	VERB
gp-55	165	7	demand	demand	NOUN
gp-55	165	8	behavior	behavior	NOUN
gp-55	165	9	is	be	AUX
gp-55	165	10	provided	provide	VERB
gp-55	165	11	by	by	ADP
gp-55	165	12	this	this	DET
gp-55	165	13	approach	approach	NOUN
gp-55	165	14	.	.	PUNCT
gp-55	166	1	machine	machine	NOUN
gp-55	166	2	learning	learn	VERB
gp-55	166	3	algorithms	algorithm	NOUN
gp-55	166	4	:	:	PUNCT
gp-55	166	5	because	because	SCONJ
gp-55	166	6	they	they	PRON
gp-55	166	7	can	can	AUX
gp-55	166	8	manage	manage	VERB
gp-55	166	9	intricate	intricate	ADJ
gp-55	166	10	,	,	PUNCT
gp-55	166	11	non	non	ADJ
gp-55	166	12	-	-	ADJ
gp-55	166	13	linear	linear	ADJ
gp-55	166	14	relationships	relationship	NOUN
gp-55	166	15	in	in	ADP
gp-55	166	16	data	datum	NOUN
gp-55	166	17	,	,	PUNCT
gp-55	166	18	machine	machine	NOUN
gp-55	166	19	learning	learning	NOUN
gp-55	166	20	algorithms	algorithm	NOUN
gp-55	166	21	have	have	AUX
gp-55	166	22	become	become	VERB
gp-55	166	23	increasingly	increasingly	ADV
gp-55	166	24	popular	popular	ADJ
gp-55	166	25	in	in	ADP
gp-55	166	26	demand	demand	NOUN
gp-55	166	27	forecasting	forecasting	NOUN
gp-55	166	28	.	.	PUNCT
gp-55	167	1	to	to	PART
gp-55	167	2	forecast	forecast	VERB
gp-55	167	3	demand	demand	NOUN
gp-55	167	4	based	base	VERB
gp-55	167	5	on	on	ADP
gp-55	167	6	past	past	ADJ
gp-55	167	7	trends	trend	NOUN
gp-55	167	8	and	and	CCONJ
gp-55	167	9	other	other	ADJ
gp-55	167	10	important	important	ADJ
gp-55	167	11	data	datum	NOUN
gp-55	167	12	,	,	PUNCT
gp-55	167	13	algorithms	algorithm	NOUN
gp-55	167	14	like	like	ADP
gp-55	167	15	random	random	ADJ
gp-55	167	16	forests	forest	NOUN
gp-55	167	17	,	,	PUNCT
gp-55	167	18	neural	neural	ADJ
gp-55	167	19	networks	network	NOUN
gp-55	167	20	,	,	PUNCT
gp-55	167	21	and	and	CCONJ
gp-55	167	22	gradient	gradient	ADJ
gp-55	167	23	boosting	boosting	NOUN
gp-55	167	24	are	be	AUX
gp-55	167	25	used	use	VERB
gp-55	167	26	.	.	PUNCT
gp-55	168	1	these	these	DET
gp-55	168	2	algorithms	algorithm	NOUN
gp-55	168	3	can	can	AUX
gp-55	168	4	change	change	VERB
gp-55	168	5	with	with	ADP
gp-55	168	6	the	the	DET
gp-55	168	7	environment	environment	NOUN
gp-55	168	8	and	and	CCONJ
gp-55	168	9	increase	increase	VERB
gp-55	168	10	predicting	predict	VERB
gp-55	168	11	precision	precision	NOUN
gp-55	168	12	over	over	ADP
gp-55	168	13	time.forecasting	time.forecaste	VERB
gp-55	168	14	demand	demand	NOUN
gp-55	168	15	during	during	ADP
gp-55	168	16	diseases	disease	NOUN
gp-55	168	17	and	and	CCONJ
gp-55	168	18	pandemics	pandemic	NOUN
gp-55	168	19	is	be	AUX
gp-55	168	20	made	make	VERB
gp-55	168	21	much	much	ADV
gp-55	168	22	easier	easy	ADJ
gp-55	168	23	with	with	ADP
gp-55	168	24	the	the	DET
gp-55	168	25	use	use	NOUN
gp-55	168	26	of	of	ADP
gp-55	168	27	predictive	predictive	ADJ
gp-55	168	28	modeling	modeling	NOUN
gp-55	168	29	.	.	PUNCT
gp-55	169	1	to	to	PART
gp-55	169	2	quantify	quantify	VERB
gp-55	169	3	disease	disease	NOUN
gp-55	169	4	transmission	transmission	NOUN
gp-55	169	5	patterns	pattern	NOUN
gp-55	169	6	and	and	CCONJ
gp-55	169	7	forecast	forecast	VERB
gp-55	169	8	the	the	DET
gp-55	169	9	number	number	NOUN
gp-55	169	10	of	of	ADP
gp-55	169	11	cases	case	NOUN
gp-55	169	12	,	,	PUNCT
gp-55	169	13	epidemiological	epidemiological	ADJ
gp-55	169	14	models	model	NOUN
gp-55	169	15	like	like	ADP
gp-55	169	16	seir	seir	NOUN
gp-55	169	17	(	(	PUNCT
gp-55	169	18	susceptible	susceptible	ADJ
gp-55	169	19	-	-	PUNCT
gp-55	169	20	exposed	expose	VERB
gp-55	169	21	-	-	PUNCT
gp-55	169	22	infectiousremoved	infectiousremoved	ADJ
gp-55	169	23	)	)	PUNCT
gp-55	169	24	models	model	NOUN
gp-55	169	25	are	be	AUX
gp-55	169	26	utilized	utilize	VERB
gp-55	169	27	.	.	PUNCT
gp-55	170	1	forecasts	forecast	NOUN
gp-55	170	2	for	for	ADP
gp-55	170	3	the	the	DET
gp-55	170	4	demand	demand	NOUN
gp-55	170	5	for	for	ADP
gp-55	170	6	healthcare	healthcare	NOUN
gp-55	170	7	products	product	NOUN
gp-55	170	8	such	such	ADJ
gp-55	170	9	as	as	ADP
gp-55	170	10	personal	personal	ADJ
gp-55	170	11	protective	protective	ADJ
gp-55	170	12	equipment	equipment	NOUN
gp-55	170	13	(	(	PUNCT
gp-55	170	14	ppe	ppe	PROPN
gp-55	170	15	)	)	PUNCT
gp-55	170	16	,	,	PUNCT
gp-55	170	17	ventilators	ventilator	NOUN
gp-55	170	18	,	,	PUNCT
gp-55	170	19	and	and	CCONJ
gp-55	170	20	medications	medication	NOUN
gp-55	170	21	are	be	AUX
gp-55	170	22	based	base	VERB
gp-55	170	23	on	on	ADP
gp-55	170	24	these	these	DET
gp-55	170	25	expectations	expectation	NOUN
gp-55	170	26	(	(	PUNCT
gp-55	170	27	guzman	guzman	PROPN
gp-55	170	28	&	&	CCONJ
gp-55	170	29	lewis	lewis	PROPN
gp-55	170	30	,	,	PUNCT
gp-55	170	31	2020	2020	NUM
gp-55	170	32	)	)	PUNCT
gp-55	170	33	.	.	PUNCT
gp-55	171	1	demand	demand	NOUN
gp-55	171	2	forecasting	forecasting	NOUN
gp-55	171	3	should	should	AUX
gp-55	171	4	be	be	AUX
gp-55	171	5	strongly	strongly	ADV
gp-55	171	6	connected	connect	VERB
gp-55	171	7	with	with	ADP
gp-55	171	8	supply	supply	NOUN
gp-55	171	9	chain	chain	NOUN
gp-55	171	10	management	management	NOUN
gp-55	171	11	;	;	PUNCT
gp-55	171	12	it	it	PRON
gp-55	171	13	should	should	AUX
gp-55	171	14	not	not	PART
gp-55	171	15	be	be	AUX
gp-55	171	16	done	do	VERB
gp-55	171	17	separately	separately	ADV
gp-55	171	18	.	.	PUNCT
gp-55	172	1	real	real	ADJ
gp-55	172	2	-	-	PUNCT
gp-55	172	3	time	time	NOUN
gp-55	172	4	visibility	visibility	NOUN
gp-55	172	5	into	into	ADP
gp-55	172	6	supply	supply	NOUN
gp-55	172	7	chain	chain	NOUN
gp-55	172	8	performance	performance	NOUN
gp-55	172	9	,	,	PUNCT
gp-55	172	10	including	include	VERB
gp-55	172	11	lead	lead	PROPN
gp-55	172	12	times	time	NOUN
gp-55	172	13	,	,	PUNCT
gp-55	172	14	inventory	inventory	NOUN
gp-55	172	15	levels	level	NOUN
gp-55	172	16	,	,	PUNCT
gp-55	172	17	and	and	CCONJ
gp-55	172	18	supplier	supplier	NOUN
gp-55	172	19	performance	performance	NOUN
gp-55	172	20	,	,	PUNCT
gp-55	172	21	is	be	AUX
gp-55	172	22	possible	possible	ADJ
gp-55	172	23	using	use	VERB
gp-55	172	24	data	datum	NOUN
gp-55	172	25	analytics	analytic	NOUN
gp-55	172	26	.	.	PUNCT
gp-55	173	1	in	in	ADP
gp-55	173	2	order	order	NOUN
gp-55	173	3	to	to	PART
gp-55	173	4	adapt	adapt	VERB
gp-55	173	5	their	their	PRON
gp-55	173	6	supply	supply	NOUN
gp-55	173	7	chain	chain	NOUN
gp-55	173	8	strategy	strategy	NOUN
gp-55	173	9	,	,	PUNCT
gp-55	173	10	healthcare	healthcare	NOUN
gp-55	173	11	firms	firm	NOUN
gp-55	173	12	might	might	AUX
gp-55	173	13	use	use	VERB
gp-55	173	14	predictive	predictive	ADJ
gp-55	173	15	models	model	NOUN
gp-55	173	16	to	to	PART
gp-55	173	17	foresee	foresee	VERB
gp-55	173	18	interruptions.planning	interruptions.planne	VERB
gp-55	173	19	for	for	ADP
gp-55	173	20	different	different	ADJ
gp-55	173	21	demand	demand	NOUN
gp-55	173	22	situations	situation	NOUN
gp-55	173	23	is	be	AUX
gp-55	173	24	possible	possible	ADJ
gp-55	173	25	for	for	SCONJ
gp-55	173	26	healthcare	healthcare	NOUN
gp-55	173	27	companies	company	NOUN
gp-55	173	28	using	use	VERB
gp-55	173	29	predictive	predictive	ADJ
gp-55	173	30	modeling	modeling	NOUN
gp-55	173	31	.	.	PUNCT
gp-55	174	1	organizations	organization	NOUN
gp-55	174	2	can	can	AUX
gp-55	174	3	model	model	VERB
gp-55	174	4	various	various	ADJ
gp-55	174	5	demand	demand	NOUN
gp-55	174	6	outcomes	outcome	NOUN
gp-55	174	7	and	and	CCONJ
gp-55	174	8	gauge	gauge	VERB
gp-55	174	9	their	their	PRON
gp-55	174	10	level	level	NOUN
gp-55	174	11	of	of	ADP
gp-55	174	12	response	response	NOUN
gp-55	174	13	preparedness	preparedness	NOUN
gp-55	174	14	by	by	ADP
gp-55	174	15	adjusting	adjust	VERB
gp-55	174	16	input	input	NOUN
gp-55	174	17	parameters	parameter	NOUN
gp-55	174	18	.	.	PUNCT
gp-55	175	1	organizations	organization	NOUN
gp-55	175	2	can	can	AUX
gp-55	175	3	prepare	prepare	VERB
gp-55	175	4	for	for	ADP
gp-55	175	5	a	a	DET
gp-55	175	6	variety	variety	NOUN
gp-55	175	7	of	of	ADP
gp-55	175	8	scenarios	scenario	NOUN
gp-55	175	9	,	,	PUNCT
gp-55	175	10	from	from	ADP
gp-55	175	11	little	little	ADJ
gp-55	175	12	variations	variation	NOUN
gp-55	175	13	to	to	ADP
gp-55	175	14	major	major	ADJ
gp-55	175	15	disasters	disaster	NOUN
gp-55	175	16	,	,	PUNCT
gp-55	175	17	with	with	ADP
gp-55	175	18	the	the	DET
gp-55	175	19	use	use	NOUN
gp-55	175	20	of	of	ADP
gp-55	175	21	scenario	scenario	NOUN
gp-55	175	22	planning	planning	NOUN
gp-55	175	23	.	.	PUNCT
gp-55	176	1	optimization	optimization	NOUN
gp-55	176	2	:	:	PUNCT
gp-55	176	3	predictive	predictive	ADJ
gp-55	176	4	modeling	modeling	NOUN
gp-55	176	5	helps	help	VERB
gp-55	176	6	to	to	PART
gp-55	176	7	make	make	VERB
gp-55	176	8	inventory	inventory	NOUN
gp-55	176	9	management	management	NOUN
gp-55	176	10	more	more	ADV
gp-55	176	11	efficient	efficient	ADJ
gp-55	176	12	.	.	PUNCT
gp-55	177	1	based	base	VERB
gp-55	177	2	on	on	ADP
gp-55	177	3	demand	demand	NOUN
gp-55	177	4	projections	projection	NOUN
gp-55	177	5	,	,	PUNCT
gp-55	177	6	lead	lead	NOUN
gp-55	177	7	times	time	NOUN
gp-55	177	8	,	,	PUNCT
gp-55	177	9	and	and	CCONJ
gp-55	177	10	service	service	NOUN
gp-55	177	11	level	level	NOUN
gp-55	177	12	goals	goal	NOUN
gp-55	177	13	,	,	PUNCT
gp-55	177	14	models	model	NOUN
gp-55	177	15	can	can	AUX
gp-55	177	16	determine	determine	VERB
gp-55	177	17	the	the	DET
gp-55	177	18	best	good	ADJ
gp-55	177	19	reorder	reorder	NOUN
gp-55	177	20	points	point	NOUN
gp-55	177	21	,	,	PUNCT
gp-55	177	22	safety	safety	NOUN
gp-55	177	23	stock	stock	NOUN
gp-55	177	24	levels	level	NOUN
gp-55	177	25	,	,	PUNCT
gp-55	177	26	and	and	CCONJ
gp-55	177	27	reorder	reorder	NOUN
gp-55	177	28	amounts	amount	NOUN
gp-55	177	29	.	.	PUNCT
gp-55	178	1	with	with	ADP
gp-55	178	2	this	this	DET
gp-55	178	3	optimization	optimization	NOUN
gp-55	178	4	,	,	PUNCT
gp-55	178	5	surplus	surplus	ADJ
gp-55	178	6	inventory	inventory	NOUN
gp-55	178	7	expenses	expense	NOUN
gp-55	178	8	are	be	AUX
gp-55	178	9	reduced	reduce	VERB
gp-55	178	10	while	while	SCONJ
gp-55	178	11	product	product	NOUN
gp-55	178	12	availability	availability	NOUN
gp-55	178	13	is	be	AUX
gp-55	178	14	maintained	maintain	VERB
gp-55	178	15	(	(	PUNCT
gp-55	178	16	handfield	handfield	NOUN
gp-55	178	17	et	et	PROPN
gp-55	178	18	al	al	PROPN
gp-55	178	19	.	.	PROPN
gp-55	178	20	,	,	PUNCT
gp-55	178	21	2020	2020	NUM
gp-55	178	22	)	)	PUNCT
gp-55	178	23	.	.	PUNCT
gp-55	179	1	risk	risk	NOUN
gp-55	179	2	evaluation	evaluation	NOUN
gp-55	179	3	:	:	PUNCT
gp-55	179	4	predictive	predictive	ADJ
gp-55	179	5	models	model	NOUN
gp-55	179	6	can	can	AUX
gp-55	179	7	evaluate	evaluate	VERB
gp-55	179	8	supply	supply	NOUN
gp-55	179	9	chain	chain	NOUN
gp-55	179	10	vulnerabilities	vulnerability	NOUN
gp-55	179	11	and	and	CCONJ
gp-55	179	12	dangers	danger	NOUN
gp-55	179	13	.	.	PUNCT
gp-55	180	1	models	model	NOUN
gp-55	180	2	can	can	AUX
gp-55	180	3	predict	predict	VERB
gp-55	180	4	prospective	prospective	ADJ
gp-55	180	5	risks	risk	NOUN
gp-55	180	6	,	,	PUNCT
gp-55	180	7	such	such	ADJ
gp-55	180	8	as	as	ADP
gp-55	180	9	supplier	supplier	NOUN
gp-55	180	10	disruptions	disruption	NOUN
gp-55	180	11	or	or	CCONJ
gp-55	180	12	regulatory	regulatory	ADJ
gp-55	180	13	changes	change	NOUN
gp-55	180	14	,	,	PUNCT
gp-55	180	15	and	and	CCONJ
gp-55	180	16	their	their	PRON
gp-55	180	17	potential	potential	ADJ
gp-55	180	18	influence	influence	NOUN
gp-55	180	19	on	on	ADP
gp-55	180	20	demand	demand	NOUN
gp-55	180	21	by	by	ADP
gp-55	180	22	examining	examine	VERB
gp-55	180	23	historical	historical	ADJ
gp-55	180	24	data	datum	NOUN
gp-55	180	25	and	and	CCONJ
gp-55	180	26	external	external	ADJ
gp-55	180	27	factors	factor	NOUN
gp-55	180	28	.	.	PUNCT
gp-55	181	1	organizations	organization	NOUN
gp-55	181	2	are	be	AUX
gp-55	181	3	able	able	ADJ
gp-55	181	4	to	to	PART
gp-55	181	5	create	create	VERB
gp-55	181	6	mitigation	mitigation	NOUN
gp-55	181	7	plans	plan	NOUN
gp-55	181	8	thanks	thank	NOUN
gp-55	181	9	to	to	ADP
gp-55	181	10	this	this	DET
gp-55	181	11	risk	risk	NOUN
gp-55	181	12	evaluation	evaluation	NOUN
gp-55	181	13	.	.	PUNCT
gp-55	182	1	real	real	ADJ
gp-55	182	2	-	-	PUNCT
gp-55	182	3	time	time	NOUN
gp-55	182	4	monitoring	monitoring	NOUN
gp-55	182	5	:	:	PUNCT
gp-55	182	6	it	it	PRON
gp-55	182	7	's	be	AUX
gp-55	182	8	critical	critical	ADJ
gp-55	182	9	to	to	PART
gp-55	182	10	keep	keep	VERB
gp-55	182	11	an	an	DET
gp-55	182	12	eye	eye	NOUN
gp-55	182	13	on	on	ADP
gp-55	182	14	demand	demand	NOUN
gp-55	182	15	in	in	ADP
gp-55	182	16	real	real	ADJ
gp-55	182	17	-	-	PUNCT
gp-55	182	18	time	time	NOUN
gp-55	182	19	in	in	ADP
gp-55	182	20	dynamic	dynamic	ADJ
gp-55	182	21	healthcare	healthcare	NOUN
gp-55	182	22	contexts	contexts	NOUN
gp-55	182	23	.	.	PUNCT
gp-55	183	1	demand	demand	NOUN
gp-55	183	2	projections	projection	NOUN
gp-55	183	3	can	can	AUX
gp-55	183	4	be	be	AUX
gp-55	183	5	regularly	regularly	ADV
gp-55	183	6	updated	update	VERB
gp-55	183	7	by	by	ADP
gp-55	183	8	predictive	predictive	ADJ
gp-55	183	9	algorithms	algorithm	NOUN
gp-55	183	10	as	as	SCONJ
gp-55	183	11	new	new	ADJ
gp-55	183	12	data	datum	NOUN
gp-55	183	13	becomes	become	VERB
gp-55	183	14	available	available	ADJ
gp-55	183	15	.	.	PUNCT
gp-55	184	1	real	real	ADJ
gp-55	184	2	-	-	PUNCT
gp-55	184	3	time	time	NOUN
gp-55	184	4	monitoring	monitoring	NOUN
gp-55	184	5	makes	make	VERB
gp-55	184	6	it	it	PRON
gp-55	184	7	possible	possible	ADJ
gp-55	184	8	to	to	PART
gp-55	184	9	make	make	VERB
gp-55	184	10	quick	quick	ADJ
gp-55	184	11	decisions	decision	NOUN
gp-55	184	12	and	and	CCONJ
gp-55	184	13	adapt	adapt	VERB
gp-55	184	14	to	to	ADP
gp-55	184	15	shifting	shift	VERB
gp-55	184	16	demand	demand	NOUN
gp-55	184	17	patterns	pattern	NOUN
gp-55	184	18	.	.	PUNCT
gp-55	185	1	feedback	feedback	NOUN
gp-55	185	2	loops	loop	NOUN
gp-55	185	3	:	:	PUNCT
gp-55	185	4	through	through	ADP
gp-55	185	5	the	the	DET
gp-55	185	6	establishment	establishment	NOUN
gp-55	185	7	of	of	ADP
gp-55	185	8	feedback	feedback	NOUN
gp-55	185	9	loops	loop	NOUN
gp-55	185	10	,	,	PUNCT
gp-55	185	11	predictive	predictive	ADJ
gp-55	185	12	modeling	modeling	NOUN
gp-55	185	13	enables	enable	VERB
gp-55	185	14	ongoing	ongoing	ADJ
gp-55	185	15	improvement	improvement	NOUN
gp-55	185	16	.	.	PUNCT
gp-55	186	1	organizations	organization	NOUN
gp-55	186	2	can	can	AUX
gp-55	186	3	improve	improve	VERB
gp-55	186	4	the	the	DET
gp-55	186	5	accuracy	accuracy	NOUN
gp-55	186	6	of	of	ADP
gp-55	186	7	their	their	PRON
gp-55	186	8	models	model	NOUN
gp-55	186	9	and	and	CCONJ
gp-55	186	10	algorithms	algorithm	NOUN
gp-55	186	11	by	by	ADP
gp-55	186	12	comparing	compare	VERB
gp-55	186	13	expected	expect	VERB
gp-55	186	14	demand	demand	NOUN
gp-55	186	15	to	to	ADP
gp-55	186	16	actual	actual	ADJ
gp-55	186	17	demand	demand	NOUN
gp-55	186	18	.	.	PUNCT
gp-55	187	1	over	over	ADP
gp-55	187	2	time	time	NOUN
gp-55	187	3	,	,	PUNCT
gp-55	187	4	this	this	DET
gp-55	187	5	iterative	iterative	NOUN
gp-55	187	6	technique	technique	NOUN
gp-55	187	7	improves	improves	AUX
gp-55	187	8	forecasting	forecast	VERB
gp-55	187	9	precision.the	precision.the	DET
gp-55	187	10	covid-19	covid-19	PROPN
gp-55	187	11	pandemic	pandemic	NOUN
gp-55	187	12	serves	serve	VERB
gp-55	187	13	as	as	ADP
gp-55	187	14	a	a	DET
gp-55	187	15	sobering	sobering	ADJ
gp-55	187	16	reminder	reminder	NOUN
gp-55	187	17	of	of	ADP
gp-55	187	18	the	the	DET
gp-55	187	19	value	value	NOUN
gp-55	187	20	of	of	ADP
gp-55	187	21	predictive	predictive	ADJ
gp-55	187	22	modeling	modeling	NOUN
gp-55	187	23	and	and	CCONJ
gp-55	187	24	data	datum	NOUN
gp-55	187	25	analytics	analytic	NOUN
gp-55	187	26	in	in	ADP
gp-55	187	27	predicting	predict	VERB
gp-55	187	28	healthcare	healthcare	NOUN
gp-55	187	29	needs	need	NOUN
gp-55	187	30	.	.	PUNCT
gp-55	188	1	to	to	PART
gp-55	188	2	allocate	allocate	VERB
gp-55	188	3	resources	resource	NOUN
gp-55	188	4	,	,	PUNCT
gp-55	188	5	manage	manage	VERB
gp-55	188	6	inventory	inventory	NOUN
gp-55	188	7	,	,	PUNCT
gp-55	188	8	and	and	CCONJ
gp-55	188	9	adapt	adapt	VERB
gp-55	188	10	to	to	PART
gp-55	188	11	quickly	quickly	ADV
gp-55	188	12	shifting	shift	VERB
gp-55	188	13	demand	demand	NOUN
gp-55	188	14	patterns	pattern	NOUN
gp-55	188	15	,	,	PUNCT
gp-55	188	16	healthcare	healthcare	NOUN
gp-55	188	17	businesses	business	NOUN
gp-55	188	18	all	all	ADV
gp-55	188	19	around	around	ADP
gp-55	188	20	the	the	DET
gp-55	188	21	world	world	NOUN
gp-55	188	22	rely	rely	VERB
gp-55	188	23	on	on	ADP
gp-55	188	24	data	data	NOUN
gp-55	188	25	-	-	PUNCT
gp-55	188	26	driven	drive	VERB
gp-55	188	27	insights	insight	NOUN
gp-55	188	28	.	.	PUNCT
gp-55	189	1	the	the	DET
gp-55	189	2	epidemic	epidemic	NOUN
gp-55	189	3	also	also	ADV
gp-55	189	4	brought	bring	VERB
gp-55	189	5	attention	attention	NOUN
gp-55	189	6	to	to	ADP
gp-55	189	7	the	the	DET
gp-55	189	8	need	need	NOUN
gp-55	189	9	for	for	ADP
gp-55	189	10	more	more	ADV
gp-55	189	11	reliable	reliable	ADJ
gp-55	189	12	and	and	CCONJ
gp-55	189	13	flexible	flexible	ADJ
gp-55	189	14	forecasting	forecasting	NOUN
gp-55	189	15	algorithms	algorithm	NOUN
gp-55	189	16	that	that	PRON
gp-55	189	17	can	can	AUX
gp-55	189	18	manage	manage	VERB
gp-55	189	19	exceptional	exceptional	ADJ
gp-55	189	20	circumstances	circumstance	NOUN
gp-55	189	21	.	.	PUNCT
gp-55	190	1	data	datum	NOUN
gp-55	190	2	analytics	analytic	NOUN
gp-55	190	3	and	and	CCONJ
gp-55	190	4	predictive	predictive	ADJ
gp-55	190	5	modeling	modeling	NOUN
gp-55	190	6	will	will	AUX
gp-55	190	7	play	play	VERB
gp-55	190	8	an	an	DET
gp-55	190	9	even	even	ADV
gp-55	190	10	more	more	ADV
gp-55	190	11	crucial	crucial	ADJ
gp-55	190	12	part	part	NOUN
gp-55	190	13	in	in	ADP
gp-55	190	14	demand	demand	NOUN
gp-55	190	15	forecasting	forecasting	NOUN
gp-55	190	16	as	as	SCONJ
gp-55	190	17	healthcare	healthcare	PROPN
gp-55	190	18	continues	continue	VERB
gp-55	190	19	to	to	PART
gp-55	190	20	develop	develop	VERB
gp-55	190	21	as	as	ADP
gp-55	190	22	a	a	DET
gp-55	190	23	result	result	NOUN
gp-55	190	24	of	of	ADP
gp-55	190	25	technological	technological	ADJ
gp-55	190	26	advancements	advancement	NOUN
gp-55	190	27	and	and	CCONJ
gp-55	190	28	the	the	DET
gp-55	190	29	availability	availability	NOUN
gp-55	190	30	of	of	ADP
gp-55	190	31	data	datum	NOUN
gp-55	190	32	.	.	PUNCT
gp-55	191	1	to	to	PART
gp-55	191	2	effectively	effectively	ADV
gp-55	191	3	manage	manage	VERB
gp-55	191	4	the	the	DET
gp-55	191	5	demand	demand	NOUN
gp-55	191	6	for	for	ADP
gp-55	191	7	american	american	ADJ
gp-55	191	8	journal	journal	PROPN
gp-55	191	9	of	of	ADP
gp-55	191	10	economic	economic	ADJ
gp-55	191	11	and	and	CCONJ
gp-55	191	12	management	management	NOUN
gp-55	191	13	business	business	NOUN
gp-55	191	14	vol	vol	NOUN
gp-55	191	15	.	.	PROPN
gp-55	192	1	2	2	NUM
gp-55	192	2	no	no	NOUN
gp-55	192	3	.	.	NOUN
gp-55	192	4	8	8	NUM
gp-55	192	5	august	august	PROPN
gp-55	192	6	2023	2023	NUM
gp-55	192	7	324	324	NUM
gp-55	192	8	healthcare	healthcare	NOUN
gp-55	192	9	products	product	NOUN
gp-55	192	10	,	,	PUNCT
gp-55	192	11	healthcare	healthcare	NOUN
gp-55	192	12	firms	firm	NOUN
gp-55	192	13	need	need	AUX
gp-55	192	14	invest	invest	VERB
gp-55	192	15	in	in	ADP
gp-55	192	16	data	datum	NOUN
gp-55	192	17	infrastructure	infrastructure	NOUN
gp-55	192	18	,	,	PUNCT
gp-55	192	19	expertise	expertise	NOUN
gp-55	192	20	,	,	PUNCT
gp-55	192	21	and	and	CCONJ
gp-55	192	22	advanced	advanced	ADJ
gp-55	192	23	analytics	analytic	NOUN
gp-55	192	24	tools	tool	NOUN
gp-55	192	25	.	.	PUNCT
gp-55	193	1	the	the	DET
gp-55	193	2	ability	ability	NOUN
gp-55	193	3	to	to	PART
gp-55	193	4	forecast	forecast	VERB
gp-55	193	5	demand	demand	NOUN
gp-55	193	6	can	can	AUX
gp-55	193	7	also	also	ADV
gp-55	193	8	be	be	AUX
gp-55	193	9	improved	improve	VERB
gp-55	193	10	through	through	ADP
gp-55	193	11	cooperation	cooperation	NOUN
gp-55	193	12	between	between	ADP
gp-55	193	13	healthcare	healthcare	NOUN
gp-55	193	14	providers	provider	NOUN
gp-55	193	15	,	,	PUNCT
gp-55	193	16	suppliers	supplier	NOUN
gp-55	193	17	,	,	PUNCT
gp-55	193	18	and	and	CCONJ
gp-55	193	19	regulatory	regulatory	ADJ
gp-55	193	20	bodies	body	NOUN
gp-55	193	21	in	in	ADP
gp-55	193	22	the	the	DET
gp-55	193	23	sharing	sharing	NOUN
gp-55	193	24	of	of	ADP
gp-55	193	25	data	datum	NOUN
gp-55	193	26	and	and	CCONJ
gp-55	193	27	insights	insight	NOUN
gp-55	193	28	.	.	PUNCT
gp-55	194	1	this	this	PRON
gp-55	194	2	will	will	AUX
gp-55	194	3	guarantee	guarantee	VERB
gp-55	194	4	that	that	SCONJ
gp-55	194	5	the	the	DET
gp-55	194	6	appropriate	appropriate	ADJ
gp-55	194	7	items	item	NOUN
gp-55	194	8	are	be	AUX
gp-55	194	9	available	available	ADJ
gp-55	194	10	when	when	SCONJ
gp-55	194	11	and	and	CCONJ
gp-55	194	12	where	where	SCONJ
gp-55	194	13	they	they	PRON
gp-55	194	14	are	be	AUX
gp-55	194	15	required	require	VERB
gp-55	194	16	to	to	PART
gp-55	194	17	offer	offer	VERB
gp-55	194	18	high	high	ADJ
gp-55	194	19	-	-	PUNCT
gp-55	194	20	quality	quality	NOUN
gp-55	194	21	patient	patient	NOUN
gp-55	194	22	care	care	NOUN
gp-55	194	23	(	(	PUNCT
gp-55	194	24	mahto	mahto	PROPN
gp-55	194	25	et	et	PROPN
gp-55	194	26	al	al	PROPN
gp-55	194	27	.	.	PROPN
gp-55	194	28	,	,	PUNCT
gp-55	194	29	2022	2022	NUM
gp-55	194	30	)	)	PUNCT
gp-55	194	31	.	.	PUNCT
gp-55	195	1	demand	demand	NOUN
gp-55	195	2	response	response	NOUN
gp-55	195	3	and	and	CCONJ
gp-55	195	4	supply	supply	NOUN
gp-55	195	5	chain	chain	NOUN
gp-55	195	6	resilience	resilience	NOUN
gp-55	195	7	the	the	DET
gp-55	195	8	healthcare	healthcare	NOUN
gp-55	195	9	sector	sector	NOUN
gp-55	195	10	,	,	PUNCT
gp-55	195	11	which	which	PRON
gp-55	195	12	is	be	AUX
gp-55	195	13	distinguished	distinguish	VERB
gp-55	195	14	by	by	ADP
gp-55	195	15	its	its	PRON
gp-55	195	16	crucial	crucial	ADJ
gp-55	195	17	role	role	NOUN
gp-55	195	18	in	in	ADP
gp-55	195	19	patient	patient	ADJ
gp-55	195	20	care	care	NOUN
gp-55	195	21	and	and	CCONJ
gp-55	195	22	public	public	ADJ
gp-55	195	23	health	health	NOUN
gp-55	195	24	,	,	PUNCT
gp-55	195	25	largely	largely	ADV
gp-55	195	26	depends	depend	VERB
gp-55	195	27	on	on	ADP
gp-55	195	28	the	the	DET
gp-55	195	29	robustness	robustness	NOUN
gp-55	195	30	of	of	ADP
gp-55	195	31	its	its	PRON
gp-55	195	32	supply	supply	NOUN
gp-55	195	33	chain	chain	NOUN
gp-55	195	34	and	and	CCONJ
gp-55	195	35	its	its	PRON
gp-55	195	36	capacity	capacity	NOUN
gp-55	195	37	to	to	PART
gp-55	195	38	successfully	successfully	ADV
gp-55	195	39	adjust	adjust	VERB
gp-55	195	40	to	to	AUX
gp-55	195	41	demand	demand	VERB
gp-55	195	42	changes	change	NOUN
gp-55	195	43	.	.	PUNCT
gp-55	196	1	demand	demand	NOUN
gp-55	196	2	response	response	NOUN
gp-55	196	3	entails	entail	VERB
gp-55	196	4	the	the	DET
gp-55	196	5	capability	capability	NOUN
gp-55	196	6	of	of	ADP
gp-55	196	7	adapting	adapt	VERB
gp-55	196	8	and	and	CCONJ
gp-55	196	9	allocating	allocate	VERB
gp-55	196	10	resources	resource	NOUN
gp-55	196	11	effectively	effectively	ADV
gp-55	196	12	in	in	ADP
gp-55	196	13	response	response	NOUN
gp-55	196	14	to	to	ADP
gp-55	196	15	changes	change	NOUN
gp-55	196	16	in	in	ADP
gp-55	196	17	demand	demand	NOUN
gp-55	196	18	patterns	pattern	NOUN
gp-55	196	19	,	,	PUNCT
gp-55	196	20	whereas	whereas	SCONJ
gp-55	196	21	supply	supply	NOUN
gp-55	196	22	chain	chain	NOUN
gp-55	196	23	resilience	resilience	NOUN
gp-55	196	24	refers	refer	VERB
gp-55	196	25	to	to	ADP
gp-55	196	26	the	the	DET
gp-55	196	27	power	power	NOUN
gp-55	196	28	to	to	PART
gp-55	196	29	endure	endure	VERB
gp-55	196	30	and	and	CCONJ
gp-55	196	31	recover	recover	VERB
gp-55	196	32	from	from	ADP
gp-55	196	33	disturbances	disturbance	NOUN
gp-55	196	34	.	.	PUNCT
gp-55	197	1	in	in	ADP
gp-55	197	2	order	order	NOUN
gp-55	197	3	to	to	PART
gp-55	197	4	efficiently	efficiently	ADV
gp-55	197	5	manage	manage	VERB
gp-55	197	6	demand	demand	NOUN
gp-55	197	7	for	for	ADP
gp-55	197	8	healthcare	healthcare	NOUN
gp-55	197	9	products	product	NOUN
gp-55	197	10	,	,	PUNCT
gp-55	197	11	supply	supply	NOUN
gp-55	197	12	chain	chain	NOUN
gp-55	197	13	resilience	resilience	NOUN
gp-55	197	14	and	and	CCONJ
gp-55	197	15	demand	demand	NOUN
gp-55	197	16	responsiveness	responsiveness	NOUN
gp-55	197	17	are	be	AUX
gp-55	197	18	essential	essential	ADJ
gp-55	197	19	components.building	components.builde	VERB
gp-55	197	20	strong	strong	ADJ
gp-55	197	21	,	,	PUNCT
gp-55	197	22	flexible	flexible	ADJ
gp-55	197	23	supply	supply	NOUN
gp-55	197	24	chains	chain	NOUN
gp-55	197	25	that	that	PRON
gp-55	197	26	can	can	AUX
gp-55	197	27	survive	survive	VERB
gp-55	197	28	interruptions	interruption	NOUN
gp-55	197	29	while	while	SCONJ
gp-55	197	30	guaranteeing	guarantee	VERB
gp-55	197	31	the	the	DET
gp-55	197	32	constant	constant	ADJ
gp-55	197	33	availability	availability	NOUN
gp-55	197	34	of	of	ADP
gp-55	197	35	essential	essential	ADJ
gp-55	197	36	healthcare	healthcare	NOUN
gp-55	197	37	supplies	supply	NOUN
gp-55	197	38	is	be	AUX
gp-55	197	39	necessary	necessary	ADJ
gp-55	197	40	for	for	ADP
gp-55	197	41	supply	supply	NOUN
gp-55	197	42	chain	chain	NOUN
gp-55	197	43	resilience	resilience	NOUN
gp-55	197	44	in	in	ADP
gp-55	197	45	the	the	DET
gp-55	197	46	healthcare	healthcare	NOUN
gp-55	197	47	industry	industry	NOUN
gp-55	197	48	.	.	PUNCT
gp-55	198	1	healthcare	healthcare	NOUN
gp-55	198	2	organizations	organization	NOUN
gp-55	198	3	have	have	VERB
gp-55	198	4	to	to	PART
gp-55	198	5	review	review	VERB
gp-55	198	6	their	their	PRON
gp-55	198	7	supply	supply	NOUN
gp-55	198	8	chain	chain	NOUN
gp-55	198	9	plans	plan	NOUN
gp-55	198	10	as	as	ADP
gp-55	198	11	a	a	DET
gp-55	198	12	result	result	NOUN
gp-55	198	13	of	of	ADP
gp-55	198	14	the	the	DET
gp-55	198	15	covid-19	covid-19	PROPN
gp-55	198	16	pandemic	pandemic	NOUN
gp-55	198	17	's	's	PART
gp-55	198	18	exposure	exposure	NOUN
gp-55	198	19	of	of	ADP
gp-55	198	20	supply	supply	NOUN
gp-55	198	21	chain	chain	NOUN
gp-55	198	22	flaws	flaw	NOUN
gp-55	198	23	.	.	PUNCT
gp-55	199	1	key	key	ADJ
gp-55	199	2	elements	element	NOUN
gp-55	199	3	of	of	ADP
gp-55	199	4	healthcare	healthcare	NOUN
gp-55	199	5	supply	supply	NOUN
gp-55	199	6	chain	chain	NOUN
gp-55	199	7	resilience	resilience	NOUN
gp-55	199	8	include	include	VERB
gp-55	199	9	:	:	PUNCT
gp-55	199	10	supplier	supplier	NOUN
gp-55	199	11	diversification	diversification	NOUN
gp-55	199	12	:	:	PUNCT
gp-55	199	13	relying	rely	VERB
gp-55	199	14	on	on	ADP
gp-55	199	15	only	only	ADV
gp-55	199	16	one	one	NUM
gp-55	199	17	supplier	supplier	NOUN
gp-55	199	18	might	might	AUX
gp-55	199	19	put	put	VERB
gp-55	199	20	healthcare	healthcare	NOUN
gp-55	199	21	organizations	organization	NOUN
gp-55	199	22	at	at	ADP
gp-55	199	23	serious	serious	ADJ
gp-55	199	24	risk	risk	NOUN
gp-55	199	25	.	.	PUNCT
gp-55	200	1	these	these	DET
gp-55	200	2	risks	risk	NOUN
gp-55	200	3	are	be	AUX
gp-55	200	4	reduced	reduce	VERB
gp-55	200	5	and	and	CCONJ
gp-55	200	6	a	a	DET
gp-55	200	7	steady	steady	ADJ
gp-55	200	8	supply	supply	NOUN
gp-55	200	9	of	of	ADP
gp-55	200	10	necessary	necessary	ADJ
gp-55	200	11	goods	good	NOUN
gp-55	200	12	is	be	AUX
gp-55	200	13	guaranteed	guarantee	VERB
gp-55	200	14	by	by	ADP
gp-55	200	15	diversifying	diversify	VERB
gp-55	200	16	suppliers	supplier	NOUN
gp-55	200	17	and	and	CCONJ
gp-55	200	18	sourcing	source	VERB
gp-55	200	19	choices	choice	NOUN
gp-55	200	20	,	,	PUNCT
gp-55	200	21	both	both	PRON
gp-55	200	22	domestically	domestically	ADV
gp-55	200	23	and	and	CCONJ
gp-55	200	24	globally.building	globally.builde	VERB
gp-55	200	25	and	and	CCONJ
gp-55	200	26	maintaining	maintain	VERB
gp-55	200	27	strategic	strategic	ADJ
gp-55	200	28	inventories	inventory	NOUN
gp-55	200	29	of	of	ADP
gp-55	200	30	essential	essential	ADJ
gp-55	200	31	medical	medical	ADJ
gp-55	200	32	supplies	supply	NOUN
gp-55	200	33	serves	serve	VERB
gp-55	200	34	as	as	ADP
gp-55	200	35	a	a	DET
gp-55	200	36	safety	safety	NOUN
gp-55	200	37	net	net	NOUN
gp-55	200	38	during	during	ADP
gp-55	200	39	emergencies	emergency	NOUN
gp-55	200	40	.	.	PUNCT
gp-55	201	1	inconvenient	inconvenient	ADJ
gp-55	201	2	gaps	gap	NOUN
gp-55	201	3	in	in	ADP
gp-55	201	4	the	the	DET
gp-55	201	5	supply	supply	NOUN
gp-55	201	6	chain	chain	NOUN
gp-55	201	7	and	and	CCONJ
gp-55	201	8	unexpected	unexpected	ADJ
gp-55	201	9	spikes	spike	NOUN
gp-55	201	10	in	in	ADP
gp-55	201	11	demand	demand	NOUN
gp-55	201	12	can	can	AUX
gp-55	201	13	be	be	AUX
gp-55	201	14	filled	fill	VERB
gp-55	201	15	by	by	ADP
gp-55	201	16	these	these	DET
gp-55	201	17	stockpiles	stockpile	NOUN
gp-55	201	18	(	(	PUNCT
gp-55	201	19	huang	huang	PROPN
gp-55	201	20	&	&	CCONJ
gp-55	201	21	rust	rust	PROPN
gp-55	201	22	,	,	PUNCT
gp-55	201	23	2021	2021	NUM
gp-55	201	24	)	)	PUNCT
gp-55	201	25	.	.	PUNCT
gp-55	202	1	agile	agile	ADJ
gp-55	202	2	manufacturing	manufacturing	NOUN
gp-55	202	3	:	:	PUNCT
gp-55	202	4	healthcare	healthcare	NOUN
gp-55	202	5	product	product	NOUN
gp-55	202	6	producers	producer	NOUN
gp-55	202	7	should	should	AUX
gp-55	202	8	have	have	VERB
gp-55	202	9	adaptable	adaptable	ADJ
gp-55	202	10	production	production	NOUN
gp-55	202	11	methods	method	NOUN
gp-55	202	12	that	that	PRON
gp-55	202	13	can	can	AUX
gp-55	202	14	easily	easily	ADV
gp-55	202	15	adjust	adjust	VERB
gp-55	202	16	to	to	ADP
gp-55	202	17	rising	rise	VERB
gp-55	202	18	demand	demand	NOUN
gp-55	202	19	.	.	PUNCT
gp-55	203	1	maintaining	maintain	VERB
gp-55	203	2	supply	supply	NOUN
gp-55	203	3	chain	chain	NOUN
gp-55	203	4	resilience	resilience	NOUN
gp-55	203	5	requires	require	VERB
gp-55	203	6	the	the	DET
gp-55	203	7	ability	ability	NOUN
gp-55	203	8	to	to	PART
gp-55	203	9	scale	scale	VERB
gp-55	203	10	up	up	ADP
gp-55	203	11	output	output	NOUN
gp-55	203	12	during	during	ADP
gp-55	203	13	emergencies.real	emergencies.real	ADJ
gp-55	203	14	-	-	PUNCT
gp-55	203	15	time	time	NOUN
gp-55	203	16	visibility	visibility	NOUN
gp-55	203	17	is	be	AUX
gp-55	203	18	crucial	crucial	ADJ
gp-55	203	19	for	for	ADP
gp-55	203	20	tracking	track	VERB
gp-55	203	21	the	the	DET
gp-55	203	22	effectiveness	effectiveness	NOUN
gp-55	203	23	of	of	ADP
gp-55	203	24	the	the	DET
gp-55	203	25	supply	supply	NOUN
gp-55	203	26	chain	chain	NOUN
gp-55	203	27	.	.	PUNCT
gp-55	204	1	it	it	PRON
gp-55	204	2	offers	offer	VERB
gp-55	204	3	information	information	NOUN
gp-55	204	4	on	on	ADP
gp-55	204	5	stock	stock	NOUN
gp-55	204	6	levels	level	NOUN
gp-55	204	7	,	,	PUNCT
gp-55	204	8	lead	lead	NOUN
gp-55	204	9	times	time	NOUN
gp-55	204	10	,	,	PUNCT
gp-55	204	11	and	and	CCONJ
gp-55	204	12	supplier	supplier	NOUN
gp-55	204	13	efficiency	efficiency	NOUN
gp-55	204	14	.	.	PUNCT
gp-55	205	1	healthcare	healthcare	NOUN
gp-55	205	2	firms	firm	NOUN
gp-55	205	3	may	may	AUX
gp-55	205	4	quickly	quickly	ADV
gp-55	205	5	identify	identify	VERB
gp-55	205	6	and	and	CCONJ
gp-55	205	7	address	address	VERB
gp-55	205	8	supply	supply	NOUN
gp-55	205	9	chain	chain	NOUN
gp-55	205	10	disruptions	disruption	NOUN
gp-55	205	11	because	because	SCONJ
gp-55	205	12	to	to	ADP
gp-55	205	13	this	this	DET
gp-55	205	14	visibility.collaboration	visibility.collaboration	NOUN
gp-55	205	15	and	and	CCONJ
gp-55	205	16	communication	communication	NOUN
gp-55	205	17	are	be	AUX
gp-55	205	18	essential	essential	ADJ
gp-55	205	19	for	for	ADP
gp-55	205	20	information	information	NOUN
gp-55	205	21	sharing	sharing	NOUN
gp-55	205	22	and	and	CCONJ
gp-55	205	23	coordinated	coordinated	ADJ
gp-55	205	24	action	action	NOUN
gp-55	205	25	among	among	ADP
gp-55	205	26	supply	supply	NOUN
gp-55	205	27	chain	chain	NOUN
gp-55	205	28	stakeholders	stakeholder	NOUN
gp-55	205	29	,	,	PUNCT
gp-55	205	30	including	include	VERB
gp-55	205	31	healthcare	healthcare	NOUN
gp-55	205	32	providers	provider	NOUN
gp-55	205	33	,	,	PUNCT
gp-55	205	34	manufacturers	manufacturer	NOUN
gp-55	205	35	,	,	PUNCT
gp-55	205	36	distributors	distributor	NOUN
gp-55	205	37	,	,	PUNCT
gp-55	205	38	and	and	CCONJ
gp-55	205	39	regulatory	regulatory	ADJ
gp-55	205	40	bodies	body	NOUN
gp-55	205	41	.	.	PUNCT
gp-55	206	1	the	the	DET
gp-55	206	2	efficient	efficient	ADJ
gp-55	206	3	resolution	resolution	NOUN
gp-55	206	4	of	of	ADP
gp-55	206	5	supply	supply	NOUN
gp-55	206	6	chain	chain	NOUN
gp-55	206	7	disturbances	disturbance	NOUN
gp-55	206	8	is	be	AUX
gp-55	206	9	ensured	ensure	VERB
gp-55	206	10	through	through	ADP
gp-55	206	11	effective	effective	ADJ
gp-55	206	12	communication	communication	NOUN
gp-55	206	13	.	.	PUNCT
gp-55	207	1	demand	demand	NOUN
gp-55	207	2	response	response	NOUN
gp-55	207	3	:	:	PUNCT
gp-55	207	4	demand	demand	NOUN
gp-55	207	5	response	response	NOUN
gp-55	207	6	refers	refer	VERB
gp-55	207	7	to	to	ADP
gp-55	207	8	the	the	DET
gp-55	207	9	capacity	capacity	NOUN
gp-55	207	10	to	to	PART
gp-55	207	11	quickly	quickly	ADV
gp-55	207	12	and	and	CCONJ
gp-55	207	13	effectively	effectively	ADV
gp-55	207	14	adjust	adjust	VERB
gp-55	207	15	to	to	ADP
gp-55	207	16	changes	change	NOUN
gp-55	207	17	in	in	ADP
gp-55	207	18	demand	demand	NOUN
gp-55	207	19	patterns	pattern	NOUN
gp-55	207	20	.	.	PUNCT
gp-55	208	1	demand	demand	NOUN
gp-55	208	2	response	response	NOUN
gp-55	208	3	in	in	ADP
gp-55	208	4	the	the	DET
gp-55	208	5	healthcare	healthcare	NOUN
gp-55	208	6	industry	industry	NOUN
gp-55	208	7	is	be	AUX
gp-55	208	8	crucial	crucial	ADJ
gp-55	208	9	for	for	ADP
gp-55	208	10	ensuring	ensure	VERB
gp-55	208	11	that	that	SCONJ
gp-55	208	12	the	the	DET
gp-55	208	13	appropriate	appropriate	ADJ
gp-55	208	14	healthcare	healthcare	NOUN
gp-55	208	15	goods	good	NOUN
gp-55	208	16	are	be	AUX
gp-55	208	17	accessible	accessible	ADJ
gp-55	208	18	where	where	SCONJ
gp-55	208	19	and	and	CCONJ
gp-55	208	20	when	when	SCONJ
gp-55	208	21	they	they	PRON
gp-55	208	22	are	be	AUX
gp-55	208	23	required	require	VERB
gp-55	208	24	.	.	PUNCT
gp-55	209	1	among	among	ADP
gp-55	209	2	the	the	DET
gp-55	209	3	essential	essential	ADJ
gp-55	209	4	elements	element	NOUN
gp-55	209	5	of	of	ADP
gp-55	209	6	demand	demand	NOUN
gp-55	209	7	response	response	NOUN
gp-55	209	8	in	in	ADP
gp-55	209	9	healthcare	healthcare	PROPN
gp-55	209	10	are	be	AUX
gp-55	209	11	:	:	PUNCT
gp-55	209	12	data	data	NOUN
gp-55	209	13	-	-	PUNCT
gp-55	209	14	driven	drive	VERB
gp-55	209	15	decision	decision	NOUN
gp-55	209	16	-	-	PUNCT
gp-55	209	17	making	making	NOUN
gp-55	209	18	:	:	PUNCT
gp-55	209	19	predictive	predictive	ADJ
gp-55	209	20	modeling	modeling	NOUN
gp-55	209	21	and	and	CCONJ
gp-55	209	22	data	datum	NOUN
gp-55	209	23	analytics	analytic	NOUN
gp-55	209	24	are	be	AUX
gp-55	209	25	essential	essential	ADJ
gp-55	209	26	for	for	ADP
gp-55	209	27	spotting	spot	VERB
gp-55	209	28	changes	change	NOUN
gp-55	209	29	in	in	ADP
gp-55	209	30	demand	demand	NOUN
gp-55	209	31	trends	trend	NOUN
gp-55	209	32	.	.	PUNCT
gp-55	210	1	these	these	DET
gp-55	210	2	solutions	solution	NOUN
gp-55	210	3	give	give	VERB
gp-55	210	4	healthcare	healthcare	NOUN
gp-55	210	5	businesses	business	NOUN
gp-55	210	6	immediate	immediate	ADJ
gp-55	210	7	access	access	NOUN
gp-55	210	8	to	to	ADP
gp-55	210	9	information	information	NOUN
gp-55	210	10	about	about	ADP
gp-55	210	11	shifting	shift	VERB
gp-55	210	12	patient	patient	ADJ
gp-55	210	13	requirements	requirement	NOUN
gp-55	210	14	,	,	PUNCT
gp-55	210	15	the	the	DET
gp-55	210	16	prevalence	prevalence	NOUN
gp-55	210	17	of	of	ADP
gp-55	210	18	diseases	disease	NOUN
gp-55	210	19	,	,	PUNCT
gp-55	210	20	and	and	CCONJ
gp-55	210	21	other	other	ADJ
gp-55	210	22	demand	demand	NOUN
gp-55	210	23	-	-	PUNCT
gp-55	210	24	influencing	influence	VERB
gp-55	210	25	variables.healthcare	variables.healthcare	NOUN
gp-55	210	26	companies	company	NOUN
gp-55	210	27	use	use	VERB
gp-55	210	28	scenario	scenario	NOUN
gp-55	210	29	planning	planning	NOUN
gp-55	210	30	to	to	PART
gp-55	210	31	get	get	VERB
gp-55	210	32	ready	ready	ADJ
gp-55	210	33	for	for	ADP
gp-55	210	34	a	a	DET
gp-55	210	35	variety	variety	NOUN
gp-55	210	36	of	of	ADP
gp-55	210	37	possible	possible	ADJ
gp-55	210	38	demand	demand	NOUN
gp-55	210	39	scenarios	scenario	NOUN
gp-55	210	40	.	.	PUNCT
gp-55	211	1	organizations	organization	NOUN
gp-55	211	2	can	can	AUX
gp-55	211	3	adapt	adapt	VERB
gp-55	211	4	quickly	quickly	ADV
gp-55	211	5	to	to	ADP
gp-55	211	6	changing	change	VERB
gp-55	211	7	conditions	condition	NOUN
gp-55	211	8	by	by	ADP
gp-55	211	9	simulating	simulate	VERB
gp-55	211	10	various	various	ADJ
gp-55	211	11	demand	demand	NOUN
gp-55	211	12	outcomes	outcome	NOUN
gp-55	211	13	and	and	CCONJ
gp-55	211	14	evaluating	evaluate	VERB
gp-55	211	15	their	their	PRON
gp-55	211	16	capacity	capacity	NOUN
gp-55	211	17	to	to	PART
gp-55	211	18	respond	respond	VERB
gp-55	211	19	.	.	PUNCT
gp-55	212	1	resource	resource	NOUN
gp-55	212	2	allocation	allocation	NOUN
gp-55	212	3	:	:	PUNCT
gp-55	212	4	in	in	ADP
gp-55	212	5	order	order	NOUN
gp-55	212	6	to	to	PART
gp-55	212	7	effectively	effectively	ADV
gp-55	212	8	respond	respond	VERB
gp-55	212	9	to	to	ADP
gp-55	212	10	changing	change	VERB
gp-55	212	11	demand	demand	NOUN
gp-55	212	12	patterns	pattern	NOUN
gp-55	212	13	,	,	PUNCT
gp-55	212	14	resources	resource	NOUN
gp-55	212	15	must	must	AUX
gp-55	212	16	be	be	AUX
gp-55	212	17	allocated	allocate	VERB
gp-55	212	18	efficiently	efficiently	ADV
gp-55	212	19	.	.	PUNCT
gp-55	213	1	organizations	organization	NOUN
gp-55	213	2	must	must	AUX
gp-55	213	3	give	give	VERB
gp-55	213	4	priority	priority	NOUN
gp-55	213	5	to	to	ADP
gp-55	213	6	allocating	allocate	VERB
gp-55	213	7	moazam	moazam	PROPN
gp-55	213	8	niaz	niaz	PROPN
gp-55	213	9	,	,	PUNCT
gp-55	213	10	urenna	urenna	PROPN
gp-55	213	11	nwagwu	nwagwu	PROPN
gp-55	213	12	325	325	NUM
gp-55	213	13	vital	vital	ADJ
gp-55	213	14	products	product	NOUN
gp-55	213	15	in	in	ADP
gp-55	213	16	times	time	NOUN
gp-55	213	17	of	of	ADP
gp-55	213	18	limited	limited	ADJ
gp-55	213	19	availability	availability	NOUN
gp-55	213	20	to	to	PART
gp-55	213	21	ensure	ensure	VERB
gp-55	213	22	equitable	equitable	ADJ
gp-55	213	23	distribution	distribution	NOUN
gp-55	213	24	.	.	PUNCT
gp-55	214	1	demand	demand	NOUN
gp-55	214	2	response	response	NOUN
gp-55	214	3	requires	require	VERB
gp-55	214	4	coordination	coordination	NOUN
gp-55	214	5	and	and	CCONJ
gp-55	214	6	collaboration	collaboration	NOUN
gp-55	214	7	between	between	ADP
gp-55	214	8	healthcare	healthcare	NOUN
gp-55	214	9	providers	provider	NOUN
gp-55	214	10	,	,	PUNCT
gp-55	214	11	vendors	vendor	NOUN
gp-55	214	12	,	,	PUNCT
gp-55	214	13	and	and	CCONJ
gp-55	214	14	regulatory	regulatory	ADJ
gp-55	214	15	bodies	body	NOUN
gp-55	214	16	.	.	PUNCT
gp-55	215	1	sharing	share	VERB
gp-55	215	2	real	real	ADJ
gp-55	215	3	-	-	PUNCT
gp-55	215	4	time	time	NOUN
gp-55	215	5	data	datum	NOUN
gp-55	215	6	and	and	CCONJ
gp-55	215	7	working	work	VERB
gp-55	215	8	together	together	ADV
gp-55	215	9	can	can	AUX
gp-55	215	10	assist	assist	VERB
gp-55	215	11	supply	supply	NOUN
gp-55	215	12	chain	chain	NOUN
gp-55	215	13	strategies	strategy	NOUN
gp-55	215	14	adapt	adapt	VERB
gp-55	215	15	to	to	ADP
gp-55	215	16	shifting	shift	VERB
gp-55	215	17	demand	demand	NOUN
gp-55	215	18	patterns	pattern	NOUN
gp-55	215	19	.	.	PUNCT
gp-55	216	1	integration	integration	NOUN
gp-55	216	2	of	of	ADP
gp-55	216	3	technology	technology	NOUN
gp-55	216	4	:	:	PUNCT
gp-55	216	5	demand	demand	NOUN
gp-55	216	6	response	response	NOUN
gp-55	216	7	capabilities	capability	NOUN
gp-55	216	8	may	may	AUX
gp-55	216	9	be	be	AUX
gp-55	216	10	improved	improve	VERB
gp-55	216	11	by	by	ADP
gp-55	216	12	implementing	implement	VERB
gp-55	216	13	telehealth	telehealth	NOUN
gp-55	216	14	,	,	PUNCT
gp-55	216	15	data	datum	NOUN
gp-55	216	16	analytics	analytic	NOUN
gp-55	216	17	,	,	PUNCT
gp-55	216	18	and	and	CCONJ
gp-55	216	19	digital	digital	ADJ
gp-55	216	20	health	health	NOUN
gp-55	216	21	technologies	technology	NOUN
gp-55	216	22	.	.	PUNCT
gp-55	217	1	for	for	ADP
gp-55	217	2	instance	instance	NOUN
gp-55	217	3	,	,	PUNCT
gp-55	217	4	telehealth	telehealth	NOUN
gp-55	217	5	enables	enable	VERB
gp-55	217	6	medical	medical	ADJ
gp-55	217	7	professionals	professional	NOUN
gp-55	217	8	to	to	PART
gp-55	217	9	move	move	VERB
gp-55	217	10	less	less	ADV
gp-55	217	11	urgent	urgent	ADJ
gp-55	217	12	care	care	NOUN
gp-55	217	13	out	out	ADP
gp-55	217	14	of	of	ADP
gp-55	217	15	physical	physical	ADJ
gp-55	217	16	facilities	facility	NOUN
gp-55	217	17	,	,	PUNCT
gp-55	217	18	lowering	lower	VERB
gp-55	217	19	the	the	DET
gp-55	217	20	demand	demand	NOUN
gp-55	217	21	for	for	ADP
gp-55	217	22	some	some	DET
gp-55	217	23	medical	medical	ADJ
gp-55	217	24	supplies	supply	NOUN
gp-55	217	25	in	in	ADP
gp-55	217	26	conventional	conventional	ADJ
gp-55	217	27	settings	setting	NOUN
gp-55	217	28	.	.	PUNCT
gp-55	218	1	regulatory	regulatory	ADJ
gp-55	218	2	flexibility	flexibility	NOUN
gp-55	218	3	:	:	PUNCT
gp-55	218	4	implementing	implement	VERB
gp-55	218	5	policies	policy	NOUN
gp-55	218	6	to	to	PART
gp-55	218	7	hasten	hasten	VERB
gp-55	218	8	the	the	DET
gp-55	218	9	licensing	licensing	NOUN
gp-55	218	10	and	and	CCONJ
gp-55	218	11	delivery	delivery	NOUN
gp-55	218	12	of	of	ADP
gp-55	218	13	vital	vital	ADJ
gp-55	218	14	medical	medical	ADJ
gp-55	218	15	supplies	supply	NOUN
gp-55	218	16	during	during	ADP
gp-55	218	17	emergencies	emergency	NOUN
gp-55	218	18	,	,	PUNCT
gp-55	218	19	regulatory	regulatory	ADJ
gp-55	218	20	organizations	organization	NOUN
gp-55	218	21	can	can	AUX
gp-55	218	22	play	play	VERB
gp-55	218	23	a	a	DET
gp-55	218	24	significant	significant	ADJ
gp-55	218	25	part	part	NOUN
gp-55	218	26	in	in	ADP
gp-55	218	27	demand	demand	NOUN
gp-55	218	28	response	response	NOUN
gp-55	218	29	.	.	PUNCT
gp-55	219	1	flexibility	flexibility	NOUN
gp-55	219	2	in	in	ADP
gp-55	219	3	regulations	regulation	NOUN
gp-55	219	4	is	be	AUX
gp-55	219	5	necessary	necessary	ADJ
gp-55	219	6	to	to	PART
gp-55	219	7	react	react	VERB
gp-55	219	8	quickly	quickly	ADV
gp-55	219	9	to	to	ADP
gp-55	219	10	shifting	shift	VERB
gp-55	219	11	demand.the	demand.the	DET
gp-55	219	12	covid-19	covid-19	PROPN
gp-55	219	13	pandemic	pandemic	NOUN
gp-55	219	14	served	serve	VERB
gp-55	219	15	as	as	ADP
gp-55	219	16	a	a	DET
gp-55	219	17	sobering	sobering	ADJ
gp-55	219	18	reminder	reminder	NOUN
gp-55	219	19	of	of	ADP
gp-55	219	20	the	the	DET
gp-55	219	21	significance	significance	NOUN
gp-55	219	22	of	of	ADP
gp-55	219	23	demand	demand	NOUN
gp-55	219	24	response	response	NOUN
gp-55	219	25	efficiency	efficiency	NOUN
gp-55	219	26	and	and	CCONJ
gp-55	219	27	supply	supply	NOUN
gp-55	219	28	chain	chain	NOUN
gp-55	219	29	resilience	resilience	NOUN
gp-55	219	30	in	in	ADP
gp-55	219	31	the	the	DET
gp-55	219	32	healthcare	healthcare	NOUN
gp-55	219	33	industry	industry	NOUN
gp-55	219	34	.	.	PUNCT
gp-55	220	1	supply	supply	NOUN
gp-55	220	2	chains	chain	NOUN
gp-55	220	3	were	be	AUX
gp-55	220	4	hampered	hamper	VERB
gp-55	220	5	by	by	ADP
gp-55	220	6	the	the	DET
gp-55	220	7	pandemic	pandemic	NOUN
gp-55	220	8	,	,	PUNCT
gp-55	220	9	which	which	PRON
gp-55	220	10	resulted	result	VERB
gp-55	220	11	in	in	ADP
gp-55	220	12	a	a	DET
gp-55	220	13	lack	lack	NOUN
gp-55	220	14	of	of	ADP
gp-55	220	15	essential	essential	ADJ
gp-55	220	16	medical	medical	ADJ
gp-55	220	17	supplies	supply	NOUN
gp-55	220	18	like	like	ADP
gp-55	220	19	ventilators	ventilator	NOUN
gp-55	220	20	,	,	PUNCT
gp-55	220	21	personal	personal	ADJ
gp-55	220	22	protective	protective	ADJ
gp-55	220	23	equipments	equipment	NOUN
gp-55	220	24	(	(	PUNCT
gp-55	220	25	ppe	ppe	PROPN
gp-55	220	26	)	)	PUNCT
gp-55	220	27	,	,	PUNCT
gp-55	220	28	and	and	CCONJ
gp-55	220	29	pharmaceuticals	pharmaceutical	NOUN
gp-55	220	30	.	.	PUNCT
gp-55	221	1	healthcare	healthcare	NOUN
gp-55	221	2	organizations	organization	NOUN
gp-55	221	3	all	all	ADV
gp-55	221	4	throughout	throughout	ADP
gp-55	221	5	the	the	DET
gp-55	221	6	world	world	NOUN
gp-55	221	7	have	have	VERB
gp-55	221	8	to	to	PART
gp-55	221	9	quickly	quickly	ADV
gp-55	221	10	adapt	adapt	VERB
gp-55	221	11	to	to	ADP
gp-55	221	12	shifting	shift	VERB
gp-55	221	13	demand	demand	NOUN
gp-55	221	14	patterns	pattern	NOUN
gp-55	221	15	,	,	PUNCT
gp-55	221	16	frequently	frequently	ADV
gp-55	221	17	in	in	ADP
gp-55	221	18	circumstances	circumstance	NOUN
gp-55	221	19	of	of	ADP
gp-55	221	20	great	great	ADJ
gp-55	221	21	pressure	pressure	NOUN
gp-55	221	22	and	and	CCONJ
gp-55	221	23	limited	limited	ADJ
gp-55	221	24	resources	resource	NOUN
gp-55	221	25	.	.	PUNCT
gp-55	222	1	healthcare	healthcare	NOUN
gp-55	222	2	firms	firm	NOUN
gp-55	222	3	are	be	AUX
gp-55	222	4	putting	put	VERB
gp-55	222	5	more	more	ADJ
gp-55	222	6	of	of	ADP
gp-55	222	7	an	an	DET
gp-55	222	8	emphasis	emphasis	NOUN
gp-55	222	9	on	on	ADP
gp-55	222	10	developing	develop	VERB
gp-55	222	11	resilient	resilient	ADJ
gp-55	222	12	supply	supply	NOUN
gp-55	222	13	chains	chain	NOUN
gp-55	222	14	and	and	CCONJ
gp-55	222	15	improving	improve	VERB
gp-55	222	16	their	their	PRON
gp-55	222	17	demand	demand	NOUN
gp-55	222	18	response	response	NOUN
gp-55	222	19	skills	skill	NOUN
gp-55	222	20	in	in	ADP
gp-55	222	21	the	the	DET
gp-55	222	22	post	post	ADJ
gp-55	222	23	-	-	ADJ
gp-55	222	24	covid-19	covid-19	ADJ
gp-55	222	25	age	age	NOUN
gp-55	222	26	.	.	PUNCT
gp-55	223	1	technology	technology	NOUN
gp-55	223	2	,	,	PUNCT
gp-55	223	3	data	datum	NOUN
gp-55	223	4	analytics	analytic	NOUN
gp-55	223	5	,	,	PUNCT
gp-55	223	6	and	and	CCONJ
gp-55	223	7	supply	supply	NOUN
gp-55	223	8	chain	chain	NOUN
gp-55	223	9	diversification	diversification	NOUN
gp-55	223	10	investments	investment	NOUN
gp-55	223	11	are	be	AUX
gp-55	223	12	increasingly	increasingly	ADV
gp-55	223	13	commonplace	commonplace	ADJ
gp-55	223	14	.	.	PUNCT
gp-55	224	1	the	the	DET
gp-55	224	2	pandemic	pandemic	NOUN
gp-55	224	3	's	's	PART
gp-55	224	4	lessons	lesson	NOUN
gp-55	224	5	also	also	ADV
gp-55	224	6	highlight	highlight	VERB
gp-55	224	7	the	the	DET
gp-55	224	8	significance	significance	NOUN
gp-55	224	9	of	of	ADP
gp-55	224	10	communication	communication	NOUN
gp-55	224	11	and	and	CCONJ
gp-55	224	12	cooperation	cooperation	NOUN
gp-55	224	13	among	among	ADP
gp-55	224	14	those	those	PRON
gp-55	224	15	involved	involve	VERB
gp-55	224	16	in	in	ADP
gp-55	224	17	the	the	DET
gp-55	224	18	healthcare	healthcare	NOUN
gp-55	224	19	supply	supply	NOUN
gp-55	224	20	chain	chain	NOUN
gp-55	224	21	.	.	PUNCT
gp-55	225	1	healthcare	healthcare	NOUN
gp-55	225	2	firms	firm	NOUN
gp-55	225	3	can	can	AUX
gp-55	225	4	successfully	successfully	ADV
gp-55	225	5	traverse	traverse	VERB
gp-55	225	6	the	the	DET
gp-55	225	7	complexities	complexity	NOUN
gp-55	225	8	and	and	CCONJ
gp-55	225	9	uncertainties	uncertainty	NOUN
gp-55	225	10	of	of	ADP
gp-55	225	11	the	the	DET
gp-55	225	12	healthcare	healthcare	NOUN
gp-55	225	13	market	market	NOUN
gp-55	225	14	by	by	ADP
gp-55	225	15	giving	give	VERB
gp-55	225	16	priority	priority	NOUN
gp-55	225	17	to	to	PART
gp-55	225	18	supply	supply	VERB
gp-55	225	19	chain	chain	NOUN
gp-55	225	20	resilience	resilience	NOUN
gp-55	225	21	and	and	CCONJ
gp-55	225	22	efficient	efficient	ADJ
gp-55	225	23	demand	demand	NOUN
gp-55	225	24	response	response	NOUN
gp-55	225	25	.	.	PUNCT
gp-55	226	1	these	these	DET
gp-55	226	2	tactics	tactic	NOUN
gp-55	226	3	guarantee	guarantee	VERB
gp-55	226	4	that	that	SCONJ
gp-55	226	5	essential	essential	ADJ
gp-55	226	6	healthcare	healthcare	NOUN
gp-55	226	7	items	item	NOUN
gp-55	226	8	are	be	AUX
gp-55	226	9	accessible	accessible	ADJ
gp-55	226	10	when	when	SCONJ
gp-55	226	11	and	and	CCONJ
gp-55	226	12	where	where	SCONJ
gp-55	226	13	they	they	PRON
gp-55	226	14	are	be	AUX
gp-55	226	15	required	require	VERB
gp-55	226	16	,	,	PUNCT
gp-55	226	17	eventually	eventually	ADV
gp-55	226	18	strengthening	strengthen	VERB
gp-55	226	19	patient	patient	ADJ
gp-55	226	20	care	care	NOUN
gp-55	226	21	and	and	CCONJ
gp-55	226	22	the	the	DET
gp-55	226	23	system	system	NOUN
gp-55	226	24	's	's	PART
gp-55	226	25	overall	overall	ADJ
gp-55	226	26	resilience	resilience	NOUN
gp-55	226	27	.	.	PUNCT
gp-55	227	1	healthcare	healthcare	NOUN
gp-55	227	2	product	product	NOUN
gp-55	227	3	demand	demand	NOUN
gp-55	227	4	management	management	NOUN
gp-55	227	5	case	case	NOUN
gp-55	227	6	studies	study	VERB
gp-55	227	7	real	real	ADJ
gp-55	227	8	-	-	PUNCT
gp-55	227	9	world	world	NOUN
gp-55	227	10	case	case	NOUN
gp-55	227	11	studies	study	NOUN
gp-55	227	12	shed	shed	VERB
gp-55	227	13	important	important	ADJ
gp-55	227	14	light	light	NOUN
gp-55	227	15	on	on	ADP
gp-55	227	16	the	the	DET
gp-55	227	17	difficulties	difficulty	NOUN
gp-55	227	18	and	and	CCONJ
gp-55	227	19	complexities	complexity	NOUN
gp-55	227	20	of	of	ADP
gp-55	227	21	successfully	successfully	ADV
gp-55	227	22	managing	manage	VERB
gp-55	227	23	the	the	DET
gp-55	227	24	demand	demand	NOUN
gp-55	227	25	for	for	ADP
gp-55	227	26	healthcare	healthcare	NOUN
gp-55	227	27	products	product	NOUN
gp-55	227	28	.	.	PUNCT
gp-55	228	1	we	we	PRON
gp-55	228	2	can	can	AUX
gp-55	228	3	better	well	ADV
gp-55	228	4	grasp	grasp	VERB
gp-55	228	5	the	the	DET
gp-55	228	6	methods	method	NOUN
gp-55	228	7	,	,	PUNCT
gp-55	228	8	resources	resource	NOUN
gp-55	228	9	,	,	PUNCT
gp-55	228	10	and	and	CCONJ
gp-55	228	11	best	good	ADJ
gp-55	228	12	practices	practice	NOUN
gp-55	228	13	used	use	VERB
gp-55	228	14	to	to	PART
gp-55	228	15	negotiate	negotiate	VERB
gp-55	228	16	the	the	DET
gp-55	228	17	complex	complex	ADJ
gp-55	228	18	healthcare	healthcare	NOUN
gp-55	228	19	environment	environment	NOUN
gp-55	228	20	by	by	ADP
gp-55	228	21	looking	look	VERB
gp-55	228	22	at	at	ADP
gp-55	228	23	these	these	DET
gp-55	228	24	examples	example	NOUN
gp-55	228	25	.	.	PUNCT
gp-55	229	1	we	we	PRON
gp-55	229	2	will	will	AUX
gp-55	229	3	look	look	VERB
gp-55	229	4	at	at	ADP
gp-55	229	5	a	a	DET
gp-55	229	6	number	number	NOUN
gp-55	229	7	of	of	ADP
gp-55	229	8	case	case	NOUN
gp-55	229	9	studies	study	NOUN
gp-55	229	10	that	that	PRON
gp-55	229	11	highlight	highlight	VERB
gp-55	229	12	various	various	ADJ
gp-55	229	13	facets	facet	NOUN
gp-55	229	14	of	of	ADP
gp-55	229	15	managing	manage	VERB
gp-55	229	16	demand	demand	NOUN
gp-55	229	17	for	for	ADP
gp-55	229	18	healthcare	healthcare	NOUN
gp-55	229	19	products	product	NOUN
gp-55	229	20	in	in	ADP
gp-55	229	21	this	this	DET
gp-55	229	22	section	section	NOUN
gp-55	229	23	.	.	PUNCT
gp-55	230	1	research	research	NOUN
gp-55	230	2	methods	method	NOUN
gp-55	230	3	healthcare	healthcare	PROPN
gp-55	230	4	firms	firm	NOUN
gp-55	230	5	used	use	VERB
gp-55	230	6	predictive	predictive	ADJ
gp-55	230	7	modeling	modeling	NOUN
gp-55	230	8	and	and	CCONJ
gp-55	230	9	data	datum	NOUN
gp-55	230	10	analytics	analytic	NOUN
gp-55	230	11	to	to	PART
gp-55	230	12	foresee	foresee	VERB
gp-55	230	13	and	and	CCONJ
gp-55	230	14	address	address	VERB
gp-55	230	15	shifting	shift	VERB
gp-55	230	16	demand	demand	NOUN
gp-55	230	17	trends	trend	NOUN
gp-55	230	18	.	.	PUNCT
gp-55	231	1	decisions	decision	NOUN
gp-55	231	2	were	be	AUX
gp-55	231	3	based	base	VERB
gp-55	231	4	on	on	ADP
gp-55	231	5	current	current	ADJ
gp-55	231	6	information	information	NOUN
gp-55	231	7	on	on	ADP
gp-55	231	8	infection	infection	NOUN
gp-55	231	9	rates	rate	NOUN
gp-55	231	10	,	,	PUNCT
gp-55	231	11	hospital	hospital	NOUN
gp-55	231	12	admissions	admission	NOUN
gp-55	231	13	,	,	PUNCT
gp-55	231	14	and	and	CCONJ
gp-55	231	15	resource	resource	NOUN
gp-55	231	16	availability	availability	NOUN
gp-55	231	17	.	.	PUNCT
gp-55	232	1	to	to	PART
gp-55	232	2	counteract	counteract	VERB
gp-55	232	3	supply	supply	NOUN
gp-55	232	4	chain	chain	NOUN
gp-55	232	5	shocks	shock	NOUN
gp-55	232	6	,	,	PUNCT
gp-55	232	7	businesses	business	NOUN
gp-55	232	8	have	have	AUX
gp-55	232	9	broadened	broaden	VERB
gp-55	232	10	their	their	PRON
gp-55	232	11	supplier	supplier	NOUN
gp-55	232	12	base	base	NOUN
gp-55	232	13	,	,	PUNCT
gp-55	232	14	worked	work	VERB
gp-55	232	15	with	with	ADP
gp-55	232	16	producers	producer	NOUN
gp-55	232	17	to	to	PART
gp-55	232	18	increase	increase	VERB
gp-55	232	19	production	production	NOUN
gp-55	232	20	,	,	PUNCT
gp-55	232	21	and	and	CCONJ
gp-55	232	22	built	build	VERB
gp-55	232	23	up	up	ADP
gp-55	232	24	strategic	strategic	ADJ
gp-55	232	25	inventories	inventory	NOUN
gp-55	232	26	of	of	ADP
gp-55	232	27	key	key	ADJ
gp-55	232	28	goods	good	NOUN
gp-55	232	29	.	.	PUNCT
gp-55	233	1	healthcare	healthcare	NOUN
gp-55	233	2	institutions	institution	NOUN
gp-55	233	3	created	create	VERB
gp-55	233	4	plans	plan	NOUN
gp-55	233	5	for	for	ADP
gp-55	233	6	effective	effective	ADJ
gp-55	233	7	resource	resource	NOUN
gp-55	233	8	distribution	distribution	NOUN
gp-55	233	9	,	,	PUNCT
gp-55	233	10	giving	give	VERB
gp-55	233	11	priority	priority	NOUN
gp-55	233	12	to	to	ADP
gp-55	233	13	vital	vital	ADJ
gp-55	233	14	products	product	NOUN
gp-55	233	15	based	base	VERB
gp-55	233	16	on	on	ADP
gp-55	233	17	patient	patient	ADJ
gp-55	233	18	requirements	requirement	NOUN
gp-55	233	19	and	and	CCONJ
gp-55	233	20	the	the	DET
gp-55	233	21	frequency	frequency	NOUN
gp-55	233	22	of	of	ADP
gp-55	233	23	diseases	disease	NOUN
gp-55	233	24	.	.	PUNCT
gp-55	234	1	regulatory	regulatory	ADJ
gp-55	234	2	agencies	agency	NOUN
gp-55	234	3	accelerated	accelerate	VERB
gp-55	234	4	the	the	DET
gp-55	234	5	licensing	licensing	NOUN
gp-55	234	6	and	and	CCONJ
gp-55	234	7	distribution	distribution	NOUN
gp-55	234	8	of	of	ADP
gp-55	234	9	medical	medical	ADJ
gp-55	234	10	items	item	NOUN
gp-55	234	11	such	such	ADJ
gp-55	234	12	diagnostic	diagnostic	ADJ
gp-55	234	13	tests	test	NOUN
gp-55	234	14	,	,	PUNCT
gp-55	234	15	vaccinations	vaccination	NOUN
gp-55	234	16	,	,	PUNCT
gp-55	234	17	and	and	CCONJ
gp-55	234	18	treatments	treatment	NOUN
gp-55	234	19	due	due	ADJ
gp-55	234	20	to	to	ADP
gp-55	234	21	regulatory	regulatory	ADJ
gp-55	234	22	flexibility	flexibility	NOUN
gp-55	234	23	.	.	PUNCT
gp-55	235	1	this	this	DET
gp-55	235	2	adaptability	adaptability	NOUN
gp-55	235	3	made	make	VERB
gp-55	235	4	it	it	PRON
gp-55	235	5	possible	possible	ADJ
gp-55	235	6	to	to	PART
gp-55	235	7	react	react	VERB
gp-55	235	8	quickly	quickly	ADV
gp-55	235	9	to	to	ADP
gp-55	235	10	shifting	shift	VERB
gp-55	235	11	demand	demand	NOUN
gp-55	235	12	.	.	PUNCT
gp-55	236	1	result	result	NOUN
gp-55	236	2	and	and	CCONJ
gp-55	236	3	discussion	discussion	NOUN
gp-55	236	4	american	american	PROPN
gp-55	236	5	journal	journal	PROPN
gp-55	236	6	of	of	ADP
gp-55	236	7	economic	economic	ADJ
gp-55	236	8	and	and	CCONJ
gp-55	236	9	management	management	NOUN
gp-55	236	10	business	business	NOUN
gp-55	236	11	vol	vol	NOUN
gp-55	236	12	.	.	PROPN
gp-55	237	1	2	2	NUM
gp-55	237	2	no	no	NOUN
gp-55	237	3	.	.	NOUN
gp-55	237	4	8	8	NUM
gp-55	237	5	august	august	PROPN
gp-55	237	6	2023	2023	NUM
gp-55	237	7	326	326	NUM
gp-55	237	8	the	the	DET
gp-55	237	9	covid-19	covid-19	PROPN
gp-55	237	10	pandemic	pandemic	NOUN
gp-55	237	11	brought	bring	VERB
gp-55	237	12	to	to	PART
gp-55	237	13	light	light	VERB
gp-55	237	14	the	the	DET
gp-55	237	15	value	value	NOUN
gp-55	237	16	of	of	ADP
gp-55	237	17	flexibility	flexibility	NOUN
gp-55	237	18	,	,	PUNCT
gp-55	237	19	teamwork	teamwork	NOUN
gp-55	237	20	,	,	PUNCT
gp-55	237	21	and	and	CCONJ
gp-55	237	22	data	datum	NOUN
gp-55	237	23	-	-	PUNCT
gp-55	237	24	driven	drive	VERB
gp-55	237	25	decision	decision	NOUN
gp-55	237	26	-	-	PUNCT
gp-55	237	27	making	making	NOUN
gp-55	237	28	in	in	ADP
gp-55	237	29	managing	manage	VERB
gp-55	237	30	the	the	DET
gp-55	237	31	demand	demand	NOUN
gp-55	237	32	for	for	ADP
gp-55	237	33	healthcare	healthcare	NOUN
gp-55	237	34	products	product	NOUN
gp-55	237	35	.	.	PUNCT
gp-55	238	1	it	it	PRON
gp-55	238	2	emphasized	emphasize	VERB
gp-55	238	3	the	the	DET
gp-55	238	4	necessity	necessity	NOUN
gp-55	238	5	of	of	ADP
gp-55	238	6	robust	robust	ADJ
gp-55	238	7	supply	supply	NOUN
gp-55	238	8	chains	chain	NOUN
gp-55	238	9	,	,	PUNCT
gp-55	238	10	successful	successful	ADJ
gp-55	238	11	demand	demand	NOUN
gp-55	238	12	response	response	NOUN
gp-55	238	13	plans	plan	NOUN
gp-55	238	14	,	,	PUNCT
gp-55	238	15	and	and	CCONJ
gp-55	238	16	legislative	legislative	ADJ
gp-55	238	17	flexibility	flexibility	NOUN
gp-55	238	18	to	to	PART
gp-55	238	19	guarantee	guarantee	VERB
gp-55	238	20	the	the	DET
gp-55	238	21	accessibility	accessibility	NOUN
gp-55	238	22	of	of	ADP
gp-55	238	23	essential	essential	ADJ
gp-55	238	24	healthcare	healthcare	NOUN
gp-55	238	25	items	item	NOUN
gp-55	238	26	in	in	ADP
gp-55	238	27	times	time	NOUN
gp-55	238	28	of	of	ADP
gp-55	238	29	need	need	NOUN
gp-55	238	30	(	(	PUNCT
gp-55	238	31	ivanov	ivanov	NOUN
gp-55	238	32	,	,	PUNCT
gp-55	238	33	2022	2022	NUM
gp-55	238	34	)	)	PUNCT
gp-55	238	35	.	.	PUNCT
gp-55	239	1	health	health	NOUN
gp-55	239	2	authorities	authority	NOUN
gp-55	239	3	and	and	CCONJ
gp-55	239	4	governments	government	NOUN
gp-55	239	5	employed	employ	VERB
gp-55	239	6	demand	demand	NOUN
gp-55	239	7	forecasting	forecasting	NOUN
gp-55	239	8	models	model	NOUN
gp-55	239	9	based	base	VERB
gp-55	239	10	on	on	ADP
gp-55	239	11	population	population	NOUN
gp-55	239	12	demographics	demographic	NOUN
gp-55	239	13	,	,	PUNCT
gp-55	239	14	vaccination	vaccination	NOUN
gp-55	239	15	objectives	objective	NOUN
gp-55	239	16	,	,	PUNCT
gp-55	239	17	and	and	CCONJ
gp-55	239	18	disease	disease	NOUN
gp-55	239	19	prevalence	prevalence	NOUN
gp-55	239	20	to	to	PART
gp-55	239	21	calculate	calculate	VERB
gp-55	239	22	vaccine	vaccine	NOUN
gp-55	239	23	requirements	requirement	NOUN
gp-55	239	24	;	;	PUNCT
gp-55	239	25	cooperative	cooperative	ADJ
gp-55	239	26	efforts	effort	NOUN
gp-55	239	27	were	be	AUX
gp-55	239	28	essential	essential	ADJ
gp-55	239	29	to	to	PART
gp-55	239	30	ensure	ensure	VERB
gp-55	239	31	vaccine	vaccine	NOUN
gp-55	239	32	supply	supply	NOUN
gp-55	239	33	,	,	PUNCT
gp-55	239	34	optimize	optimize	VERB
gp-55	239	35	distribution	distribution	NOUN
gp-55	239	36	,	,	PUNCT
gp-55	239	37	and	and	CCONJ
gp-55	239	38	reduce	reduce	VERB
gp-55	239	39	wastage	wastage	NOUN
gp-55	239	40	.	.	PUNCT
gp-55	240	1	manufacturers	manufacturer	NOUN
gp-55	240	2	,	,	PUNCT
gp-55	240	3	shipping	shipping	NOUN
gp-55	240	4	companies	company	NOUN
gp-55	240	5	,	,	PUNCT
gp-55	240	6	and	and	CCONJ
gp-55	240	7	medical	medical	ADJ
gp-55	240	8	facilities	facility	NOUN
gp-55	240	9	needed	need	VERB
gp-55	240	10	to	to	PART
gp-55	240	11	work	work	VERB
gp-55	240	12	together	together	ADV
gp-55	240	13	.	.	PUNCT
gp-55	241	1	many	many	ADJ
gp-55	241	2	vaccinations	vaccination	NOUN
gp-55	241	3	need	need	VERB
gp-55	241	4	to	to	PART
gp-55	241	5	be	be	AUX
gp-55	241	6	stored	store	VERB
gp-55	241	7	at	at	ADP
gp-55	241	8	particular	particular	ADJ
gp-55	241	9	temperatures	temperature	NOUN
gp-55	241	10	.	.	PUNCT
gp-55	242	1	logistics	logistic	NOUN
gp-55	242	2	in	in	ADP
gp-55	242	3	the	the	DET
gp-55	242	4	cold	cold	ADJ
gp-55	242	5	chain	chain	NOUN
gp-55	242	6	ensured	ensure	VERB
gp-55	242	7	the	the	DET
gp-55	242	8	vaccines	vaccine	NOUN
gp-55	242	9	were	be	AUX
gp-55	242	10	safe	safe	ADJ
gp-55	242	11	to	to	PART
gp-55	242	12	transport	transport	VERB
gp-55	242	13	and	and	CCONJ
gp-55	242	14	store	store	NOUN
gp-55	242	15	.	.	PUNCT
gp-55	243	1	promoting	promote	VERB
gp-55	243	2	vaccination	vaccination	NOUN
gp-55	243	3	uptake	uptake	ADJ
gp-55	243	4	requires	require	VERB
gp-55	243	5	effective	effective	ADJ
gp-55	243	6	public	public	ADJ
gp-55	243	7	relations	relation	NOUN
gp-55	243	8	.	.	PUNCT
gp-55	244	1	to	to	PART
gp-55	244	2	inform	inform	VERB
gp-55	244	3	and	and	CCONJ
gp-55	244	4	encourage	encourage	VERB
gp-55	244	5	vaccination	vaccination	NOUN
gp-55	244	6	,	,	PUNCT
gp-55	244	7	governments	government	NOUN
gp-55	244	8	and	and	CCONJ
gp-55	244	9	healthcare	healthcare	NOUN
gp-55	244	10	institutions	institution	NOUN
gp-55	244	11	created	create	VERB
gp-55	244	12	communication	communication	NOUN
gp-55	244	13	campaigns	campaign	NOUN
gp-55	244	14	.	.	PUNCT
gp-55	245	1	accurate	accurate	ADJ
gp-55	245	2	demand	demand	NOUN
gp-55	245	3	forecasting	forecasting	NOUN
gp-55	245	4	,	,	PUNCT
gp-55	245	5	strong	strong	ADJ
gp-55	245	6	supply	supply	NOUN
gp-55	245	7	chain	chain	NOUN
gp-55	245	8	coordination	coordination	NOUN
gp-55	245	9	and	and	CCONJ
gp-55	245	10	efficient	efficient	ADJ
gp-55	245	11	communication	communication	NOUN
gp-55	245	12	are	be	AUX
gp-55	245	13	necessary	necessary	ADJ
gp-55	245	14	for	for	ADP
gp-55	245	15	successful	successful	ADJ
gp-55	245	16	vaccination	vaccination	NOUN
gp-55	245	17	distribution	distribution	NOUN
gp-55	245	18	.	.	PUNCT
gp-55	246	1	these	these	DET
gp-55	246	2	tactics	tactic	NOUN
gp-55	246	3	made	make	VERB
gp-55	246	4	it	it	PRON
gp-55	246	5	possible	possible	ADJ
gp-55	246	6	to	to	PART
gp-55	246	7	launch	launch	VERB
gp-55	246	8	covid-19	covid-19	PROPN
gp-55	246	9	vaccines	vaccine	NOUN
gp-55	246	10	and	and	CCONJ
gp-55	246	11	other	other	ADJ
gp-55	246	12	immunization	immunization	NOUN
gp-55	246	13	campaigns	campaign	NOUN
gp-55	246	14	quickly	quickly	ADV
gp-55	246	15	,	,	PUNCT
gp-55	246	16	aiding	aid	VERB
gp-55	246	17	the	the	DET
gp-55	246	18	battle	battle	NOUN
gp-55	246	19	to	to	PART
gp-55	246	20	contain	contain	VERB
gp-55	246	21	the	the	DET
gp-55	246	22	worldwide	worldwide	ADJ
gp-55	246	23	pandemic	pandemic	ADJ
gp-55	246	24	(	(	PUNCT
gp-55	246	25	ivanov	ivanov	PROPN
gp-55	246	26	,	,	PUNCT
gp-55	246	27	2021	2021	NUM
gp-55	246	28	)	)	PUNCT
gp-55	246	29	.	.	PUNCT
gp-55	247	1	managing	manage	VERB
gp-55	247	2	inventory	inventory	NOUN
gp-55	247	3	for	for	ADP
gp-55	247	4	various	various	ADJ
gp-55	247	5	healthcare	healthcare	NOUN
gp-55	247	6	products	product	NOUN
gp-55	247	7	,	,	PUNCT
gp-55	247	8	including	include	VERB
gp-55	247	9	drugs	drug	NOUN
gp-55	247	10	,	,	PUNCT
gp-55	247	11	medical	medical	ADJ
gp-55	247	12	equipment	equipment	NOUN
gp-55	247	13	,	,	PUNCT
gp-55	247	14	personal	personal	ADJ
gp-55	247	15	protective	protective	ADJ
gp-55	247	16	equipment	equipment	NOUN
gp-55	247	17	(	(	PUNCT
gp-55	247	18	ppe	ppe	PROPN
gp-55	247	19	)	)	PUNCT
gp-55	247	20	,	,	PUNCT
gp-55	247	21	and	and	CCONJ
gp-55	247	22	surgical	surgical	ADJ
gp-55	247	23	supplies	supply	NOUN
gp-55	247	24	,	,	PUNCT
gp-55	247	25	presents	present	VERB
gp-55	247	26	a	a	DET
gp-55	247	27	difficulty	difficulty	NOUN
gp-55	247	28	for	for	ADP
gp-55	247	29	hospitals	hospital	NOUN
gp-55	247	30	.	.	PUNCT
gp-55	248	1	hospitals	hospital	NOUN
gp-55	248	2	used	use	VERB
gp-55	248	3	data	datum	NOUN
gp-55	248	4	analytics	analytic	NOUN
gp-55	248	5	and	and	CCONJ
gp-55	248	6	predictive	predictive	ADJ
gp-55	248	7	modeling	modeling	NOUN
gp-55	248	8	to	to	PART
gp-55	248	9	improve	improve	VERB
gp-55	248	10	inventory	inventory	NOUN
gp-55	248	11	levels	level	NOUN
gp-55	248	12	,	,	PUNCT
gp-55	248	13	reorder	reorder	NOUN
gp-55	248	14	points	point	NOUN
gp-55	248	15	,	,	PUNCT
gp-55	248	16	and	and	CCONJ
gp-55	248	17	safety	safety	NOUN
gp-55	248	18	stock	stock	NOUN
gp-55	248	19	levels	level	NOUN
gp-55	248	20	.	.	PUNCT
gp-55	249	1	these	these	DET
gp-55	249	2	tactics	tactic	NOUN
gp-55	249	3	reduced	reduce	VERB
gp-55	249	4	the	the	DET
gp-55	249	5	costs	cost	NOUN
gp-55	249	6	associated	associate	VERB
gp-55	249	7	with	with	ADP
gp-55	249	8	extra	extra	ADJ
gp-55	249	9	inventory	inventory	NOUN
gp-55	249	10	and	and	CCONJ
gp-55	249	11	helped	help	VERB
gp-55	249	12	avoid	avoid	VERB
gp-55	249	13	stockouts	stockout	NOUN
gp-55	249	14	.	.	PUNCT
gp-55	250	1	some	some	DET
gp-55	250	2	hospitals	hospital	NOUN
gp-55	250	3	implemented	implement	VERB
gp-55	250	4	just	just	ADV
gp-55	250	5	-	-	PUNCT
gp-55	250	6	in	in	ADP
gp-55	250	7	-	-	PUNCT
gp-55	250	8	time	time	NOUN
gp-55	250	9	supply	supply	NOUN
gp-55	250	10	chain	chain	NOUN
gp-55	250	11	strategies	strategy	NOUN
gp-55	250	12	to	to	PART
gp-55	250	13	save	save	VERB
gp-55	250	14	money	money	NOUN
gp-55	250	15	on	on	ADP
gp-55	250	16	inventory	inventory	NOUN
gp-55	250	17	keeping	keeping	NOUN
gp-55	250	18	.	.	PUNCT
gp-55	251	1	these	these	DET
gp-55	251	2	procedures	procedure	NOUN
gp-55	251	3	closely	closely	ADV
gp-55	251	4	coordinate	coordinate	VERB
gp-55	251	5	with	with	ADP
gp-55	251	6	suppliers	supplier	NOUN
gp-55	251	7	to	to	PART
gp-55	251	8	ensure	ensure	VERB
gp-55	251	9	on	on	ADP
gp-55	251	10	-	-	PUNCT
gp-55	251	11	time	time	NOUN
gp-55	251	12	deliveries	delivery	NOUN
gp-55	251	13	.	.	PUNCT
gp-55	252	1	building	build	VERB
gp-55	252	2	good	good	ADJ
gp-55	252	3	ties	tie	NOUN
gp-55	252	4	with	with	ADP
gp-55	252	5	suppliers	supplier	NOUN
gp-55	252	6	helped	help	VERB
gp-55	252	7	hospitals	hospital	NOUN
gp-55	252	8	bargain	bargain	NOUN
gp-55	252	9	for	for	ADP
gp-55	252	10	more	more	ADV
gp-55	252	11	advantageous	advantageous	ADJ
gp-55	252	12	terms	term	NOUN
gp-55	252	13	,	,	PUNCT
gp-55	252	14	ensure	ensure	VERB
gp-55	252	15	reliable	reliable	ADJ
gp-55	252	16	supply	supply	NOUN
gp-55	252	17	,	,	PUNCT
gp-55	252	18	and	and	CCONJ
gp-55	252	19	handle	handle	VERB
gp-55	252	20	supply	supply	NOUN
gp-55	252	21	chain	chain	NOUN
gp-55	252	22	interruptions	interruption	NOUN
gp-55	252	23	more	more	ADV
gp-55	252	24	skillfully	skillfully	ADV
gp-55	252	25	.	.	PUNCT
gp-55	253	1	in	in	ADP
gp-55	253	2	moments	moment	NOUN
gp-55	253	3	of	of	ADP
gp-55	253	4	high	high	ADJ
gp-55	253	5	demand	demand	NOUN
gp-55	253	6	,	,	PUNCT
gp-55	253	7	such	such	ADJ
gp-55	253	8	as	as	ADP
gp-55	253	9	the	the	DET
gp-55	253	10	covid-19	covid-19	PROPN
gp-55	253	11	epidemic	epidemic	NOUN
gp-55	253	12	,	,	PUNCT
gp-55	253	13	hospitals	hospital	NOUN
gp-55	253	14	prioritized	prioritize	VERB
gp-55	253	15	allocating	allocate	VERB
gp-55	253	16	essential	essential	ADJ
gp-55	253	17	products	product	NOUN
gp-55	253	18	.	.	PUNCT
gp-55	254	1	equitable	equitable	ADJ
gp-55	254	2	distribution	distribution	NOUN
gp-55	254	3	was	be	AUX
gp-55	254	4	ensured	ensure	VERB
gp-55	254	5	via	via	ADP
gp-55	254	6	open	open	ADJ
gp-55	254	7	allocation	allocation	NOUN
gp-55	254	8	criteria	criterion	NOUN
gp-55	254	9	.	.	PUNCT
gp-55	255	1	to	to	PART
gp-55	255	2	effectively	effectively	ADV
gp-55	255	3	manage	manage	VERB
gp-55	255	4	hospital	hospital	NOUN
gp-55	255	5	inventory	inventory	NOUN
gp-55	255	6	,	,	PUNCT
gp-55	255	7	it	it	PRON
gp-55	255	8	is	be	AUX
gp-55	255	9	necessary	necessary	ADJ
gp-55	255	10	to	to	PART
gp-55	255	11	compromise	compromise	VERB
gp-55	255	12	between	between	ADP
gp-55	255	13	preserving	preserve	VERB
gp-55	255	14	product	product	NOUN
gp-55	255	15	availability	availability	NOUN
gp-55	255	16	and	and	CCONJ
gp-55	255	17	reining	rein	VERB
gp-55	255	18	in	in	ADP
gp-55	255	19	expenses	expense	NOUN
gp-55	255	20	.	.	PUNCT
gp-55	256	1	effective	effective	ADJ
gp-55	256	2	demand	demand	NOUN
gp-55	256	3	management	management	NOUN
gp-55	256	4	depends	depend	VERB
gp-55	256	5	on	on	ADP
gp-55	256	6	supplier	supplier	NOUN
gp-55	256	7	relationships	relationship	NOUN
gp-55	256	8	,	,	PUNCT
gp-55	256	9	data	data	NOUN
gp-55	256	10	-	-	PUNCT
gp-55	256	11	driven	drive	VERB
gp-55	256	12	initiatives	initiative	NOUN
gp-55	256	13	,	,	PUNCT
gp-55	256	14	and	and	CCONJ
gp-55	256	15	resource	resource	NOUN
gp-55	256	16	allocation	allocation	NOUN
gp-55	256	17	procedures	procedure	NOUN
gp-55	256	18	.	.	PUNCT
gp-55	257	1	these	these	DET
gp-55	257	2	case	case	NOUN
gp-55	257	3	studies	study	NOUN
gp-55	257	4	highlight	highlight	VERB
gp-55	257	5	the	the	DET
gp-55	257	6	various	various	ADJ
gp-55	257	7	difficulties	difficulty	NOUN
gp-55	257	8	and	and	CCONJ
gp-55	257	9	tactics	tactic	NOUN
gp-55	257	10	involved	involve	VERB
gp-55	257	11	in	in	ADP
gp-55	257	12	managing	manage	VERB
gp-55	257	13	the	the	DET
gp-55	257	14	demand	demand	NOUN
gp-55	257	15	for	for	ADP
gp-55	257	16	healthcare	healthcare	NOUN
gp-55	257	17	products	product	NOUN
gp-55	257	18	.	.	PUNCT
gp-55	258	1	effective	effective	ADJ
gp-55	258	2	demand	demand	NOUN
gp-55	258	3	management	management	NOUN
gp-55	258	4	necessitates	necessitate	VERB
gp-55	258	5	a	a	DET
gp-55	258	6	comprehensive	comprehensive	ADJ
gp-55	258	7	strategy	strategy	NOUN
gp-55	258	8	incorporating	incorporate	VERB
gp-55	258	9	data	datum	NOUN
gp-55	258	10	analytics	analytic	NOUN
gp-55	258	11	,	,	PUNCT
gp-55	258	12	supply	supply	NOUN
gp-55	258	13	chain	chain	NOUN
gp-55	258	14	coordination	coordination	NOUN
gp-55	258	15	,	,	PUNCT
gp-55	258	16	and	and	CCONJ
gp-55	258	17	agile	agile	ADJ
gp-55	258	18	response	response	NOUN
gp-55	258	19	techniques	technique	NOUN
gp-55	258	20	,	,	PUNCT
gp-55	258	21	whether	whether	SCONJ
gp-55	258	22	addressing	address	VERB
gp-55	258	23	a	a	DET
gp-55	258	24	worldwide	worldwide	ADJ
gp-55	258	25	pandemic	pandemic	ADJ
gp-55	258	26	,	,	PUNCT
gp-55	258	27	dispersing	disperse	VERB
gp-55	258	28	vaccinations	vaccination	NOUN
gp-55	258	29	,	,	PUNCT
gp-55	258	30	or	or	CCONJ
gp-55	258	31	maximizing	maximize	VERB
gp-55	258	32	hospital	hospital	NOUN
gp-55	258	33	inventory	inventory	NOUN
gp-55	258	34	.	.	PUNCT
gp-55	259	1	the	the	DET
gp-55	259	2	resilience	resilience	NOUN
gp-55	259	3	and	and	CCONJ
gp-55	259	4	effectiveness	effectiveness	NOUN
gp-55	259	5	of	of	ADP
gp-55	259	6	healthcare	healthcare	NOUN
gp-55	259	7	systems	system	NOUN
gp-55	259	8	worldwide	worldwide	ADV
gp-55	259	9	can	can	AUX
gp-55	259	10	be	be	AUX
gp-55	259	11	improved	improve	VERB
gp-55	259	12	by	by	ADP
gp-55	259	13	taking	take	VERB
gp-55	259	14	lessons	lesson	NOUN
gp-55	259	15	from	from	ADP
gp-55	259	16	these	these	DET
gp-55	259	17	real	real	ADJ
gp-55	259	18	-	-	PUNCT
gp-55	259	19	world	world	NOUN
gp-55	259	20	experiences	experience	NOUN
gp-55	259	21	and	and	CCONJ
gp-55	259	22	applying	apply	VERB
gp-55	259	23	them	they	PRON
gp-55	259	24	to	to	ADP
gp-55	259	25	future	future	ADJ
gp-55	259	26	demand	demand	NOUN
gp-55	259	27	management	management	NOUN
gp-55	259	28	initiatives	initiative	NOUN
gp-55	259	29	(	(	PUNCT
gp-55	259	30	ivanov	ivanov	PROPN
gp-55	259	31	&	&	CCONJ
gp-55	259	32	dolgui	dolgui	PROPN
gp-55	259	33	,	,	PUNCT
gp-55	259	34	2020	2020	NUM
gp-55	259	35	)	)	PUNCT
gp-55	259	36	.	.	PUNCT
gp-55	260	1	moazam	moazam	PROPN
gp-55	260	2	niaz	niaz	PROPN
gp-55	260	3	,	,	PUNCT
gp-55	260	4	urenna	urenna	PROPN
gp-55	260	5	nwagwu	nwagwu	PROPN
gp-55	260	6	327	327	NUM
gp-55	260	7	regulatory	regulatory	ADJ
gp-55	260	8	factors	factor	NOUN
gp-55	260	9	to	to	PART
gp-55	260	10	incorporate	incorporate	VERB
gp-55	260	11	when	when	SCONJ
gp-55	260	12	managing	manage	VERB
gp-55	260	13	healthcare	healthcare	NOUN
gp-55	260	14	product	product	NOUN
gp-55	260	15	demand	demand	VERB
gp-55	260	16	the	the	DET
gp-55	260	17	healthcare	healthcare	NOUN
gp-55	260	18	industry	industry	NOUN
gp-55	260	19	functions	function	NOUN
gp-55	260	20	in	in	ADP
gp-55	260	21	a	a	DET
gp-55	260	22	highly	highly	ADV
gp-55	260	23	regulated	regulated	ADJ
gp-55	260	24	environment	environment	NOUN
gp-55	260	25	to	to	PART
gp-55	260	26	guarantee	guarantee	VERB
gp-55	260	27	patient	patient	ADJ
gp-55	260	28	safety	safety	NOUN
gp-55	260	29	,	,	PUNCT
gp-55	260	30	product	product	NOUN
gp-55	260	31	quality	quality	NOUN
gp-55	260	32	,	,	PUNCT
gp-55	260	33	and	and	CCONJ
gp-55	260	34	adherence	adherence	NOUN
gp-55	260	35	to	to	ADP
gp-55	260	36	moral	moral	ADJ
gp-55	260	37	norms	norm	NOUN
gp-55	260	38	.	.	PUNCT
gp-55	261	1	regulatory	regulatory	ADJ
gp-55	261	2	entities	entity	NOUN
gp-55	261	3	significantly	significantly	ADV
gp-55	261	4	influence	influence	VERB
gp-55	261	5	the	the	DET
gp-55	261	6	demand	demand	NOUN
gp-55	261	7	management	management	NOUN
gp-55	261	8	strategies	strategy	NOUN
gp-55	261	9	used	use	VERB
gp-55	261	10	by	by	ADP
gp-55	261	11	healthcare	healthcare	NOUN
gp-55	261	12	businesses	business	NOUN
gp-55	261	13	.	.	PUNCT
gp-55	262	1	this	this	DET
gp-55	262	2	part	part	NOUN
gp-55	262	3	will	will	AUX
gp-55	262	4	examine	examine	VERB
gp-55	262	5	the	the	DET
gp-55	262	6	crucial	crucial	ADJ
gp-55	262	7	regulatory	regulatory	ADJ
gp-55	262	8	factors	factor	NOUN
gp-55	262	9	affecting	affect	VERB
gp-55	262	10	demand	demand	NOUN
gp-55	262	11	management	management	NOUN
gp-55	262	12	for	for	ADP
gp-55	262	13	healthcare	healthcare	NOUN
gp-55	262	14	products	product	NOUN
gp-55	262	15	.	.	PUNCT
gp-55	263	1	pharmaceuticals	pharmaceutical	NOUN
gp-55	263	2	,	,	PUNCT
gp-55	263	3	medical	medical	ADJ
gp-55	263	4	equipment	equipment	NOUN
gp-55	263	5	,	,	PUNCT
gp-55	263	6	and	and	CCONJ
gp-55	263	7	diagnostics	diagnostic	NOUN
gp-55	263	8	are	be	AUX
gp-55	263	9	all	all	ADV
gp-55	263	10	subject	subject	ADJ
gp-55	263	11	to	to	ADP
gp-55	263	12	stringent	stringent	ADJ
gp-55	263	13	regulatory	regulatory	ADJ
gp-55	263	14	approval	approval	NOUN
gp-55	263	15	procedures	procedure	NOUN
gp-55	263	16	,	,	PUNCT
gp-55	263	17	as	as	SCONJ
gp-55	263	18	is	be	AUX
gp-55	263	19	every	every	DET
gp-55	263	20	other	other	ADJ
gp-55	263	21	type	type	NOUN
gp-55	263	22	of	of	ADP
gp-55	263	23	healthcare	healthcare	NOUN
gp-55	263	24	product	product	NOUN
gp-55	263	25	.	.	PUNCT
gp-55	264	1	regulatory	regulatory	ADJ
gp-55	264	2	organizations	organization	NOUN
gp-55	264	3	like	like	ADP
gp-55	264	4	the	the	DET
gp-55	264	5	u.s	u.s	PROPN
gp-55	264	6	.	.	PROPN
gp-55	264	7	before	before	ADP
gp-55	264	8	approving	approve	VERB
gp-55	264	9	a	a	DET
gp-55	264	10	product	product	NOUN
gp-55	264	11	for	for	ADP
gp-55	264	12	sale	sale	NOUN
gp-55	264	13	,	,	PUNCT
gp-55	264	14	the	the	DET
gp-55	264	15	food	food	NOUN
gp-55	264	16	and	and	CCONJ
gp-55	264	17	drug	drug	PROPN
gp-55	264	18	administration	administration	PROPN
gp-55	264	19	(	(	PUNCT
gp-55	264	20	fda	fda	PROPN
gp-55	264	21	)	)	PUNCT
gp-55	264	22	and	and	CCONJ
gp-55	264	23	the	the	DET
gp-55	264	24	european	european	PROPN
gp-55	264	25	medicines	medicines	PROPN
gp-55	264	26	agency	agency	NOUN
gp-55	264	27	(	(	PUNCT
gp-55	264	28	ema	ema	PROPN
gp-55	264	29	)	)	PUNCT
gp-55	264	30	analyze	analyze	VERB
gp-55	264	31	its	its	PRON
gp-55	264	32	quality	quality	NOUN
gp-55	264	33	,	,	PUNCT
gp-55	264	34	efficacy	efficacy	NOUN
gp-55	264	35	,	,	PUNCT
gp-55	264	36	and	and	CCONJ
gp-55	264	37	safety	safety	NOUN
gp-55	264	38	.	.	PUNCT
gp-55	265	1	demand	demand	NOUN
gp-55	265	2	management	management	NOUN
gp-55	265	3	must	must	AUX
gp-55	265	4	align	align	VERB
gp-55	265	5	with	with	ADP
gp-55	265	6	regulatory	regulatory	ADJ
gp-55	265	7	criteria	criterion	NOUN
gp-55	265	8	to	to	PART
gp-55	265	9	make	make	VERB
gp-55	265	10	approved	approved	ADJ
gp-55	265	11	products	product	NOUN
gp-55	265	12	accessible	accessible	ADJ
gp-55	265	13	to	to	ADP
gp-55	265	14	patients	patient	NOUN
gp-55	265	15	when	when	SCONJ
gp-55	265	16	needed	need	VERB
gp-55	265	17	.	.	PUNCT
gp-55	266	1	good	good	ADJ
gp-55	266	2	manufacturing	manufacturing	NOUN
gp-55	266	3	practices	practice	NOUN
gp-55	266	4	(	(	PUNCT
gp-55	266	5	gmp	gmp	PROPN
gp-55	266	6	):	):	PUNCT
gp-55	266	7	to	to	PART
gp-55	266	8	guarantee	guarantee	VERB
gp-55	266	9	product	product	NOUN
gp-55	266	10	quality	quality	NOUN
gp-55	266	11	and	and	CCONJ
gp-55	266	12	consistency	consistency	NOUN
gp-55	266	13	,	,	PUNCT
gp-55	266	14	manufacturers	manufacturer	NOUN
gp-55	266	15	of	of	ADP
gp-55	266	16	healthcare	healthcare	NOUN
gp-55	266	17	items	item	NOUN
gp-55	266	18	are	be	AUX
gp-55	266	19	required	require	VERB
gp-55	266	20	to	to	PART
gp-55	266	21	follow	follow	VERB
gp-55	266	22	gmp	gmp	PROPN
gp-55	266	23	.	.	PUNCT
gp-55	267	1	aspects	aspect	NOUN
gp-55	267	2	of	of	ADP
gp-55	267	3	production	production	NOUN
gp-55	267	4	that	that	PRON
gp-55	267	5	are	be	AUX
gp-55	267	6	covered	cover	VERB
gp-55	267	7	by	by	ADP
gp-55	267	8	gmp	gmp	PROPN
gp-55	267	9	laws	law	NOUN
gp-55	267	10	include	include	VERB
gp-55	267	11	facility	facility	NOUN
gp-55	267	12	design	design	NOUN
gp-55	267	13	,	,	PUNCT
gp-55	267	14	equipment	equipment	NOUN
gp-55	267	15	calibration	calibration	NOUN
gp-55	267	16	,	,	PUNCT
gp-55	267	17	quality	quality	NOUN
gp-55	267	18	control	control	NOUN
gp-55	267	19	,	,	PUNCT
gp-55	267	20	and	and	CCONJ
gp-55	267	21	product	product	NOUN
gp-55	267	22	testing	testing	NOUN
gp-55	267	23	.	.	PUNCT
gp-55	268	1	maintaining	maintain	VERB
gp-55	268	2	a	a	DET
gp-55	268	3	steady	steady	ADJ
gp-55	268	4	supply	supply	NOUN
gp-55	268	5	of	of	ADP
gp-55	268	6	high	high	ADJ
gp-55	268	7	-	-	PUNCT
gp-55	268	8	quality	quality	NOUN
gp-55	268	9	medical	medical	ADJ
gp-55	268	10	supplies	supply	NOUN
gp-55	268	11	requires	require	VERB
gp-55	268	12	adhering	adhere	VERB
gp-55	268	13	to	to	ADP
gp-55	268	14	gmp	gmp	PROPN
gp-55	268	15	(	(	PUNCT
gp-55	268	16	kano	kano	PROPN
gp-55	268	17	&	&	CCONJ
gp-55	268	18	hoon	hoon	PROPN
gp-55	268	19	oh	oh	INTJ
gp-55	268	20	,	,	PUNCT
gp-55	268	21	2020	2020	NUM
gp-55	268	22	)	)	PUNCT
gp-55	268	23	.	.	PUNCT
gp-55	269	1	regulatory	regulatory	ADJ
gp-55	269	2	reporting	reporting	NOUN
gp-55	269	3	:	:	PUNCT
gp-55	269	4	healthcare	healthcare	NOUN
gp-55	269	5	providers	provider	NOUN
gp-55	269	6	and	and	CCONJ
gp-55	269	7	manufacturers	manufacturer	NOUN
gp-55	269	8	are	be	AUX
gp-55	269	9	frequently	frequently	ADV
gp-55	269	10	obligated	obligate	VERB
gp-55	269	11	to	to	PART
gp-55	269	12	notify	notify	VERB
gp-55	269	13	regulatory	regulatory	ADJ
gp-55	269	14	bodies	body	NOUN
gp-55	269	15	of	of	ADP
gp-55	269	16	adverse	adverse	ADJ
gp-55	269	17	occurrences	occurrence	NOUN
gp-55	269	18	,	,	PUNCT
gp-55	269	19	product	product	NOUN
gp-55	269	20	recalls	recall	VERB
gp-55	269	21	,	,	PUNCT
gp-55	269	22	and	and	CCONJ
gp-55	269	23	other	other	ADJ
gp-55	269	24	quality	quality	NOUN
gp-55	269	25	problems	problem	NOUN
gp-55	269	26	.	.	PUNCT
gp-55	270	1	regulation	regulation	NOUN
gp-55	270	2	compliance	compliance	NOUN
gp-55	270	3	and	and	CCONJ
gp-55	270	4	patient	patient	ADJ
gp-55	270	5	safety	safety	NOUN
gp-55	270	6	depend	depend	VERB
gp-55	270	7	on	on	ADP
gp-55	270	8	timely	timely	ADJ
gp-55	270	9	reporting	reporting	NOUN
gp-55	270	10	.	.	PUNCT
gp-55	271	1	the	the	DET
gp-55	271	2	potential	potential	ADJ
gp-55	271	3	influence	influence	NOUN
gp-55	271	4	of	of	ADP
gp-55	271	5	regulatory	regulatory	ADJ
gp-55	271	6	measures	measure	NOUN
gp-55	271	7	,	,	PUNCT
gp-55	271	8	such	such	ADJ
gp-55	271	9	as	as	ADP
gp-55	271	10	product	product	NOUN
gp-55	271	11	recalls	recall	VERB
gp-55	271	12	,	,	PUNCT
gp-55	271	13	on	on	ADP
gp-55	271	14	availability	availability	NOUN
gp-55	271	15	must	must	AUX
gp-55	271	16	be	be	AUX
gp-55	271	17	considered	consider	VERB
gp-55	271	18	during	during	ADP
gp-55	271	19	demand	demand	NOUN
gp-55	271	20	management	management	NOUN
gp-55	271	21	.	.	PUNCT
gp-55	272	1	pharmacovigilance	pharmacovigilance	NOUN
gp-55	272	2	and	and	CCONJ
gp-55	272	3	post	post	ADJ
gp-55	272	4	-	-	ADJ
gp-55	272	5	market	market	ADJ
gp-55	272	6	surveillance	surveillance	NOUN
gp-55	272	7	:	:	PUNCT
gp-55	272	8	these	these	DET
gp-55	272	9	practices	practice	NOUN
gp-55	272	10	entail	entail	VERB
gp-55	272	11	monitoring	monitor	VERB
gp-55	272	12	the	the	DET
gp-55	272	13	efficacy	efficacy	NOUN
gp-55	272	14	and	and	CCONJ
gp-55	272	15	safety	safety	NOUN
gp-55	272	16	of	of	ADP
gp-55	272	17	medical	medical	ADJ
gp-55	272	18	products	product	NOUN
gp-55	272	19	after	after	SCONJ
gp-55	272	20	they	they	PRON
gp-55	272	21	have	have	AUX
gp-55	272	22	hit	hit	VERB
gp-55	272	23	the	the	DET
gp-55	272	24	market	market	NOUN
gp-55	272	25	.	.	PUNCT
gp-55	273	1	manufacturers	manufacturer	NOUN
gp-55	273	2	and	and	CCONJ
gp-55	273	3	healthcare	healthcare	NOUN
gp-55	273	4	groups	group	NOUN
gp-55	273	5	must	must	AUX
gp-55	273	6	gather	gather	VERB
gp-55	273	7	and	and	CCONJ
gp-55	273	8	submit	submit	VERB
gp-55	273	9	data	datum	NOUN
gp-55	273	10	on	on	ADP
gp-55	273	11	product	product	NOUN
gp-55	273	12	performance	performance	NOUN
gp-55	273	13	and	and	CCONJ
gp-55	273	14	adverse	adverse	ADJ
gp-55	273	15	occurrences	occurrence	NOUN
gp-55	273	16	to	to	ADP
gp-55	273	17	regulatory	regulatory	ADJ
gp-55	273	18	agencies	agency	NOUN
gp-55	273	19	.	.	PUNCT
gp-55	274	1	demand	demand	NOUN
gp-55	274	2	management	management	NOUN
gp-55	274	3	should	should	AUX
gp-55	274	4	consider	consider	VERB
gp-55	274	5	anticipated	anticipated	ADJ
gp-55	274	6	changes	change	NOUN
gp-55	274	7	in	in	ADP
gp-55	274	8	demand	demand	NOUN
gp-55	274	9	brought	bring	VERB
gp-55	274	10	on	on	ADP
gp-55	274	11	by	by	ADP
gp-55	274	12	safety	safety	NOUN
gp-55	274	13	worries	worry	NOUN
gp-55	274	14	or	or	CCONJ
gp-55	274	15	modifications	modification	NOUN
gp-55	274	16	to	to	PART
gp-55	274	17	product	product	NOUN
gp-55	274	18	labeling	labeling	NOUN
gp-55	274	19	brought	bring	VERB
gp-55	274	20	on	on	ADP
gp-55	274	21	by	by	ADP
gp-55	274	22	pharmacovigilance	pharmacovigilance	NOUN
gp-55	274	23	results	result	NOUN
gp-55	274	24	.	.	PUNCT
gp-55	275	1	pricing	pricing	NOUN
gp-55	275	2	and	and	CCONJ
gp-55	275	3	reimbursement	reimbursement	NOUN
gp-55	275	4	rules	rule	NOUN
gp-55	275	5	:	:	PUNCT
gp-55	275	6	setting	set	VERB
gp-55	275	7	pricing	pricing	NOUN
gp-55	275	8	and	and	CCONJ
gp-55	275	9	reimbursement	reimbursement	NOUN
gp-55	275	10	rules	rule	NOUN
gp-55	275	11	for	for	ADP
gp-55	275	12	healthcare	healthcare	NOUN
gp-55	275	13	items	item	NOUN
gp-55	275	14	frequently	frequently	ADV
gp-55	275	15	involves	involve	VERB
gp-55	275	16	regulatory	regulatory	ADJ
gp-55	275	17	organizations	organization	NOUN
gp-55	275	18	,	,	PUNCT
gp-55	275	19	health	health	NOUN
gp-55	275	20	ministries	ministry	NOUN
gp-55	275	21	,	,	PUNCT
gp-55	275	22	and	and	CCONJ
gp-55	275	23	insurers	insurer	NOUN
gp-55	275	24	.	.	PUNCT
gp-55	276	1	because	because	SCONJ
gp-55	276	2	patients	patient	NOUN
gp-55	276	3	and	and	CCONJ
gp-55	276	4	healthcare	healthcare	NOUN
gp-55	276	5	professionals	professional	NOUN
gp-55	276	6	may	may	AUX
gp-55	276	7	favor	favor	VERB
gp-55	276	8	more	more	ADV
gp-55	276	9	reasonably	reasonably	ADV
gp-55	276	10	priced	price	VERB
gp-55	276	11	or	or	CCONJ
gp-55	276	12	reimbursed	reimburse	VERB
gp-55	276	13	products	product	NOUN
gp-55	276	14	at	at	ADP
gp-55	276	15	more	more	ADV
gp-55	276	16	excellent	excellent	ADJ
gp-55	276	17	rates	rate	NOUN
gp-55	276	18	,	,	PUNCT
gp-55	276	19	these	these	DET
gp-55	276	20	rules	rule	NOUN
gp-55	276	21	may	may	AUX
gp-55	276	22	impact	impact	VERB
gp-55	276	23	product	product	NOUN
gp-55	276	24	demand	demand	NOUN
gp-55	276	25	.	.	PUNCT
gp-55	277	1	demand	demand	NOUN
gp-55	277	2	management	management	NOUN
gp-55	277	3	needs	need	VERB
gp-55	277	4	to	to	PART
gp-55	277	5	take	take	VERB
gp-55	277	6	pricing	pricing	NOUN
gp-55	277	7	and	and	CCONJ
gp-55	277	8	product	product	NOUN
gp-55	277	9	availability	availability	NOUN
gp-55	277	10	into	into	ADP
gp-55	277	11	account	account	NOUN
gp-55	277	12	.	.	PUNCT
gp-55	278	1	emergency	emergency	NOUN
gp-55	278	2	use	use	NOUN
gp-55	278	3	authorizations	authorization	NOUN
gp-55	278	4	(	(	PUNCT
gp-55	278	5	euas	euas	NOUN
gp-55	278	6	):	):	PUNCT
gp-55	278	7	to	to	PART
gp-55	278	8	hasten	hasten	VERB
gp-55	278	9	the	the	DET
gp-55	278	10	availability	availability	NOUN
gp-55	278	11	of	of	ADP
gp-55	278	12	vital	vital	ADJ
gp-55	278	13	medicinal	medicinal	ADJ
gp-55	278	14	supplies	supply	NOUN
gp-55	278	15	in	in	ADP
gp-55	278	16	times	time	NOUN
gp-55	278	17	of	of	ADP
gp-55	278	18	public	public	ADJ
gp-55	278	19	health	health	NOUN
gp-55	278	20	emergencies	emergency	NOUN
gp-55	278	21	,	,	PUNCT
gp-55	278	22	such	such	ADJ
gp-55	278	23	as	as	ADP
gp-55	278	24	pandemics	pandemic	NOUN
gp-55	278	25	,	,	PUNCT
gp-55	278	26	regulatory	regulatory	ADJ
gp-55	278	27	bodies	body	NOUN
gp-55	278	28	may	may	AUX
gp-55	278	29	issue	issue	VERB
gp-55	278	30	euas	euas	NOUN
gp-55	278	31	.	.	PUNCT
gp-55	279	1	in	in	ADP
gp-55	279	2	emergency	emergency	NOUN
gp-55	279	3	cases	case	NOUN
gp-55	279	4	,	,	PUNCT
gp-55	279	5	euas	euas	NOUN
gp-55	279	6	permit	permit	VERB
gp-55	279	7	the	the	DET
gp-55	279	8	use	use	NOUN
gp-55	279	9	of	of	ADP
gp-55	279	10	unapproved	unapproved	ADJ
gp-55	279	11	or	or	CCONJ
gp-55	279	12	unlicensed	unlicensed	ADJ
gp-55	279	13	products	product	NOUN
gp-55	279	14	.	.	PUNCT
gp-55	280	1	demand	demand	NOUN
gp-55	280	2	management	management	NOUN
gp-55	280	3	needs	need	VERB
gp-55	280	4	to	to	PART
gp-55	280	5	be	be	AUX
gp-55	280	6	ready	ready	ADJ
gp-55	280	7	to	to	PART
gp-55	280	8	react	react	VERB
gp-55	280	9	to	to	ADP
gp-55	280	10	shifts	shift	NOUN
gp-55	280	11	in	in	ADP
gp-55	280	12	demand	demand	NOUN
gp-55	280	13	by	by	ADP
gp-55	280	14	euas	euas	NOUN
gp-55	280	15	(	(	PUNCT
gp-55	280	16	kwak	kwak	PROPN
gp-55	280	17	et	et	PROPN
gp-55	280	18	al	al	PROPN
gp-55	280	19	.	.	PROPN
gp-55	280	20	,	,	PUNCT
gp-55	280	21	2018	2018	NUM
gp-55	280	22	)	)	PUNCT
gp-55	280	23	.	.	PUNCT
gp-55	281	1	reporting	reporting	NOUN
gp-55	281	2	of	of	ADP
gp-55	281	3	drug	drug	NOUN
gp-55	281	4	shortages	shortage	NOUN
gp-55	281	5	:	:	PUNCT
gp-55	281	6	regulating	regulate	VERB
gp-55	281	7	institutions	institution	NOUN
gp-55	281	8	and	and	CCONJ
gp-55	281	9	organizations	organization	NOUN
gp-55	281	10	require	require	VERB
gp-55	281	11	manufacturers	manufacturer	NOUN
gp-55	281	12	to	to	PART
gp-55	281	13	inform	inform	VERB
gp-55	281	14	them	they	PRON
gp-55	281	15	of	of	ADP
gp-55	281	16	potential	potential	ADJ
gp-55	281	17	and	and	CCONJ
gp-55	281	18	actual	actual	ADJ
gp-55	281	19	drug	drug	NOUN
gp-55	281	20	shortages	shortage	NOUN
gp-55	281	21	at	at	ADP
gp-55	281	22	all	all	DET
gp-55	281	23	times	time	NOUN
gp-55	281	24	because	because	SCONJ
gp-55	281	25	drug	drug	NOUN
gp-55	281	26	shortages	shortage	NOUN
gp-55	281	27	can	can	AUX
gp-55	281	28	substantially	substantially	ADV
gp-55	281	29	impact	impact	VERB
gp-55	281	30	patient	patient	ADJ
gp-55	281	31	care	care	NOUN
gp-55	281	32	;	;	PUNCT
gp-55	281	33	therefore	therefore	ADV
gp-55	281	34	,	,	PUNCT
gp-55	281	35	healthcare	healthcare	NOUN
gp-55	281	36	organizations	organization	NOUN
gp-55	281	37	must	must	AUX
gp-55	281	38	carefully	carefully	ADV
gp-55	281	39	monitor	monitor	VERB
gp-55	281	40	them	they	PRON
gp-55	281	41	and	and	CCONJ
gp-55	281	42	quickly	quickly	ADV
gp-55	281	43	act	act	VERB
gp-55	281	44	when	when	SCONJ
gp-55	281	45	they	they	PRON
gp-55	281	46	occur	occur	VERB
gp-55	281	47	.	.	PUNCT
gp-55	282	1	demand	demand	NOUN
gp-55	282	2	management	management	NOUN
gp-55	282	3	techniques	technique	NOUN
gp-55	282	4	such	such	ADJ
gp-55	282	5	as	as	ADP
gp-55	282	6	inventory	inventory	NOUN
gp-55	282	7	optimization	optimization	NOUN
gp-55	282	8	and	and	CCONJ
gp-55	282	9	alternate	alternate	ADJ
gp-55	282	10	product	product	NOUN
gp-55	282	11	procurement	procurement	NOUN
gp-55	282	12	are	be	AUX
gp-55	282	13	crucial	crucial	ADJ
gp-55	282	14	american	american	ADJ
gp-55	282	15	journal	journal	NOUN
gp-55	282	16	of	of	ADP
gp-55	282	17	economic	economic	ADJ
gp-55	282	18	and	and	CCONJ
gp-55	282	19	management	management	NOUN
gp-55	282	20	business	business	NOUN
gp-55	282	21	vol	vol	NOUN
gp-55	282	22	.	.	PROPN
gp-55	283	1	2	2	NUM
gp-55	284	1	no	no	NOUN
gp-55	284	2	.	.	NOUN
gp-55	284	3	8	8	NUM
gp-55	284	4	august	august	PROPN
gp-55	284	5	2023	2023	NUM
gp-55	284	6	328	328	NUM
gp-55	284	7	during	during	ADP
gp-55	284	8	shortages	shortage	NOUN
gp-55	284	9	.	.	PUNCT
gp-55	285	1	import	import	NOUN
gp-55	285	2	and	and	CCONJ
gp-55	285	3	export	export	NOUN
gp-55	285	4	laws	law	NOUN
gp-55	285	5	affect	affect	VERB
gp-55	285	6	how	how	SCONJ
gp-55	285	7	medical	medical	ADJ
gp-55	285	8	items	item	NOUN
gp-55	285	9	are	be	AUX
gp-55	285	10	transported	transport	VERB
gp-55	285	11	around	around	ADP
gp-55	285	12	the	the	DET
gp-55	285	13	world	world	NOUN
gp-55	285	14	.	.	PUNCT
gp-55	286	1	businesses	business	NOUN
gp-55	286	2	must	must	AUX
gp-55	286	3	abide	abide	VERB
gp-55	286	4	by	by	ADP
gp-55	286	5	trade	trade	NOUN
gp-55	286	6	and	and	CCONJ
gp-55	286	7	customs	custom	NOUN
gp-55	286	8	laws	law	NOUN
gp-55	286	9	when	when	SCONJ
gp-55	286	10	importing	import	VERB
gp-55	286	11	or	or	CCONJ
gp-55	286	12	exporting	export	VERB
gp-55	286	13	goods	good	NOUN
gp-55	286	14	.	.	PUNCT
gp-55	287	1	the	the	DET
gp-55	287	2	supply	supply	NOUN
gp-55	287	3	of	of	ADP
gp-55	287	4	healthcare	healthcare	NOUN
gp-55	287	5	products	product	NOUN
gp-55	287	6	may	may	AUX
gp-55	287	7	be	be	AUX
gp-55	287	8	impacted	impact	VERB
gp-55	287	9	by	by	ADP
gp-55	287	10	changes	change	NOUN
gp-55	287	11	to	to	ADP
gp-55	287	12	import	import	NOUN
gp-55	287	13	/	/	SYM
gp-55	287	14	export	export	NOUN
gp-55	287	15	rules	rule	NOUN
gp-55	287	16	,	,	PUNCT
gp-55	287	17	particularly	particularly	ADV
gp-55	287	18	during	during	ADP
gp-55	287	19	global	global	ADJ
gp-55	287	20	health	health	NOUN
gp-55	287	21	emergencies	emergency	NOUN
gp-55	287	22	(	(	PUNCT
gp-55	287	23	macioszek	macioszek	NOUN
gp-55	287	24	,	,	PUNCT
gp-55	287	25	2018	2018	NUM
gp-55	287	26	)	)	PUNCT
gp-55	287	27	.	.	PUNCT
gp-55	288	1	conclusion	conclusion	NOUN
gp-55	288	2	regulatory	regulatory	ADJ
gp-55	288	3	organizations	organization	NOUN
gp-55	288	4	set	set	VERB
gp-55	288	5	labeling	labeling	NOUN
gp-55	288	6	and	and	CCONJ
gp-55	288	7	packaging	packaging	NOUN
gp-55	288	8	regulations	regulation	NOUN
gp-55	288	9	to	to	PART
gp-55	288	10	ensure	ensure	VERB
gp-55	288	11	that	that	SCONJ
gp-55	288	12	healthcare	healthcare	NOUN
gp-55	288	13	goods	good	NOUN
gp-55	288	14	are	be	AUX
gp-55	288	15	correctly	correctly	ADV
gp-55	288	16	identified	identify	VERB
gp-55	288	17	,	,	PUNCT
gp-55	288	18	administered	administer	VERB
gp-55	288	19	,	,	PUNCT
gp-55	288	20	and	and	CCONJ
gp-55	288	21	preserved	preserve	VERB
gp-55	288	22	.	.	PUNCT
gp-55	289	1	for	for	ADP
gp-55	289	2	patient	patient	ADJ
gp-55	289	3	safety	safety	NOUN
gp-55	289	4	and	and	CCONJ
gp-55	289	5	regulatory	regulatory	ADJ
gp-55	289	6	compliance	compliance	NOUN
gp-55	289	7	,	,	PUNCT
gp-55	289	8	adherence	adherence	NOUN
gp-55	289	9	to	to	ADP
gp-55	289	10	these	these	DET
gp-55	289	11	rules	rule	NOUN
gp-55	289	12	is	be	AUX
gp-55	289	13	crucial	crucial	ADJ
gp-55	289	14	.	.	PUNCT
gp-55	290	1	the	the	DET
gp-55	290	2	effect	effect	NOUN
gp-55	290	3	of	of	ADP
gp-55	290	4	labeling	labeling	NOUN
gp-55	290	5	and	and	CCONJ
gp-55	290	6	packaging	packaging	NOUN
gp-55	290	7	modifications	modification	NOUN
gp-55	290	8	on	on	ADP
gp-55	290	9	product	product	NOUN
gp-55	290	10	availability	availability	NOUN
gp-55	290	11	should	should	AUX
gp-55	290	12	be	be	AUX
gp-55	290	13	considered	consider	VERB
gp-55	290	14	while	while	SCONJ
gp-55	290	15	managing	manage	VERB
gp-55	290	16	demand	demand	NOUN
gp-55	290	17	.	.	PUNCT
gp-55	291	1	regulatory	regulatory	ADJ
gp-55	291	2	organizations	organization	NOUN
gp-55	291	3	are	be	AUX
gp-55	291	4	in	in	ADP
gp-55	291	5	charge	charge	NOUN
gp-55	291	6	of	of	ADP
gp-55	291	7	monitoring	monitor	VERB
gp-55	291	8	medical	medical	ADJ
gp-55	291	9	device	device	NOUN
gp-55	291	10	clinical	clinical	ADJ
gp-55	291	11	trials	trial	NOUN
gp-55	291	12	and	and	CCONJ
gp-55	291	13	research	research	NOUN
gp-55	291	14	.	.	PUNCT
gp-55	292	1	demand	demand	NOUN
gp-55	292	2	management	management	NOUN
gp-55	292	3	may	may	AUX
gp-55	292	4	need	need	VERB
gp-55	292	5	to	to	PART
gp-55	292	6	adjust	adjust	VERB
gp-55	292	7	to	to	ADP
gp-55	292	8	the	the	DET
gp-55	292	9	various	various	ADJ
gp-55	292	10	demand	demand	NOUN
gp-55	292	11	patterns	pattern	NOUN
gp-55	292	12	linked	link	VERB
gp-55	292	13	to	to	PART
gp-55	292	14	study	study	VERB
gp-55	292	15	completion	completion	NOUN
gp-55	292	16	,	,	PUNCT
gp-55	292	17	regulatory	regulatory	ADJ
gp-55	292	18	submissions	submission	NOUN
gp-55	292	19	,	,	PUNCT
gp-55	292	20	and	and	CCONJ
gp-55	292	21	clinical	clinical	ADJ
gp-55	292	22	trial	trial	NOUN
gp-55	292	23	recruitment	recruitment	NOUN
gp-55	292	24	.	.	PUNCT
gp-55	293	1	managing	manage	VERB
gp-55	293	2	demand	demand	NOUN
gp-55	293	3	for	for	ADP
gp-55	293	4	healthcare	healthcare	NOUN
gp-55	293	5	products	product	NOUN
gp-55	293	6	requires	require	VERB
gp-55	293	7	taking	take	VERB
gp-55	293	8	regulatory	regulatory	ADJ
gp-55	293	9	factors	factor	NOUN
gp-55	293	10	into	into	ADP
gp-55	293	11	account	account	NOUN
gp-55	293	12	.	.	PUNCT
gp-55	294	1	to	to	PART
gp-55	294	2	ensure	ensure	VERB
gp-55	294	3	that	that	SCONJ
gp-55	294	4	healthcare	healthcare	NOUN
gp-55	294	5	items	item	NOUN
gp-55	294	6	are	be	AUX
gp-55	294	7	accessible	accessible	ADJ
gp-55	294	8	to	to	ADP
gp-55	294	9	patients	patient	NOUN
gp-55	294	10	when	when	SCONJ
gp-55	294	11	needed	need	VERB
gp-55	294	12	,	,	PUNCT
gp-55	294	13	healthcare	healthcare	NOUN
gp-55	294	14	organizations	organization	NOUN
gp-55	294	15	,	,	PUNCT
gp-55	294	16	manufacturers	manufacturer	NOUN
gp-55	294	17	,	,	PUNCT
gp-55	294	18	and	and	CCONJ
gp-55	294	19	supply	supply	NOUN
gp-55	294	20	chain	chain	NOUN
gp-55	294	21	stakeholders	stakeholder	NOUN
gp-55	294	22	must	must	AUX
gp-55	294	23	traverse	traverse	VERB
gp-55	294	24	complicated	complicated	ADJ
gp-55	294	25	and	and	CCONJ
gp-55	294	26	developing	develop	VERB
gp-55	294	27	regulatory	regulatory	ADJ
gp-55	294	28	environments	environment	NOUN
gp-55	294	29	.	.	PUNCT
gp-55	295	1	compliance	compliance	NOUN
gp-55	295	2	with	with	ADP
gp-55	295	3	regulations	regulation	NOUN
gp-55	295	4	,	,	PUNCT
gp-55	295	5	monitoring	monitoring	NOUN
gp-55	295	6	,	,	PUNCT
gp-55	295	7	and	and	CCONJ
gp-55	295	8	a	a	DET
gp-55	295	9	proactive	proactive	ADJ
gp-55	295	10	response	response	NOUN
gp-55	295	11	to	to	ADP
gp-55	295	12	regulatory	regulatory	ADJ
gp-55	295	13	changes	change	NOUN
gp-55	295	14	should	should	AUX
gp-55	295	15	all	all	PRON
gp-55	295	16	be	be	AUX
gp-55	295	17	components	component	NOUN
gp-55	295	18	of	of	ADP
gp-55	295	19	effective	effective	ADJ
gp-55	295	20	demand	demand	NOUN
gp-55	295	21	management	management	NOUN
gp-55	295	22	plans	plan	NOUN
gp-55	295	23	.	.	PUNCT
gp-55	296	1	it	it	PRON
gp-55	296	2	is	be	AUX
gp-55	296	3	important	important	ADJ
gp-55	296	4	to	to	PART
gp-55	296	5	cooperate	cooperate	VERB
gp-55	296	6	and	and	CCONJ
gp-55	296	7	communicate	communicate	VERB
gp-55	296	8	with	with	ADP
gp-55	296	9	regulatory	regulatory	ADJ
gp-55	296	10	agencies	agency	NOUN
gp-55	296	11	to	to	PART
gp-55	296	12	match	match	VERB
gp-55	296	13	demand	demand	NOUN
gp-55	296	14	management	management	NOUN
gp-55	296	15	methods	method	NOUN
gp-55	296	16	with	with	ADP
gp-55	296	17	legal	legal	ADJ
gp-55	296	18	requirements	requirement	NOUN
gp-55	296	19	and	and	CCONJ
gp-55	296	20	ensure	ensure	VERB
gp-55	296	21	patient	patient	ADJ
gp-55	296	22	safety	safety	NOUN
gp-55	296	23	and	and	CCONJ
gp-55	296	24	the	the	DET
gp-55	296	25	overall	overall	ADJ
gp-55	296	26	performance	performance	NOUN
gp-55	296	27	of	of	ADP
gp-55	296	28	healthcare	healthcare	NOUN
gp-55	296	29	systems	system	NOUN
gp-55	296	30	.	.	PUNCT
gp-55	297	1	references	reference	NOUN
gp-55	297	2	defee	defee	NOUN
gp-55	297	3	,	,	PUNCT
gp-55	297	4	c.	c.	PROPN
gp-55	297	5	c.	c.	PROPN
gp-55	297	6	,	,	PUNCT
gp-55	297	7	&	&	CCONJ
gp-55	297	8	fugate	fugate	PROPN
gp-55	297	9	,	,	PUNCT
gp-55	297	10	b.	b.	PROPN
gp-55	297	11	s.	s.	PROPN
gp-55	297	12	(	(	PUNCT
gp-55	297	13	2010	2010	NUM
gp-55	297	14	)	)	PUNCT
gp-55	297	15	.	.	PUNCT
gp-55	298	1	changing	change	VERB
gp-55	298	2	perspective	perspective	NOUN
gp-55	298	3	of	of	ADP
gp-55	298	4	capabilities	capability	NOUN
gp-55	298	5	in	in	ADP
gp-55	298	6	the	the	DET
gp-55	298	7	dynamic	dynamic	ADJ
gp-55	298	8	supply	supply	NOUN
gp-55	298	9	chain	chain	NOUN
gp-55	298	10	era	era	NOUN
gp-55	298	11	.	.	PUNCT
gp-55	299	1	the	the	DET
gp-55	299	2	international	international	ADJ
gp-55	299	3	journal	journal	PROPN
gp-55	299	4	of	of	ADP
gp-55	299	5	logistics	logistic	NOUN
gp-55	299	6	management	management	NOUN
gp-55	299	7	,	,	PUNCT
gp-55	299	8	21(2	21(2	NUM
gp-55	299	9	)	)	PUNCT
gp-55	299	10	,	,	PUNCT
gp-55	299	11	180–206	180–206	NUM
gp-55	299	12	.	.	PUNCT
gp-55	300	1	dolgui	dolgui	NOUN
gp-55	300	2	,	,	PUNCT
gp-55	300	3	a.	a.	PROPN
gp-55	300	4	,	,	PUNCT
gp-55	300	5	&	&	CCONJ
gp-55	300	6	ivanov	ivanov	PROPN
gp-55	300	7	,	,	PUNCT
gp-55	300	8	d.	d.	PROPN
gp-55	300	9	(	(	PUNCT
gp-55	300	10	2020	2020	NUM
gp-55	300	11	)	)	PUNCT
gp-55	300	12	.	.	PUNCT
gp-55	301	1	exploring	explore	VERB
gp-55	301	2	supply	supply	NOUN
gp-55	301	3	chain	chain	NOUN
gp-55	301	4	structural	structural	ADJ
gp-55	301	5	dynamics	dynamic	NOUN
gp-55	301	6	:	:	PUNCT
gp-55	301	7	new	new	ADJ
gp-55	301	8	disruptive	disruptive	ADJ
gp-55	301	9	technologies	technology	NOUN
gp-55	301	10	and	and	CCONJ
gp-55	301	11	disruption	disruption	NOUN
gp-55	301	12	risks	risk	NOUN
gp-55	301	13	.	.	PUNCT
gp-55	302	1	in	in	ADP
gp-55	302	2	international	international	ADJ
gp-55	302	3	journal	journal	NOUN
gp-55	302	4	of	of	ADP
gp-55	302	5	production	production	NOUN
gp-55	302	6	economics	economic	NOUN
gp-55	302	7	(	(	PUNCT
gp-55	302	8	vol	vol	NOUN
gp-55	302	9	.	.	PROPN
gp-55	302	10	229	229	NUM
gp-55	302	11	,	,	PUNCT
gp-55	302	12	p.	p.	NOUN
gp-55	302	13	107886	107886	NUM
gp-55	302	14	)	)	PUNCT
gp-55	302	15	.	.	PUNCT
gp-55	303	1	elsevier	elsevier	PROPN
gp-55	303	2	.	.	PUNCT
gp-55	304	1	dubey	dubey	PROPN
gp-55	304	2	,	,	PUNCT
gp-55	304	3	r.	r.	PROPN
gp-55	304	4	,	,	PUNCT
gp-55	304	5	&	&	CCONJ
gp-55	304	6	gunasekaran	gunasekaran	NOUN
gp-55	304	7	,	,	PUNCT
gp-55	304	8	a.	a.	NOUN
gp-55	304	9	(	(	PUNCT
gp-55	304	10	2015	2015	NUM
gp-55	304	11	)	)	PUNCT
gp-55	304	12	.	.	PUNCT
gp-55	305	1	education	education	NOUN
gp-55	305	2	and	and	CCONJ
gp-55	305	3	training	training	NOUN
gp-55	305	4	for	for	ADP
gp-55	305	5	successful	successful	ADJ
gp-55	305	6	career	career	NOUN
gp-55	305	7	in	in	ADP
gp-55	305	8	big	big	ADJ
gp-55	305	9	data	datum	NOUN
gp-55	305	10	and	and	CCONJ
gp-55	305	11	business	business	NOUN
gp-55	305	12	analytics	analytic	NOUN
gp-55	305	13	.	.	PUNCT
gp-55	306	1	industrial	industrial	ADJ
gp-55	306	2	and	and	CCONJ
gp-55	306	3	commercial	commercial	ADJ
gp-55	306	4	training	training	NOUN
gp-55	306	5	,	,	PUNCT
gp-55	306	6	47(4	47(4	PROPN
gp-55	306	7	)	)	PUNCT
gp-55	306	8	,	,	PUNCT
gp-55	306	9	174–181	174–181	NUM
gp-55	306	10	.	.	PUNCT
gp-55	307	1	dubey	dubey	PROPN
gp-55	307	2	,	,	PUNCT
gp-55	307	3	r.	r.	PROPN
gp-55	307	4	,	,	PUNCT
gp-55	307	5	gunasekaran	gunasekaran	NOUN
gp-55	307	6	,	,	PUNCT
gp-55	307	7	a.	a.	NOUN
gp-55	307	8	,	,	PUNCT
gp-55	307	9	altay	altay	NOUN
gp-55	307	10	,	,	PUNCT
gp-55	307	11	n.	n.	NOUN
gp-55	307	12	,	,	PUNCT
gp-55	307	13	childe	childe	PROPN
gp-55	307	14	,	,	PUNCT
gp-55	307	15	s.	s.	PROPN
gp-55	307	16	j.	j.	PROPN
gp-55	307	17	,	,	PUNCT
gp-55	307	18	&	&	CCONJ
gp-55	307	19	papadopoulos	papadopoulos	PROPN
gp-55	307	20	,	,	PUNCT
gp-55	307	21	t.	t.	PROPN
gp-55	307	22	(	(	PUNCT
gp-55	307	23	2016	2016	NUM
gp-55	307	24	)	)	PUNCT
gp-55	307	25	.	.	PUNCT
gp-55	308	1	understanding	understand	VERB
gp-55	308	2	employee	employee	NOUN
gp-55	308	3	turnover	turnover	NOUN
gp-55	308	4	in	in	ADP
gp-55	308	5	humanitarian	humanitarian	ADJ
gp-55	308	6	organizations	organization	NOUN
gp-55	308	7	.	.	PUNCT
gp-55	309	1	industrial	industrial	ADJ
gp-55	309	2	and	and	CCONJ
gp-55	309	3	commercial	commercial	ADJ
gp-55	309	4	training	training	NOUN
gp-55	309	5	,	,	PUNCT
gp-55	309	6	48(4	48(4	NUM
gp-55	309	7	)	)	PUNCT
gp-55	309	8	,	,	PUNCT
gp-55	309	9	208–214	208–214	NUM
gp-55	309	10	.	.	PUNCT
gp-55	310	1	dubey	dubey	PROPN
gp-55	310	2	,	,	PUNCT
gp-55	310	3	r.	r.	PROPN
gp-55	310	4	,	,	PUNCT
gp-55	310	5	gunasekaran	gunasekaran	NOUN
gp-55	310	6	,	,	PUNCT
gp-55	310	7	a.	a.	NOUN
gp-55	310	8	,	,	PUNCT
gp-55	310	9	childe	childe	PROPN
gp-55	310	10	,	,	PUNCT
gp-55	310	11	s.	s.	PROPN
gp-55	310	12	j.	j.	PROPN
gp-55	310	13	,	,	PUNCT
gp-55	310	14	bryde	bryde	PROPN
gp-55	310	15	,	,	PUNCT
gp-55	310	16	d.	d.	PROPN
gp-55	310	17	j.	j.	PROPN
gp-55	310	18	,	,	PUNCT
gp-55	310	19	giannakis	giannakis	PROPN
gp-55	310	20	,	,	PUNCT
gp-55	310	21	m.	m.	NOUN
gp-55	310	22	,	,	PUNCT
gp-55	310	23	foropon	foropon	ADV
gp-55	310	24	,	,	PUNCT
gp-55	310	25	c.	c.	NOUN
gp-55	310	26	,	,	PUNCT
gp-55	310	27	roubaud	roubaud	PROPN
gp-55	310	28	,	,	PUNCT
gp-55	310	29	d.	d.	PROPN
gp-55	310	30	,	,	PUNCT
gp-55	310	31	&	&	CCONJ
gp-55	310	32	hazen	hazen	PROPN
gp-55	310	33	,	,	PUNCT
gp-55	310	34	b.	b.	PROPN
gp-55	310	35	t.	t.	PROPN
gp-55	310	36	(	(	PUNCT
gp-55	310	37	2020	2020	NUM
gp-55	310	38	)	)	PUNCT
gp-55	310	39	.	.	PUNCT
gp-55	311	1	big	big	ADJ
gp-55	311	2	data	data	PROPN
gp-55	311	3	analytics	analytic	NOUN
gp-55	311	4	and	and	CCONJ
gp-55	311	5	artificial	artificial	ADJ
gp-55	311	6	intelligence	intelligence	NOUN
gp-55	311	7	pathway	pathway	NOUN
gp-55	311	8	to	to	ADP
gp-55	311	9	operational	operational	ADJ
gp-55	311	10	performance	performance	NOUN
gp-55	311	11	under	under	ADP
gp-55	311	12	the	the	DET
gp-55	311	13	effects	effect	NOUN
gp-55	311	14	of	of	ADP
gp-55	311	15	entrepreneurial	entrepreneurial	ADJ
gp-55	311	16	orientation	orientation	NOUN
gp-55	311	17	and	and	CCONJ
gp-55	311	18	environmental	environmental	ADJ
gp-55	311	19	dynamism	dynamism	NOUN
gp-55	311	20	:	:	PUNCT
gp-55	311	21	a	a	DET
gp-55	311	22	study	study	NOUN
gp-55	311	23	of	of	ADP
gp-55	311	24	manufacturing	manufacturing	NOUN
gp-55	311	25	organisations	organisation	NOUN
gp-55	311	26	.	.	PUNCT
gp-55	312	1	international	international	ADJ
gp-55	312	2	journal	journal	PROPN
gp-55	312	3	of	of	ADP
gp-55	312	4	production	production	NOUN
gp-55	312	5	economics	economic	NOUN
gp-55	312	6	,	,	PUNCT
gp-55	312	7	226	226	NUM
gp-55	312	8	,	,	PUNCT
gp-55	312	9	107599	107599	NUM
gp-55	312	10	.	.	PUNCT
gp-55	313	1	dubey	dubey	PROPN
gp-55	313	2	,	,	PUNCT
gp-55	313	3	r.	r.	PROPN
gp-55	313	4	,	,	PUNCT
gp-55	313	5	gunasekaran	gunasekaran	NOUN
gp-55	313	6	,	,	PUNCT
gp-55	313	7	a.	a.	NOUN
gp-55	313	8	,	,	PUNCT
gp-55	313	9	childe	childe	PROPN
gp-55	313	10	,	,	PUNCT
gp-55	313	11	s.	s.	PROPN
gp-55	313	12	j.	j.	PROPN
gp-55	313	13	,	,	PUNCT
gp-55	313	14	&	&	CCONJ
gp-55	313	15	papadopoulos	papadopoulos	PROPN
gp-55	313	16	,	,	PUNCT
gp-55	313	17	t.	t.	PROPN
gp-55	313	18	(	(	PUNCT
gp-55	313	19	2018	2018	NUM
gp-55	313	20	)	)	PUNCT
gp-55	313	21	.	.	PUNCT
gp-55	314	1	skills	skill	NOUN
gp-55	314	2	needed	need	VERB
gp-55	314	3	in	in	ADP
gp-55	314	4	supply	supply	NOUN
gp-55	314	5	chain	chain	NOUN
gp-55	314	6	-	-	PUNCT
gp-55	314	7	human	human	NOUN
gp-55	314	8	agency	agency	NOUN
gp-55	314	9	and	and	CCONJ
gp-55	314	10	social	social	ADJ
gp-55	314	11	capital	capital	NOUN
gp-55	314	12	analysis	analysis	NOUN
gp-55	314	13	in	in	ADP
gp-55	314	14	third	third	ADJ
gp-55	314	15	party	party	NOUN
gp-55	314	16	logistics	logistic	NOUN
gp-55	314	17	.	.	PUNCT
gp-55	315	1	management	management	NOUN
gp-55	315	2	decision	decision	NOUN
gp-55	315	3	,	,	PUNCT
gp-55	315	4	56(1	56(1	NUM
gp-55	315	5	)	)	PUNCT
gp-55	315	6	,	,	PUNCT
gp-55	315	7	143–159	143–159	NUM
gp-55	315	8	.	.	PUNCT
gp-55	316	1	dubey	dubey	PROPN
gp-55	316	2	,	,	PUNCT
gp-55	316	3	r.	r.	PROPN
gp-55	316	4	,	,	PUNCT
gp-55	316	5	gunasekaran	gunasekaran	NOUN
gp-55	316	6	,	,	PUNCT
gp-55	316	7	a.	a.	NOUN
gp-55	316	8	,	,	PUNCT
gp-55	316	9	childe	childe	PROPN
gp-55	316	10	,	,	PUNCT
gp-55	316	11	s.	s.	PROPN
gp-55	316	12	j.	j.	PROPN
gp-55	316	13	,	,	PUNCT
gp-55	316	14	papadopoulos	papadopoulos	PROPN
gp-55	316	15	,	,	PUNCT
gp-55	316	16	t.	t.	PROPN
gp-55	316	17	,	,	PUNCT
gp-55	316	18	&	&	CCONJ
gp-55	316	19	wamba	wamba	PROPN
gp-55	316	20	,	,	PUNCT
gp-55	316	21	s.	s.	PROPN
gp-55	316	22	f.	f.	PROPN
gp-55	316	23	(	(	PUNCT
gp-55	316	24	2017	2017	NUM
gp-55	316	25	)	)	PUNCT
gp-55	316	26	.	.	PUNCT
gp-55	317	1	world	world	NOUN
gp-55	317	2	class	class	PROPN
gp-55	317	3	sustainable	sustainable	ADJ
gp-55	317	4	supply	supply	NOUN
gp-55	317	5	chain	chain	NOUN
gp-55	317	6	management	management	NOUN
gp-55	317	7	:	:	PUNCT
gp-55	317	8	critical	critical	ADJ
gp-55	317	9	review	review	NOUN
gp-55	317	10	and	and	CCONJ
gp-55	317	11	further	further	ADJ
gp-55	317	12	research	research	NOUN
gp-55	317	13	directions	direction	NOUN
gp-55	317	14	.	.	PUNCT
gp-55	318	1	the	the	DET
gp-55	318	2	international	international	ADJ
gp-55	318	3	journal	journal	PROPN
gp-55	318	4	of	of	ADP
gp-55	318	5	logistics	logistic	NOUN
gp-55	318	6	management	management	NOUN
gp-55	318	7	,	,	PUNCT
gp-55	318	8	28(2	28(2	NUM
gp-55	318	9	)	)	PUNCT
gp-55	318	10	,	,	PUNCT
gp-55	318	11	332–362	332–362	NUM
gp-55	318	12	.	.	PUNCT
gp-55	319	1	dubois	dubois	PROPN
gp-55	319	2	,	,	PUNCT
gp-55	319	3	a.	a.	PROPN
gp-55	319	4	,	,	PUNCT
gp-55	319	5	&	&	CCONJ
gp-55	319	6	gibbert	gibbert	PROPN
gp-55	319	7	,	,	PUNCT
gp-55	319	8	m.	m.	NOUN
gp-55	319	9	(	(	PUNCT
gp-55	319	10	2010	2010	NUM
gp-55	319	11	)	)	PUNCT
gp-55	319	12	.	.	PUNCT
gp-55	320	1	from	from	ADP
gp-55	320	2	complexity	complexity	NOUN
gp-55	320	3	to	to	ADP
gp-55	320	4	transparency	transparency	NOUN
gp-55	320	5	:	:	PUNCT
gp-55	320	6	managing	manage	VERB
gp-55	320	7	the	the	DET
gp-55	320	8	moazam	moazam	PROPN
gp-55	320	9	niaz	niaz	PROPN
gp-55	320	10	,	,	PUNCT
gp-55	320	11	urenna	urenna	PROPN
gp-55	320	12	nwagwu	nwagwu	PROPN
gp-55	320	13	329	329	NUM
gp-55	320	14	interplay	interplay	NOUN
gp-55	320	15	between	between	ADP
gp-55	320	16	theory	theory	NOUN
gp-55	320	17	,	,	PUNCT
gp-55	320	18	method	method	NOUN
gp-55	320	19	and	and	CCONJ
gp-55	320	20	empirical	empirical	ADJ
gp-55	320	21	phenomena	phenomenon	NOUN
gp-55	320	22	in	in	ADP
gp-55	320	23	imm	imm	NOUN
gp-55	320	24	case	case	NOUN
gp-55	320	25	studies	study	NOUN
gp-55	320	26	.	.	PUNCT
gp-55	321	1	industrial	industrial	ADJ
gp-55	321	2	marketing	marketing	NOUN
gp-55	321	3	management	management	NOUN
gp-55	321	4	,	,	PUNCT
gp-55	321	5	39(1	39(1	NUM
gp-55	321	6	)	)	PUNCT
gp-55	321	7	,	,	PUNCT
gp-55	321	8	129–136	129–136	NUM
gp-55	321	9	.	.	PUNCT
gp-55	322	1	dwivedi	dwivedi	PROPN
gp-55	322	2	,	,	PUNCT
gp-55	322	3	y.	y.	PROPN
gp-55	322	4	k.	k.	PROPN
gp-55	322	5	,	,	PUNCT
gp-55	322	6	hughes	hughes	PROPN
gp-55	322	7	,	,	PUNCT
gp-55	322	8	l.	l.	PROPN
gp-55	322	9	,	,	PUNCT
gp-55	322	10	ismagilova	ismagilova	PROPN
gp-55	322	11	,	,	PUNCT
gp-55	322	12	e.	e.	PROPN
gp-55	322	13	,	,	PUNCT
gp-55	322	14	aarts	aart	NOUN
gp-55	322	15	,	,	PUNCT
gp-55	322	16	g.	g.	PROPN
gp-55	322	17	,	,	PUNCT
gp-55	322	18	coombs	coombs	PROPN
gp-55	322	19	,	,	PUNCT
gp-55	322	20	c.	c.	PROPN
gp-55	322	21	,	,	PUNCT
gp-55	322	22	crick	crick	NOUN
gp-55	322	23	,	,	PUNCT
gp-55	322	24	t.	t.	PROPN
gp-55	322	25	,	,	PUNCT
gp-55	322	26	duan	duan	PROPN
gp-55	322	27	,	,	PUNCT
gp-55	322	28	y.	y.	PROPN
gp-55	322	29	,	,	PUNCT
gp-55	322	30	dwivedi	dwivedi	PROPN
gp-55	322	31	,	,	PUNCT
gp-55	322	32	r.	r.	PROPN
gp-55	322	33	,	,	PUNCT
gp-55	322	34	edwards	edwards	PROPN
gp-55	322	35	,	,	PUNCT
gp-55	322	36	j.	j.	PROPN
gp-55	322	37	,	,	PUNCT
gp-55	322	38	&	&	CCONJ
gp-55	322	39	eirug	eirug	PROPN
gp-55	322	40	,	,	PUNCT
gp-55	322	41	a.	a.	NOUN
gp-55	322	42	(	(	PUNCT
gp-55	322	43	2021	2021	NUM
gp-55	322	44	)	)	PUNCT
gp-55	322	45	.	.	PUNCT
gp-55	323	1	artificial	artificial	ADJ
gp-55	323	2	intelligence	intelligence	NOUN
gp-55	323	3	(	(	PUNCT
gp-55	323	4	ai	ai	VERB
gp-55	323	5	):	):	PUNCT
gp-55	323	6	multidisciplinary	multidisciplinary	ADJ
gp-55	323	7	perspectives	perspective	NOUN
gp-55	323	8	on	on	ADP
gp-55	323	9	emerging	emerge	VERB
gp-55	323	10	challenges	challenge	NOUN
gp-55	323	11	,	,	PUNCT
gp-55	323	12	opportunities	opportunity	NOUN
gp-55	323	13	,	,	PUNCT
gp-55	323	14	and	and	CCONJ
gp-55	323	15	agenda	agenda	NOUN
gp-55	323	16	for	for	ADP
gp-55	323	17	research	research	NOUN
gp-55	323	18	,	,	PUNCT
gp-55	323	19	practice	practice	NOUN
gp-55	323	20	and	and	CCONJ
gp-55	323	21	policy	policy	NOUN
gp-55	323	22	.	.	PUNCT
gp-55	324	1	international	international	ADJ
gp-55	324	2	journal	journal	PROPN
gp-55	324	3	of	of	ADP
gp-55	324	4	information	information	NOUN
gp-55	324	5	management	management	NOUN
gp-55	324	6	,	,	PUNCT
gp-55	324	7	57	57	NUM
gp-55	324	8	,	,	PUNCT
gp-55	324	9	101994	101994	NUM
gp-55	324	10	.	.	PUNCT
gp-55	325	1	eisenhardt	eisenhardt	PROPN
gp-55	325	2	,	,	PUNCT
gp-55	325	3	k.	k.	PROPN
gp-55	325	4	m.	m.	PROPN
gp-55	325	5	(	(	PUNCT
gp-55	325	6	1989	1989	NUM
gp-55	325	7	)	)	PUNCT
gp-55	325	8	.	.	PUNCT
gp-55	326	1	building	build	VERB
gp-55	326	2	theories	theory	NOUN
gp-55	326	3	from	from	ADP
gp-55	326	4	case	case	NOUN
gp-55	326	5	study	study	NOUN
gp-55	326	6	research	research	NOUN
gp-55	326	7	.	.	PUNCT
gp-55	327	1	the	the	DET
gp-55	327	2	academy	academy	PROPN
gp-55	327	3	of	of	ADP
gp-55	327	4	management	management	PROPN
gp-55	327	5	review	review	PROPN
gp-55	327	6	,	,	PUNCT
gp-55	327	7	14(4	14(4	NUM
gp-55	327	8	)	)	PUNCT
gp-55	327	9	,	,	PUNCT
gp-55	327	10	532–550	532–550	NUM
gp-55	327	11	.	.	PUNCT
gp-55	327	12	https://doi.org/10.2307/258557	https://doi.org/10.2307/258557	X
gp-55	328	1	flynn	flynn	PROPN
gp-55	328	2	,	,	PUNCT
gp-55	328	3	b.	b.	PROPN
gp-55	328	4	,	,	PUNCT
gp-55	328	5	cantor	cantor	PROPN
gp-55	328	6	,	,	PUNCT
gp-55	328	7	d.	d.	PROPN
gp-55	328	8	,	,	PUNCT
gp-55	328	9	pagell	pagell	PROPN
gp-55	328	10	,	,	PUNCT
gp-55	328	11	m.	m.	NOUN
gp-55	328	12	,	,	PUNCT
gp-55	328	13	dooley	dooley	PROPN
gp-55	328	14	,	,	PUNCT
gp-55	328	15	k.	k.	PROPN
gp-55	328	16	j.	j.	PROPN
gp-55	328	17	,	,	PUNCT
gp-55	328	18	&	&	CCONJ
gp-55	328	19	azadegan	azadegan	PROPN
gp-55	328	20	,	,	PUNCT
gp-55	328	21	a.	a.	NOUN
gp-55	328	22	(	(	PUNCT
gp-55	328	23	2021	2021	NUM
gp-55	328	24	)	)	PUNCT
gp-55	328	25	.	.	PUNCT
gp-55	329	1	from	from	ADP
gp-55	329	2	the	the	DET
gp-55	329	3	editors	editor	NOUN
gp-55	329	4	:	:	PUNCT
gp-55	329	5	introduction	introduction	NOUN
gp-55	329	6	to	to	ADP
gp-55	329	7	managing	manage	VERB
gp-55	329	8	supply	supply	NOUN
gp-55	329	9	chains	chain	NOUN
gp-55	329	10	beyond	beyond	ADP
gp-55	329	11	covid‐19‐preparing	covid‐19‐prepare	VERB
gp-55	329	12	for	for	ADP
gp-55	329	13	the	the	DET
gp-55	329	14	next	next	ADJ
gp-55	329	15	global	global	ADJ
gp-55	329	16	mega‐disruption	mega‐disruption	NOUN
gp-55	329	17	.	.	PUNCT
gp-55	330	1	in	in	ADP
gp-55	330	2	journal	journal	PROPN
gp-55	330	3	of	of	ADP
gp-55	330	4	supply	supply	NOUN
gp-55	330	5	chain	chain	NOUN
gp-55	330	6	management	management	NOUN
gp-55	330	7	(	(	PUNCT
gp-55	330	8	vol	vol	NOUN
gp-55	330	9	.	.	PROPN
gp-55	330	10	57	57	NUM
gp-55	330	11	,	,	PUNCT
gp-55	330	12	issue	issue	NOUN
gp-55	330	13	1	1	NUM
gp-55	330	14	,	,	PUNCT
gp-55	330	15	pp	pp	ADJ
gp-55	330	16	.	.	PUNCT
gp-55	331	1	3–6	3–6	NUM
gp-55	331	2	)	)	PUNCT
gp-55	331	3	.	.	PUNCT
gp-55	332	1	wiley	wiley	PROPN
gp-55	332	2	online	online	PROPN
gp-55	332	3	library	library	PROPN
gp-55	332	4	.	.	PUNCT
gp-55	333	1	gammelgaard	gammelgaard	PROPN
gp-55	333	2	,	,	PUNCT
gp-55	333	3	b.	b.	PROPN
gp-55	333	4	(	(	PUNCT
gp-55	333	5	2017	2017	NUM
gp-55	333	6	)	)	PUNCT
gp-55	333	7	.	.	PUNCT
gp-55	334	1	the	the	DET
gp-55	334	2	qualitative	qualitative	ADJ
gp-55	334	3	case	case	NOUN
gp-55	334	4	study	study	NOUN
gp-55	334	5	.	.	PUNCT
gp-55	335	1	the	the	DET
gp-55	335	2	international	international	ADJ
gp-55	335	3	journal	journal	PROPN
gp-55	335	4	of	of	ADP
gp-55	335	5	logistics	logistic	NOUN
gp-55	335	6	management	management	NOUN
gp-55	335	7	,	,	PUNCT
gp-55	335	8	28(4	28(4	NUM
gp-55	335	9	)	)	PUNCT
gp-55	335	10	,	,	PUNCT
gp-55	335	11	910–913	910–913	NUM
gp-55	335	12	.	.	PUNCT
gp-55	336	1	gibbs	gibbs	PROPN
gp-55	336	2	,	,	PUNCT
gp-55	336	3	g.	g.	PROPN
gp-55	336	4	r.	r.	PROPN
gp-55	336	5	(	(	PUNCT
gp-55	336	6	2007	2007	NUM
gp-55	336	7	)	)	PUNCT
gp-55	336	8	.	.	PUNCT
gp-55	337	1	thematic	thematic	ADJ
gp-55	337	2	coding	coding	NOUN
gp-55	337	3	and	and	CCONJ
gp-55	337	4	categorizing	categorize	VERB
gp-55	337	5	.	.	PUNCT
gp-55	338	1	analyzing	analyze	VERB
gp-55	338	2	qualitative	qualitative	ADJ
gp-55	338	3	data	datum	NOUN
gp-55	338	4	,	,	PUNCT
gp-55	338	5	703	703	NUM
gp-55	338	6	,	,	PUNCT
gp-55	338	7	38–56	38–56	NUM
gp-55	338	8	.	.	PUNCT
gp-55	339	1	gligor	gligor	PROPN
gp-55	339	2	,	,	PUNCT
gp-55	339	3	d.	d.	PROPN
gp-55	339	4	m.	m.	PROPN
gp-55	339	5	,	,	PUNCT
gp-55	339	6	&	&	CCONJ
gp-55	339	7	autry	autry	PROPN
gp-55	339	8	,	,	PUNCT
gp-55	339	9	c.	c.	PROPN
gp-55	339	10	w.	w.	PROPN
gp-55	339	11	(	(	PUNCT
gp-55	339	12	2012	2012	NUM
gp-55	339	13	)	)	PUNCT
gp-55	339	14	.	.	PUNCT
gp-55	340	1	the	the	DET
gp-55	340	2	role	role	NOUN
gp-55	340	3	of	of	ADP
gp-55	340	4	personal	personal	ADJ
gp-55	340	5	relationships	relationship	NOUN
gp-55	340	6	in	in	ADP
gp-55	340	7	facilitating	facilitate	VERB
gp-55	340	8	supply	supply	NOUN
gp-55	340	9	chain	chain	NOUN
gp-55	340	10	communications	communication	NOUN
gp-55	340	11	:	:	PUNCT
gp-55	340	12	a	a	DET
gp-55	340	13	qualitative	qualitative	ADJ
gp-55	340	14	study	study	NOUN
gp-55	340	15	.	.	PUNCT
gp-55	341	1	journal	journal	PROPN
gp-55	341	2	of	of	ADP
gp-55	341	3	supply	supply	NOUN
gp-55	341	4	chain	chain	NOUN
gp-55	341	5	management	management	NOUN
gp-55	341	6	,	,	PUNCT
gp-55	341	7	48(1	48(1	NOUN
gp-55	341	8	)	)	PUNCT
gp-55	341	9	,	,	PUNCT
gp-55	341	10	24–43	24–43	PROPN
gp-55	341	11	.	.	PUNCT
gp-55	341	12	grant	grant	PROPN
gp-55	341	13	,	,	PUNCT
gp-55	341	14	r.	r.	PROPN
gp-55	341	15	m.	m.	PROPN
gp-55	341	16	(	(	PUNCT
gp-55	341	17	1991	1991	NUM
gp-55	341	18	)	)	PUNCT
gp-55	341	19	.	.	PUNCT
gp-55	342	1	the	the	DET
gp-55	342	2	resource	resource	NOUN
gp-55	342	3	-	-	PUNCT
gp-55	342	4	based	base	VERB
gp-55	342	5	theory	theory	NOUN
gp-55	342	6	of	of	ADP
gp-55	342	7	competitive	competitive	ADJ
gp-55	342	8	advantage	advantage	NOUN
gp-55	342	9	:	:	PUNCT
gp-55	342	10	implications	implication	NOUN
gp-55	342	11	for	for	ADP
gp-55	342	12	strategy	strategy	NOUN
gp-55	342	13	formulation	formulation	NOUN
gp-55	342	14	.	.	PUNCT
gp-55	343	1	california	california	PROPN
gp-55	343	2	management	management	PROPN
gp-55	343	3	review	review	PROPN
gp-55	343	4	,	,	PUNCT
gp-55	343	5	33(3	33(3	NOUN
gp-55	343	6	)	)	PUNCT
gp-55	343	7	,	,	PUNCT
gp-55	343	8	114–135	114–135	NUM
gp-55	343	9	.	.	PUNCT
gp-55	344	1	gupta	gupta	PROPN
gp-55	344	2	,	,	PUNCT
gp-55	344	3	s.	s.	PROPN
gp-55	344	4	,	,	PUNCT
gp-55	344	5	modgil	modgil	PROPN
gp-55	344	6	,	,	PUNCT
gp-55	344	7	s.	s.	PROPN
gp-55	344	8	,	,	PUNCT
gp-55	344	9	bhattacharyya	bhattacharyya	ADJ
gp-55	344	10	,	,	PUNCT
gp-55	344	11	s.	s.	PROPN
gp-55	344	12	,	,	PUNCT
gp-55	344	13	&	&	CCONJ
gp-55	344	14	bose	bose	PROPN
gp-55	344	15	,	,	PUNCT
gp-55	344	16	i.	i.	PROPN
gp-55	344	17	(	(	PUNCT
gp-55	344	18	2022	2022	NUM
gp-55	344	19	)	)	PUNCT
gp-55	344	20	.	.	PUNCT
gp-55	345	1	artificial	artificial	ADJ
gp-55	345	2	intelligence	intelligence	NOUN
gp-55	345	3	for	for	ADP
gp-55	345	4	decision	decision	NOUN
gp-55	345	5	support	support	NOUN
gp-55	345	6	systems	system	NOUN
gp-55	345	7	in	in	ADP
gp-55	345	8	the	the	DET
gp-55	345	9	field	field	NOUN
gp-55	345	10	of	of	ADP
gp-55	345	11	operations	operation	NOUN
gp-55	345	12	research	research	NOUN
gp-55	345	13	:	:	PUNCT
gp-55	345	14	review	review	NOUN
gp-55	345	15	and	and	CCONJ
gp-55	345	16	future	future	ADJ
gp-55	345	17	scope	scope	NOUN
gp-55	345	18	of	of	ADP
gp-55	345	19	research	research	NOUN
gp-55	345	20	.	.	PUNCT
gp-55	346	1	annals	annal	NOUN
gp-55	346	2	of	of	ADP
gp-55	346	3	operations	operation	NOUN
gp-55	346	4	research	research	NOUN
gp-55	346	5	,	,	PUNCT
gp-55	346	6	1–60	1–60	PROPN
gp-55	346	7	.	.	PUNCT
gp-55	347	1	gupta	gupta	PROPN
gp-55	347	2	,	,	PUNCT
gp-55	347	3	s.	s.	PROPN
gp-55	347	4	,	,	PUNCT
gp-55	347	5	modgil	modgil	PROPN
gp-55	347	6	,	,	PUNCT
gp-55	347	7	s.	s.	PROPN
gp-55	347	8	,	,	PUNCT
gp-55	347	9	gunasekaran	gunasekaran	NOUN
gp-55	347	10	,	,	PUNCT
gp-55	347	11	a.	a.	NOUN
gp-55	347	12	,	,	PUNCT
gp-55	347	13	&	&	CCONJ
gp-55	347	14	bag	bag	PROPN
gp-55	347	15	,	,	PUNCT
gp-55	347	16	s.	s.	PROPN
gp-55	347	17	(	(	PUNCT
gp-55	347	18	2020	2020	NUM
gp-55	347	19	)	)	PUNCT
gp-55	347	20	.	.	PUNCT
gp-55	348	1	dynamic	dynamic	ADJ
gp-55	348	2	capabilities	capability	NOUN
gp-55	348	3	and	and	CCONJ
gp-55	348	4	institutional	institutional	ADJ
gp-55	348	5	theories	theory	NOUN
gp-55	348	6	for	for	ADP
gp-55	348	7	industry	industry	NOUN
gp-55	348	8	4.0	4.0	NUM
gp-55	348	9	and	and	CCONJ
gp-55	348	10	digital	digital	ADJ
gp-55	348	11	supply	supply	NOUN
gp-55	348	12	chain	chain	NOUN
gp-55	348	13	.	.	PUNCT
gp-55	349	1	supply	supply	PROPN
gp-55	349	2	chain	chain	PROPN
gp-55	349	3	forum	forum	PROPN
gp-55	349	4	:	:	PUNCT
gp-55	349	5	an	an	DET
gp-55	349	6	international	international	ADJ
gp-55	349	7	journal	journal	NOUN
gp-55	349	8	,	,	PUNCT
gp-55	349	9	21(3	21(3	NUM
gp-55	349	10	)	)	PUNCT
gp-55	349	11	,	,	PUNCT
gp-55	349	12	139–157	139–157	NUM
gp-55	349	13	.	.	PUNCT
gp-55	350	1	guzman	guzman	PROPN
gp-55	350	2	,	,	PUNCT
gp-55	350	3	a.	a.	PROPN
gp-55	350	4	l.	l.	PROPN
gp-55	350	5	,	,	PUNCT
gp-55	350	6	&	&	CCONJ
gp-55	350	7	lewis	lewis	PROPN
gp-55	350	8	,	,	PUNCT
gp-55	350	9	s.	s.	PROPN
gp-55	350	10	c.	c.	PROPN
gp-55	350	11	(	(	PUNCT
gp-55	350	12	2020	2020	NUM
gp-55	350	13	)	)	PUNCT
gp-55	350	14	.	.	PUNCT
gp-55	351	1	artificial	artificial	ADJ
gp-55	351	2	intelligence	intelligence	NOUN
gp-55	351	3	and	and	CCONJ
gp-55	351	4	communication	communication	NOUN
gp-55	351	5	:	:	PUNCT
gp-55	351	6	a	a	DET
gp-55	351	7	human	human	ADJ
gp-55	351	8	–	–	PUNCT
gp-55	351	9	machine	machine	NOUN
gp-55	351	10	communication	communication	NOUN
gp-55	351	11	research	research	NOUN
gp-55	351	12	agenda	agenda	NOUN
gp-55	351	13	.	.	PUNCT
gp-55	352	1	new	new	ADJ
gp-55	352	2	media	medium	NOUN
gp-55	352	3	&	&	CCONJ
gp-55	352	4	society	society	NOUN
gp-55	352	5	,	,	PUNCT
gp-55	352	6	22(1	22(1	NUM
gp-55	352	7	)	)	PUNCT
gp-55	352	8	,	,	PUNCT
gp-55	352	9	70–86	70–86	NUM
gp-55	352	10	.	.	PUNCT
gp-55	352	11	handfield	handfield	PROPN
gp-55	352	12	,	,	PUNCT
gp-55	352	13	r.	r.	PROPN
gp-55	352	14	b.	b.	PROPN
gp-55	352	15	,	,	PUNCT
gp-55	352	16	graham	graham	PROPN
gp-55	352	17	,	,	PUNCT
gp-55	352	18	g.	g.	PROPN
gp-55	352	19	,	,	PUNCT
gp-55	352	20	&	&	CCONJ
gp-55	352	21	burns	burn	NOUN
gp-55	352	22	,	,	PUNCT
gp-55	352	23	l.	l.	PROPN
gp-55	352	24	(	(	PUNCT
gp-55	352	25	2020	2020	NUM
gp-55	352	26	)	)	PUNCT
gp-55	352	27	.	.	PUNCT
gp-55	353	1	corona	corona	PROPN
gp-55	353	2	virus	virus	PROPN
gp-55	353	3	,	,	PUNCT
gp-55	353	4	tariffs	tariff	NOUN
gp-55	353	5	,	,	PUNCT
gp-55	353	6	trade	trade	NOUN
gp-55	353	7	wars	war	NOUN
gp-55	353	8	and	and	CCONJ
gp-55	353	9	supply	supply	NOUN
gp-55	353	10	chain	chain	VERB
gp-55	353	11	evolutionary	evolutionary	ADJ
gp-55	353	12	design	design	NOUN
gp-55	353	13	.	.	PUNCT
gp-55	354	1	international	international	ADJ
gp-55	354	2	journal	journal	PROPN
gp-55	354	3	of	of	ADP
gp-55	354	4	operations	operation	NOUN
gp-55	354	5	&	&	CCONJ
gp-55	354	6	production	production	NOUN
gp-55	354	7	management	management	NOUN
gp-55	354	8	,	,	PUNCT
gp-55	354	9	40(10	40(10	PROPN
gp-55	354	10	)	)	PUNCT
gp-55	354	11	,	,	PUNCT
gp-55	354	12	1649–1660	1649–1660	NOUN
gp-55	354	13	.	.	PUNCT
gp-55	355	1	hansen	hansen	PROPN
gp-55	355	2	,	,	PUNCT
gp-55	355	3	s.	s.	PROPN
gp-55	355	4	g.	g.	PROPN
gp-55	355	5	,	,	PUNCT
gp-55	355	6	blakely	blakely	ADV
gp-55	355	7	,	,	PUNCT
gp-55	355	8	a.	a.	PROPN
gp-55	355	9	w.	w.	PROPN
gp-55	355	10	,	,	PUNCT
gp-55	355	11	dolata	dolata	PROPN
gp-55	355	12	,	,	PUNCT
gp-55	355	13	j.	j.	PROPN
gp-55	355	14	k.	k.	PROPN
gp-55	355	15	,	,	PUNCT
gp-55	355	16	raulston	raulston	PROPN
gp-55	355	17	,	,	PUNCT
gp-55	355	18	t.	t.	PROPN
gp-55	355	19	,	,	PUNCT
gp-55	355	20	&	&	CCONJ
gp-55	355	21	machalicek	machalicek	PROPN
gp-55	355	22	,	,	PUNCT
gp-55	355	23	w.	w.	PROPN
gp-55	355	24	(	(	PUNCT
gp-55	355	25	2014	2014	NUM
gp-55	355	26	)	)	PUNCT
gp-55	355	27	.	.	PUNCT
gp-55	356	1	children	child	NOUN
gp-55	356	2	with	with	ADP
gp-55	356	3	autism	autism	NOUN
gp-55	356	4	in	in	ADP
gp-55	356	5	the	the	DET
gp-55	356	6	inclusive	inclusive	ADJ
gp-55	356	7	preschool	preschool	ADJ
gp-55	356	8	classroom	classroom	NOUN
gp-55	356	9	:	:	PUNCT
gp-55	356	10	a	a	DET
gp-55	356	11	systematic	systematic	ADJ
gp-55	356	12	review	review	NOUN
gp-55	356	13	of	of	ADP
gp-55	356	14	single	single	ADJ
gp-55	356	15	-	-	PUNCT
gp-55	356	16	subject	subject	NOUN
gp-55	356	17	design	design	NOUN
gp-55	356	18	interventions	intervention	NOUN
gp-55	356	19	on	on	ADP
gp-55	356	20	social	social	ADJ
gp-55	356	21	communication	communication	NOUN
gp-55	356	22	skills	skill	NOUN
gp-55	356	23	.	.	PUNCT
gp-55	357	1	review	review	NOUN
gp-55	357	2	journal	journal	NOUN
gp-55	357	3	of	of	ADP
gp-55	357	4	autism	autism	NOUN
gp-55	357	5	and	and	CCONJ
gp-55	357	6	developmental	developmental	ADJ
gp-55	357	7	disorders	disorder	NOUN
gp-55	357	8	,	,	PUNCT
gp-55	357	9	1(3	1(3	NUM
gp-55	357	10	)	)	PUNCT
gp-55	357	11	,	,	PUNCT
gp-55	357	12	192–206	192–206	NUM
gp-55	357	13	.	.	PUNCT
gp-55	358	1	https://doi.org/10.1007/s40489-014-0020-y	https://doi.org/10.1007/s40489-014-0020-y	PROPN
gp-55	358	2	huang	huang	PROPN
gp-55	358	3	,	,	PUNCT
gp-55	358	4	m.-h	m.-h	PROPN
gp-55	358	5	.	.	PROPN
gp-55	358	6	,	,	PUNCT
gp-55	358	7	&	&	CCONJ
gp-55	358	8	rust	rust	PROPN
gp-55	358	9	,	,	PUNCT
gp-55	358	10	r.	r.	PROPN
gp-55	358	11	t.	t.	PROPN
gp-55	358	12	(	(	PUNCT
gp-55	358	13	2021	2021	NUM
gp-55	358	14	)	)	PUNCT
gp-55	358	15	.	.	PUNCT
gp-55	358	16	engaged	engage	VERB
gp-55	358	17	to	to	ADP
gp-55	358	18	a	a	DET
gp-55	358	19	robot	robot	NOUN
gp-55	358	20	?	?	PUNCT
gp-55	359	1	the	the	DET
gp-55	359	2	role	role	NOUN
gp-55	359	3	of	of	ADP
gp-55	359	4	ai	ai	VERB
gp-55	359	5	in	in	ADP
gp-55	359	6	service	service	NOUN
gp-55	359	7	.	.	PUNCT
gp-55	360	1	journal	journal	PROPN
gp-55	360	2	of	of	ADP
gp-55	360	3	service	service	NOUN
gp-55	360	4	research	research	NOUN
gp-55	360	5	,	,	PUNCT
gp-55	360	6	24(1	24(1	NUM
gp-55	360	7	)	)	PUNCT
gp-55	360	8	,	,	PUNCT
gp-55	360	9	30–41	30–41	NUM
gp-55	360	10	.	.	PUNCT
gp-55	361	1	ivanov	ivanov	PROPN
gp-55	361	2	,	,	PUNCT
gp-55	361	3	d.	d.	PROPN
gp-55	361	4	(	(	PUNCT
gp-55	361	5	2021	2021	NUM
gp-55	361	6	)	)	PUNCT
gp-55	361	7	.	.	PUNCT
gp-55	362	1	lean	lean	ADJ
gp-55	362	2	resilience	resilience	NOUN
gp-55	362	3	:	:	PUNCT
gp-55	362	4	aura	aura	NOUN
gp-55	362	5	(	(	PUNCT
gp-55	362	6	active	active	ADJ
gp-55	362	7	usage	usage	NOUN
gp-55	362	8	of	of	ADP
gp-55	362	9	resilience	resilience	NOUN
gp-55	362	10	assets	asset	NOUN
gp-55	362	11	)	)	PUNCT
gp-55	362	12	framework	framework	NOUN
gp-55	362	13	for	for	ADP
gp-55	362	14	post	post	ADJ
gp-55	362	15	-	-	ADJ
gp-55	362	16	covid-19	covid-19	ADJ
gp-55	362	17	supply	supply	NOUN
gp-55	362	18	chain	chain	NOUN
gp-55	362	19	management	management	NOUN
gp-55	362	20	.	.	PUNCT
gp-55	363	1	the	the	DET
gp-55	363	2	international	international	ADJ
gp-55	363	3	journal	journal	PROPN
gp-55	363	4	of	of	ADP
gp-55	363	5	logistics	logistic	NOUN
gp-55	363	6	management	management	NOUN
gp-55	363	7	,	,	PUNCT
gp-55	363	8	33(4	33(4	NUM
gp-55	363	9	)	)	PUNCT
gp-55	363	10	,	,	PUNCT
gp-55	363	11	1196–1217	1196–1217	NUM
gp-55	363	12	.	.	PUNCT
gp-55	364	1	ivanov	ivanov	PROPN
gp-55	364	2	,	,	PUNCT
gp-55	364	3	d.	d.	PROPN
gp-55	364	4	(	(	PUNCT
gp-55	364	5	2022	2022	NUM
gp-55	364	6	)	)	PUNCT
gp-55	364	7	.	.	PUNCT
gp-55	365	1	viable	viable	ADJ
gp-55	365	2	supply	supply	NOUN
gp-55	365	3	chain	chain	NOUN
gp-55	365	4	model	model	NOUN
gp-55	365	5	:	:	PUNCT
gp-55	365	6	integrating	integrate	VERB
gp-55	365	7	agility	agility	NOUN
gp-55	365	8	,	,	PUNCT
gp-55	365	9	resilience	resilience	NOUN
gp-55	365	10	and	and	CCONJ
gp-55	365	11	sustainability	sustainability	NOUN
gp-55	365	12	perspectives	perspective	NOUN
gp-55	365	13	—	—	PUNCT
gp-55	365	14	lessons	lesson	NOUN
gp-55	365	15	from	from	ADP
gp-55	365	16	and	and	CCONJ
gp-55	365	17	thinking	think	VERB
gp-55	365	18	beyond	beyond	ADP
gp-55	365	19	the	the	DET
gp-55	365	20	covid-19	covid-19	PROPN
gp-55	365	21	pandemic	pandemic	NOUN
gp-55	365	22	.	.	PUNCT
gp-55	366	1	annals	annal	NOUN
gp-55	366	2	of	of	ADP
gp-55	366	3	operations	operation	NOUN
gp-55	366	4	research	research	NOUN
gp-55	366	5	,	,	PUNCT
gp-55	366	6	319(1	319(1	NUM
gp-55	366	7	)	)	PUNCT
gp-55	366	8	,	,	PUNCT
gp-55	366	9	1411–1431	1411–1431	NUM
gp-55	366	10	.	.	PUNCT
gp-55	367	1	american	american	ADJ
gp-55	367	2	journal	journal	PROPN
gp-55	367	3	of	of	ADP
gp-55	367	4	economic	economic	ADJ
gp-55	367	5	and	and	CCONJ
gp-55	367	6	management	management	NOUN
gp-55	367	7	business	business	NOUN
gp-55	367	8	vol	vol	NOUN
gp-55	367	9	.	.	PROPN
gp-55	367	10	2	2	NUM
gp-55	367	11	no	no	NOUN
gp-55	367	12	.	.	NOUN
gp-55	367	13	8	8	NUM
gp-55	367	14	august	august	PROPN
gp-55	367	15	2023	2023	NUM
gp-55	367	16	330	330	NUM
gp-55	367	17	ivanov	ivanov	NOUN
gp-55	367	18	,	,	PUNCT
gp-55	367	19	d.	d.	PROPN
gp-55	367	20	,	,	PUNCT
gp-55	367	21	&	&	CCONJ
gp-55	367	22	dolgui	dolgui	PROPN
gp-55	367	23	,	,	PUNCT
gp-55	367	24	a.	a.	NOUN
gp-55	367	25	(	(	PUNCT
gp-55	367	26	2020	2020	NUM
gp-55	367	27	)	)	PUNCT
gp-55	367	28	.	.	PUNCT
gp-55	368	1	viability	viability	NOUN
gp-55	368	2	of	of	ADP
gp-55	368	3	intertwined	intertwine	VERB
gp-55	368	4	supply	supply	NOUN
gp-55	368	5	networks	network	NOUN
gp-55	368	6	:	:	PUNCT
gp-55	368	7	extending	extend	VERB
gp-55	368	8	the	the	DET
gp-55	368	9	supply	supply	NOUN
gp-55	368	10	chain	chain	NOUN
gp-55	368	11	resilience	resilience	NOUN
gp-55	368	12	angles	angle	NOUN
gp-55	368	13	towards	towards	ADP
gp-55	368	14	survivability	survivability	NOUN
gp-55	368	15	.	.	PUNCT
gp-55	369	1	a	a	DET
gp-55	369	2	position	position	NOUN
gp-55	369	3	paper	paper	NOUN
gp-55	369	4	motivated	motivate	VERB
gp-55	369	5	by	by	ADP
gp-55	369	6	covid-19	covid-19	PROPN
gp-55	369	7	outbreak	outbreak	NOUN
gp-55	369	8	.	.	PUNCT
gp-55	370	1	international	international	ADJ
gp-55	370	2	journal	journal	PROPN
gp-55	370	3	of	of	ADP
gp-55	370	4	production	production	NOUN
gp-55	370	5	research	research	NOUN
gp-55	370	6	,	,	PUNCT
gp-55	370	7	58(10	58(10	NUM
gp-55	370	8	)	)	PUNCT
gp-55	370	9	,	,	PUNCT
gp-55	370	10	2904–2915	2904–2915	NUM
gp-55	370	11	.	.	PUNCT
gp-55	371	1	kano	kano	PROPN
gp-55	371	2	,	,	PUNCT
gp-55	371	3	l.	l.	PROPN
gp-55	371	4	,	,	PUNCT
gp-55	371	5	&	&	CCONJ
gp-55	371	6	hoon	hoon	PROPN
gp-55	372	1	oh	oh	INTJ
gp-55	372	2	,	,	PUNCT
gp-55	372	3	c.	c.	PROPN
gp-55	372	4	(	(	PUNCT
gp-55	372	5	2020	2020	NUM
gp-55	372	6	)	)	PUNCT
gp-55	372	7	.	.	PUNCT
gp-55	373	1	global	global	ADJ
gp-55	373	2	value	value	NOUN
gp-55	373	3	chains	chain	NOUN
gp-55	373	4	in	in	ADP
gp-55	373	5	the	the	DET
gp-55	373	6	post	post	ADJ
gp-55	373	7	-	-	ADJ
gp-55	373	8	covid	covid	ADJ
gp-55	373	9	world	world	NOUN
gp-55	373	10	:	:	PUNCT
gp-55	373	11	governance	governance	NOUN
gp-55	373	12	for	for	ADP
gp-55	373	13	reliability	reliability	NOUN
gp-55	373	14	.	.	PUNCT
gp-55	374	1	journal	journal	NOUN
gp-55	374	2	of	of	ADP
gp-55	374	3	management	management	NOUN
gp-55	374	4	studies	study	NOUN
gp-55	374	5	.	.	PUNCT
gp-55	375	1	kwak	kwak	PROPN
gp-55	375	2	,	,	PUNCT
gp-55	375	3	d.-w	d.-w	PROPN
gp-55	375	4	.	.	PUNCT
gp-55	375	5	,	,	PUNCT
gp-55	375	6	seo	seo	PROPN
gp-55	375	7	,	,	PUNCT
gp-55	375	8	y.-j	y.-j	PROPN
gp-55	375	9	.	.	PROPN
gp-55	375	10	,	,	PUNCT
gp-55	375	11	&	&	CCONJ
gp-55	375	12	mason	mason	PROPN
gp-55	375	13	,	,	PUNCT
gp-55	375	14	r.	r.	PROPN
gp-55	375	15	(	(	PUNCT
gp-55	375	16	2018	2018	NUM
gp-55	375	17	)	)	PUNCT
gp-55	375	18	.	.	PUNCT
gp-55	376	1	investigating	investigate	VERB
gp-55	376	2	the	the	DET
gp-55	376	3	relationship	relationship	NOUN
gp-55	376	4	between	between	ADP
gp-55	376	5	supply	supply	NOUN
gp-55	376	6	chain	chain	NOUN
gp-55	376	7	innovation	innovation	NOUN
gp-55	376	8	,	,	PUNCT
gp-55	376	9	risk	risk	NOUN
gp-55	376	10	management	management	NOUN
gp-55	376	11	capabilities	capability	NOUN
gp-55	376	12	and	and	CCONJ
gp-55	376	13	competitive	competitive	ADJ
gp-55	376	14	advantage	advantage	NOUN
gp-55	376	15	in	in	ADP
gp-55	376	16	global	global	ADJ
gp-55	376	17	supply	supply	NOUN
gp-55	376	18	chains	chain	NOUN
gp-55	376	19	.	.	PUNCT
gp-55	377	1	international	international	ADJ
gp-55	377	2	journal	journal	PROPN
gp-55	377	3	of	of	ADP
gp-55	377	4	operations	operation	NOUN
gp-55	377	5	&	&	CCONJ
gp-55	377	6	production	production	NOUN
gp-55	377	7	management	management	NOUN
gp-55	377	8	,	,	PUNCT
gp-55	377	9	38(1	38(1	NUM
gp-55	377	10	)	)	PUNCT
gp-55	377	11	,	,	PUNCT
gp-55	377	12	2–21	2–21	PROPN
gp-55	377	13	.	.	PUNCT
gp-55	377	14	macioszek	macioszek	PROPN
gp-55	377	15	,	,	PUNCT
gp-55	377	16	e.	e.	PROPN
gp-55	377	17	(	(	PUNCT
gp-55	377	18	2018	2018	NUM
gp-55	377	19	)	)	PUNCT
gp-55	377	20	.	.	PUNCT
gp-55	378	1	first	first	ADV
gp-55	378	2	and	and	CCONJ
gp-55	378	3	last	last	ADJ
gp-55	378	4	mile	mile	NOUN
gp-55	378	5	delivery	delivery	NOUN
gp-55	378	6	–	–	PUNCT
gp-55	378	7	problems	problem	NOUN
gp-55	378	8	and	and	CCONJ
gp-55	378	9	issues	issue	NOUN
gp-55	378	10	.	.	PUNCT
gp-55	379	1	advanced	advanced	ADJ
gp-55	379	2	solutions	solution	NOUN
gp-55	379	3	of	of	ADP
gp-55	379	4	transport	transport	NOUN
gp-55	379	5	systems	system	NOUN
gp-55	379	6	for	for	ADP
gp-55	379	7	growing	grow	VERB
gp-55	379	8	mobility	mobility	NOUN
gp-55	379	9	:	:	PUNCT
gp-55	379	10	14th	14th	NUM
gp-55	379	11	scientific	scientific	ADJ
gp-55	379	12	and	and	CCONJ
gp-55	379	13	technical	technical	ADJ
gp-55	379	14	conference	conference	NOUN
gp-55	379	15	"	"	PUNCT
gp-55	379	16	transport	transport	NOUN
gp-55	379	17	systems	system	NOUN
gp-55	379	18	.	.	PUNCT
gp-55	380	1	theory	theory	NOUN
gp-55	380	2	&	&	CCONJ
gp-55	380	3	practice	practice	PROPN
gp-55	380	4	2017	2017	NUM
gp-55	380	5	"	"	PUNCT
gp-55	380	6	selected	select	VERB
gp-55	380	7	papers	paper	NOUN
gp-55	380	8	,	,	PUNCT
gp-55	380	9	147–154	147–154	NUM
gp-55	380	10	.	.	PUNCT
gp-55	380	11	mahto	mahto	PROPN
gp-55	380	12	,	,	PUNCT
gp-55	380	13	r.	r.	PROPN
gp-55	380	14	v	v	NOUN
gp-55	380	15	,	,	PUNCT
gp-55	380	16	llanos	llanos	PROPN
gp-55	380	17	-	-	PUNCT
gp-55	380	18	contreras	contrera	NOUN
gp-55	380	19	,	,	PUNCT
gp-55	380	20	o.	o.	NOUN
gp-55	380	21	,	,	PUNCT
gp-55	380	22	&	&	CCONJ
gp-55	380	23	hebles	heble	NOUN
gp-55	380	24	,	,	PUNCT
gp-55	380	25	m.	m.	NOUN
gp-55	380	26	(	(	PUNCT
gp-55	380	27	2022	2022	NUM
gp-55	380	28	)	)	PUNCT
gp-55	380	29	.	.	PUNCT
gp-55	381	1	post	post	ADJ
gp-55	381	2	-	-	ADJ
gp-55	381	3	disaster	disaster	ADJ
gp-55	381	4	recovery	recovery	NOUN
gp-55	381	5	for	for	ADP
gp-55	381	6	family	family	NOUN
gp-55	381	7	firms	firm	NOUN
gp-55	381	8	:	:	PUNCT
gp-55	381	9	the	the	DET
gp-55	381	10	role	role	NOUN
gp-55	381	11	of	of	ADP
gp-55	381	12	owner	owner	NOUN
gp-55	381	13	motivations	motivation	NOUN
gp-55	381	14	,	,	PUNCT
gp-55	381	15	firm	firm	ADJ
gp-55	381	16	resources	resource	NOUN
gp-55	381	17	,	,	PUNCT
gp-55	381	18	and	and	CCONJ
gp-55	381	19	dynamic	dynamic	ADJ
gp-55	381	20	capabilities	capability	NOUN
gp-55	381	21	.	.	PUNCT
gp-55	382	1	journal	journal	NOUN
gp-55	382	2	of	of	ADP
gp-55	382	3	business	business	NOUN
gp-55	382	4	research	research	NOUN
gp-55	382	5	,	,	PUNCT
gp-55	382	6	145	145	NUM
gp-55	382	7	,	,	PUNCT
gp-55	382	8	117–129	117–129	NUM
gp-55	382	9	.	.	PUNCT
gp-55	383	1	ngoye	ngoye	PROPN
gp-55	383	2	,	,	PUNCT
gp-55	383	3	w.	w.	PROPN
gp-55	383	4	m.	m.	PROPN
gp-55	383	5	,	,	PUNCT
gp-55	383	6	balobegwa	balobegwa	NOUN
gp-55	383	7	,	,	PUNCT
gp-55	383	8	v.	v.	PROPN
gp-55	383	9	,	,	PUNCT
gp-55	383	10	a.	a.	PROPN
gp-55	383	11	kileo	kileo	PROPN
gp-55	383	12	,	,	PUNCT
gp-55	383	13	a.	a.	PROPN
gp-55	383	14	,	,	PUNCT
gp-55	383	15	edmund	edmund	PROPN
gp-55	383	16	,	,	PUNCT
gp-55	383	17	e.	e.	PROPN
gp-55	383	18	,	,	PUNCT
gp-55	383	19	o.	o.	PROPN
gp-55	383	20	khamis	khamis	PROPN
gp-55	383	21	,	,	PUNCT
gp-55	383	22	f.	f.	PROPN
gp-55	383	23	,	,	PUNCT
gp-55	383	24	&	&	CCONJ
gp-55	383	25	h.	h.	PROPN
gp-55	383	26	mammba	mammba	PROPN
gp-55	383	27	,	,	PUNCT
gp-55	383	28	p.	p.	NOUN
gp-55	383	29	(	(	PUNCT
gp-55	383	30	2022	2022	NUM
gp-55	383	31	)	)	PUNCT
gp-55	383	32	.	.	PUNCT
gp-55	384	1	evaluation	evaluation	NOUN
gp-55	384	2	of	of	ADP
gp-55	384	3	diagnostic	diagnostic	ADJ
gp-55	384	4	x	x	ADJ
gp-55	384	5	-	-	NOUN
gp-55	384	6	ray	ray	NOUN
gp-55	384	7	equipment	equipment	NOUN
gp-55	384	8	performance	performance	NOUN
gp-55	384	9	in	in	ADP
gp-55	384	10	lindi	lindi	PROPN
gp-55	384	11	and	and	CCONJ
gp-55	384	12	mtwara	mtwara	PROPN
gp-55	384	13	regions	region	NOUN
gp-55	384	14	tanzania	tanzania	PROPN
gp-55	384	15	.	.	PUNCT
gp-55	385	1	brazilian	brazilian	ADJ
gp-55	385	2	journal	journal	PROPN
gp-55	385	3	of	of	ADP
gp-55	385	4	radiation	radiation	NOUN
gp-55	385	5	sciences	science	NOUN
gp-55	385	6	,	,	PUNCT
gp-55	385	7	10(2	10(2	NUM
gp-55	385	8	)	)	PUNCT
gp-55	385	9	,	,	PUNCT
gp-55	385	10	1–13	1–13	NOUN
gp-55	385	11	.	.	PUNCT
gp-55	386	1	https://doi.org/10.15392/bjrs.v10i2.1802	https://doi.org/10.15392/bjrs.v10i2.1802	ADV
gp-55	386	2	purnomo	purnomo	ADJ
gp-55	386	3	,	,	PUNCT
gp-55	386	4	m.	m.	NOUN
gp-55	386	5	,	,	PUNCT
gp-55	386	6	daulay	daulay	PROPN
gp-55	386	7	,	,	PUNCT
gp-55	386	8	p.	p.	NOUN
gp-55	386	9	,	,	PUNCT
gp-55	386	10	utomo	utomo	ADJ
gp-55	386	11	,	,	PUNCT
gp-55	386	12	m.	m.	NOUN
gp-55	386	13	r.	r.	PROPN
gp-55	386	14	,	,	PUNCT
gp-55	386	15	&	&	CCONJ
gp-55	386	16	riyanto	riyanto	PROPN
gp-55	386	17	,	,	PUNCT
gp-55	386	18	s.	s.	PROPN
gp-55	386	19	(	(	PUNCT
gp-55	386	20	2019	2019	NUM
gp-55	386	21	)	)	PUNCT
gp-55	386	22	.	.	PUNCT
gp-55	387	1	moderating	moderate	VERB
gp-55	387	2	role	role	NOUN
gp-55	387	3	of	of	ADP
gp-55	387	4	connoisseur	connoisseur	NOUN
gp-55	387	5	consumers	consumer	NOUN
gp-55	387	6	on	on	ADP
gp-55	387	7	sustainable	sustainable	ADJ
gp-55	387	8	consumption	consumption	NOUN
gp-55	387	9	and	and	CCONJ
gp-55	387	10	dynamics	dynamic	NOUN
gp-55	387	11	capabilities	capability	NOUN
gp-55	387	12	of	of	ADP
gp-55	387	13	indonesian	indonesian	ADJ
gp-55	387	14	single	single	ADJ
gp-55	387	15	origin	origin	NOUN
gp-55	387	16	coffee	coffee	NOUN
gp-55	387	17	shops	shop	NOUN
gp-55	387	18	.	.	PUNCT
gp-55	388	1	sustainability	sustainability	NOUN
gp-55	388	2	(	(	PUNCT
gp-55	388	3	switzerland	switzerland	PROPN
gp-55	388	4	)	)	PUNCT
gp-55	388	5	,	,	PUNCT
gp-55	388	6	11(5	11(5	NUM
gp-55	388	7	)	)	PUNCT
gp-55	388	8	,	,	PUNCT
gp-55	388	9	1	1	NUM
gp-55	388	10	–	–	SYM
gp-55	388	11	17	17	NUM
gp-55	388	12	.	.	PUNCT
gp-55	389	1	https://doi.org/10.3390/su11051319	https://doi.org/10.3390/su11051319	PROPN
gp-55	389	2	sá	sá	PROPN
gp-55	389	3	,	,	PUNCT
gp-55	389	4	m.	m.	NOUN
gp-55	389	5	m.	m.	PROPN
gp-55	389	6	de	de	PROPN
gp-55	389	7	,	,	PUNCT
gp-55	389	8	miguel	miguel	PROPN
gp-55	389	9	,	,	PUNCT
gp-55	389	10	p.	p.	PROPN
gp-55	389	11	l.	l.	PROPN
gp-55	389	12	de	de	PROPN
gp-55	389	13	s.	s.	PROPN
gp-55	389	14	,	,	PUNCT
gp-55	389	15	brito	brito	PROPN
gp-55	389	16	,	,	PUNCT
gp-55	389	17	r.	r.	PROPN
gp-55	389	18	p.	p.	PROPN
gp-55	389	19	de	de	PROPN
gp-55	389	20	,	,	PUNCT
gp-55	389	21	&	&	CCONJ
gp-55	389	22	pereira	pereira	PROPN
gp-55	389	23	,	,	PUNCT
gp-55	389	24	s.	s.	PROPN
gp-55	389	25	c.	c.	PROPN
gp-55	389	26	f.	f.	PROPN
gp-55	389	27	(	(	PUNCT
gp-55	389	28	2020	2020	NUM
gp-55	389	29	)	)	PUNCT
gp-55	389	30	.	.	PUNCT
gp-55	390	1	supply	supply	NOUN
gp-55	390	2	chain	chain	NOUN
gp-55	390	3	resilience	resilience	NOUN
gp-55	390	4	:	:	PUNCT
gp-55	390	5	the	the	DET
gp-55	390	6	whole	whole	NOUN
gp-55	390	7	is	be	AUX
gp-55	390	8	not	not	PART
gp-55	390	9	the	the	DET
gp-55	390	10	sum	sum	NOUN
gp-55	390	11	of	of	ADP
gp-55	390	12	the	the	DET
gp-55	390	13	parts	part	NOUN
gp-55	390	14	.	.	PUNCT
gp-55	391	1	international	international	ADJ
gp-55	391	2	journal	journal	PROPN
gp-55	391	3	of	of	ADP
gp-55	391	4	operations	operation	NOUN
gp-55	391	5	&	&	CCONJ
gp-55	391	6	production	production	NOUN
gp-55	391	7	management	management	NOUN
gp-55	391	8	,	,	PUNCT
gp-55	391	9	40(1	40(1	NOUN
gp-55	391	10	)	)	PUNCT
gp-55	391	11	,	,	PUNCT
gp-55	391	12	92–115	92–115	PROPN
gp-55	391	13	.	.	PUNCT
gp-55	392	1	stahl	stahl	PROPN
gp-55	392	2	,	,	PUNCT
gp-55	392	3	g.	g.	PROPN
gp-55	392	4	k.	k.	PROPN
gp-55	392	5	,	,	PUNCT
gp-55	392	6	brewster	brewster	NOUN
gp-55	392	7	,	,	PUNCT
gp-55	392	8	c.	c.	PROPN
gp-55	392	9	j.	j.	PROPN
gp-55	392	10	,	,	PUNCT
gp-55	392	11	collings	collings	PROPN
gp-55	392	12	,	,	PUNCT
gp-55	392	13	d.	d.	PROPN
gp-55	392	14	g.	g.	PROPN
gp-55	392	15	,	,	PUNCT
gp-55	392	16	&	&	CCONJ
gp-55	392	17	hajro	hajro	PROPN
gp-55	392	18	,	,	PUNCT
gp-55	392	19	a.	a.	NOUN
gp-55	392	20	(	(	PUNCT
gp-55	392	21	2020	2020	NUM
gp-55	392	22	)	)	PUNCT
gp-55	392	23	.	.	PUNCT
gp-55	393	1	enhancing	enhance	VERB
gp-55	393	2	the	the	DET
gp-55	393	3	role	role	NOUN
gp-55	393	4	of	of	ADP
gp-55	393	5	human	human	ADJ
gp-55	393	6	resource	resource	NOUN
gp-55	393	7	management	management	NOUN
gp-55	393	8	in	in	ADP
gp-55	393	9	corporate	corporate	ADJ
gp-55	393	10	sustainability	sustainability	NOUN
gp-55	393	11	and	and	CCONJ
gp-55	393	12	social	social	ADJ
gp-55	393	13	responsibility	responsibility	NOUN
gp-55	393	14	:	:	PUNCT
gp-55	393	15	a	a	DET
gp-55	393	16	multi	multi	NOUN
gp-55	393	17	-	-	ADJ
gp-55	393	18	stakeholder	stakeholder	ADJ
gp-55	393	19	,	,	PUNCT
gp-55	393	20	multidimensional	multidimensional	ADJ
gp-55	393	21	approach	approach	NOUN
gp-55	393	22	to	to	ADP
gp-55	393	23	hrm	hrm	PROPN
gp-55	393	24	.	.	PUNCT
gp-55	394	1	human	human	ADJ
gp-55	394	2	resource	resource	PROPN
gp-55	394	3	management	management	PROPN
gp-55	394	4	review	review	NOUN
gp-55	394	5	,	,	PUNCT
gp-55	394	6	30(3	30(3	NUM
gp-55	394	7	)	)	PUNCT
gp-55	394	8	,	,	PUNCT
gp-55	394	9	100708	100708	NUM
gp-55	394	10	.	.	PUNCT
gp-55	395	1	https://doi.org/https://doi.org/10.1016/j.hrmr.2019.100708	https://doi.org/https://doi.org/10.1016/j.hrmr.2019.100708	NOUN
gp-55	395	2	copyright	copyright	NOUN
gp-55	395	3	holders	holder	NOUN
gp-55	395	4	:	:	PUNCT
gp-55	395	5	moazam	moazam	PROPN
gp-55	395	6	niaz	niaz	PROPN
gp-55	395	7	,	,	PUNCT
gp-55	395	8	urenna	urenna	PROPN
gp-55	395	9	nwagwu	nwagwu	NOUN
gp-55	395	10	(	(	PUNCT
gp-55	395	11	2023	2023	NUM
gp-55	395	12	)	)	PUNCT
gp-55	395	13	first	first	ADJ
gp-55	395	14	publication	publication	NOUN
gp-55	395	15	right	right	NOUN
gp-55	395	16	:	:	PUNCT
gp-55	395	17	ajemb	ajemb	PROPN
gp-55	395	18	–	–	PUNCT
gp-55	395	19	american	american	ADJ
gp-55	395	20	journal	journal	PROPN
gp-55	395	21	of	of	ADP
gp-55	395	22	economic	economic	ADJ
gp-55	395	23	and	and	CCONJ
gp-55	395	24	management	management	NOUN
gp-55	395	25	business	business	NOUN