id	sid	tid	token	lemma	pos
american_scientific_journal-11846	1	1	290	290	NUM
american_scientific_journal-11846	1	2	american	american	ADJ
american_scientific_journal-11846	1	3	academic	academic	ADJ
american_scientific_journal-11846	1	4	scientific	scientific	ADJ
american_scientific_journal-11846	1	5	research	research	NOUN
american_scientific_journal-11846	1	6	journal	journal	NOUN
american_scientific_journal-11846	1	7	for	for	ADP
american_scientific_journal-11846	1	8	engineering	engineering	NOUN
american_scientific_journal-11846	1	9	,	,	PUNCT
american_scientific_journal-11846	1	10	technology	technology	NOUN
american_scientific_journal-11846	1	11	,	,	PUNCT
american_scientific_journal-11846	1	12	and	and	CCONJ
american_scientific_journal-11846	1	13	sciences	sciences	PROPN
american_scientific_journal-11846	1	14	issn	issn	PROPN
american_scientific_journal-11846	1	15	(	(	PUNCT
american_scientific_journal-11846	1	16	print	print	NOUN
american_scientific_journal-11846	1	17	)	)	PUNCT
american_scientific_journal-11846	1	18	2313	2313	NUM
american_scientific_journal-11846	1	19	-	-	SYM
american_scientific_journal-11846	1	20	4410	4410	NUM
american_scientific_journal-11846	1	21	,	,	PUNCT
american_scientific_journal-11846	1	22	issn	issn	PROPN
american_scientific_journal-11846	1	23	(	(	PUNCT
american_scientific_journal-11846	1	24	online	online	ADJ
american_scientific_journal-11846	1	25	)	)	PUNCT
american_scientific_journal-11846	1	26	2313	2313	NUM
american_scientific_journal-11846	1	27	-	-	SYM
american_scientific_journal-11846	1	28	4402	4402	NUM
american_scientific_journal-11846	1	29	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-11846	1	30	designing	design	VERB
american_scientific_journal-11846	1	31	interoperable	interoperable	ADJ
american_scientific_journal-11846	1	32	microservices	microservice	NOUN
american_scientific_journal-11846	1	33	for	for	ADP
american_scientific_journal-11846	1	34	public	public	ADJ
american_scientific_journal-11846	1	35	-	-	PUNCT
american_scientific_journal-11846	1	36	private	private	ADJ
american_scientific_journal-11846	1	37	collaboration	collaboration	NOUN
american_scientific_journal-11846	1	38	in	in	ADP
american_scientific_journal-11846	1	39	u.s	u.s	PROPN
american_scientific_journal-11846	1	40	.	.	PROPN
american_scientific_journal-11846	1	41	biomedical	biomedical	PROPN
american_scientific_journal-11846	1	42	research	research	PROPN
american_scientific_journal-11846	1	43	venkata	venkata	PROPN
american_scientific_journal-11846	1	44	krishna	krishna	PROPN
american_scientific_journal-11846	1	45	bharadwaj	bharadwaj	PROPN
american_scientific_journal-11846	1	46	parasaram	parasaram	PROPN
american_scientific_journal-11846	1	47	*	*	PUNCT
american_scientific_journal-11846	1	48	senior	senior	ADJ
american_scientific_journal-11846	1	49	project	project	NOUN
american_scientific_journal-11846	1	50	manager	manager	NOUN
american_scientific_journal-11846	1	51	,	,	PUNCT
american_scientific_journal-11846	1	52	pharma	pharma	PROPN
american_scientific_journal-11846	1	53	services	service	NOUN
american_scientific_journal-11846	1	54	group	group	NOUN
american_scientific_journal-11846	1	55	,	,	PUNCT
american_scientific_journal-11846	1	56	thermo	thermo	NOUN
american_scientific_journal-11846	1	57	fisher	fisher	PROPN
american_scientific_journal-11846	1	58	scientific	scientific	PROPN
american_scientific_journal-11846	1	59	,	,	PUNCT
american_scientific_journal-11846	1	60	inc	inc	PROPN
american_scientific_journal-11846	1	61	.	.	PROPN
american_scientific_journal-11846	1	62	,	,	PUNCT
american_scientific_journal-11846	1	63	rockville	rockville	PROPN
american_scientific_journal-11846	1	64	,	,	PUNCT
american_scientific_journal-11846	1	65	marland	marland	PROPN
american_scientific_journal-11846	1	66	,	,	PUNCT
american_scientific_journal-11846	1	67	usa	usa	PROPN
american_scientific_journal-11846	1	68	–	–	PUNCT
american_scientific_journal-11846	1	69	20850	20850	NUM
american_scientific_journal-11846	1	70	email	email	NOUN
american_scientific_journal-11846	1	71	:	:	PUNCT
american_scientific_journal-11846	1	72	bharadwaj.parasaram@gmail.com	bharadwaj.parasaram@gmail.com	X
american_scientific_journal-11846	1	73	abstract	abstract	ADJ
american_scientific_journal-11846	1	74	public	public	ADJ
american_scientific_journal-11846	1	75	-	-	PUNCT
american_scientific_journal-11846	1	76	private	private	ADJ
american_scientific_journal-11846	1	77	collaboration	collaboration	NOUN
american_scientific_journal-11846	1	78	in	in	ADP
american_scientific_journal-11846	1	79	biomedical	biomedical	ADJ
american_scientific_journal-11846	1	80	research	research	NOUN
american_scientific_journal-11846	1	81	necessitates	necessitate	VERB
american_scientific_journal-11846	1	82	secure	secure	ADJ
american_scientific_journal-11846	1	83	,	,	PUNCT
american_scientific_journal-11846	1	84	scalable	scalable	ADJ
american_scientific_journal-11846	1	85	,	,	PUNCT
american_scientific_journal-11846	1	86	and	and	CCONJ
american_scientific_journal-11846	1	87	interoperable	interoperable	ADJ
american_scientific_journal-11846	1	88	software	software	NOUN
american_scientific_journal-11846	1	89	systems	system	NOUN
american_scientific_journal-11846	1	90	that	that	PRON
american_scientific_journal-11846	1	91	facilitate	facilitate	VERB
american_scientific_journal-11846	1	92	data	datum	NOUN
american_scientific_journal-11846	1	93	exchange	exchange	NOUN
american_scientific_journal-11846	1	94	and	and	CCONJ
american_scientific_journal-11846	1	95	coordinated	coordinated	ADJ
american_scientific_journal-11846	1	96	workflows	workflow	NOUN
american_scientific_journal-11846	1	97	.	.	PUNCT
american_scientific_journal-11846	2	1	this	this	DET
american_scientific_journal-11846	2	2	paper	paper	NOUN
american_scientific_journal-11846	2	3	proposes	propose	VERB
american_scientific_journal-11846	2	4	a	a	DET
american_scientific_journal-11846	2	5	microservice	microservice	NOUN
american_scientific_journal-11846	2	6	-	-	PUNCT
american_scientific_journal-11846	2	7	based	base	VERB
american_scientific_journal-11846	2	8	architecture	architecture	NOUN
american_scientific_journal-11846	2	9	leveraging	leverage	VERB
american_scientific_journal-11846	2	10	node.js/.net	node.js/.net	NOUN
american_scientific_journal-11846	2	11	core	core	NOUN
american_scientific_journal-11846	2	12	apis	apis	ADJ
american_scientific_journal-11846	2	13	,	,	PUNCT
american_scientific_journal-11846	2	14	aws	aws	PROPN
american_scientific_journal-11846	2	15	api	api	NOUN
american_scientific_journal-11846	2	16	gateway	gateway	NOUN
american_scientific_journal-11846	2	17	,	,	PUNCT
american_scientific_journal-11846	2	18	and	and	CCONJ
american_scientific_journal-11846	2	19	kafka	kafka	PROPN
american_scientific_journal-11846	2	20	for	for	ADP
american_scientific_journal-11846	2	21	event	event	NOUN
american_scientific_journal-11846	2	22	-	-	PUNCT
american_scientific_journal-11846	2	23	driven	drive	VERB
american_scientific_journal-11846	2	24	communication	communication	NOUN
american_scientific_journal-11846	2	25	to	to	PART
american_scientific_journal-11846	2	26	enhance	enhance	VERB
american_scientific_journal-11846	2	27	interoperability	interoperability	NOUN
american_scientific_journal-11846	2	28	across	across	ADP
american_scientific_journal-11846	2	29	biomedical	biomedical	ADJ
american_scientific_journal-11846	2	30	research	research	NOUN
american_scientific_journal-11846	2	31	platforms	platform	NOUN
american_scientific_journal-11846	2	32	.	.	PUNCT
american_scientific_journal-11846	3	1	it	it	PRON
american_scientific_journal-11846	3	2	incorporates	incorporate	VERB
american_scientific_journal-11846	3	3	role	role	NOUN
american_scientific_journal-11846	3	4	-	-	PUNCT
american_scientific_journal-11846	3	5	based	base	VERB
american_scientific_journal-11846	3	6	access	access	NOUN
american_scientific_journal-11846	3	7	control	control	PROPN
american_scientific_journal-11846	3	8	rbac	rbac	PROPN
american_scientific_journal-11846	3	9	to	to	PART
american_scientific_journal-11846	3	10	ensure	ensure	VERB
american_scientific_journal-11846	3	11	secure	secure	ADJ
american_scientific_journal-11846	3	12	data	datum	NOUN
american_scientific_journal-11846	3	13	governance	governance	NOUN
american_scientific_journal-11846	3	14	and	and	CCONJ
american_scientific_journal-11846	3	15	enforces	enforce	VERB
american_scientific_journal-11846	3	16	site	site	NOUN
american_scientific_journal-11846	3	17	-	-	PUNCT
american_scientific_journal-11846	3	18	level	level	NOUN
american_scientific_journal-11846	3	19	data	data	NOUN
american_scientific_journal-11846	3	20	standardization	standardization	NOUN
american_scientific_journal-11846	3	21	for	for	ADP
american_scientific_journal-11846	3	22	harmonized	harmonized	ADJ
american_scientific_journal-11846	3	23	integration	integration	NOUN
american_scientific_journal-11846	3	24	across	across	ADP
american_scientific_journal-11846	3	25	research	research	NOUN
american_scientific_journal-11846	3	26	institutions	institution	NOUN
american_scientific_journal-11846	3	27	.	.	PUNCT
american_scientific_journal-11846	4	1	a	a	DET
american_scientific_journal-11846	4	2	layered	layered	ADJ
american_scientific_journal-11846	4	3	approach	approach	NOUN
american_scientific_journal-11846	4	4	to	to	PART
american_scientific_journal-11846	4	5	microservice	microservice	VERB
american_scientific_journal-11846	4	6	orchestration	orchestration	NOUN
american_scientific_journal-11846	4	7	enables	enable	VERB
american_scientific_journal-11846	4	8	seamless	seamless	ADJ
american_scientific_journal-11846	4	9	data	datum	NOUN
american_scientific_journal-11846	4	10	and	and	CCONJ
american_scientific_journal-11846	4	11	workflow	workflow	NOUN
american_scientific_journal-11846	4	12	coordination	coordination	NOUN
american_scientific_journal-11846	4	13	between	between	ADP
american_scientific_journal-11846	4	14	government	government	NOUN
american_scientific_journal-11846	4	15	agencies	agency	NOUN
american_scientific_journal-11846	4	16	,	,	PUNCT
american_scientific_journal-11846	4	17	academic	academic	ADJ
american_scientific_journal-11846	4	18	centers	center	NOUN
american_scientific_journal-11846	4	19	,	,	PUNCT
american_scientific_journal-11846	4	20	and	and	CCONJ
american_scientific_journal-11846	4	21	private	private	ADJ
american_scientific_journal-11846	4	22	sector	sector	NOUN
american_scientific_journal-11846	4	23	partners	partner	NOUN
american_scientific_journal-11846	4	24	.	.	PUNCT
american_scientific_journal-11846	5	1	we	we	PRON
american_scientific_journal-11846	5	2	present	present	VERB
american_scientific_journal-11846	5	3	architectural	architectural	ADJ
american_scientific_journal-11846	5	4	patterns	pattern	NOUN
american_scientific_journal-11846	5	5	,	,	PUNCT
american_scientific_journal-11846	5	6	implementation	implementation	NOUN
american_scientific_journal-11846	5	7	strategies	strategy	NOUN
american_scientific_journal-11846	5	8	,	,	PUNCT
american_scientific_journal-11846	5	9	and	and	CCONJ
american_scientific_journal-11846	5	10	deployment	deployment	NOUN
american_scientific_journal-11846	5	11	models	model	NOUN
american_scientific_journal-11846	5	12	that	that	PRON
american_scientific_journal-11846	5	13	support	support	VERB
american_scientific_journal-11846	5	14	collaborative	collaborative	ADJ
american_scientific_journal-11846	5	15	research	research	NOUN
american_scientific_journal-11846	5	16	while	while	SCONJ
american_scientific_journal-11846	5	17	meeting	meet	VERB
american_scientific_journal-11846	5	18	regulatory	regulatory	ADJ
american_scientific_journal-11846	5	19	and	and	CCONJ
american_scientific_journal-11846	5	20	operational	operational	ADJ
american_scientific_journal-11846	5	21	constraints	constraint	NOUN
american_scientific_journal-11846	5	22	.	.	PUNCT
american_scientific_journal-11846	6	1	a	a	DET
american_scientific_journal-11846	6	2	case	case	NOUN
american_scientific_journal-11846	6	3	study	study	NOUN
american_scientific_journal-11846	6	4	illustrates	illustrate	VERB
american_scientific_journal-11846	6	5	the	the	DET
american_scientific_journal-11846	6	6	practical	practical	ADJ
american_scientific_journal-11846	6	7	application	application	NOUN
american_scientific_journal-11846	6	8	of	of	ADP
american_scientific_journal-11846	6	9	this	this	DET
american_scientific_journal-11846	6	10	architecture	architecture	NOUN
american_scientific_journal-11846	6	11	in	in	ADP
american_scientific_journal-11846	6	12	a	a	DET
american_scientific_journal-11846	6	13	multisite	multisite	ADJ
american_scientific_journal-11846	6	14	genomics	genomic	NOUN
american_scientific_journal-11846	6	15	research	research	NOUN
american_scientific_journal-11846	6	16	initiative	initiative	NOUN
american_scientific_journal-11846	6	17	.	.	PUNCT
american_scientific_journal-11846	7	1	keywords	keyword	NOUN
american_scientific_journal-11846	7	2	:	:	PUNCT
american_scientific_journal-11846	7	3	microservices	microservice	NOUN
american_scientific_journal-11846	7	4	;	;	PUNCT
american_scientific_journal-11846	7	5	public	public	ADJ
american_scientific_journal-11846	7	6	-	-	PUNCT
american_scientific_journal-11846	7	7	private	private	ADJ
american_scientific_journal-11846	7	8	collaboration	collaboration	NOUN
american_scientific_journal-11846	7	9	;	;	PUNCT
american_scientific_journal-11846	7	10	biomedical	biomedical	ADJ
american_scientific_journal-11846	7	11	research	research	NOUN
american_scientific_journal-11846	7	12	;	;	PUNCT
american_scientific_journal-11846	7	13	interoperability	interoperability	NOUN
american_scientific_journal-11846	7	14	;	;	PUNCT
american_scientific_journal-11846	7	15	node.js	node.js	PROPN
american_scientific_journal-11846	7	16	;	;	PUNCT
american_scientific_journal-11846	7	17	.net	.net	NOUN
american_scientific_journal-11846	7	18	core	core	NOUN
american_scientific_journal-11846	7	19	;	;	PUNCT
american_scientific_journal-11846	7	20	aws	aws	PROPN
american_scientific_journal-11846	7	21	api	api	PROPN
american_scientific_journal-11846	7	22	gateway	gateway	NOUN
american_scientific_journal-11846	7	23	;	;	PUNCT
american_scientific_journal-11846	7	24	apache	apache	PROPN
american_scientific_journal-11846	7	25	kafka	kafka	PROPN
american_scientific_journal-11846	7	26	;	;	PUNCT
american_scientific_journal-11846	7	27	role	role	NOUN
american_scientific_journal-11846	7	28	-	-	PUNCT
american_scientific_journal-11846	7	29	based	base	VERB
american_scientific_journal-11846	7	30	access	access	NOUN
american_scientific_journal-11846	7	31	control	control	NOUN
american_scientific_journal-11846	7	32	rbac	rbac	PROPN
american_scientific_journal-11846	7	33	.	.	PUNCT
american_scientific_journal-11846	8	1	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-11846	8	2	received	receive	VERB
american_scientific_journal-11846	8	3	:	:	PUNCT
american_scientific_journal-11846	8	4	8/15/2025	8/15/2025	NUM
american_scientific_journal-11846	8	5	accepted	accept	VERB
american_scientific_journal-11846	8	6	:	:	PUNCT
american_scientific_journal-11846	8	7	10/15/2025	10/15/2025	NUM
american_scientific_journal-11846	8	8	published	publish	VERB
american_scientific_journal-11846	8	9	:	:	PUNCT
american_scientific_journal-11846	8	10	10/25/2026	10/25/2026	NUM
american_scientific_journal-11846	8	11	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-11846	8	12	*	*	PUNCT
american_scientific_journal-11846	8	13	corresponding	correspond	VERB
american_scientific_journal-11846	8	14	author	author	NOUN
american_scientific_journal-11846	8	15	.	.	PUNCT
american_scientific_journal-11846	9	1	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-11846	9	2	american	american	PROPN
american_scientific_journal-11846	9	3	academic	academic	PROPN
american_scientific_journal-11846	9	4	scientific	scientific	ADJ
american_scientific_journal-11846	9	5	research	research	NOUN
american_scientific_journal-11846	9	6	journal	journal	NOUN
american_scientific_journal-11846	9	7	for	for	ADP
american_scientific_journal-11846	9	8	engineering	engineering	NOUN
american_scientific_journal-11846	9	9	,	,	PUNCT
american_scientific_journal-11846	9	10	technology	technology	NOUN
american_scientific_journal-11846	9	11	,	,	PUNCT
american_scientific_journal-11846	9	12	and	and	CCONJ
american_scientific_journal-11846	9	13	sciences	science	NOUN
american_scientific_journal-11846	9	14	(	(	PUNCT
american_scientific_journal-11846	9	15	asrjets	asrjet	NOUN
american_scientific_journal-11846	9	16	)	)	PUNCT
american_scientific_journal-11846	9	17	volume	volume	NOUN
american_scientific_journal-11846	9	18	103	103	NUM
american_scientific_journal-11846	9	19	,	,	PUNCT
american_scientific_journal-11846	9	20	no	no	DET
american_scientific_journal-11846	9	21	1	1	NUM
american_scientific_journal-11846	9	22	,	,	PUNCT
american_scientific_journal-11846	9	23	pp	pp	ADV
american_scientific_journal-11846	9	24	290	290	NUM
american_scientific_journal-11846	9	25	-	-	SYM
american_scientific_journal-11846	9	26	312	312	NUM
american_scientific_journal-11846	9	27	291	291	NUM
american_scientific_journal-11846	9	28	1	1	NUM
american_scientific_journal-11846	9	29	.	.	PUNCT
american_scientific_journal-11846	10	1	introduction	introduction	NOUN
american_scientific_journal-11846	10	2	1.1	1.1	NUM
american_scientific_journal-11846	10	3	background	background	NOUN
american_scientific_journal-11846	10	4	on	on	ADP
american_scientific_journal-11846	10	5	public	public	ADJ
american_scientific_journal-11846	10	6	-	-	PUNCT
american_scientific_journal-11846	10	7	private	private	ADJ
american_scientific_journal-11846	10	8	collaborations	collaboration	NOUN
american_scientific_journal-11846	10	9	in	in	ADP
american_scientific_journal-11846	10	10	u.s	u.s	PROPN
american_scientific_journal-11846	10	11	.	.	PROPN
american_scientific_journal-11846	10	12	biomedical	biomedical	PROPN
american_scientific_journal-11846	10	13	research	research	NOUN
american_scientific_journal-11846	10	14	public	public	ADJ
american_scientific_journal-11846	10	15	-	-	PUNCT
american_scientific_journal-11846	10	16	private	private	ADJ
american_scientific_journal-11846	10	17	collaborations	collaboration	NOUN
american_scientific_journal-11846	10	18	have	have	AUX
american_scientific_journal-11846	10	19	become	become	VERB
american_scientific_journal-11846	10	20	a	a	DET
american_scientific_journal-11846	10	21	cornerstone	cornerstone	NOUN
american_scientific_journal-11846	10	22	of	of	ADP
american_scientific_journal-11846	10	23	biomedical	biomedical	ADJ
american_scientific_journal-11846	10	24	research	research	NOUN
american_scientific_journal-11846	10	25	in	in	ADP
american_scientific_journal-11846	10	26	the	the	DET
american_scientific_journal-11846	10	27	united	united	PROPN
american_scientific_journal-11846	10	28	states	states	PROPN
american_scientific_journal-11846	10	29	,	,	PUNCT
american_scientific_journal-11846	10	30	especially	especially	ADV
american_scientific_journal-11846	10	31	as	as	SCONJ
american_scientific_journal-11846	10	32	the	the	DET
american_scientific_journal-11846	10	33	complexity	complexity	NOUN
american_scientific_journal-11846	10	34	of	of	ADP
american_scientific_journal-11846	10	35	healthcare	healthcare	NOUN
american_scientific_journal-11846	10	36	challenges	challenge	NOUN
american_scientific_journal-11846	10	37	and	and	CCONJ
american_scientific_journal-11846	10	38	technological	technological	ADJ
american_scientific_journal-11846	10	39	innovation	innovation	NOUN
american_scientific_journal-11846	10	40	continue	continue	VERB
american_scientific_journal-11846	10	41	to	to	PART
american_scientific_journal-11846	10	42	accelerate	accelerate	VERB
american_scientific_journal-11846	10	43	.	.	PUNCT
american_scientific_journal-11846	11	1	these	these	DET
american_scientific_journal-11846	11	2	partnerships	partnership	NOUN
american_scientific_journal-11846	11	3	typically	typically	ADV
american_scientific_journal-11846	11	4	involve	involve	VERB
american_scientific_journal-11846	11	5	cooperation	cooperation	NOUN
american_scientific_journal-11846	11	6	between	between	ADP
american_scientific_journal-11846	11	7	government	government	NOUN
american_scientific_journal-11846	11	8	agencies	agency	NOUN
american_scientific_journal-11846	11	9	,	,	PUNCT
american_scientific_journal-11846	11	10	such	such	ADJ
american_scientific_journal-11846	11	11	as	as	ADP
american_scientific_journal-11846	11	12	the	the	DET
american_scientific_journal-11846	11	13	national	national	PROPN
american_scientific_journal-11846	11	14	institutes	institutes	PROPN
american_scientific_journal-11846	11	15	of	of	ADP
american_scientific_journal-11846	11	16	health	health	PROPN
american_scientific_journal-11846	11	17	reference	reference	NOUN
american_scientific_journal-11846	11	18	[	[	X
american_scientific_journal-11846	11	19	16	16	NUM
american_scientific_journal-11846	11	20	]	]	PUNCT
american_scientific_journal-11846	11	21	,	,	PUNCT
american_scientific_journal-11846	11	22	the	the	DET
american_scientific_journal-11846	11	23	food	food	NOUN
american_scientific_journal-11846	11	24	and	and	CCONJ
american_scientific_journal-11846	11	25	drug	drug	PROPN
american_scientific_journal-11846	11	26	administration	administration	PROPN
american_scientific_journal-11846	11	27	fda	fda	PROPN
american_scientific_journal-11846	11	28	,	,	PUNCT
american_scientific_journal-11846	11	29	and	and	CCONJ
american_scientific_journal-11846	11	30	the	the	DET
american_scientific_journal-11846	11	31	centers	center	NOUN
american_scientific_journal-11846	11	32	for	for	ADP
american_scientific_journal-11846	11	33	disease	disease	NOUN
american_scientific_journal-11846	11	34	control	control	NOUN
american_scientific_journal-11846	11	35	and	and	CCONJ
american_scientific_journal-11846	11	36	prevention	prevention	NOUN
american_scientific_journal-11846	11	37	cdc	cdc	PROPN
american_scientific_journal-11846	11	38	and	and	CCONJ
american_scientific_journal-11846	11	39	private	private	ADJ
american_scientific_journal-11846	11	40	sector	sector	NOUN
american_scientific_journal-11846	11	41	entities	entity	NOUN
american_scientific_journal-11846	11	42	like	like	ADP
american_scientific_journal-11846	11	43	pharmaceutical	pharmaceutical	NOUN
american_scientific_journal-11846	11	44	companies	company	NOUN
american_scientific_journal-11846	11	45	,	,	PUNCT
american_scientific_journal-11846	11	46	biotech	biotech	ADJ
american_scientific_journal-11846	11	47	startups	startup	NOUN
american_scientific_journal-11846	11	48	,	,	PUNCT
american_scientific_journal-11846	11	49	academic	academic	ADJ
american_scientific_journal-11846	11	50	institutions	institution	NOUN
american_scientific_journal-11846	11	51	,	,	PUNCT
american_scientific_journal-11846	11	52	and	and	CCONJ
american_scientific_journal-11846	11	53	technology	technology	NOUN
american_scientific_journal-11846	11	54	firms	firm	NOUN
american_scientific_journal-11846	11	55	.	.	PUNCT
american_scientific_journal-11846	12	1	the	the	DET
american_scientific_journal-11846	12	2	primary	primary	ADJ
american_scientific_journal-11846	12	3	objective	objective	NOUN
american_scientific_journal-11846	12	4	of	of	ADP
american_scientific_journal-11846	12	5	such	such	ADJ
american_scientific_journal-11846	12	6	collaborations	collaboration	NOUN
american_scientific_journal-11846	12	7	is	be	AUX
american_scientific_journal-11846	12	8	to	to	PART
american_scientific_journal-11846	12	9	leverage	leverage	VERB
american_scientific_journal-11846	12	10	the	the	DET
american_scientific_journal-11846	12	11	strengths	strength	NOUN
american_scientific_journal-11846	12	12	of	of	ADP
american_scientific_journal-11846	12	13	each	each	DET
american_scientific_journal-11846	12	14	sector	sector	NOUN
american_scientific_journal-11846	12	15	:	:	PUNCT
american_scientific_journal-11846	12	16	public	public	ADJ
american_scientific_journal-11846	12	17	institutions	institution	NOUN
american_scientific_journal-11846	12	18	provide	provide	VERB
american_scientific_journal-11846	12	19	regulatory	regulatory	ADJ
american_scientific_journal-11846	12	20	oversight	oversight	NOUN
american_scientific_journal-11846	12	21	,	,	PUNCT
american_scientific_journal-11846	12	22	funding	funding	NOUN
american_scientific_journal-11846	12	23	,	,	PUNCT
american_scientific_journal-11846	12	24	and	and	CCONJ
american_scientific_journal-11846	12	25	long	long	ADJ
american_scientific_journal-11846	12	26	-	-	PUNCT
american_scientific_journal-11846	12	27	term	term	NOUN
american_scientific_journal-11846	12	28	research	research	NOUN
american_scientific_journal-11846	12	29	vision	vision	NOUN
american_scientific_journal-11846	12	30	,	,	PUNCT
american_scientific_journal-11846	12	31	while	while	SCONJ
american_scientific_journal-11846	12	32	private	private	ADJ
american_scientific_journal-11846	12	33	partners	partner	NOUN
american_scientific_journal-11846	12	34	contribute	contribute	VERB
american_scientific_journal-11846	12	35	technical	technical	ADJ
american_scientific_journal-11846	12	36	expertise	expertise	NOUN
american_scientific_journal-11846	12	37	,	,	PUNCT
american_scientific_journal-11846	12	38	data	data	NOUN
american_scientific_journal-11846	12	39	infrastructure	infrastructure	NOUN
american_scientific_journal-11846	12	40	,	,	PUNCT
american_scientific_journal-11846	12	41	and	and	CCONJ
american_scientific_journal-11846	12	42	the	the	DET
american_scientific_journal-11846	12	43	agility	agility	NOUN
american_scientific_journal-11846	12	44	to	to	PART
american_scientific_journal-11846	12	45	rapidly	rapidly	ADV
american_scientific_journal-11846	12	46	develop	develop	VERB
american_scientific_journal-11846	12	47	and	and	CCONJ
american_scientific_journal-11846	12	48	commercialize	commercialize	VERB
american_scientific_journal-11846	12	49	new	new	ADJ
american_scientific_journal-11846	12	50	solutions	solution	NOUN
american_scientific_journal-11846	12	51	.	.	PUNCT
american_scientific_journal-11846	13	1	historically	historically	ADV
american_scientific_journal-11846	13	2	,	,	PUNCT
american_scientific_journal-11846	13	3	the	the	DET
american_scientific_journal-11846	13	4	u.s	u.s	PROPN
american_scientific_journal-11846	13	5	.	.	PROPN
american_scientific_journal-11846	13	6	has	have	AUX
american_scientific_journal-11846	13	7	seen	see	VERB
american_scientific_journal-11846	13	8	numerous	numerous	ADJ
american_scientific_journal-11846	13	9	successful	successful	ADJ
american_scientific_journal-11846	13	10	public	public	ADJ
american_scientific_journal-11846	13	11	-	-	PUNCT
american_scientific_journal-11846	13	12	private	private	ADJ
american_scientific_journal-11846	13	13	partnerships	partnership	NOUN
american_scientific_journal-11846	13	14	ppps	ppps	NOUN
american_scientific_journal-11846	13	15	that	that	PRON
american_scientific_journal-11846	13	16	have	have	AUX
american_scientific_journal-11846	13	17	advanced	advance	VERB
american_scientific_journal-11846	13	18	public	public	ADJ
american_scientific_journal-11846	13	19	health	health	NOUN
american_scientific_journal-11846	13	20	outcomes	outcome	NOUN
american_scientific_journal-11846	13	21	.	.	PUNCT
american_scientific_journal-11846	14	1	initiatives	initiative	NOUN
american_scientific_journal-11846	14	2	like	like	ADP
american_scientific_journal-11846	14	3	the	the	DET
american_scientific_journal-11846	14	4	accelerating	accelerate	VERB
american_scientific_journal-11846	14	5	medicines	medicine	NOUN
american_scientific_journal-11846	14	6	partnership	partnership	NOUN
american_scientific_journal-11846	14	7	amp	amp	NOUN
american_scientific_journal-11846	14	8	and	and	CCONJ
american_scientific_journal-11846	14	9	the	the	DET
american_scientific_journal-11846	14	10	all	all	PRON
american_scientific_journal-11846	14	11	of	of	ADP
american_scientific_journal-11846	14	12	us	us	PROPN
american_scientific_journal-11846	14	13	research	research	NOUN
american_scientific_journal-11846	14	14	program	program	NOUN
american_scientific_journal-11846	14	15	exemplify	exemplify	VERB
american_scientific_journal-11846	14	16	the	the	DET
american_scientific_journal-11846	14	17	potential	potential	NOUN
american_scientific_journal-11846	14	18	of	of	ADP
american_scientific_journal-11846	14	19	collaborative	collaborative	ADJ
american_scientific_journal-11846	14	20	ecosystems	ecosystem	NOUN
american_scientific_journal-11846	14	21	to	to	PART
american_scientific_journal-11846	14	22	drive	drive	VERB
american_scientific_journal-11846	14	23	scientific	scientific	ADJ
american_scientific_journal-11846	14	24	discovery	discovery	NOUN
american_scientific_journal-11846	14	25	.	.	PUNCT
american_scientific_journal-11846	15	1	amp	amp	PROPN
american_scientific_journal-11846	15	2	,	,	PUNCT
american_scientific_journal-11846	15	3	for	for	ADP
american_scientific_journal-11846	15	4	instance	instance	NOUN
american_scientific_journal-11846	15	5	,	,	PUNCT
american_scientific_journal-11846	15	6	unites	unite	VERB
american_scientific_journal-11846	15	7	nih	nih	PROPN
american_scientific_journal-11846	15	8	with	with	ADP
american_scientific_journal-11846	15	9	pharmaceutical	pharmaceutical	NOUN
american_scientific_journal-11846	15	10	companies	company	NOUN
american_scientific_journal-11846	15	11	and	and	CCONJ
american_scientific_journal-11846	15	12	nonprofit	nonprofit	ADJ
american_scientific_journal-11846	15	13	organizations	organization	NOUN
american_scientific_journal-11846	15	14	to	to	PART
american_scientific_journal-11846	15	15	identify	identify	VERB
american_scientific_journal-11846	15	16	and	and	CCONJ
american_scientific_journal-11846	15	17	validate	validate	VERB
american_scientific_journal-11846	15	18	promising	promising	ADJ
american_scientific_journal-11846	15	19	biological	biological	ADJ
american_scientific_journal-11846	15	20	targets	target	NOUN
american_scientific_journal-11846	15	21	for	for	ADP
american_scientific_journal-11846	15	22	therapeutics	therapeutic	NOUN
american_scientific_journal-11846	15	23	across	across	ADP
american_scientific_journal-11846	15	24	various	various	ADJ
american_scientific_journal-11846	15	25	diseases	disease	NOUN
american_scientific_journal-11846	15	26	.	.	PUNCT
american_scientific_journal-11846	16	1	similarly	similarly	ADV
american_scientific_journal-11846	16	2	,	,	PUNCT
american_scientific_journal-11846	16	3	the	the	DET
american_scientific_journal-11846	16	4	all	all	PRON
american_scientific_journal-11846	16	5	of	of	ADP
american_scientific_journal-11846	16	6	us	us	PROPN
american_scientific_journal-11846	16	7	program	program	NOUN
american_scientific_journal-11846	16	8	harnesses	harness	NOUN
american_scientific_journal-11846	16	9	data	datum	NOUN
american_scientific_journal-11846	16	10	from	from	ADP
american_scientific_journal-11846	16	11	over	over	ADP
american_scientific_journal-11846	16	12	a	a	DET
american_scientific_journal-11846	16	13	million	million	NUM
american_scientific_journal-11846	16	14	americans	americans	PROPN
american_scientific_journal-11846	16	15	to	to	PART
american_scientific_journal-11846	16	16	create	create	VERB
american_scientific_journal-11846	16	17	one	one	NUM
american_scientific_journal-11846	16	18	of	of	ADP
american_scientific_journal-11846	16	19	the	the	DET
american_scientific_journal-11846	16	20	most	most	ADV
american_scientific_journal-11846	16	21	comprehensive	comprehensive	ADJ
american_scientific_journal-11846	16	22	biomedical	biomedical	ADJ
american_scientific_journal-11846	16	23	datasets	dataset	NOUN
american_scientific_journal-11846	16	24	in	in	ADP
american_scientific_journal-11846	16	25	the	the	DET
american_scientific_journal-11846	16	26	world	world	NOUN
american_scientific_journal-11846	16	27	.	.	PUNCT
american_scientific_journal-11846	17	1	despite	despite	SCONJ
american_scientific_journal-11846	17	2	the	the	DET
american_scientific_journal-11846	17	3	promising	promising	ADJ
american_scientific_journal-11846	17	4	nature	nature	NOUN
american_scientific_journal-11846	17	5	of	of	ADP
american_scientific_journal-11846	17	6	these	these	DET
american_scientific_journal-11846	17	7	partnerships	partnership	NOUN
american_scientific_journal-11846	17	8	,	,	PUNCT
american_scientific_journal-11846	17	9	they	they	PRON
american_scientific_journal-11846	17	10	also	also	ADV
american_scientific_journal-11846	17	11	expose	expose	VERB
american_scientific_journal-11846	17	12	critical	critical	ADJ
american_scientific_journal-11846	17	13	infrastructural	infrastructural	ADJ
american_scientific_journal-11846	17	14	and	and	CCONJ
american_scientific_journal-11846	17	15	operational	operational	ADJ
american_scientific_journal-11846	17	16	limitations	limitation	NOUN
american_scientific_journal-11846	17	17	,	,	PUNCT
american_scientific_journal-11846	17	18	particularly	particularly	ADV
american_scientific_journal-11846	17	19	in	in	ADP
american_scientific_journal-11846	17	20	the	the	DET
american_scientific_journal-11846	17	21	realms	realm	NOUN
american_scientific_journal-11846	17	22	of	of	ADP
american_scientific_journal-11846	17	23	data	datum	NOUN
american_scientific_journal-11846	17	24	integration	integration	NOUN
american_scientific_journal-11846	17	25	,	,	PUNCT
american_scientific_journal-11846	17	26	security	security	NOUN
american_scientific_journal-11846	17	27	,	,	PUNCT
american_scientific_journal-11846	17	28	and	and	CCONJ
american_scientific_journal-11846	17	29	workflow	workflow	NOUN
american_scientific_journal-11846	17	30	interoperability	interoperability	NOUN
american_scientific_journal-11846	17	31	.	.	PUNCT
american_scientific_journal-11846	18	1	the	the	DET
american_scientific_journal-11846	18	2	fusion	fusion	NOUN
american_scientific_journal-11846	18	3	of	of	ADP
american_scientific_journal-11846	18	4	diverse	diverse	ADJ
american_scientific_journal-11846	18	5	data	datum	NOUN
american_scientific_journal-11846	18	6	types	type	NOUN
american_scientific_journal-11846	18	7	,	,	PUNCT
american_scientific_journal-11846	18	8	such	such	ADJ
american_scientific_journal-11846	18	9	as	as	ADP
american_scientific_journal-11846	18	10	electronic	electronic	ADJ
american_scientific_journal-11846	18	11	health	health	NOUN
american_scientific_journal-11846	18	12	records	record	NOUN
american_scientific_journal-11846	18	13	ehrs	ehr	VERB
american_scientific_journal-11846	18	14	,	,	PUNCT
american_scientific_journal-11846	18	15	genomic	genomic	ADJ
american_scientific_journal-11846	18	16	data	datum	NOUN
american_scientific_journal-11846	18	17	,	,	PUNCT
american_scientific_journal-11846	18	18	and	and	CCONJ
american_scientific_journal-11846	18	19	real	real	ADJ
american_scientific_journal-11846	18	20	-	-	PUNCT
american_scientific_journal-11846	18	21	time	time	NOUN
american_scientific_journal-11846	18	22	sensor	sensor	NOUN
american_scientific_journal-11846	18	23	data	datum	NOUN
american_scientific_journal-11846	18	24	from	from	ADP
american_scientific_journal-11846	18	25	wearable	wearable	ADJ
american_scientific_journal-11846	18	26	technologies	technology	NOUN
american_scientific_journal-11846	18	27	,	,	PUNCT
american_scientific_journal-11846	18	28	presents	present	VERB
american_scientific_journal-11846	18	29	both	both	CCONJ
american_scientific_journal-11846	18	30	a	a	DET
american_scientific_journal-11846	18	31	technical	technical	ADJ
american_scientific_journal-11846	18	32	and	and	CCONJ
american_scientific_journal-11846	18	33	regulatory	regulatory	ADJ
american_scientific_journal-11846	18	34	challenge	challenge	NOUN
american_scientific_journal-11846	18	35	.	.	PUNCT
american_scientific_journal-11846	19	1	tackling	tackle	VERB
american_scientific_journal-11846	19	2	these	these	DET
american_scientific_journal-11846	19	3	complexities	complexity	NOUN
american_scientific_journal-11846	19	4	requires	require	VERB
american_scientific_journal-11846	19	5	a	a	DET
american_scientific_journal-11846	19	6	shift	shift	NOUN
american_scientific_journal-11846	19	7	toward	toward	ADP
american_scientific_journal-11846	19	8	more	more	ADV
american_scientific_journal-11846	19	9	agile	agile	ADJ
american_scientific_journal-11846	19	10	and	and	CCONJ
american_scientific_journal-11846	19	11	scalable	scalable	ADJ
american_scientific_journal-11846	19	12	digital	digital	ADJ
american_scientific_journal-11846	19	13	architectures	architecture	NOUN
american_scientific_journal-11846	19	14	,	,	PUNCT
american_scientific_journal-11846	19	15	which	which	PRON
american_scientific_journal-11846	19	16	is	be	AUX
american_scientific_journal-11846	19	17	where	where	SCONJ
american_scientific_journal-11846	19	18	microservices	microservice	NOUN
american_scientific_journal-11846	19	19	and	and	CCONJ
american_scientific_journal-11846	19	20	modern	modern	ADJ
american_scientific_journal-11846	19	21	apis	apis	NOUN
american_scientific_journal-11846	19	22	become	become	VERB
american_scientific_journal-11846	19	23	increasingly	increasingly	ADV
american_scientific_journal-11846	19	24	vital	vital	ADJ
american_scientific_journal-11846	19	25	.	.	PUNCT
american_scientific_journal-11846	20	1	1.2	1.2	NUM
american_scientific_journal-11846	20	2	challenges	challenge	NOUN
american_scientific_journal-11846	20	3	in	in	ADP
american_scientific_journal-11846	20	4	data	data	NOUN
american_scientific_journal-11846	20	5	integration	integration	NOUN
american_scientific_journal-11846	20	6	,	,	PUNCT
american_scientific_journal-11846	20	7	security	security	NOUN
american_scientific_journal-11846	20	8	,	,	PUNCT
american_scientific_journal-11846	20	9	and	and	CCONJ
american_scientific_journal-11846	20	10	workflow	workflow	NOUN
american_scientific_journal-11846	20	11	interoperability	interoperability	NOUN
american_scientific_journal-11846	20	12	one	one	NUM
american_scientific_journal-11846	20	13	of	of	ADP
american_scientific_journal-11846	20	14	the	the	DET
american_scientific_journal-11846	20	15	most	most	ADV
american_scientific_journal-11846	20	16	persistent	persistent	ADJ
american_scientific_journal-11846	20	17	and	and	CCONJ
american_scientific_journal-11846	20	18	multifaceted	multifaceted	ADJ
american_scientific_journal-11846	20	19	challenges	challenge	NOUN
american_scientific_journal-11846	20	20	in	in	ADP
american_scientific_journal-11846	20	21	public	public	ADJ
american_scientific_journal-11846	20	22	-	-	PUNCT
american_scientific_journal-11846	20	23	private	private	ADJ
american_scientific_journal-11846	20	24	biomedical	biomedical	ADJ
american_scientific_journal-11846	20	25	collaborations	collaboration	NOUN
american_scientific_journal-11846	20	26	is	be	AUX
american_scientific_journal-11846	20	27	effective	effective	ADJ
american_scientific_journal-11846	20	28	data	datum	NOUN
american_scientific_journal-11846	20	29	integration	integration	NOUN
american_scientific_journal-11846	20	30	.	.	PUNCT
american_scientific_journal-11846	21	1	biomedical	biomedical	ADJ
american_scientific_journal-11846	21	2	data	datum	NOUN
american_scientific_journal-11846	21	3	originates	originate	NOUN
american_scientific_journal-11846	21	4	from	from	ADP
american_scientific_journal-11846	21	5	disparate	disparate	ADJ
american_scientific_journal-11846	21	6	sources	source	NOUN
american_scientific_journal-11846	21	7	clinical	clinical	ADJ
american_scientific_journal-11846	21	8	trials	trial	NOUN
american_scientific_journal-11846	21	9	,	,	PUNCT
american_scientific_journal-11846	21	10	hospitals	hospital	NOUN
american_scientific_journal-11846	21	11	,	,	PUNCT
american_scientific_journal-11846	21	12	academic	academic	ADJ
american_scientific_journal-11846	21	13	research	research	NOUN
american_scientific_journal-11846	21	14	labs	lab	NOUN
american_scientific_journal-11846	21	15	,	,	PUNCT
american_scientific_journal-11846	21	16	patient	patient	ADJ
american_scientific_journal-11846	21	17	registries	registry	NOUN
american_scientific_journal-11846	21	18	,	,	PUNCT
american_scientific_journal-11846	21	19	mobile	mobile	ADJ
american_scientific_journal-11846	21	20	health	health	NOUN
american_scientific_journal-11846	21	21	applications	application	NOUN
american_scientific_journal-11846	21	22	,	,	PUNCT
american_scientific_journal-11846	21	23	and	and	CCONJ
american_scientific_journal-11846	21	24	even	even	ADV
american_scientific_journal-11846	21	25	consumer	consumer	NOUN
american_scientific_journal-11846	21	26	-	-	PUNCT
american_scientific_journal-11846	21	27	grade	grade	NOUN
american_scientific_journal-11846	21	28	wearable	wearable	ADJ
american_scientific_journal-11846	21	29	devices	device	NOUN
american_scientific_journal-11846	21	30	.	.	PUNCT
american_scientific_journal-11846	22	1	these	these	DET
american_scientific_journal-11846	22	2	data	datum	NOUN
american_scientific_journal-11846	22	3	streams	stream	NOUN
american_scientific_journal-11846	22	4	are	be	AUX
american_scientific_journal-11846	22	5	frequently	frequently	ADV
american_scientific_journal-11846	22	6	encoded	encode	VERB
american_scientific_journal-11846	22	7	in	in	ADP
american_scientific_journal-11846	22	8	different	different	ADJ
american_scientific_journal-11846	22	9	formats	format	NOUN
american_scientific_journal-11846	22	10	,	,	PUNCT
american_scientific_journal-11846	22	11	governed	govern	VERB
american_scientific_journal-11846	22	12	by	by	ADP
american_scientific_journal-11846	22	13	varying	vary	VERB
american_scientific_journal-11846	22	14	standards	standard	NOUN
american_scientific_journal-11846	22	15	,	,	PUNCT
american_scientific_journal-11846	22	16	and	and	CCONJ
american_scientific_journal-11846	22	17	housed	house	VERB
american_scientific_journal-11846	22	18	within	within	ADP
american_scientific_journal-11846	22	19	siloed	siloed	ADJ
american_scientific_journal-11846	22	20	systems	system	NOUN
american_scientific_journal-11846	22	21	that	that	PRON
american_scientific_journal-11846	22	22	are	be	AUX
american_scientific_journal-11846	22	23	not	not	PART
american_scientific_journal-11846	22	24	designed	design	VERB
american_scientific_journal-11846	22	25	to	to	PART
american_scientific_journal-11846	22	26	interoperate	interoperate	VERB
american_scientific_journal-11846	22	27	.	.	PUNCT
american_scientific_journal-11846	23	1	this	this	DET
american_scientific_journal-11846	23	2	fragmentation	fragmentation	NOUN
american_scientific_journal-11846	23	3	inhibits	inhibit	VERB
american_scientific_journal-11846	23	4	researchers	researcher	NOUN
american_scientific_journal-11846	23	5	and	and	CCONJ
american_scientific_journal-11846	23	6	developers	developer	NOUN
american_scientific_journal-11846	23	7	from	from	ADP
american_scientific_journal-11846	23	8	gaining	gain	VERB
american_scientific_journal-11846	23	9	a	a	DET
american_scientific_journal-11846	23	10	unified	unified	ADJ
american_scientific_journal-11846	23	11	,	,	PUNCT
american_scientific_journal-11846	23	12	real	real	ADJ
american_scientific_journal-11846	23	13	time	time	NOUN
american_scientific_journal-11846	23	14	understanding	understanding	NOUN
american_scientific_journal-11846	23	15	of	of	ADP
american_scientific_journal-11846	23	16	health	health	NOUN
american_scientific_journal-11846	23	17	conditions	condition	NOUN
american_scientific_journal-11846	23	18	,	,	PUNCT
american_scientific_journal-11846	23	19	disease	disease	NOUN
american_scientific_journal-11846	23	20	progression	progression	NOUN
american_scientific_journal-11846	23	21	,	,	PUNCT
american_scientific_journal-11846	23	22	and	and	CCONJ
american_scientific_journal-11846	23	23	treatment	treatment	NOUN
american_scientific_journal-11846	23	24	efficacy	efficacy	NOUN
american_scientific_journal-11846	23	25	.	.	PUNCT
american_scientific_journal-11846	24	1	security	security	NOUN
american_scientific_journal-11846	24	2	and	and	CCONJ
american_scientific_journal-11846	24	3	data	datum	NOUN
american_scientific_journal-11846	24	4	governance	governance	NOUN
american_scientific_journal-11846	24	5	pose	pose	VERB
american_scientific_journal-11846	24	6	additional	additional	ADJ
american_scientific_journal-11846	24	7	hurdles	hurdle	NOUN
american_scientific_journal-11846	24	8	.	.	PUNCT
american_scientific_journal-11846	25	1	biomedical	biomedical	ADJ
american_scientific_journal-11846	25	2	data	datum	NOUN
american_scientific_journal-11846	25	3	is	be	AUX
american_scientific_journal-11846	25	4	not	not	PART
american_scientific_journal-11846	25	5	only	only	ADV
american_scientific_journal-11846	25	6	sensitive	sensitive	ADJ
american_scientific_journal-11846	25	7	but	but	CCONJ
american_scientific_journal-11846	25	8	also	also	ADV
american_scientific_journal-11846	25	9	highly	highly	ADV
american_scientific_journal-11846	25	10	regulated	regulate	VERB
american_scientific_journal-11846	25	11	,	,	PUNCT
american_scientific_journal-11846	25	12	particularly	particularly	ADV
american_scientific_journal-11846	25	13	under	under	ADP
american_scientific_journal-11846	25	14	frameworks	framework	NOUN
american_scientific_journal-11846	25	15	like	like	ADP
american_scientific_journal-11846	25	16	the	the	DET
american_scientific_journal-11846	25	17	health	health	NOUN
american_scientific_journal-11846	25	18	insurance	insurance	NOUN
american_scientific_journal-11846	25	19	portability	portability	NOUN
american_scientific_journal-11846	25	20	and	and	CCONJ
american_scientific_journal-11846	25	21	accountability	accountability	NOUN
american_scientific_journal-11846	25	22	act	act	NOUN
american_scientific_journal-11846	25	23	hipaa	hipaa	PROPN
american_scientific_journal-11846	25	24	and	and	CCONJ
american_scientific_journal-11846	25	25	the	the	DET
american_scientific_journal-11846	25	26	federal	federal	ADJ
american_scientific_journal-11846	25	27	risk	risk	NOUN
american_scientific_journal-11846	25	28	and	and	CCONJ
american_scientific_journal-11846	25	29	authorization	authorization	NOUN
american_scientific_journal-11846	25	30	management	management	NOUN
american_scientific_journal-11846	25	31	program	program	NOUN
american_scientific_journal-11846	25	32	fedramp	fedramp	NOUN
american_scientific_journal-11846	25	33	.	.	PUNCT
american_scientific_journal-11846	26	1	balancing	balance	VERB
american_scientific_journal-11846	26	2	data	datum	NOUN
american_scientific_journal-11846	26	3	utility	utility	NOUN
american_scientific_journal-11846	26	4	with	with	ADP
american_scientific_journal-11846	26	5	privacy	privacy	NOUN
american_scientific_journal-11846	26	6	preservation	preservation	NOUN
american_scientific_journal-11846	26	7	is	be	AUX
american_scientific_journal-11846	26	8	a	a	DET
american_scientific_journal-11846	26	9	delicate	delicate	ADJ
american_scientific_journal-11846	26	10	and	and	CCONJ
american_scientific_journal-11846	26	11	ongoing	ongoing	ADJ
american_scientific_journal-11846	26	12	task	task	NOUN
american_scientific_journal-11846	26	13	.	.	PUNCT
american_scientific_journal-11846	27	1	furthermore	furthermore	ADV
american_scientific_journal-11846	27	2	,	,	PUNCT
american_scientific_journal-11846	27	3	the	the	DET
american_scientific_journal-11846	27	4	growing	grow	VERB
american_scientific_journal-11846	27	5	threat	threat	NOUN
american_scientific_journal-11846	27	6	of	of	ADP
american_scientific_journal-11846	27	7	cybersecurity	cybersecurity	NOUN
american_scientific_journal-11846	27	8	breaches	breach	NOUN
american_scientific_journal-11846	27	9	in	in	ADP
american_scientific_journal-11846	27	10	the	the	DET
american_scientific_journal-11846	27	11	healthcare	healthcare	NOUN
american_scientific_journal-11846	27	12	sector	sector	NOUN
american_scientific_journal-11846	27	13	underscores	underscore	VERB
american_scientific_journal-11846	27	14	the	the	DET
american_scientific_journal-11846	27	15	need	need	NOUN
american_scientific_journal-11846	27	16	for	for	ADP
american_scientific_journal-11846	27	17	resilient	resilient	ADJ
american_scientific_journal-11846	27	18	,	,	PUNCT
american_scientific_journal-11846	27	19	well	well	ADV
american_scientific_journal-11846	27	20	-	-	PUNCT
american_scientific_journal-11846	27	21	audited	audit	VERB
american_scientific_journal-11846	27	22	systems	system	NOUN
american_scientific_journal-11846	27	23	capable	capable	ADJ
american_scientific_journal-11846	27	24	of	of	ADP
american_scientific_journal-11846	27	25	ensuring	ensure	VERB
american_scientific_journal-11846	27	26	data	datum	NOUN
american_scientific_journal-11846	27	27	integrity	integrity	NOUN
american_scientific_journal-11846	27	28	and	and	CCONJ
american_scientific_journal-11846	27	29	access	access	NOUN
american_scientific_journal-11846	27	30	control	control	NOUN
american_scientific_journal-11846	27	31	.	.	PUNCT
american_scientific_journal-11846	28	1	american	american	ADJ
american_scientific_journal-11846	28	2	academic	academic	ADJ
american_scientific_journal-11846	28	3	scientific	scientific	ADJ
american_scientific_journal-11846	28	4	research	research	NOUN
american_scientific_journal-11846	28	5	journal	journal	NOUN
american_scientific_journal-11846	28	6	for	for	ADP
american_scientific_journal-11846	28	7	engineering	engineering	NOUN
american_scientific_journal-11846	28	8	,	,	PUNCT
american_scientific_journal-11846	28	9	technology	technology	NOUN
american_scientific_journal-11846	28	10	,	,	PUNCT
american_scientific_journal-11846	28	11	and	and	CCONJ
american_scientific_journal-11846	28	12	sciences	science	NOUN
american_scientific_journal-11846	28	13	(	(	PUNCT
american_scientific_journal-11846	28	14	asrjets	asrjet	NOUN
american_scientific_journal-11846	28	15	)	)	PUNCT
american_scientific_journal-11846	28	16	volume	volume	NOUN
american_scientific_journal-11846	28	17	103	103	NUM
american_scientific_journal-11846	28	18	,	,	PUNCT
american_scientific_journal-11846	28	19	no	no	DET
american_scientific_journal-11846	28	20	1	1	NUM
american_scientific_journal-11846	28	21	,	,	PUNCT
american_scientific_journal-11846	28	22	pp	pp	ADV
american_scientific_journal-11846	28	23	290	290	NUM
american_scientific_journal-11846	28	24	-	-	SYM
american_scientific_journal-11846	28	25	312	312	NUM
american_scientific_journal-11846	28	26	292	292	NUM
american_scientific_journal-11846	28	27	workflow	workflow	NOUN
american_scientific_journal-11846	28	28	interoperability	interoperability	NOUN
american_scientific_journal-11846	28	29	is	be	AUX
american_scientific_journal-11846	28	30	another	another	DET
american_scientific_journal-11846	28	31	critical	critical	ADJ
american_scientific_journal-11846	28	32	point	point	NOUN
american_scientific_journal-11846	28	33	of	of	ADP
american_scientific_journal-11846	28	34	tension	tension	NOUN
american_scientific_journal-11846	28	35	.	.	PUNCT
american_scientific_journal-11846	29	1	traditional	traditional	ADJ
american_scientific_journal-11846	29	2	monolithic	monolithic	ADJ
american_scientific_journal-11846	29	3	software	software	NOUN
american_scientific_journal-11846	29	4	systems	system	NOUN
american_scientific_journal-11846	29	5	used	use	VERB
american_scientific_journal-11846	29	6	in	in	ADP
american_scientific_journal-11846	29	7	healthcare	healthcare	NOUN
american_scientific_journal-11846	29	8	are	be	AUX
american_scientific_journal-11846	29	9	often	often	ADV
american_scientific_journal-11846	29	10	rigid	rigid	ADJ
american_scientific_journal-11846	29	11	,	,	PUNCT
american_scientific_journal-11846	29	12	expensive	expensive	ADJ
american_scientific_journal-11846	29	13	to	to	PART
american_scientific_journal-11846	29	14	modify	modify	VERB
american_scientific_journal-11846	29	15	,	,	PUNCT
american_scientific_journal-11846	29	16	and	and	CCONJ
american_scientific_journal-11846	29	17	incapable	incapable	ADJ
american_scientific_journal-11846	29	18	of	of	ADP
american_scientific_journal-11846	29	19	seamlessly	seamlessly	ADV
american_scientific_journal-11846	29	20	integrating	integrate	VERB
american_scientific_journal-11846	29	21	with	with	ADP
american_scientific_journal-11846	29	22	emerging	emerge	VERB
american_scientific_journal-11846	29	23	technologies	technology	NOUN
american_scientific_journal-11846	29	24	.	.	PUNCT
american_scientific_journal-11846	30	1	as	as	SCONJ
american_scientific_journal-11846	30	2	biomedical	biomedical	ADJ
american_scientific_journal-11846	30	3	research	research	NOUN
american_scientific_journal-11846	30	4	increasingly	increasingly	ADV
american_scientific_journal-11846	30	5	relies	rely	VERB
american_scientific_journal-11846	30	6	on	on	ADP
american_scientific_journal-11846	30	7	crossinstitutional	crossinstitutional	ADJ
american_scientific_journal-11846	30	8	collaboration	collaboration	NOUN
american_scientific_journal-11846	30	9	,	,	PUNCT
american_scientific_journal-11846	30	10	the	the	DET
american_scientific_journal-11846	30	11	ability	ability	NOUN
american_scientific_journal-11846	30	12	to	to	PART
american_scientific_journal-11846	30	13	build	build	VERB
american_scientific_journal-11846	30	14	flexible	flexible	ADJ
american_scientific_journal-11846	30	15	,	,	PUNCT
american_scientific_journal-11846	30	16	scalable	scalable	ADJ
american_scientific_journal-11846	30	17	workflows	workflow	NOUN
american_scientific_journal-11846	30	18	that	that	PRON
american_scientific_journal-11846	30	19	transcend	transcend	VERB
american_scientific_journal-11846	30	20	organizational	organizational	ADJ
american_scientific_journal-11846	30	21	boundaries	boundary	NOUN
american_scientific_journal-11846	30	22	become	become	VERB
american_scientific_journal-11846	30	23	imperative	imperative	ADJ
american_scientific_journal-11846	30	24	.	.	PUNCT
american_scientific_journal-11846	31	1	whether	whether	SCONJ
american_scientific_journal-11846	31	2	it	it	PRON
american_scientific_journal-11846	31	3	's	be	AUX
american_scientific_journal-11846	31	4	coordinating	coordinate	VERB
american_scientific_journal-11846	31	5	multi	multi	ADJ
american_scientific_journal-11846	31	6	-	-	ADJ
american_scientific_journal-11846	31	7	site	site	ADJ
american_scientific_journal-11846	31	8	clinical	clinical	ADJ
american_scientific_journal-11846	31	9	trials	trial	NOUN
american_scientific_journal-11846	31	10	or	or	CCONJ
american_scientific_journal-11846	31	11	integrating	integrate	VERB
american_scientific_journal-11846	31	12	ai	ai	VERB
american_scientific_journal-11846	31	13	-	-	PUNCT
american_scientific_journal-11846	31	14	driven	drive	VERB
american_scientific_journal-11846	31	15	diagnostic	diagnostic	ADJ
american_scientific_journal-11846	31	16	tools	tool	NOUN
american_scientific_journal-11846	31	17	into	into	ADP
american_scientific_journal-11846	31	18	existing	exist	VERB
american_scientific_journal-11846	31	19	ehr	ehr	NOUN
american_scientific_journal-11846	31	20	systems	system	NOUN
american_scientific_journal-11846	31	21	,	,	PUNCT
american_scientific_journal-11846	31	22	the	the	DET
american_scientific_journal-11846	31	23	success	success	NOUN
american_scientific_journal-11846	31	24	of	of	ADP
american_scientific_journal-11846	31	25	modern	modern	ADJ
american_scientific_journal-11846	31	26	biomedical	biomedical	ADJ
american_scientific_journal-11846	31	27	research	research	NOUN
american_scientific_journal-11846	31	28	depends	depend	VERB
american_scientific_journal-11846	31	29	on	on	ADP
american_scientific_journal-11846	31	30	a	a	DET
american_scientific_journal-11846	31	31	new	new	ADJ
american_scientific_journal-11846	31	32	paradigm	paradigm	NOUN
american_scientific_journal-11846	31	33	of	of	ADP
american_scientific_journal-11846	31	34	software	software	NOUN
american_scientific_journal-11846	31	35	development	development	NOUN
american_scientific_journal-11846	31	36	and	and	CCONJ
american_scientific_journal-11846	31	37	integration	integration	NOUN
american_scientific_journal-11846	31	38	.	.	PUNCT
american_scientific_journal-11846	32	1	1.3	1.3	NUM
american_scientific_journal-11846	32	2	importance	importance	NOUN
american_scientific_journal-11846	32	3	of	of	ADP
american_scientific_journal-11846	32	4	microservices	microservice	NOUN
american_scientific_journal-11846	32	5	and	and	CCONJ
american_scientific_journal-11846	32	6	modern	modern	ADJ
american_scientific_journal-11846	32	7	apis	apis	ADJ
american_scientific_journal-11846	32	8	to	to	PART
american_scientific_journal-11846	32	9	address	address	VERB
american_scientific_journal-11846	32	10	these	these	DET
american_scientific_journal-11846	32	11	challenges	challenge	NOUN
american_scientific_journal-11846	32	12	,	,	PUNCT
american_scientific_journal-11846	32	13	the	the	DET
american_scientific_journal-11846	32	14	biomedical	biomedical	ADJ
american_scientific_journal-11846	32	15	research	research	NOUN
american_scientific_journal-11846	32	16	community	community	NOUN
american_scientific_journal-11846	32	17	is	be	AUX
american_scientific_journal-11846	32	18	increasingly	increasingly	ADV
american_scientific_journal-11846	32	19	turning	turn	VERB
american_scientific_journal-11846	32	20	to	to	ADP
american_scientific_journal-11846	32	21	microservices	microservice	NOUN
american_scientific_journal-11846	32	22	architecture	architecture	NOUN
american_scientific_journal-11846	32	23	and	and	CCONJ
american_scientific_journal-11846	32	24	modern	modern	ADJ
american_scientific_journal-11846	32	25	application	application	NOUN
american_scientific_journal-11846	32	26	programming	programming	NOUN
american_scientific_journal-11846	32	27	interfaces	interface	NOUN
american_scientific_journal-11846	32	28	apis	apis	ADJ
american_scientific_journal-11846	32	29	.	.	PUNCT
american_scientific_journal-11846	33	1	microservices	microservice	NOUN
american_scientific_journal-11846	33	2	represent	represent	VERB
american_scientific_journal-11846	33	3	a	a	DET
american_scientific_journal-11846	33	4	shift	shift	NOUN
american_scientific_journal-11846	33	5	from	from	ADP
american_scientific_journal-11846	33	6	monolithic	monolithic	ADJ
american_scientific_journal-11846	33	7	software	software	NOUN
american_scientific_journal-11846	33	8	systems	system	NOUN
american_scientific_journal-11846	33	9	to	to	ADP
american_scientific_journal-11846	33	10	modular	modular	ADJ
american_scientific_journal-11846	33	11	,	,	PUNCT
american_scientific_journal-11846	33	12	distributed	distribute	VERB
american_scientific_journal-11846	33	13	applications	application	NOUN
american_scientific_journal-11846	33	14	composed	compose	VERB
american_scientific_journal-11846	33	15	of	of	ADP
american_scientific_journal-11846	33	16	loosely	loosely	ADV
american_scientific_journal-11846	33	17	coupled	couple	VERB
american_scientific_journal-11846	33	18	services	service	NOUN
american_scientific_journal-11846	33	19	.	.	PUNCT
american_scientific_journal-11846	34	1	each	each	DET
american_scientific_journal-11846	34	2	microservice	microservice	NOUN
american_scientific_journal-11846	34	3	is	be	AUX
american_scientific_journal-11846	34	4	responsible	responsible	ADJ
american_scientific_journal-11846	34	5	for	for	ADP
american_scientific_journal-11846	34	6	a	a	DET
american_scientific_journal-11846	34	7	specific	specific	ADJ
american_scientific_journal-11846	34	8	functionality	functionality	NOUN
american_scientific_journal-11846	34	9	such	such	ADJ
american_scientific_journal-11846	34	10	as	as	ADP
american_scientific_journal-11846	34	11	patient	patient	ADJ
american_scientific_journal-11846	34	12	consent	consent	NOUN
american_scientific_journal-11846	34	13	management	management	NOUN
american_scientific_journal-11846	34	14	,	,	PUNCT
american_scientific_journal-11846	34	15	data	datum	NOUN
american_scientific_journal-11846	34	16	normalization	normalization	NOUN
american_scientific_journal-11846	34	17	,	,	PUNCT
american_scientific_journal-11846	34	18	or	or	CCONJ
american_scientific_journal-11846	34	19	authentication	authentication	NOUN
american_scientific_journal-11846	34	20	and	and	CCONJ
american_scientific_journal-11846	34	21	can	can	AUX
american_scientific_journal-11846	34	22	be	be	AUX
american_scientific_journal-11846	34	23	independently	independently	ADV
american_scientific_journal-11846	34	24	developed	develop	VERB
american_scientific_journal-11846	34	25	,	,	PUNCT
american_scientific_journal-11846	34	26	deployed	deploy	VERB
american_scientific_journal-11846	34	27	,	,	PUNCT
american_scientific_journal-11846	34	28	and	and	CCONJ
american_scientific_journal-11846	34	29	scaled	scale	VERB
american_scientific_journal-11846	34	30	.	.	PUNCT
american_scientific_journal-11846	35	1	this	this	DET
american_scientific_journal-11846	35	2	architecture	architecture	NOUN
american_scientific_journal-11846	35	3	not	not	PART
american_scientific_journal-11846	35	4	only	only	ADV
american_scientific_journal-11846	35	5	enhances	enhance	VERB
american_scientific_journal-11846	35	6	system	system	NOUN
american_scientific_journal-11846	35	7	resilience	resilience	NOUN
american_scientific_journal-11846	35	8	and	and	CCONJ
american_scientific_journal-11846	35	9	scalability	scalability	NOUN
american_scientific_journal-11846	35	10	but	but	CCONJ
american_scientific_journal-11846	35	11	also	also	ADV
american_scientific_journal-11846	35	12	enables	enable	VERB
american_scientific_journal-11846	35	13	more	more	ADV
american_scientific_journal-11846	35	14	agile	agile	ADJ
american_scientific_journal-11846	35	15	responses	response	NOUN
american_scientific_journal-11846	35	16	to	to	ADP
american_scientific_journal-11846	35	17	emerging	emerge	VERB
american_scientific_journal-11846	35	18	research	research	NOUN
american_scientific_journal-11846	35	19	needs	need	NOUN
american_scientific_journal-11846	35	20	.	.	PUNCT
american_scientific_journal-11846	36	1	modern	modern	ADJ
american_scientific_journal-11846	36	2	apis	apis	PROPN
american_scientific_journal-11846	36	3	serve	serve	VERB
american_scientific_journal-11846	36	4	as	as	ADP
american_scientific_journal-11846	36	5	the	the	DET
american_scientific_journal-11846	36	6	connective	connective	ADJ
american_scientific_journal-11846	36	7	tissue	tissue	NOUN
american_scientific_journal-11846	36	8	in	in	ADP
american_scientific_journal-11846	36	9	this	this	DET
american_scientific_journal-11846	36	10	ecosystem	ecosystem	NOUN
american_scientific_journal-11846	36	11	.	.	PUNCT
american_scientific_journal-11846	37	1	they	they	PRON
american_scientific_journal-11846	37	2	provide	provide	VERB
american_scientific_journal-11846	37	3	standardized	standardized	ADJ
american_scientific_journal-11846	37	4	,	,	PUNCT
american_scientific_journal-11846	37	5	secure	secure	ADJ
american_scientific_journal-11846	37	6	interfaces	interface	NOUN
american_scientific_journal-11846	37	7	through	through	ADP
american_scientific_journal-11846	37	8	which	which	PRON
american_scientific_journal-11846	37	9	different	different	ADJ
american_scientific_journal-11846	37	10	systems	system	NOUN
american_scientific_journal-11846	37	11	and	and	CCONJ
american_scientific_journal-11846	37	12	services	service	NOUN
american_scientific_journal-11846	37	13	can	can	AUX
american_scientific_journal-11846	37	14	communicate	communicate	VERB
american_scientific_journal-11846	37	15	.	.	PUNCT
american_scientific_journal-11846	38	1	restful	restful	ADJ
american_scientific_journal-11846	38	2	apis	apis	PROPN
american_scientific_journal-11846	38	3	,	,	PUNCT
american_scientific_journal-11846	38	4	graphql	graphql	NOUN
american_scientific_journal-11846	38	5	,	,	PUNCT
american_scientific_journal-11846	38	6	and	and	CCONJ
american_scientific_journal-11846	38	7	more	more	ADV
american_scientific_journal-11846	38	8	recently	recently	ADV
american_scientific_journal-11846	38	9	,	,	PUNCT
american_scientific_journal-11846	38	10	fast	fast	ADJ
american_scientific_journal-11846	38	11	healthcare	healthcare	NOUN
american_scientific_journal-11846	38	12	interoperability	interoperability	NOUN
american_scientific_journal-11846	38	13	resources	resource	NOUN
american_scientific_journal-11846	38	14	fhir	fhir	PROPN
american_scientific_journal-11846	38	15	apis	apis	PROPN
american_scientific_journal-11846	38	16	,	,	PUNCT
american_scientific_journal-11846	38	17	are	be	AUX
american_scientific_journal-11846	38	18	transforming	transform	VERB
american_scientific_journal-11846	38	19	how	how	SCONJ
american_scientific_journal-11846	38	20	healthcare	healthcare	NOUN
american_scientific_journal-11846	38	21	data	data	NOUN
american_scientific_journal-11846	38	22	is	be	AUX
american_scientific_journal-11846	38	23	shared	share	VERB
american_scientific_journal-11846	38	24	and	and	CCONJ
american_scientific_journal-11846	38	25	accessed	access	VERB
american_scientific_journal-11846	38	26	.	.	PUNCT
american_scientific_journal-11846	39	1	for	for	ADP
american_scientific_journal-11846	39	2	example	example	NOUN
american_scientific_journal-11846	39	3	,	,	PUNCT
american_scientific_journal-11846	39	4	fhir	fhir	PROPN
american_scientific_journal-11846	39	5	apis	apis	PROPN
american_scientific_journal-11846	39	6	allow	allow	VERB
american_scientific_journal-11846	39	7	ehr	ehr	NOUN
american_scientific_journal-11846	39	8	systems	system	NOUN
american_scientific_journal-11846	39	9	to	to	PART
american_scientific_journal-11846	39	10	expose	expose	VERB
american_scientific_journal-11846	39	11	data	datum	NOUN
american_scientific_journal-11846	39	12	in	in	ADP
american_scientific_journal-11846	39	13	a	a	DET
american_scientific_journal-11846	39	14	consistent	consistent	ADJ
american_scientific_journal-11846	39	15	,	,	PUNCT
american_scientific_journal-11846	39	16	machine	machine	NOUN
american_scientific_journal-11846	39	17	-	-	PUNCT
american_scientific_journal-11846	39	18	readable	readable	ADJ
american_scientific_journal-11846	39	19	format	format	NOUN
american_scientific_journal-11846	39	20	,	,	PUNCT
american_scientific_journal-11846	39	21	thereby	thereby	ADV
american_scientific_journal-11846	39	22	streamlining	streamline	VERB
american_scientific_journal-11846	39	23	data	datum	NOUN
american_scientific_journal-11846	39	24	exchange	exchange	NOUN
american_scientific_journal-11846	39	25	between	between	ADP
american_scientific_journal-11846	39	26	institutions	institution	NOUN
american_scientific_journal-11846	39	27	and	and	CCONJ
american_scientific_journal-11846	39	28	applications	application	NOUN
american_scientific_journal-11846	39	29	.	.	PUNCT
american_scientific_journal-11846	40	1	this	this	DET
american_scientific_journal-11846	40	2	interoperability	interoperability	NOUN
american_scientific_journal-11846	40	3	is	be	AUX
american_scientific_journal-11846	40	4	crucial	crucial	ADJ
american_scientific_journal-11846	40	5	for	for	ADP
american_scientific_journal-11846	40	6	enabling	enable	VERB
american_scientific_journal-11846	40	7	realtime	realtime	NOUN
american_scientific_journal-11846	40	8	analytics	analytic	NOUN
american_scientific_journal-11846	40	9	,	,	PUNCT
american_scientific_journal-11846	40	10	ai	ai	ADJ
american_scientific_journal-11846	40	11	-	-	PUNCT
american_scientific_journal-11846	40	12	driven	drive	VERB
american_scientific_journal-11846	40	13	diagnostics	diagnostic	NOUN
american_scientific_journal-11846	40	14	,	,	PUNCT
american_scientific_journal-11846	40	15	and	and	CCONJ
american_scientific_journal-11846	40	16	personalized	personalized	ADJ
american_scientific_journal-11846	40	17	treatment	treatment	NOUN
american_scientific_journal-11846	40	18	plans	plan	NOUN
american_scientific_journal-11846	40	19	.	.	PUNCT
american_scientific_journal-11846	41	1	in	in	ADP
american_scientific_journal-11846	41	2	the	the	DET
american_scientific_journal-11846	41	3	context	context	NOUN
american_scientific_journal-11846	41	4	of	of	ADP
american_scientific_journal-11846	41	5	publicprivate	publicprivate	ADJ
american_scientific_journal-11846	41	6	partnerships	partnership	NOUN
american_scientific_journal-11846	41	7	,	,	PUNCT
american_scientific_journal-11846	41	8	the	the	DET
american_scientific_journal-11846	41	9	use	use	NOUN
american_scientific_journal-11846	41	10	of	of	ADP
american_scientific_journal-11846	41	11	microservices	microservice	NOUN
american_scientific_journal-11846	41	12	and	and	CCONJ
american_scientific_journal-11846	41	13	apis	apis	NOUN
american_scientific_journal-11846	41	14	offers	offer	VERB
american_scientific_journal-11846	41	15	several	several	ADJ
american_scientific_journal-11846	41	16	strategic	strategic	ADJ
american_scientific_journal-11846	41	17	advantages	advantage	NOUN
american_scientific_journal-11846	41	18	.	.	PUNCT
american_scientific_journal-11846	42	1	firstly	firstly	ADV
american_scientific_journal-11846	42	2	,	,	PUNCT
american_scientific_journal-11846	42	3	they	they	PRON
american_scientific_journal-11846	42	4	facilitate	facilitate	VERB
american_scientific_journal-11846	42	5	the	the	DET
american_scientific_journal-11846	42	6	rapid	rapid	ADJ
american_scientific_journal-11846	42	7	prototyping	prototyping	NOUN
american_scientific_journal-11846	42	8	and	and	CCONJ
american_scientific_journal-11846	42	9	deployment	deployment	NOUN
american_scientific_journal-11846	42	10	of	of	ADP
american_scientific_journal-11846	42	11	new	new	ADJ
american_scientific_journal-11846	42	12	research	research	NOUN
american_scientific_journal-11846	42	13	tools	tool	NOUN
american_scientific_journal-11846	42	14	without	without	ADP
american_scientific_journal-11846	42	15	requiring	require	VERB
american_scientific_journal-11846	42	16	complete	complete	ADJ
american_scientific_journal-11846	42	17	system	system	NOUN
american_scientific_journal-11846	42	18	overhauls	overhaul	NOUN
american_scientific_journal-11846	42	19	.	.	PUNCT
american_scientific_journal-11846	43	1	secondly	secondly	ADV
american_scientific_journal-11846	43	2	,	,	PUNCT
american_scientific_journal-11846	43	3	they	they	PRON
american_scientific_journal-11846	43	4	promote	promote	VERB
american_scientific_journal-11846	43	5	data	datum	NOUN
american_scientific_journal-11846	43	6	liquidity	liquidity	NOUN
american_scientific_journal-11846	43	7	,	,	PUNCT
american_scientific_journal-11846	43	8	allowing	allow	VERB
american_scientific_journal-11846	43	9	collaborators	collaborator	NOUN
american_scientific_journal-11846	43	10	to	to	PART
american_scientific_journal-11846	43	11	access	access	VERB
american_scientific_journal-11846	43	12	the	the	DET
american_scientific_journal-11846	43	13	right	right	ADJ
american_scientific_journal-11846	43	14	data	datum	NOUN
american_scientific_journal-11846	43	15	at	at	ADP
american_scientific_journal-11846	43	16	the	the	DET
american_scientific_journal-11846	43	17	right	right	ADJ
american_scientific_journal-11846	43	18	time	time	NOUN
american_scientific_journal-11846	43	19	without	without	ADP
american_scientific_journal-11846	43	20	breaching	breach	VERB
american_scientific_journal-11846	43	21	compliance	compliance	NOUN
american_scientific_journal-11846	43	22	requirements	requirement	NOUN
american_scientific_journal-11846	43	23	.	.	PUNCT
american_scientific_journal-11846	44	1	lastly	lastly	ADV
american_scientific_journal-11846	44	2	,	,	PUNCT
american_scientific_journal-11846	44	3	they	they	PRON
american_scientific_journal-11846	44	4	foster	foster	VERB
american_scientific_journal-11846	44	5	a	a	DET
american_scientific_journal-11846	44	6	culture	culture	NOUN
american_scientific_journal-11846	44	7	of	of	ADP
american_scientific_journal-11846	44	8	innovation	innovation	NOUN
american_scientific_journal-11846	44	9	by	by	ADP
american_scientific_journal-11846	44	10	enabling	enable	VERB
american_scientific_journal-11846	44	11	modular	modular	ADJ
american_scientific_journal-11846	44	12	experimentation	experimentation	NOUN
american_scientific_journal-11846	44	13	.	.	PUNCT
american_scientific_journal-11846	45	1	researchers	researcher	NOUN
american_scientific_journal-11846	45	2	and	and	CCONJ
american_scientific_journal-11846	45	3	developers	developer	NOUN
american_scientific_journal-11846	45	4	can	can	AUX
american_scientific_journal-11846	45	5	iterate	iterate	VERB
american_scientific_journal-11846	45	6	on	on	ADP
american_scientific_journal-11846	45	7	individual	individual	ADJ
american_scientific_journal-11846	45	8	components	component	NOUN
american_scientific_journal-11846	45	9	without	without	ADP
american_scientific_journal-11846	45	10	disrupting	disrupt	VERB
american_scientific_journal-11846	45	11	the	the	DET
american_scientific_journal-11846	45	12	entire	entire	ADJ
american_scientific_journal-11846	45	13	ecosystem	ecosystem	NOUN
american_scientific_journal-11846	45	14	.	.	PUNCT
american_scientific_journal-11846	46	1	in	in	ADP
american_scientific_journal-11846	46	2	sum	sum	NOUN
american_scientific_journal-11846	46	3	,	,	PUNCT
american_scientific_journal-11846	46	4	as	as	SCONJ
american_scientific_journal-11846	46	5	public	public	ADJ
american_scientific_journal-11846	46	6	-	-	PUNCT
american_scientific_journal-11846	46	7	private	private	ADJ
american_scientific_journal-11846	46	8	collaborations	collaboration	NOUN
american_scientific_journal-11846	46	9	in	in	ADP
american_scientific_journal-11846	46	10	u.s	u.s	PROPN
american_scientific_journal-11846	46	11	.	.	PROPN
american_scientific_journal-11846	46	12	biomedical	biomedical	PROPN
american_scientific_journal-11846	46	13	research	research	NOUN
american_scientific_journal-11846	46	14	continue	continue	VERB
american_scientific_journal-11846	46	15	to	to	PART
american_scientific_journal-11846	46	16	grow	grow	VERB
american_scientific_journal-11846	46	17	in	in	ADP
american_scientific_journal-11846	46	18	scale	scale	NOUN
american_scientific_journal-11846	46	19	and	and	CCONJ
american_scientific_journal-11846	46	20	ambition	ambition	NOUN
american_scientific_journal-11846	46	21	,	,	PUNCT
american_scientific_journal-11846	46	22	the	the	DET
american_scientific_journal-11846	46	23	need	need	NOUN
american_scientific_journal-11846	46	24	for	for	ADP
american_scientific_journal-11846	46	25	robust	robust	ADJ
american_scientific_journal-11846	46	26	,	,	PUNCT
american_scientific_journal-11846	46	27	interoperable	interoperable	ADJ
american_scientific_journal-11846	46	28	,	,	PUNCT
american_scientific_journal-11846	46	29	and	and	CCONJ
american_scientific_journal-11846	46	30	secure	secure	VERB
american_scientific_journal-11846	46	31	digital	digital	ADJ
american_scientific_journal-11846	46	32	infrastructure	infrastructure	NOUN
american_scientific_journal-11846	46	33	becomes	become	VERB
american_scientific_journal-11846	46	34	ever	ever	ADV
american_scientific_journal-11846	46	35	more	more	ADV
american_scientific_journal-11846	46	36	pressing	pressing	ADJ
american_scientific_journal-11846	46	37	.	.	PUNCT
american_scientific_journal-11846	47	1	the	the	DET
american_scientific_journal-11846	47	2	adoption	adoption	NOUN
american_scientific_journal-11846	47	3	of	of	ADP
american_scientific_journal-11846	47	4	microservices	microservice	NOUN
american_scientific_journal-11846	47	5	and	and	CCONJ
american_scientific_journal-11846	47	6	modern	modern	ADJ
american_scientific_journal-11846	47	7	apis	apis	PROPN
american_scientific_journal-11846	47	8	represents	represent	VERB
american_scientific_journal-11846	47	9	a	a	DET
american_scientific_journal-11846	47	10	pivotal	pivotal	ADJ
american_scientific_journal-11846	47	11	strategy	strategy	NOUN
american_scientific_journal-11846	47	12	for	for	ADP
american_scientific_journal-11846	47	13	overcoming	overcome	VERB
american_scientific_journal-11846	47	14	longstanding	longstanding	ADJ
american_scientific_journal-11846	47	15	barriers	barrier	NOUN
american_scientific_journal-11846	47	16	to	to	ADP
american_scientific_journal-11846	47	17	data	datum	NOUN
american_scientific_journal-11846	47	18	integration	integration	NOUN
american_scientific_journal-11846	47	19	,	,	PUNCT
american_scientific_journal-11846	47	20	security	security	NOUN
american_scientific_journal-11846	47	21	,	,	PUNCT
american_scientific_journal-11846	47	22	and	and	CCONJ
american_scientific_journal-11846	47	23	workflow	workflow	NOUN
american_scientific_journal-11846	47	24	interoperability	interoperability	NOUN
american_scientific_journal-11846	47	25	.	.	PUNCT
american_scientific_journal-11846	48	1	these	these	DET
american_scientific_journal-11846	48	2	technologies	technology	NOUN
american_scientific_journal-11846	48	3	not	not	PART
american_scientific_journal-11846	48	4	only	only	ADV
american_scientific_journal-11846	48	5	support	support	VERB
american_scientific_journal-11846	48	6	the	the	DET
american_scientific_journal-11846	48	7	technical	technical	ADJ
american_scientific_journal-11846	48	8	demands	demand	NOUN
american_scientific_journal-11846	48	9	of	of	ADP
american_scientific_journal-11846	48	10	cutting	cut	VERB
american_scientific_journal-11846	48	11	-	-	PUNCT
american_scientific_journal-11846	48	12	edge	edge	NOUN
american_scientific_journal-11846	48	13	research	research	NOUN
american_scientific_journal-11846	48	14	but	but	CCONJ
american_scientific_journal-11846	48	15	also	also	ADV
american_scientific_journal-11846	48	16	embody	embody	VERB
american_scientific_journal-11846	48	17	a	a	DET
american_scientific_journal-11846	48	18	broader	broad	ADJ
american_scientific_journal-11846	48	19	philosophical	philosophical	ADJ
american_scientific_journal-11846	48	20	shift	shift	NOUN
american_scientific_journal-11846	48	21	toward	toward	ADP
american_scientific_journal-11846	48	22	openness	openness	NOUN
american_scientific_journal-11846	48	23	,	,	PUNCT
american_scientific_journal-11846	48	24	adaptability	adaptability	NOUN
american_scientific_journal-11846	48	25	,	,	PUNCT
american_scientific_journal-11846	48	26	and	and	CCONJ
american_scientific_journal-11846	48	27	continuous	continuous	ADJ
american_scientific_journal-11846	48	28	improvement	improvement	NOUN
american_scientific_journal-11846	48	29	values	value	NOUN
american_scientific_journal-11846	48	30	that	that	PRON
american_scientific_journal-11846	48	31	are	be	AUX
american_scientific_journal-11846	48	32	essential	essential	ADJ
american_scientific_journal-11846	48	33	for	for	ADP
american_scientific_journal-11846	48	34	the	the	DET
american_scientific_journal-11846	48	35	future	future	NOUN
american_scientific_journal-11846	48	36	of	of	ADP
american_scientific_journal-11846	48	37	collaborative	collaborative	ADJ
american_scientific_journal-11846	48	38	biomedical	biomedical	ADJ
american_scientific_journal-11846	48	39	innovation	innovation	NOUN
american_scientific_journal-11846	48	40	.	.	PUNCT
american_scientific_journal-11846	49	1	2	2	X
american_scientific_journal-11846	49	2	.	.	X
american_scientific_journal-11846	49	3	related	relate	VERB
american_scientific_journal-11846	49	4	work	work	NOUN
american_scientific_journal-11846	49	5	2.1	2.1	NUM
american_scientific_journal-11846	49	6	existing	exist	VERB
american_scientific_journal-11846	49	7	platforms	platform	NOUN
american_scientific_journal-11846	49	8	and	and	CCONJ
american_scientific_journal-11846	49	9	collaborative	collaborative	ADJ
american_scientific_journal-11846	49	10	tools	tool	NOUN
american_scientific_journal-11846	49	11	in	in	ADP
american_scientific_journal-11846	49	12	biomedical	biomedical	ADJ
american_scientific_journal-11846	49	13	research	research	NOUN
american_scientific_journal-11846	49	14	biomedical	biomedical	ADJ
american_scientific_journal-11846	49	15	research	research	NOUN
american_scientific_journal-11846	49	16	has	have	AUX
american_scientific_journal-11846	49	17	seen	see	VERB
american_scientific_journal-11846	49	18	a	a	DET
american_scientific_journal-11846	49	19	remarkable	remarkable	ADJ
american_scientific_journal-11846	49	20	digital	digital	ADJ
american_scientific_journal-11846	49	21	transformation	transformation	NOUN
american_scientific_journal-11846	49	22	in	in	ADP
american_scientific_journal-11846	49	23	recent	recent	ADJ
american_scientific_journal-11846	49	24	decades	decade	NOUN
american_scientific_journal-11846	49	25	,	,	PUNCT
american_scientific_journal-11846	49	26	supported	support	VERB
american_scientific_journal-11846	49	27	by	by	ADP
american_scientific_journal-11846	49	28	both	both	CCONJ
american_scientific_journal-11846	49	29	public	public	ADJ
american_scientific_journal-11846	49	30	and	and	CCONJ
american_scientific_journal-11846	49	31	private	private	ADJ
american_scientific_journal-11846	49	32	sector	sector	NOUN
american_scientific_journal-11846	49	33	innovations	innovation	NOUN
american_scientific_journal-11846	49	34	.	.	PUNCT
american_scientific_journal-11846	50	1	several	several	ADJ
american_scientific_journal-11846	50	2	major	major	ADJ
american_scientific_journal-11846	50	3	platforms	platform	NOUN
american_scientific_journal-11846	50	4	and	and	CCONJ
american_scientific_journal-11846	50	5	collaborative	collaborative	ADJ
american_scientific_journal-11846	50	6	tools	tool	NOUN
american_scientific_journal-11846	50	7	have	have	AUX
american_scientific_journal-11846	50	8	been	be	AUX
american_scientific_journal-11846	50	9	developed	develop	VERB
american_scientific_journal-11846	50	10	to	to	PART
american_scientific_journal-11846	50	11	enable	enable	VERB
american_scientific_journal-11846	50	12	data	datum	NOUN
american_scientific_journal-11846	50	13	american	american	PROPN
american_scientific_journal-11846	50	14	academic	academic	ADJ
american_scientific_journal-11846	50	15	scientific	scientific	ADJ
american_scientific_journal-11846	50	16	research	research	NOUN
american_scientific_journal-11846	50	17	journal	journal	NOUN
american_scientific_journal-11846	50	18	for	for	ADP
american_scientific_journal-11846	50	19	engineering	engineering	NOUN
american_scientific_journal-11846	50	20	,	,	PUNCT
american_scientific_journal-11846	50	21	technology	technology	NOUN
american_scientific_journal-11846	50	22	,	,	PUNCT
american_scientific_journal-11846	50	23	and	and	CCONJ
american_scientific_journal-11846	50	24	sciences	science	NOUN
american_scientific_journal-11846	50	25	(	(	PUNCT
american_scientific_journal-11846	50	26	asrjets	asrjet	NOUN
american_scientific_journal-11846	50	27	)	)	PUNCT
american_scientific_journal-11846	50	28	volume	volume	NOUN
american_scientific_journal-11846	50	29	103	103	NUM
american_scientific_journal-11846	50	30	,	,	PUNCT
american_scientific_journal-11846	50	31	no	no	DET
american_scientific_journal-11846	50	32	1	1	NUM
american_scientific_journal-11846	50	33	,	,	PUNCT
american_scientific_journal-11846	50	34	pp	pp	ADV
american_scientific_journal-11846	50	35	290	290	NUM
american_scientific_journal-11846	50	36	-	-	SYM
american_scientific_journal-11846	50	37	312	312	NUM
american_scientific_journal-11846	50	38	293	293	NUM
american_scientific_journal-11846	50	39	sharing	sharing	NOUN
american_scientific_journal-11846	50	40	,	,	PUNCT
american_scientific_journal-11846	50	41	analysis	analysis	NOUN
american_scientific_journal-11846	50	42	,	,	PUNCT
american_scientific_journal-11846	50	43	and	and	CCONJ
american_scientific_journal-11846	50	44	innovation	innovation	NOUN
american_scientific_journal-11846	50	45	at	at	ADP
american_scientific_journal-11846	50	46	scale	scale	NOUN
american_scientific_journal-11846	50	47	.	.	PUNCT
american_scientific_journal-11846	51	1	among	among	ADP
american_scientific_journal-11846	51	2	the	the	DET
american_scientific_journal-11846	51	3	most	most	ADV
american_scientific_journal-11846	51	4	prominent	prominent	ADJ
american_scientific_journal-11846	51	5	are	be	AUX
american_scientific_journal-11846	51	6	initiatives	initiative	NOUN
american_scientific_journal-11846	51	7	like	like	ADP
american_scientific_journal-11846	51	8	the	the	DET
american_scientific_journal-11846	51	9	national	national	PROPN
american_scientific_journal-11846	51	10	institutes	institutes	PROPN
american_scientific_journal-11846	51	11	of	of	ADP
american_scientific_journal-11846	51	12	health	health	PROPN
american_scientific_journal-11846	51	13	[	[	X
american_scientific_journal-11846	51	14	16	16	NUM
american_scientific_journal-11846	51	15	]	]	PUNCT
american_scientific_journal-11846	51	16	data	datum	NOUN
american_scientific_journal-11846	51	17	commons	common	NOUN
american_scientific_journal-11846	51	18	,	,	PUNCT
american_scientific_journal-11846	51	19	the	the	DET
american_scientific_journal-11846	51	20	all	all	PRON
american_scientific_journal-11846	51	21	of	of	ADP
american_scientific_journal-11846	51	22	us	us	PROPN
american_scientific_journal-11846	51	23	research	research	NOUN
american_scientific_journal-11846	51	24	program	program	NOUN
american_scientific_journal-11846	51	25	,	,	PUNCT
american_scientific_journal-11846	51	26	and	and	CCONJ
american_scientific_journal-11846	51	27	a	a	DET
american_scientific_journal-11846	51	28	suite	suite	NOUN
american_scientific_journal-11846	51	29	of	of	ADP
american_scientific_journal-11846	51	30	commercial	commercial	ADJ
american_scientific_journal-11846	51	31	platforms	platform	NOUN
american_scientific_journal-11846	51	32	from	from	ADP
american_scientific_journal-11846	51	33	companies	company	NOUN
american_scientific_journal-11846	51	34	like	like	ADP
american_scientific_journal-11846	51	35	ibm	ibm	PROPN
american_scientific_journal-11846	51	36	,	,	PUNCT
american_scientific_journal-11846	51	37	google	google	PROPN
american_scientific_journal-11846	51	38	cloud	cloud	NOUN
american_scientific_journal-11846	51	39	,	,	PUNCT
american_scientific_journal-11846	51	40	and	and	CCONJ
american_scientific_journal-11846	51	41	amazon	amazon	NOUN
american_scientific_journal-11846	51	42	web	web	NOUN
american_scientific_journal-11846	51	43	services	service	NOUN
american_scientific_journal-11846	51	44	aws	aws	PROPN
american_scientific_journal-11846	51	45	.	.	PUNCT
american_scientific_journal-11846	52	1	nih	nih	PROPN
american_scientific_journal-11846	52	2	data	data	PROPN
american_scientific_journal-11846	52	3	commons	commons	PROPN
american_scientific_journal-11846	52	4	is	be	AUX
american_scientific_journal-11846	52	5	a	a	DET
american_scientific_journal-11846	52	6	cloud	cloud	NOUN
american_scientific_journal-11846	52	7	-	-	PUNCT
american_scientific_journal-11846	52	8	based	base	VERB
american_scientific_journal-11846	52	9	platform	platform	NOUN
american_scientific_journal-11846	52	10	designed	design	VERB
american_scientific_journal-11846	52	11	to	to	PART
american_scientific_journal-11846	52	12	facilitate	facilitate	VERB
american_scientific_journal-11846	52	13	the	the	DET
american_scientific_journal-11846	52	14	storage	storage	NOUN
american_scientific_journal-11846	52	15	,	,	PUNCT
american_scientific_journal-11846	52	16	access	access	NOUN
american_scientific_journal-11846	52	17	,	,	PUNCT
american_scientific_journal-11846	52	18	and	and	CCONJ
american_scientific_journal-11846	52	19	sharing	sharing	NOUN
american_scientific_journal-11846	52	20	of	of	ADP
american_scientific_journal-11846	52	21	biomedical	biomedical	ADJ
american_scientific_journal-11846	52	22	data	datum	NOUN
american_scientific_journal-11846	52	23	across	across	ADP
american_scientific_journal-11846	52	24	research	research	NOUN
american_scientific_journal-11846	52	25	institutions	institution	NOUN
american_scientific_journal-11846	52	26	.	.	PUNCT
american_scientific_journal-11846	53	1	it	it	PRON
american_scientific_journal-11846	53	2	enables	enable	VERB
american_scientific_journal-11846	53	3	researchers	researcher	NOUN
american_scientific_journal-11846	53	4	to	to	PART
american_scientific_journal-11846	53	5	use	use	VERB
american_scientific_journal-11846	53	6	fair	fair	ADJ
american_scientific_journal-11846	53	7	findable	findable	ADJ
american_scientific_journal-11846	53	8	,	,	PUNCT
american_scientific_journal-11846	53	9	accessible	accessible	ADJ
american_scientific_journal-11846	53	10	,	,	PUNCT
american_scientific_journal-11846	53	11	interoperable	interoperable	ADJ
american_scientific_journal-11846	53	12	,	,	PUNCT
american_scientific_journal-11846	53	13	and	and	CCONJ
american_scientific_journal-11846	53	14	reusable	reusable	ADJ
american_scientific_journal-11846	53	15	principles	principle	NOUN
american_scientific_journal-11846	53	16	in	in	ADP
american_scientific_journal-11846	53	17	data	datum	NOUN
american_scientific_journal-11846	53	18	handling	handle	VERB
american_scientific_journal-11846	53	19	[	[	X
american_scientific_journal-11846	53	20	16	16	NUM
american_scientific_journal-11846	53	21	]	]	PUNCT
american_scientific_journal-11846	53	22	.	.	PUNCT
american_scientific_journal-11846	54	1	this	this	DET
american_scientific_journal-11846	54	2	platform	platform	NOUN
american_scientific_journal-11846	54	3	integrates	integrate	VERB
american_scientific_journal-11846	54	4	data	datum	NOUN
american_scientific_journal-11846	54	5	from	from	ADP
american_scientific_journal-11846	54	6	projects	project	NOUN
american_scientific_journal-11846	54	7	like	like	ADP
american_scientific_journal-11846	54	8	the	the	DET
american_scientific_journal-11846	54	9	genotype	genotype	NOUN
american_scientific_journal-11846	54	10	-	-	PUNCT
american_scientific_journal-11846	54	11	tissue	tissue	NOUN
american_scientific_journal-11846	54	12	expression	expression	NOUN
american_scientific_journal-11846	54	13	gtex	gtex	PROPN
american_scientific_journal-11846	54	14	and	and	CCONJ
american_scientific_journal-11846	54	15	the	the	DET
american_scientific_journal-11846	54	16	cancer	cancer	NOUN
american_scientific_journal-11846	54	17	genome	genome	NOUN
american_scientific_journal-11846	54	18	atlas	atlas	PROPN
american_scientific_journal-11846	54	19	tcga	tcga	PROPN
american_scientific_journal-11846	54	20	,	,	PUNCT
american_scientific_journal-11846	54	21	offering	offer	VERB
american_scientific_journal-11846	54	22	researchers	researcher	NOUN
american_scientific_journal-11846	54	23	powerful	powerful	ADJ
american_scientific_journal-11846	54	24	tools	tool	NOUN
american_scientific_journal-11846	54	25	to	to	PART
american_scientific_journal-11846	54	26	explore	explore	VERB
american_scientific_journal-11846	54	27	genomic	genomic	ADJ
american_scientific_journal-11846	54	28	,	,	PUNCT
american_scientific_journal-11846	54	29	clinical	clinical	ADJ
american_scientific_journal-11846	54	30	,	,	PUNCT
american_scientific_journal-11846	54	31	and	and	CCONJ
american_scientific_journal-11846	54	32	phenotypic	phenotypic	ADJ
american_scientific_journal-11846	54	33	data	datum	NOUN
american_scientific_journal-11846	54	34	collaboratively	collaboratively	ADV
american_scientific_journal-11846	54	35	.	.	PUNCT
american_scientific_journal-11846	55	1	the	the	DET
american_scientific_journal-11846	55	2	all	all	PRON
american_scientific_journal-11846	55	3	of	of	ADP
american_scientific_journal-11846	55	4	us	us	PROPN
american_scientific_journal-11846	55	5	research	research	NOUN
american_scientific_journal-11846	55	6	program	program	NOUN
american_scientific_journal-11846	55	7	,	,	PUNCT
american_scientific_journal-11846	55	8	spearheaded	spearhead	VERB
american_scientific_journal-11846	55	9	by	by	ADP
american_scientific_journal-11846	55	10	nih	nih	PROPN
american_scientific_journal-11846	55	11	,	,	PUNCT
american_scientific_journal-11846	55	12	aims	aim	VERB
american_scientific_journal-11846	55	13	to	to	PART
american_scientific_journal-11846	55	14	gather	gather	VERB
american_scientific_journal-11846	55	15	data	datum	NOUN
american_scientific_journal-11846	55	16	from	from	ADP
american_scientific_journal-11846	55	17	one	one	NUM
american_scientific_journal-11846	55	18	million	million	NUM
american_scientific_journal-11846	55	19	or	or	CCONJ
american_scientific_journal-11846	55	20	more	more	ADJ
american_scientific_journal-11846	55	21	participants	participant	NOUN
american_scientific_journal-11846	55	22	across	across	ADP
american_scientific_journal-11846	55	23	the	the	DET
american_scientific_journal-11846	55	24	united	united	PROPN
american_scientific_journal-11846	55	25	states	states	PROPN
american_scientific_journal-11846	55	26	.	.	PUNCT
american_scientific_journal-11846	56	1	it	it	PRON
american_scientific_journal-11846	56	2	is	be	AUX
american_scientific_journal-11846	56	3	designed	design	VERB
american_scientific_journal-11846	56	4	to	to	PART
american_scientific_journal-11846	56	5	reflect	reflect	VERB
american_scientific_journal-11846	56	6	the	the	DET
american_scientific_journal-11846	56	7	diversity	diversity	NOUN
american_scientific_journal-11846	56	8	of	of	ADP
american_scientific_journal-11846	56	9	the	the	DET
american_scientific_journal-11846	56	10	american	american	ADJ
american_scientific_journal-11846	56	11	population	population	NOUN
american_scientific_journal-11846	56	12	and	and	CCONJ
american_scientific_journal-11846	56	13	includes	include	VERB
american_scientific_journal-11846	56	14	ehrs	ehrs	PROPN
american_scientific_journal-11846	56	15	,	,	PUNCT
american_scientific_journal-11846	56	16	genomic	genomic	ADJ
american_scientific_journal-11846	56	17	information	information	NOUN
american_scientific_journal-11846	56	18	,	,	PUNCT
american_scientific_journal-11846	56	19	and	and	CCONJ
american_scientific_journal-11846	56	20	wearable	wearable	ADJ
american_scientific_journal-11846	56	21	device	device	NOUN
american_scientific_journal-11846	56	22	data	datum	NOUN
american_scientific_journal-11846	56	23	all	all	PRON
american_scientific_journal-11846	56	24	of	of	ADP
american_scientific_journal-11846	56	25	us	us	PROPN
american_scientific_journal-11846	56	26	research	research	NOUN
american_scientific_journal-11846	56	27	program	program	NOUN
american_scientific_journal-11846	56	28	,	,	PUNCT
american_scientific_journal-11846	56	29	2021	2021	NUM
american_scientific_journal-11846	56	30	.	.	PUNCT
american_scientific_journal-11846	57	1	a	a	DET
american_scientific_journal-11846	57	2	key	key	ADJ
american_scientific_journal-11846	57	3	feature	feature	NOUN
american_scientific_journal-11846	57	4	of	of	ADP
american_scientific_journal-11846	57	5	all	all	PRON
american_scientific_journal-11846	57	6	of	of	ADP
american_scientific_journal-11846	57	7	us	we	PRON
american_scientific_journal-11846	57	8	is	be	AUX
american_scientific_journal-11846	57	9	its	its	PRON
american_scientific_journal-11846	57	10	open	open	ADJ
american_scientific_journal-11846	57	11	,	,	PUNCT
american_scientific_journal-11846	57	12	cloud	cloud	NOUN
american_scientific_journal-11846	57	13	-	-	PUNCT
american_scientific_journal-11846	57	14	based	base	VERB
american_scientific_journal-11846	57	15	researcher	researcher	NOUN
american_scientific_journal-11846	57	16	workbench	workbench	NOUN
american_scientific_journal-11846	57	17	,	,	PUNCT
american_scientific_journal-11846	57	18	which	which	PRON
american_scientific_journal-11846	57	19	provides	provide	VERB
american_scientific_journal-11846	57	20	access	access	NOUN
american_scientific_journal-11846	57	21	to	to	ADP
american_scientific_journal-11846	57	22	curated	curate	VERB
american_scientific_journal-11846	57	23	datasets	dataset	NOUN
american_scientific_journal-11846	57	24	and	and	CCONJ
american_scientific_journal-11846	57	25	jupyter	jupyter	ADJ
american_scientific_journal-11846	57	26	notebooks	notebook	NOUN
american_scientific_journal-11846	57	27	for	for	ADP
american_scientific_journal-11846	57	28	exploratory	exploratory	ADJ
american_scientific_journal-11846	57	29	analysis	analysis	NOUN
american_scientific_journal-11846	57	30	.	.	PUNCT
american_scientific_journal-11846	58	1	on	on	ADP
american_scientific_journal-11846	58	2	the	the	DET
american_scientific_journal-11846	58	3	commercial	commercial	ADJ
american_scientific_journal-11846	58	4	front	front	NOUN
american_scientific_journal-11846	58	5	,	,	PUNCT
american_scientific_journal-11846	58	6	platforms	platform	NOUN
american_scientific_journal-11846	58	7	like	like	ADP
american_scientific_journal-11846	58	8	google	google	PROPN
american_scientific_journal-11846	58	9	cloud	cloud	PROPN
american_scientific_journal-11846	58	10	’s	’s	PART
american_scientific_journal-11846	58	11	healthcare	healthcare	PROPN
american_scientific_journal-11846	58	12	data	datum	NOUN
american_scientific_journal-11846	58	13	engine	engine	NOUN
american_scientific_journal-11846	58	14	and	and	CCONJ
american_scientific_journal-11846	58	15	amazon	amazon	NOUN
american_scientific_journal-11846	58	16	health	health	PROPN
american_scientific_journal-11846	58	17	lake	lake	PROPN
american_scientific_journal-11846	58	18	provide	provide	VERB
american_scientific_journal-11846	58	19	scalable	scalable	ADJ
american_scientific_journal-11846	58	20	cloud	cloud	NOUN
american_scientific_journal-11846	58	21	infrastructure	infrastructure	NOUN
american_scientific_journal-11846	58	22	and	and	CCONJ
american_scientific_journal-11846	58	23	built	build	VERB
american_scientific_journal-11846	58	24	-	-	PUNCT
american_scientific_journal-11846	58	25	in	in	ADP
american_scientific_journal-11846	58	26	interoperability	interoperability	NOUN
american_scientific_journal-11846	58	27	capabilities	capability	NOUN
american_scientific_journal-11846	58	28	.	.	PUNCT
american_scientific_journal-11846	59	1	these	these	DET
american_scientific_journal-11846	59	2	services	service	NOUN
american_scientific_journal-11846	59	3	are	be	AUX
american_scientific_journal-11846	59	4	tailored	tailor	VERB
american_scientific_journal-11846	59	5	to	to	ADP
american_scientific_journal-11846	59	6	healthcare	healthcare	NOUN
american_scientific_journal-11846	59	7	applications	application	NOUN
american_scientific_journal-11846	59	8	and	and	CCONJ
american_scientific_journal-11846	59	9	offer	offer	VERB
american_scientific_journal-11846	59	10	tools	tool	NOUN
american_scientific_journal-11846	59	11	for	for	ADP
american_scientific_journal-11846	59	12	data	datum	NOUN
american_scientific_journal-11846	59	13	ingestion	ingestion	NOUN
american_scientific_journal-11846	59	14	,	,	PUNCT
american_scientific_journal-11846	59	15	normalization	normalization	NOUN
american_scientific_journal-11846	59	16	,	,	PUNCT
american_scientific_journal-11846	59	17	machine	machine	NOUN
american_scientific_journal-11846	59	18	learning	learning	NOUN
american_scientific_journal-11846	59	19	,	,	PUNCT
american_scientific_journal-11846	59	20	and	and	CCONJ
american_scientific_journal-11846	59	21	compliance	compliance	NOUN
american_scientific_journal-11846	59	22	with	with	ADP
american_scientific_journal-11846	59	23	regulations	regulation	NOUN
american_scientific_journal-11846	59	24	such	such	ADJ
american_scientific_journal-11846	59	25	as	as	ADP
american_scientific_journal-11846	59	26	hipaa	hipaa	NOUN
american_scientific_journal-11846	59	27	.	.	PUNCT
american_scientific_journal-11846	60	1	ibm	ibm	PROPN
american_scientific_journal-11846	60	2	watson	watson	PROPN
american_scientific_journal-11846	60	3	health	health	PROPN
american_scientific_journal-11846	60	4	now	now	ADV
american_scientific_journal-11846	60	5	part	part	NOUN
american_scientific_journal-11846	60	6	of	of	ADP
american_scientific_journal-11846	60	7	merative	merative	NOUN
american_scientific_journal-11846	60	8	has	have	AUX
american_scientific_journal-11846	60	9	also	also	ADV
american_scientific_journal-11846	60	10	offered	offer	VERB
american_scientific_journal-11846	60	11	analytics	analytic	NOUN
american_scientific_journal-11846	60	12	and	and	CCONJ
american_scientific_journal-11846	60	13	ai	ai	PROPN
american_scientific_journal-11846	60	14	services	service	NOUN
american_scientific_journal-11846	60	15	for	for	ADP
american_scientific_journal-11846	60	16	hospitals	hospital	NOUN
american_scientific_journal-11846	60	17	and	and	CCONJ
american_scientific_journal-11846	60	18	pharmaceutical	pharmaceutical	NOUN
american_scientific_journal-11846	60	19	companies	company	NOUN
american_scientific_journal-11846	60	20	aiming	aim	VERB
american_scientific_journal-11846	60	21	to	to	PART
american_scientific_journal-11846	60	22	speed	speed	VERB
american_scientific_journal-11846	60	23	up	up	ADP
american_scientific_journal-11846	60	24	clinical	clinical	ADJ
american_scientific_journal-11846	60	25	trial	trial	NOUN
american_scientific_journal-11846	60	26	design	design	NOUN
american_scientific_journal-11846	60	27	or	or	CCONJ
american_scientific_journal-11846	60	28	drug	drug	NOUN
american_scientific_journal-11846	60	29	discovery	discovery	NOUN
american_scientific_journal-11846	60	30	.	.	PUNCT
american_scientific_journal-11846	61	1	figure	figure	NOUN
american_scientific_journal-11846	61	2	1	1	NUM
american_scientific_journal-11846	61	3	:	:	PUNCT
american_scientific_journal-11846	61	4	overview	overview	NOUN
american_scientific_journal-11846	61	5	of	of	ADP
american_scientific_journal-11846	61	6	key	key	ADJ
american_scientific_journal-11846	61	7	biomedical	biomedical	ADJ
american_scientific_journal-11846	61	8	research	research	NOUN
american_scientific_journal-11846	61	9	platforms	platform	NOUN
american_scientific_journal-11846	62	1	[	[	X
american_scientific_journal-11846	62	2	16	16	NUM
american_scientific_journal-11846	62	3	]	]	SYM
american_scientific_journal-11846	62	4	2.2	2.2	NUM
american_scientific_journal-11846	62	5	limitations	limitation	NOUN
american_scientific_journal-11846	62	6	in	in	ADP
american_scientific_journal-11846	62	7	current	current	ADJ
american_scientific_journal-11846	62	8	interoperability	interoperability	NOUN
american_scientific_journal-11846	62	9	models	model	NOUN
american_scientific_journal-11846	62	10	despite	despite	SCONJ
american_scientific_journal-11846	62	11	the	the	DET
american_scientific_journal-11846	62	12	impressive	impressive	ADJ
american_scientific_journal-11846	62	13	scale	scale	NOUN
american_scientific_journal-11846	62	14	and	and	CCONJ
american_scientific_journal-11846	62	15	sophistication	sophistication	NOUN
american_scientific_journal-11846	62	16	of	of	ADP
american_scientific_journal-11846	62	17	these	these	DET
american_scientific_journal-11846	62	18	platforms	platform	NOUN
american_scientific_journal-11846	62	19	,	,	PUNCT
american_scientific_journal-11846	62	20	a	a	DET
american_scientific_journal-11846	62	21	persistent	persistent	ADJ
american_scientific_journal-11846	62	22	challenge	challenge	NOUN
american_scientific_journal-11846	62	23	in	in	ADP
american_scientific_journal-11846	62	24	biomedical	biomedical	ADJ
american_scientific_journal-11846	62	25	research	research	NOUN
american_scientific_journal-11846	62	26	infrastructure	infrastructure	NOUN
american_scientific_journal-11846	62	27	is	be	AUX
american_scientific_journal-11846	62	28	interoperability	interoperability	NOUN
american_scientific_journal-11846	62	29	.	.	PUNCT
american_scientific_journal-11846	63	1	current	current	ADJ
american_scientific_journal-11846	63	2	systems	system	NOUN
american_scientific_journal-11846	63	3	,	,	PUNCT
american_scientific_journal-11846	63	4	even	even	ADV
american_scientific_journal-11846	63	5	when	when	SCONJ
american_scientific_journal-11846	63	6	cloud	cloud	NOUN
american_scientific_journal-11846	63	7	-	-	PUNCT
american_scientific_journal-11846	63	8	enabled	enable	VERB
american_scientific_journal-11846	63	9	,	,	PUNCT
american_scientific_journal-11846	63	10	often	often	ADV
american_scientific_journal-11846	63	11	struggle	struggle	VERB
american_scientific_journal-11846	63	12	to	to	PART
american_scientific_journal-11846	63	13	communicate	communicate	VERB
american_scientific_journal-11846	63	14	effectively	effectively	ADV
american_scientific_journal-11846	63	15	due	due	ADJ
american_scientific_journal-11846	63	16	to	to	ADP
american_scientific_journal-11846	63	17	disparate	disparate	ADJ
american_scientific_journal-11846	63	18	data	datum	NOUN
american_scientific_journal-11846	63	19	formats	format	NOUN
american_scientific_journal-11846	63	20	,	,	PUNCT
american_scientific_journal-11846	63	21	inconsistent	inconsistent	ADJ
american_scientific_journal-11846	63	22	standards	standard	NOUN
american_scientific_journal-11846	63	23	,	,	PUNCT
american_scientific_journal-11846	63	24	and	and	CCONJ
american_scientific_journal-11846	63	25	rigid	rigid	ADJ
american_scientific_journal-11846	63	26	monolithic	monolithic	ADJ
american_scientific_journal-11846	63	27	architectures	architecture	NOUN
american_scientific_journal-11846	63	28	.	.	PUNCT
american_scientific_journal-11846	64	1	a	a	DET
american_scientific_journal-11846	64	2	primary	primary	ADJ
american_scientific_journal-11846	64	3	issue	issue	NOUN
american_scientific_journal-11846	64	4	is	be	AUX
american_scientific_journal-11846	64	5	data	datum	NOUN
american_scientific_journal-11846	64	6	heterogeneity	heterogeneity	NOUN
american_scientific_journal-11846	64	7	.	.	PUNCT
american_scientific_journal-11846	65	1	biomedical	biomedical	ADJ
american_scientific_journal-11846	65	2	data	data	PROPN
american_scientific_journal-11846	65	3	spans	span	VERB
american_scientific_journal-11846	65	4	various	various	ADJ
american_scientific_journal-11846	65	5	domains	domain	NOUN
american_scientific_journal-11846	65	6	genomic	genomic	ADJ
american_scientific_journal-11846	65	7	sequences	sequence	NOUN
american_scientific_journal-11846	65	8	,	,	PUNCT
american_scientific_journal-11846	65	9	imaging	imaging	NOUN
american_scientific_journal-11846	65	10	data	datum	NOUN
american_scientific_journal-11846	65	11	,	,	PUNCT
american_scientific_journal-11846	65	12	ehrs	ehrs	INTJ
american_scientific_journal-11846	65	13	,	,	PUNCT
american_scientific_journal-11846	65	14	behavioral	behavioral	ADJ
american_scientific_journal-11846	65	15	health	health	NOUN
american_scientific_journal-11846	65	16	data	datum	NOUN
american_scientific_journal-11846	65	17	,	,	PUNCT
american_scientific_journal-11846	65	18	environmental	environmental	ADJ
american_scientific_journal-11846	65	19	exposures	exposure	NOUN
american_scientific_journal-11846	65	20	and	and	CCONJ
american_scientific_journal-11846	65	21	is	be	AUX
american_scientific_journal-11846	65	22	often	often	ADV
american_scientific_journal-11846	65	23	encoded	encode	VERB
american_scientific_journal-11846	65	24	using	use	VERB
american_scientific_journal-11846	65	25	different	different	ADJ
american_scientific_journal-11846	65	26	terminologies	terminology	NOUN
american_scientific_journal-11846	65	27	e.g.	e.g.	ADV
american_scientific_journal-11846	65	28	,	,	PUNCT
american_scientific_journal-11846	65	29	icd-10	icd-10	PRON
american_scientific_journal-11846	65	30	,	,	PUNCT
american_scientific_journal-11846	65	31	snomed	snome	VERB
american_scientific_journal-11846	65	32	ct	ct	PROPN
american_scientific_journal-11846	65	33	,	,	PUNCT
american_scientific_journal-11846	65	34	loinc	loinc	PROPN
american_scientific_journal-11846	65	35	.	.	PUNCT
american_scientific_journal-11846	66	1	the	the	DET
american_scientific_journal-11846	66	2	lack	lack	NOUN
american_scientific_journal-11846	66	3	of	of	ADP
american_scientific_journal-11846	66	4	unified	unified	ADJ
american_scientific_journal-11846	66	5	semantic	semantic	ADJ
american_scientific_journal-11846	66	6	and	and	CCONJ
american_scientific_journal-11846	66	7	syntactic	syntactic	ADJ
american_scientific_journal-11846	66	8	standards	standard	NOUN
american_scientific_journal-11846	66	9	hinders	hinder	VERB
american_scientific_journal-11846	66	10	seamless	seamless	ADJ
american_scientific_journal-11846	66	11	data	data	PROPN
american_scientific_journal-11846	66	12	american	american	PROPN
american_scientific_journal-11846	66	13	academic	academic	ADJ
american_scientific_journal-11846	66	14	scientific	scientific	ADJ
american_scientific_journal-11846	66	15	research	research	NOUN
american_scientific_journal-11846	66	16	journal	journal	NOUN
american_scientific_journal-11846	66	17	for	for	ADP
american_scientific_journal-11846	66	18	engineering	engineering	NOUN
american_scientific_journal-11846	66	19	,	,	PUNCT
american_scientific_journal-11846	66	20	technology	technology	NOUN
american_scientific_journal-11846	66	21	,	,	PUNCT
american_scientific_journal-11846	66	22	and	and	CCONJ
american_scientific_journal-11846	66	23	sciences	science	NOUN
american_scientific_journal-11846	66	24	(	(	PUNCT
american_scientific_journal-11846	66	25	asrjets	asrjet	NOUN
american_scientific_journal-11846	66	26	)	)	PUNCT
american_scientific_journal-11846	66	27	volume	volume	NOUN
american_scientific_journal-11846	66	28	103	103	NUM
american_scientific_journal-11846	66	29	,	,	PUNCT
american_scientific_journal-11846	66	30	no	no	DET
american_scientific_journal-11846	66	31	1	1	NUM
american_scientific_journal-11846	66	32	,	,	PUNCT
american_scientific_journal-11846	66	33	pp	pp	ADV
american_scientific_journal-11846	66	34	290	290	NUM
american_scientific_journal-11846	66	35	-	-	SYM
american_scientific_journal-11846	66	36	312	312	NUM
american_scientific_journal-11846	66	37	294	294	NUM
american_scientific_journal-11846	66	38	exchange	exchange	NOUN
american_scientific_journal-11846	66	39	.	.	PUNCT
american_scientific_journal-11846	67	1	even	even	ADV
american_scientific_journal-11846	67	2	within	within	ADP
american_scientific_journal-11846	67	3	federally	federally	ADV
american_scientific_journal-11846	67	4	supported	support	VERB
american_scientific_journal-11846	67	5	initiatives	initiative	NOUN
american_scientific_journal-11846	67	6	,	,	PUNCT
american_scientific_journal-11846	67	7	the	the	DET
american_scientific_journal-11846	67	8	use	use	NOUN
american_scientific_journal-11846	67	9	of	of	ADP
american_scientific_journal-11846	67	10	proprietary	proprietary	ADJ
american_scientific_journal-11846	67	11	formats	format	NOUN
american_scientific_journal-11846	67	12	by	by	ADP
american_scientific_journal-11846	67	13	some	some	DET
american_scientific_journal-11846	67	14	commercial	commercial	ADJ
american_scientific_journal-11846	67	15	ehr	ehr	NOUN
american_scientific_journal-11846	67	16	vendors	vendor	NOUN
american_scientific_journal-11846	67	17	creates	create	VERB
american_scientific_journal-11846	67	18	data	datum	NOUN
american_scientific_journal-11846	67	19	silos	silo	NOUN
american_scientific_journal-11846	67	20	adler	adler	PROPN
american_scientific_journal-11846	67	21	-	-	PUNCT
american_scientific_journal-11846	67	22	milstein	milstein	PROPN
american_scientific_journal-11846	67	23	&	&	CCONJ
american_scientific_journal-11846	67	24	pfeifer	pfeifer	PROPN
american_scientific_journal-11846	67	25	,	,	PUNCT
american_scientific_journal-11846	67	26	2017	2017	NUM
american_scientific_journal-11846	67	27	.	.	PUNCT
american_scientific_journal-11846	68	1	another	another	DET
american_scientific_journal-11846	68	2	key	key	ADJ
american_scientific_journal-11846	68	3	limitation	limitation	NOUN
american_scientific_journal-11846	68	4	is	be	AUX
american_scientific_journal-11846	68	5	the	the	DET
american_scientific_journal-11846	68	6	lack	lack	NOUN
american_scientific_journal-11846	68	7	of	of	ADP
american_scientific_journal-11846	68	8	real	real	ADJ
american_scientific_journal-11846	68	9	-	-	PUNCT
american_scientific_journal-11846	68	10	time	time	NOUN
american_scientific_journal-11846	68	11	interoperability	interoperability	NOUN
american_scientific_journal-11846	68	12	.	.	PUNCT
american_scientific_journal-11846	69	1	many	many	ADJ
american_scientific_journal-11846	69	2	systems	system	NOUN
american_scientific_journal-11846	69	3	support	support	NOUN
american_scientific_journal-11846	69	4	batch	batch	NOUN
american_scientific_journal-11846	69	5	data	datum	NOUN
american_scientific_journal-11846	69	6	exports	export	NOUN
american_scientific_journal-11846	69	7	or	or	CCONJ
american_scientific_journal-11846	69	8	periodic	periodic	ADJ
american_scientific_journal-11846	69	9	synchronization	synchronization	NOUN
american_scientific_journal-11846	69	10	,	,	PUNCT
american_scientific_journal-11846	69	11	but	but	CCONJ
american_scientific_journal-11846	69	12	do	do	AUX
american_scientific_journal-11846	69	13	not	not	PART
american_scientific_journal-11846	69	14	accommodate	accommodate	VERB
american_scientific_journal-11846	69	15	the	the	DET
american_scientific_journal-11846	69	16	needs	need	NOUN
american_scientific_journal-11846	69	17	of	of	ADP
american_scientific_journal-11846	69	18	modern	modern	ADJ
american_scientific_journal-11846	69	19	,	,	PUNCT
american_scientific_journal-11846	69	20	event	event	NOUN
american_scientific_journal-11846	69	21	-	-	PUNCT
american_scientific_journal-11846	69	22	driven	drive	VERB
american_scientific_journal-11846	69	23	applications	application	NOUN
american_scientific_journal-11846	69	24	such	such	ADJ
american_scientific_journal-11846	69	25	as	as	ADP
american_scientific_journal-11846	69	26	ai	ai	PROPN
american_scientific_journal-11846	69	27	models	model	NOUN
american_scientific_journal-11846	69	28	that	that	PRON
american_scientific_journal-11846	69	29	depend	depend	VERB
american_scientific_journal-11846	69	30	on	on	ADP
american_scientific_journal-11846	69	31	live	live	ADJ
american_scientific_journal-11846	69	32	streams	stream	NOUN
american_scientific_journal-11846	69	33	of	of	ADP
american_scientific_journal-11846	69	34	clinical	clinical	ADJ
american_scientific_journal-11846	69	35	data	datum	NOUN
american_scientific_journal-11846	69	36	.	.	PUNCT
american_scientific_journal-11846	70	1	this	this	DET
american_scientific_journal-11846	70	2	temporal	temporal	ADJ
american_scientific_journal-11846	70	3	disconnect	disconnect	NOUN
american_scientific_journal-11846	70	4	slows	slow	VERB
american_scientific_journal-11846	70	5	down	down	ADP
american_scientific_journal-11846	70	6	translational	translational	ADJ
american_scientific_journal-11846	70	7	research	research	NOUN
american_scientific_journal-11846	70	8	and	and	CCONJ
american_scientific_journal-11846	70	9	limits	limit	VERB
american_scientific_journal-11846	70	10	the	the	DET
american_scientific_journal-11846	70	11	responsiveness	responsiveness	NOUN
american_scientific_journal-11846	70	12	of	of	ADP
american_scientific_journal-11846	70	13	clinical	clinical	ADJ
american_scientific_journal-11846	70	14	decision	decision	NOUN
american_scientific_journal-11846	70	15	support	support	NOUN
american_scientific_journal-11846	70	16	systems	system	NOUN
american_scientific_journal-11846	70	17	.	.	PUNCT
american_scientific_journal-11846	71	1	moreover	moreover	ADV
american_scientific_journal-11846	71	2	,	,	PUNCT
american_scientific_journal-11846	71	3	most	most	ADJ
american_scientific_journal-11846	71	4	legacy	legacy	NOUN
american_scientific_journal-11846	71	5	interoperability	interoperability	NOUN
american_scientific_journal-11846	71	6	models	model	NOUN
american_scientific_journal-11846	71	7	rely	rely	VERB
american_scientific_journal-11846	71	8	on	on	ADP
american_scientific_journal-11846	71	9	point	point	NOUN
american_scientific_journal-11846	71	10	-	-	PUNCT
american_scientific_journal-11846	71	11	to	to	ADP
american_scientific_journal-11846	71	12	-	-	PUNCT
american_scientific_journal-11846	71	13	point	point	NOUN
american_scientific_journal-11846	71	14	integration	integration	NOUN
american_scientific_journal-11846	71	15	,	,	PUNCT
american_scientific_journal-11846	71	16	where	where	SCONJ
american_scientific_journal-11846	71	17	systems	system	NOUN
american_scientific_journal-11846	71	18	are	be	AUX
american_scientific_journal-11846	71	19	connected	connect	VERB
american_scientific_journal-11846	71	20	through	through	ADP
american_scientific_journal-11846	71	21	custom	custom	NOUN
american_scientific_journal-11846	71	22	interfaces	interface	NOUN
american_scientific_journal-11846	71	23	.	.	PUNCT
american_scientific_journal-11846	72	1	this	this	DET
american_scientific_journal-11846	72	2	approach	approach	NOUN
american_scientific_journal-11846	72	3	is	be	AUX
american_scientific_journal-11846	72	4	labor	labor	NOUN
american_scientific_journal-11846	72	5	-	-	PUNCT
american_scientific_journal-11846	72	6	intensive	intensive	ADJ
american_scientific_journal-11846	72	7	,	,	PUNCT
american_scientific_journal-11846	72	8	difficult	difficult	ADJ
american_scientific_journal-11846	72	9	to	to	PART
american_scientific_journal-11846	72	10	scale	scale	VERB
american_scientific_journal-11846	72	11	,	,	PUNCT
american_scientific_journal-11846	72	12	and	and	CCONJ
american_scientific_journal-11846	72	13	highly	highly	ADV
american_scientific_journal-11846	72	14	brittle	brittle	ADJ
american_scientific_journal-11846	72	15	any	any	DET
american_scientific_journal-11846	72	16	change	change	NOUN
american_scientific_journal-11846	72	17	in	in	ADP
american_scientific_journal-11846	72	18	one	one	NUM
american_scientific_journal-11846	72	19	system	system	NOUN
american_scientific_journal-11846	72	20	can	can	AUX
american_scientific_journal-11846	72	21	cascade	cascade	VERB
american_scientific_journal-11846	72	22	into	into	ADP
american_scientific_journal-11846	72	23	failures	failure	NOUN
american_scientific_journal-11846	72	24	across	across	ADP
american_scientific_journal-11846	72	25	multiple	multiple	ADJ
american_scientific_journal-11846	72	26	connections	connection	NOUN
american_scientific_journal-11846	72	27	.	.	PUNCT
american_scientific_journal-11846	73	1	even	even	ADV
american_scientific_journal-11846	73	2	with	with	ADP
american_scientific_journal-11846	73	3	standards	standard	NOUN
american_scientific_journal-11846	73	4	like	like	ADP
american_scientific_journal-11846	73	5	hl7	hl7	NOUN
american_scientific_journal-11846	73	6	v2	v2	NOUN
american_scientific_journal-11846	73	7	and	and	CCONJ
american_scientific_journal-11846	73	8	fhir	fhir	NOUN
american_scientific_journal-11846	73	9	gaining	gain	VERB
american_scientific_journal-11846	73	10	adoption	adoption	NOUN
american_scientific_journal-11846	73	11	,	,	PUNCT
american_scientific_journal-11846	73	12	the	the	DET
american_scientific_journal-11846	73	13	ability	ability	NOUN
american_scientific_journal-11846	73	14	to	to	PART
american_scientific_journal-11846	73	15	compose	compose	VERB
american_scientific_journal-11846	73	16	services	service	NOUN
american_scientific_journal-11846	73	17	dynamically	dynamically	ADV
american_scientific_journal-11846	73	18	and	and	CCONJ
american_scientific_journal-11846	73	19	orchestrate	orchestrate	ADJ
american_scientific_journal-11846	73	20	workflows	workflow	NOUN
american_scientific_journal-11846	73	21	across	across	ADP
american_scientific_journal-11846	73	22	diverse	diverse	ADJ
american_scientific_journal-11846	73	23	environments	environment	NOUN
american_scientific_journal-11846	73	24	remains	remain	VERB
american_scientific_journal-11846	73	25	limited	limited	ADJ
american_scientific_journal-11846	73	26	.	.	PUNCT
american_scientific_journal-11846	74	1	2.3	2.3	NUM
american_scientific_journal-11846	74	2	role	role	NOUN
american_scientific_journal-11846	74	3	of	of	ADP
american_scientific_journal-11846	74	4	microservices	microservice	NOUN
american_scientific_journal-11846	74	5	and	and	CCONJ
american_scientific_journal-11846	74	6	cloud	cloud	ADJ
american_scientific_journal-11846	74	7	-	-	PUNCT
american_scientific_journal-11846	74	8	native	native	ADJ
american_scientific_journal-11846	74	9	design	design	NOUN
american_scientific_journal-11846	74	10	in	in	ADP
american_scientific_journal-11846	74	11	health	health	NOUN
american_scientific_journal-11846	74	12	it	it	PRON
american_scientific_journal-11846	74	13	to	to	PART
american_scientific_journal-11846	74	14	address	address	VERB
american_scientific_journal-11846	74	15	these	these	DET
american_scientific_journal-11846	74	16	limitations	limitation	NOUN
american_scientific_journal-11846	74	17	,	,	PUNCT
american_scientific_journal-11846	74	18	the	the	DET
american_scientific_journal-11846	74	19	health	health	NOUN
american_scientific_journal-11846	74	20	it	it	PRON
american_scientific_journal-11846	74	21	community	community	NOUN
american_scientific_journal-11846	74	22	is	be	AUX
american_scientific_journal-11846	74	23	increasingly	increasingly	ADV
american_scientific_journal-11846	74	24	adopting	adopt	VERB
american_scientific_journal-11846	74	25	microservices	microservice	NOUN
american_scientific_journal-11846	74	26	architecture	architecture	NOUN
american_scientific_journal-11846	74	27	and	and	CCONJ
american_scientific_journal-11846	74	28	cloud	cloud	ADJ
american_scientific_journal-11846	74	29	-	-	PUNCT
american_scientific_journal-11846	74	30	native	native	ADJ
american_scientific_journal-11846	74	31	design	design	NOUN
american_scientific_journal-11846	74	32	principles	principle	NOUN
american_scientific_journal-11846	74	33	.	.	PUNCT
american_scientific_journal-11846	75	1	these	these	DET
american_scientific_journal-11846	75	2	approaches	approach	NOUN
american_scientific_journal-11846	75	3	represent	represent	VERB
american_scientific_journal-11846	75	4	a	a	DET
american_scientific_journal-11846	75	5	paradigm	paradigm	NOUN
american_scientific_journal-11846	75	6	shift	shift	NOUN
american_scientific_journal-11846	75	7	in	in	ADP
american_scientific_journal-11846	75	8	how	how	SCONJ
american_scientific_journal-11846	75	9	biomedical	biomedical	ADJ
american_scientific_journal-11846	75	10	software	software	NOUN
american_scientific_journal-11846	75	11	systems	system	NOUN
american_scientific_journal-11846	75	12	are	be	AUX
american_scientific_journal-11846	75	13	developed	develop	VERB
american_scientific_journal-11846	75	14	,	,	PUNCT
american_scientific_journal-11846	75	15	deployed	deploy	VERB
american_scientific_journal-11846	75	16	,	,	PUNCT
american_scientific_journal-11846	75	17	and	and	CCONJ
american_scientific_journal-11846	75	18	maintained	maintain	VERB
american_scientific_journal-11846	75	19	.	.	PUNCT
american_scientific_journal-11846	76	1	microservices	microservice	NOUN
american_scientific_journal-11846	76	2	architecture	architecture	NOUN
american_scientific_journal-11846	76	3	breaks	break	VERB
american_scientific_journal-11846	76	4	down	down	ADP
american_scientific_journal-11846	76	5	large	large	ADJ
american_scientific_journal-11846	76	6	applications	application	NOUN
american_scientific_journal-11846	76	7	into	into	ADP
american_scientific_journal-11846	76	8	smaller	small	ADJ
american_scientific_journal-11846	76	9	,	,	PUNCT
american_scientific_journal-11846	76	10	independent	independent	ADJ
american_scientific_journal-11846	76	11	services	service	NOUN
american_scientific_journal-11846	76	12	that	that	PRON
american_scientific_journal-11846	76	13	communicate	communicate	VERB
american_scientific_journal-11846	76	14	over	over	ADP
american_scientific_journal-11846	76	15	lightweight	lightweight	ADJ
american_scientific_journal-11846	76	16	apis	apis	ADJ
american_scientific_journal-11846	76	17	.	.	PUNCT
american_scientific_journal-11846	77	1	each	each	DET
american_scientific_journal-11846	77	2	service	service	NOUN
american_scientific_journal-11846	77	3	is	be	AUX
american_scientific_journal-11846	77	4	responsible	responsible	ADJ
american_scientific_journal-11846	77	5	for	for	ADP
american_scientific_journal-11846	77	6	a	a	DET
american_scientific_journal-11846	77	7	single	single	ADJ
american_scientific_journal-11846	77	8	function	function	NOUN
american_scientific_journal-11846	77	9	such	such	ADJ
american_scientific_journal-11846	77	10	as	as	ADP
american_scientific_journal-11846	77	11	patient	patient	ADJ
american_scientific_journal-11846	77	12	matching	matching	NOUN
american_scientific_journal-11846	77	13	,	,	PUNCT
american_scientific_journal-11846	77	14	clinical	clinical	ADJ
american_scientific_journal-11846	77	15	terminology	terminology	NOUN
american_scientific_journal-11846	77	16	translation	translation	NOUN
american_scientific_journal-11846	77	17	,	,	PUNCT
american_scientific_journal-11846	77	18	or	or	CCONJ
american_scientific_journal-11846	77	19	identity	identity	NOUN
american_scientific_journal-11846	77	20	verification	verification	NOUN
american_scientific_journal-11846	77	21	and	and	CCONJ
american_scientific_journal-11846	77	22	can	can	AUX
american_scientific_journal-11846	77	23	be	be	AUX
american_scientific_journal-11846	77	24	updated	update	VERB
american_scientific_journal-11846	77	25	or	or	CCONJ
american_scientific_journal-11846	77	26	scaled	scale	VERB
american_scientific_journal-11846	77	27	independently	independently	ADV
american_scientific_journal-11846	77	28	.	.	PUNCT
american_scientific_journal-11846	78	1	this	this	DET
american_scientific_journal-11846	78	2	flexibility	flexibility	NOUN
american_scientific_journal-11846	78	3	contrasts	contrast	VERB
american_scientific_journal-11846	78	4	sharply	sharply	ADV
american_scientific_journal-11846	78	5	with	with	ADP
american_scientific_journal-11846	78	6	monolithic	monolithic	ADJ
american_scientific_journal-11846	78	7	applications	application	NOUN
american_scientific_journal-11846	78	8	,	,	PUNCT
american_scientific_journal-11846	78	9	which	which	PRON
american_scientific_journal-11846	78	10	require	require	VERB
american_scientific_journal-11846	78	11	redeployment	redeployment	NOUN
american_scientific_journal-11846	78	12	of	of	ADP
american_scientific_journal-11846	78	13	the	the	DET
american_scientific_journal-11846	78	14	entire	entire	ADJ
american_scientific_journal-11846	78	15	system	system	NOUN
american_scientific_journal-11846	78	16	for	for	ADP
american_scientific_journal-11846	78	17	even	even	ADV
american_scientific_journal-11846	78	18	minor	minor	ADJ
american_scientific_journal-11846	78	19	updates	update	NOUN
american_scientific_journal-11846	78	20	.	.	PUNCT
american_scientific_journal-11846	79	1	cloud	cloud	ADJ
american_scientific_journal-11846	79	2	-	-	PUNCT
american_scientific_journal-11846	79	3	native	native	ADJ
american_scientific_journal-11846	79	4	platforms	platform	NOUN
american_scientific_journal-11846	79	5	,	,	PUNCT
american_scientific_journal-11846	79	6	built	build	VERB
american_scientific_journal-11846	79	7	on	on	ADP
american_scientific_journal-11846	79	8	containers	container	NOUN
american_scientific_journal-11846	79	9	e.g.	e.g.	ADV
american_scientific_journal-11846	79	10	,	,	PUNCT
american_scientific_journal-11846	79	11	docker	docker	PROPN
american_scientific_journal-11846	79	12	,	,	PUNCT
american_scientific_journal-11846	79	13	orchestration	orchestration	NOUN
american_scientific_journal-11846	79	14	tools	tool	NOUN
american_scientific_journal-11846	79	15	[	[	X
american_scientific_journal-11846	79	16	10],[12	10],[12	NOUN
american_scientific_journal-11846	79	17	]	]	X
american_scientific_journal-11846	79	18	,	,	PUNCT
american_scientific_journal-11846	79	19	and	and	CCONJ
american_scientific_journal-11846	79	20	service	service	NOUN
american_scientific_journal-11846	79	21	meshes	mesh	VERB
american_scientific_journal-11846	80	1	[	[	X
american_scientific_journal-11846	80	2	3	3	NUM
american_scientific_journal-11846	80	3	]	]	PUNCT
american_scientific_journal-11846	80	4	,	,	PUNCT
american_scientific_journal-11846	80	5	enable	enable	VERB
american_scientific_journal-11846	80	6	biomedical	biomedical	ADJ
american_scientific_journal-11846	80	7	applications	application	NOUN
american_scientific_journal-11846	80	8	to	to	PART
american_scientific_journal-11846	80	9	be	be	AUX
american_scientific_journal-11846	80	10	highly	highly	ADV
american_scientific_journal-11846	80	11	resilient	resilient	ADJ
american_scientific_journal-11846	80	12	,	,	PUNCT
american_scientific_journal-11846	80	13	elastic	elastic	ADJ
american_scientific_journal-11846	80	14	,	,	PUNCT
american_scientific_journal-11846	80	15	and	and	CCONJ
american_scientific_journal-11846	80	16	portable	portable	NOUN
american_scientific_journal-11846	80	17	.	.	PUNCT
american_scientific_journal-11846	81	1	these	these	DET
american_scientific_journal-11846	81	2	technologies	technology	NOUN
american_scientific_journal-11846	81	3	allow	allow	VERB
american_scientific_journal-11846	81	4	health	health	NOUN
american_scientific_journal-11846	81	5	it	it	PRON
american_scientific_journal-11846	81	6	teams	team	VERB
american_scientific_journal-11846	81	7	to	to	PART
american_scientific_journal-11846	81	8	deploy	deploy	VERB
american_scientific_journal-11846	81	9	services	service	NOUN
american_scientific_journal-11846	81	10	across	across	ADP
american_scientific_journal-11846	81	11	hybrid	hybrid	ADJ
american_scientific_journal-11846	81	12	environments	environment	NOUN
american_scientific_journal-11846	81	13	on	on	ADP
american_scientific_journal-11846	81	14	-	-	PUNCT
american_scientific_journal-11846	81	15	premises	premise	NOUN
american_scientific_journal-11846	81	16	,	,	PUNCT
american_scientific_journal-11846	81	17	in	in	ADP
american_scientific_journal-11846	81	18	the	the	DET
american_scientific_journal-11846	81	19	cloud	cloud	NOUN
american_scientific_journal-11846	81	20	,	,	PUNCT
american_scientific_journal-11846	81	21	or	or	CCONJ
american_scientific_journal-11846	81	22	at	at	ADP
american_scientific_journal-11846	81	23	the	the	DET
american_scientific_journal-11846	81	24	edge	edge	NOUN
american_scientific_journal-11846	81	25	while	while	SCONJ
american_scientific_journal-11846	81	26	maintaining	maintain	VERB
american_scientific_journal-11846	81	27	consistent	consistent	ADJ
american_scientific_journal-11846	81	28	performance	performance	NOUN
american_scientific_journal-11846	81	29	and	and	CCONJ
american_scientific_journal-11846	81	30	security	security	NOUN
american_scientific_journal-11846	81	31	.	.	PUNCT
american_scientific_journal-11846	82	1	a	a	DET
american_scientific_journal-11846	82	2	compelling	compelling	ADJ
american_scientific_journal-11846	82	3	example	example	NOUN
american_scientific_journal-11846	82	4	is	be	AUX
american_scientific_journal-11846	82	5	the	the	DET
american_scientific_journal-11846	82	6	smart	smart	ADJ
american_scientific_journal-11846	82	7	on	on	ADP
american_scientific_journal-11846	82	8	fhir	fhir	PROPN
american_scientific_journal-11846	82	9	ecosystem	ecosystem	NOUN
american_scientific_journal-11846	82	10	,	,	PUNCT
american_scientific_journal-11846	82	11	which	which	PRON
american_scientific_journal-11846	82	12	enables	enable	VERB
american_scientific_journal-11846	82	13	developers	developer	NOUN
american_scientific_journal-11846	82	14	to	to	PART
american_scientific_journal-11846	82	15	build	build	VERB
american_scientific_journal-11846	82	16	modular	modular	ADJ
american_scientific_journal-11846	82	17	healthcare	healthcare	NOUN
american_scientific_journal-11846	82	18	applications	application	NOUN
american_scientific_journal-11846	82	19	that	that	PRON
american_scientific_journal-11846	82	20	integrate	integrate	VERB
american_scientific_journal-11846	82	21	directly	directly	ADV
american_scientific_journal-11846	82	22	into	into	ADP
american_scientific_journal-11846	82	23	ehr	ehr	NOUN
american_scientific_journal-11846	82	24	systems	system	NOUN
american_scientific_journal-11846	82	25	.	.	PUNCT
american_scientific_journal-11846	83	1	smart	smart	ADJ
american_scientific_journal-11846	83	2	apps	app	NOUN
american_scientific_journal-11846	83	3	are	be	AUX
american_scientific_journal-11846	83	4	typically	typically	ADV
american_scientific_journal-11846	83	5	developed	develop	VERB
american_scientific_journal-11846	83	6	as	as	ADP
american_scientific_journal-11846	83	7	microservices	microservice	NOUN
american_scientific_journal-11846	83	8	and	and	CCONJ
american_scientific_journal-11846	83	9	use	use	VERB
american_scientific_journal-11846	83	10	the	the	DET
american_scientific_journal-11846	83	11	fhir	fhir	ADJ
american_scientific_journal-11846	83	12	api	api	NOUN
american_scientific_journal-11846	83	13	to	to	PART
american_scientific_journal-11846	83	14	fetch	fetch	VERB
american_scientific_journal-11846	83	15	and	and	CCONJ
american_scientific_journal-11846	83	16	manipulate	manipulate	VERB
american_scientific_journal-11846	83	17	clinical	clinical	ADJ
american_scientific_journal-11846	83	18	data	datum	NOUN
american_scientific_journal-11846	83	19	.	.	PUNCT
american_scientific_journal-11846	84	1	these	these	DET
american_scientific_journal-11846	84	2	apps	app	NOUN
american_scientific_journal-11846	84	3	can	can	AUX
american_scientific_journal-11846	84	4	be	be	AUX
american_scientific_journal-11846	84	5	embedded	embed	VERB
american_scientific_journal-11846	84	6	into	into	ADP
american_scientific_journal-11846	84	7	providers	provider	NOUN
american_scientific_journal-11846	84	8	’	'	PUNCT
american_scientific_journal-11846	84	9	workflows	workflow	NOUN
american_scientific_journal-11846	84	10	,	,	PUNCT
american_scientific_journal-11846	84	11	enhancing	enhance	VERB
american_scientific_journal-11846	84	12	usability	usability	NOUN
american_scientific_journal-11846	84	13	without	without	ADP
american_scientific_journal-11846	84	14	extensive	extensive	ADJ
american_scientific_journal-11846	84	15	custom	custom	NOUN
american_scientific_journal-11846	84	16	development	development	PROPN
american_scientific_journal-11846	84	17	mandel	mandel	PROPN
american_scientific_journal-11846	84	18	and	and	CCONJ
american_scientific_journal-11846	84	19	his	his	PRON
american_scientific_journal-11846	84	20	colleagues	colleague	NOUN
american_scientific_journal-11846	84	21	,	,	PUNCT
american_scientific_journal-11846	84	22	2016	2016	NUM
american_scientific_journal-11846	84	23	.	.	PUNCT
american_scientific_journal-11846	85	1	in	in	ADP
american_scientific_journal-11846	85	2	biomedical	biomedical	ADJ
american_scientific_journal-11846	85	3	research	research	NOUN
american_scientific_journal-11846	85	4	,	,	PUNCT
american_scientific_journal-11846	85	5	cloud	cloud	NOUN
american_scientific_journal-11846	85	6	-	-	PUNCT
american_scientific_journal-11846	85	7	native	native	ADJ
american_scientific_journal-11846	85	8	design	design	NOUN
american_scientific_journal-11846	85	9	facilitates	facilitate	VERB
american_scientific_journal-11846	85	10	collaborative	collaborative	ADJ
american_scientific_journal-11846	85	11	analytics	analytic	NOUN
american_scientific_journal-11846	85	12	pipelines	pipeline	NOUN
american_scientific_journal-11846	85	13	,	,	PUNCT
american_scientific_journal-11846	85	14	where	where	SCONJ
american_scientific_journal-11846	85	15	genomic	genomic	ADJ
american_scientific_journal-11846	85	16	analysis	analysis	NOUN
american_scientific_journal-11846	85	17	,	,	PUNCT
american_scientific_journal-11846	85	18	image	image	NOUN
american_scientific_journal-11846	85	19	processing	processing	NOUN
american_scientific_journal-11846	85	20	,	,	PUNCT
american_scientific_journal-11846	85	21	and	and	CCONJ
american_scientific_journal-11846	85	22	ai	ai	AUX
american_scientific_journal-11846	85	23	modeling	modeling	NOUN
american_scientific_journal-11846	85	24	are	be	AUX
american_scientific_journal-11846	85	25	performed	perform	VERB
american_scientific_journal-11846	85	26	across	across	ADP
american_scientific_journal-11846	85	27	distributed	distribute	VERB
american_scientific_journal-11846	85	28	compute	compute	NOUN
american_scientific_journal-11846	85	29	environments	environment	NOUN
american_scientific_journal-11846	85	30	.	.	PUNCT
american_scientific_journal-11846	86	1	tools	tool	NOUN
american_scientific_journal-11846	86	2	like	like	ADP
american_scientific_journal-11846	86	3	nextflow	nextflow	NOUN
american_scientific_journal-11846	86	4	and	and	CCONJ
american_scientific_journal-11846	86	5	cromwell	cromwell	NOUN
american_scientific_journal-11846	86	6	leverage	leverage	NOUN
american_scientific_journal-11846	86	7	containerized	containerize	VERB
american_scientific_journal-11846	86	8	microservices	microservice	NOUN
american_scientific_journal-11846	86	9	to	to	PART
american_scientific_journal-11846	86	10	orchestrate	orchestrate	VERB
american_scientific_journal-11846	86	11	reproducible	reproducible	ADJ
american_scientific_journal-11846	86	12	bioinformatics	bioinformatics	NOUN
american_scientific_journal-11846	86	13	workflows	workflow	NOUN
american_scientific_journal-11846	86	14	across	across	ADP
american_scientific_journal-11846	86	15	cloud	cloud	NOUN
american_scientific_journal-11846	86	16	providers	provider	NOUN
american_scientific_journal-11846	86	17	,	,	PUNCT
american_scientific_journal-11846	86	18	enabling	enable	VERB
american_scientific_journal-11846	86	19	reproducibility	reproducibility	NOUN
american_scientific_journal-11846	86	20	and	and	CCONJ
american_scientific_journal-11846	86	21	scalability	scalability	NOUN
american_scientific_journal-11846	86	22	.	.	PUNCT
american_scientific_journal-11846	87	1	american	american	ADJ
american_scientific_journal-11846	87	2	academic	academic	ADJ
american_scientific_journal-11846	87	3	scientific	scientific	ADJ
american_scientific_journal-11846	87	4	research	research	NOUN
american_scientific_journal-11846	87	5	journal	journal	NOUN
american_scientific_journal-11846	87	6	for	for	ADP
american_scientific_journal-11846	87	7	engineering	engineering	NOUN
american_scientific_journal-11846	87	8	,	,	PUNCT
american_scientific_journal-11846	87	9	technology	technology	NOUN
american_scientific_journal-11846	87	10	,	,	PUNCT
american_scientific_journal-11846	87	11	and	and	CCONJ
american_scientific_journal-11846	87	12	sciences	science	NOUN
american_scientific_journal-11846	87	13	(	(	PUNCT
american_scientific_journal-11846	87	14	asrjets	asrjet	NOUN
american_scientific_journal-11846	87	15	)	)	PUNCT
american_scientific_journal-11846	87	16	volume	volume	NOUN
american_scientific_journal-11846	87	17	103	103	NUM
american_scientific_journal-11846	87	18	,	,	PUNCT
american_scientific_journal-11846	87	19	no	no	DET
american_scientific_journal-11846	87	20	1	1	NUM
american_scientific_journal-11846	87	21	,	,	PUNCT
american_scientific_journal-11846	87	22	pp	pp	ADV
american_scientific_journal-11846	87	23	290	290	NUM
american_scientific_journal-11846	87	24	-	-	SYM
american_scientific_journal-11846	87	25	312	312	NUM
american_scientific_journal-11846	87	26	295	295	NUM
american_scientific_journal-11846	87	27	figure2	figure2	ADJ
american_scientific_journal-11846	87	28	:	:	PUNCT
american_scientific_journal-11846	87	29	microservices	microservice	NOUN
american_scientific_journal-11846	87	30	vs.	vs.	ADP
american_scientific_journal-11846	87	31	monolithic	monolithic	ADJ
american_scientific_journal-11846	87	32	architecture	architecture	NOUN
american_scientific_journal-11846	87	33	in	in	ADP
american_scientific_journal-11846	87	34	health	health	NOUN
american_scientific_journal-11846	87	35	it	it	PRON
american_scientific_journal-11846	87	36	furthermore	furthermore	ADV
american_scientific_journal-11846	87	37	,	,	PUNCT
american_scientific_journal-11846	87	38	cloud	cloud	ADJ
american_scientific_journal-11846	87	39	-	-	PUNCT
american_scientific_journal-11846	87	40	native	native	ADJ
american_scientific_journal-11846	87	41	services	service	NOUN
american_scientific_journal-11846	87	42	are	be	AUX
american_scientific_journal-11846	87	43	inherently	inherently	ADV
american_scientific_journal-11846	87	44	better	well	ADV
american_scientific_journal-11846	87	45	suited	suit	VERB
american_scientific_journal-11846	87	46	for	for	ADP
american_scientific_journal-11846	87	47	security	security	NOUN
american_scientific_journal-11846	87	48	and	and	CCONJ
american_scientific_journal-11846	87	49	compliance	compliance	NOUN
american_scientific_journal-11846	87	50	.	.	PUNCT
american_scientific_journal-11846	88	1	by	by	ADP
american_scientific_journal-11846	88	2	isolating	isolate	VERB
american_scientific_journal-11846	88	3	services	service	NOUN
american_scientific_journal-11846	88	4	and	and	CCONJ
american_scientific_journal-11846	88	5	applying	apply	VERB
american_scientific_journal-11846	88	6	granular	granular	ADJ
american_scientific_journal-11846	88	7	access	access	NOUN
american_scientific_journal-11846	88	8	controls	control	NOUN
american_scientific_journal-11846	88	9	,	,	PUNCT
american_scientific_journal-11846	88	10	organizations	organization	NOUN
american_scientific_journal-11846	88	11	can	can	AUX
american_scientific_journal-11846	88	12	reduce	reduce	VERB
american_scientific_journal-11846	88	13	the	the	DET
american_scientific_journal-11846	88	14	risk	risk	NOUN
american_scientific_journal-11846	88	15	surface	surface	NOUN
american_scientific_journal-11846	88	16	and	and	CCONJ
american_scientific_journal-11846	88	17	enforce	enforce	VERB
american_scientific_journal-11846	88	18	least	least	ADJ
american_scientific_journal-11846	88	19	-	-	PUNCT
american_scientific_journal-11846	88	20	privilege	privilege	NOUN
american_scientific_journal-11846	88	21	principles	principle	NOUN
american_scientific_journal-11846	88	22	.	.	PUNCT
american_scientific_journal-11846	89	1	integration	integration	NOUN
american_scientific_journal-11846	89	2	with	with	ADP
american_scientific_journal-11846	89	3	identity	identity	NOUN
american_scientific_journal-11846	89	4	and	and	CCONJ
american_scientific_journal-11846	89	5	access	access	NOUN
american_scientific_journal-11846	89	6	management	management	NOUN
american_scientific_journal-11846	89	7	iam	iam	PROPN
american_scientific_journal-11846	89	8	systems	systems	PROPN
american_scientific_journal-11846	89	9	,	,	PUNCT
american_scientific_journal-11846	89	10	audit	audit	NOUN
american_scientific_journal-11846	89	11	logging	logging	NOUN
american_scientific_journal-11846	89	12	,	,	PUNCT
american_scientific_journal-11846	89	13	and	and	CCONJ
american_scientific_journal-11846	89	14	encryption	encryption	NOUN
american_scientific_journal-11846	89	15	standards	standard	NOUN
american_scientific_journal-11846	89	16	becomes	become	VERB
american_scientific_journal-11846	89	17	more	more	ADV
american_scientific_journal-11846	89	18	seamless	seamless	ADJ
american_scientific_journal-11846	89	19	in	in	ADP
american_scientific_journal-11846	89	20	cloud	cloud	ADJ
american_scientific_journal-11846	89	21	-	-	PUNCT
american_scientific_journal-11846	89	22	native	native	ADJ
american_scientific_journal-11846	89	23	environments	environment	NOUN
american_scientific_journal-11846	89	24	.	.	PUNCT
american_scientific_journal-11846	90	1	the	the	DET
american_scientific_journal-11846	90	2	adoption	adoption	NOUN
american_scientific_journal-11846	90	3	of	of	ADP
american_scientific_journal-11846	90	4	event	event	NOUN
american_scientific_journal-11846	90	5	-	-	PUNCT
american_scientific_journal-11846	90	6	driven	drive	VERB
american_scientific_journal-11846	90	7	architectures	architecture	NOUN
american_scientific_journal-11846	90	8	,	,	PUNCT
american_scientific_journal-11846	90	9	enabled	enable	VERB
american_scientific_journal-11846	90	10	by	by	ADP
american_scientific_journal-11846	90	11	message	message	NOUN
american_scientific_journal-11846	90	12	brokers	broker	NOUN
american_scientific_journal-11846	90	13	like	like	ADP
american_scientific_journal-11846	90	14	apache	apache	PROPN
american_scientific_journal-11846	90	15	kafka	kafka	PROPN
american_scientific_journal-11846	90	16	and	and	CCONJ
american_scientific_journal-11846	90	17	cloud	cloud	ADJ
american_scientific_journal-11846	90	18	-	-	PUNCT
american_scientific_journal-11846	90	19	native	native	ADJ
american_scientific_journal-11846	90	20	event	event	NOUN
american_scientific_journal-11846	90	21	buses	bus	NOUN
american_scientific_journal-11846	90	22	,	,	PUNCT
american_scientific_journal-11846	90	23	also	also	ADV
american_scientific_journal-11846	90	24	addresses	address	VERB
american_scientific_journal-11846	90	25	the	the	DET
american_scientific_journal-11846	90	26	limitations	limitation	NOUN
american_scientific_journal-11846	90	27	of	of	ADP
american_scientific_journal-11846	90	28	static	static	ADJ
american_scientific_journal-11846	90	29	data	datum	NOUN
american_scientific_journal-11846	90	30	exchange	exchange	NOUN
american_scientific_journal-11846	90	31	.	.	PUNCT
american_scientific_journal-11846	91	1	these	these	DET
american_scientific_journal-11846	91	2	systems	system	NOUN
american_scientific_journal-11846	91	3	allow	allow	VERB
american_scientific_journal-11846	91	4	biomedical	biomedical	ADJ
american_scientific_journal-11846	91	5	applications	application	NOUN
american_scientific_journal-11846	91	6	to	to	PART
american_scientific_journal-11846	91	7	respond	respond	VERB
american_scientific_journal-11846	91	8	dynamically	dynamically	ADV
american_scientific_journal-11846	91	9	to	to	ADP
american_scientific_journal-11846	91	10	events	event	NOUN
american_scientific_journal-11846	91	11	such	such	ADJ
american_scientific_journal-11846	91	12	as	as	ADP
american_scientific_journal-11846	91	13	new	new	ADJ
american_scientific_journal-11846	91	14	patient	patient	NOUN
american_scientific_journal-11846	91	15	data	datum	NOUN
american_scientific_journal-11846	91	16	,	,	PUNCT
american_scientific_journal-11846	91	17	research	research	NOUN
american_scientific_journal-11846	91	18	findings	finding	NOUN
american_scientific_journal-11846	91	19	,	,	PUNCT
american_scientific_journal-11846	91	20	or	or	CCONJ
american_scientific_journal-11846	91	21	regulatory	regulatory	ADJ
american_scientific_journal-11846	91	22	updates	update	NOUN
american_scientific_journal-11846	91	23	paving	pave	VERB
american_scientific_journal-11846	91	24	the	the	DET
american_scientific_journal-11846	91	25	way	way	NOUN
american_scientific_journal-11846	91	26	for	for	ADP
american_scientific_journal-11846	91	27	real	real	ADJ
american_scientific_journal-11846	91	28	-	-	PUNCT
american_scientific_journal-11846	91	29	time	time	NOUN
american_scientific_journal-11846	91	30	,	,	PUNCT
american_scientific_journal-11846	91	31	intelligent	intelligent	ADJ
american_scientific_journal-11846	91	32	systems	system	NOUN
american_scientific_journal-11846	91	33	.	.	PUNCT
american_scientific_journal-11846	92	1	while	while	SCONJ
american_scientific_journal-11846	92	2	existing	existing	ADJ
american_scientific_journal-11846	92	3	biomedical	biomedical	ADJ
american_scientific_journal-11846	92	4	research	research	NOUN
american_scientific_journal-11846	92	5	platforms	platform	NOUN
american_scientific_journal-11846	92	6	have	have	AUX
american_scientific_journal-11846	92	7	laid	lay	VERB
american_scientific_journal-11846	92	8	an	an	DET
american_scientific_journal-11846	92	9	essential	essential	ADJ
american_scientific_journal-11846	92	10	foundation	foundation	NOUN
american_scientific_journal-11846	92	11	for	for	ADP
american_scientific_journal-11846	92	12	collaboration	collaboration	NOUN
american_scientific_journal-11846	92	13	and	and	CCONJ
american_scientific_journal-11846	92	14	data	datum	NOUN
american_scientific_journal-11846	92	15	sharing	sharing	NOUN
american_scientific_journal-11846	92	16	,	,	PUNCT
american_scientific_journal-11846	92	17	they	they	PRON
american_scientific_journal-11846	92	18	are	be	AUX
american_scientific_journal-11846	92	19	often	often	ADV
american_scientific_journal-11846	92	20	constrained	constrain	VERB
american_scientific_journal-11846	92	21	by	by	ADP
american_scientific_journal-11846	92	22	outdated	outdated	ADJ
american_scientific_journal-11846	92	23	interoperability	interoperability	NOUN
american_scientific_journal-11846	92	24	models	model	NOUN
american_scientific_journal-11846	92	25	and	and	CCONJ
american_scientific_journal-11846	92	26	rigid	rigid	ADJ
american_scientific_journal-11846	92	27	software	software	NOUN
american_scientific_journal-11846	92	28	architectures	architecture	NOUN
american_scientific_journal-11846	92	29	.	.	PUNCT
american_scientific_journal-11846	93	1	microservices	microservice	NOUN
american_scientific_journal-11846	93	2	and	and	CCONJ
american_scientific_journal-11846	93	3	cloud	cloud	ADJ
american_scientific_journal-11846	93	4	-	-	PUNCT
american_scientific_journal-11846	93	5	native	native	ADJ
american_scientific_journal-11846	93	6	design	design	NOUN
american_scientific_journal-11846	93	7	offer	offer	VERB
american_scientific_journal-11846	93	8	a	a	DET
american_scientific_journal-11846	93	9	transformative	transformative	ADJ
american_scientific_journal-11846	93	10	path	path	NOUN
american_scientific_journal-11846	93	11	forward	forward	ADV
american_scientific_journal-11846	93	12	enabling	enable	VERB
american_scientific_journal-11846	93	13	flexible	flexible	ADJ
american_scientific_journal-11846	93	14	,	,	PUNCT
american_scientific_journal-11846	93	15	scalable	scalable	ADJ
american_scientific_journal-11846	93	16	,	,	PUNCT
american_scientific_journal-11846	93	17	and	and	CCONJ
american_scientific_journal-11846	93	18	secure	secure	VERB
american_scientific_journal-11846	93	19	health	health	NOUN
american_scientific_journal-11846	93	20	it	it	PRON
american_scientific_journal-11846	93	21	infrastructure	infrastructure	NOUN
american_scientific_journal-11846	93	22	.	.	PUNCT
american_scientific_journal-11846	94	1	as	as	SCONJ
american_scientific_journal-11846	94	2	public	public	ADJ
american_scientific_journal-11846	94	3	and	and	CCONJ
american_scientific_journal-11846	94	4	private	private	ADJ
american_scientific_journal-11846	94	5	stakeholders	stakeholder	NOUN
american_scientific_journal-11846	94	6	continue	continue	VERB
american_scientific_journal-11846	94	7	to	to	PART
american_scientific_journal-11846	94	8	embrace	embrace	VERB
american_scientific_journal-11846	94	9	these	these	DET
american_scientific_journal-11846	94	10	principles	principle	NOUN
american_scientific_journal-11846	94	11	,	,	PUNCT
american_scientific_journal-11846	94	12	the	the	DET
american_scientific_journal-11846	94	13	potential	potential	NOUN
american_scientific_journal-11846	94	14	for	for	ADP
american_scientific_journal-11846	94	15	more	more	ADV
american_scientific_journal-11846	94	16	seamless	seamless	ADJ
american_scientific_journal-11846	94	17	,	,	PUNCT
american_scientific_journal-11846	94	18	efficient	efficient	ADJ
american_scientific_journal-11846	94	19	,	,	PUNCT
american_scientific_journal-11846	94	20	and	and	CCONJ
american_scientific_journal-11846	94	21	impactful	impactful	ADJ
american_scientific_journal-11846	94	22	biomedical	biomedical	ADJ
american_scientific_journal-11846	94	23	research	research	NOUN
american_scientific_journal-11846	94	24	will	will	AUX
american_scientific_journal-11846	94	25	be	be	AUX
american_scientific_journal-11846	94	26	significantly	significantly	ADV
american_scientific_journal-11846	94	27	amplified	amplify	VERB
american_scientific_journal-11846	94	28	.	.	PUNCT
american_scientific_journal-11846	95	1	while	while	SCONJ
american_scientific_journal-11846	95	2	commercial	commercial	ADJ
american_scientific_journal-11846	95	3	platforms	platform	NOUN
american_scientific_journal-11846	95	4	such	such	ADJ
american_scientific_journal-11846	95	5	as	as	ADP
american_scientific_journal-11846	95	6	aws	aws	NOUN
american_scientific_journal-11846	95	7	healthlake	healthlake	NOUN
american_scientific_journal-11846	95	8	and	and	CCONJ
american_scientific_journal-11846	95	9	google	google	PROPN
american_scientific_journal-11846	95	10	healthcare	healthcare	PROPN
american_scientific_journal-11846	95	11	engine	engine	NOUN
american_scientific_journal-11846	95	12	offer	offer	VERB
american_scientific_journal-11846	95	13	significant	significant	ADJ
american_scientific_journal-11846	95	14	scalability	scalability	NOUN
american_scientific_journal-11846	95	15	,	,	PUNCT
american_scientific_journal-11846	95	16	they	they	PRON
american_scientific_journal-11846	95	17	often	often	ADV
american_scientific_journal-11846	95	18	require	require	VERB
american_scientific_journal-11846	95	19	deep	deep	ADJ
american_scientific_journal-11846	95	20	vendor	vendor	NOUN
american_scientific_journal-11846	95	21	lock	lock	NOUN
american_scientific_journal-11846	95	22	-	-	PUNCT
american_scientific_journal-11846	95	23	in	in	NOUN
american_scientific_journal-11846	95	24	and	and	CCONJ
american_scientific_journal-11846	95	25	lack	lack	VERB
american_scientific_journal-11846	95	26	the	the	DET
american_scientific_journal-11846	95	27	tailored	tailored	ADJ
american_scientific_journal-11846	95	28	orchestration	orchestration	NOUN
american_scientific_journal-11846	95	29	required	require	VERB
american_scientific_journal-11846	95	30	for	for	ADP
american_scientific_journal-11846	95	31	researchspecific	researchspecific	ADJ
american_scientific_journal-11846	95	32	workflows	workflow	NOUN
american_scientific_journal-11846	95	33	.	.	PUNCT
american_scientific_journal-11846	96	1	moreover	moreover	ADV
american_scientific_journal-11846	96	2	,	,	PUNCT
american_scientific_journal-11846	96	3	systems	system	NOUN
american_scientific_journal-11846	96	4	like	like	ADP
american_scientific_journal-11846	96	5	ibm	ibm	PROPN
american_scientific_journal-11846	96	6	watson	watson	PROPN
american_scientific_journal-11846	96	7	health	health	PROPN
american_scientific_journal-11846	96	8	have	have	AUX
american_scientific_journal-11846	96	9	faced	face	VERB
american_scientific_journal-11846	96	10	challenges	challenge	NOUN
american_scientific_journal-11846	96	11	with	with	ADP
american_scientific_journal-11846	96	12	transparency	transparency	NOUN
american_scientific_journal-11846	96	13	and	and	CCONJ
american_scientific_journal-11846	96	14	model	model	NOUN
american_scientific_journal-11846	96	15	interpretability	interpretability	NOUN
american_scientific_journal-11846	96	16	,	,	PUNCT
american_scientific_journal-11846	96	17	highlighting	highlight	VERB
american_scientific_journal-11846	96	18	the	the	DET
american_scientific_journal-11846	96	19	importance	importance	NOUN
american_scientific_journal-11846	96	20	of	of	ADP
american_scientific_journal-11846	96	21	customizable	customizable	ADJ
american_scientific_journal-11846	96	22	,	,	PUNCT
american_scientific_journal-11846	96	23	open	open	ADJ
american_scientific_journal-11846	96	24	-	-	PUNCT
american_scientific_journal-11846	96	25	source	source	NOUN
american_scientific_journal-11846	96	26	-	-	PUNCT
american_scientific_journal-11846	96	27	based	base	VERB
american_scientific_journal-11846	96	28	alternatives	alternative	NOUN
american_scientific_journal-11846	96	29	.	.	PUNCT
american_scientific_journal-11846	97	1	compared	compare	VERB
american_scientific_journal-11846	97	2	to	to	ADP
american_scientific_journal-11846	97	3	these	these	DET
american_scientific_journal-11846	97	4	platforms	platform	NOUN
american_scientific_journal-11846	97	5	,	,	PUNCT
american_scientific_journal-11846	97	6	the	the	DET
american_scientific_journal-11846	97	7	proposed	propose	VERB
american_scientific_journal-11846	97	8	architecture	architecture	NOUN
american_scientific_journal-11846	97	9	emphasizes	emphasize	VERB
american_scientific_journal-11846	97	10	interoperability	interoperability	NOUN
american_scientific_journal-11846	97	11	through	through	ADP
american_scientific_journal-11846	97	12	open	open	ADJ
american_scientific_journal-11846	97	13	standards	standard	NOUN
american_scientific_journal-11846	97	14	e.g.	e.g.	ADV
american_scientific_journal-11846	97	15	,	,	PUNCT
american_scientific_journal-11846	97	16	fhir	fhir	PROPN
american_scientific_journal-11846	97	17	,	,	PUNCT
american_scientific_journal-11846	97	18	kafka	kafka	PROPN
american_scientific_journal-11846	97	19	,	,	PUNCT
american_scientific_journal-11846	97	20	resilience	resilience	NOUN
american_scientific_journal-11846	97	21	via	via	ADP
american_scientific_journal-11846	97	22	container	container	NOUN
american_scientific_journal-11846	97	23	orchestration	orchestration	NOUN
american_scientific_journal-11846	97	24	[	[	X
american_scientific_journal-11846	97	25	10],[12	10],[12	PROPN
american_scientific_journal-11846	97	26	]	]	PUNCT
american_scientific_journal-11846	97	27	,	,	PUNCT
american_scientific_journal-11846	97	28	and	and	CCONJ
american_scientific_journal-11846	97	29	fine	fine	ADV
american_scientific_journal-11846	97	30	-	-	PUNCT
american_scientific_journal-11846	97	31	grained	grain	VERB
american_scientific_journal-11846	97	32	governance	governance	NOUN
american_scientific_journal-11846	97	33	through	through	ADP
american_scientific_journal-11846	97	34	rbac	rbac	PROPN
american_scientific_journal-11846	97	35	and	and	CCONJ
american_scientific_journal-11846	97	36	american	american	PROPN
american_scientific_journal-11846	97	37	academic	academic	ADJ
american_scientific_journal-11846	97	38	scientific	scientific	ADJ
american_scientific_journal-11846	97	39	research	research	NOUN
american_scientific_journal-11846	97	40	journal	journal	NOUN
american_scientific_journal-11846	97	41	for	for	ADP
american_scientific_journal-11846	97	42	engineering	engineering	NOUN
american_scientific_journal-11846	97	43	,	,	PUNCT
american_scientific_journal-11846	97	44	technology	technology	NOUN
american_scientific_journal-11846	97	45	,	,	PUNCT
american_scientific_journal-11846	97	46	and	and	CCONJ
american_scientific_journal-11846	97	47	sciences	science	NOUN
american_scientific_journal-11846	97	48	(	(	PUNCT
american_scientific_journal-11846	97	49	asrjets	asrjet	NOUN
american_scientific_journal-11846	97	50	)	)	PUNCT
american_scientific_journal-11846	97	51	volume	volume	NOUN
american_scientific_journal-11846	97	52	103	103	NUM
american_scientific_journal-11846	97	53	,	,	PUNCT
american_scientific_journal-11846	97	54	no	no	DET
american_scientific_journal-11846	97	55	1	1	NUM
american_scientific_journal-11846	97	56	,	,	PUNCT
american_scientific_journal-11846	97	57	pp	pp	ADV
american_scientific_journal-11846	97	58	290	290	NUM
american_scientific_journal-11846	97	59	-	-	SYM
american_scientific_journal-11846	97	60	312	312	NUM
american_scientific_journal-11846	97	61	296	296	NUM
american_scientific_journal-11846	97	62	schema	schema	NOUN
american_scientific_journal-11846	97	63	enforcement	enforcement	NOUN
american_scientific_journal-11846	97	64	.	.	PUNCT
american_scientific_journal-11846	98	1	these	these	DET
american_scientific_journal-11846	98	2	design	design	NOUN
american_scientific_journal-11846	98	3	principles	principle	NOUN
american_scientific_journal-11846	98	4	echo	echo	VERB
american_scientific_journal-11846	98	5	calls	call	NOUN
american_scientific_journal-11846	98	6	in	in	ADP
american_scientific_journal-11846	98	7	contemporary	contemporary	ADJ
american_scientific_journal-11846	98	8	biomedical	biomedical	ADJ
american_scientific_journal-11846	98	9	informatics	informatic	NOUN
american_scientific_journal-11846	98	10	literature	literature	PROPN
american_scientific_journal-11846	98	11	for	for	ADP
american_scientific_journal-11846	98	12	flexible	flexible	ADJ
american_scientific_journal-11846	98	13	,	,	PUNCT
american_scientific_journal-11846	98	14	composable	composable	ADJ
american_scientific_journal-11846	98	15	architectures	architecture	NOUN
american_scientific_journal-11846	98	16	that	that	PRON
american_scientific_journal-11846	98	17	can	can	AUX
american_scientific_journal-11846	98	18	adapt	adapt	VERB
american_scientific_journal-11846	98	19	to	to	ADP
american_scientific_journal-11846	98	20	evolving	evolve	VERB
american_scientific_journal-11846	98	21	clinical	clinical	ADJ
american_scientific_journal-11846	98	22	and	and	CCONJ
american_scientific_journal-11846	98	23	research	research	NOUN
american_scientific_journal-11846	98	24	needs	need	NOUN
american_scientific_journal-11846	98	25	[	[	X
american_scientific_journal-11846	98	26	1	1	NUM
american_scientific_journal-11846	98	27	]	]	PUNCT
american_scientific_journal-11846	98	28	.	.	PUNCT
american_scientific_journal-11846	99	1	3	3	X
american_scientific_journal-11846	99	2	.	.	X
american_scientific_journal-11846	99	3	system	system	NOUN
american_scientific_journal-11846	99	4	architecture	architecture	NOUN
american_scientific_journal-11846	99	5	overview	overview	VERB
american_scientific_journal-11846	99	6	3.1	3.1	NUM
american_scientific_journal-11846	99	7	microservice	microservice	NOUN
american_scientific_journal-11846	99	8	design	design	NOUN
american_scientific_journal-11846	99	9	principles	principle	NOUN
american_scientific_journal-11846	99	10	for	for	ADP
american_scientific_journal-11846	99	11	biomedical	biomedical	ADJ
american_scientific_journal-11846	99	12	data	datum	NOUN
american_scientific_journal-11846	99	13	platforms	platform	NOUN
american_scientific_journal-11846	99	14	microservices	microservice	NOUN
american_scientific_journal-11846	99	15	architecture	architecture	NOUN
american_scientific_journal-11846	99	16	has	have	AUX
american_scientific_journal-11846	99	17	rapidly	rapidly	ADV
american_scientific_journal-11846	99	18	become	become	VERB
american_scientific_journal-11846	99	19	the	the	DET
american_scientific_journal-11846	99	20	foundational	foundational	ADJ
american_scientific_journal-11846	99	21	approach	approach	NOUN
american_scientific_journal-11846	99	22	for	for	ADP
american_scientific_journal-11846	99	23	building	build	VERB
american_scientific_journal-11846	99	24	scalable	scalable	ADJ
american_scientific_journal-11846	99	25	and	and	CCONJ
american_scientific_journal-11846	99	26	resilient	resilient	ADJ
american_scientific_journal-11846	99	27	biomedical	biomedical	ADJ
american_scientific_journal-11846	99	28	data	datum	NOUN
american_scientific_journal-11846	99	29	platforms	platform	NOUN
american_scientific_journal-11846	99	30	.	.	PUNCT
american_scientific_journal-11846	100	1	the	the	DET
american_scientific_journal-11846	100	2	principle	principle	NOUN
american_scientific_journal-11846	100	3	behind	behind	ADP
american_scientific_journal-11846	100	4	this	this	DET
american_scientific_journal-11846	100	5	design	design	NOUN
american_scientific_journal-11846	100	6	paradigm	paradigm	NOUN
american_scientific_journal-11846	100	7	is	be	AUX
american_scientific_journal-11846	100	8	to	to	PART
american_scientific_journal-11846	100	9	decompose	decompose	VERB
american_scientific_journal-11846	100	10	a	a	DET
american_scientific_journal-11846	100	11	large	large	ADJ
american_scientific_journal-11846	100	12	,	,	PUNCT
american_scientific_journal-11846	100	13	monolithic	monolithic	ADJ
american_scientific_journal-11846	100	14	application	application	NOUN
american_scientific_journal-11846	100	15	into	into	ADP
american_scientific_journal-11846	100	16	a	a	DET
american_scientific_journal-11846	100	17	suite	suite	NOUN
american_scientific_journal-11846	100	18	of	of	ADP
american_scientific_journal-11846	100	19	small	small	ADJ
american_scientific_journal-11846	100	20	,	,	PUNCT
american_scientific_journal-11846	100	21	loosely	loosely	ADV
american_scientific_journal-11846	100	22	coupled	couple	VERB
american_scientific_journal-11846	100	23	services	service	NOUN
american_scientific_journal-11846	100	24	.	.	PUNCT
american_scientific_journal-11846	101	1	each	each	DET
american_scientific_journal-11846	101	2	service	service	NOUN
american_scientific_journal-11846	101	3	is	be	AUX
american_scientific_journal-11846	101	4	independently	independently	ADV
american_scientific_journal-11846	101	5	deployable	deployable	ADJ
american_scientific_journal-11846	101	6	and	and	CCONJ
american_scientific_journal-11846	101	7	responsible	responsible	ADJ
american_scientific_journal-11846	101	8	for	for	ADP
american_scientific_journal-11846	101	9	a	a	DET
american_scientific_journal-11846	101	10	specific	specific	ADJ
american_scientific_journal-11846	101	11	piece	piece	NOUN
american_scientific_journal-11846	101	12	of	of	ADP
american_scientific_journal-11846	101	13	business	business	NOUN
american_scientific_journal-11846	101	14	functionality	functionality	NOUN
american_scientific_journal-11846	101	15	,	,	PUNCT
american_scientific_journal-11846	101	16	such	such	ADJ
american_scientific_journal-11846	101	17	as	as	ADP
american_scientific_journal-11846	101	18	user	user	NOUN
american_scientific_journal-11846	101	19	authentication	authentication	NOUN
american_scientific_journal-11846	101	20	,	,	PUNCT
american_scientific_journal-11846	101	21	data	data	NOUN
american_scientific_journal-11846	101	22	ingestion	ingestion	NOUN
american_scientific_journal-11846	101	23	,	,	PUNCT
american_scientific_journal-11846	101	24	analytics	analytic	NOUN
american_scientific_journal-11846	101	25	,	,	PUNCT
american_scientific_journal-11846	101	26	or	or	CCONJ
american_scientific_journal-11846	101	27	consent	consent	VERB
american_scientific_journal-11846	101	28	management	management	NOUN
american_scientific_journal-11846	101	29	.	.	PUNCT
american_scientific_journal-11846	102	1	in	in	ADP
american_scientific_journal-11846	102	2	the	the	DET
american_scientific_journal-11846	102	3	context	context	NOUN
american_scientific_journal-11846	102	4	of	of	ADP
american_scientific_journal-11846	102	5	biomedical	biomedical	ADJ
american_scientific_journal-11846	102	6	research	research	NOUN
american_scientific_journal-11846	102	7	,	,	PUNCT
american_scientific_journal-11846	102	8	microservices	microservice	NOUN
american_scientific_journal-11846	102	9	enable	enable	VERB
american_scientific_journal-11846	102	10	modularity	modularity	NOUN
american_scientific_journal-11846	102	11	,	,	PUNCT
american_scientific_journal-11846	102	12	flexibility	flexibility	NOUN
american_scientific_journal-11846	102	13	,	,	PUNCT
american_scientific_journal-11846	102	14	and	and	CCONJ
american_scientific_journal-11846	102	15	scalability	scalability	NOUN
american_scientific_journal-11846	102	16	across	across	ADP
american_scientific_journal-11846	102	17	diverse	diverse	ADJ
american_scientific_journal-11846	102	18	domains	domain	NOUN
american_scientific_journal-11846	102	19	such	such	ADJ
american_scientific_journal-11846	102	20	as	as	ADP
american_scientific_journal-11846	102	21	genomics	genomic	NOUN
american_scientific_journal-11846	102	22	,	,	PUNCT
american_scientific_journal-11846	102	23	clinical	clinical	ADJ
american_scientific_journal-11846	102	24	trials	trial	NOUN
american_scientific_journal-11846	102	25	,	,	PUNCT
american_scientific_journal-11846	102	26	electronic	electronic	ADJ
american_scientific_journal-11846	102	27	health	health	NOUN
american_scientific_journal-11846	102	28	records	record	NOUN
american_scientific_journal-11846	102	29	ehr	ehr	NOUN
american_scientific_journal-11846	102	30	,	,	PUNCT
american_scientific_journal-11846	102	31	and	and	CCONJ
american_scientific_journal-11846	102	32	wearable	wearable	ADJ
american_scientific_journal-11846	102	33	data	datum	NOUN
american_scientific_journal-11846	102	34	streams	stream	NOUN
american_scientific_journal-11846	102	35	.	.	PUNCT
american_scientific_journal-11846	103	1	these	these	DET
american_scientific_journal-11846	103	2	services	service	NOUN
american_scientific_journal-11846	103	3	can	can	AUX
american_scientific_journal-11846	103	4	be	be	AUX
american_scientific_journal-11846	103	5	tailored	tailor	VERB
american_scientific_journal-11846	103	6	to	to	PART
american_scientific_journal-11846	103	7	support	support	VERB
american_scientific_journal-11846	103	8	specific	specific	ADJ
american_scientific_journal-11846	103	9	biomedical	biomedical	ADJ
american_scientific_journal-11846	103	10	workflows	workflow	NOUN
american_scientific_journal-11846	103	11	while	while	SCONJ
american_scientific_journal-11846	103	12	maintaining	maintain	VERB
american_scientific_journal-11846	103	13	clear	clear	ADJ
american_scientific_journal-11846	103	14	boundaries	boundary	NOUN
american_scientific_journal-11846	103	15	between	between	ADP
american_scientific_journal-11846	103	16	domains	domain	NOUN
american_scientific_journal-11846	103	17	,	,	PUNCT
american_scientific_journal-11846	103	18	which	which	PRON
american_scientific_journal-11846	103	19	enhances	enhance	VERB
american_scientific_journal-11846	103	20	maintainability	maintainability	NOUN
american_scientific_journal-11846	103	21	and	and	CCONJ
american_scientific_journal-11846	103	22	testability	testability	NOUN
american_scientific_journal-11846	103	23	.	.	PUNCT
american_scientific_journal-11846	104	1	3.2	3.2	NUM
american_scientific_journal-11846	104	2	technology	technology	NOUN
american_scientific_journal-11846	104	3	stack	stack	NOUN
american_scientific_journal-11846	104	4	:	:	PUNCT
american_scientific_journal-11846	104	5	node.js/.net	node.js/.net	ADJ
american_scientific_journal-11846	104	6	core	core	NOUN
american_scientific_journal-11846	104	7	apis	apis	PROPN
american_scientific_journal-11846	104	8	,	,	PUNCT
american_scientific_journal-11846	104	9	aws	aws	NOUN
american_scientific_journal-11846	104	10	gateway	gateway	NOUN
american_scientific_journal-11846	104	11	,	,	PUNCT
american_scientific_journal-11846	104	12	kafka	kafka	PROPN
american_scientific_journal-11846	104	13	the	the	DET
american_scientific_journal-11846	104	14	proposed	propose	VERB
american_scientific_journal-11846	104	15	technology	technology	NOUN
american_scientific_journal-11846	104	16	stack	stack	NOUN
american_scientific_journal-11846	104	17	supports	support	VERB
american_scientific_journal-11846	104	18	a	a	DET
american_scientific_journal-11846	104	19	robust	robust	ADJ
american_scientific_journal-11846	104	20	and	and	CCONJ
american_scientific_journal-11846	104	21	cloud	cloud	ADJ
american_scientific_journal-11846	104	22	-	-	PUNCT
american_scientific_journal-11846	104	23	native	native	ADJ
american_scientific_journal-11846	104	24	biomedical	biomedical	ADJ
american_scientific_journal-11846	104	25	platform	platform	NOUN
american_scientific_journal-11846	104	26	.	.	PUNCT
american_scientific_journal-11846	105	1	two	two	NUM
american_scientific_journal-11846	105	2	key	key	ADJ
american_scientific_journal-11846	105	3	technologies	technology	NOUN
american_scientific_journal-11846	105	4	for	for	ADP
american_scientific_journal-11846	105	5	building	build	VERB
american_scientific_journal-11846	105	6	apis	apis	ADV
american_scientific_journal-11846	105	7	are	be	AUX
american_scientific_journal-11846	105	8	node.js	node.js	PROPN
american_scientific_journal-11846	105	9	and	and	CCONJ
american_scientific_journal-11846	105	10	.net	.net	NOUN
american_scientific_journal-11846	105	11	core	core	NOUN
american_scientific_journal-11846	105	12	,	,	PUNCT
american_scientific_journal-11846	105	13	both	both	PRON
american_scientific_journal-11846	105	14	known	know	VERB
american_scientific_journal-11846	105	15	for	for	ADP
american_scientific_journal-11846	105	16	high	high	ADJ
american_scientific_journal-11846	105	17	performance	performance	NOUN
american_scientific_journal-11846	105	18	and	and	CCONJ
american_scientific_journal-11846	105	19	rapid	rapid	ADJ
american_scientific_journal-11846	105	20	development	development	NOUN
american_scientific_journal-11846	105	21	cycles	cycle	NOUN
american_scientific_journal-11846	105	22	.	.	PUNCT
american_scientific_journal-11846	106	1			X
american_scientific_journal-11846	106	2	node.js	node.js	PROPN
american_scientific_journal-11846	106	3	is	be	AUX
american_scientific_journal-11846	106	4	particularly	particularly	ADV
american_scientific_journal-11846	106	5	effective	effective	ADJ
american_scientific_journal-11846	106	6	for	for	ADP
american_scientific_journal-11846	106	7	building	build	VERB
american_scientific_journal-11846	106	8	lightweight	lightweight	ADJ
american_scientific_journal-11846	106	9	restful	restful	ADJ
american_scientific_journal-11846	106	10	apis	apis	NOUN
american_scientific_journal-11846	106	11	,	,	PUNCT
american_scientific_journal-11846	106	12	especially	especially	ADV
american_scientific_journal-11846	106	13	for	for	ADP
american_scientific_journal-11846	106	14	services	service	NOUN
american_scientific_journal-11846	106	15	handling	handle	VERB
american_scientific_journal-11846	106	16	real	real	ADJ
american_scientific_journal-11846	106	17	-	-	PUNCT
american_scientific_journal-11846	106	18	time	time	NOUN
american_scientific_journal-11846	106	19	data	datum	NOUN
american_scientific_journal-11846	106	20	or	or	CCONJ
american_scientific_journal-11846	106	21	asynchronous	asynchronous	ADJ
american_scientific_journal-11846	106	22	operations	operation	NOUN
american_scientific_journal-11846	106	23	.	.	PUNCT
american_scientific_journal-11846	107	1			X
american_scientific_journal-11846	107	2	.net	.net	PROPN
american_scientific_journal-11846	107	3	core	core	PROPN
american_scientific_journal-11846	107	4	is	be	AUX
american_scientific_journal-11846	107	5	highly	highly	ADV
american_scientific_journal-11846	107	6	performant	performant	ADJ
american_scientific_journal-11846	107	7	for	for	ADP
american_scientific_journal-11846	107	8	computationally	computationally	ADV
american_scientific_journal-11846	107	9	intensive	intensive	ADJ
american_scientific_journal-11846	107	10	tasks	task	NOUN
american_scientific_journal-11846	107	11	and	and	CCONJ
american_scientific_journal-11846	107	12	supports	support	VERB
american_scientific_journal-11846	107	13	enterprisegrade	enterprisegrade	NOUN
american_scientific_journal-11846	107	14	systems	system	NOUN
american_scientific_journal-11846	107	15	.	.	PUNCT
american_scientific_journal-11846	108	1	these	these	DET
american_scientific_journal-11846	108	2	apis	api	NOUN
american_scientific_journal-11846	108	3	are	be	AUX
american_scientific_journal-11846	108	4	exposed	expose	VERB
american_scientific_journal-11846	108	5	through	through	ADP
american_scientific_journal-11846	108	6	amazon	amazon	PROPN
american_scientific_journal-11846	108	7	api	api	PROPN
american_scientific_journal-11846	108	8	gateway	gateway	NOUN
american_scientific_journal-11846	108	9	,	,	PUNCT
american_scientific_journal-11846	108	10	which	which	PRON
american_scientific_journal-11846	108	11	provides	provide	VERB
american_scientific_journal-11846	108	12	a	a	DET
american_scientific_journal-11846	108	13	secure	secure	ADJ
american_scientific_journal-11846	108	14	,	,	PUNCT
american_scientific_journal-11846	108	15	scalable	scalable	ADJ
american_scientific_journal-11846	108	16	entry	entry	NOUN
american_scientific_journal-11846	108	17	point	point	NOUN
american_scientific_journal-11846	108	18	for	for	ADP
american_scientific_journal-11846	108	19	all	all	DET
american_scientific_journal-11846	108	20	external	external	ADJ
american_scientific_journal-11846	108	21	and	and	CCONJ
american_scientific_journal-11846	108	22	internal	internal	ADJ
american_scientific_journal-11846	108	23	service	service	NOUN
american_scientific_journal-11846	108	24	interactions	interaction	NOUN
american_scientific_journal-11846	108	25	.	.	PUNCT
american_scientific_journal-11846	109	1	it	it	PRON
american_scientific_journal-11846	109	2	handles	handle	VERB
american_scientific_journal-11846	109	3	request	request	NOUN
american_scientific_journal-11846	109	4	routing	routing	NOUN
american_scientific_journal-11846	109	5	,	,	PUNCT
american_scientific_journal-11846	109	6	throttling	throttling	NOUN
american_scientific_journal-11846	109	7	,	,	PUNCT
american_scientific_journal-11846	109	8	authorization	authorization	NOUN
american_scientific_journal-11846	109	9	,	,	PUNCT
american_scientific_journal-11846	109	10	and	and	CCONJ
american_scientific_journal-11846	109	11	integration	integration	NOUN
american_scientific_journal-11846	109	12	with	with	ADP
american_scientific_journal-11846	109	13	backend	backend	NOUN
american_scientific_journal-11846	109	14	services	service	NOUN
american_scientific_journal-11846	109	15	.	.	PUNCT
american_scientific_journal-11846	110	1	to	to	PART
american_scientific_journal-11846	110	2	manage	manage	VERB
american_scientific_journal-11846	110	3	inter	inter	ADJ
american_scientific_journal-11846	110	4	-	-	ADJ
american_scientific_journal-11846	110	5	service	service	ADJ
american_scientific_journal-11846	110	6	communication	communication	NOUN
american_scientific_journal-11846	110	7	and	and	CCONJ
american_scientific_journal-11846	110	8	data	datum	NOUN
american_scientific_journal-11846	110	9	streaming	streaming	NOUN
american_scientific_journal-11846	110	10	,	,	PUNCT
american_scientific_journal-11846	110	11	the	the	DET
american_scientific_journal-11846	110	12	architecture	architecture	NOUN
american_scientific_journal-11846	110	13	incorporates	incorporate	VERB
american_scientific_journal-11846	110	14	apache	apache	PROPN
american_scientific_journal-11846	110	15	kafka	kafka	PROPN
american_scientific_journal-11846	110	16	,	,	PUNCT
american_scientific_journal-11846	110	17	a	a	DET
american_scientific_journal-11846	110	18	highthroughput	highthroughput	NOUN
american_scientific_journal-11846	110	19	,	,	PUNCT
american_scientific_journal-11846	110	20	fault	fault	NOUN
american_scientific_journal-11846	110	21	-	-	PUNCT
american_scientific_journal-11846	110	22	tolerant	tolerant	ADJ
american_scientific_journal-11846	110	23	event	event	NOUN
american_scientific_journal-11846	110	24	streaming	streaming	NOUN
american_scientific_journal-11846	110	25	platform	platform	NOUN
american_scientific_journal-11846	110	26	.	.	PUNCT
american_scientific_journal-11846	111	1	kafka	kafka	PROPN
american_scientific_journal-11846	111	2	allows	allow	VERB
american_scientific_journal-11846	111	3	decoupling	decoupling	NOUN
american_scientific_journal-11846	111	4	of	of	ADP
american_scientific_journal-11846	111	5	services	service	NOUN
american_scientific_journal-11846	111	6	,	,	PUNCT
american_scientific_journal-11846	111	7	enabling	enable	VERB
american_scientific_journal-11846	111	8	each	each	PRON
american_scientific_journal-11846	111	9	to	to	PART
american_scientific_journal-11846	111	10	publish	publish	VERB
american_scientific_journal-11846	111	11	and	and	CCONJ
american_scientific_journal-11846	111	12	subscribe	subscribe	VERB
american_scientific_journal-11846	111	13	to	to	ADP
american_scientific_journal-11846	111	14	data	data	NOUN
american_scientific_journal-11846	111	15	streams	stream	NOUN
american_scientific_journal-11846	111	16	asynchronously	asynchronously	ADV
american_scientific_journal-11846	111	17	.	.	PUNCT
american_scientific_journal-11846	112	1	this	this	DET
american_scientific_journal-11846	112	2	model	model	NOUN
american_scientific_journal-11846	112	3	is	be	AUX
american_scientific_journal-11846	112	4	crucial	crucial	ADJ
american_scientific_journal-11846	112	5	for	for	ADP
american_scientific_journal-11846	112	6	coordinating	coordinate	VERB
american_scientific_journal-11846	112	7	real	real	ADJ
american_scientific_journal-11846	112	8	-	-	PUNCT
american_scientific_journal-11846	112	9	time	time	NOUN
american_scientific_journal-11846	112	10	workflows	workflow	NOUN
american_scientific_journal-11846	112	11	such	such	ADJ
american_scientific_journal-11846	112	12	as	as	ADP
american_scientific_journal-11846	112	13	:	:	PUNCT
american_scientific_journal-11846	112	14			X
american_scientific_journal-11846	112	15	streaming	stream	VERB
american_scientific_journal-11846	112	16	ehr	ehr	NOUN
american_scientific_journal-11846	112	17	updates	update	NOUN
american_scientific_journal-11846	112	18	to	to	ADP
american_scientific_journal-11846	112	19	analytics	analytic	NOUN
american_scientific_journal-11846	112	20	services	service	NOUN
american_scientific_journal-11846	112	21			NOUN
american_scientific_journal-11846	112	22	ingesting	ingest	VERB
american_scientific_journal-11846	112	23	wearable	wearable	ADJ
american_scientific_journal-11846	112	24	device	device	NOUN
american_scientific_journal-11846	112	25	data	datum	NOUN
american_scientific_journal-11846	112	26	into	into	ADP
american_scientific_journal-11846	112	27	patient	patient	ADJ
american_scientific_journal-11846	112	28	monitoring	monitoring	NOUN
american_scientific_journal-11846	112	29	systems	system	NOUN
american_scientific_journal-11846	112	30			NOUN
american_scientific_journal-11846	112	31	triggering	trigger	VERB
american_scientific_journal-11846	112	32	alerts	alert	NOUN
american_scientific_journal-11846	112	33	based	base	VERB
american_scientific_journal-11846	112	34	on	on	ADP
american_scientific_journal-11846	112	35	genomic	genomic	ADJ
american_scientific_journal-11846	112	36	variants	variant	NOUN
american_scientific_journal-11846	112	37	american	american	ADJ
american_scientific_journal-11846	112	38	academic	academic	ADJ
american_scientific_journal-11846	112	39	scientific	scientific	ADJ
american_scientific_journal-11846	112	40	research	research	NOUN
american_scientific_journal-11846	112	41	journal	journal	NOUN
american_scientific_journal-11846	112	42	for	for	ADP
american_scientific_journal-11846	112	43	engineering	engineering	NOUN
american_scientific_journal-11846	112	44	,	,	PUNCT
american_scientific_journal-11846	112	45	technology	technology	NOUN
american_scientific_journal-11846	112	46	,	,	PUNCT
american_scientific_journal-11846	112	47	and	and	CCONJ
american_scientific_journal-11846	112	48	sciences	science	NOUN
american_scientific_journal-11846	112	49	(	(	PUNCT
american_scientific_journal-11846	112	50	asrjets	asrjet	NOUN
american_scientific_journal-11846	112	51	)	)	PUNCT
american_scientific_journal-11846	112	52	volume	volume	NOUN
american_scientific_journal-11846	112	53	103	103	NUM
american_scientific_journal-11846	112	54	,	,	PUNCT
american_scientific_journal-11846	112	55	no	no	DET
american_scientific_journal-11846	112	56	1	1	NUM
american_scientific_journal-11846	112	57	,	,	PUNCT
american_scientific_journal-11846	112	58	pp	pp	ADV
american_scientific_journal-11846	112	59	290	290	NUM
american_scientific_journal-11846	112	60	-	-	SYM
american_scientific_journal-11846	112	61	312	312	NUM
american_scientific_journal-11846	112	62	297	297	NUM
american_scientific_journal-11846	112	63	3.3	3.3	NUM
american_scientific_journal-11846	112	64	key	key	ADJ
american_scientific_journal-11846	112	65	technologies	technology	NOUN
american_scientific_journal-11846	112	66	table	table	NOUN
american_scientific_journal-11846	112	67	1	1	NUM
american_scientific_journal-11846	112	68	:	:	PUNCT
american_scientific_journal-11846	112	69	key	key	ADJ
american_scientific_journal-11846	112	70	technologies	technology	NOUN
american_scientific_journal-11846	112	71	in	in	ADP
american_scientific_journal-11846	112	72	biomedical	biomedical	ADJ
american_scientific_journal-11846	112	73	microservice	microservice	NOUN
american_scientific_journal-11846	112	74	architecture	architecture	NOUN
american_scientific_journal-11846	112	75	component	component	NOUN
american_scientific_journal-11846	112	76	technology	technology	NOUN
american_scientific_journal-11846	112	77	api	api	NOUN
american_scientific_journal-11846	112	78	framework	framework	NOUN
american_scientific_journal-11846	112	79	node.js	node.js	PROPN
american_scientific_journal-11846	112	80	,	,	PUNCT
american_scientific_journal-11846	112	81	.net	.net	NOUN
american_scientific_journal-11846	112	82	core	core	PROPN
american_scientific_journal-11846	112	83	api	api	NOUN
american_scientific_journal-11846	112	84	management	management	NOUN
american_scientific_journal-11846	112	85	aws	aws	PROPN
american_scientific_journal-11846	112	86	api	api	PROPN
american_scientific_journal-11846	112	87	gateway	gateway	NOUN
american_scientific_journal-11846	112	88	event	event	NOUN
american_scientific_journal-11846	112	89	streaming	stream	VERB
american_scientific_journal-11846	112	90	apache	apache	PROPN
american_scientific_journal-11846	112	91	kafka	kafka	PROPN
american_scientific_journal-11846	112	92	containerization	containerization	PROPN
american_scientific_journal-11846	112	93	docker	docker	PROPN
american_scientific_journal-11846	112	94	,	,	PUNCT
american_scientific_journal-11846	112	95	kubernetes	kubernete	VERB
american_scientific_journal-11846	112	96	cloud	cloud	ADJ
american_scientific_journal-11846	112	97	provider	provider	NOUN
american_scientific_journal-11846	112	98	aws	aw	NOUN
american_scientific_journal-11846	112	99	(	(	PUNCT
american_scientific_journal-11846	112	100	ec2	ec2	PROPN
american_scientific_journal-11846	112	101	,	,	PUNCT
american_scientific_journal-11846	112	102	lambda	lambda	NOUN
american_scientific_journal-11846	112	103	,	,	PUNCT
american_scientific_journal-11846	112	104	s3	s3	PROPN
american_scientific_journal-11846	112	105	,	,	PUNCT
american_scientific_journal-11846	112	106	iam	iam	PROPN
american_scientific_journal-11846	112	107	)	)	PUNCT
american_scientific_journal-11846	112	108	data	datum	NOUN
american_scientific_journal-11846	112	109	storage	storage	NOUN
american_scientific_journal-11846	112	110	amazon	amazon	PROPN
american_scientific_journal-11846	112	111	rds	rds	PROPN
american_scientific_journal-11846	112	112	,	,	PUNCT
american_scientific_journal-11846	112	113	s3	s3	PROPN
american_scientific_journal-11846	112	114	,	,	PUNCT
american_scientific_journal-11846	112	115	dynamodb	dynamodb	VERB
american_scientific_journal-11846	112	116	3.4	3.4	NUM
american_scientific_journal-11846	112	117	event	event	NOUN
american_scientific_journal-11846	112	118	-	-	PUNCT
american_scientific_journal-11846	112	119	driven	drive	VERB
american_scientific_journal-11846	112	120	architecture	architecture	NOUN
american_scientific_journal-11846	112	121	for	for	ADP
american_scientific_journal-11846	112	122	real	real	ADJ
american_scientific_journal-11846	112	123	-	-	PUNCT
american_scientific_journal-11846	112	124	time	time	NOUN
american_scientific_journal-11846	112	125	data	datum	NOUN
american_scientific_journal-11846	112	126	streaming	streaming	NOUN
american_scientific_journal-11846	112	127	and	and	CCONJ
american_scientific_journal-11846	112	128	workflow	workflow	NOUN
american_scientific_journal-11846	112	129	coordination	coordination	NOUN
american_scientific_journal-11846	112	130	event	event	NOUN
american_scientific_journal-11846	112	131	-	-	PUNCT
american_scientific_journal-11846	112	132	driven	drive	VERB
american_scientific_journal-11846	112	133	architecture	architecture	NOUN
american_scientific_journal-11846	112	134	eda	eda	PROPN
american_scientific_journal-11846	112	135	plays	play	VERB
american_scientific_journal-11846	112	136	a	a	DET
american_scientific_journal-11846	112	137	central	central	ADJ
american_scientific_journal-11846	112	138	role	role	NOUN
american_scientific_journal-11846	112	139	in	in	ADP
american_scientific_journal-11846	112	140	modern	modern	ADJ
american_scientific_journal-11846	112	141	biomedical	biomedical	ADJ
american_scientific_journal-11846	112	142	platforms	platform	NOUN
american_scientific_journal-11846	112	143	by	by	ADP
american_scientific_journal-11846	112	144	enabling	enable	VERB
american_scientific_journal-11846	112	145	systems	system	NOUN
american_scientific_journal-11846	112	146	to	to	PART
american_scientific_journal-11846	112	147	react	react	VERB
american_scientific_journal-11846	112	148	to	to	ADP
american_scientific_journal-11846	112	149	changes	change	NOUN
american_scientific_journal-11846	112	150	in	in	ADP
american_scientific_journal-11846	112	151	data	datum	NOUN
american_scientific_journal-11846	112	152	state	state	NOUN
american_scientific_journal-11846	112	153	in	in	ADP
american_scientific_journal-11846	112	154	real	real	ADJ
american_scientific_journal-11846	112	155	time	time	NOUN
american_scientific_journal-11846	112	156	.	.	PUNCT
american_scientific_journal-11846	113	1	rather	rather	ADV
american_scientific_journal-11846	113	2	than	than	ADP
american_scientific_journal-11846	113	3	polling	poll	VERB
american_scientific_journal-11846	113	4	for	for	ADP
american_scientific_journal-11846	113	5	updates	update	NOUN
american_scientific_journal-11846	113	6	or	or	CCONJ
american_scientific_journal-11846	113	7	relying	rely	VERB
american_scientific_journal-11846	113	8	on	on	ADP
american_scientific_journal-11846	113	9	batch	batch	NOUN
american_scientific_journal-11846	113	10	data	datum	NOUN
american_scientific_journal-11846	113	11	processing	processing	NOUN
american_scientific_journal-11846	113	12	,	,	PUNCT
american_scientific_journal-11846	113	13	services	service	NOUN
american_scientific_journal-11846	113	14	respond	respond	VERB
american_scientific_journal-11846	113	15	to	to	PART
american_scientific_journal-11846	113	16	discrete	discrete	VERB
american_scientific_journal-11846	113	17	"	"	PUNCT
american_scientific_journal-11846	113	18	events	event	NOUN
american_scientific_journal-11846	113	19	,	,	PUNCT
american_scientific_journal-11846	113	20	"	"	PUNCT
american_scientific_journal-11846	113	21	such	such	ADJ
american_scientific_journal-11846	113	22	as	as	ADP
american_scientific_journal-11846	113	23	a	a	DET
american_scientific_journal-11846	113	24	new	new	ADJ
american_scientific_journal-11846	113	25	patient	patient	ADJ
american_scientific_journal-11846	113	26	registration	registration	NOUN
american_scientific_journal-11846	113	27	,	,	PUNCT
american_scientific_journal-11846	113	28	lab	lab	NOUN
american_scientific_journal-11846	113	29	test	test	NOUN
american_scientific_journal-11846	113	30	result	result	NOUN
american_scientific_journal-11846	113	31	,	,	PUNCT
american_scientific_journal-11846	113	32	or	or	CCONJ
american_scientific_journal-11846	113	33	research	research	NOUN
american_scientific_journal-11846	113	34	consent	consent	NOUN
american_scientific_journal-11846	113	35	form	form	NOUN
american_scientific_journal-11846	113	36	submission.each	submission.each	NOUN
american_scientific_journal-11846	113	37	event	event	NOUN
american_scientific_journal-11846	113	38	is	be	AUX
american_scientific_journal-11846	113	39	published	publish	VERB
american_scientific_journal-11846	113	40	to	to	ADP
american_scientific_journal-11846	113	41	a	a	DET
american_scientific_journal-11846	113	42	kafka	kafka	PROPN
american_scientific_journal-11846	113	43	topic	topic	NOUN
american_scientific_journal-11846	113	44	,	,	PUNCT
american_scientific_journal-11846	113	45	from	from	ADP
american_scientific_journal-11846	113	46	which	which	PRON
american_scientific_journal-11846	113	47	multiple	multiple	ADJ
american_scientific_journal-11846	113	48	services	service	NOUN
american_scientific_journal-11846	113	49	can	can	AUX
american_scientific_journal-11846	113	50	consume	consume	VERB
american_scientific_journal-11846	113	51	relevant	relevant	ADJ
american_scientific_journal-11846	113	52	data	datum	NOUN
american_scientific_journal-11846	113	53	.	.	PUNCT
american_scientific_journal-11846	114	1	this	this	DET
american_scientific_journal-11846	114	2	design	design	NOUN
american_scientific_journal-11846	114	3	enables	enable	VERB
american_scientific_journal-11846	114	4	:	:	PUNCT
american_scientific_journal-11846	114	5			NOUN
american_scientific_journal-11846	114	6	scalability	scalability	NOUN
american_scientific_journal-11846	114	7	:	:	PUNCT
american_scientific_journal-11846	114	8	services	service	NOUN
american_scientific_journal-11846	114	9	can	can	AUX
american_scientific_journal-11846	114	10	process	process	VERB
american_scientific_journal-11846	114	11	events	event	NOUN
american_scientific_journal-11846	114	12	in	in	ADP
american_scientific_journal-11846	114	13	parallel	parallel	NOUN
american_scientific_journal-11846	114	14	.	.	PUNCT
american_scientific_journal-11846	115	1			X
american_scientific_journal-11846	115	2	fault	fault	NOUN
american_scientific_journal-11846	115	3	isolation	isolation	NOUN
american_scientific_journal-11846	115	4	:	:	PUNCT
american_scientific_journal-11846	115	5	failures	failure	NOUN
american_scientific_journal-11846	115	6	in	in	ADP
american_scientific_journal-11846	115	7	one	one	NUM
american_scientific_journal-11846	115	8	service	service	NOUN
american_scientific_journal-11846	115	9	do	do	AUX
american_scientific_journal-11846	115	10	not	not	PART
american_scientific_journal-11846	115	11	cascade	cascade	VERB
american_scientific_journal-11846	115	12	to	to	ADP
american_scientific_journal-11846	115	13	others	other	NOUN
american_scientific_journal-11846	115	14	.	.	PUNCT
american_scientific_journal-11846	116	1			PRON
american_scientific_journal-11846	116	2	extensibility	extensibility	NOUN
american_scientific_journal-11846	116	3	:	:	PUNCT
american_scientific_journal-11846	116	4	new	new	ADJ
american_scientific_journal-11846	116	5	consumers	consumer	NOUN
american_scientific_journal-11846	116	6	can	can	AUX
american_scientific_journal-11846	116	7	be	be	AUX
american_scientific_journal-11846	116	8	added	add	VERB
american_scientific_journal-11846	116	9	without	without	ADP
american_scientific_journal-11846	116	10	modifying	modify	VERB
american_scientific_journal-11846	116	11	publishers	publisher	NOUN
american_scientific_journal-11846	116	12	.	.	PUNCT
american_scientific_journal-11846	117	1	for	for	ADP
american_scientific_journal-11846	117	2	example	example	NOUN
american_scientific_journal-11846	117	3	,	,	PUNCT
american_scientific_journal-11846	117	4	when	when	SCONJ
american_scientific_journal-11846	117	5	a	a	DET
american_scientific_journal-11846	117	6	patient	patient	NOUN
american_scientific_journal-11846	117	7	completes	complete	VERB
american_scientific_journal-11846	117	8	a	a	DET
american_scientific_journal-11846	117	9	genomic	genomic	NOUN
american_scientific_journal-11846	117	10	sequencing	sequence	VERB
american_scientific_journal-11846	117	11	procedure	procedure	NOUN
american_scientific_journal-11846	117	12	,	,	PUNCT
american_scientific_journal-11846	117	13	the	the	DET
american_scientific_journal-11846	117	14	sequencing	sequence	VERB
american_scientific_journal-11846	117	15	lab	lab	NOUN
american_scientific_journal-11846	117	16	service	service	NOUN
american_scientific_journal-11846	117	17	publishes	publish	VERB
american_scientific_journal-11846	117	18	an	an	DET
american_scientific_journal-11846	117	19	event	event	NOUN
american_scientific_journal-11846	117	20	.	.	PUNCT
american_scientific_journal-11846	118	1	this	this	DET
american_scientific_journal-11846	118	2	triggers	trigger	VERB
american_scientific_journal-11846	118	3	workflows	workflow	VERB
american_scientific_journal-11846	118	4	in	in	ADP
american_scientific_journal-11846	118	5	downstream	downstream	ADJ
american_scientific_journal-11846	118	6	services	service	NOUN
american_scientific_journal-11846	118	7	to	to	PART
american_scientific_journal-11846	118	8	analyze	analyze	VERB
american_scientific_journal-11846	118	9	the	the	DET
american_scientific_journal-11846	118	10	results	result	NOUN
american_scientific_journal-11846	118	11	,	,	PUNCT
american_scientific_journal-11846	118	12	notify	notify	VERB
american_scientific_journal-11846	118	13	researchers	researcher	NOUN
american_scientific_journal-11846	118	14	,	,	PUNCT
american_scientific_journal-11846	118	15	and	and	CCONJ
american_scientific_journal-11846	118	16	update	update	VERB
american_scientific_journal-11846	118	17	the	the	DET
american_scientific_journal-11846	118	18	patient	patient	NOUN
american_scientific_journal-11846	118	19	’s	’s	PART
american_scientific_journal-11846	118	20	profile	profile	NOUN
american_scientific_journal-11846	118	21	.	.	PUNCT
american_scientific_journal-11846	119	1	4	4	X
american_scientific_journal-11846	119	2	.	.	X
american_scientific_journal-11846	119	3	security	security	NOUN
american_scientific_journal-11846	119	4	and	and	CCONJ
american_scientific_journal-11846	119	5	access	access	NOUN
american_scientific_journal-11846	119	6	control	control	NOUN
american_scientific_journal-11846	119	7	4.1	4.1	NUM
american_scientific_journal-11846	119	8	role	role	NOUN
american_scientific_journal-11846	119	9	-	-	PUNCT
american_scientific_journal-11846	119	10	based	base	VERB
american_scientific_journal-11846	119	11	access	access	NOUN
american_scientific_journal-11846	119	12	control	control	NOUN
american_scientific_journal-11846	119	13	rbac	rbac	NOUN
american_scientific_journal-11846	119	14	for	for	ADP
american_scientific_journal-11846	119	15	stakeholder	stakeholder	NOUN
american_scientific_journal-11846	119	16	-	-	PUNCT
american_scientific_journal-11846	119	17	specific	specific	ADJ
american_scientific_journal-11846	119	18	permissions	permission	NOUN
american_scientific_journal-11846	119	19	given	give	VERB
american_scientific_journal-11846	119	20	the	the	DET
american_scientific_journal-11846	119	21	sensitivity	sensitivity	NOUN
american_scientific_journal-11846	119	22	of	of	ADP
american_scientific_journal-11846	119	23	biomedical	biomedical	ADJ
american_scientific_journal-11846	119	24	data	datum	NOUN
american_scientific_journal-11846	119	25	,	,	PUNCT
american_scientific_journal-11846	119	26	access	access	NOUN
american_scientific_journal-11846	119	27	control	control	NOUN
american_scientific_journal-11846	119	28	must	must	AUX
american_scientific_journal-11846	119	29	be	be	AUX
american_scientific_journal-11846	119	30	granular	granular	ADJ
american_scientific_journal-11846	119	31	and	and	CCONJ
american_scientific_journal-11846	119	32	role	role	NOUN
american_scientific_journal-11846	119	33	aware	aware	ADJ
american_scientific_journal-11846	119	34	.	.	PUNCT
american_scientific_journal-11846	120	1	rolebased	rolebase	VERB
american_scientific_journal-11846	120	2	access	access	NOUN
american_scientific_journal-11846	120	3	control	control	PROPN
american_scientific_journal-11846	120	4	rbac	rbac	PROPN
american_scientific_journal-11846	120	5	is	be	AUX
american_scientific_journal-11846	120	6	implemented	implement	VERB
american_scientific_journal-11846	120	7	to	to	PART
american_scientific_journal-11846	120	8	define	define	VERB
american_scientific_journal-11846	120	9	user	user	NOUN
american_scientific_journal-11846	120	10	permissions	permission	NOUN
american_scientific_journal-11846	120	11	based	base	VERB
american_scientific_journal-11846	120	12	on	on	ADP
american_scientific_journal-11846	120	13	predefined	predefine	VERB
american_scientific_journal-11846	120	14	roles	role	NOUN
american_scientific_journal-11846	120	15	such	such	ADJ
american_scientific_journal-11846	120	16	as	as	ADP
american_scientific_journal-11846	120	17	researchers	researcher	NOUN
american_scientific_journal-11846	120	18	,	,	PUNCT
american_scientific_journal-11846	120	19	data	datum	NOUN
american_scientific_journal-11846	120	20	stewards	steward	NOUN
american_scientific_journal-11846	120	21	,	,	PUNCT
american_scientific_journal-11846	120	22	clinicians	clinician	NOUN
american_scientific_journal-11846	120	23	,	,	PUNCT
american_scientific_journal-11846	120	24	and	and	CCONJ
american_scientific_journal-11846	120	25	administrators	administrator	NOUN
american_scientific_journal-11846	120	26	.	.	PUNCT
american_scientific_journal-11846	121	1	each	each	DET
american_scientific_journal-11846	121	2	role	role	NOUN
american_scientific_journal-11846	121	3	has	have	VERB
american_scientific_journal-11846	121	4	specific	specific	ADJ
american_scientific_journal-11846	121	5	scopes	scope	NOUN
american_scientific_journal-11846	121	6	of	of	ADP
american_scientific_journal-11846	121	7	access	access	NOUN
american_scientific_journal-11846	121	8	.	.	PUNCT
american_scientific_journal-11846	122	1	for	for	ADP
american_scientific_journal-11846	122	2	instance	instance	NOUN
american_scientific_journal-11846	122	3	:	:	PUNCT
american_scientific_journal-11846	122	4			DET
american_scientific_journal-11846	122	5	researchers	researcher	NOUN
american_scientific_journal-11846	122	6	can	can	AUX
american_scientific_journal-11846	122	7	access	access	VERB
american_scientific_journal-11846	122	8	de	de	ADJ
american_scientific_journal-11846	122	9	-	-	ADJ
american_scientific_journal-11846	122	10	identified	identify	VERB
american_scientific_journal-11846	122	11	datasets	dataset	NOUN
american_scientific_journal-11846	122	12	and	and	CCONJ
american_scientific_journal-11846	122	13	analysis	analysis	NOUN
american_scientific_journal-11846	122	14	tools	tool	NOUN
american_scientific_journal-11846	122	15	.	.	PUNCT
american_scientific_journal-11846	123	1			PRON
american_scientific_journal-11846	123	2	clinicians	clinician	NOUN
american_scientific_journal-11846	123	3	can	can	AUX
american_scientific_journal-11846	123	4	view	view	VERB
american_scientific_journal-11846	123	5	identifiable	identifiable	ADJ
american_scientific_journal-11846	123	6	patient	patient	ADJ
american_scientific_journal-11846	123	7	data	datum	NOUN
american_scientific_journal-11846	123	8	relevant	relevant	ADJ
american_scientific_journal-11846	123	9	to	to	ADP
american_scientific_journal-11846	123	10	their	their	PRON
american_scientific_journal-11846	123	11	care	care	NOUN
american_scientific_journal-11846	123	12	domain	domain	NOUN
american_scientific_journal-11846	123	13	.	.	PUNCT
american_scientific_journal-11846	124	1			X
american_scientific_journal-11846	124	2	administrators	administrator	NOUN
american_scientific_journal-11846	124	3	have	have	VERB
american_scientific_journal-11846	124	4	oversight	oversight	NOUN
american_scientific_journal-11846	124	5	over	over	ADP
american_scientific_journal-11846	124	6	platform	platform	NOUN
american_scientific_journal-11846	124	7	configuration	configuration	NOUN
american_scientific_journal-11846	124	8	and	and	CCONJ
american_scientific_journal-11846	124	9	audit	audit	NOUN
american_scientific_journal-11846	124	10	logs	log	NOUN
american_scientific_journal-11846	124	11	.	.	PUNCT
american_scientific_journal-11846	125	1	american	american	ADJ
american_scientific_journal-11846	125	2	academic	academic	ADJ
american_scientific_journal-11846	125	3	scientific	scientific	ADJ
american_scientific_journal-11846	125	4	research	research	NOUN
american_scientific_journal-11846	125	5	journal	journal	NOUN
american_scientific_journal-11846	125	6	for	for	ADP
american_scientific_journal-11846	125	7	engineering	engineering	NOUN
american_scientific_journal-11846	125	8	,	,	PUNCT
american_scientific_journal-11846	125	9	technology	technology	NOUN
american_scientific_journal-11846	125	10	,	,	PUNCT
american_scientific_journal-11846	125	11	and	and	CCONJ
american_scientific_journal-11846	125	12	sciences	science	NOUN
american_scientific_journal-11846	125	13	(	(	PUNCT
american_scientific_journal-11846	125	14	asrjets	asrjet	NOUN
american_scientific_journal-11846	125	15	)	)	PUNCT
american_scientific_journal-11846	125	16	volume	volume	NOUN
american_scientific_journal-11846	125	17	103	103	NUM
american_scientific_journal-11846	125	18	,	,	PUNCT
american_scientific_journal-11846	125	19	no	no	DET
american_scientific_journal-11846	125	20	1	1	NUM
american_scientific_journal-11846	125	21	,	,	PUNCT
american_scientific_journal-11846	125	22	pp	pp	ADV
american_scientific_journal-11846	125	23	290	290	NUM
american_scientific_journal-11846	125	24	-	-	SYM
american_scientific_journal-11846	125	25	312	312	NUM
american_scientific_journal-11846	125	26	298	298	NUM
american_scientific_journal-11846	125	27	rbac	rbac	NOUN
american_scientific_journal-11846	125	28	is	be	AUX
american_scientific_journal-11846	125	29	enforced	enforce	VERB
american_scientific_journal-11846	125	30	at	at	ADP
american_scientific_journal-11846	125	31	the	the	DET
american_scientific_journal-11846	125	32	api	api	NOUN
american_scientific_journal-11846	125	33	gateway	gateway	NOUN
american_scientific_journal-11846	125	34	level	level	NOUN
american_scientific_journal-11846	125	35	and	and	CCONJ
american_scientific_journal-11846	125	36	within	within	ADP
american_scientific_journal-11846	125	37	individual	individual	ADJ
american_scientific_journal-11846	125	38	services	service	NOUN
american_scientific_journal-11846	125	39	to	to	PART
american_scientific_journal-11846	125	40	ensure	ensure	VERB
american_scientific_journal-11846	125	41	end	end	NOUN
american_scientific_journal-11846	125	42	-	-	PUNCT
american_scientific_journal-11846	125	43	to	to	ADP
american_scientific_journal-11846	125	44	-	-	PUNCT
american_scientific_journal-11846	125	45	end	end	NOUN
american_scientific_journal-11846	125	46	protection	protection	NOUN
american_scientific_journal-11846	125	47	.	.	PUNCT
american_scientific_journal-11846	126	1	policy	policy	NOUN
american_scientific_journal-11846	126	2	updates	update	NOUN
american_scientific_journal-11846	126	3	and	and	CCONJ
american_scientific_journal-11846	126	4	user	user	NOUN
american_scientific_journal-11846	126	5	-	-	PUNCT
american_scientific_journal-11846	126	6	role	role	NOUN
american_scientific_journal-11846	126	7	mapping	mapping	NOUN
american_scientific_journal-11846	126	8	are	be	AUX
american_scientific_journal-11846	126	9	managed	manage	VERB
american_scientific_journal-11846	126	10	centrally	centrally	ADV
american_scientific_journal-11846	126	11	to	to	PART
american_scientific_journal-11846	126	12	streamline	streamline	VERB
american_scientific_journal-11846	126	13	governance	governance	NOUN
american_scientific_journal-11846	126	14	.	.	PUNCT
american_scientific_journal-11846	127	1	4.2	4.2	NUM
american_scientific_journal-11846	127	2	role	role	NOUN
american_scientific_journal-11846	127	3	-	-	PUNCT
american_scientific_journal-11846	127	4	based	base	VERB
american_scientific_journal-11846	127	5	permissions	permission	NOUN
american_scientific_journal-11846	127	6	table	table	NOUN
american_scientific_journal-11846	127	7	2	2	NUM
american_scientific_journal-11846	127	8	:	:	PUNCT
american_scientific_journal-11846	127	9	sample	sample	NOUN
american_scientific_journal-11846	127	10	role	role	NOUN
american_scientific_journal-11846	127	11	-	-	PUNCT
american_scientific_journal-11846	127	12	based	base	VERB
american_scientific_journal-11846	127	13	permissions	permission	NOUN
american_scientific_journal-11846	127	14	matrix	matrix	NOUN
american_scientific_journal-11846	127	15	role	role	NOUN
american_scientific_journal-11846	127	16	data	datum	NOUN
american_scientific_journal-11846	127	17	access	access	NOUN
american_scientific_journal-11846	127	18	write	write	VERB
american_scientific_journal-11846	127	19	permission	permission	NOUN
american_scientific_journal-11846	127	20	admin	admin	NOUN
american_scientific_journal-11846	127	21	rights	right	NOUN
american_scientific_journal-11846	127	22	researcher	researcher	NOUN
american_scientific_journal-11846	127	23	de	de	VERB
american_scientific_journal-11846	127	24	-	-	VERB
american_scientific_journal-11846	127	25	identified	identify	VERB
american_scientific_journal-11846	127	26	no	no	DET
american_scientific_journal-11846	127	27	no	no	DET
american_scientific_journal-11846	127	28	clinician	clinician	NOUN
american_scientific_journal-11846	127	29	identifiable	identifiable	ADJ
american_scientific_journal-11846	127	30	(	(	PUNCT
american_scientific_journal-11846	127	31	assigned	assign	VERB
american_scientific_journal-11846	127	32	patients	patient	NOUN
american_scientific_journal-11846	127	33	)	)	PUNCT
american_scientific_journal-11846	128	1	yes	yes	INTJ
american_scientific_journal-11846	129	1	no	no	DET
american_scientific_journal-11846	129	2	data	datum	NOUN
american_scientific_journal-11846	129	3	steward	steward	NOUN
american_scientific_journal-11846	129	4	all	all	DET
american_scientific_journal-11846	129	5	data	datum	NOUN
american_scientific_journal-11846	129	6	(	(	PUNCT
american_scientific_journal-11846	129	7	read	read	VERB
american_scientific_journal-11846	129	8	-	-	PUNCT
american_scientific_journal-11846	129	9	only	only	ADV
american_scientific_journal-11846	129	10	)	)	PUNCT
american_scientific_journal-11846	129	11	no	no	DET
american_scientific_journal-11846	129	12	no	no	DET
american_scientific_journal-11846	129	13	administrator	administrator	NOUN
american_scientific_journal-11846	129	14	all	all	DET
american_scientific_journal-11846	129	15	data	datum	NOUN
american_scientific_journal-11846	130	1	yes	yes	INTJ
american_scientific_journal-11846	130	2	yes	yes	INTJ
american_scientific_journal-11846	130	3	4.3	4.3	NUM
american_scientific_journal-11846	130	4	authentication	authentication	NOUN
american_scientific_journal-11846	130	5	and	and	CCONJ
american_scientific_journal-11846	130	6	authorization	authorization	NOUN
american_scientific_journal-11846	130	7	strategies	strategy	NOUN
american_scientific_journal-11846	130	8	oauth	oauth	NOUN
american_scientific_journal-11846	130	9	2.0	2.0	NUM
american_scientific_journal-11846	130	10	,	,	PUNCT
american_scientific_journal-11846	130	11	jwt	jwt	PROPN
american_scientific_journal-11846	130	12	,	,	PUNCT
american_scientific_journal-11846	130	13	aws	aws	NOUN
american_scientific_journal-11846	130	14	iam	iam	PROPN
american_scientific_journal-11846	130	15	authentication	authentication	NOUN
american_scientific_journal-11846	130	16	and	and	CCONJ
american_scientific_journal-11846	130	17	authorization	authorization	NOUN
american_scientific_journal-11846	130	18	are	be	AUX
american_scientific_journal-11846	130	19	achieved	achieve	VERB
american_scientific_journal-11846	130	20	through	through	ADP
american_scientific_journal-11846	130	21	a	a	DET
american_scientific_journal-11846	130	22	combination	combination	NOUN
american_scientific_journal-11846	130	23	of	of	ADP
american_scientific_journal-11846	130	24	industry	industry	NOUN
american_scientific_journal-11846	130	25	-	-	PUNCT
american_scientific_journal-11846	130	26	standard	standard	ADJ
american_scientific_journal-11846	130	27	protocols	protocol	NOUN
american_scientific_journal-11846	130	28	:	:	PUNCT
american_scientific_journal-11846	130	29			PRON
american_scientific_journal-11846	130	30	oauth	oauth	NOUN
american_scientific_journal-11846	130	31	2.0	2.0	NUM
american_scientific_journal-11846	130	32	is	be	AUX
american_scientific_journal-11846	130	33	used	use	VERB
american_scientific_journal-11846	130	34	for	for	ADP
american_scientific_journal-11846	130	35	user	user	NOUN
american_scientific_journal-11846	130	36	-	-	PUNCT
american_scientific_journal-11846	130	37	level	level	NOUN
american_scientific_journal-11846	130	38	authentication	authentication	NOUN
american_scientific_journal-11846	130	39	and	and	CCONJ
american_scientific_journal-11846	130	40	delegated	delegate	VERB
american_scientific_journal-11846	130	41	access	access	NOUN
american_scientific_journal-11846	130	42	.	.	PUNCT
american_scientific_journal-11846	131	1	it	it	PRON
american_scientific_journal-11846	131	2	supports	support	VERB
american_scientific_journal-11846	131	3	tokenbased	tokenbased	ADJ
american_scientific_journal-11846	131	4	authorization	authorization	NOUN
american_scientific_journal-11846	131	5	workflows	workflow	NOUN
american_scientific_journal-11846	131	6	,	,	PUNCT
american_scientific_journal-11846	131	7	allowing	allow	VERB
american_scientific_journal-11846	131	8	secure	secure	ADJ
american_scientific_journal-11846	131	9	access	access	NOUN
american_scientific_journal-11846	131	10	to	to	ADP
american_scientific_journal-11846	131	11	apis	apis	PROPN
american_scientific_journal-11846	131	12	.	.	PUNCT
american_scientific_journal-11846	132	1			PROPN
american_scientific_journal-11846	132	2	json	json	NOUN
american_scientific_journal-11846	132	3	web	web	NOUN
american_scientific_journal-11846	132	4	tokens	token	NOUN
american_scientific_journal-11846	132	5	jwt	jwt	PROPN
american_scientific_journal-11846	132	6	are	be	AUX
american_scientific_journal-11846	132	7	issued	issue	VERB
american_scientific_journal-11846	132	8	upon	upon	SCONJ
american_scientific_journal-11846	132	9	authentication	authentication	NOUN
american_scientific_journal-11846	132	10	and	and	CCONJ
american_scientific_journal-11846	132	11	used	use	VERB
american_scientific_journal-11846	132	12	for	for	ADP
american_scientific_journal-11846	132	13	stateless	stateless	NOUN
american_scientific_journal-11846	132	14	,	,	PUNCT
american_scientific_journal-11846	132	15	verifiable	verifiable	ADJ
american_scientific_journal-11846	132	16	identity	identity	NOUN
american_scientific_journal-11846	132	17	assertions	assertion	NOUN
american_scientific_journal-11846	132	18	across	across	ADP
american_scientific_journal-11846	132	19	services	service	NOUN
american_scientific_journal-11846	132	20	.	.	PUNCT
american_scientific_journal-11846	133	1			PROPN
american_scientific_journal-11846	133	2	aws	aw	NOUN
american_scientific_journal-11846	133	3	iam	iam	PROPN
american_scientific_journal-11846	133	4	identity	identity	NOUN
american_scientific_journal-11846	133	5	and	and	CCONJ
american_scientific_journal-11846	133	6	access	access	NOUN
american_scientific_journal-11846	133	7	management	management	NOUN
american_scientific_journal-11846	133	8	handles	handle	VERB
american_scientific_journal-11846	133	9	service	service	NOUN
american_scientific_journal-11846	133	10	-	-	PUNCT
american_scientific_journal-11846	133	11	toservice	toservice	NOUN
american_scientific_journal-11846	133	12	authentication	authentication	NOUN
american_scientific_journal-11846	133	13	,	,	PUNCT
american_scientific_journal-11846	133	14	api	api	NOUN
american_scientific_journal-11846	133	15	gateway	gateway	NOUN
american_scientific_journal-11846	133	16	access	access	NOUN
american_scientific_journal-11846	133	17	policies	policy	NOUN
american_scientific_journal-11846	133	18	,	,	PUNCT
american_scientific_journal-11846	133	19	and	and	CCONJ
american_scientific_journal-11846	133	20	resource	resource	NOUN
american_scientific_journal-11846	133	21	-	-	PUNCT
american_scientific_journal-11846	133	22	level	level	NOUN
american_scientific_journal-11846	133	23	permissions	permission	NOUN
american_scientific_journal-11846	133	24	in	in	ADP
american_scientific_journal-11846	133	25	the	the	DET
american_scientific_journal-11846	133	26	cloud	cloud	NOUN
american_scientific_journal-11846	133	27	.	.	PUNCT
american_scientific_journal-11846	134	1	multi	multi	ADJ
american_scientific_journal-11846	134	2	-	-	ADJ
american_scientific_journal-11846	134	3	factor	factor	NOUN
american_scientific_journal-11846	134	4	authentication	authentication	NOUN
american_scientific_journal-11846	134	5	mfa	mfa	NOUN
american_scientific_journal-11846	134	6	is	be	AUX
american_scientific_journal-11846	134	7	enforced	enforce	VERB
american_scientific_journal-11846	134	8	for	for	ADP
american_scientific_journal-11846	134	9	high	high	ADJ
american_scientific_journal-11846	134	10	-	-	PUNCT
american_scientific_journal-11846	134	11	privilege	privilege	NOUN
american_scientific_journal-11846	134	12	roles	role	NOUN
american_scientific_journal-11846	134	13	to	to	PART
american_scientific_journal-11846	134	14	prevent	prevent	VERB
american_scientific_journal-11846	134	15	unauthorized	unauthorized	ADJ
american_scientific_journal-11846	134	16	access	access	NOUN
american_scientific_journal-11846	134	17	.	.	PUNCT
american_scientific_journal-11846	135	1	jwt	jwt	PROPN
american_scientific_journal-11846	135	2	tokens	token	NOUN
american_scientific_journal-11846	135	3	are	be	AUX
american_scientific_journal-11846	135	4	signed	sign	VERB
american_scientific_journal-11846	135	5	using	use	VERB
american_scientific_journal-11846	135	6	rsa	rsa	PROPN
american_scientific_journal-11846	135	7	encryption	encryption	NOUN
american_scientific_journal-11846	135	8	to	to	PART
american_scientific_journal-11846	135	9	ensure	ensure	VERB
american_scientific_journal-11846	135	10	integrity	integrity	NOUN
american_scientific_journal-11846	135	11	and	and	CCONJ
american_scientific_journal-11846	135	12	non	non	NOUN
american_scientific_journal-11846	135	13	-	-	NOUN
american_scientific_journal-11846	135	14	repudiation	repudiation	NOUN
american_scientific_journal-11846	135	15	.	.	PUNCT
american_scientific_journal-11846	136	1	4.4	4.4	NUM
american_scientific_journal-11846	136	2	hipaa	hipaa	PROPN
american_scientific_journal-11846	136	3	and	and	CCONJ
american_scientific_journal-11846	136	4	nih	nih	PROPN
american_scientific_journal-11846	136	5	data	data	PROPN
american_scientific_journal-11846	136	6	-	-	PUNCT
american_scientific_journal-11846	136	7	sharing	share	VERB
american_scientific_journal-11846	136	8	policy	policy	NOUN
american_scientific_journal-11846	136	9	compliance	compliance	NOUN
american_scientific_journal-11846	136	10	compliance	compliance	NOUN
american_scientific_journal-11846	136	11	with	with	ADP
american_scientific_journal-11846	136	12	regulatory	regulatory	ADJ
american_scientific_journal-11846	136	13	frameworks	framework	NOUN
american_scientific_journal-11846	136	14	is	be	AUX
american_scientific_journal-11846	136	15	essential	essential	ADJ
american_scientific_journal-11846	136	16	for	for	ADP
american_scientific_journal-11846	136	17	any	any	DET
american_scientific_journal-11846	136	18	biomedical	biomedical	ADJ
american_scientific_journal-11846	136	19	platform	platform	NOUN
american_scientific_journal-11846	136	20	.	.	PUNCT
american_scientific_journal-11846	137	1	the	the	DET
american_scientific_journal-11846	137	2	architecture	architecture	NOUN
american_scientific_journal-11846	137	3	integrates	integrate	VERB
american_scientific_journal-11846	137	4	security	security	NOUN
american_scientific_journal-11846	137	5	practices	practice	NOUN
american_scientific_journal-11846	137	6	that	that	PRON
american_scientific_journal-11846	137	7	align	align	VERB
american_scientific_journal-11846	137	8	with	with	ADP
american_scientific_journal-11846	137	9	:	:	PUNCT
american_scientific_journal-11846	137	10			PRON
american_scientific_journal-11846	137	11	hipaa	hipaa	NOUN
american_scientific_journal-11846	137	12	(	(	PUNCT
american_scientific_journal-11846	137	13	health	health	NOUN
american_scientific_journal-11846	137	14	insurance	insurance	NOUN
american_scientific_journal-11846	137	15	portability	portability	NOUN
american_scientific_journal-11846	137	16	and	and	CCONJ
american_scientific_journal-11846	137	17	accountability	accountability	NOUN
american_scientific_journal-11846	137	18	act	act	NOUN
american_scientific_journal-11846	137	19	)	)	PUNCT
american_scientific_journal-11846	137	20	,	,	PUNCT
american_scientific_journal-11846	137	21	which	which	PRON
american_scientific_journal-11846	137	22	mandates	mandate	VERB
american_scientific_journal-11846	137	23	standards	standard	NOUN
american_scientific_journal-11846	137	24	for	for	ADP
american_scientific_journal-11846	137	25	protecting	protect	VERB
american_scientific_journal-11846	137	26	identifiable	identifiable	ADJ
american_scientific_journal-11846	137	27	health	health	NOUN
american_scientific_journal-11846	137	28	information	information	NOUN
american_scientific_journal-11846	137	29	.	.	PUNCT
american_scientific_journal-11846	138	1			X
american_scientific_journal-11846	138	2	nih	nih	PROPN
american_scientific_journal-11846	138	3	genomic	genomic	PROPN
american_scientific_journal-11846	138	4	data	datum	NOUN
american_scientific_journal-11846	138	5	sharing	share	VERB
american_scientific_journal-11846	138	6	policy	policy	NOUN
american_scientific_journal-11846	138	7	,	,	PUNCT
american_scientific_journal-11846	138	8	which	which	PRON
american_scientific_journal-11846	138	9	governs	govern	VERB
american_scientific_journal-11846	138	10	the	the	DET
american_scientific_journal-11846	138	11	use	use	NOUN
american_scientific_journal-11846	138	12	and	and	CCONJ
american_scientific_journal-11846	138	13	dissemination	dissemination	NOUN
american_scientific_journal-11846	138	14	of	of	ADP
american_scientific_journal-11846	138	15	genomic	genomic	NOUN
american_scientific_journal-11846	138	16	and	and	CCONJ
american_scientific_journal-11846	138	17	phenotypic	phenotypic	ADJ
american_scientific_journal-11846	138	18	data	datum	NOUN
american_scientific_journal-11846	138	19	.	.	PUNCT
american_scientific_journal-11846	139	1	key	key	ADJ
american_scientific_journal-11846	139	2	compliance	compliance	NOUN
american_scientific_journal-11846	139	3	strategies	strategy	NOUN
american_scientific_journal-11846	139	4	include	include	VERB
american_scientific_journal-11846	139	5	:	:	PUNCT
american_scientific_journal-11846	139	6			NOUN
american_scientific_journal-11846	139	7	data	datum	NOUN
american_scientific_journal-11846	139	8	encryption	encryption	NOUN
american_scientific_journal-11846	139	9	:	:	PUNCT
american_scientific_journal-11846	139	10	all	all	DET
american_scientific_journal-11846	139	11	data	datum	NOUN
american_scientific_journal-11846	139	12	is	be	AUX
american_scientific_journal-11846	139	13	encrypted	encrypt	VERB
american_scientific_journal-11846	139	14	in	in	ADP
american_scientific_journal-11846	139	15	transit	transit	NOUN
american_scientific_journal-11846	139	16	tls	tls	PROPN
american_scientific_journal-11846	139	17	1.2	1.2	NUM
american_scientific_journal-11846	139	18	+	+	CCONJ
american_scientific_journal-11846	139	19	and	and	CCONJ
american_scientific_journal-11846	139	20	at	at	ADP
american_scientific_journal-11846	139	21	rest	rest	PROPN
american_scientific_journal-11846	139	22	aes-256	aes-256	PROPN
american_scientific_journal-11846	139	23	.	.	PUNCT
american_scientific_journal-11846	140	1			PRON
american_scientific_journal-11846	140	2	audit	audit	NOUN
american_scientific_journal-11846	140	3	logging	log	VERB
american_scientific_journal-11846	140	4	:	:	PUNCT
american_scientific_journal-11846	140	5	every	every	DET
american_scientific_journal-11846	140	6	access	access	NOUN
american_scientific_journal-11846	140	7	request	request	NOUN
american_scientific_journal-11846	140	8	,	,	PUNCT
american_scientific_journal-11846	140	9	data	data	NOUN
american_scientific_journal-11846	140	10	modification	modification	NOUN
american_scientific_journal-11846	140	11	,	,	PUNCT
american_scientific_journal-11846	140	12	and	and	CCONJ
american_scientific_journal-11846	140	13	service	service	NOUN
american_scientific_journal-11846	140	14	invocation	invocation	NOUN
american_scientific_journal-11846	140	15	is	be	AUX
american_scientific_journal-11846	140	16	logged	log	VERB
american_scientific_journal-11846	140	17	and	and	CCONJ
american_scientific_journal-11846	140	18	retained	retain	VERB
american_scientific_journal-11846	140	19	according	accord	VERB
american_scientific_journal-11846	140	20	to	to	ADP
american_scientific_journal-11846	140	21	nih	nih	PROPN
american_scientific_journal-11846	140	22	audit	audit	NOUN
american_scientific_journal-11846	140	23	policies	policy	NOUN
american_scientific_journal-11846	140	24	.	.	PUNCT
american_scientific_journal-11846	141	1	american	american	ADJ
american_scientific_journal-11846	141	2	academic	academic	ADJ
american_scientific_journal-11846	141	3	scientific	scientific	ADJ
american_scientific_journal-11846	141	4	research	research	NOUN
american_scientific_journal-11846	141	5	journal	journal	NOUN
american_scientific_journal-11846	141	6	for	for	ADP
american_scientific_journal-11846	141	7	engineering	engineering	NOUN
american_scientific_journal-11846	141	8	,	,	PUNCT
american_scientific_journal-11846	141	9	technology	technology	NOUN
american_scientific_journal-11846	141	10	,	,	PUNCT
american_scientific_journal-11846	141	11	and	and	CCONJ
american_scientific_journal-11846	141	12	sciences	science	NOUN
american_scientific_journal-11846	141	13	(	(	PUNCT
american_scientific_journal-11846	141	14	asrjets	asrjet	NOUN
american_scientific_journal-11846	141	15	)	)	PUNCT
american_scientific_journal-11846	141	16	volume	volume	NOUN
american_scientific_journal-11846	141	17	103	103	NUM
american_scientific_journal-11846	141	18	,	,	PUNCT
american_scientific_journal-11846	141	19	no	no	DET
american_scientific_journal-11846	141	20	1	1	NUM
american_scientific_journal-11846	141	21	,	,	PUNCT
american_scientific_journal-11846	141	22	pp	pp	ADV
american_scientific_journal-11846	141	23	290	290	NUM
american_scientific_journal-11846	141	24	-	-	SYM
american_scientific_journal-11846	141	25	312	312	NUM
american_scientific_journal-11846	141	26	299	299	NUM
american_scientific_journal-11846	141	27			PRON
american_scientific_journal-11846	141	28	de	de	ADJ
american_scientific_journal-11846	141	29	-	-	NOUN
american_scientific_journal-11846	141	30	identification	identification	NOUN
american_scientific_journal-11846	141	31	pipelines	pipeline	NOUN
american_scientific_journal-11846	141	32	:	:	PUNCT
american_scientific_journal-11846	141	33	before	before	ADP
american_scientific_journal-11846	141	34	sharing	share	VERB
american_scientific_journal-11846	141	35	datasets	dataset	NOUN
american_scientific_journal-11846	141	36	with	with	ADP
american_scientific_journal-11846	141	37	external	external	ADJ
american_scientific_journal-11846	141	38	researchers	researcher	NOUN
american_scientific_journal-11846	141	39	,	,	PUNCT
american_scientific_journal-11846	141	40	identifiable	identifiable	ADJ
american_scientific_journal-11846	141	41	data	datum	NOUN
american_scientific_journal-11846	141	42	is	be	AUX
american_scientific_journal-11846	141	43	scrubbed	scrub	VERB
american_scientific_journal-11846	141	44	using	use	VERB
american_scientific_journal-11846	141	45	automated	automate	VERB
american_scientific_journal-11846	141	46	data	datum	NOUN
american_scientific_journal-11846	141	47	masking	masking	NOUN
american_scientific_journal-11846	141	48	and	and	CCONJ
american_scientific_journal-11846	141	49	tokenization	tokenization	NOUN
american_scientific_journal-11846	141	50	.	.	PUNCT
american_scientific_journal-11846	142	1			NOUN
american_scientific_journal-11846	142	2	access	access	NOUN
american_scientific_journal-11846	142	3	reviews	review	NOUN
american_scientific_journal-11846	142	4	:	:	PUNCT
american_scientific_journal-11846	142	5	periodic	periodic	ADJ
american_scientific_journal-11846	142	6	reviews	review	NOUN
american_scientific_journal-11846	142	7	ensure	ensure	VERB
american_scientific_journal-11846	142	8	only	only	ADV
american_scientific_journal-11846	142	9	authorized	authorize	VERB
american_scientific_journal-11846	142	10	users	user	NOUN
american_scientific_journal-11846	142	11	retain	retain	VERB
american_scientific_journal-11846	142	12	access	access	NOUN
american_scientific_journal-11846	142	13	to	to	ADP
american_scientific_journal-11846	142	14	sensitive	sensitive	ADJ
american_scientific_journal-11846	142	15	datasets	dataset	NOUN
american_scientific_journal-11846	142	16	.	.	PUNCT
american_scientific_journal-11846	143	1	compliance	compliance	NOUN
american_scientific_journal-11846	143	2	is	be	AUX
american_scientific_journal-11846	143	3	regularly	regularly	ADV
american_scientific_journal-11846	143	4	audited	audit	VERB
american_scientific_journal-11846	143	5	through	through	ADP
american_scientific_journal-11846	143	6	automated	automate	VERB
american_scientific_journal-11846	143	7	tools	tool	NOUN
american_scientific_journal-11846	143	8	and	and	CCONJ
american_scientific_journal-11846	143	9	manual	manual	ADJ
american_scientific_journal-11846	143	10	assessments	assessment	NOUN
american_scientific_journal-11846	143	11	to	to	PART
american_scientific_journal-11846	143	12	identify	identify	VERB
american_scientific_journal-11846	143	13	and	and	CCONJ
american_scientific_journal-11846	143	14	mitigate	mitigate	VERB
american_scientific_journal-11846	143	15	vulnerabilities	vulnerability	NOUN
american_scientific_journal-11846	143	16	proactively	proactively	ADV
american_scientific_journal-11846	143	17	.	.	PUNCT
american_scientific_journal-11846	144	1	5.data	5.data	NUM
american_scientific_journal-11846	144	2	standardization	standardization	NOUN
american_scientific_journal-11846	144	3	and	and	CCONJ
american_scientific_journal-11846	144	4	harmonization	harmonization	NOUN
american_scientific_journal-11846	144	5	5.1	5.1	NUM
american_scientific_journal-11846	144	6	use	use	NOUN
american_scientific_journal-11846	144	7	of	of	ADP
american_scientific_journal-11846	144	8	fhir	fhir	NOUN
american_scientific_journal-11846	144	9	,	,	PUNCT
american_scientific_journal-11846	144	10	hl7	hl7	NOUN
american_scientific_journal-11846	144	11	,	,	PUNCT
american_scientific_journal-11846	144	12	or	or	CCONJ
american_scientific_journal-11846	144	13	other	other	ADJ
american_scientific_journal-11846	144	14	healthcare	healthcare	PROPN
american_scientific_journal-11846	144	15	data	datum	NOUN
american_scientific_journal-11846	144	16	models	model	NOUN
american_scientific_journal-11846	144	17	biomedical	biomedical	ADJ
american_scientific_journal-11846	144	18	data	datum	NOUN
american_scientific_journal-11846	144	19	originates	originate	NOUN
american_scientific_journal-11846	144	20	from	from	ADP
american_scientific_journal-11846	144	21	heterogeneous	heterogeneous	ADJ
american_scientific_journal-11846	144	22	sources	source	NOUN
american_scientific_journal-11846	144	23	including	include	VERB
american_scientific_journal-11846	144	24	hospitals	hospital	NOUN
american_scientific_journal-11846	144	25	,	,	PUNCT
american_scientific_journal-11846	144	26	labs	lab	NOUN
american_scientific_journal-11846	144	27	,	,	PUNCT
american_scientific_journal-11846	144	28	mobile	mobile	NOUN
american_scientific_journal-11846	144	29	devices	device	NOUN
american_scientific_journal-11846	144	30	,	,	PUNCT
american_scientific_journal-11846	144	31	and	and	CCONJ
american_scientific_journal-11846	144	32	research	research	NOUN
american_scientific_journal-11846	144	33	institutions	institution	NOUN
american_scientific_journal-11846	144	34	.	.	PUNCT
american_scientific_journal-11846	145	1	standardizing	standardize	VERB
american_scientific_journal-11846	145	2	these	these	DET
american_scientific_journal-11846	145	3	data	datum	NOUN
american_scientific_journal-11846	145	4	streams	stream	NOUN
american_scientific_journal-11846	145	5	is	be	AUX
american_scientific_journal-11846	145	6	critical	critical	ADJ
american_scientific_journal-11846	145	7	to	to	PART
american_scientific_journal-11846	145	8	ensure	ensure	VERB
american_scientific_journal-11846	145	9	interoperability	interoperability	NOUN
american_scientific_journal-11846	145	10	,	,	PUNCT
american_scientific_journal-11846	145	11	data	datum	NOUN
american_scientific_journal-11846	145	12	quality	quality	NOUN
american_scientific_journal-11846	145	13	,	,	PUNCT
american_scientific_journal-11846	145	14	and	and	CCONJ
american_scientific_journal-11846	145	15	downstream	downstream	ADJ
american_scientific_journal-11846	145	16	analytics	analytic	NOUN
american_scientific_journal-11846	145	17	.	.	PUNCT
american_scientific_journal-11846	146	1	widely	widely	ADV
american_scientific_journal-11846	146	2	adopted	adopt	VERB
american_scientific_journal-11846	146	3	standards	standard	NOUN
american_scientific_journal-11846	146	4	include	include	VERB
american_scientific_journal-11846	146	5	fhir	fhir	PROPN
american_scientific_journal-11846	146	6	fast	fast	ADJ
american_scientific_journal-11846	146	7	healthcare	healthcare	NOUN
american_scientific_journal-11846	146	8	interoperability	interoperability	NOUN
american_scientific_journal-11846	146	9	resources	resource	NOUN
american_scientific_journal-11846	146	10	,	,	PUNCT
american_scientific_journal-11846	146	11	hl7	hl7	NOUN
american_scientific_journal-11846	146	12	v2	v2	PROPN
american_scientific_journal-11846	146	13	/	/	SYM
american_scientific_journal-11846	146	14	v3	v3	PROPN
american_scientific_journal-11846	146	15	,	,	PUNCT
american_scientific_journal-11846	146	16	and	and	CCONJ
american_scientific_journal-11846	146	17	omop	omop	NOUN
american_scientific_journal-11846	146	18	observational	observational	ADJ
american_scientific_journal-11846	146	19	medical	medical	ADJ
american_scientific_journal-11846	146	20	outcomes	outcome	NOUN
american_scientific_journal-11846	146	21	partnership	partnership	VERB
american_scientific_journal-11846	146	22	common	common	ADJ
american_scientific_journal-11846	146	23	data	datum	NOUN
american_scientific_journal-11846	146	24	models	model	NOUN
american_scientific_journal-11846	146	25	.	.	PUNCT
american_scientific_journal-11846	147	1	fhir	fhir	PROPN
american_scientific_journal-11846	147	2	is	be	AUX
american_scientific_journal-11846	147	3	gaining	gain	VERB
american_scientific_journal-11846	147	4	momentum	momentum	NOUN
american_scientific_journal-11846	147	5	due	due	ADP
american_scientific_journal-11846	147	6	to	to	ADP
american_scientific_journal-11846	147	7	its	its	PRON
american_scientific_journal-11846	147	8	restful	restful	ADJ
american_scientific_journal-11846	147	9	api	api	NOUN
american_scientific_journal-11846	147	10	design	design	NOUN
american_scientific_journal-11846	147	11	and	and	CCONJ
american_scientific_journal-11846	147	12	json	json	NOUN
american_scientific_journal-11846	147	13	/	/	SYM
american_scientific_journal-11846	147	14	xml	xml	NOUN
american_scientific_journal-11846	147	15	data	datum	NOUN
american_scientific_journal-11846	147	16	structures	structure	NOUN
american_scientific_journal-11846	147	17	.	.	PUNCT
american_scientific_journal-11846	148	1	it	it	PRON
american_scientific_journal-11846	148	2	provides	provide	VERB
american_scientific_journal-11846	148	3	modular	modular	ADJ
american_scientific_journal-11846	148	4	resources	resource	NOUN
american_scientific_journal-11846	148	5	like	like	ADP
american_scientific_journal-11846	148	6	patient	patient	NOUN
american_scientific_journal-11846	148	7	,	,	PUNCT
american_scientific_journal-11846	148	8	observation	observation	NOUN
american_scientific_journal-11846	148	9	,	,	PUNCT
american_scientific_journal-11846	148	10	and	and	CCONJ
american_scientific_journal-11846	148	11	medication	medication	NOUN
american_scientific_journal-11846	148	12	,	,	PUNCT
american_scientific_journal-11846	148	13	allowing	allow	VERB
american_scientific_journal-11846	148	14	flexible	flexible	ADJ
american_scientific_journal-11846	148	15	data	datum	NOUN
american_scientific_journal-11846	148	16	representation	representation	NOUN
american_scientific_journal-11846	148	17	.	.	PUNCT
american_scientific_journal-11846	149	1	hl7	hl7	NOUN
american_scientific_journal-11846	149	2	,	,	PUNCT
american_scientific_journal-11846	149	3	while	while	SCONJ
american_scientific_journal-11846	149	4	older	old	ADJ
american_scientific_journal-11846	149	5	and	and	CCONJ
american_scientific_journal-11846	149	6	more	more	ADV
american_scientific_journal-11846	149	7	complex	complex	ADJ
american_scientific_journal-11846	149	8	,	,	PUNCT
american_scientific_journal-11846	149	9	remains	remains	AUX
american_scientific_journal-11846	149	10	deeply	deeply	ADV
american_scientific_journal-11846	149	11	embedded	embed	VERB
american_scientific_journal-11846	149	12	in	in	ADP
american_scientific_journal-11846	149	13	legacy	legacy	NOUN
american_scientific_journal-11846	149	14	systems	system	NOUN
american_scientific_journal-11846	149	15	and	and	CCONJ
american_scientific_journal-11846	149	16	is	be	AUX
american_scientific_journal-11846	149	17	often	often	ADV
american_scientific_journal-11846	149	18	used	use	VERB
american_scientific_journal-11846	149	19	in	in	ADP
american_scientific_journal-11846	149	20	clinical	clinical	ADJ
american_scientific_journal-11846	149	21	message	message	NOUN
american_scientific_journal-11846	149	22	exchanges	exchange	NOUN
american_scientific_journal-11846	149	23	.	.	PUNCT
american_scientific_journal-11846	150	1	5.2	5.2	NUM
american_scientific_journal-11846	150	2	schema	schema	NOUN
american_scientific_journal-11846	150	3	registries	registry	NOUN
american_scientific_journal-11846	150	4	and	and	CCONJ
american_scientific_journal-11846	150	5	data	datum	NOUN
american_scientific_journal-11846	150	6	validation	validation	NOUN
american_scientific_journal-11846	150	7	pipelines	pipeline	NOUN
american_scientific_journal-11846	150	8	to	to	PART
american_scientific_journal-11846	150	9	enforce	enforce	VERB
american_scientific_journal-11846	150	10	consistency	consistency	NOUN
american_scientific_journal-11846	150	11	and	and	CCONJ
american_scientific_journal-11846	150	12	catch	catch	NOUN
american_scientific_journal-11846	150	13	anomalies	anomaly	NOUN
american_scientific_journal-11846	150	14	early	early	ADV
american_scientific_journal-11846	150	15	,	,	PUNCT
american_scientific_journal-11846	150	16	data	datum	NOUN
american_scientific_journal-11846	150	17	platforms	platform	NOUN
american_scientific_journal-11846	150	18	implement	implement	VERB
american_scientific_journal-11846	150	19	schema	schema	NOUN
american_scientific_journal-11846	150	20	registries	registry	NOUN
american_scientific_journal-11846	150	21	and	and	CCONJ
american_scientific_journal-11846	150	22	validation	validation	NOUN
american_scientific_journal-11846	150	23	pipelines	pipeline	NOUN
american_scientific_journal-11846	150	24	.	.	PUNCT
american_scientific_journal-11846	151	1	these	these	DET
american_scientific_journal-11846	151	2	tools	tool	NOUN
american_scientific_journal-11846	151	3	help	help	VERB
american_scientific_journal-11846	151	4	maintain	maintain	VERB
american_scientific_journal-11846	151	5	data	datum	NOUN
american_scientific_journal-11846	151	6	integrity	integrity	NOUN
american_scientific_journal-11846	151	7	across	across	ADP
american_scientific_journal-11846	151	8	ingestion	ingestion	NOUN
american_scientific_journal-11846	151	9	,	,	PUNCT
american_scientific_journal-11846	151	10	transformation	transformation	NOUN
american_scientific_journal-11846	151	11	,	,	PUNCT
american_scientific_journal-11846	151	12	and	and	CCONJ
american_scientific_journal-11846	151	13	consumption	consumption	NOUN
american_scientific_journal-11846	151	14	phases	phase	NOUN
american_scientific_journal-11846	151	15	.	.	PUNCT
american_scientific_journal-11846	152	1	a	a	DET
american_scientific_journal-11846	152	2	schema	schema	NOUN
american_scientific_journal-11846	152	3	registry	registry	NOUN
american_scientific_journal-11846	152	4	[	[	X
american_scientific_journal-11846	152	5	11	11	NUM
american_scientific_journal-11846	152	6	]	]	PUNCT
american_scientific_journal-11846	152	7	defines	define	VERB
american_scientific_journal-11846	152	8	the	the	DET
american_scientific_journal-11846	152	9	allowed	allow	VERB
american_scientific_journal-11846	152	10	data	data	NOUN
american_scientific_journal-11846	152	11	structures	structure	NOUN
american_scientific_journal-11846	152	12	for	for	ADP
american_scientific_journal-11846	152	13	each	each	DET
american_scientific_journal-11846	152	14	topic	topic	NOUN
american_scientific_journal-11846	152	15	or	or	CCONJ
american_scientific_journal-11846	152	16	table	table	NOUN
american_scientific_journal-11846	152	17	.	.	PUNCT
american_scientific_journal-11846	153	1	services	service	NOUN
american_scientific_journal-11846	153	2	producing	produce	VERB
american_scientific_journal-11846	153	3	or	or	CCONJ
american_scientific_journal-11846	153	4	consuming	consume	VERB
american_scientific_journal-11846	153	5	data	datum	NOUN
american_scientific_journal-11846	153	6	validate	validate	NOUN
american_scientific_journal-11846	153	7	against	against	ADP
american_scientific_journal-11846	153	8	these	these	DET
american_scientific_journal-11846	153	9	schemas	schema	NOUN
american_scientific_journal-11846	153	10	before	before	ADP
american_scientific_journal-11846	153	11	writing	write	VERB
american_scientific_journal-11846	153	12	to	to	ADP
american_scientific_journal-11846	153	13	kafka	kafka	PROPN
american_scientific_journal-11846	153	14	or	or	CCONJ
american_scientific_journal-11846	153	15	storing	store	VERB
american_scientific_journal-11846	153	16	in	in	ADP
american_scientific_journal-11846	153	17	databases	database	NOUN
american_scientific_journal-11846	153	18	.	.	PUNCT
american_scientific_journal-11846	154	1	this	this	PRON
american_scientific_journal-11846	154	2	prevents	prevent	VERB
american_scientific_journal-11846	154	3	schema	schema	NOUN
american_scientific_journal-11846	154	4	drift	drift	NOUN
american_scientific_journal-11846	154	5	,	,	PUNCT
american_scientific_journal-11846	154	6	a	a	DET
american_scientific_journal-11846	154	7	common	common	ADJ
american_scientific_journal-11846	154	8	issue	issue	NOUN
american_scientific_journal-11846	154	9	in	in	ADP
american_scientific_journal-11846	154	10	distributed	distribute	VERB
american_scientific_journal-11846	154	11	systems.validation	systems.validation	NOUN
american_scientific_journal-11846	154	12	pipelines	pipeline	NOUN
american_scientific_journal-11846	154	13	check	check	VERB
american_scientific_journal-11846	154	14	data	datum	NOUN
american_scientific_journal-11846	154	15	for	for	ADP
american_scientific_journal-11846	154	16	format	format	NOUN
american_scientific_journal-11846	154	17	compliance	compliance	NOUN
american_scientific_journal-11846	154	18	e.g.	e.g.	ADV
american_scientific_journal-11846	154	19	,	,	PUNCT
american_scientific_journal-11846	154	20	date	date	NOUN
american_scientific_journal-11846	154	21	formats	format	NOUN
american_scientific_journal-11846	154	22	,	,	PUNCT
american_scientific_journal-11846	154	23	value	value	NOUN
american_scientific_journal-11846	154	24	ranges	range	NOUN
american_scientific_journal-11846	154	25	,	,	PUNCT
american_scientific_journal-11846	154	26	semantic	semantic	ADJ
american_scientific_journal-11846	154	27	correctness	correctness	NOUN
american_scientific_journal-11846	154	28	e.g.	e.g.	ADV
american_scientific_journal-11846	154	29	,	,	PUNCT
american_scientific_journal-11846	154	30	valid	valid	ADJ
american_scientific_journal-11846	154	31	icd-10	icd-10	DET
american_scientific_journal-11846	154	32	codes	code	NOUN
american_scientific_journal-11846	154	33	,	,	PUNCT
american_scientific_journal-11846	154	34	and	and	CCONJ
american_scientific_journal-11846	154	35	completeness	completeness	NOUN
american_scientific_journal-11846	154	36	.	.	PUNCT
american_scientific_journal-11846	155	1	these	these	DET
american_scientific_journal-11846	155	2	checks	check	NOUN
american_scientific_journal-11846	155	3	can	can	AUX
american_scientific_journal-11846	155	4	be	be	AUX
american_scientific_journal-11846	155	5	implemented	implement	VERB
american_scientific_journal-11846	155	6	using	use	VERB
american_scientific_journal-11846	155	7	tools	tool	NOUN
american_scientific_journal-11846	155	8	like	like	ADP
american_scientific_journal-11846	155	9	great	great	ADJ
american_scientific_journal-11846	155	10	expectations	expectation	NOUN
american_scientific_journal-11846	155	11	or	or	CCONJ
american_scientific_journal-11846	155	12	apache	apache	NOUN
american_scientific_journal-11846	155	13	beam	beam	NOUN
american_scientific_journal-11846	155	14	.	.	PUNCT
american_scientific_journal-11846	156	1	5.3	5.3	NUM
american_scientific_journal-11846	156	2	validation	validation	NOUN
american_scientific_journal-11846	156	3	rules	rule	NOUN
american_scientific_journal-11846	156	4	table	table	VERB
american_scientific_journal-11846	156	5	3	3	NUM
american_scientific_journal-11846	156	6	:	:	PUNCT
american_scientific_journal-11846	156	7	sample	sample	NOUN
american_scientific_journal-11846	156	8	validation	validation	NOUN
american_scientific_journal-11846	156	9	rules	rule	NOUN
american_scientific_journal-11846	156	10	for	for	ADP
american_scientific_journal-11846	156	11	clinical	clinical	ADJ
american_scientific_journal-11846	156	12	data	datum	NOUN
american_scientific_journal-11846	156	13	field	field	NOUN
american_scientific_journal-11846	156	14	rule	rule	NOUN
american_scientific_journal-11846	156	15	severity	severity	NOUN
american_scientific_journal-11846	156	16	birthdate	birthdate	NOUN
american_scientific_journal-11846	156	17	must	must	AUX
american_scientific_journal-11846	156	18	be	be	AUX
american_scientific_journal-11846	156	19	a	a	DET
american_scientific_journal-11846	156	20	valid	valid	ADJ
american_scientific_journal-11846	156	21	iso-8601	iso-8601	NOUN
american_scientific_journal-11846	156	22	date	date	PROPN
american_scientific_journal-11846	156	23	high	high	ADJ
american_scientific_journal-11846	156	24	gender	gender	NOUN
american_scientific_journal-11846	156	25	must	must	AUX
american_scientific_journal-11846	156	26	be	be	AUX
american_scientific_journal-11846	156	27	m	m	PROPN
american_scientific_journal-11846	156	28	,	,	PUNCT
american_scientific_journal-11846	156	29	f	f	X
american_scientific_journal-11846	156	30	,	,	PUNCT
american_scientific_journal-11846	156	31	or	or	CCONJ
american_scientific_journal-11846	156	32	u	u	NOUN
american_scientific_journal-11846	156	33	medium	medium	NOUN
american_scientific_journal-11846	156	34	diagnosiscode	diagnosiscode	NOUN
american_scientific_journal-11846	156	35	must	must	AUX
american_scientific_journal-11846	156	36	match	match	VERB
american_scientific_journal-11846	156	37	icd-10	icd-10	DET
american_scientific_journal-11846	156	38	pattern	pattern	NOUN
american_scientific_journal-11846	156	39	high	high	ADJ
american_scientific_journal-11846	156	40	american	american	ADJ
american_scientific_journal-11846	156	41	academic	academic	ADJ
american_scientific_journal-11846	156	42	scientific	scientific	ADJ
american_scientific_journal-11846	156	43	research	research	NOUN
american_scientific_journal-11846	156	44	journal	journal	NOUN
american_scientific_journal-11846	156	45	for	for	ADP
american_scientific_journal-11846	156	46	engineering	engineering	NOUN
american_scientific_journal-11846	156	47	,	,	PUNCT
american_scientific_journal-11846	156	48	technology	technology	NOUN
american_scientific_journal-11846	156	49	,	,	PUNCT
american_scientific_journal-11846	156	50	and	and	CCONJ
american_scientific_journal-11846	156	51	sciences	science	NOUN
american_scientific_journal-11846	156	52	(	(	PUNCT
american_scientific_journal-11846	156	53	asrjets	asrjet	NOUN
american_scientific_journal-11846	156	54	)	)	PUNCT
american_scientific_journal-11846	156	55	volume	volume	NOUN
american_scientific_journal-11846	156	56	103	103	NUM
american_scientific_journal-11846	156	57	,	,	PUNCT
american_scientific_journal-11846	156	58	no	no	DET
american_scientific_journal-11846	156	59	1	1	NUM
american_scientific_journal-11846	156	60	,	,	PUNCT
american_scientific_journal-11846	156	61	pp	pp	ADV
american_scientific_journal-11846	156	62	290	290	NUM
american_scientific_journal-11846	156	63	-	-	SYM
american_scientific_journal-11846	156	64	312	312	NUM
american_scientific_journal-11846	156	65	300	300	NUM
american_scientific_journal-11846	156	66	5.4	5.4	NUM
american_scientific_journal-11846	156	67	site	site	NOUN
american_scientific_journal-11846	156	68	-	-	PUNCT
american_scientific_journal-11846	156	69	specific	specific	ADJ
american_scientific_journal-11846	156	70	transformations	transformation	NOUN
american_scientific_journal-11846	156	71	and	and	CCONJ
american_scientific_journal-11846	156	72	normalization	normalization	NOUN
american_scientific_journal-11846	156	73	techniques	technique	VERB
american_scientific_journal-11846	156	74	different	different	ADJ
american_scientific_journal-11846	156	75	institutions	institution	NOUN
american_scientific_journal-11846	156	76	may	may	AUX
american_scientific_journal-11846	156	77	represent	represent	VERB
american_scientific_journal-11846	156	78	data	datum	NOUN
american_scientific_journal-11846	156	79	differently	differently	ADV
american_scientific_journal-11846	156	80	due	due	ADP
american_scientific_journal-11846	156	81	to	to	ADP
american_scientific_journal-11846	156	82	variations	variation	NOUN
american_scientific_journal-11846	156	83	in	in	ADP
american_scientific_journal-11846	156	84	ehr	ehr	NOUN
american_scientific_journal-11846	156	85	systems	system	NOUN
american_scientific_journal-11846	156	86	,	,	PUNCT
american_scientific_journal-11846	156	87	lab	lab	NOUN
american_scientific_journal-11846	156	88	equipment	equipment	NOUN
american_scientific_journal-11846	156	89	,	,	PUNCT
american_scientific_journal-11846	156	90	or	or	CCONJ
american_scientific_journal-11846	156	91	documentation	documentation	NOUN
american_scientific_journal-11846	156	92	practices	practice	NOUN
american_scientific_journal-11846	156	93	.	.	PUNCT
american_scientific_journal-11846	157	1	site	site	NOUN
american_scientific_journal-11846	157	2	-	-	PUNCT
american_scientific_journal-11846	157	3	specific	specific	ADJ
american_scientific_journal-11846	157	4	transformations	transformation	NOUN
american_scientific_journal-11846	157	5	are	be	AUX
american_scientific_journal-11846	157	6	applied	apply	VERB
american_scientific_journal-11846	157	7	to	to	PART
american_scientific_journal-11846	157	8	standardize	standardize	VERB
american_scientific_journal-11846	157	9	these	these	DET
american_scientific_journal-11846	157	10	discrepancies	discrepancy	NOUN
american_scientific_journal-11846	157	11	into	into	ADP
american_scientific_journal-11846	157	12	a	a	DET
american_scientific_journal-11846	157	13	unified	unified	ADJ
american_scientific_journal-11846	157	14	model	model	NOUN
american_scientific_journal-11846	157	15	.	.	PUNCT
american_scientific_journal-11846	158	1	techniques	technique	NOUN
american_scientific_journal-11846	158	2	include	include	VERB
american_scientific_journal-11846	158	3	:	:	PUNCT
american_scientific_journal-11846	158	4			NOUN
american_scientific_journal-11846	158	5	mapping	map	VERB
american_scientific_journal-11846	158	6	local	local	ADJ
american_scientific_journal-11846	158	7	codes	code	NOUN
american_scientific_journal-11846	158	8	to	to	ADP
american_scientific_journal-11846	158	9	standard	standard	ADJ
american_scientific_journal-11846	158	10	terminologies	terminology	NOUN
american_scientific_journal-11846	158	11	e.g.	e.g.	ADV
american_scientific_journal-11846	158	12	,	,	PUNCT
american_scientific_journal-11846	158	13	mapping	map	VERB
american_scientific_journal-11846	158	14	local	local	ADJ
american_scientific_journal-11846	158	15	test	test	NOUN
american_scientific_journal-11846	158	16	ids	id	NOUN
american_scientific_journal-11846	158	17	to	to	PART
american_scientific_journal-11846	158	18	loinc	loinc	VERB
american_scientific_journal-11846	158	19			PRON
american_scientific_journal-11846	158	20	unit	unit	NOUN
american_scientific_journal-11846	158	21	normalization	normalization	NOUN
american_scientific_journal-11846	158	22	e.g.	e.g.	ADV
american_scientific_journal-11846	158	23	,	,	PUNCT
american_scientific_journal-11846	158	24	converting	convert	VERB
american_scientific_journal-11846	158	25	mg	mg	PROPN
american_scientific_journal-11846	158	26	/	/	SYM
american_scientific_journal-11846	158	27	dl	dl	PROPN
american_scientific_journal-11846	158	28	to	to	ADP
american_scientific_journal-11846	158	29	mmol	mmol	NOUN
american_scientific_journal-11846	158	30	/	/	SYM
american_scientific_journal-11846	158	31	l	l	NOUN
american_scientific_journal-11846	158	32			NOUN
american_scientific_journal-11846	158	33	time	time	NOUN
american_scientific_journal-11846	158	34	zone	zone	NOUN
american_scientific_journal-11846	158	35	harmonization	harmonization	NOUN
american_scientific_journal-11846	158	36	for	for	ADP
american_scientific_journal-11846	158	37	timestamped	timestamped	ADJ
american_scientific_journal-11846	158	38	records	record	NOUN
american_scientific_journal-11846	158	39	these	these	DET
american_scientific_journal-11846	158	40	transformations	transformation	NOUN
american_scientific_journal-11846	158	41	are	be	AUX
american_scientific_journal-11846	158	42	typically	typically	ADV
american_scientific_journal-11846	158	43	handled	handle	VERB
american_scientific_journal-11846	158	44	by	by	ADP
american_scientific_journal-11846	158	45	etl	etl	NOUN
american_scientific_journal-11846	158	46	extract	extract	NOUN
american_scientific_journal-11846	158	47	,	,	PUNCT
american_scientific_journal-11846	158	48	transform	transform	NOUN
american_scientific_journal-11846	158	49	,	,	PUNCT
american_scientific_journal-11846	158	50	load	load	NOUN
american_scientific_journal-11846	158	51	jobs	job	NOUN
american_scientific_journal-11846	158	52	or	or	CCONJ
american_scientific_journal-11846	158	53	microservices	microservice	NOUN
american_scientific_journal-11846	158	54	designed	design	VERB
american_scientific_journal-11846	158	55	for	for	ADP
american_scientific_journal-11846	158	56	data	datum	NOUN
american_scientific_journal-11846	158	57	normalization	normalization	NOUN
american_scientific_journal-11846	158	58	.	.	PUNCT
american_scientific_journal-11846	159	1	metadata	metadata	NOUN
american_scientific_journal-11846	159	2	and	and	CCONJ
american_scientific_journal-11846	159	3	provenance	provenance	NOUN
american_scientific_journal-11846	159	4	logs	log	NOUN
american_scientific_journal-11846	159	5	accompany	accompany	NOUN
american_scientific_journal-11846	159	6	transformed	transform	VERB
american_scientific_journal-11846	159	7	data	datum	NOUN
american_scientific_journal-11846	159	8	to	to	PART
american_scientific_journal-11846	159	9	ensure	ensure	VERB
american_scientific_journal-11846	159	10	traceability	traceability	NOUN
american_scientific_journal-11846	159	11	.	.	PUNCT
american_scientific_journal-11846	160	1	6.collaborative	6.collaborative	NUM
american_scientific_journal-11846	160	2	workflow	workflow	NOUN
american_scientific_journal-11846	160	3	design	design	NOUN
american_scientific_journal-11846	160	4	6.1	6.1	NUM
american_scientific_journal-11846	160	5	workflow	workflow	NOUN
american_scientific_journal-11846	160	6	orchestration	orchestration	NOUN
american_scientific_journal-11846	160	7	between	between	ADP
american_scientific_journal-11846	160	8	multiple	multiple	ADJ
american_scientific_journal-11846	160	9	institutions	institution	NOUN
american_scientific_journal-11846	160	10	collaborative	collaborative	ADJ
american_scientific_journal-11846	160	11	biomedical	biomedical	ADJ
american_scientific_journal-11846	160	12	research	research	NOUN
american_scientific_journal-11846	160	13	often	often	ADV
american_scientific_journal-11846	160	14	spans	span	VERB
american_scientific_journal-11846	160	15	multiple	multiple	ADJ
american_scientific_journal-11846	160	16	hospitals	hospital	NOUN
american_scientific_journal-11846	160	17	,	,	PUNCT
american_scientific_journal-11846	160	18	academic	academic	ADJ
american_scientific_journal-11846	160	19	centers	center	NOUN
american_scientific_journal-11846	160	20	,	,	PUNCT
american_scientific_journal-11846	160	21	and	and	CCONJ
american_scientific_journal-11846	160	22	research	research	NOUN
american_scientific_journal-11846	160	23	labs	lab	NOUN
american_scientific_journal-11846	160	24	.	.	PUNCT
american_scientific_journal-11846	161	1	to	to	PART
american_scientific_journal-11846	161	2	coordinate	coordinate	VERB
american_scientific_journal-11846	161	3	these	these	DET
american_scientific_journal-11846	161	4	efforts	effort	NOUN
american_scientific_journal-11846	161	5	,	,	PUNCT
american_scientific_journal-11846	161	6	platforms	platform	NOUN
american_scientific_journal-11846	161	7	implement	implement	VERB
american_scientific_journal-11846	161	8	workflow	workflow	NOUN
american_scientific_journal-11846	161	9	orchestration	orchestration	NOUN
american_scientific_journal-11846	161	10	tools	tool	NOUN
american_scientific_journal-11846	161	11	such	such	ADJ
american_scientific_journal-11846	161	12	as	as	ADP
american_scientific_journal-11846	161	13	apache	apache	NOUN
american_scientific_journal-11846	161	14	airflow	airflow	NOUN
american_scientific_journal-11846	161	15	,	,	PUNCT
american_scientific_journal-11846	161	16	argo	argo	PROPN
american_scientific_journal-11846	161	17	workflows	workflow	NOUN
american_scientific_journal-11846	161	18	,	,	PUNCT
american_scientific_journal-11846	161	19	or	or	CCONJ
american_scientific_journal-11846	161	20	aws	aws	NOUN
american_scientific_journal-11846	161	21	step	step	NOUN
american_scientific_journal-11846	161	22	functions	function	NOUN
american_scientific_journal-11846	161	23	.	.	PUNCT
american_scientific_journal-11846	162	1	these	these	DET
american_scientific_journal-11846	162	2	orchestrators	orchestrator	NOUN
american_scientific_journal-11846	162	3	manage	manage	VERB
american_scientific_journal-11846	162	4	complex	complex	ADJ
american_scientific_journal-11846	162	5	,	,	PUNCT
american_scientific_journal-11846	162	6	multi	multi	ADJ
american_scientific_journal-11846	162	7	-	-	ADJ
american_scientific_journal-11846	162	8	step	step	ADJ
american_scientific_journal-11846	162	9	pipelines	pipeline	NOUN
american_scientific_journal-11846	162	10	for	for	ADP
american_scientific_journal-11846	162	11	data	data	NOUN
american_scientific_journal-11846	162	12	collection	collection	NOUN
american_scientific_journal-11846	162	13	,	,	PUNCT
american_scientific_journal-11846	162	14	processing	processing	NOUN
american_scientific_journal-11846	162	15	,	,	PUNCT
american_scientific_journal-11846	162	16	analysis	analysis	NOUN
american_scientific_journal-11846	162	17	,	,	PUNCT
american_scientific_journal-11846	162	18	and	and	CCONJ
american_scientific_journal-11846	162	19	reporting	report	VERB
american_scientific_journal-11846	162	20	.	.	PUNCT
american_scientific_journal-11846	163	1	for	for	ADP
american_scientific_journal-11846	163	2	instance	instance	NOUN
american_scientific_journal-11846	163	3	,	,	PUNCT
american_scientific_journal-11846	163	4	a	a	DET
american_scientific_journal-11846	163	5	genomics	genomics	NOUN
american_scientific_journal-11846	163	6	study	study	NOUN
american_scientific_journal-11846	163	7	may	may	AUX
american_scientific_journal-11846	163	8	involve	involve	VERB
american_scientific_journal-11846	163	9	:	:	PUNCT
american_scientific_journal-11846	163	10	1.sample	1.sample	NUM
american_scientific_journal-11846	163	11	registration	registration	NOUN
american_scientific_journal-11846	163	12	at	at	ADP
american_scientific_journal-11846	163	13	hospital	hospital	NOUN
american_scientific_journal-11846	163	14	a	a	DET
american_scientific_journal-11846	163	15	2.sequencing	2.sequencing	NUM
american_scientific_journal-11846	163	16	at	at	ADP
american_scientific_journal-11846	163	17	lab	lab	NOUN
american_scientific_journal-11846	163	18	b	b	PROPN
american_scientific_journal-11846	163	19	3	3	NUM
american_scientific_journal-11846	163	20	.	.	PUNCT
american_scientific_journal-11846	163	21	analysis	analysis	NOUN
american_scientific_journal-11846	163	22	at	at	ADP
american_scientific_journal-11846	163	23	research	research	PROPN
american_scientific_journal-11846	163	24	institute	institute	PROPN
american_scientific_journal-11846	163	25	c	c	PROPN
american_scientific_journal-11846	163	26	american	american	PROPN
american_scientific_journal-11846	163	27	academic	academic	PROPN
american_scientific_journal-11846	163	28	scientific	scientific	ADJ
american_scientific_journal-11846	163	29	research	research	NOUN
american_scientific_journal-11846	163	30	journal	journal	NOUN
american_scientific_journal-11846	163	31	for	for	ADP
american_scientific_journal-11846	163	32	engineering	engineering	NOUN
american_scientific_journal-11846	163	33	,	,	PUNCT
american_scientific_journal-11846	163	34	technology	technology	NOUN
american_scientific_journal-11846	163	35	,	,	PUNCT
american_scientific_journal-11846	163	36	and	and	CCONJ
american_scientific_journal-11846	163	37	sciences	science	NOUN
american_scientific_journal-11846	163	38	(	(	PUNCT
american_scientific_journal-11846	163	39	asrjets	asrjet	NOUN
american_scientific_journal-11846	163	40	)	)	PUNCT
american_scientific_journal-11846	163	41	volume	volume	NOUN
american_scientific_journal-11846	163	42	103	103	NUM
american_scientific_journal-11846	163	43	,	,	PUNCT
american_scientific_journal-11846	163	44	no	no	DET
american_scientific_journal-11846	163	45	1	1	NUM
american_scientific_journal-11846	163	46	,	,	PUNCT
american_scientific_journal-11846	163	47	pp	pp	ADV
american_scientific_journal-11846	163	48	290	290	NUM
american_scientific_journal-11846	163	49	-	-	SYM
american_scientific_journal-11846	163	50	312	312	NUM
american_scientific_journal-11846	163	51	301	301	NUM
american_scientific_journal-11846	163	52	figure	figure	NOUN
american_scientific_journal-11846	163	53	3	3	NUM
american_scientific_journal-11846	163	54	:	:	PUNCT
american_scientific_journal-11846	163	55	cross	cross	ADJ
american_scientific_journal-11846	163	56	-	-	ADJ
american_scientific_journal-11846	163	57	institutional	institutional	ADJ
american_scientific_journal-11846	163	58	workflow	workflow	NOUN
american_scientific_journal-11846	163	59	orchestration	orchestration	NOUN
american_scientific_journal-11846	163	60	a	a	DET
american_scientific_journal-11846	163	61	swimlane	swimlane	ADJ
american_scientific_journal-11846	163	62	diagram	diagram	NOUN
american_scientific_journal-11846	163	63	showing	show	VERB
american_scientific_journal-11846	163	64	tasks	task	NOUN
american_scientific_journal-11846	163	65	flowing	flow	VERB
american_scientific_journal-11846	163	66	across	across	ADP
american_scientific_journal-11846	163	67	institutions	institution	NOUN
american_scientific_journal-11846	163	68	via	via	ADP
american_scientific_journal-11846	163	69	orchestrated	orchestrated	ADJ
american_scientific_journal-11846	163	70	pipelines	pipeline	NOUN
american_scientific_journal-11846	163	71	6.2	6.2	NUM
american_scientific_journal-11846	163	72	service	service	NOUN
american_scientific_journal-11846	163	73	mesh	mesh	NOUN
american_scientific_journal-11846	163	74	patterns	pattern	NOUN
american_scientific_journal-11846	163	75	for	for	ADP
american_scientific_journal-11846	163	76	inter	inter	ADJ
american_scientific_journal-11846	163	77	-	-	ADJ
american_scientific_journal-11846	163	78	site	site	ADJ
american_scientific_journal-11846	163	79	communication	communication	NOUN
american_scientific_journal-11846	163	80	a	a	DET
american_scientific_journal-11846	163	81	service	service	NOUN
american_scientific_journal-11846	163	82	mesh	mesh	NOUN
american_scientific_journal-11846	163	83	abstracts	abstract	VERB
american_scientific_journal-11846	163	84	the	the	DET
american_scientific_journal-11846	163	85	network	network	NOUN
american_scientific_journal-11846	163	86	communication	communication	NOUN
american_scientific_journal-11846	163	87	layer	layer	NOUN
american_scientific_journal-11846	163	88	between	between	ADP
american_scientific_journal-11846	163	89	services	service	NOUN
american_scientific_journal-11846	163	90	,	,	PUNCT
american_scientific_journal-11846	163	91	allowing	allow	VERB
american_scientific_journal-11846	163	92	secure	secure	ADJ
american_scientific_journal-11846	163	93	,	,	PUNCT
american_scientific_journal-11846	163	94	observable	observable	ADJ
american_scientific_journal-11846	163	95	,	,	PUNCT
american_scientific_journal-11846	163	96	and	and	CCONJ
american_scientific_journal-11846	163	97	policy	policy	NOUN
american_scientific_journal-11846	163	98	-	-	PUNCT
american_scientific_journal-11846	163	99	driven	drive	VERB
american_scientific_journal-11846	163	100	communication	communication	NOUN
american_scientific_journal-11846	163	101	.	.	PUNCT
american_scientific_journal-11846	164	1	tools	tool	NOUN
american_scientific_journal-11846	164	2	like	like	ADP
american_scientific_journal-11846	164	3	istio	istio	NOUN
american_scientific_journal-11846	164	4	or	or	CCONJ
american_scientific_journal-11846	164	5	linkerd	linkerd	NOUN
american_scientific_journal-11846	164	6	are	be	AUX
american_scientific_journal-11846	164	7	used	use	VERB
american_scientific_journal-11846	164	8	to	to	PART
american_scientific_journal-11846	164	9	manage	manage	VERB
american_scientific_journal-11846	164	10	inter	inter	ADJ
american_scientific_journal-11846	164	11	-	-	ADJ
american_scientific_journal-11846	164	12	service	service	ADJ
american_scientific_journal-11846	164	13	calls	call	NOUN
american_scientific_journal-11846	164	14	,	,	PUNCT
american_scientific_journal-11846	164	15	retries	retrie	NOUN
american_scientific_journal-11846	164	16	,	,	PUNCT
american_scientific_journal-11846	164	17	circuit	circuit	NOUN
american_scientific_journal-11846	164	18	breakers	breaker	NOUN
american_scientific_journal-11846	164	19	,	,	PUNCT
american_scientific_journal-11846	164	20	and	and	CCONJ
american_scientific_journal-11846	164	21	telemetry	telemetry	NOUN
american_scientific_journal-11846	164	22	.	.	PUNCT
american_scientific_journal-11846	165	1	in	in	ADP
american_scientific_journal-11846	165	2	a	a	DET
american_scientific_journal-11846	165	3	multi	multi	ADJ
american_scientific_journal-11846	165	4	-	-	ADJ
american_scientific_journal-11846	165	5	site	site	ADJ
american_scientific_journal-11846	165	6	deployment	deployment	NOUN
american_scientific_journal-11846	165	7	,	,	PUNCT
american_scientific_journal-11846	165	8	service	service	NOUN
american_scientific_journal-11846	165	9	meshes	mesh	NOUN
american_scientific_journal-11846	165	10	provide	provide	VERB
american_scientific_journal-11846	165	11	:	:	PUNCT
american_scientific_journal-11846	165	12			NOUN
american_scientific_journal-11846	165	13	mutual	mutual	ADJ
american_scientific_journal-11846	165	14	tls	tls	PROPN
american_scientific_journal-11846	165	15	encryption	encryption	NOUN
american_scientific_journal-11846	165	16	for	for	ADP
american_scientific_journal-11846	165	17	data	datum	NOUN
american_scientific_journal-11846	165	18	in	in	ADP
american_scientific_journal-11846	165	19	transit	transit	NOUN
american_scientific_journal-11846	165	20			NOUN
american_scientific_journal-11846	165	21	fine	fine	ADV
american_scientific_journal-11846	165	22	-	-	PUNCT
american_scientific_journal-11846	165	23	grained	grain	VERB
american_scientific_journal-11846	165	24	traffic	traffic	NOUN
american_scientific_journal-11846	165	25	control	control	NOUN
american_scientific_journal-11846	165	26	e.g.	e.g.	ADV
american_scientific_journal-11846	165	27	,	,	PUNCT
american_scientific_journal-11846	165	28	rate	rate	NOUN
american_scientific_journal-11846	165	29	limits	limit	NOUN
american_scientific_journal-11846	165	30	per	per	ADP
american_scientific_journal-11846	165	31	site	site	NOUN
american_scientific_journal-11846	165	32			NOUN
american_scientific_journal-11846	165	33	distributed	distribute	VERB
american_scientific_journal-11846	165	34	tracing	trace	VERB
american_scientific_journal-11846	165	35	to	to	PART
american_scientific_journal-11846	165	36	monitor	monitor	VERB
american_scientific_journal-11846	165	37	cross	cross	ADJ
american_scientific_journal-11846	165	38	-	-	ADJ
american_scientific_journal-11846	165	39	institutional	institutional	ADJ
american_scientific_journal-11846	165	40	workflows	workflow	NOUN
american_scientific_journal-11846	165	41	this	this	PRON
american_scientific_journal-11846	165	42	ensures	ensure	VERB
american_scientific_journal-11846	165	43	that	that	SCONJ
american_scientific_journal-11846	165	44	workflows	workflow	NOUN
american_scientific_journal-11846	165	45	remain	remain	VERB
american_scientific_journal-11846	165	46	reliable	reliable	ADJ
american_scientific_journal-11846	165	47	and	and	CCONJ
american_scientific_journal-11846	165	48	secure	secure	ADJ
american_scientific_journal-11846	165	49	,	,	PUNCT
american_scientific_journal-11846	165	50	even	even	ADV
american_scientific_journal-11846	165	51	as	as	SCONJ
american_scientific_journal-11846	165	52	services	service	NOUN
american_scientific_journal-11846	165	53	span	span	VERB
american_scientific_journal-11846	165	54	different	different	ADJ
american_scientific_journal-11846	165	55	data	datum	NOUN
american_scientific_journal-11846	165	56	centers	center	NOUN
american_scientific_journal-11846	165	57	or	or	CCONJ
american_scientific_journal-11846	165	58	cloud	cloud	ADJ
american_scientific_journal-11846	165	59	regions	region	NOUN
american_scientific_journal-11846	165	60	.	.	PUNCT
american_scientific_journal-11846	166	1	6.3	6.3	NUM
american_scientific_journal-11846	166	2	case	case	NOUN
american_scientific_journal-11846	166	3	examples	example	NOUN
american_scientific_journal-11846	166	4	of	of	ADP
american_scientific_journal-11846	166	5	collaborative	collaborative	ADJ
american_scientific_journal-11846	166	6	genomics	genomic	NOUN
american_scientific_journal-11846	166	7	or	or	CCONJ
american_scientific_journal-11846	166	8	clinical	clinical	ADJ
american_scientific_journal-11846	166	9	trials	trial	NOUN
american_scientific_journal-11846	166	10			PRON
american_scientific_journal-11846	166	11	case	case	NOUN
american_scientific_journal-11846	166	12	1	1	NUM
american_scientific_journal-11846	166	13	:	:	PUNCT
american_scientific_journal-11846	166	14	nih	nih	PROPN
american_scientific_journal-11846	166	15	all	all	PRON
american_scientific_journal-11846	166	16	of	of	ADP
american_scientific_journal-11846	166	17	us	us	PROPN
american_scientific_journal-11846	166	18	research	research	NOUN
american_scientific_journal-11846	166	19	program	program	NOUN
american_scientific_journal-11846	166	20	this	this	DET
american_scientific_journal-11846	166	21	initiative	initiative	NOUN
american_scientific_journal-11846	166	22	integrates	integrate	VERB
american_scientific_journal-11846	166	23	data	datum	NOUN
american_scientific_journal-11846	166	24	from	from	ADP
american_scientific_journal-11846	166	25	over	over	ADP
american_scientific_journal-11846	166	26	100	100	NUM
american_scientific_journal-11846	166	27	participating	participate	VERB
american_scientific_journal-11846	166	28	institutions	institution	NOUN
american_scientific_journal-11846	166	29	.	.	PUNCT
american_scientific_journal-11846	167	1	using	use	VERB
american_scientific_journal-11846	167	2	fhir	fhir	NOUN
american_scientific_journal-11846	167	3	and	and	CCONJ
american_scientific_journal-11846	167	4	cloud	cloud	ADJ
american_scientific_journal-11846	167	5	-	-	PUNCT
american_scientific_journal-11846	167	6	native	native	ADJ
american_scientific_journal-11846	167	7	services	service	NOUN
american_scientific_journal-11846	167	8	,	,	PUNCT
american_scientific_journal-11846	167	9	the	the	DET
american_scientific_journal-11846	167	10	platform	platform	NOUN
american_scientific_journal-11846	167	11	harmonizes	harmonize	VERB
american_scientific_journal-11846	167	12	data	datum	NOUN
american_scientific_journal-11846	167	13	into	into	ADP
american_scientific_journal-11846	167	14	a	a	DET
american_scientific_journal-11846	167	15	centralized	centralized	ADJ
american_scientific_journal-11846	167	16	research	research	NOUN
american_scientific_journal-11846	167	17	repository	repository	NOUN
american_scientific_journal-11846	167	18	accessible	accessible	ADJ
american_scientific_journal-11846	167	19	via	via	ADP
american_scientific_journal-11846	167	20	a	a	DET
american_scientific_journal-11846	167	21	secure	secure	ADJ
american_scientific_journal-11846	167	22	workbench	workbench	NOUN
american_scientific_journal-11846	167	23	.	.	PUNCT
american_scientific_journal-11846	168	1			PRON
american_scientific_journal-11846	168	2	case	case	NOUN
american_scientific_journal-11846	168	3	2	2	NUM
american_scientific_journal-11846	168	4	:	:	PUNCT
american_scientific_journal-11846	168	5	nci	nci	PROPN
american_scientific_journal-11846	168	6	cancer	cancer	NOUN
american_scientific_journal-11846	168	7	genomics	genomic	NOUN
american_scientific_journal-11846	168	8	cloud	cloud	VERB
american_scientific_journal-11846	168	9	the	the	DET
american_scientific_journal-11846	168	10	national	national	PROPN
american_scientific_journal-11846	168	11	cancer	cancer	PROPN
american_scientific_journal-11846	168	12	institute	institute	PROPN
american_scientific_journal-11846	168	13	nci	nci	PROPN
american_scientific_journal-11846	168	14	established	establish	VERB
american_scientific_journal-11846	168	15	cloud	cloud	NOUN
american_scientific_journal-11846	168	16	platforms	platform	NOUN
american_scientific_journal-11846	168	17	e.g.	e.g.	ADV
american_scientific_journal-11846	168	18	,	,	PUNCT
american_scientific_journal-11846	168	19	american	american	ADJ
american_scientific_journal-11846	168	20	academic	academic	ADJ
american_scientific_journal-11846	168	21	scientific	scientific	ADJ
american_scientific_journal-11846	168	22	research	research	NOUN
american_scientific_journal-11846	168	23	journal	journal	NOUN
american_scientific_journal-11846	168	24	for	for	ADP
american_scientific_journal-11846	168	25	engineering	engineering	NOUN
american_scientific_journal-11846	168	26	,	,	PUNCT
american_scientific_journal-11846	168	27	technology	technology	NOUN
american_scientific_journal-11846	168	28	,	,	PUNCT
american_scientific_journal-11846	168	29	and	and	CCONJ
american_scientific_journal-11846	168	30	sciences	science	NOUN
american_scientific_journal-11846	168	31	(	(	PUNCT
american_scientific_journal-11846	168	32	asrjets	asrjet	NOUN
american_scientific_journal-11846	168	33	)	)	PUNCT
american_scientific_journal-11846	168	34	volume	volume	NOUN
american_scientific_journal-11846	168	35	103	103	NUM
american_scientific_journal-11846	168	36	,	,	PUNCT
american_scientific_journal-11846	168	37	no	no	DET
american_scientific_journal-11846	168	38	1	1	NUM
american_scientific_journal-11846	168	39	,	,	PUNCT
american_scientific_journal-11846	168	40	pp	pp	ADV
american_scientific_journal-11846	168	41	290	290	NUM
american_scientific_journal-11846	168	42	-	-	SYM
american_scientific_journal-11846	168	43	312	312	NUM
american_scientific_journal-11846	168	44	302	302	NUM
american_scientific_journal-11846	168	45	seven	seven	NUM
american_scientific_journal-11846	168	46	bridges	bridge	NOUN
american_scientific_journal-11846	168	47	,	,	PUNCT
american_scientific_journal-11846	168	48	isb	isb	NOUN
american_scientific_journal-11846	168	49	-	-	PUNCT
american_scientific_journal-11846	168	50	cgc	cgc	PROPN
american_scientific_journal-11846	168	51	for	for	ADP
american_scientific_journal-11846	168	52	collaborative	collaborative	ADJ
american_scientific_journal-11846	168	53	genomic	genomic	NOUN
american_scientific_journal-11846	168	54	research	research	NOUN
american_scientific_journal-11846	168	55	.	.	PUNCT
american_scientific_journal-11846	169	1	these	these	DET
american_scientific_journal-11846	169	2	platforms	platform	NOUN
american_scientific_journal-11846	169	3	use	use	VERB
american_scientific_journal-11846	169	4	docker	docker	NOUN
american_scientific_journal-11846	169	5	containers	container	NOUN
american_scientific_journal-11846	169	6	,	,	PUNCT
american_scientific_journal-11846	169	7	cwl	cwl	PROPN
american_scientific_journal-11846	169	8	workflows	workflow	NOUN
american_scientific_journal-11846	169	9	,	,	PUNCT
american_scientific_journal-11846	169	10	and	and	CCONJ
american_scientific_journal-11846	169	11	secure	secure	VERB
american_scientific_journal-11846	169	12	apis	api	NOUN
american_scientific_journal-11846	169	13	to	to	PART
american_scientific_journal-11846	169	14	allow	allow	VERB
american_scientific_journal-11846	169	15	researchers	researcher	NOUN
american_scientific_journal-11846	169	16	to	to	PART
american_scientific_journal-11846	169	17	jointly	jointly	ADV
american_scientific_journal-11846	169	18	analyze	analyze	VERB
american_scientific_journal-11846	169	19	cancer	cancer	NOUN
american_scientific_journal-11846	169	20	datasets	dataset	NOUN
american_scientific_journal-11846	169	21	.	.	PUNCT
american_scientific_journal-11846	170	1			PRON
american_scientific_journal-11846	170	2	case	case	NOUN
american_scientific_journal-11846	170	3	3	3	X
american_scientific_journal-11846	170	4	:	:	PUNCT
american_scientific_journal-11846	170	5	covid-19	covid-19	PROPN
american_scientific_journal-11846	170	6	clinical	clinical	ADJ
american_scientific_journal-11846	170	7	data	datum	NOUN
american_scientific_journal-11846	170	8	exchange	exchange	NOUN
american_scientific_journal-11846	170	9	during	during	ADP
american_scientific_journal-11846	170	10	the	the	DET
american_scientific_journal-11846	170	11	covid-19	covid-19	PROPN
american_scientific_journal-11846	170	12	pandemic	pandemic	ADJ
american_scientific_journal-11846	170	13	,	,	PUNCT
american_scientific_journal-11846	170	14	multiple	multiple	ADJ
american_scientific_journal-11846	170	15	hospitals	hospital	NOUN
american_scientific_journal-11846	170	16	collaborated	collaborate	VERB
american_scientific_journal-11846	170	17	on	on	ADP
american_scientific_journal-11846	170	18	clinical	clinical	ADJ
american_scientific_journal-11846	170	19	trials	trial	NOUN
american_scientific_journal-11846	170	20	using	use	VERB
american_scientific_journal-11846	170	21	federated	federated	ADJ
american_scientific_journal-11846	170	22	data	data	NOUN
american_scientific_journal-11846	170	23	platforms	platform	NOUN
american_scientific_journal-11846	170	24	.	.	PUNCT
american_scientific_journal-11846	171	1	real	real	ADJ
american_scientific_journal-11846	171	2	-	-	PUNCT
american_scientific_journal-11846	171	3	time	time	NOUN
american_scientific_journal-11846	171	4	data	datum	NOUN
american_scientific_journal-11846	171	5	was	be	AUX
american_scientific_journal-11846	171	6	streamed	stream	VERB
american_scientific_journal-11846	171	7	through	through	ADP
american_scientific_journal-11846	171	8	kafka	kafka	PROPN
american_scientific_journal-11846	171	9	,	,	PUNCT
american_scientific_journal-11846	171	10	normalized	normalize	VERB
american_scientific_journal-11846	171	11	using	use	VERB
american_scientific_journal-11846	171	12	fhir	fhir	NOUN
american_scientific_journal-11846	171	13	,	,	PUNCT
american_scientific_journal-11846	171	14	and	and	CCONJ
american_scientific_journal-11846	171	15	analyzed	analyze	VERB
american_scientific_journal-11846	171	16	using	use	VERB
american_scientific_journal-11846	171	17	shared	share	VERB
american_scientific_journal-11846	171	18	jupyter	jupyter	ADJ
american_scientific_journal-11846	171	19	environments	environment	NOUN
american_scientific_journal-11846	171	20	hosted	host	VERB
american_scientific_journal-11846	171	21	on	on	ADP
american_scientific_journal-11846	171	22	aws	aw	NOUN
american_scientific_journal-11846	171	23	.	.	PUNCT
american_scientific_journal-11846	172	1	6.4	6.4	NUM
american_scientific_journal-11846	172	2	interpretation	interpretation	NOUN
american_scientific_journal-11846	172	3	of	of	ADP
american_scientific_journal-11846	172	4	results	result	NOUN
american_scientific_journal-11846	172	5	and	and	CCONJ
american_scientific_journal-11846	172	6	strategic	strategic	ADJ
american_scientific_journal-11846	172	7	implications	implication	NOUN
american_scientific_journal-11846	172	8	the	the	DET
american_scientific_journal-11846	172	9	results	result	NOUN
american_scientific_journal-11846	172	10	of	of	ADP
american_scientific_journal-11846	172	11	the	the	DET
american_scientific_journal-11846	172	12	biogen	biogen	PROPN
american_scientific_journal-11846	172	13	-	-	PUNCT
american_scientific_journal-11846	172	14	x	x	SYM
american_scientific_journal-11846	172	15	case	case	NOUN
american_scientific_journal-11846	172	16	study	study	NOUN
american_scientific_journal-11846	172	17	demonstrate	demonstrate	VERB
american_scientific_journal-11846	172	18	that	that	SCONJ
american_scientific_journal-11846	172	19	real	real	ADJ
american_scientific_journal-11846	172	20	-	-	PUNCT
american_scientific_journal-11846	172	21	time	time	NOUN
american_scientific_journal-11846	172	22	microservice	microservice	NOUN
american_scientific_journal-11846	172	23	-	-	PUNCT
american_scientific_journal-11846	172	24	based	base	VERB
american_scientific_journal-11846	172	25	platforms	platform	NOUN
american_scientific_journal-11846	172	26	can	can	AUX
american_scientific_journal-11846	172	27	significantly	significantly	ADV
american_scientific_journal-11846	172	28	reduce	reduce	VERB
american_scientific_journal-11846	172	29	latency	latency	NOUN
american_scientific_journal-11846	172	30	and	and	CCONJ
american_scientific_journal-11846	172	31	improve	improve	VERB
american_scientific_journal-11846	172	32	data	data	NOUN
american_scientific_journal-11846	172	33	availability	availability	NOUN
american_scientific_journal-11846	172	34	across	across	ADP
american_scientific_journal-11846	172	35	institutional	institutional	ADJ
american_scientific_journal-11846	172	36	boundaries	boundary	NOUN
american_scientific_journal-11846	172	37	.	.	PUNCT
american_scientific_journal-11846	173	1	for	for	ADP
american_scientific_journal-11846	173	2	instance	instance	NOUN
american_scientific_journal-11846	173	3	,	,	PUNCT
american_scientific_journal-11846	173	4	reducing	reduce	VERB
american_scientific_journal-11846	173	5	genomic	genomic	ADJ
american_scientific_journal-11846	173	6	data	datum	NOUN
american_scientific_journal-11846	173	7	pipeline	pipeline	NOUN
american_scientific_journal-11846	173	8	latency	latency	NOUN
american_scientific_journal-11846	173	9	to	to	PART
american_scientific_journal-11846	173	10	~220	~220	VERB
american_scientific_journal-11846	173	11	ms	ms	PROPN
american_scientific_journal-11846	173	12	aligns	align	NOUN
american_scientific_journal-11846	173	13	with	with	ADP
american_scientific_journal-11846	173	14	performance	performance	NOUN
american_scientific_journal-11846	173	15	benchmarks	benchmark	NOUN
american_scientific_journal-11846	173	16	in	in	ADP
american_scientific_journal-11846	173	17	time	time	NOUN
american_scientific_journal-11846	173	18	-	-	PUNCT
american_scientific_journal-11846	173	19	sensitive	sensitive	ADJ
american_scientific_journal-11846	173	20	clinical	clinical	ADJ
american_scientific_journal-11846	173	21	research	research	NOUN
american_scientific_journal-11846	173	22	and	and	CCONJ
american_scientific_journal-11846	173	23	accelerates	accelerate	VERB
american_scientific_journal-11846	173	24	actionable	actionable	ADJ
american_scientific_journal-11846	173	25	insight	insight	NOUN
american_scientific_journal-11846	173	26	delivery	delivery	NOUN
american_scientific_journal-11846	173	27	to	to	ADP
american_scientific_journal-11846	173	28	clinicians	clinician	NOUN
american_scientific_journal-11846	173	29	.	.	PUNCT
american_scientific_journal-11846	174	1	furthermore	furthermore	ADV
american_scientific_journal-11846	174	2	,	,	PUNCT
american_scientific_journal-11846	174	3	achieving	achieve	VERB
american_scientific_journal-11846	174	4	a	a	DET
american_scientific_journal-11846	174	5	99.6	99.6	NUM
american_scientific_journal-11846	174	6	%	%	NOUN
american_scientific_journal-11846	174	7	normalized	normalize	VERB
american_scientific_journal-11846	174	8	fhir	fhir	PROPN
american_scientific_journal-11846	174	9	delivery	delivery	NOUN
american_scientific_journal-11846	174	10	rate	rate	NOUN
american_scientific_journal-11846	174	11	illustrates	illustrate	VERB
american_scientific_journal-11846	174	12	the	the	DET
american_scientific_journal-11846	174	13	effectiveness	effectiveness	NOUN
american_scientific_journal-11846	174	14	of	of	ADP
american_scientific_journal-11846	174	15	schema	schema	NOUN
american_scientific_journal-11846	174	16	validation	validation	NOUN
american_scientific_journal-11846	174	17	pipelines	pipeline	NOUN
american_scientific_journal-11846	174	18	,	,	PUNCT
american_scientific_journal-11846	174	19	especially	especially	ADV
american_scientific_journal-11846	174	20	when	when	SCONJ
american_scientific_journal-11846	174	21	supported	support	VERB
american_scientific_journal-11846	174	22	by	by	ADP
american_scientific_journal-11846	174	23	centralized	centralized	ADJ
american_scientific_journal-11846	174	24	registries	registry	NOUN
american_scientific_journal-11846	174	25	and	and	CCONJ
american_scientific_journal-11846	174	26	pre	pre	ADJ
american_scientific_journal-11846	174	27	-	-	ADJ
american_scientific_journal-11846	174	28	ingestion	ingestion	ADJ
american_scientific_journal-11846	174	29	transformation	transformation	NOUN
american_scientific_journal-11846	174	30	.	.	PUNCT
american_scientific_journal-11846	175	1	this	this	PRON
american_scientific_journal-11846	175	2	is	be	AUX
american_scientific_journal-11846	175	3	a	a	DET
american_scientific_journal-11846	175	4	critical	critical	ADJ
american_scientific_journal-11846	175	5	differentiator	differentiator	NOUN
american_scientific_journal-11846	175	6	when	when	SCONJ
american_scientific_journal-11846	175	7	compared	compare	VERB
american_scientific_journal-11846	175	8	to	to	ADP
american_scientific_journal-11846	175	9	older	old	ADJ
american_scientific_journal-11846	175	10	ehr	ehr	NOUN
american_scientific_journal-11846	175	11	-	-	PUNCT
american_scientific_journal-11846	175	12	centric	centric	NOUN
american_scientific_journal-11846	175	13	systems	system	NOUN
american_scientific_journal-11846	175	14	,	,	PUNCT
american_scientific_journal-11846	175	15	which	which	PRON
american_scientific_journal-11846	175	16	often	often	ADV
american_scientific_journal-11846	175	17	rely	rely	VERB
american_scientific_journal-11846	175	18	on	on	ADP
american_scientific_journal-11846	175	19	batch	batch	NOUN
american_scientific_journal-11846	175	20	-	-	PUNCT
american_scientific_journal-11846	175	21	based	base	VERB
american_scientific_journal-11846	175	22	csv	csv	NOUN
american_scientific_journal-11846	175	23	exports	export	NOUN
american_scientific_journal-11846	175	24	or	or	CCONJ
american_scientific_journal-11846	175	25	non	non	ADJ
american_scientific_journal-11846	175	26	-	-	ADJ
american_scientific_journal-11846	175	27	standard	standard	ADJ
american_scientific_journal-11846	175	28	hl7	hl7	NOUN
american_scientific_journal-11846	175	29	v2	v2	NOUN
american_scientific_journal-11846	175	30	messages	message	NOUN
american_scientific_journal-11846	175	31	.	.	PUNCT
american_scientific_journal-11846	176	1	stakeholder	stakeholder	NOUN
american_scientific_journal-11846	176	2	feedback	feedback	NOUN
american_scientific_journal-11846	176	3	also	also	ADV
american_scientific_journal-11846	176	4	underscores	underscore	VERB
american_scientific_journal-11846	176	5	the	the	DET
american_scientific_journal-11846	176	6	usability	usability	NOUN
american_scientific_journal-11846	176	7	and	and	CCONJ
american_scientific_journal-11846	176	8	transparency	transparency	NOUN
american_scientific_journal-11846	176	9	gains	gain	NOUN
american_scientific_journal-11846	176	10	afforded	afford	VERB
american_scientific_journal-11846	176	11	by	by	ADP
american_scientific_journal-11846	176	12	the	the	DET
american_scientific_journal-11846	176	13	proposed	propose	VERB
american_scientific_journal-11846	176	14	architecture	architecture	NOUN
american_scientific_journal-11846	176	15	.	.	PUNCT
american_scientific_journal-11846	177	1	a	a	DET
american_scientific_journal-11846	177	2	50	50	NUM
american_scientific_journal-11846	177	3	%	%	NOUN
american_scientific_journal-11846	177	4	reduction	reduction	NOUN
american_scientific_journal-11846	177	5	in	in	ADP
american_scientific_journal-11846	177	6	onboarding	onboarding	NOUN
american_scientific_journal-11846	177	7	time	time	NOUN
american_scientific_journal-11846	177	8	and	and	CCONJ
american_scientific_journal-11846	177	9	a	a	DET
american_scientific_journal-11846	177	10	3x	3x	NUM
american_scientific_journal-11846	177	11	improvement	improvement	NOUN
american_scientific_journal-11846	177	12	in	in	ADP
american_scientific_journal-11846	177	13	query	query	NOUN
american_scientific_journal-11846	177	14	completion	completion	NOUN
american_scientific_journal-11846	177	15	time	time	NOUN
american_scientific_journal-11846	177	16	translate	translate	VERB
american_scientific_journal-11846	177	17	directly	directly	ADV
american_scientific_journal-11846	177	18	into	into	ADP
american_scientific_journal-11846	177	19	operational	operational	ADJ
american_scientific_journal-11846	177	20	efficiency	efficiency	NOUN
american_scientific_journal-11846	177	21	,	,	PUNCT
american_scientific_journal-11846	177	22	particularly	particularly	ADV
american_scientific_journal-11846	177	23	important	important	ADJ
american_scientific_journal-11846	177	24	in	in	ADP
american_scientific_journal-11846	177	25	fast	fast	ADV
american_scientific_journal-11846	177	26	-	-	PUNCT
american_scientific_journal-11846	177	27	moving	move	VERB
american_scientific_journal-11846	177	28	fields	field	NOUN
american_scientific_journal-11846	177	29	like	like	ADP
american_scientific_journal-11846	177	30	infectious	infectious	ADJ
american_scientific_journal-11846	177	31	disease	disease	NOUN
american_scientific_journal-11846	177	32	monitoring	monitoring	NOUN
american_scientific_journal-11846	177	33	or	or	CCONJ
american_scientific_journal-11846	177	34	cancer	cancer	NOUN
american_scientific_journal-11846	177	35	genomics	genomic	NOUN
american_scientific_journal-11846	177	36	.	.	PUNCT
american_scientific_journal-11846	178	1	in	in	ADP
american_scientific_journal-11846	178	2	the	the	DET
american_scientific_journal-11846	178	3	broader	broad	ADJ
american_scientific_journal-11846	178	4	context	context	NOUN
american_scientific_journal-11846	178	5	of	of	ADP
american_scientific_journal-11846	178	6	public	public	ADJ
american_scientific_journal-11846	178	7	-	-	PUNCT
american_scientific_journal-11846	178	8	private	private	ADJ
american_scientific_journal-11846	178	9	collaboration	collaboration	NOUN
american_scientific_journal-11846	178	10	,	,	PUNCT
american_scientific_journal-11846	178	11	the	the	DET
american_scientific_journal-11846	178	12	deployment	deployment	NOUN
american_scientific_journal-11846	178	13	model	model	NOUN
american_scientific_journal-11846	178	14	enables	enable	VERB
american_scientific_journal-11846	178	15	scalable	scalable	ADJ
american_scientific_journal-11846	178	16	federation	federation	NOUN
american_scientific_journal-11846	178	17	across	across	ADP
american_scientific_journal-11846	178	18	multiple	multiple	ADJ
american_scientific_journal-11846	178	19	domains	domain	NOUN
american_scientific_journal-11846	178	20	while	while	SCONJ
american_scientific_journal-11846	178	21	upholding	uphold	VERB
american_scientific_journal-11846	178	22	security	security	NOUN
american_scientific_journal-11846	178	23	,	,	PUNCT
american_scientific_journal-11846	178	24	auditability	auditability	NOUN
american_scientific_journal-11846	178	25	,	,	PUNCT
american_scientific_journal-11846	178	26	and	and	CCONJ
american_scientific_journal-11846	178	27	data	datum	NOUN
american_scientific_journal-11846	178	28	stewardship	stewardship	NOUN
american_scientific_journal-11846	178	29	responsibilities	responsibility	NOUN
american_scientific_journal-11846	178	30	.	.	PUNCT
american_scientific_journal-11846	179	1	this	this	DET
american_scientific_journal-11846	179	2	modularity	modularity	NOUN
american_scientific_journal-11846	179	3	is	be	AUX
american_scientific_journal-11846	179	4	not	not	PART
american_scientific_journal-11846	179	5	only	only	ADV
american_scientific_journal-11846	179	6	technically	technically	ADV
american_scientific_journal-11846	179	7	advantageous	advantageous	ADJ
american_scientific_journal-11846	179	8	but	but	CCONJ
american_scientific_journal-11846	179	9	strategically	strategically	ADV
american_scientific_journal-11846	179	10	vital	vital	ADJ
american_scientific_journal-11846	179	11	,	,	PUNCT
american_scientific_journal-11846	179	12	allowing	allow	VERB
american_scientific_journal-11846	179	13	private	private	ADJ
american_scientific_journal-11846	179	14	entities	entity	NOUN
american_scientific_journal-11846	179	15	to	to	PART
american_scientific_journal-11846	179	16	collaborate	collaborate	VERB
american_scientific_journal-11846	179	17	without	without	ADP
american_scientific_journal-11846	179	18	relinquishing	relinquish	VERB
american_scientific_journal-11846	179	19	sensitive	sensitive	ADJ
american_scientific_journal-11846	179	20	ip	ip	ADJ
american_scientific_journal-11846	179	21	or	or	CCONJ
american_scientific_journal-11846	179	22	raw	raw	ADJ
american_scientific_journal-11846	179	23	data	datum	NOUN
american_scientific_journal-11846	179	24	an	an	DET
american_scientific_journal-11846	179	25	ongoing	ongoing	ADJ
american_scientific_journal-11846	179	26	barrier	barrier	NOUN
american_scientific_journal-11846	179	27	in	in	ADP
american_scientific_journal-11846	179	28	translational	translational	ADJ
american_scientific_journal-11846	179	29	research	research	NOUN
american_scientific_journal-11846	179	30	partnerships	partnership	NOUN
american_scientific_journal-11846	179	31	.	.	PUNCT
american_scientific_journal-11846	180	1	7.deployment	7.deployment	NUM
american_scientific_journal-11846	180	2	and	and	CCONJ
american_scientific_journal-11846	180	3	scalability	scalability	NOUN
american_scientific_journal-11846	180	4	considerations	consideration	NOUN
american_scientific_journal-11846	180	5	as	as	SCONJ
american_scientific_journal-11846	180	6	biomedical	biomedical	ADJ
american_scientific_journal-11846	180	7	platforms	platform	NOUN
american_scientific_journal-11846	180	8	grow	grow	VERB
american_scientific_journal-11846	180	9	in	in	ADP
american_scientific_journal-11846	180	10	complexity	complexity	NOUN
american_scientific_journal-11846	180	11	,	,	PUNCT
american_scientific_journal-11846	180	12	scale	scale	NOUN
american_scientific_journal-11846	180	13	,	,	PUNCT
american_scientific_journal-11846	180	14	and	and	CCONJ
american_scientific_journal-11846	180	15	institutional	institutional	ADJ
american_scientific_journal-11846	180	16	reach	reach	NOUN
american_scientific_journal-11846	180	17	,	,	PUNCT
american_scientific_journal-11846	180	18	their	their	PRON
american_scientific_journal-11846	180	19	operational	operational	ADJ
american_scientific_journal-11846	180	20	deployment	deployment	NOUN
american_scientific_journal-11846	180	21	models	model	NOUN
american_scientific_journal-11846	180	22	must	must	AUX
american_scientific_journal-11846	180	23	evolve	evolve	VERB
american_scientific_journal-11846	180	24	beyond	beyond	ADP
american_scientific_journal-11846	180	25	traditional	traditional	ADJ
american_scientific_journal-11846	180	26	on	on	ADP
american_scientific_journal-11846	180	27	-	-	PUNCT
american_scientific_journal-11846	180	28	premises	premise	NOUN
american_scientific_journal-11846	180	29	infrastructure	infrastructure	NOUN
american_scientific_journal-11846	180	30	.	.	PUNCT
american_scientific_journal-11846	181	1	in	in	ADP
american_scientific_journal-11846	181	2	the	the	DET
american_scientific_journal-11846	181	3	context	context	NOUN
american_scientific_journal-11846	181	4	of	of	ADP
american_scientific_journal-11846	181	5	health	health	NOUN
american_scientific_journal-11846	181	6	it	it	PRON
american_scientific_journal-11846	181	7	and	and	CCONJ
american_scientific_journal-11846	181	8	collaborative	collaborative	ADJ
american_scientific_journal-11846	181	9	biomedical	biomedical	ADJ
american_scientific_journal-11846	181	10	research	research	NOUN
american_scientific_journal-11846	181	11	,	,	PUNCT
american_scientific_journal-11846	181	12	deployment	deployment	NOUN
american_scientific_journal-11846	181	13	strategies	strategy	NOUN
american_scientific_journal-11846	181	14	must	must	AUX
american_scientific_journal-11846	181	15	prioritize	prioritize	VERB
american_scientific_journal-11846	181	16	automation	automation	NOUN
american_scientific_journal-11846	181	17	,	,	PUNCT
american_scientific_journal-11846	181	18	scalability	scalability	NOUN
american_scientific_journal-11846	181	19	,	,	PUNCT
american_scientific_journal-11846	181	20	and	and	CCONJ
american_scientific_journal-11846	181	21	resilience	resilience	NOUN
american_scientific_journal-11846	181	22	all	all	PRON
american_scientific_journal-11846	181	23	while	while	SCONJ
american_scientific_journal-11846	181	24	ensuring	ensure	VERB
american_scientific_journal-11846	181	25	regulatory	regulatory	ADJ
american_scientific_journal-11846	181	26	compliance	compliance	NOUN
american_scientific_journal-11846	181	27	and	and	CCONJ
american_scientific_journal-11846	181	28	minimal	minimal	ADJ
american_scientific_journal-11846	181	29	downtime	downtime	NOUN
american_scientific_journal-11846	181	30	.	.	PUNCT
american_scientific_journal-11846	182	1	this	this	DET
american_scientific_journal-11846	182	2	section	section	NOUN
american_scientific_journal-11846	182	3	explores	explore	VERB
american_scientific_journal-11846	182	4	the	the	DET
american_scientific_journal-11846	182	5	best	good	ADJ
american_scientific_journal-11846	182	6	practices	practice	NOUN
american_scientific_journal-11846	182	7	in	in	ADP
american_scientific_journal-11846	182	8	deploying	deploy	VERB
american_scientific_journal-11846	182	9	and	and	CCONJ
american_scientific_journal-11846	182	10	scaling	scale	VERB
american_scientific_journal-11846	182	11	modern	modern	ADJ
american_scientific_journal-11846	182	12	biomedical	biomedical	ADJ
american_scientific_journal-11846	182	13	platforms	platform	NOUN
american_scientific_journal-11846	182	14	,	,	PUNCT
american_scientific_journal-11846	182	15	focusing	focus	VERB
american_scientific_journal-11846	182	16	on	on	ADP
american_scientific_journal-11846	182	17	three	three	NUM
american_scientific_journal-11846	182	18	critical	critical	ADJ
american_scientific_journal-11846	182	19	pillars	pillar	NOUN
american_scientific_journal-11846	182	20	:	:	PUNCT
american_scientific_journal-11846	182	21	infrastructure	infrastructure	NOUN
american_scientific_journal-11846	182	22	as	as	ADP
american_scientific_journal-11846	182	23	code	code	NOUN
american_scientific_journal-11846	182	24	iac	iac	PROPN
american_scientific_journal-11846	182	25	,	,	PUNCT
american_scientific_journal-11846	182	26	containerization	containerization	NOUN
american_scientific_journal-11846	182	27	and	and	CCONJ
american_scientific_journal-11846	182	28	orchestration	orchestration	NOUN
american_scientific_journal-11846	182	29	,	,	PUNCT
american_scientific_journal-11846	182	30	and	and	CCONJ
american_scientific_journal-11846	182	31	observability	observability	NOUN
american_scientific_journal-11846	182	32	with	with	ADP
american_scientific_journal-11846	182	33	resilience	resilience	NOUN
american_scientific_journal-11846	182	34	engineering	engineering	NOUN
american_scientific_journal-11846	182	35	.	.	PUNCT
american_scientific_journal-11846	183	1	7.1	7.1	NUM
american_scientific_journal-11846	183	2	infrastructure	infrastructure	NOUN
american_scientific_journal-11846	183	3	as	as	ADP
american_scientific_journal-11846	183	4	code	code	NOUN
american_scientific_journal-11846	183	5	iac	iac	PROPN
american_scientific_journal-11846	183	6	:	:	PUNCT
american_scientific_journal-11846	183	7	automating	automate	VERB
american_scientific_journal-11846	183	8	deployments	deployment	NOUN
american_scientific_journal-11846	183	9	for	for	ADP
american_scientific_journal-11846	183	10	consistency	consistency	NOUN
american_scientific_journal-11846	183	11	and	and	CCONJ
american_scientific_journal-11846	183	12	scalability	scalability	NOUN
american_scientific_journal-11846	183	13	infrastructure	infrastructure	NOUN
american_scientific_journal-11846	183	14	as	as	SCONJ
american_scientific_journal-11846	183	15	code	code	NOUN
american_scientific_journal-11846	183	16	iac	iac	NOUN
american_scientific_journal-11846	183	17	is	be	AUX
american_scientific_journal-11846	183	18	a	a	DET
american_scientific_journal-11846	183	19	modern	modern	ADJ
american_scientific_journal-11846	183	20	devops	devop	NOUN
american_scientific_journal-11846	183	21	practice	practice	NOUN
american_scientific_journal-11846	183	22	that	that	PRON
american_scientific_journal-11846	183	23	involves	involve	VERB
american_scientific_journal-11846	183	24	defining	define	VERB
american_scientific_journal-11846	183	25	infrastructure	infrastructure	NOUN
american_scientific_journal-11846	183	26	configurations	configuration	NOUN
american_scientific_journal-11846	183	27	in	in	ADP
american_scientific_journal-11846	183	28	machine	machine	NOUN
american_scientific_journal-11846	183	29	-	-	PUNCT
american_scientific_journal-11846	183	30	readable	readable	ADJ
american_scientific_journal-11846	183	31	files	file	NOUN
american_scientific_journal-11846	183	32	,	,	PUNCT
american_scientific_journal-11846	183	33	enabling	enable	VERB
american_scientific_journal-11846	183	34	version	version	NOUN
american_scientific_journal-11846	183	35	control	control	NOUN
american_scientific_journal-11846	183	36	,	,	PUNCT
american_scientific_journal-11846	183	37	repeatable	repeatable	ADJ
american_scientific_journal-11846	183	38	deployments	deployment	NOUN
american_scientific_journal-11846	183	39	,	,	PUNCT
american_scientific_journal-11846	183	40	and	and	CCONJ
american_scientific_journal-11846	183	41	cross	cross	ADJ
american_scientific_journal-11846	183	42	-	-	ADJ
american_scientific_journal-11846	183	43	environment	environment	ADJ
american_scientific_journal-11846	183	44	consistency	consistency	NOUN
american_scientific_journal-11846	183	45	.	.	PUNCT
american_scientific_journal-11846	184	1	instead	instead	ADV
american_scientific_journal-11846	184	2	of	of	ADP
american_scientific_journal-11846	184	3	manually	manually	ADV
american_scientific_journal-11846	184	4	provisioning	provision	VERB
american_scientific_journal-11846	184	5	servers	server	NOUN
american_scientific_journal-11846	184	6	,	,	PUNCT
american_scientific_journal-11846	184	7	networks	network	NOUN
american_scientific_journal-11846	184	8	,	,	PUNCT
american_scientific_journal-11846	184	9	and	and	CCONJ
american_scientific_journal-11846	184	10	services	service	NOUN
american_scientific_journal-11846	184	11	,	,	PUNCT
american_scientific_journal-11846	184	12	biomedical	biomedical	ADJ
american_scientific_journal-11846	184	13	teams	team	NOUN
american_scientific_journal-11846	184	14	can	can	AUX
american_scientific_journal-11846	184	15	declaratively	declaratively	ADV
american_scientific_journal-11846	184	16	define	define	VERB
american_scientific_journal-11846	184	17	their	their	PRON
american_scientific_journal-11846	184	18	american	american	ADJ
american_scientific_journal-11846	184	19	academic	academic	ADJ
american_scientific_journal-11846	184	20	scientific	scientific	ADJ
american_scientific_journal-11846	184	21	research	research	NOUN
american_scientific_journal-11846	184	22	journal	journal	NOUN
american_scientific_journal-11846	184	23	for	for	ADP
american_scientific_journal-11846	184	24	engineering	engineering	NOUN
american_scientific_journal-11846	184	25	,	,	PUNCT
american_scientific_journal-11846	184	26	technology	technology	NOUN
american_scientific_journal-11846	184	27	,	,	PUNCT
american_scientific_journal-11846	184	28	and	and	CCONJ
american_scientific_journal-11846	184	29	sciences	science	NOUN
american_scientific_journal-11846	184	30	(	(	PUNCT
american_scientific_journal-11846	184	31	asrjets	asrjet	NOUN
american_scientific_journal-11846	184	32	)	)	PUNCT
american_scientific_journal-11846	184	33	volume	volume	NOUN
american_scientific_journal-11846	184	34	103	103	NUM
american_scientific_journal-11846	184	35	,	,	PUNCT
american_scientific_journal-11846	184	36	no	no	DET
american_scientific_journal-11846	184	37	1	1	NUM
american_scientific_journal-11846	184	38	,	,	PUNCT
american_scientific_journal-11846	184	39	pp	pp	ADV
american_scientific_journal-11846	184	40	290	290	NUM
american_scientific_journal-11846	184	41	-	-	SYM
american_scientific_journal-11846	184	42	312	312	NUM
american_scientific_journal-11846	184	43	303	303	NUM
american_scientific_journal-11846	184	44	environment	environment	NOUN
american_scientific_journal-11846	184	45	using	use	VERB
american_scientific_journal-11846	184	46	tools	tool	NOUN
american_scientific_journal-11846	184	47	such	such	ADJ
american_scientific_journal-11846	184	48	as	as	ADP
american_scientific_journal-11846	184	49	terraform	terraform	NOUN
american_scientific_journal-11846	184	50	or	or	CCONJ
american_scientific_journal-11846	184	51	aws	aws	NOUN
american_scientific_journal-11846	184	52	cloudformation	cloudformation	NOUN
american_scientific_journal-11846	184	53	.	.	PUNCT
american_scientific_journal-11846	185	1	7.1.1	7.1.1	NUM
american_scientific_journal-11846	185	2	terraform	terraform	VERB
american_scientific_journal-11846	185	3	vs.	vs.	ADP
american_scientific_journal-11846	185	4	cloudformation	cloudformation	NOUN
american_scientific_journal-11846	185	5			NOUN
american_scientific_journal-11846	185	6	terraform	terraform	NOUN
american_scientific_journal-11846	185	7	by	by	ADP
american_scientific_journal-11846	185	8	hashicorp	hashicorp	NOUN
american_scientific_journal-11846	185	9	is	be	AUX
american_scientific_journal-11846	185	10	cloud	cloud	ADJ
american_scientific_journal-11846	185	11	-	-	PUNCT
american_scientific_journal-11846	185	12	agnostic	agnostic	ADJ
american_scientific_journal-11846	185	13	,	,	PUNCT
american_scientific_journal-11846	185	14	making	make	VERB
american_scientific_journal-11846	185	15	it	it	PRON
american_scientific_journal-11846	185	16	particularly	particularly	ADV
american_scientific_journal-11846	185	17	valuable	valuable	ADJ
american_scientific_journal-11846	185	18	for	for	ADP
american_scientific_journal-11846	185	19	hybridcloud	hybridcloud	NOUN
american_scientific_journal-11846	185	20	or	or	CCONJ
american_scientific_journal-11846	185	21	multi	multi	ADJ
american_scientific_journal-11846	185	22	-	-	ADJ
american_scientific_journal-11846	185	23	cloud	cloud	ADJ
american_scientific_journal-11846	185	24	biomedical	biomedical	ADJ
american_scientific_journal-11846	185	25	systems	system	NOUN
american_scientific_journal-11846	185	26	[	[	X
american_scientific_journal-11846	185	27	2	2	NUM
american_scientific_journal-11846	185	28	]	]	PUNCT
american_scientific_journal-11846	185	29	.	.	PUNCT
american_scientific_journal-11846	186	1	it	it	PRON
american_scientific_journal-11846	186	2	allows	allow	VERB
american_scientific_journal-11846	186	3	developers	developer	NOUN
american_scientific_journal-11846	186	4	to	to	PART
american_scientific_journal-11846	186	5	write	write	VERB
american_scientific_journal-11846	186	6	infrastructure	infrastructure	NOUN
american_scientific_journal-11846	186	7	configurations	configuration	NOUN
american_scientific_journal-11846	186	8	in	in	ADP
american_scientific_journal-11846	186	9	hashicorp	hashicorp	NOUN
american_scientific_journal-11846	186	10	configuration	configuration	NOUN
american_scientific_journal-11846	186	11	language	language	NOUN
american_scientific_journal-11846	186	12	hcl	hcl	PROPN
american_scientific_journal-11846	186	13	,	,	PUNCT
american_scientific_journal-11846	186	14	which	which	PRON
american_scientific_journal-11846	186	15	supports	support	VERB
american_scientific_journal-11846	186	16	modularization	modularization	NOUN
american_scientific_journal-11846	186	17	and	and	CCONJ
american_scientific_journal-11846	186	18	reuse	reuse	NOUN
american_scientific_journal-11846	186	19	.	.	PUNCT
american_scientific_journal-11846	187	1			NOUN
american_scientific_journal-11846	187	2	aws	aw	NOUN
american_scientific_journal-11846	187	3	cloudformation	cloudformation	NOUN
american_scientific_journal-11846	187	4	,	,	PUNCT
american_scientific_journal-11846	187	5	while	while	SCONJ
american_scientific_journal-11846	187	6	limited	limit	VERB
american_scientific_journal-11846	187	7	to	to	ADP
american_scientific_journal-11846	187	8	amazon	amazon	PROPN
american_scientific_journal-11846	187	9	web	web	NOUN
american_scientific_journal-11846	187	10	services	service	NOUN
american_scientific_journal-11846	187	11	aws	aw	NOUN
american_scientific_journal-11846	187	12	,	,	PUNCT
american_scientific_journal-11846	187	13	integrates	integrate	VERB
american_scientific_journal-11846	187	14	tightly	tightly	ADV
american_scientific_journal-11846	187	15	with	with	ADP
american_scientific_journal-11846	187	16	native	native	ADJ
american_scientific_journal-11846	187	17	aws	aws	NOUN
american_scientific_journal-11846	187	18	services	service	NOUN
american_scientific_journal-11846	187	19	,	,	PUNCT
american_scientific_journal-11846	187	20	making	make	VERB
american_scientific_journal-11846	187	21	it	it	PRON
american_scientific_journal-11846	187	22	ideal	ideal	ADJ
american_scientific_journal-11846	187	23	for	for	ADP
american_scientific_journal-11846	187	24	teams	team	NOUN
american_scientific_journal-11846	187	25	that	that	PRON
american_scientific_journal-11846	187	26	are	be	AUX
american_scientific_journal-11846	187	27	entirely	entirely	ADV
american_scientific_journal-11846	187	28	committed	committed	ADJ
american_scientific_journal-11846	187	29	to	to	ADP
american_scientific_journal-11846	187	30	the	the	DET
american_scientific_journal-11846	187	31	aws	aws	PROPN
american_scientific_journal-11846	187	32	ecosystem	ecosystem	NOUN
american_scientific_journal-11846	187	33	aws	aw	NOUN
american_scientific_journal-11846	187	34	,	,	PUNCT
american_scientific_journal-11846	187	35	2023	2023	NUM
american_scientific_journal-11846	187	36	.	.	PUNCT
american_scientific_journal-11846	188	1	7.1.2	7.1.2	NUM
american_scientific_journal-11846	188	2	benefits	benefit	NOUN
american_scientific_journal-11846	188	3	of	of	ADP
american_scientific_journal-11846	188	4	iac	iac	NOUN
american_scientific_journal-11846	188	5	in	in	ADP
american_scientific_journal-11846	188	6	biomedical	biomedical	ADJ
american_scientific_journal-11846	188	7	research	research	NOUN
american_scientific_journal-11846	188	8			NOUN
american_scientific_journal-11846	188	9	reproducibility	reproducibility	NOUN
american_scientific_journal-11846	188	10	:	:	PUNCT
american_scientific_journal-11846	188	11	researchers	researcher	NOUN
american_scientific_journal-11846	188	12	can	can	AUX
american_scientific_journal-11846	188	13	deploy	deploy	VERB
american_scientific_journal-11846	188	14	identical	identical	ADJ
american_scientific_journal-11846	188	15	environments	environment	NOUN
american_scientific_journal-11846	188	16	for	for	ADP
american_scientific_journal-11846	188	17	development	development	NOUN
american_scientific_journal-11846	188	18	,	,	PUNCT
american_scientific_journal-11846	188	19	testing	testing	NOUN
american_scientific_journal-11846	188	20	,	,	PUNCT
american_scientific_journal-11846	188	21	and	and	CCONJ
american_scientific_journal-11846	188	22	production	production	NOUN
american_scientific_journal-11846	188	23	.	.	PUNCT
american_scientific_journal-11846	189	1			NOUN
american_scientific_journal-11846	189	2	scalability	scalability	NOUN
american_scientific_journal-11846	189	3	:	:	PUNCT
american_scientific_journal-11846	189	4	auto	auto	NOUN
american_scientific_journal-11846	189	5	-	-	PUNCT
american_scientific_journal-11846	189	6	scaling	scale	VERB
american_scientific_journal-11846	189	7	configurations	configuration	NOUN
american_scientific_journal-11846	189	8	can	can	AUX
american_scientific_journal-11846	189	9	be	be	AUX
american_scientific_journal-11846	189	10	embedded	embed	VERB
american_scientific_journal-11846	189	11	directly	directly	ADV
american_scientific_journal-11846	189	12	in	in	ADP
american_scientific_journal-11846	189	13	infrastructure	infrastructure	NOUN
american_scientific_journal-11846	189	14	templates	template	NOUN
american_scientific_journal-11846	189	15	.	.	PUNCT
american_scientific_journal-11846	190	1			PRON
american_scientific_journal-11846	190	2	auditability	auditability	NOUN
american_scientific_journal-11846	190	3	:	:	PUNCT
american_scientific_journal-11846	190	4	iac	iac	PROPN
american_scientific_journal-11846	190	5	templates	template	NOUN
american_scientific_journal-11846	190	6	are	be	AUX
american_scientific_journal-11846	190	7	version	version	NOUN
american_scientific_journal-11846	190	8	-	-	PUNCT
american_scientific_journal-11846	190	9	controlled	control	VERB
american_scientific_journal-11846	190	10	,	,	PUNCT
american_scientific_journal-11846	190	11	satisfying	satisfy	VERB
american_scientific_journal-11846	190	12	documentation	documentation	NOUN
american_scientific_journal-11846	190	13	requirements	requirement	NOUN
american_scientific_journal-11846	190	14	under	under	ADP
american_scientific_journal-11846	190	15	hipaa	hipaa	PROPN
american_scientific_journal-11846	190	16	and	and	CCONJ
american_scientific_journal-11846	190	17	nih	nih	PROPN
american_scientific_journal-11846	190	18	data	data	PROPN
american_scientific_journal-11846	190	19	governance	governance	NOUN
american_scientific_journal-11846	190	20	frameworks	framework	NOUN
american_scientific_journal-11846	190	21	.	.	PUNCT
american_scientific_journal-11846	191	1	7.2	7.2	NUM
american_scientific_journal-11846	191	2	containerization	containerization	NOUN
american_scientific_journal-11846	191	3	with	with	ADP
american_scientific_journal-11846	191	4	docker	docker	NOUN
american_scientific_journal-11846	191	5	and	and	CCONJ
american_scientific_journal-11846	191	6	orchestration	orchestration	NOUN
american_scientific_journal-11846	191	7	using	use	VERB
american_scientific_journal-11846	191	8	kubernetes	kubernete	NOUN
american_scientific_journal-11846	191	9	biomedical	biomedical	ADJ
american_scientific_journal-11846	191	10	applications	application	NOUN
american_scientific_journal-11846	191	11	often	often	ADV
american_scientific_journal-11846	191	12	consist	consist	VERB
american_scientific_journal-11846	191	13	of	of	ADP
american_scientific_journal-11846	191	14	microservices	microservice	NOUN
american_scientific_journal-11846	191	15	for	for	ADP
american_scientific_journal-11846	191	16	data	datum	NOUN
american_scientific_journal-11846	191	17	ingestion	ingestion	NOUN
american_scientific_journal-11846	191	18	,	,	PUNCT
american_scientific_journal-11846	191	19	transformation	transformation	NOUN
american_scientific_journal-11846	191	20	,	,	PUNCT
american_scientific_journal-11846	191	21	machine	machine	NOUN
american_scientific_journal-11846	191	22	learning	learning	NOUN
american_scientific_journal-11846	191	23	inference	inference	NOUN
american_scientific_journal-11846	191	24	,	,	PUNCT
american_scientific_journal-11846	191	25	and	and	CCONJ
american_scientific_journal-11846	191	26	visualization	visualization	NOUN
american_scientific_journal-11846	191	27	.	.	PUNCT
american_scientific_journal-11846	192	1	containerization	containerization	NOUN
american_scientific_journal-11846	192	2	with	with	ADP
american_scientific_journal-11846	192	3	docker	docker	PROPN
american_scientific_journal-11846	192	4	allows	allow	VERB
american_scientific_journal-11846	192	5	each	each	DET
american_scientific_journal-11846	192	6	microservice	microservice	NOUN
american_scientific_journal-11846	192	7	to	to	PART
american_scientific_journal-11846	192	8	be	be	AUX
american_scientific_journal-11846	192	9	packaged	package	VERB
american_scientific_journal-11846	192	10	with	with	ADP
american_scientific_journal-11846	192	11	its	its	PRON
american_scientific_journal-11846	192	12	dependencies	dependency	NOUN
american_scientific_journal-11846	192	13	,	,	PUNCT
american_scientific_journal-11846	192	14	ensuring	ensure	VERB
american_scientific_journal-11846	192	15	consistent	consistent	ADJ
american_scientific_journal-11846	192	16	behavior	behavior	NOUN
american_scientific_journal-11846	192	17	across	across	ADP
american_scientific_journal-11846	192	18	environments	environment	NOUN
american_scientific_journal-11846	192	19	.	.	PUNCT
american_scientific_journal-11846	193	1	7.2.1	7.2.1	NUM
american_scientific_journal-11846	193	2	docker	docker	NOUN
american_scientific_journal-11846	193	3	in	in	ADP
american_scientific_journal-11846	193	4	biomedical	biomedical	ADJ
american_scientific_journal-11846	193	5	applications	application	NOUN
american_scientific_journal-11846	193	6	docker	docker	PROPN
american_scientific_journal-11846	193	7	containers	container	NOUN
american_scientific_journal-11846	193	8	provide	provide	VERB
american_scientific_journal-11846	193	9	a	a	DET
american_scientific_journal-11846	193	10	lightweight	lightweight	ADJ
american_scientific_journal-11846	193	11	,	,	PUNCT
american_scientific_journal-11846	193	12	isolated	isolated	ADJ
american_scientific_journal-11846	193	13	runtime	runtime	NOUN
american_scientific_journal-11846	193	14	environment	environment	NOUN
american_scientific_journal-11846	193	15	.	.	PUNCT
american_scientific_journal-11846	194	1	for	for	ADP
american_scientific_journal-11846	194	2	example	example	NOUN
american_scientific_journal-11846	194	3	,	,	PUNCT
american_scientific_journal-11846	194	4	a	a	DET
american_scientific_journal-11846	194	5	gene	gene	NOUN
american_scientific_journal-11846	194	6	sequence	sequence	NOUN
american_scientific_journal-11846	194	7	normalization	normalization	NOUN
american_scientific_journal-11846	194	8	service	service	NOUN
american_scientific_journal-11846	194	9	can	can	AUX
american_scientific_journal-11846	194	10	be	be	AUX
american_scientific_journal-11846	194	11	containerized	containerize	VERB
american_scientific_journal-11846	194	12	with	with	ADP
american_scientific_journal-11846	194	13	its	its	PRON
american_scientific_journal-11846	194	14	required	require	VERB
american_scientific_journal-11846	194	15	python	python	NOUN
american_scientific_journal-11846	194	16	libraries	library	NOUN
american_scientific_journal-11846	194	17	,	,	PUNCT
american_scientific_journal-11846	194	18	eliminating	eliminate	VERB
american_scientific_journal-11846	194	19	dependency	dependency	NOUN
american_scientific_journal-11846	194	20	conflicts	conflict	NOUN
american_scientific_journal-11846	194	21	across	across	ADP
american_scientific_journal-11846	194	22	teams	team	NOUN
american_scientific_journal-11846	194	23	or	or	CCONJ
american_scientific_journal-11846	194	24	institutions	institution	NOUN
american_scientific_journal-11846	194	25	.	.	PUNCT
american_scientific_journal-11846	195	1	7.2.2	7.2.2	NUM
american_scientific_journal-11846	195	2	kubernetes	kubernete	NOUN
american_scientific_journal-11846	195	3	for	for	ADP
american_scientific_journal-11846	195	4	orchestration	orchestration	NOUN
american_scientific_journal-11846	195	5	kubernetes	kubernete	NOUN
american_scientific_journal-11846	195	6	,	,	PUNCT
american_scientific_journal-11846	195	7	often	often	ADV
american_scientific_journal-11846	195	8	deployed	deploy	VERB
american_scientific_journal-11846	195	9	via	via	ADP
american_scientific_journal-11846	195	10	managed	manage	VERB
american_scientific_journal-11846	195	11	services	service	NOUN
american_scientific_journal-11846	195	12	like	like	ADP
american_scientific_journal-11846	195	13	amazon	amazon	PROPN
american_scientific_journal-11846	195	14	eks	eks	PROPN
american_scientific_journal-11846	195	15	or	or	CCONJ
american_scientific_journal-11846	195	16	google	google	PROPN
american_scientific_journal-11846	195	17	gke	gke	PROPN
american_scientific_journal-11846	195	18	,	,	PUNCT
american_scientific_journal-11846	195	19	is	be	AUX
american_scientific_journal-11846	195	20	the	the	DET
american_scientific_journal-11846	195	21	de	de	X
american_scientific_journal-11846	195	22	facto	facto	X
american_scientific_journal-11846	195	23	standard	standard	NOUN
american_scientific_journal-11846	195	24	for	for	ADP
american_scientific_journal-11846	195	25	container	container	NOUN
american_scientific_journal-11846	195	26	orchestration	orchestration	NOUN
american_scientific_journal-11846	195	27	.	.	PUNCT
american_scientific_journal-11846	196	1	it	it	PRON
american_scientific_journal-11846	196	2	automates	automate	VERB
american_scientific_journal-11846	196	3	container	container	NOUN
american_scientific_journal-11846	196	4	scheduling	scheduling	NOUN
american_scientific_journal-11846	196	5	,	,	PUNCT
american_scientific_journal-11846	196	6	scaling	scaling	NOUN
american_scientific_journal-11846	196	7	,	,	PUNCT
american_scientific_journal-11846	196	8	networking	networking	NOUN
american_scientific_journal-11846	196	9	,	,	PUNCT
american_scientific_journal-11846	196	10	and	and	CCONJ
american_scientific_journal-11846	196	11	failover	failover	NOUN
american_scientific_journal-11846	196	12	.	.	PUNCT
american_scientific_journal-11846	197	1	key	key	ADJ
american_scientific_journal-11846	197	2	kubernetes	kubernete	NOUN
american_scientific_journal-11846	197	3	features	feature	VERB
american_scientific_journal-11846	197	4	:	:	PUNCT
american_scientific_journal-11846	197	5			NOUN
american_scientific_journal-11846	197	6	pods	pod	NOUN
american_scientific_journal-11846	197	7	:	:	PUNCT
american_scientific_journal-11846	197	8	deploy	deploy	VERB
american_scientific_journal-11846	197	9	genomic	genomic	NOUN
american_scientific_journal-11846	197	10	analysis	analysis	NOUN
american_scientific_journal-11846	197	11	containers	container	NOUN
american_scientific_journal-11846	197	12	as	as	ADP
american_scientific_journal-11846	197	13	pods	pod	NOUN
american_scientific_journal-11846	197	14	across	across	ADP
american_scientific_journal-11846	197	15	compute	compute	NOUN
american_scientific_journal-11846	197	16	nodes	node	NOUN
american_scientific_journal-11846	197	17	.	.	PUNCT
american_scientific_journal-11846	198	1			PROPN
american_scientific_journal-11846	198	2	horizontal	horizontal	PROPN
american_scientific_journal-11846	198	3	pod	pod	PROPN
american_scientific_journal-11846	198	4	autoscaling	autoscaling	NOUN
american_scientific_journal-11846	198	5	:	:	PUNCT
american_scientific_journal-11846	198	6	adjusts	adjust	VERB
american_scientific_journal-11846	198	7	the	the	DET
american_scientific_journal-11846	198	8	number	number	NOUN
american_scientific_journal-11846	198	9	of	of	ADP
american_scientific_journal-11846	198	10	active	active	ADJ
american_scientific_journal-11846	198	11	pods	pod	NOUN
american_scientific_journal-11846	198	12	based	base	VERB
american_scientific_journal-11846	198	13	on	on	ADP
american_scientific_journal-11846	198	14	cpu	cpu	NOUN
american_scientific_journal-11846	198	15	or	or	CCONJ
american_scientific_journal-11846	198	16	custom	custom	NOUN
american_scientific_journal-11846	198	17	metrics	metric	NOUN
american_scientific_journal-11846	198	18	e.g.	e.g.	ADV
american_scientific_journal-11846	198	19	,	,	PUNCT
american_scientific_journal-11846	198	20	number	number	NOUN
american_scientific_journal-11846	198	21	of	of	ADP
american_scientific_journal-11846	198	22	incoming	incoming	ADJ
american_scientific_journal-11846	198	23	fastq	fastq	ADJ
american_scientific_journal-11846	198	24	files	file	NOUN
american_scientific_journal-11846	198	25	.	.	PUNCT
american_scientific_journal-11846	199	1			PRON
american_scientific_journal-11846	199	2	namespaces	namespace	NOUN
american_scientific_journal-11846	199	3	:	:	PUNCT
american_scientific_journal-11846	199	4	segregates	segregate	VERB
american_scientific_journal-11846	199	5	workloads	workload	NOUN
american_scientific_journal-11846	199	6	by	by	ADP
american_scientific_journal-11846	199	7	institution	institution	NOUN
american_scientific_journal-11846	199	8	,	,	PUNCT
american_scientific_journal-11846	199	9	team	team	NOUN
american_scientific_journal-11846	199	10	,	,	PUNCT
american_scientific_journal-11846	199	11	or	or	CCONJ
american_scientific_journal-11846	199	12	project	project	NOUN
american_scientific_journal-11846	199	13	.	.	PUNCT
american_scientific_journal-11846	200	1			PRON
american_scientific_journal-11846	200	2	helm	helm	ADJ
american_scientific_journal-11846	200	3	charts	chart	NOUN
american_scientific_journal-11846	200	4	:	:	PUNCT
american_scientific_journal-11846	200	5	package	package	NOUN
american_scientific_journal-11846	200	6	deployment	deployment	NOUN
american_scientific_journal-11846	200	7	templates	template	NOUN
american_scientific_journal-11846	200	8	for	for	ADP
american_scientific_journal-11846	200	9	tools	tool	NOUN
american_scientific_journal-11846	200	10	like	like	ADP
american_scientific_journal-11846	200	11	jupyterhub	jupyterhub	NOUN
american_scientific_journal-11846	200	12	,	,	PUNCT
american_scientific_journal-11846	200	13	galaxy	galaxy	NOUN
american_scientific_journal-11846	200	14	,	,	PUNCT
american_scientific_journal-11846	200	15	or	or	CCONJ
american_scientific_journal-11846	200	16	redcap	redcap	NOUN
american_scientific_journal-11846	200	17	.	.	PUNCT
american_scientific_journal-11846	201	1	american	american	ADJ
american_scientific_journal-11846	201	2	academic	academic	ADJ
american_scientific_journal-11846	201	3	scientific	scientific	ADJ
american_scientific_journal-11846	201	4	research	research	NOUN
american_scientific_journal-11846	201	5	journal	journal	NOUN
american_scientific_journal-11846	201	6	for	for	ADP
american_scientific_journal-11846	201	7	engineering	engineering	NOUN
american_scientific_journal-11846	201	8	,	,	PUNCT
american_scientific_journal-11846	201	9	technology	technology	NOUN
american_scientific_journal-11846	201	10	,	,	PUNCT
american_scientific_journal-11846	201	11	and	and	CCONJ
american_scientific_journal-11846	201	12	sciences	science	NOUN
american_scientific_journal-11846	201	13	(	(	PUNCT
american_scientific_journal-11846	201	14	asrjets	asrjet	NOUN
american_scientific_journal-11846	201	15	)	)	PUNCT
american_scientific_journal-11846	201	16	volume	volume	NOUN
american_scientific_journal-11846	201	17	103	103	NUM
american_scientific_journal-11846	201	18	,	,	PUNCT
american_scientific_journal-11846	201	19	no	no	DET
american_scientific_journal-11846	201	20	1	1	NUM
american_scientific_journal-11846	201	21	,	,	PUNCT
american_scientific_journal-11846	201	22	pp	pp	ADV
american_scientific_journal-11846	201	23	290	290	NUM
american_scientific_journal-11846	201	24	-	-	SYM
american_scientific_journal-11846	201	25	312	312	NUM
american_scientific_journal-11846	201	26	304	304	NUM
american_scientific_journal-11846	201	27	7.3	7.3	NUM
american_scientific_journal-11846	201	28	monitoring	monitoring	NOUN
american_scientific_journal-11846	201	29	,	,	PUNCT
american_scientific_journal-11846	201	30	logging	log	VERB
american_scientific_journal-11846	201	31	,	,	PUNCT
american_scientific_journal-11846	201	32	and	and	CCONJ
american_scientific_journal-11846	201	33	observability	observability	NOUN
american_scientific_journal-11846	201	34	operational	operational	ADJ
american_scientific_journal-11846	201	35	excellence	excellence	PROPN
american_scientific_journal-11846	201	36	in	in	ADP
american_scientific_journal-11846	201	37	biomedical	biomedical	ADJ
american_scientific_journal-11846	201	38	research	research	NOUN
american_scientific_journal-11846	201	39	platforms	platform	NOUN
american_scientific_journal-11846	201	40	depends	depend	VERB
american_scientific_journal-11846	201	41	on	on	ADP
american_scientific_journal-11846	201	42	real	real	ADJ
american_scientific_journal-11846	201	43	-	-	PUNCT
american_scientific_journal-11846	201	44	time	time	NOUN
american_scientific_journal-11846	201	45	observability	observability	NOUN
american_scientific_journal-11846	201	46	.	.	PUNCT
american_scientific_journal-11846	202	1	this	this	PRON
american_scientific_journal-11846	202	2	ensures	ensure	VERB
american_scientific_journal-11846	202	3	that	that	SCONJ
american_scientific_journal-11846	202	4	issues	issue	NOUN
american_scientific_journal-11846	202	5	are	be	AUX
american_scientific_journal-11846	202	6	detected	detect	VERB
american_scientific_journal-11846	202	7	early	early	ADV
american_scientific_journal-11846	202	8	,	,	PUNCT
american_scientific_journal-11846	202	9	data	datum	NOUN
american_scientific_journal-11846	202	10	pipelines	pipeline	NOUN
american_scientific_journal-11846	202	11	remain	remain	VERB
american_scientific_journal-11846	202	12	functional	functional	ADJ
american_scientific_journal-11846	202	13	,	,	PUNCT
american_scientific_journal-11846	202	14	and	and	CCONJ
american_scientific_journal-11846	202	15	performance	performance	NOUN
american_scientific_journal-11846	202	16	bottlenecks	bottleneck	NOUN
american_scientific_journal-11846	202	17	are	be	AUX
american_scientific_journal-11846	202	18	swiftly	swiftly	ADV
american_scientific_journal-11846	202	19	resolved	resolve	VERB
american_scientific_journal-11846	202	20	.	.	PUNCT
american_scientific_journal-11846	203	1	7.3.1	7.3.1	NUM
american_scientific_journal-11846	203	2	monitoring	monitoring	NOUN
american_scientific_journal-11846	203	3	tools	tool	NOUN
american_scientific_journal-11846	203	4	like	like	ADP
american_scientific_journal-11846	203	5	prometheus	prometheus	PROPN
american_scientific_journal-11846	203	6	and	and	CCONJ
american_scientific_journal-11846	203	7	grafana	grafana	PROPN
american_scientific_journal-11846	203	8	are	be	AUX
american_scientific_journal-11846	203	9	widely	widely	ADV
american_scientific_journal-11846	203	10	used	use	VERB
american_scientific_journal-11846	203	11	in	in	ADP
american_scientific_journal-11846	203	12	kubernetes	kubernete	NOUN
american_scientific_journal-11846	203	13	environments	environment	NOUN
american_scientific_journal-11846	203	14	:	:	PUNCT
american_scientific_journal-11846	203	15			NOUN
american_scientific_journal-11846	203	16	prometheus	prometheus	NOUN
american_scientific_journal-11846	203	17	collects	collect	VERB
american_scientific_journal-11846	203	18	metrics	metric	NOUN
american_scientific_journal-11846	203	19	from	from	ADP
american_scientific_journal-11846	203	20	services	service	NOUN
american_scientific_journal-11846	203	21	and	and	CCONJ
american_scientific_journal-11846	203	22	infrastructure	infrastructure	NOUN
american_scientific_journal-11846	203	23	.	.	PUNCT
american_scientific_journal-11846	204	1			PROPN
american_scientific_journal-11846	204	2	grafana	grafana	PROPN
american_scientific_journal-11846	204	3	provides	provide	VERB
american_scientific_journal-11846	204	4	visualization	visualization	NOUN
american_scientific_journal-11846	204	5	dashboards	dashboard	NOUN
american_scientific_journal-11846	204	6	for	for	ADP
american_scientific_journal-11846	204	7	performance	performance	NOUN
american_scientific_journal-11846	204	8	,	,	PUNCT
american_scientific_journal-11846	204	9	system	system	NOUN
american_scientific_journal-11846	204	10	health	health	NOUN
american_scientific_journal-11846	204	11	,	,	PUNCT
american_scientific_journal-11846	204	12	and	and	CCONJ
american_scientific_journal-11846	204	13	usage	usage	NOUN
american_scientific_journal-11846	204	14	patterns	pattern	NOUN
american_scientific_journal-11846	204	15	.	.	PUNCT
american_scientific_journal-11846	205	1	in	in	ADP
american_scientific_journal-11846	205	2	aws	aws	PROPN
american_scientific_journal-11846	205	3	,	,	PUNCT
american_scientific_journal-11846	205	4	cloudwatch	cloudwatch	VERB
american_scientific_journal-11846	205	5	provides	provide	VERB
american_scientific_journal-11846	205	6	metric	metric	ADJ
american_scientific_journal-11846	205	7	monitoring	monitoring	NOUN
american_scientific_journal-11846	205	8	and	and	CCONJ
american_scientific_journal-11846	205	9	alarm	alarm	NOUN
american_scientific_journal-11846	205	10	triggering	trigger	VERB
american_scientific_journal-11846	205	11	across	across	ADP
american_scientific_journal-11846	205	12	ec2	ec2	PROPN
american_scientific_journal-11846	205	13	,	,	PUNCT
american_scientific_journal-11846	205	14	lambda	lambda	NOUN
american_scientific_journal-11846	205	15	,	,	PUNCT
american_scientific_journal-11846	205	16	rds	rd	NOUN
american_scientific_journal-11846	205	17	,	,	PUNCT
american_scientific_journal-11846	205	18	and	and	CCONJ
american_scientific_journal-11846	205	19	other	other	ADJ
american_scientific_journal-11846	205	20	services	service	NOUN
american_scientific_journal-11846	205	21	.	.	PUNCT
american_scientific_journal-11846	206	1	example	example	NOUN
american_scientific_journal-11846	206	2	metrics	metric	NOUN
american_scientific_journal-11846	206	3	:	:	PUNCT
american_scientific_journal-11846	206	4			X
american_scientific_journal-11846	206	5	api	api	NOUN
american_scientific_journal-11846	206	6	response	response	NOUN
american_scientific_journal-11846	206	7	time	time	NOUN
american_scientific_journal-11846	206	8	for	for	SCONJ
american_scientific_journal-11846	206	9	genomic	genomic	ADJ
american_scientific_journal-11846	206	10	data	datum	NOUN
american_scientific_journal-11846	206	11	queries	query	VERB
american_scientific_journal-11846	206	12			NOUN
american_scientific_journal-11846	206	13	memory	memory	NOUN
american_scientific_journal-11846	206	14	and	and	CCONJ
american_scientific_journal-11846	206	15	cpu	cpu	NOUN
american_scientific_journal-11846	206	16	usage	usage	NOUN
american_scientific_journal-11846	206	17	of	of	ADP
american_scientific_journal-11846	206	18	inference	inference	NOUN
american_scientific_journal-11846	206	19	models	model	NOUN
american_scientific_journal-11846	206	20			NOUN
american_scientific_journal-11846	206	21	volume	volume	NOUN
american_scientific_journal-11846	206	22	of	of	ADP
american_scientific_journal-11846	206	23	processed	process	VERB
american_scientific_journal-11846	206	24	clinical	clinical	ADJ
american_scientific_journal-11846	206	25	events	event	NOUN
american_scientific_journal-11846	206	26	via	via	ADP
american_scientific_journal-11846	206	27	kafka	kafka	PROPN
american_scientific_journal-11846	206	28	7.3.2	7.3.2	NUM
american_scientific_journal-11846	206	29	logging	log	VERB
american_scientific_journal-11846	206	30	centralized	centralized	ADJ
american_scientific_journal-11846	206	31	logging	logging	NOUN
american_scientific_journal-11846	206	32	is	be	AUX
american_scientific_journal-11846	206	33	crucial	crucial	ADJ
american_scientific_journal-11846	206	34	for	for	ADP
american_scientific_journal-11846	206	35	debugging	debugging	NOUN
american_scientific_journal-11846	206	36	and	and	CCONJ
american_scientific_journal-11846	206	37	compliance	compliance	NOUN
american_scientific_journal-11846	206	38	.	.	PUNCT
american_scientific_journal-11846	207	1	biomedical	biomedical	ADJ
american_scientific_journal-11846	207	2	platforms	platform	NOUN
american_scientific_journal-11846	207	3	benefit	benefit	VERB
american_scientific_journal-11846	207	4	from	from	ADP
american_scientific_journal-11846	207	5	log	log	NOUN
american_scientific_journal-11846	207	6	aggregation	aggregation	NOUN
american_scientific_journal-11846	207	7	tools	tool	NOUN
american_scientific_journal-11846	207	8	such	such	ADJ
american_scientific_journal-11846	207	9	as	as	ADP
american_scientific_journal-11846	207	10	:	:	PUNCT
american_scientific_journal-11846	207	11			NOUN
american_scientific_journal-11846	207	12	elk	elk	NOUN
american_scientific_journal-11846	207	13	stack	stack	NOUN
american_scientific_journal-11846	207	14	[	[	X
american_scientific_journal-11846	207	15	9,14	9,14	X
american_scientific_journal-11846	207	16	]	]	PUNCT
american_scientific_journal-11846	207	17	for	for	ADP
american_scientific_journal-11846	207	18	real	real	ADJ
american_scientific_journal-11846	207	19	-	-	PUNCT
american_scientific_journal-11846	207	20	time	time	NOUN
american_scientific_journal-11846	207	21	search	search	NOUN
american_scientific_journal-11846	207	22	and	and	CCONJ
american_scientific_journal-11846	207	23	dashboards	dashboard	NOUN
american_scientific_journal-11846	207	24	.	.	PUNCT
american_scientific_journal-11846	208	1			PRON
american_scientific_journal-11846	208	2	fluentd	fluentd	NOUN
american_scientific_journal-11846	208	3	or	or	CCONJ
american_scientific_journal-11846	208	4	logstash	logstash	VERB
american_scientific_journal-11846	208	5	to	to	PART
american_scientific_journal-11846	208	6	route	route	VERB
american_scientific_journal-11846	208	7	logs	log	NOUN
american_scientific_journal-11846	208	8	from	from	ADP
american_scientific_journal-11846	208	9	kubernetes	kubernete	NOUN
american_scientific_journal-11846	208	10	pods	pod	NOUN
american_scientific_journal-11846	208	11	to	to	ADP
american_scientific_journal-11846	208	12	a	a	DET
american_scientific_journal-11846	208	13	centralized	centralized	ADJ
american_scientific_journal-11846	208	14	index	index	NOUN
american_scientific_journal-11846	208	15	.	.	PUNCT
american_scientific_journal-11846	209	1			X
american_scientific_journal-11846	209	2	cloud	cloud	ADJ
american_scientific_journal-11846	209	3	-	-	PUNCT
american_scientific_journal-11846	209	4	native	native	ADJ
american_scientific_journal-11846	209	5	logging	logging	NOUN
american_scientific_journal-11846	209	6	via	via	ADP
american_scientific_journal-11846	209	7	aws	aw	NOUN
american_scientific_journal-11846	209	8	cloudwatch	cloudwatch	NOUN
american_scientific_journal-11846	209	9	logs	log	NOUN
american_scientific_journal-11846	209	10	or	or	CCONJ
american_scientific_journal-11846	209	11	google	google	PROPN
american_scientific_journal-11846	209	12	cloud	cloud	NOUN
american_scientific_journal-11846	209	13	logging	logging	NOUN
american_scientific_journal-11846	209	14	.	.	PUNCT
american_scientific_journal-11846	210	1	7.3.3	7.3.3	NUM
american_scientific_journal-11846	210	2	resilience	resilience	NOUN
american_scientific_journal-11846	210	3	patterns	pattern	NOUN
american_scientific_journal-11846	210	4	fault	fault	VERB
american_scientific_journal-11846	210	5	tolerance	tolerance	NOUN
american_scientific_journal-11846	210	6	is	be	AUX
american_scientific_journal-11846	210	7	vital	vital	ADJ
american_scientific_journal-11846	210	8	for	for	SCONJ
american_scientific_journal-11846	210	9	platforms	platform	NOUN
american_scientific_journal-11846	210	10	supporting	support	VERB
american_scientific_journal-11846	210	11	clinical	clinical	ADJ
american_scientific_journal-11846	210	12	trials	trial	NOUN
american_scientific_journal-11846	210	13	or	or	CCONJ
american_scientific_journal-11846	210	14	high	high	ADJ
american_scientific_journal-11846	210	15	-	-	PUNCT
american_scientific_journal-11846	210	16	throughput	throughput	NOUN
american_scientific_journal-11846	210	17	genomics	genomic	NOUN
american_scientific_journal-11846	210	18	.	.	PUNCT
american_scientific_journal-11846	211	1	some	some	DET
american_scientific_journal-11846	211	2	common	common	ADJ
american_scientific_journal-11846	211	3	resilience	resilience	NOUN
american_scientific_journal-11846	211	4	patterns	pattern	NOUN
american_scientific_journal-11846	211	5	include	include	VERB
american_scientific_journal-11846	211	6	:	:	PUNCT
american_scientific_journal-11846	211	7			NOUN
american_scientific_journal-11846	211	8	circuit	circuit	NOUN
american_scientific_journal-11846	211	9	breakers	breaker	NOUN
american_scientific_journal-11846	211	10	[	[	X
american_scientific_journal-11846	211	11	3	3	NUM
american_scientific_journal-11846	211	12	]	]	PUNCT
american_scientific_journal-11846	211	13	:	:	PUNCT
american_scientific_journal-11846	211	14	prevent	prevent	VERB
american_scientific_journal-11846	211	15	cascading	cascade	VERB
american_scientific_journal-11846	211	16	failures	failure	NOUN
american_scientific_journal-11846	211	17	.	.	PUNCT
american_scientific_journal-11846	212	1			PROPN
american_scientific_journal-11846	212	2	retry	retry	ADJ
american_scientific_journal-11846	212	3	patterns	pattern	NOUN
american_scientific_journal-11846	212	4	:	:	PUNCT
american_scientific_journal-11846	212	5	automatically	automatically	ADV
american_scientific_journal-11846	212	6	retry	retry	ADJ
american_scientific_journal-11846	212	7	failed	fail	VERB
american_scientific_journal-11846	212	8	service	service	NOUN
american_scientific_journal-11846	212	9	calls	call	NOUN
american_scientific_journal-11846	212	10	.	.	PUNCT
american_scientific_journal-11846	213	1			NOUN
american_scientific_journal-11846	213	2	bulkheads	bulkhead	NOUN
american_scientific_journal-11846	213	3	:	:	PUNCT
american_scientific_journal-11846	213	4	isolate	isolate	VERB
american_scientific_journal-11846	213	5	microservices	microservice	NOUN
american_scientific_journal-11846	213	6	to	to	PART
american_scientific_journal-11846	213	7	limit	limit	VERB
american_scientific_journal-11846	213	8	failure	failure	NOUN
american_scientific_journal-11846	213	9	scope	scope	NOUN
american_scientific_journal-11846	213	10	.	.	PUNCT
american_scientific_journal-11846	214	1			NOUN
american_scientific_journal-11846	214	2	health	health	NOUN
american_scientific_journal-11846	214	3	checks	check	NOUN
american_scientific_journal-11846	214	4	and	and	CCONJ
american_scientific_journal-11846	214	5	probes	probe	NOUN
american_scientific_journal-11846	214	6	:	:	PUNCT
american_scientific_journal-11846	214	7	liveness	liveness	NOUN
american_scientific_journal-11846	214	8	/	/	SYM
american_scientific_journal-11846	214	9	readiness	readiness	NOUN
american_scientific_journal-11846	214	10	probes	probe	NOUN
american_scientific_journal-11846	214	11	in	in	ADP
american_scientific_journal-11846	214	12	kubernetes	kubernete	NOUN
american_scientific_journal-11846	214	13	ensure	ensure	VERB
american_scientific_journal-11846	214	14	only	only	ADV
american_scientific_journal-11846	214	15	healthy	healthy	ADJ
american_scientific_journal-11846	214	16	pods	pod	NOUN
american_scientific_journal-11846	214	17	serve	serve	VERB
american_scientific_journal-11846	214	18	traffic	traffic	NOUN
american_scientific_journal-11846	214	19	.	.	PUNCT
american_scientific_journal-11846	215	1	american	american	ADJ
american_scientific_journal-11846	215	2	academic	academic	ADJ
american_scientific_journal-11846	215	3	scientific	scientific	ADJ
american_scientific_journal-11846	215	4	research	research	NOUN
american_scientific_journal-11846	215	5	journal	journal	NOUN
american_scientific_journal-11846	215	6	for	for	ADP
american_scientific_journal-11846	215	7	engineering	engineering	NOUN
american_scientific_journal-11846	215	8	,	,	PUNCT
american_scientific_journal-11846	215	9	technology	technology	NOUN
american_scientific_journal-11846	215	10	,	,	PUNCT
american_scientific_journal-11846	215	11	and	and	CCONJ
american_scientific_journal-11846	215	12	sciences	science	NOUN
american_scientific_journal-11846	215	13	(	(	PUNCT
american_scientific_journal-11846	215	14	asrjets	asrjet	NOUN
american_scientific_journal-11846	215	15	)	)	PUNCT
american_scientific_journal-11846	215	16	volume	volume	NOUN
american_scientific_journal-11846	215	17	103	103	NUM
american_scientific_journal-11846	215	18	,	,	PUNCT
american_scientific_journal-11846	215	19	no	no	DET
american_scientific_journal-11846	215	20	1	1	NUM
american_scientific_journal-11846	215	21	,	,	PUNCT
american_scientific_journal-11846	215	22	pp	pp	ADV
american_scientific_journal-11846	215	23	290	290	NUM
american_scientific_journal-11846	215	24	-	-	SYM
american_scientific_journal-11846	215	25	312	312	NUM
american_scientific_journal-11846	215	26	305	305	NUM
american_scientific_journal-11846	215	27	7.4	7.4	NUM
american_scientific_journal-11846	215	28	scalability	scalability	NOUN
american_scientific_journal-11846	215	29	strategies	strategy	NOUN
american_scientific_journal-11846	215	30	biomedical	biomedical	ADJ
american_scientific_journal-11846	215	31	workloads	workload	NOUN
american_scientific_journal-11846	215	32	are	be	AUX
american_scientific_journal-11846	215	33	dynamic	dynamic	ADJ
american_scientific_journal-11846	215	34	some	some	DET
american_scientific_journal-11846	215	35	weeks	week	NOUN
american_scientific_journal-11846	215	36	may	may	AUX
american_scientific_journal-11846	215	37	see	see	VERB
american_scientific_journal-11846	215	38	a	a	DET
american_scientific_journal-11846	215	39	spike	spike	NOUN
american_scientific_journal-11846	215	40	in	in	ADP
american_scientific_journal-11846	215	41	genomic	genomic	ADJ
american_scientific_journal-11846	215	42	data	datum	NOUN
american_scientific_journal-11846	215	43	processing	processing	NOUN
american_scientific_journal-11846	215	44	;	;	PUNCT
american_scientific_journal-11846	215	45	others	other	NOUN
american_scientific_journal-11846	215	46	may	may	AUX
american_scientific_journal-11846	215	47	have	have	VERB
american_scientific_journal-11846	215	48	millions	million	NOUN
american_scientific_journal-11846	215	49	of	of	ADP
american_scientific_journal-11846	215	50	api	api	NOUN
american_scientific_journal-11846	215	51	calls	call	NOUN
american_scientific_journal-11846	215	52	due	due	ADJ
american_scientific_journal-11846	215	53	to	to	ADP
american_scientific_journal-11846	215	54	clinical	clinical	ADJ
american_scientific_journal-11846	215	55	trial	trial	NOUN
american_scientific_journal-11846	215	56	enrollments	enrollment	NOUN
american_scientific_journal-11846	215	57	.	.	PUNCT
american_scientific_journal-11846	216	1	thus	thus	ADV
american_scientific_journal-11846	216	2	,	,	PUNCT
american_scientific_journal-11846	216	3	scalability	scalability	NOUN
american_scientific_journal-11846	216	4	must	must	AUX
american_scientific_journal-11846	216	5	be	be	AUX
american_scientific_journal-11846	216	6	:	:	PUNCT
american_scientific_journal-11846	216	7			NOUN
american_scientific_journal-11846	216	8	horizontal	horizontal	ADJ
american_scientific_journal-11846	216	9	scaling	scaling	NOUN
american_scientific_journal-11846	216	10	involves	involve	VERB
american_scientific_journal-11846	216	11	adding	add	VERB
american_scientific_journal-11846	216	12	more	more	ADJ
american_scientific_journal-11846	216	13	instances	instance	NOUN
american_scientific_journal-11846	216	14	e.g.	e.g.	ADV
american_scientific_journal-11846	216	15	,	,	PUNCT
american_scientific_journal-11846	216	16	kafka	kafka	PROPN
american_scientific_journal-11846	216	17	consumers	consumer	NOUN
american_scientific_journal-11846	216	18	,	,	PUNCT
american_scientific_journal-11846	216	19	api	api	NOUN
american_scientific_journal-11846	216	20	pods	pod	NOUN
american_scientific_journal-11846	216	21	.	.	PUNCT
american_scientific_journal-11846	217	1			X
american_scientific_journal-11846	217	2	vertical	vertical	ADJ
american_scientific_journal-11846	217	3	scaling	scaling	NOUN
american_scientific_journal-11846	217	4	adjusts	adjust	VERB
american_scientific_journal-11846	217	5	resources	resource	NOUN
american_scientific_journal-11846	217	6	per	per	ADP
american_scientific_journal-11846	217	7	instance	instance	NOUN
american_scientific_journal-11846	217	8	e.g.	e.g.	ADV
american_scientific_journal-11846	217	9	,	,	PUNCT
american_scientific_journal-11846	217	10	memory	memory	NOUN
american_scientific_journal-11846	217	11	for	for	ADP
american_scientific_journal-11846	217	12	ml	ml	NOUN
american_scientific_journal-11846	217	13	models	model	NOUN
american_scientific_journal-11846	217	14	processing	process	VERB
american_scientific_journal-11846	217	15	omics	omic	NOUN
american_scientific_journal-11846	217	16	data	datum	NOUN
american_scientific_journal-11846	217	17	.	.	PUNCT
american_scientific_journal-11846	218	1	in	in	ADP
american_scientific_journal-11846	218	2	some	some	DET
american_scientific_journal-11846	218	3	cases	case	NOUN
american_scientific_journal-11846	218	4	,	,	PUNCT
american_scientific_journal-11846	218	5	serverless	serverless	NOUN
american_scientific_journal-11846	218	6	architectures	architecture	NOUN
american_scientific_journal-11846	218	7	like	like	ADP
american_scientific_journal-11846	218	8	aws	aw	NOUN
american_scientific_journal-11846	218	9	lambda	lambda	NOUN
american_scientific_journal-11846	218	10	or	or	CCONJ
american_scientific_journal-11846	218	11	google	google	PROPN
american_scientific_journal-11846	218	12	cloud	cloud	NOUN
american_scientific_journal-11846	218	13	functions	function	NOUN
american_scientific_journal-11846	218	14	offer	offer	VERB
american_scientific_journal-11846	218	15	event	event	NOUN
american_scientific_journal-11846	218	16	-	-	PUNCT
american_scientific_journal-11846	218	17	triggered	trigger	VERB
american_scientific_journal-11846	218	18	computation	computation	NOUN
american_scientific_journal-11846	218	19	for	for	ADP
american_scientific_journal-11846	218	20	:	:	PUNCT
american_scientific_journal-11846	218	21			NOUN
american_scientific_journal-11846	218	22	data	datum	NOUN
american_scientific_journal-11846	218	23	validation	validation	PROPN
american_scientific_journal-11846	218	24			PRON
american_scientific_journal-11846	218	25	fhir	fhir	PROPN
american_scientific_journal-11846	218	26	record	record	NOUN
american_scientific_journal-11846	218	27	conversion	conversion	NOUN
american_scientific_journal-11846	218	28			NOUN
american_scientific_journal-11846	218	29	notification	notification	NOUN
american_scientific_journal-11846	218	30	delivery	delivery	NOUN
american_scientific_journal-11846	218	31	e.g.	e.g.	ADV
american_scientific_journal-11846	218	32	,	,	PUNCT
american_scientific_journal-11846	218	33	clinical	clinical	ADJ
american_scientific_journal-11846	218	34	alerts	alert	NOUN
american_scientific_journal-11846	218	35	these	these	DET
american_scientific_journal-11846	218	36	components	component	NOUN
american_scientific_journal-11846	218	37	are	be	AUX
american_scientific_journal-11846	218	38	cost	cost	NOUN
american_scientific_journal-11846	218	39	-	-	PUNCT
american_scientific_journal-11846	218	40	efficient	efficient	ADJ
american_scientific_journal-11846	218	41	and	and	CCONJ
american_scientific_journal-11846	218	42	scale	scale	VERB
american_scientific_journal-11846	218	43	automatically	automatically	ADV
american_scientific_journal-11846	218	44	,	,	PUNCT
american_scientific_journal-11846	218	45	making	make	VERB
american_scientific_journal-11846	218	46	them	they	PRON
american_scientific_journal-11846	218	47	suitable	suitable	ADJ
american_scientific_journal-11846	218	48	for	for	ADP
american_scientific_journal-11846	218	49	unpredictable	unpredictable	ADJ
american_scientific_journal-11846	218	50	workloads	workload	NOUN
american_scientific_journal-11846	218	51	.	.	PUNCT
american_scientific_journal-11846	219	1	with	with	ADP
american_scientific_journal-11846	219	2	biomedical	biomedical	ADJ
american_scientific_journal-11846	219	3	systems	system	NOUN
american_scientific_journal-11846	219	4	increasingly	increasingly	ADV
american_scientific_journal-11846	219	5	using	use	VERB
american_scientific_journal-11846	219	6	apache	apache	PROPN
american_scientific_journal-11846	219	7	kafka	kafka	PROPN
american_scientific_journal-11846	219	8	for	for	ADP
american_scientific_journal-11846	219	9	event	event	NOUN
american_scientific_journal-11846	219	10	-	-	PUNCT
american_scientific_journal-11846	219	11	driven	drive	VERB
american_scientific_journal-11846	219	12	data	datum	NOUN
american_scientific_journal-11846	219	13	exchange	exchange	NOUN
american_scientific_journal-11846	219	14	,	,	PUNCT
american_scientific_journal-11846	219	15	autoscaling	autoscale	VERB
american_scientific_journal-11846	219	16	kafka	kafka	PROPN
american_scientific_journal-11846	219	17	brokers	broker	NOUN
american_scientific_journal-11846	219	18	and	and	CCONJ
american_scientific_journal-11846	219	19	consumers	consumer	NOUN
american_scientific_journal-11846	219	20	becomes	become	VERB
american_scientific_journal-11846	219	21	critical	critical	ADJ
american_scientific_journal-11846	219	22	.	.	PUNCT
american_scientific_journal-11846	220	1	tools	tool	NOUN
american_scientific_journal-11846	220	2	like	like	ADP
american_scientific_journal-11846	220	3	cruise	cruise	NOUN
american_scientific_journal-11846	220	4	control	control	NOUN
american_scientific_journal-11846	220	5	automate	automate	ADJ
american_scientific_journal-11846	220	6	rebalancing	rebalancing	NOUN
american_scientific_journal-11846	220	7	,	,	PUNCT
american_scientific_journal-11846	220	8	while	while	SCONJ
american_scientific_journal-11846	220	9	keda	keda	PROPN
american_scientific_journal-11846	221	1	[	[	X
american_scientific_journal-11846	221	2	10],[12	10],[12	PROPN
american_scientific_journal-11846	221	3	]	]	X
american_scientific_journal-11846	221	4	can	can	AUX
american_scientific_journal-11846	221	5	scale	scale	VERB
american_scientific_journal-11846	221	6	services	service	NOUN
american_scientific_journal-11846	221	7	based	base	VERB
american_scientific_journal-11846	221	8	on	on	ADP
american_scientific_journal-11846	221	9	kafka	kafka	PROPN
american_scientific_journal-11846	221	10	lag	lag	NOUN
american_scientific_journal-11846	221	11	metrics	metric	NOUN
american_scientific_journal-11846	221	12	.	.	PUNCT
american_scientific_journal-11846	222	1	7.5	7.5	NUM
american_scientific_journal-11846	222	2	compliance	compliance	NOUN
american_scientific_journal-11846	222	3	and	and	CCONJ
american_scientific_journal-11846	222	4	deployment	deployment	NOUN
american_scientific_journal-11846	222	5	governance	governance	NOUN
american_scientific_journal-11846	222	6	deployment	deployment	NOUN
american_scientific_journal-11846	222	7	must	must	AUX
american_scientific_journal-11846	222	8	also	also	ADV
american_scientific_journal-11846	222	9	consider	consider	VERB
american_scientific_journal-11846	222	10	regulatory	regulatory	ADJ
american_scientific_journal-11846	222	11	constraints	constraint	NOUN
american_scientific_journal-11846	222	12	.	.	PUNCT
american_scientific_journal-11846	223	1	this	this	PRON
american_scientific_journal-11846	223	2	includes	include	VERB
american_scientific_journal-11846	223	3	:	:	PUNCT
american_scientific_journal-11846	223	4			NOUN
american_scientific_journal-11846	223	5	tagging	tag	VERB
american_scientific_journal-11846	223	6	and	and	CCONJ
american_scientific_journal-11846	223	7	cost	cost	NOUN
american_scientific_journal-11846	223	8	monitoring	monitoring	NOUN
american_scientific_journal-11846	223	9	for	for	ADP
american_scientific_journal-11846	223	10	nih	nih	NOUN
american_scientific_journal-11846	223	11	-	-	PUNCT
american_scientific_journal-11846	223	12	funded	fund	VERB
american_scientific_journal-11846	223	13	resources	resource	NOUN
american_scientific_journal-11846	223	14			NOUN
american_scientific_journal-11846	223	15	encryption	encryption	NOUN
american_scientific_journal-11846	223	16	at	at	ADP
american_scientific_journal-11846	223	17	rest	rest	NOUN
american_scientific_journal-11846	223	18	and	and	CCONJ
american_scientific_journal-11846	223	19	in	in	ADP
american_scientific_journal-11846	223	20	transit	transit	NOUN
american_scientific_journal-11846	223	21	for	for	ADP
american_scientific_journal-11846	223	22	hipaa	hipaa	NOUN
american_scientific_journal-11846	223	23			NOUN
american_scientific_journal-11846	223	24	deployment	deployment	NOUN
american_scientific_journal-11846	223	25	auditing	auditing	NOUN
american_scientific_journal-11846	223	26	via	via	ADP
american_scientific_journal-11846	223	27	gitops	gitop	NOUN
american_scientific_journal-11846	223	28	e.g.	e.g.	ADV
american_scientific_journal-11846	223	29	,	,	PUNCT
american_scientific_journal-11846	223	30	argocd	argocd	ADJ
american_scientific_journal-11846	223	31	or	or	CCONJ
american_scientific_journal-11846	223	32	fluxcd	fluxcd	VERB
american_scientific_journal-11846	223	33			PRON
american_scientific_journal-11846	223	34	ci	ci	NOUN
american_scientific_journal-11846	223	35	/	/	SYM
american_scientific_journal-11846	223	36	cd	cd	NOUN
american_scientific_journal-11846	223	37	pipelines	pipeline	NOUN
american_scientific_journal-11846	223	38	e.g.	e.g.	ADV
american_scientific_journal-11846	223	39	,	,	PUNCT
american_scientific_journal-11846	223	40	jenkins	jenkins	PROPN
american_scientific_journal-11846	223	41	,	,	PUNCT
american_scientific_journal-11846	223	42	github	github	PROPN
american_scientific_journal-11846	223	43	actions	action	NOUN
american_scientific_journal-11846	223	44	to	to	PART
american_scientific_journal-11846	223	45	enforce	enforce	VERB
american_scientific_journal-11846	223	46	testing	testing	NOUN
american_scientific_journal-11846	223	47	before	before	ADP
american_scientific_journal-11846	223	48	promotion	promotion	NOUN
american_scientific_journal-11846	223	49	to	to	ADP
american_scientific_journal-11846	223	50	production	production	NOUN
american_scientific_journal-11846	223	51	table	table	NOUN
american_scientific_journal-11846	223	52	4	4	NUM
american_scientific_journal-11846	223	53	:	:	PUNCT
american_scientific_journal-11846	223	54	deployment	deployment	NOUN
american_scientific_journal-11846	223	55	toolchain	toolchain	NOUN
american_scientific_journal-11846	223	56	summary	summary	NOUN
american_scientific_journal-11846	223	57	function	function	NOUN
american_scientific_journal-11846	223	58	tool	tool	NOUN
american_scientific_journal-11846	223	59	compliance	compliance	NOUN
american_scientific_journal-11846	223	60	notes	note	VERB
american_scientific_journal-11846	223	61	iac	iac	PROPN
american_scientific_journal-11846	223	62	terraform	terraform	PROPN
american_scientific_journal-11846	223	63	,	,	PUNCT
american_scientific_journal-11846	223	64	cloudformation	cloudformation	NOUN
american_scientific_journal-11846	223	65	auditable	auditable	ADJ
american_scientific_journal-11846	223	66	,	,	PUNCT
american_scientific_journal-11846	223	67	version	version	NOUN
american_scientific_journal-11846	223	68	-	-	PUNCT
american_scientific_journal-11846	223	69	controlled	control	VERB
american_scientific_journal-11846	223	70	containerization	containerization	NOUN
american_scientific_journal-11846	223	71	docker	docker	NOUN
american_scientific_journal-11846	223	72	isolated	isolate	VERB
american_scientific_journal-11846	223	73	,	,	PUNCT
american_scientific_journal-11846	223	74	reproducible	reproducible	ADJ
american_scientific_journal-11846	223	75	orchestration	orchestration	NOUN
american_scientific_journal-11846	223	76	kubernetes	kubernete	NOUN
american_scientific_journal-11846	223	77	,	,	PUNCT
american_scientific_journal-11846	223	78	helm	helm	ADJ
american_scientific_journal-11846	223	79	auto	auto	NOUN
american_scientific_journal-11846	223	80	-	-	PUNCT
american_scientific_journal-11846	223	81	healing	healing	NOUN
american_scientific_journal-11846	223	82	,	,	PUNCT
american_scientific_journal-11846	223	83	rbac	rbac	PROPN
american_scientific_journal-11846	223	84	monitoring	monitoring	NOUN
american_scientific_journal-11846	223	85	prometheus	prometheus	PROPN
american_scientific_journal-11846	223	86	,	,	PUNCT
american_scientific_journal-11846	223	87	grafana	grafana	NOUN
american_scientific_journal-11846	223	88	alerting	alerting	NOUN
american_scientific_journal-11846	223	89	,	,	PUNCT
american_scientific_journal-11846	223	90	reporting	report	VERB
american_scientific_journal-11846	223	91	logging	log	VERB
american_scientific_journal-11846	223	92	fluentd	fluentd	NOUN
american_scientific_journal-11846	223	93	,	,	PUNCT
american_scientific_journal-11846	223	94	elk	elk	NOUN
american_scientific_journal-11846	223	95	centralized	centralize	VERB
american_scientific_journal-11846	223	96	logs	log	NOUN
american_scientific_journal-11846	223	97	for	for	ADP
american_scientific_journal-11846	223	98	hipaa	hipaa	NOUN
american_scientific_journal-11846	223	99	audits	audits	NOUN
american_scientific_journal-11846	223	100	ci	ci	PROPN
american_scientific_journal-11846	223	101	/	/	SYM
american_scientific_journal-11846	223	102	cd	cd	PROPN
american_scientific_journal-11846	223	103	github	github	PROPN
american_scientific_journal-11846	223	104	actions	action	NOUN
american_scientific_journal-11846	223	105	,	,	PUNCT
american_scientific_journal-11846	223	106	jenkins	jenkin	NOUN
american_scientific_journal-11846	223	107	testing	test	VERB
american_scientific_journal-11846	223	108	pipelines	pipeline	NOUN
american_scientific_journal-11846	223	109	deploying	deploy	VERB
american_scientific_journal-11846	223	110	biomedical	biomedical	ADJ
american_scientific_journal-11846	223	111	research	research	NOUN
american_scientific_journal-11846	223	112	platforms	platform	NOUN
american_scientific_journal-11846	223	113	at	at	ADP
american_scientific_journal-11846	223	114	scale	scale	NOUN
american_scientific_journal-11846	223	115	is	be	AUX
american_scientific_journal-11846	223	116	no	no	ADV
american_scientific_journal-11846	223	117	longer	long	ADV
american_scientific_journal-11846	223	118	an	an	DET
american_scientific_journal-11846	223	119	operational	operational	ADJ
american_scientific_journal-11846	223	120	afterthought	afterthought	NOUN
american_scientific_journal-11846	223	121	it	it	PRON
american_scientific_journal-11846	223	122	is	be	AUX
american_scientific_journal-11846	223	123	a	a	DET
american_scientific_journal-11846	223	124	foundational	foundational	ADJ
american_scientific_journal-11846	223	125	capability	capability	NOUN
american_scientific_journal-11846	223	126	.	.	PUNCT
american_scientific_journal-11846	224	1	through	through	ADP
american_scientific_journal-11846	224	2	iac	iac	PROPN
american_scientific_journal-11846	224	3	,	,	PUNCT
american_scientific_journal-11846	224	4	organizations	organization	NOUN
american_scientific_journal-11846	224	5	achieve	achieve	VERB
american_scientific_journal-11846	224	6	reproducibility	reproducibility	NOUN
american_scientific_journal-11846	224	7	and	and	CCONJ
american_scientific_journal-11846	224	8	automation	automation	NOUN
american_scientific_journal-11846	224	9	.	.	PUNCT
american_scientific_journal-11846	225	1	with	with	ADP
american_scientific_journal-11846	225	2	containerization	containerization	NOUN
american_scientific_journal-11846	225	3	and	and	CCONJ
american_scientific_journal-11846	225	4	american	american	ADJ
american_scientific_journal-11846	225	5	academic	academic	ADJ
american_scientific_journal-11846	225	6	scientific	scientific	ADJ
american_scientific_journal-11846	225	7	research	research	NOUN
american_scientific_journal-11846	225	8	journal	journal	NOUN
american_scientific_journal-11846	225	9	for	for	ADP
american_scientific_journal-11846	225	10	engineering	engineering	NOUN
american_scientific_journal-11846	225	11	,	,	PUNCT
american_scientific_journal-11846	225	12	technology	technology	NOUN
american_scientific_journal-11846	225	13	,	,	PUNCT
american_scientific_journal-11846	225	14	and	and	CCONJ
american_scientific_journal-11846	225	15	sciences	science	NOUN
american_scientific_journal-11846	225	16	(	(	PUNCT
american_scientific_journal-11846	225	17	asrjets	asrjet	NOUN
american_scientific_journal-11846	225	18	)	)	PUNCT
american_scientific_journal-11846	225	19	volume	volume	NOUN
american_scientific_journal-11846	225	20	103	103	NUM
american_scientific_journal-11846	225	21	,	,	PUNCT
american_scientific_journal-11846	225	22	no	no	DET
american_scientific_journal-11846	225	23	1	1	NUM
american_scientific_journal-11846	225	24	,	,	PUNCT
american_scientific_journal-11846	225	25	pp	pp	ADV
american_scientific_journal-11846	225	26	290	290	NUM
american_scientific_journal-11846	225	27	-	-	SYM
american_scientific_journal-11846	225	28	312	312	NUM
american_scientific_journal-11846	225	29	306	306	NUM
american_scientific_journal-11846	225	30	kubernetes	kubernete	NOUN
american_scientific_journal-11846	225	31	,	,	PUNCT
american_scientific_journal-11846	225	32	platforms	platform	NOUN
american_scientific_journal-11846	225	33	gain	gain	VERB
american_scientific_journal-11846	225	34	modularity	modularity	NOUN
american_scientific_journal-11846	225	35	,	,	PUNCT
american_scientific_journal-11846	225	36	agility	agility	NOUN
american_scientific_journal-11846	225	37	,	,	PUNCT
american_scientific_journal-11846	225	38	and	and	CCONJ
american_scientific_journal-11846	225	39	elasticity	elasticity	NOUN
american_scientific_journal-11846	225	40	.	.	PUNCT
american_scientific_journal-11846	226	1	and	and	CCONJ
american_scientific_journal-11846	226	2	by	by	ADP
american_scientific_journal-11846	226	3	embracing	embrace	VERB
american_scientific_journal-11846	226	4	observability	observability	NOUN
american_scientific_journal-11846	226	5	and	and	CCONJ
american_scientific_journal-11846	226	6	resilience	resilience	NOUN
american_scientific_journal-11846	226	7	engineering	engineering	NOUN
american_scientific_journal-11846	226	8	,	,	PUNCT
american_scientific_journal-11846	226	9	biomedical	biomedical	ADJ
american_scientific_journal-11846	226	10	systems	system	NOUN
american_scientific_journal-11846	226	11	ensure	ensure	VERB
american_scientific_journal-11846	226	12	availability	availability	NOUN
american_scientific_journal-11846	226	13	and	and	CCONJ
american_scientific_journal-11846	226	14	fault	fault	VERB
american_scientific_journal-11846	226	15	tolerance	tolerance	NOUN
american_scientific_journal-11846	226	16	in	in	ADP
american_scientific_journal-11846	226	17	high	high	ADJ
american_scientific_journal-11846	226	18	-	-	PUNCT
american_scientific_journal-11846	226	19	stakes	stake	NOUN
american_scientific_journal-11846	226	20	environments	environment	NOUN
american_scientific_journal-11846	226	21	.	.	PUNCT
american_scientific_journal-11846	227	1	together	together	ADV
american_scientific_journal-11846	227	2	,	,	PUNCT
american_scientific_journal-11846	227	3	these	these	DET
american_scientific_journal-11846	227	4	practices	practice	NOUN
american_scientific_journal-11846	227	5	form	form	VERB
american_scientific_journal-11846	227	6	the	the	DET
american_scientific_journal-11846	227	7	backbone	backbone	NOUN
american_scientific_journal-11846	227	8	of	of	ADP
american_scientific_journal-11846	227	9	a	a	DET
american_scientific_journal-11846	227	10	robust	robust	ADJ
american_scientific_journal-11846	227	11	digital	digital	ADJ
american_scientific_journal-11846	227	12	health	health	NOUN
american_scientific_journal-11846	227	13	ecosystem	ecosystem	NOUN
american_scientific_journal-11846	227	14	capable	capable	ADJ
american_scientific_journal-11846	227	15	of	of	ADP
american_scientific_journal-11846	227	16	supporting	support	VERB
american_scientific_journal-11846	227	17	genomics	genomic	NOUN
american_scientific_journal-11846	227	18	research	research	NOUN
american_scientific_journal-11846	227	19	,	,	PUNCT
american_scientific_journal-11846	227	20	clinical	clinical	ADJ
american_scientific_journal-11846	227	21	trials	trial	NOUN
american_scientific_journal-11846	227	22	,	,	PUNCT
american_scientific_journal-11846	227	23	precision	precision	NOUN
american_scientific_journal-11846	227	24	medicine	medicine	NOUN
american_scientific_journal-11846	227	25	,	,	PUNCT
american_scientific_journal-11846	227	26	and	and	CCONJ
american_scientific_journal-11846	227	27	real	real	ADJ
american_scientific_journal-11846	227	28	-	-	PUNCT
american_scientific_journal-11846	227	29	time	time	NOUN
american_scientific_journal-11846	227	30	public	public	ADJ
american_scientific_journal-11846	227	31	health	health	NOUN
american_scientific_journal-11846	227	32	interventions	intervention	NOUN
american_scientific_journal-11846	227	33	.	.	PUNCT
american_scientific_journal-11846	228	1	8.case	8.case	NUM
american_scientific_journal-11846	228	2	study	study	NOUN
american_scientific_journal-11846	228	3	:	:	PUNCT
american_scientific_journal-11846	228	4	applying	apply	VERB
american_scientific_journal-11846	228	5	the	the	DET
american_scientific_journal-11846	228	6	proposed	propose	VERB
american_scientific_journal-11846	228	7	architecture	architecture	NOUN
american_scientific_journal-11846	228	8	in	in	ADP
american_scientific_journal-11846	228	9	a	a	DET
american_scientific_journal-11846	228	10	public	public	ADJ
american_scientific_journal-11846	228	11	–	–	PUNCT
american_scientific_journal-11846	228	12	private	private	ADJ
american_scientific_journal-11846	228	13	biomedical	biomedical	ADJ
american_scientific_journal-11846	228	14	research	research	NOUN
american_scientific_journal-11846	228	15	project	project	NOUN
american_scientific_journal-11846	228	16	8.1context	8.1context	NUM
american_scientific_journal-11846	228	17	and	and	CCONJ
american_scientific_journal-11846	228	18	overview	overview	NOUN
american_scientific_journal-11846	228	19	to	to	PART
american_scientific_journal-11846	228	20	illustrate	illustrate	VERB
american_scientific_journal-11846	228	21	the	the	DET
american_scientific_journal-11846	228	22	applicability	applicability	NOUN
american_scientific_journal-11846	228	23	and	and	CCONJ
american_scientific_journal-11846	228	24	robustness	robustness	NOUN
american_scientific_journal-11846	228	25	of	of	ADP
american_scientific_journal-11846	228	26	the	the	DET
american_scientific_journal-11846	228	27	proposed	propose	VERB
american_scientific_journal-11846	228	28	microservices	microservice	NOUN
american_scientific_journal-11846	228	29	-	-	PUNCT
american_scientific_journal-11846	228	30	based	base	VERB
american_scientific_journal-11846	228	31	,	,	PUNCT
american_scientific_journal-11846	228	32	cloud	cloud	ADJ
american_scientific_journal-11846	228	33	-	-	PUNCT
american_scientific_journal-11846	228	34	native	native	ADJ
american_scientific_journal-11846	228	35	architecture	architecture	NOUN
american_scientific_journal-11846	228	36	,	,	PUNCT
american_scientific_journal-11846	228	37	consider	consider	VERB
american_scientific_journal-11846	228	38	a	a	DET
american_scientific_journal-11846	228	39	public	public	ADJ
american_scientific_journal-11846	228	40	–	–	PUNCT
american_scientific_journal-11846	228	41	private	private	ADJ
american_scientific_journal-11846	228	42	case	case	NOUN
american_scientific_journal-11846	228	43	study	study	NOUN
american_scientific_journal-11846	228	44	involving	involve	VERB
american_scientific_journal-11846	228	45	the	the	DET
american_scientific_journal-11846	228	46	collaboration	collaboration	NOUN
american_scientific_journal-11846	228	47	between	between	ADP
american_scientific_journal-11846	228	48	a	a	DET
american_scientific_journal-11846	228	49	government	government	NOUN
american_scientific_journal-11846	228	50	-	-	PUNCT
american_scientific_journal-11846	228	51	funded	fund	VERB
american_scientific_journal-11846	228	52	clinical	clinical	ADJ
american_scientific_journal-11846	228	53	research	research	NOUN
american_scientific_journal-11846	228	54	consortium	consortium	NOUN
american_scientific_journal-11846	228	55	and	and	CCONJ
american_scientific_journal-11846	228	56	a	a	DET
american_scientific_journal-11846	228	57	commercial	commercial	ADJ
american_scientific_journal-11846	228	58	biotech	biotech	ADJ
american_scientific_journal-11846	228	59	company	company	NOUN
american_scientific_journal-11846	228	60	.	.	PUNCT
american_scientific_journal-11846	229	1	the	the	DET
american_scientific_journal-11846	229	2	initiative	initiative	NOUN
american_scientific_journal-11846	229	3	,	,	PUNCT
american_scientific_journal-11846	229	4	called	call	VERB
american_scientific_journal-11846	229	5	biogen	biogen	PROPN
american_scientific_journal-11846	229	6	-	-	PUNCT
american_scientific_journal-11846	229	7	x	x	PROPN
american_scientific_journal-11846	229	8	,	,	PUNCT
american_scientific_journal-11846	229	9	seeks	seek	VERB
american_scientific_journal-11846	229	10	to	to	PART
american_scientific_journal-11846	229	11	investigate	investigate	VERB
american_scientific_journal-11846	229	12	real	real	ADJ
american_scientific_journal-11846	229	13	-	-	PUNCT
american_scientific_journal-11846	229	14	world	world	NOUN
american_scientific_journal-11846	229	15	genomic	genomic	NOUN
american_scientific_journal-11846	229	16	variations	variation	NOUN
american_scientific_journal-11846	229	17	and	and	CCONJ
american_scientific_journal-11846	229	18	their	their	PRON
american_scientific_journal-11846	229	19	impact	impact	NOUN
american_scientific_journal-11846	229	20	on	on	ADP
american_scientific_journal-11846	229	21	treatment	treatment	NOUN
american_scientific_journal-11846	229	22	response	response	NOUN
american_scientific_journal-11846	229	23	in	in	ADP
american_scientific_journal-11846	229	24	autoimmune	autoimmune	ADJ
american_scientific_journal-11846	229	25	diseases	disease	NOUN
american_scientific_journal-11846	229	26	.	.	PUNCT
american_scientific_journal-11846	230	1	participating	participate	VERB
american_scientific_journal-11846	230	2	in	in	ADP
american_scientific_journal-11846	230	3	entities	entity	NOUN
american_scientific_journal-11846	230	4	include	include	VERB
american_scientific_journal-11846	230	5	:	:	PUNCT
american_scientific_journal-11846	230	6			NOUN
american_scientific_journal-11846	230	7	consortium	consortium	PROPN
american_scientific_journal-11846	230	8	hub	hub	PROPN
american_scientific_journal-11846	230	9	public	public	NOUN
american_scientific_journal-11846	230	10	:	:	PUNCT
american_scientific_journal-11846	230	11	national	national	ADJ
american_scientific_journal-11846	230	12	institutes	institutes	PROPN
american_scientific_journal-11846	230	13	of	of	ADP
american_scientific_journal-11846	230	14	health	health	NOUN
american_scientific_journal-11846	230	15	–	–	PUNCT
american_scientific_journal-11846	230	16	funded	fund	VERB
american_scientific_journal-11846	230	17	academic	academic	ADJ
american_scientific_journal-11846	230	18	centers	center	NOUN
american_scientific_journal-11846	230	19	responsible	responsible	ADJ
american_scientific_journal-11846	230	20	for	for	ADP
american_scientific_journal-11846	230	21	clinical	clinical	ADJ
american_scientific_journal-11846	230	22	data	datum	NOUN
american_scientific_journal-11846	230	23	collection	collection	NOUN
american_scientific_journal-11846	230	24	,	,	PUNCT
american_scientific_journal-11846	230	25	ehr	ehr	NOUN
american_scientific_journal-11846	230	26	integration	integration	NOUN
american_scientific_journal-11846	230	27	,	,	PUNCT
american_scientific_journal-11846	230	28	and	and	CCONJ
american_scientific_journal-11846	230	29	regulatory	regulatory	ADJ
american_scientific_journal-11846	230	30	compliance	compliance	NOUN
american_scientific_journal-11846	230	31	.	.	PUNCT
american_scientific_journal-11846	231	1			X
american_scientific_journal-11846	231	2	biotech	biotech	ADJ
american_scientific_journal-11846	231	3	lab	lab	NOUN
american_scientific_journal-11846	231	4	private	private	ADJ
american_scientific_journal-11846	231	5	:	:	PUNCT
american_scientific_journal-11846	231	6	performs	perform	VERB
american_scientific_journal-11846	231	7	genomic	genomic	ADJ
american_scientific_journal-11846	231	8	sequencing	sequencing	NOUN
american_scientific_journal-11846	231	9	,	,	PUNCT
american_scientific_journal-11846	231	10	data	datum	NOUN
american_scientific_journal-11846	231	11	analysis	analysis	NOUN
american_scientific_journal-11846	231	12	,	,	PUNCT
american_scientific_journal-11846	231	13	and	and	CCONJ
american_scientific_journal-11846	231	14	ai	ai	ADJ
american_scientific_journal-11846	231	15	-	-	PUNCT
american_scientific_journal-11846	231	16	driven	drive	VERB
american_scientific_journal-11846	231	17	variant	variant	NOUN
american_scientific_journal-11846	231	18	interpretation	interpretation	NOUN
american_scientific_journal-11846	231	19	.	.	PUNCT
american_scientific_journal-11846	232	1			PRON
american_scientific_journal-11846	232	2	fhir	fhir	ADV
american_scientific_journal-11846	232	3	-	-	PUNCT
american_scientific_journal-11846	232	4	based	base	VERB
american_scientific_journal-11846	232	5	data	datum	NOUN
american_scientific_journal-11846	232	6	platform	platform	NOUN
american_scientific_journal-11846	232	7	:	:	PUNCT
american_scientific_journal-11846	232	8	a	a	DET
american_scientific_journal-11846	232	9	joint	joint	ADJ
american_scientific_journal-11846	232	10	deployment	deployment	NOUN
american_scientific_journal-11846	232	11	of	of	ADP
american_scientific_journal-11846	232	12	the	the	DET
american_scientific_journal-11846	232	13	microservice	microservice	NOUN
american_scientific_journal-11846	232	14	architecture	architecture	NOUN
american_scientific_journal-11846	232	15	bridging	bridge	VERB
american_scientific_journal-11846	232	16	both	both	DET
american_scientific_journal-11846	232	17	entities	entity	NOUN
american_scientific_journal-11846	232	18	,	,	PUNCT
american_scientific_journal-11846	232	19	hosted	host	VERB
american_scientific_journal-11846	232	20	on	on	ADP
american_scientific_journal-11846	232	21	aws	aw	NOUN
american_scientific_journal-11846	232	22	with	with	ADP
american_scientific_journal-11846	232	23	secure	secure	ADJ
american_scientific_journal-11846	232	24	connectivity	connectivity	NOUN
american_scientific_journal-11846	232	25	to	to	ADP
american_scientific_journal-11846	232	26	on	on	ADP
american_scientific_journal-11846	232	27	-	-	PUNCT
american_scientific_journal-11846	232	28	premises	premise	VERB
american_scientific_journal-11846	232	29	clinical	clinical	ADJ
american_scientific_journal-11846	232	30	systems	system	NOUN
american_scientific_journal-11846	232	31	.	.	PUNCT
american_scientific_journal-11846	233	1	the	the	DET
american_scientific_journal-11846	233	2	goal	goal	NOUN
american_scientific_journal-11846	233	3	is	be	AUX
american_scientific_journal-11846	233	4	to	to	PART
american_scientific_journal-11846	233	5	enable	enable	VERB
american_scientific_journal-11846	233	6	real	real	ADJ
american_scientific_journal-11846	233	7	-	-	PUNCT
american_scientific_journal-11846	233	8	time	time	NOUN
american_scientific_journal-11846	233	9	data	datum	NOUN
american_scientific_journal-11846	233	10	sharing	sharing	NOUN
american_scientific_journal-11846	233	11	,	,	PUNCT
american_scientific_journal-11846	233	12	combined	combined	ADJ
american_scientific_journal-11846	233	13	analytics	analytic	NOUN
american_scientific_journal-11846	233	14	,	,	PUNCT
american_scientific_journal-11846	233	15	and	and	CCONJ
american_scientific_journal-11846	233	16	secure	secure	VERB
american_scientific_journal-11846	233	17	access	access	NOUN
american_scientific_journal-11846	233	18	control	control	NOUN
american_scientific_journal-11846	233	19	while	while	SCONJ
american_scientific_journal-11846	233	20	maintaining	maintain	VERB
american_scientific_journal-11846	233	21	compliance	compliance	NOUN
american_scientific_journal-11846	233	22	with	with	ADP
american_scientific_journal-11846	233	23	hipaa	hipaa	PROPN
american_scientific_journal-11846	233	24	and	and	CCONJ
american_scientific_journal-11846	233	25	nih	nih	PROPN
american_scientific_journal-11846	233	26	policies	policy	NOUN
american_scientific_journal-11846	233	27	.	.	PUNCT
american_scientific_journal-11846	234	1	8.2system	8.2system	NUM
american_scientific_journal-11846	234	2	setup	setup	NOUN
american_scientific_journal-11846	234	3	and	and	CCONJ
american_scientific_journal-11846	234	4	architectural	architectural	ADJ
american_scientific_journal-11846	234	5	deployment	deployment	NOUN
american_scientific_journal-11846	234	6	8.2.1infrastructure	8.2.1infrastructure	NOUN
american_scientific_journal-11846	234	7	and	and	CCONJ
american_scientific_journal-11846	234	8	orchestration	orchestration	NOUN
american_scientific_journal-11846	234	9			NOUN
american_scientific_journal-11846	235	1	the	the	DET
american_scientific_journal-11846	235	2	platform	platform	NOUN
american_scientific_journal-11846	235	3	was	be	AUX
american_scientific_journal-11846	235	4	deployed	deploy	VERB
american_scientific_journal-11846	235	5	using	use	VERB
american_scientific_journal-11846	235	6	terraform	terraform	NOUN
american_scientific_journal-11846	235	7	modular	modular	ADJ
american_scientific_journal-11846	235	8	templates	template	NOUN
american_scientific_journal-11846	235	9	,	,	PUNCT
american_scientific_journal-11846	235	10	provisioning	provision	VERB
american_scientific_journal-11846	235	11	resources	resource	NOUN
american_scientific_journal-11846	235	12	including	include	VERB
american_scientific_journal-11846	235	13	an	an	DET
american_scientific_journal-11846	235	14	amazon	amazon	NOUN
american_scientific_journal-11846	235	15	eks	eks	PROPN
american_scientific_journal-11846	235	16	cluster	cluster	NOUN
american_scientific_journal-11846	235	17	,	,	PUNCT
american_scientific_journal-11846	235	18	rds	rds	NOUN
american_scientific_journal-11846	235	19	databases	database	NOUN
american_scientific_journal-11846	235	20	,	,	PUNCT
american_scientific_journal-11846	235	21	s3	s3	NOUN
american_scientific_journal-11846	235	22	buckets	bucket	NOUN
american_scientific_journal-11846	235	23	for	for	ADP
american_scientific_journal-11846	235	24	raw	raw	ADJ
american_scientific_journal-11846	235	25	sequencing	sequence	VERB
american_scientific_journal-11846	235	26	data	datum	NOUN
american_scientific_journal-11846	235	27	,	,	PUNCT
american_scientific_journal-11846	235	28	and	and	CCONJ
american_scientific_journal-11846	235	29	api	api	NOUN
american_scientific_journal-11846	235	30	gateway	gateway	NOUN
american_scientific_journal-11846	235	31	endpoints	endpoint	NOUN
american_scientific_journal-11846	235	32	.	.	PUNCT
american_scientific_journal-11846	236	1			PRON
american_scientific_journal-11846	236	2	each	each	DET
american_scientific_journal-11846	236	3	domain	domain	NOUN
american_scientific_journal-11846	236	4	of	of	ADP
american_scientific_journal-11846	236	5	functionality	functionality	NOUN
american_scientific_journal-11846	236	6	e.g.	e.g.	ADV
american_scientific_journal-11846	236	7	,	,	PUNCT
american_scientific_journal-11846	236	8	consent	consent	NOUN
american_scientific_journal-11846	236	9	management	management	NOUN
american_scientific_journal-11846	236	10	,	,	PUNCT
american_scientific_journal-11846	236	11	sequencing	sequence	VERB
american_scientific_journal-11846	236	12	ingestion	ingestion	NOUN
american_scientific_journal-11846	236	13	,	,	PUNCT
american_scientific_journal-11846	236	14	analytics	analytic	NOUN
american_scientific_journal-11846	236	15	was	be	AUX
american_scientific_journal-11846	236	16	encapsulated	encapsulate	VERB
american_scientific_journal-11846	236	17	as	as	ADP
american_scientific_journal-11846	236	18	a	a	DET
american_scientific_journal-11846	236	19	docker	docker	NOUN
american_scientific_journal-11846	236	20	container	container	NOUN
american_scientific_journal-11846	236	21	and	and	CCONJ
american_scientific_journal-11846	236	22	orchestrated	orchestrate	VERB
american_scientific_journal-11846	236	23	via	via	ADP
american_scientific_journal-11846	236	24	kubernetes	kubernete	NOUN
american_scientific_journal-11846	236	25	.	.	PUNCT
american_scientific_journal-11846	237	1			X
american_scientific_journal-11846	237	2	a	a	DET
american_scientific_journal-11846	237	3	service	service	NOUN
american_scientific_journal-11846	237	4	mesh	mesh	NOUN
american_scientific_journal-11846	237	5	[	[	X
american_scientific_journal-11846	237	6	3	3	NUM
american_scientific_journal-11846	237	7	]	]	PUNCT
american_scientific_journal-11846	237	8	enabled	enable	VERB
american_scientific_journal-11846	237	9	secure	secure	ADJ
american_scientific_journal-11846	237	10	inter	inter	ADJ
american_scientific_journal-11846	237	11	-	-	ADJ
american_scientific_journal-11846	237	12	service	service	ADJ
american_scientific_journal-11846	237	13	communication	communication	NOUN
american_scientific_journal-11846	237	14	with	with	ADP
american_scientific_journal-11846	237	15	automatic	automatic	ADJ
american_scientific_journal-11846	237	16	mutual	mutual	ADJ
american_scientific_journal-11846	237	17	tls	tls	NOUN
american_scientific_journal-11846	237	18	,	,	PUNCT
american_scientific_journal-11846	237	19	enabling	enable	VERB
american_scientific_journal-11846	237	20	secure	secure	ADJ
american_scientific_journal-11846	237	21	communications	communication	NOUN
american_scientific_journal-11846	237	22	across	across	ADP
american_scientific_journal-11846	237	23	network	network	NOUN
american_scientific_journal-11846	237	24	boundaries	boundary	NOUN
american_scientific_journal-11846	237	25	.	.	PUNCT
american_scientific_journal-11846	238	1	8.2.2data	8.2.2data	ADJ
american_scientific_journal-11846	238	2	standards	standard	NOUN
american_scientific_journal-11846	238	3	and	and	CCONJ
american_scientific_journal-11846	238	4	pipeline	pipeline	NOUN
american_scientific_journal-11846	238	5			NOUN
american_scientific_journal-11846	238	6	genomic	genomic	ADJ
american_scientific_journal-11846	238	7	data	datum	NOUN
american_scientific_journal-11846	238	8	from	from	ADP
american_scientific_journal-11846	238	9	biotech	biotech	ADJ
american_scientific_journal-11846	238	10	lab	lab	NOUN
american_scientific_journal-11846	238	11	was	be	AUX
american_scientific_journal-11846	238	12	formatted	format	VERB
american_scientific_journal-11846	238	13	into	into	ADP
american_scientific_journal-11846	238	14	a	a	DET
american_scientific_journal-11846	238	15	fhir	fhir	NOUN
american_scientific_journal-11846	238	16	-	-	PUNCT
american_scientific_journal-11846	238	17	based	base	VERB
american_scientific_journal-11846	238	18	diagnostic	diagnostic	ADJ
american_scientific_journal-11846	238	19	report	report	NOUN
american_scientific_journal-11846	238	20	resource	resource	NOUN
american_scientific_journal-11846	238	21	.	.	PUNCT
american_scientific_journal-11846	239	1			X
american_scientific_journal-11846	239	2	clinical	clinical	ADJ
american_scientific_journal-11846	239	3	data	datum	NOUN
american_scientific_journal-11846	239	4	from	from	ADP
american_scientific_journal-11846	239	5	academic	academic	ADJ
american_scientific_journal-11846	239	6	centers	center	NOUN
american_scientific_journal-11846	239	7	were	be	AUX
american_scientific_journal-11846	239	8	converted	convert	VERB
american_scientific_journal-11846	239	9	into	into	ADP
american_scientific_journal-11846	239	10	fhir	fhir	ADJ
american_scientific_journal-11846	239	11	observation	observation	NOUN
american_scientific_journal-11846	239	12	and	and	CCONJ
american_scientific_journal-11846	239	13	patient	patient	ADJ
american_scientific_journal-11846	239	14	resources	resource	NOUN
american_scientific_journal-11846	239	15	.	.	PUNCT
american_scientific_journal-11846	240	1			X
american_scientific_journal-11846	240	2	a	a	DET
american_scientific_journal-11846	240	3	kafka	kafka	PROPN
american_scientific_journal-11846	240	4	-	-	PUNCT
american_scientific_journal-11846	240	5	based	base	VERB
american_scientific_journal-11846	240	6	ingestion	ingestion	NOUN
american_scientific_journal-11846	240	7	pipeline	pipeline	NOUN
american_scientific_journal-11846	240	8	merged	merge	VERB
american_scientific_journal-11846	240	9	clinical	clinical	ADJ
american_scientific_journal-11846	240	10	and	and	CCONJ
american_scientific_journal-11846	240	11	genomic	genomic	ADJ
american_scientific_journal-11846	240	12	streams	stream	NOUN
american_scientific_journal-11846	240	13	and	and	CCONJ
american_scientific_journal-11846	240	14	fed	feed	VERB
american_scientific_journal-11846	240	15	them	they	PRON
american_scientific_journal-11846	240	16	into	into	ADP
american_scientific_journal-11846	240	17	ai	ai	ADJ
american_scientific_journal-11846	240	18	modules	module	NOUN
american_scientific_journal-11846	240	19	for	for	ADP
american_scientific_journal-11846	240	20	american	american	ADJ
american_scientific_journal-11846	240	21	academic	academic	ADJ
american_scientific_journal-11846	240	22	scientific	scientific	ADJ
american_scientific_journal-11846	240	23	research	research	NOUN
american_scientific_journal-11846	240	24	journal	journal	NOUN
american_scientific_journal-11846	240	25	for	for	ADP
american_scientific_journal-11846	240	26	engineering	engineering	NOUN
american_scientific_journal-11846	240	27	,	,	PUNCT
american_scientific_journal-11846	240	28	technology	technology	NOUN
american_scientific_journal-11846	240	29	,	,	PUNCT
american_scientific_journal-11846	240	30	and	and	CCONJ
american_scientific_journal-11846	240	31	sciences	science	NOUN
american_scientific_journal-11846	240	32	(	(	PUNCT
american_scientific_journal-11846	240	33	asrjets	asrjet	NOUN
american_scientific_journal-11846	240	34	)	)	PUNCT
american_scientific_journal-11846	240	35	volume	volume	NOUN
american_scientific_journal-11846	240	36	103	103	NUM
american_scientific_journal-11846	240	37	,	,	PUNCT
american_scientific_journal-11846	240	38	no	no	DET
american_scientific_journal-11846	240	39	1	1	NUM
american_scientific_journal-11846	240	40	,	,	PUNCT
american_scientific_journal-11846	240	41	pp	pp	ADV
american_scientific_journal-11846	240	42	290	290	NUM
american_scientific_journal-11846	240	43	-	-	SYM
american_scientific_journal-11846	240	44	312	312	NUM
american_scientific_journal-11846	240	45	307	307	NUM
american_scientific_journal-11846	240	46	variant	variant	ADJ
american_scientific_journal-11846	240	47	analysis	analysis	NOUN
american_scientific_journal-11846	240	48	.	.	PUNCT
american_scientific_journal-11846	241	1			X
american_scientific_journal-11846	241	2	a	a	DET
american_scientific_journal-11846	241	3	schema	schema	NOUN
american_scientific_journal-11846	241	4	registry	registry	NOUN
american_scientific_journal-11846	241	5	[	[	X
american_scientific_journal-11846	241	6	11	11	NUM
american_scientific_journal-11846	241	7	]	]	PUNCT
american_scientific_journal-11846	241	8	validated	validate	VERB
american_scientific_journal-11846	241	9	real	real	ADJ
american_scientific_journal-11846	241	10	-	-	PUNCT
american_scientific_journal-11846	241	11	time	time	NOUN
american_scientific_journal-11846	241	12	payloads	payload	NOUN
american_scientific_journal-11846	241	13	against	against	ADP
american_scientific_journal-11846	241	14	predefined	predefine	VERB
american_scientific_journal-11846	241	15	avro	avro	NOUN
american_scientific_journal-11846	241	16	schemas	schema	NOUN
american_scientific_journal-11846	241	17	to	to	PART
american_scientific_journal-11846	241	18	prevent	prevent	VERB
american_scientific_journal-11846	241	19	drift	drift	NOUN
american_scientific_journal-11846	241	20	.	.	PUNCT
american_scientific_journal-11846	242	1	8.3challenges	8.3challenge	NOUN
american_scientific_journal-11846	242	2	encountered	encounter	VERB
american_scientific_journal-11846	242	3	and	and	CCONJ
american_scientific_journal-11846	242	4	solutions	solution	NOUN
american_scientific_journal-11846	242	5	adopted	adopt	VERB
american_scientific_journal-11846	242	6	8.3.1data	8.3.1data	ADJ
american_scientific_journal-11846	242	7	integration	integration	NOUN
american_scientific_journal-11846	242	8	and	and	CCONJ
american_scientific_journal-11846	242	9	semantic	semantic	ADJ
american_scientific_journal-11846	242	10	harmonization	harmonization	NOUN
american_scientific_journal-11846	242	11	challenge	challenge	NOUN
american_scientific_journal-11846	242	12	:	:	PUNCT
american_scientific_journal-11846	242	13	variations	variation	NOUN
american_scientific_journal-11846	242	14	in	in	ADP
american_scientific_journal-11846	242	15	lab	lab	NOUN
american_scientific_journal-11846	242	16	test	test	NOUN
american_scientific_journal-11846	242	17	codes	code	NOUN
american_scientific_journal-11846	242	18	and	and	CCONJ
american_scientific_journal-11846	242	19	ehr	ehr	NOUN
american_scientific_journal-11846	242	20	terminologies	terminology	NOUN
american_scientific_journal-11846	242	21	across	across	ADP
american_scientific_journal-11846	242	22	sites	site	NOUN
american_scientific_journal-11846	242	23	.	.	PUNCT
american_scientific_journal-11846	243	1	solution	solution	NOUN
american_scientific_journal-11846	243	2	:	:	PUNCT
american_scientific_journal-11846	243	3	customized	customize	VERB
american_scientific_journal-11846	243	4	transformers	transformer	NOUN
american_scientific_journal-11846	243	5	mapped	map	VERB
american_scientific_journal-11846	243	6	local	local	ADJ
american_scientific_journal-11846	243	7	codes	code	NOUN
american_scientific_journal-11846	243	8	to	to	PART
american_scientific_journal-11846	243	9	loinc	loinc	VERB
american_scientific_journal-11846	243	10	and	and	CCONJ
american_scientific_journal-11846	243	11	normalized	normalize	VERB
american_scientific_journal-11846	243	12	units	unit	NOUN
american_scientific_journal-11846	243	13	through	through	ADP
american_scientific_journal-11846	243	14	containerized	containerized	ADJ
american_scientific_journal-11846	243	15	microservices	microservice	NOUN
american_scientific_journal-11846	243	16	with	with	ADP
american_scientific_journal-11846	243	17	provenance	provenance	NOUN
american_scientific_journal-11846	243	18	tagging	tagging	NOUN
american_scientific_journal-11846	243	19	.	.	PUNCT
american_scientific_journal-11846	244	1	8.3.2latency	8.3.2latency	NOUN
american_scientific_journal-11846	244	2	in	in	ADP
american_scientific_journal-11846	244	3	real	real	ADJ
american_scientific_journal-11846	244	4	-	-	PUNCT
american_scientific_journal-11846	244	5	time	time	NOUN
american_scientific_journal-11846	244	6	processing	processing	NOUN
american_scientific_journal-11846	244	7	challenge	challenge	NOUN
american_scientific_journal-11846	244	8	:	:	PUNCT
american_scientific_journal-11846	244	9	initial	initial	ADJ
american_scientific_journal-11846	244	10	architecture	architecture	NOUN
american_scientific_journal-11846	244	11	experienced	experience	VERB
american_scientific_journal-11846	244	12	average	average	ADJ
american_scientific_journal-11846	244	13	end	end	NOUN
american_scientific_journal-11846	244	14	-	-	PUNCT
american_scientific_journal-11846	244	15	to	to	ADP
american_scientific_journal-11846	244	16	-	-	PUNCT
american_scientific_journal-11846	244	17	end	end	NOUN
american_scientific_journal-11846	244	18	latency	latency	NOUN
american_scientific_journal-11846	244	19	of	of	ADP
american_scientific_journal-11846	244	20	over	over	ADP
american_scientific_journal-11846	244	21	600	600	NUM
american_scientific_journal-11846	244	22	ms	ms	NOUN
american_scientific_journal-11846	244	23	for	for	ADP
american_scientific_journal-11846	244	24	genomics	genomics	NOUN
american_scientific_journal-11846	244	25	ingestion	ingestion	NOUN
american_scientific_journal-11846	244	26	workflows	workflow	NOUN
american_scientific_journal-11846	244	27	.	.	PUNCT
american_scientific_journal-11846	245	1	solution	solution	NOUN
american_scientific_journal-11846	245	2	:	:	PUNCT
american_scientific_journal-11846	245	3	migrated	migrate	VERB
american_scientific_journal-11846	245	4	encryption	encryption	NOUN
american_scientific_journal-11846	245	5	offloading	offload	VERB
american_scientific_journal-11846	245	6	to	to	ADP
american_scientific_journal-11846	245	7	aws	aws	NOUN
american_scientific_journal-11846	245	8	nitro	nitro	NOUN
american_scientific_journal-11846	245	9	hardware	hardware	NOUN
american_scientific_journal-11846	245	10	and	and	CCONJ
american_scientific_journal-11846	245	11	adjusted	adjust	VERB
american_scientific_journal-11846	245	12	kafka	kafka	PROPN
american_scientific_journal-11846	245	13	partitioning	partitioning	PROPN
american_scientific_journal-11846	245	14	.	.	PUNCT
american_scientific_journal-11846	246	1	resulting	result	VERB
american_scientific_journal-11846	246	2	latency	latency	NOUN
american_scientific_journal-11846	246	3	dropped	drop	VERB
american_scientific_journal-11846	246	4	to	to	ADP
american_scientific_journal-11846	246	5	~220	~220	VERB
american_scientific_journal-11846	246	6	ms	ms	PROPN
american_scientific_journal-11846	246	7	meeting	meeting	NOUN
american_scientific_journal-11846	246	8	the	the	DET
american_scientific_journal-11846	246	9	throughput	throughput	NOUN
american_scientific_journal-11846	246	10	requirement	requirement	NOUN
american_scientific_journal-11846	246	11	.	.	PUNCT
american_scientific_journal-11846	247	1	prior	prior	ADJ
american_scientific_journal-11846	247	2	studies	study	NOUN
american_scientific_journal-11846	247	3	confirm	confirm	VERB
american_scientific_journal-11846	247	4	that	that	SCONJ
american_scientific_journal-11846	247	5	similar	similar	ADJ
american_scientific_journal-11846	247	6	optimizations	optimization	NOUN
american_scientific_journal-11846	247	7	can	can	AUX
american_scientific_journal-11846	247	8	reduce	reduce	VERB
american_scientific_journal-11846	247	9	latency	latency	NOUN
american_scientific_journal-11846	247	10	by	by	ADP
american_scientific_journal-11846	247	11	50–60	50–60	NUM
american_scientific_journal-11846	247	12	%	%	NOUN
american_scientific_journal-11846	247	13	in	in	ADP
american_scientific_journal-11846	247	14	secure	secure	ADJ
american_scientific_journal-11846	247	15	microservices	microservice	NOUN
american_scientific_journal-11846	247	16	environments	environment	NOUN
american_scientific_journal-11846	247	17	.	.	PUNCT
american_scientific_journal-11846	248	1	8.3.3secure	8.3.3secure	ADJ
american_scientific_journal-11846	248	2	multi	multi	ADJ
american_scientific_journal-11846	248	3	-	-	ADJ
american_scientific_journal-11846	248	4	domain	domain	ADJ
american_scientific_journal-11846	248	5	access	access	NOUN
american_scientific_journal-11846	248	6	challenge	challenge	NOUN
american_scientific_journal-11846	248	7	:	:	PUNCT
american_scientific_journal-11846	248	8	different	different	ADJ
american_scientific_journal-11846	248	9	stakeholder	stakeholder	NOUN
american_scientific_journal-11846	248	10	groups	group	NOUN
american_scientific_journal-11846	248	11	require	require	VERB
american_scientific_journal-11846	248	12	granular	granular	ADJ
american_scientific_journal-11846	248	13	access	access	NOUN
american_scientific_journal-11846	248	14	controls	control	NOUN
american_scientific_journal-11846	248	15	.	.	PUNCT
american_scientific_journal-11846	249	1	solution	solution	NOUN
american_scientific_journal-11846	249	2	:	:	PUNCT
american_scientific_journal-11846	249	3	oauth	oauth	NOUN
american_scientific_journal-11846	249	4	2.0	2.0	NUM
american_scientific_journal-11846	249	5	and	and	CCONJ
american_scientific_journal-11846	249	6	jwt	jwt	PROPN
american_scientific_journal-11846	249	7	tokens	tokens	PROPN
american_scientific_journal-11846	249	8	authenticated	authenticate	VERB
american_scientific_journal-11846	249	9	individual	individual	ADJ
american_scientific_journal-11846	249	10	users	user	NOUN
american_scientific_journal-11846	249	11	.	.	PUNCT
american_scientific_journal-11846	250	1	rbac	rbac	PROPN
american_scientific_journal-11846	250	2	rules	rule	NOUN
american_scientific_journal-11846	250	3	were	be	AUX
american_scientific_journal-11846	250	4	enforced	enforce	VERB
american_scientific_journal-11846	250	5	via	via	ADP
american_scientific_journal-11846	250	6	api	api	NOUN
american_scientific_journal-11846	250	7	gateway	gateway	NOUN
american_scientific_journal-11846	250	8	and	and	CCONJ
american_scientific_journal-11846	250	9	istio	istio	ADJ
american_scientific_journal-11846	250	10	sidecars	sidecar	NOUN
american_scientific_journal-11846	250	11	researchers	researcher	NOUN
american_scientific_journal-11846	250	12	received	receive	VERB
american_scientific_journal-11846	250	13	de	de	ADJ
american_scientific_journal-11846	250	14	-	-	ADJ
american_scientific_journal-11846	250	15	identified	identify	VERB
american_scientific_journal-11846	250	16	access	access	NOUN
american_scientific_journal-11846	250	17	;	;	PUNCT
american_scientific_journal-11846	250	18	clinicians	clinician	NOUN
american_scientific_journal-11846	250	19	received	receive	VERB
american_scientific_journal-11846	250	20	identifiable	identifiable	ADJ
american_scientific_journal-11846	250	21	data	datum	NOUN
american_scientific_journal-11846	250	22	scoped	scope	VERB
american_scientific_journal-11846	250	23	per	per	ADP
american_scientific_journal-11846	250	24	patient	patient	NOUN
american_scientific_journal-11846	250	25	.	.	PUNCT
american_scientific_journal-11846	251	1	mutual	mutual	ADJ
american_scientific_journal-11846	251	2	tls	tls	PROPN
american_scientific_journal-11846	251	3	among	among	ADP
american_scientific_journal-11846	251	4	microservices	microservice	NOUN
american_scientific_journal-11846	251	5	enabled	enable	VERB
american_scientific_journal-11846	251	6	domain	domain	NOUN
american_scientific_journal-11846	251	7	isolation	isolation	NOUN
american_scientific_journal-11846	251	8	.	.	PUNCT
american_scientific_journal-11846	252	1	this	this	DET
american_scientific_journal-11846	252	2	approach	approach	NOUN
american_scientific_journal-11846	252	3	aligns	align	VERB
american_scientific_journal-11846	252	4	with	with	ADP
american_scientific_journal-11846	252	5	best	good	ADJ
american_scientific_journal-11846	252	6	practices	practice	NOUN
american_scientific_journal-11846	252	7	for	for	ADP
american_scientific_journal-11846	252	8	cross	cross	ADJ
american_scientific_journal-11846	252	9	-	-	ADJ
american_scientific_journal-11846	252	10	domain	domain	ADJ
american_scientific_journal-11846	252	11	interoperability	interoperability	NOUN
american_scientific_journal-11846	252	12	.	.	PUNCT
american_scientific_journal-11846	253	1	8.3.4auditability	8.3.4auditability	NOUN
american_scientific_journal-11846	253	2	and	and	CCONJ
american_scientific_journal-11846	253	3	compliance	compliance	NOUN
american_scientific_journal-11846	253	4	challenge	challenge	NOUN
american_scientific_journal-11846	253	5	:	:	PUNCT
american_scientific_journal-11846	253	6	need	need	VERB
american_scientific_journal-11846	253	7	for	for	ADP
american_scientific_journal-11846	253	8	tamper	tamper	ADV
american_scientific_journal-11846	253	9	-	-	PUNCT
american_scientific_journal-11846	253	10	resistant	resistant	ADJ
american_scientific_journal-11846	253	11	data	datum	NOUN
american_scientific_journal-11846	253	12	provenance	provenance	NOUN
american_scientific_journal-11846	253	13	.	.	PUNCT
american_scientific_journal-11846	254	1	solution	solution	NOUN
american_scientific_journal-11846	254	2	:	:	PUNCT
american_scientific_journal-11846	254	3	blocks	block	NOUN
american_scientific_journal-11846	254	4	of	of	ADP
american_scientific_journal-11846	254	5	hashed	hashed	ADJ
american_scientific_journal-11846	254	6	event	event	NOUN
american_scientific_journal-11846	254	7	metadata	metadata	NOUN
american_scientific_journal-11846	254	8	were	be	AUX
american_scientific_journal-11846	254	9	logged	log	VERB
american_scientific_journal-11846	254	10	to	to	ADP
american_scientific_journal-11846	254	11	a	a	DET
american_scientific_journal-11846	254	12	private	private	ADJ
american_scientific_journal-11846	254	13	blockchain	blockchain	NOUN
american_scientific_journal-11846	254	14	layer	layer	NOUN
american_scientific_journal-11846	254	15	inspired	inspire	VERB
american_scientific_journal-11846	254	16	by	by	ADP
american_scientific_journal-11846	254	17	the	the	DET
american_scientific_journal-11846	254	18	trial	trial	NOUN
american_scientific_journal-11846	254	19	chain	chain	NOUN
american_scientific_journal-11846	254	20	design	design	NOUN
american_scientific_journal-11846	254	21	.	.	PUNCT
american_scientific_journal-11846	255	1	this	this	PRON
american_scientific_journal-11846	255	2	allowed	allow	VERB
american_scientific_journal-11846	255	3	every	every	DET
american_scientific_journal-11846	255	4	ingestion	ingestion	NOUN
american_scientific_journal-11846	255	5	and	and	CCONJ
american_scientific_journal-11846	255	6	transformation	transformation	NOUN
american_scientific_journal-11846	255	7	step	step	NOUN
american_scientific_journal-11846	255	8	to	to	PART
american_scientific_journal-11846	255	9	be	be	AUX
american_scientific_journal-11846	255	10	cryptographically	cryptographically	ADV
american_scientific_journal-11846	255	11	auditable	auditable	ADJ
american_scientific_journal-11846	255	12	without	without	ADP
american_scientific_journal-11846	255	13	impacting	impact	VERB
american_scientific_journal-11846	255	14	raw	raw	ADJ
american_scientific_journal-11846	255	15	data	datum	NOUN
american_scientific_journal-11846	255	16	storage	storage	NOUN
american_scientific_journal-11846	255	17	.	.	PUNCT
american_scientific_journal-11846	256	1	8.4outcomes	8.4outcome	NOUN
american_scientific_journal-11846	256	2	and	and	CCONJ
american_scientific_journal-11846	256	3	lessons	lesson	NOUN
american_scientific_journal-11846	256	4	learned	learn	VERB
american_scientific_journal-11846	256	5	1	1	NUM
american_scientific_journal-11846	256	6	.	.	PUNCT
american_scientific_journal-11846	256	7	modularity	modularity	NOUN
american_scientific_journal-11846	256	8	leads	lead	VERB
american_scientific_journal-11846	256	9	to	to	ADP
american_scientific_journal-11846	256	10	hybridity	hybridity	NOUN
american_scientific_journal-11846	256	11	the	the	DET
american_scientific_journal-11846	256	12	micro	micro	PROPN
american_scientific_journal-11846	256	13	service	service	NOUN
american_scientific_journal-11846	256	14	architecture	architecture	NOUN
american_scientific_journal-11846	256	15	allowed	allow	VERB
american_scientific_journal-11846	256	16	deployment	deployment	NOUN
american_scientific_journal-11846	256	17	across	across	ADP
american_scientific_journal-11846	256	18	commercial	commercial	ADJ
american_scientific_journal-11846	256	19	aws	aw	NOUN
american_scientific_journal-11846	256	20	and	and	CCONJ
american_scientific_journal-11846	256	21	on	on	ADP
american_scientific_journal-11846	256	22	-	-	PUNCT
american_scientific_journal-11846	256	23	premises	premise	NOUN
american_scientific_journal-11846	256	24	environments	environment	NOUN
american_scientific_journal-11846	256	25	using	use	VERB
american_scientific_journal-11846	256	26	the	the	DET
american_scientific_journal-11846	256	27	same	same	ADJ
american_scientific_journal-11846	256	28	iac	iac	NOUN
american_scientific_journal-11846	256	29	modules	module	NOUN
american_scientific_journal-11846	256	30	,	,	PUNCT
american_scientific_journal-11846	256	31	confirming	confirm	VERB
american_scientific_journal-11846	256	32	the	the	DET
american_scientific_journal-11846	256	33	approach	approach	NOUN
american_scientific_journal-11846	256	34	supports	support	VERB
american_scientific_journal-11846	256	35	hybrid	hybrid	NOUN
american_scientific_journal-11846	256	36	/	/	SYM
american_scientific_journal-11846	256	37	cloud	cloud	NOUN
american_scientific_journal-11846	256	38	setups	setup	NOUN
american_scientific_journal-11846	256	39	.	.	PUNCT
american_scientific_journal-11846	257	1	american	american	ADJ
american_scientific_journal-11846	257	2	academic	academic	ADJ
american_scientific_journal-11846	257	3	scientific	scientific	ADJ
american_scientific_journal-11846	257	4	research	research	NOUN
american_scientific_journal-11846	257	5	journal	journal	NOUN
american_scientific_journal-11846	257	6	for	for	ADP
american_scientific_journal-11846	257	7	engineering	engineering	NOUN
american_scientific_journal-11846	257	8	,	,	PUNCT
american_scientific_journal-11846	257	9	technology	technology	NOUN
american_scientific_journal-11846	257	10	,	,	PUNCT
american_scientific_journal-11846	257	11	and	and	CCONJ
american_scientific_journal-11846	257	12	sciences	science	NOUN
american_scientific_journal-11846	257	13	(	(	PUNCT
american_scientific_journal-11846	257	14	asrjets	asrjet	NOUN
american_scientific_journal-11846	257	15	)	)	PUNCT
american_scientific_journal-11846	257	16	volume	volume	NOUN
american_scientific_journal-11846	257	17	103	103	NUM
american_scientific_journal-11846	257	18	,	,	PUNCT
american_scientific_journal-11846	257	19	no	no	DET
american_scientific_journal-11846	257	20	1	1	NUM
american_scientific_journal-11846	257	21	,	,	PUNCT
american_scientific_journal-11846	257	22	pp	pp	ADV
american_scientific_journal-11846	257	23	290	290	NUM
american_scientific_journal-11846	257	24	-	-	SYM
american_scientific_journal-11846	257	25	312	312	NUM
american_scientific_journal-11846	257	26	308	308	NUM
american_scientific_journal-11846	257	27	2	2	NUM
american_scientific_journal-11846	257	28	.	.	PUNCT
american_scientific_journal-11846	258	1	schema	schema	NOUN
american_scientific_journal-11846	258	2	validation	validation	NOUN
american_scientific_journal-11846	258	3	prevents	prevent	VERB
american_scientific_journal-11846	258	4	drift	drift	NOUN
american_scientific_journal-11846	258	5	utilizing	utilize	VERB
american_scientific_journal-11846	258	6	a	a	DET
american_scientific_journal-11846	258	7	schema	schema	NOUN
american_scientific_journal-11846	258	8	registry	registry	NOUN
american_scientific_journal-11846	258	9	and	and	CCONJ
american_scientific_journal-11846	258	10	validation	validation	NOUN
american_scientific_journal-11846	258	11	pipeline	pipeline	NOUN
american_scientific_journal-11846	258	12	caught	catch	VERB
american_scientific_journal-11846	258	13	98	98	NUM
american_scientific_journal-11846	258	14	%	%	NOUN
american_scientific_journal-11846	258	15	of	of	ADP
american_scientific_journal-11846	258	16	mismatches	mismatch	NOUN
american_scientific_journal-11846	258	17	during	during	ADP
american_scientific_journal-11846	258	18	early	early	ADJ
american_scientific_journal-11846	258	19	ingestion	ingestion	NOUN
american_scientific_journal-11846	258	20	,	,	PUNCT
american_scientific_journal-11846	258	21	preventing	prevent	VERB
american_scientific_journal-11846	258	22	downstream	downstream	ADJ
american_scientific_journal-11846	258	23	errors	error	NOUN
american_scientific_journal-11846	258	24	.	.	PUNCT
american_scientific_journal-11846	259	1	3	3	X
american_scientific_journal-11846	259	2	.	.	X
american_scientific_journal-11846	259	3	security	security	NOUN
american_scientific_journal-11846	259	4	vs.	vs.	ADP
american_scientific_journal-11846	259	5	performance	performance	NOUN
american_scientific_journal-11846	259	6	tradeoff	tradeoff	NOUN
american_scientific_journal-11846	259	7	managed	manage	VERB
american_scientific_journal-11846	259	8	the	the	DET
american_scientific_journal-11846	259	9	combination	combination	NOUN
american_scientific_journal-11846	259	10	of	of	ADP
american_scientific_journal-11846	259	11	encryption	encryption	NOUN
american_scientific_journal-11846	259	12	offloading	offloading	NOUN
american_scientific_journal-11846	259	13	and	and	CCONJ
american_scientific_journal-11846	259	14	service	service	NOUN
american_scientific_journal-11846	259	15	mesh	mesh	NOUN
american_scientific_journal-11846	259	16	limited	limit	VERB
american_scientific_journal-11846	259	17	performance	performance	NOUN
american_scientific_journal-11846	259	18	overhead	overhead	ADV
american_scientific_journal-11846	259	19	to	to	ADP
american_scientific_journal-11846	259	20	<	<	X
american_scientific_journal-11846	259	21	10	10	NUM
american_scientific_journal-11846	259	22	%	%	NOUN
american_scientific_journal-11846	259	23	,	,	PUNCT
american_scientific_journal-11846	259	24	consistent	consistent	ADJ
american_scientific_journal-11846	259	25	with	with	ADP
american_scientific_journal-11846	259	26	studies	study	NOUN
american_scientific_journal-11846	259	27	showing	show	VERB
american_scientific_journal-11846	259	28	overhead	overhead	ADV
american_scientific_journal-11846	259	29	is	be	AUX
american_scientific_journal-11846	259	30	negligible	negligible	ADJ
american_scientific_journal-11846	259	31	<	<	X
american_scientific_journal-11846	259	32	0.3	0.3	NUM
american_scientific_journal-11846	259	33	ms	ms	NOUN
american_scientific_journal-11846	259	34	when	when	SCONJ
american_scientific_journal-11846	259	35	tls	tls	PROPN
american_scientific_journal-11846	259	36	is	be	AUX
american_scientific_journal-11846	259	37	optimized	optimize	VERB
american_scientific_journal-11846	259	38	.	.	PUNCT
american_scientific_journal-11846	260	1	4	4	X
american_scientific_journal-11846	260	2	.	.	X
american_scientific_journal-11846	260	3	blockchain	blockchain	NOUN
american_scientific_journal-11846	260	4	auditing	auditing	NOUN
american_scientific_journal-11846	260	5	provides	provide	VERB
american_scientific_journal-11846	260	6	immutable	immutable	ADJ
american_scientific_journal-11846	260	7	logs	logs	NOUN
american_scientific_journal-11846	260	8	hash	hash	NOUN
american_scientific_journal-11846	260	9	chaining	chain	VERB
american_scientific_journal-11846	260	10	of	of	ADP
american_scientific_journal-11846	260	11	critical	critical	ADJ
american_scientific_journal-11846	260	12	events	event	NOUN
american_scientific_journal-11846	260	13	allowed	allow	VERB
american_scientific_journal-11846	260	14	regulatory	regulatory	ADJ
american_scientific_journal-11846	260	15	auditors	auditor	NOUN
american_scientific_journal-11846	260	16	to	to	PART
american_scientific_journal-11846	260	17	trace	trace	VERB
american_scientific_journal-11846	260	18	data	datum	NOUN
american_scientific_journal-11846	260	19	lineage	lineage	NOUN
american_scientific_journal-11846	260	20	end	end	NOUN
american_scientific_journal-11846	260	21	-	-	PUNCT
american_scientific_journal-11846	260	22	to	to	ADP
american_scientific_journal-11846	260	23	-	-	PUNCT
american_scientific_journal-11846	260	24	end	end	NOUN
american_scientific_journal-11846	260	25	with	with	ADP
american_scientific_journal-11846	260	26	confidence	confidence	NOUN
american_scientific_journal-11846	260	27	.	.	PUNCT
american_scientific_journal-11846	261	1	9.evaluation	9.evaluation	NUM
american_scientific_journal-11846	261	2	and	and	CCONJ
american_scientific_journal-11846	261	3	results	result	NOUN
american_scientific_journal-11846	261	4	following	follow	VERB
american_scientific_journal-11846	261	5	deployment	deployment	NOUN
american_scientific_journal-11846	261	6	,	,	PUNCT
american_scientific_journal-11846	261	7	an	an	DET
american_scientific_journal-11846	261	8	extensive	extensive	ADJ
american_scientific_journal-11846	261	9	evaluation	evaluation	NOUN
american_scientific_journal-11846	261	10	was	be	AUX
american_scientific_journal-11846	261	11	conducted	conduct	VERB
american_scientific_journal-11846	261	12	over	over	ADP
american_scientific_journal-11846	261	13	a	a	DET
american_scientific_journal-11846	261	14	six	six	NUM
american_scientific_journal-11846	261	15	-	-	PUNCT
american_scientific_journal-11846	261	16	month	month	NOUN
american_scientific_journal-11846	261	17	trial	trial	NOUN
american_scientific_journal-11846	261	18	period	period	NOUN
american_scientific_journal-11846	261	19	to	to	PART
american_scientific_journal-11846	261	20	assess	assess	VERB
american_scientific_journal-11846	261	21	system	system	NOUN
american_scientific_journal-11846	261	22	performance	performance	NOUN
american_scientific_journal-11846	261	23	,	,	PUNCT
american_scientific_journal-11846	261	24	interoperability	interoperability	NOUN
american_scientific_journal-11846	261	25	,	,	PUNCT
american_scientific_journal-11846	261	26	usability	usability	NOUN
american_scientific_journal-11846	261	27	,	,	PUNCT
american_scientific_journal-11846	261	28	and	and	CCONJ
american_scientific_journal-11846	261	29	stakeholder	stakeholder	NOUN
american_scientific_journal-11846	261	30	satisfaction	satisfaction	NOUN
american_scientific_journal-11846	261	31	.	.	PUNCT
american_scientific_journal-11846	262	1	9.1evaluation	9.1evaluation	NUM
american_scientific_journal-11846	262	2	metrics	metric	NOUN
american_scientific_journal-11846	262	3	9.1.1quantitative	9.1.1quantitative	ADJ
american_scientific_journal-11846	262	4	metrics	metric	NOUN
american_scientific_journal-11846	262	5			NOUN
american_scientific_journal-11846	262	6	interoperability	interoperability	NOUN
american_scientific_journal-11846	262	7	:	:	PUNCT
american_scientific_journal-11846	262	8	measured	measure	VERB
american_scientific_journal-11846	262	9	by	by	ADP
american_scientific_journal-11846	262	10	normalized	normalize	VERB
american_scientific_journal-11846	262	11	fhir	fhir	PROPN
american_scientific_journal-11846	262	12	payload	payload	NOUN
american_scientific_journal-11846	262	13	delivery	delivery	NOUN
american_scientific_journal-11846	262	14	success	success	NOUN
american_scientific_journal-11846	262	15	:	:	PUNCT
american_scientific_journal-11846	262	16	99.6	99.6	NUM
american_scientific_journal-11846	262	17	%	%	NOUN
american_scientific_journal-11846	262	18	success	success	NOUN
american_scientific_journal-11846	262	19	rate	rate	NOUN
american_scientific_journal-11846	262	20	across	across	ADP
american_scientific_journal-11846	262	21	clinical	clinical	ADJ
american_scientific_journal-11846	262	22	-	-	PUNCT
american_scientific_journal-11846	262	23	genomic	genomic	NOUN
american_scientific_journal-11846	262	24	data	datum	NOUN
american_scientific_journal-11846	262	25	types	type	NOUN
american_scientific_journal-11846	262	26	.	.	PUNCT
american_scientific_journal-11846	263	1			PRON
american_scientific_journal-11846	263	2	latency	latency	NOUN
american_scientific_journal-11846	263	3	:	:	PUNCT
american_scientific_journal-11846	263	4	median	median	ADJ
american_scientific_journal-11846	263	5	pipeline	pipeline	NOUN
american_scientific_journal-11846	263	6	latency	latency	NOUN
american_scientific_journal-11846	263	7	reduced	reduce	VERB
american_scientific_journal-11846	263	8	from	from	ADP
american_scientific_journal-11846	263	9	~600	~600	NOUN
american_scientific_journal-11846	263	10	ms	ms	NOUN
american_scientific_journal-11846	263	11	to	to	ADP
american_scientific_journal-11846	263	12	220	220	NUM
american_scientific_journal-11846	263	13	ms	ms	NOUN
american_scientific_journal-11846	263	14	after	after	ADP
american_scientific_journal-11846	263	15	optimization	optimization	NOUN
american_scientific_journal-11846	263	16	;	;	PUNCT
american_scientific_journal-11846	263	17	95th	95th	ADJ
american_scientific_journal-11846	263	18	percentile	percentile	ADJ
american_scientific_journal-11846	263	19	latency	latency	NOUN
american_scientific_journal-11846	263	20	remained	remain	VERB
american_scientific_journal-11846	263	21	under	under	ADP
american_scientific_journal-11846	263	22	350	350	NUM
american_scientific_journal-11846	263	23	ms	ms	PROPN
american_scientific_journal-11846	263	24	.	.	PROPN
american_scientific_journal-11846	263	25			PROPN
american_scientific_journal-11846	264	1	throughput	throughput	NOUN
american_scientific_journal-11846	264	2	:	:	PUNCT
american_scientific_journal-11846	264	3	sustained	sustained	ADJ
american_scientific_journal-11846	264	4	ingestion	ingestion	NOUN
american_scientific_journal-11846	264	5	capacity	capacity	NOUN
american_scientific_journal-11846	264	6	of	of	ADP
american_scientific_journal-11846	264	7	~1,200	~1,200	PUNCT
american_scientific_journal-11846	264	8	genomic	genomic	ADJ
american_scientific_journal-11846	264	9	records	record	NOUN
american_scientific_journal-11846	264	10	per	per	ADP
american_scientific_journal-11846	264	11	minute	minute	NOUN
american_scientific_journal-11846	264	12	with	with	ADP
american_scientific_journal-11846	264	13	autoscaling	autoscaling	NOUN
american_scientific_journal-11846	264	14	.	.	PUNCT
american_scientific_journal-11846	265	1			PRON
american_scientific_journal-11846	265	2	security	security	NOUN
american_scientific_journal-11846	265	3	:	:	PUNCT
american_scientific_journal-11846	265	4	unauthorized	unauthorized	ADJ
american_scientific_journal-11846	265	5	access	access	NOUN
american_scientific_journal-11846	265	6	attempts	attempt	NOUN
american_scientific_journal-11846	265	7	reduced	reduce	VERB
american_scientific_journal-11846	265	8	by	by	ADP
american_scientific_journal-11846	265	9	99	99	NUM
american_scientific_journal-11846	265	10	%	%	NOUN
american_scientific_journal-11846	265	11	due	due	ADP
american_scientific_journal-11846	265	12	to	to	ADP
american_scientific_journal-11846	265	13	rbac	rbac	PROPN
american_scientific_journal-11846	265	14	&	&	CCONJ
american_scientific_journal-11846	265	15	mtls	mtls	PROPN
american_scientific_journal-11846	265	16	.	.	PUNCT
american_scientific_journal-11846	266	1	audit	audit	NOUN
american_scientific_journal-11846	266	2	logs	log	NOUN
american_scientific_journal-11846	266	3	captured	capture	VERB
american_scientific_journal-11846	266	4	every	every	DET
american_scientific_journal-11846	266	5	event	event	NOUN
american_scientific_journal-11846	266	6	,	,	PUNCT
american_scientific_journal-11846	266	7	with	with	ADP
american_scientific_journal-11846	266	8	immutable	immutable	ADJ
american_scientific_journal-11846	266	9	blockchain	blockchain	NOUN
american_scientific_journal-11846	266	10	anchoring	anchoring	NOUN
american_scientific_journal-11846	266	11	.	.	PUNCT
american_scientific_journal-11846	267	1			X
american_scientific_journal-11846	267	2	availability	availability	NOUN
american_scientific_journal-11846	267	3	:	:	PUNCT
american_scientific_journal-11846	267	4	achieved	achieve	VERB
american_scientific_journal-11846	267	5	99.95	99.95	NUM
american_scientific_journal-11846	267	6	%	%	NOUN
american_scientific_journal-11846	267	7	uptime	uptime	NOUN
american_scientific_journal-11846	267	8	,	,	PUNCT
american_scientific_journal-11846	267	9	meeting	meet	VERB
american_scientific_journal-11846	267	10	sla	sla	PROPN
american_scientific_journal-11846	267	11	requirements	requirement	NOUN
american_scientific_journal-11846	267	12	.	.	PUNCT
american_scientific_journal-11846	268	1	9.1.2qualitative	9.1.2qualitative	NUM
american_scientific_journal-11846	268	2	stakeholder	stakeholder	NOUN
american_scientific_journal-11846	268	3	feedback	feedback	NOUN
american_scientific_journal-11846	268	4	surveyed	survey	VERB
american_scientific_journal-11846	268	5	stakeholder	stakeholder	NOUN
american_scientific_journal-11846	268	6	’s	’s	PART
american_scientific_journal-11846	268	7	clinicians	clinician	NOUN
american_scientific_journal-11846	268	8	,	,	PUNCT
american_scientific_journal-11846	268	9	lab	lab	NOUN
american_scientific_journal-11846	268	10	scientists	scientist	NOUN
american_scientific_journal-11846	268	11	,	,	PUNCT
american_scientific_journal-11846	268	12	administrators	administrator	NOUN
american_scientific_journal-11846	268	13	:	:	PUNCT
american_scientific_journal-11846	268	14			NOUN
american_scientific_journal-11846	268	15	92	92	NUM
american_scientific_journal-11846	268	16	%	%	NOUN
american_scientific_journal-11846	268	17	reported	report	VERB
american_scientific_journal-11846	268	18	data	datum	NOUN
american_scientific_journal-11846	268	19	access	access	NOUN
american_scientific_journal-11846	268	20	workflows	workflow	NOUN
american_scientific_journal-11846	268	21	as	as	ADP
american_scientific_journal-11846	268	22	“	"	PUNCT
american_scientific_journal-11846	268	23	efficient	efficient	ADJ
american_scientific_journal-11846	268	24	”	"	PUNCT
american_scientific_journal-11846	268	25	or	or	CCONJ
american_scientific_journal-11846	268	26	“	"	PUNCT
american_scientific_journal-11846	268	27	very	very	ADV
american_scientific_journal-11846	268	28	efficient	efficient	ADJ
american_scientific_journal-11846	268	29	.	.	PUNCT
american_scientific_journal-11846	268	30	”	"	PUNCT
american_scientific_journal-11846	269	1			DET
american_scientific_journal-11846	269	2	85	85	NUM
american_scientific_journal-11846	269	3	%	%	NOUN
american_scientific_journal-11846	269	4	appreciated	appreciated	ADJ
american_scientific_journal-11846	269	5	audit	audit	NOUN
american_scientific_journal-11846	269	6	transparency	transparency	NOUN
american_scientific_journal-11846	269	7	and	and	CCONJ
american_scientific_journal-11846	269	8	provenance	provenance	NOUN
american_scientific_journal-11846	269	9	.	.	PUNCT
american_scientific_journal-11846	270	1			NOUN
american_scientific_journal-11846	270	2	78	78	NUM
american_scientific_journal-11846	270	3	%	%	NOUN
american_scientific_journal-11846	270	4	rated	rate	VERB
american_scientific_journal-11846	270	5	the	the	DET
american_scientific_journal-11846	270	6	integration	integration	NOUN
american_scientific_journal-11846	270	7	of	of	ADP
american_scientific_journal-11846	270	8	clinical	clinical	ADJ
american_scientific_journal-11846	270	9	-	-	PUNCT
american_scientific_journal-11846	270	10	genomic	genomic	NOUN
american_scientific_journal-11846	270	11	streams	stream	NOUN
american_scientific_journal-11846	270	12	as	as	ADP
american_scientific_journal-11846	270	13	“	"	PUNCT
american_scientific_journal-11846	270	14	much	much	ADV
american_scientific_journal-11846	270	15	improved	improve	VERB
american_scientific_journal-11846	270	16	”	"	PUNCT
american_scientific_journal-11846	270	17	compared	compare	VERB
american_scientific_journal-11846	270	18	to	to	ADP
american_scientific_journal-11846	270	19	legacy	legacy	NOUN
american_scientific_journal-11846	270	20	solutions	solution	NOUN
american_scientific_journal-11846	270	21	.	.	PUNCT
american_scientific_journal-11846	271	1	9.1.3usability	9.1.3usability	NOUN
american_scientific_journal-11846	271	2	metrics	metric	NOUN
american_scientific_journal-11846	271	3			VERB
american_scientific_journal-11846	271	4	average	average	ADJ
american_scientific_journal-11846	271	5	time	time	NOUN
american_scientific_journal-11846	271	6	for	for	SCONJ
american_scientific_journal-11846	271	7	researchers	researcher	NOUN
american_scientific_journal-11846	271	8	to	to	PART
american_scientific_journal-11846	271	9	complete	complete	VERB
american_scientific_journal-11846	271	10	dataset	dataset	NOUN
american_scientific_journal-11846	271	11	queries	query	NOUN
american_scientific_journal-11846	271	12	dropped	drop	VERB
american_scientific_journal-11846	271	13	from	from	ADP
american_scientific_journal-11846	271	14	12	12	NUM
american_scientific_journal-11846	271	15	minutes	minute	NOUN
american_scientific_journal-11846	271	16	to	to	ADP
american_scientific_journal-11846	271	17	under	under	ADP
american_scientific_journal-11846	271	18	4	4	NUM
american_scientific_journal-11846	271	19	minutes	minute	NOUN
american_scientific_journal-11846	271	20	.	.	PUNCT
american_scientific_journal-11846	272	1			X
american_scientific_journal-11846	273	1	onboarding	onboarde	VERB
american_scientific_journal-11846	273	2	time	time	NOUN
american_scientific_journal-11846	273	3	for	for	ADP
american_scientific_journal-11846	273	4	new	new	ADJ
american_scientific_journal-11846	273	5	institutional	institutional	ADJ
american_scientific_journal-11846	273	6	partners	partner	NOUN
american_scientific_journal-11846	273	7	halved	halve	VERB
american_scientific_journal-11846	273	8	due	due	ADP
american_scientific_journal-11846	273	9	to	to	ADP
american_scientific_journal-11846	273	10	modular	modular	ADJ
american_scientific_journal-11846	273	11	helm	helm	NOUN
american_scientific_journal-11846	273	12	charts	chart	NOUN
american_scientific_journal-11846	273	13	and	and	CCONJ
american_scientific_journal-11846	273	14	shared	shared	ADJ
american_scientific_journal-11846	273	15	schemas	schema	NOUN
american_scientific_journal-11846	273	16	.	.	PUNCT
american_scientific_journal-11846	274	1	american	american	ADJ
american_scientific_journal-11846	274	2	academic	academic	ADJ
american_scientific_journal-11846	274	3	scientific	scientific	ADJ
american_scientific_journal-11846	274	4	research	research	NOUN
american_scientific_journal-11846	274	5	journal	journal	NOUN
american_scientific_journal-11846	274	6	for	for	ADP
american_scientific_journal-11846	274	7	engineering	engineering	NOUN
american_scientific_journal-11846	274	8	,	,	PUNCT
american_scientific_journal-11846	274	9	technology	technology	NOUN
american_scientific_journal-11846	274	10	,	,	PUNCT
american_scientific_journal-11846	274	11	and	and	CCONJ
american_scientific_journal-11846	274	12	sciences	science	NOUN
american_scientific_journal-11846	274	13	(	(	PUNCT
american_scientific_journal-11846	274	14	asrjets	asrjet	NOUN
american_scientific_journal-11846	274	15	)	)	PUNCT
american_scientific_journal-11846	274	16	volume	volume	NOUN
american_scientific_journal-11846	274	17	103	103	NUM
american_scientific_journal-11846	274	18	,	,	PUNCT
american_scientific_journal-11846	274	19	no	no	DET
american_scientific_journal-11846	274	20	1	1	NUM
american_scientific_journal-11846	274	21	,	,	PUNCT
american_scientific_journal-11846	274	22	pp	pp	ADV
american_scientific_journal-11846	274	23	290	290	NUM
american_scientific_journal-11846	274	24	-	-	SYM
american_scientific_journal-11846	274	25	312	312	NUM
american_scientific_journal-11846	274	26	309	309	NUM
american_scientific_journal-11846	274	27	9.2discussions	9.2discussion	NOUN
american_scientific_journal-11846	274	28	and	and	CCONJ
american_scientific_journal-11846	274	29	comparative	comparative	ADJ
american_scientific_journal-11846	274	30	insights	insight	NOUN
american_scientific_journal-11846	274	31	9.2.1interoperability	9.2.1interoperability	NOUN
american_scientific_journal-11846	274	32	performance	performance	NOUN
american_scientific_journal-11846	274	33	the	the	DET
american_scientific_journal-11846	274	34	pipeline	pipeline	NOUN
american_scientific_journal-11846	274	35	's	's	PART
american_scientific_journal-11846	274	36	normalization	normalization	NOUN
american_scientific_journal-11846	274	37	and	and	CCONJ
american_scientific_journal-11846	274	38	schema	schema	NOUN
american_scientific_journal-11846	274	39	enforcement	enforcement	NOUN
american_scientific_journal-11846	274	40	broadly	broadly	ADV
american_scientific_journal-11846	274	41	align	align	VERB
american_scientific_journal-11846	274	42	with	with	ADP
american_scientific_journal-11846	274	43	literature	literature	NOUN
american_scientific_journal-11846	274	44	emphasizing	emphasize	VERB
american_scientific_journal-11846	274	45	importance	importance	NOUN
american_scientific_journal-11846	274	46	of	of	ADP
american_scientific_journal-11846	274	47	real	real	ADJ
american_scientific_journal-11846	274	48	-	-	PUNCT
american_scientific_journal-11846	274	49	time	time	NOUN
american_scientific_journal-11846	274	50	interoperable	interoperable	ADJ
american_scientific_journal-11846	274	51	frameworks	framework	NOUN
american_scientific_journal-11846	274	52	9.2.2latency	9.2.2latency	NOUN
american_scientific_journal-11846	274	53	observations	observation	NOUN
american_scientific_journal-11846	274	54	latency	latency	NOUN
american_scientific_journal-11846	274	55	improvements	improvement	NOUN
american_scientific_journal-11846	274	56	confirm	confirm	VERB
american_scientific_journal-11846	274	57	earlier	early	ADJ
american_scientific_journal-11846	274	58	findings	finding	NOUN
american_scientific_journal-11846	274	59	that	that	SCONJ
american_scientific_journal-11846	274	60	encryption	encryption	NOUN
american_scientific_journal-11846	274	61	overhead	overhead	NOUN
american_scientific_journal-11846	274	62	can	can	AUX
american_scientific_journal-11846	274	63	be	be	AUX
american_scientific_journal-11846	274	64	minimized	minimize	VERB
american_scientific_journal-11846	274	65	through	through	ADP
american_scientific_journal-11846	274	66	hardware	hardware	NOUN
american_scientific_journal-11846	274	67	offloading	offloading	NOUN
american_scientific_journal-11846	274	68	and	and	CCONJ
american_scientific_journal-11846	274	69	mesh	mesh	NOUN
american_scientific_journal-11846	274	70	optimization	optimization	NOUN
american_scientific_journal-11846	274	71	9.2.3security	9.2.3security	NOUN
american_scientific_journal-11846	274	72	and	and	CCONJ
american_scientific_journal-11846	274	73	compliance	compliance	NOUN
american_scientific_journal-11846	274	74	the	the	DET
american_scientific_journal-11846	274	75	rbac	rbac	NOUN
american_scientific_journal-11846	274	76	and	and	CCONJ
american_scientific_journal-11846	274	77	blockchain	blockchain	PROPN
american_scientific_journal-11846	274	78	-	-	PUNCT
american_scientific_journal-11846	274	79	based	base	VERB
american_scientific_journal-11846	274	80	audit	audit	NOUN
american_scientific_journal-11846	274	81	model	model	NOUN
american_scientific_journal-11846	274	82	upheld	uphold	VERB
american_scientific_journal-11846	274	83	hipaa	hipaa	PROPN
american_scientific_journal-11846	274	84	and	and	CCONJ
american_scientific_journal-11846	274	85	nih	nih	PROPN
american_scientific_journal-11846	274	86	requirements	requirement	NOUN
american_scientific_journal-11846	274	87	.	.	PUNCT
american_scientific_journal-11846	275	1	the	the	DET
american_scientific_journal-11846	275	2	traceability	traceability	NOUN
american_scientific_journal-11846	275	3	provided	provide	VERB
american_scientific_journal-11846	275	4	maps	map	NOUN
american_scientific_journal-11846	275	5	closely	closely	ADV
american_scientific_journal-11846	275	6	to	to	ADP
american_scientific_journal-11846	275	7	approaches	approach	NOUN
american_scientific_journal-11846	275	8	in	in	ADP
american_scientific_journal-11846	275	9	trial	trial	NOUN
american_scientific_journal-11846	275	10	chain	chain	NOUN
american_scientific_journal-11846	275	11	that	that	PRON
american_scientific_journal-11846	275	12	provide	provide	VERB
american_scientific_journal-11846	275	13	immutable	immutable	ADJ
american_scientific_journal-11846	275	14	audit	audit	NOUN
american_scientific_journal-11846	275	15	trails	trail	NOUN
american_scientific_journal-11846	275	16	.	.	PUNCT
american_scientific_journal-11846	276	1	9.2.4system	9.2.4system	NOUN
american_scientific_journal-11846	276	2	evolution	evolution	NOUN
american_scientific_journal-11846	276	3	and	and	CCONJ
american_scientific_journal-11846	276	4	infrastructure	infrastructure	NOUN
american_scientific_journal-11846	276	5	costs	cost	NOUN
american_scientific_journal-11846	276	6	leveraging	leverage	VERB
american_scientific_journal-11846	276	7	iac	iac	NOUN
american_scientific_journal-11846	276	8	and	and	CCONJ
american_scientific_journal-11846	276	9	container	container	NOUN
american_scientific_journal-11846	276	10	orchestration	orchestration	NOUN
american_scientific_journal-11846	276	11	significantly	significantly	ADV
american_scientific_journal-11846	276	12	reduced	reduce	VERB
american_scientific_journal-11846	276	13	deployment	deployment	NOUN
american_scientific_journal-11846	276	14	time	time	NOUN
american_scientific_journal-11846	276	15	and	and	CCONJ
american_scientific_journal-11846	276	16	operational	operational	ADJ
american_scientific_journal-11846	276	17	costs	cost	NOUN
american_scientific_journal-11846	276	18	compared	compare	VERB
american_scientific_journal-11846	276	19	to	to	ADP
american_scientific_journal-11846	276	20	monolithic	monolithic	ADJ
american_scientific_journal-11846	276	21	platforms	platform	NOUN
american_scientific_journal-11846	276	22	.	.	PUNCT
american_scientific_journal-11846	277	1	autoscaling	autoscale	VERB
american_scientific_journal-11846	277	2	within	within	ADP
american_scientific_journal-11846	277	3	kubernetes	kubernete	NOUN
american_scientific_journal-11846	277	4	optimized	optimize	VERB
american_scientific_journal-11846	277	5	resource	resource	NOUN
american_scientific_journal-11846	277	6	usage	usage	NOUN
american_scientific_journal-11846	277	7	during	during	ADP
american_scientific_journal-11846	277	8	peak	peak	NOUN
american_scientific_journal-11846	277	9	ingestion	ingestion	NOUN
american_scientific_journal-11846	277	10	periods	period	NOUN
american_scientific_journal-11846	277	11	.	.	PUNCT
american_scientific_journal-11846	278	1	9.3visualizing	9.3visualizing	NUM
american_scientific_journal-11846	278	2	results	result	NOUN
american_scientific_journal-11846	278	3	table	table	VERB
american_scientific_journal-11846	278	4	5	5	NUM
american_scientific_journal-11846	278	5	:	:	PUNCT
american_scientific_journal-11846	278	6	summary	summary	NOUN
american_scientific_journal-11846	278	7	of	of	ADP
american_scientific_journal-11846	278	8	system	system	NOUN
american_scientific_journal-11846	278	9	metrics	metric	NOUN
american_scientific_journal-11846	278	10	metric	metric	ADJ
american_scientific_journal-11846	278	11	initial	initial	ADJ
american_scientific_journal-11846	278	12	after	after	ADP
american_scientific_journal-11846	278	13	optimization	optimization	NOUN
american_scientific_journal-11846	278	14	target	target	NOUN
american_scientific_journal-11846	278	15	pipeline	pipeline	NOUN
american_scientific_journal-11846	278	16	latency	latency	NOUN
american_scientific_journal-11846	278	17	(	(	PUNCT
american_scientific_journal-11846	278	18	median	median	PROPN
american_scientific_journal-11846	278	19	)	)	PUNCT
american_scientific_journal-11846	278	20	~600	~600	PUNCT
american_scientific_journal-11846	279	1	ms	ms	NOUN
american_scientific_journal-11846	279	2	~220	~220	PROPN
american_scientific_journal-11846	279	3	ms	ms	PROPN
american_scientific_journal-11846	279	4	<	<	PROPN
american_scientific_journal-11846	279	5	300	300	NUM
american_scientific_journal-11846	279	6	ms	ms	NOUN
american_scientific_journal-11846	279	7	throughput	throughput	NOUN
american_scientific_journal-11846	279	8	600	600	NUM
american_scientific_journal-11846	279	9	/	/	SYM
american_scientific_journal-11846	279	10	min	min	NOUN
american_scientific_journal-11846	279	11	1,200	1,200	NUM
american_scientific_journal-11846	279	12	/	/	SYM
american_scientific_journal-11846	279	13	min	min	NOUN
american_scientific_journal-11846	279	14	>	>	PROPN
american_scientific_journal-11846	279	15	1,000	1,000	NUM
american_scientific_journal-11846	279	16	/	/	SYM
american_scientific_journal-11846	279	17	min	min	PROPN
american_scientific_journal-11846	279	18	fhir	fhir	PROPN
american_scientific_journal-11846	279	19	payload	payload	NOUN
american_scientific_journal-11846	279	20	success	success	NOUN
american_scientific_journal-11846	279	21	–	–	PUNCT
american_scientific_journal-11846	279	22	99.6	99.6	NUM
american_scientific_journal-11846	279	23	%	%	NOUN
american_scientific_journal-11846	279	24	>	>	SYM
american_scientific_journal-11846	279	25	99	99	NUM
american_scientific_journal-11846	279	26	%	%	NOUN
american_scientific_journal-11846	279	27	unauthorized	unauthorized	ADJ
american_scientific_journal-11846	279	28	requests	request	NOUN
american_scientific_journal-11846	279	29	–	–	PUNCT
american_scientific_journal-11846	279	30	<	<	X
american_scientific_journal-11846	279	31	1	1	NUM
american_scientific_journal-11846	279	32	%	%	NOUN
american_scientific_journal-11846	279	33	<	<	NOUN
american_scientific_journal-11846	279	34	5	5	NUM
american_scientific_journal-11846	279	35	%	%	NOUN
american_scientific_journal-11846	279	36	uptime	uptime	NOUN
american_scientific_journal-11846	279	37	–	–	PUNCT
american_scientific_journal-11846	279	38	99.95	99.95	NUM
american_scientific_journal-11846	279	39	%	%	NOUN
american_scientific_journal-11846	279	40	>	>	NOUN
american_scientific_journal-11846	279	41	99.9	99.9	NUM
american_scientific_journal-11846	279	42	%	%	NOUN
american_scientific_journal-11846	279	43	the	the	DET
american_scientific_journal-11846	279	44	case	case	NOUN
american_scientific_journal-11846	279	45	study	study	NOUN
american_scientific_journal-11846	279	46	of	of	ADP
american_scientific_journal-11846	279	47	biogen	biogen	PROPN
american_scientific_journal-11846	279	48	-	-	PUNCT
american_scientific_journal-11846	279	49	x	x	PRON
american_scientific_journal-11846	279	50	validates	validate	VERB
american_scientific_journal-11846	279	51	the	the	DET
american_scientific_journal-11846	279	52	feasibility	feasibility	NOUN
american_scientific_journal-11846	279	53	and	and	CCONJ
american_scientific_journal-11846	279	54	effectiveness	effectiveness	NOUN
american_scientific_journal-11846	279	55	of	of	ADP
american_scientific_journal-11846	279	56	the	the	DET
american_scientific_journal-11846	279	57	proposed	propose	VERB
american_scientific_journal-11846	279	58	microservices	microservice	NOUN
american_scientific_journal-11846	279	59	,	,	PUNCT
american_scientific_journal-11846	279	60	containerized	containerize	VERB
american_scientific_journal-11846	279	61	architecture	architecture	NOUN
american_scientific_journal-11846	279	62	with	with	ADP
american_scientific_journal-11846	279	63	standardized	standardized	ADJ
american_scientific_journal-11846	279	64	fhir	fhir	NOUN
american_scientific_journal-11846	279	65	models	model	NOUN
american_scientific_journal-11846	279	66	,	,	PUNCT
american_scientific_journal-11846	279	67	schema	schema	VERB
american_scientific_journal-11846	279	68	validation	validation	NOUN
american_scientific_journal-11846	279	69	pipelines	pipeline	NOUN
american_scientific_journal-11846	279	70	,	,	PUNCT
american_scientific_journal-11846	279	71	and	and	CCONJ
american_scientific_journal-11846	279	72	secure	secure	VERB
american_scientific_journal-11846	279	73	orchestration	orchestration	NOUN
american_scientific_journal-11846	279	74	across	across	ADP
american_scientific_journal-11846	279	75	public	public	ADJ
american_scientific_journal-11846	279	76	and	and	CCONJ
american_scientific_journal-11846	279	77	private	private	ADJ
american_scientific_journal-11846	279	78	partners	partner	NOUN
american_scientific_journal-11846	279	79	.	.	PUNCT
american_scientific_journal-11846	280	1	key	key	ADJ
american_scientific_journal-11846	280	2	successes	success	NOUN
american_scientific_journal-11846	280	3	include	include	VERB
american_scientific_journal-11846	280	4	robust	robust	ADJ
american_scientific_journal-11846	280	5	interoperability	interoperability	NOUN
american_scientific_journal-11846	280	6	,	,	PUNCT
american_scientific_journal-11846	280	7	significant	significant	ADJ
american_scientific_journal-11846	280	8	latency	latency	NOUN
american_scientific_journal-11846	280	9	reduction	reduction	NOUN
american_scientific_journal-11846	280	10	,	,	PUNCT
american_scientific_journal-11846	280	11	comprehensive	comprehensive	ADJ
american_scientific_journal-11846	280	12	audit	audit	NOUN
american_scientific_journal-11846	280	13	coverage	coverage	NOUN
american_scientific_journal-11846	280	14	,	,	PUNCT
american_scientific_journal-11846	280	15	and	and	CCONJ
american_scientific_journal-11846	280	16	high	high	ADJ
american_scientific_journal-11846	280	17	stakeholder	stakeholder	NOUN
american_scientific_journal-11846	280	18	satisfaction	satisfaction	NOUN
american_scientific_journal-11846	280	19	.	.	PUNCT
american_scientific_journal-11846	281	1	future	future	ADJ
american_scientific_journal-11846	281	2	work	work	NOUN
american_scientific_journal-11846	281	3	includes	include	VERB
american_scientific_journal-11846	281	4	extending	extend	VERB
american_scientific_journal-11846	281	5	to	to	ADP
american_scientific_journal-11846	281	6	federated	federated	ADJ
american_scientific_journal-11846	281	7	learning	learning	NOUN
american_scientific_journal-11846	281	8	workflows	workflow	NOUN
american_scientific_journal-11846	281	9	and	and	CCONJ
american_scientific_journal-11846	281	10	cross	cross	ADJ
american_scientific_journal-11846	281	11	-	-	ADJ
american_scientific_journal-11846	281	12	border	border	ADJ
american_scientific_journal-11846	281	13	data	datum	NOUN
american_scientific_journal-11846	281	14	sharing	sharing	NOUN
american_scientific_journal-11846	281	15	aligned	align	VERB
american_scientific_journal-11846	281	16	with	with	ADP
american_scientific_journal-11846	281	17	gdpr	gdpr	PROPN
american_scientific_journal-11846	281	18	both	both	CCONJ
american_scientific_journal-11846	281	19	achievable	achievable	ADJ
american_scientific_journal-11846	281	20	within	within	ADP
american_scientific_journal-11846	281	21	the	the	DET
american_scientific_journal-11846	281	22	current	current	ADJ
american_scientific_journal-11846	281	23	framework	framework	NOUN
american_scientific_journal-11846	281	24	due	due	ADP
american_scientific_journal-11846	281	25	to	to	ADP
american_scientific_journal-11846	281	26	its	its	PRON
american_scientific_journal-11846	281	27	modularity	modularity	NOUN
american_scientific_journal-11846	281	28	and	and	CCONJ
american_scientific_journal-11846	281	29	security	security	NOUN
american_scientific_journal-11846	281	30	-	-	PUNCT
american_scientific_journal-11846	281	31	centric	centric	ADJ
american_scientific_journal-11846	281	32	design	design	NOUN
american_scientific_journal-11846	281	33	.	.	PUNCT
american_scientific_journal-11846	282	1	american	american	ADJ
american_scientific_journal-11846	282	2	academic	academic	ADJ
american_scientific_journal-11846	282	3	scientific	scientific	ADJ
american_scientific_journal-11846	282	4	research	research	NOUN
american_scientific_journal-11846	282	5	journal	journal	NOUN
american_scientific_journal-11846	282	6	for	for	ADP
american_scientific_journal-11846	282	7	engineering	engineering	NOUN
american_scientific_journal-11846	282	8	,	,	PUNCT
american_scientific_journal-11846	282	9	technology	technology	NOUN
american_scientific_journal-11846	282	10	,	,	PUNCT
american_scientific_journal-11846	282	11	and	and	CCONJ
american_scientific_journal-11846	282	12	sciences	science	NOUN
american_scientific_journal-11846	282	13	(	(	PUNCT
american_scientific_journal-11846	282	14	asrjets	asrjet	NOUN
american_scientific_journal-11846	282	15	)	)	PUNCT
american_scientific_journal-11846	282	16	volume	volume	NOUN
american_scientific_journal-11846	282	17	103	103	NUM
american_scientific_journal-11846	282	18	,	,	PUNCT
american_scientific_journal-11846	282	19	no	no	DET
american_scientific_journal-11846	282	20	1	1	NUM
american_scientific_journal-11846	282	21	,	,	PUNCT
american_scientific_journal-11846	282	22	pp	pp	ADV
american_scientific_journal-11846	282	23	290	290	NUM
american_scientific_journal-11846	282	24	-	-	SYM
american_scientific_journal-11846	282	25	312	312	NUM
american_scientific_journal-11846	282	26	310	310	NUM
american_scientific_journal-11846	282	27	10.limitations	10.limitations	NUM
american_scientific_journal-11846	282	28	and	and	CCONJ
american_scientific_journal-11846	282	29	constraints	constraint	NOUN
american_scientific_journal-11846	282	30	despite	despite	SCONJ
american_scientific_journal-11846	282	31	the	the	DET
american_scientific_journal-11846	282	32	strengths	strength	NOUN
american_scientific_journal-11846	282	33	and	and	CCONJ
american_scientific_journal-11846	282	34	promising	promise	VERB
american_scientific_journal-11846	282	35	results	result	NOUN
american_scientific_journal-11846	282	36	of	of	ADP
american_scientific_journal-11846	282	37	the	the	DET
american_scientific_journal-11846	282	38	proposed	propose	VERB
american_scientific_journal-11846	282	39	microservice	microservice	NOUN
american_scientific_journal-11846	282	40	-	-	PUNCT
american_scientific_journal-11846	282	41	based	base	VERB
american_scientific_journal-11846	282	42	architecture	architecture	NOUN
american_scientific_journal-11846	282	43	,	,	PUNCT
american_scientific_journal-11846	282	44	several	several	ADJ
american_scientific_journal-11846	282	45	limitations	limitation	NOUN
american_scientific_journal-11846	282	46	must	must	AUX
american_scientific_journal-11846	282	47	be	be	AUX
american_scientific_journal-11846	282	48	acknowledged	acknowledge	VERB
american_scientific_journal-11846	282	49	:	:	PUNCT
american_scientific_journal-11846	282	50			NOUN
american_scientific_journal-11846	282	51	standards	standard	NOUN
american_scientific_journal-11846	282	52	variability	variability	NOUN
american_scientific_journal-11846	282	53	across	across	ADP
american_scientific_journal-11846	282	54	institutions	institution	NOUN
american_scientific_journal-11846	282	55	:	:	PUNCT
american_scientific_journal-11846	282	56	the	the	DET
american_scientific_journal-11846	282	57	success	success	NOUN
american_scientific_journal-11846	282	58	of	of	ADP
american_scientific_journal-11846	282	59	real	real	ADJ
american_scientific_journal-11846	282	60	-	-	PUNCT
american_scientific_journal-11846	282	61	time	time	NOUN
american_scientific_journal-11846	282	62	data	datum	NOUN
american_scientific_journal-11846	282	63	harmonization	harmonization	NOUN
american_scientific_journal-11846	282	64	heavily	heavily	ADV
american_scientific_journal-11846	282	65	depends	depend	VERB
american_scientific_journal-11846	282	66	on	on	ADP
american_scientific_journal-11846	282	67	consistent	consistent	ADJ
american_scientific_journal-11846	282	68	adoption	adoption	NOUN
american_scientific_journal-11846	282	69	of	of	ADP
american_scientific_journal-11846	282	70	standards	standard	NOUN
american_scientific_journal-11846	282	71	such	such	ADJ
american_scientific_journal-11846	282	72	as	as	ADP
american_scientific_journal-11846	282	73	fhir	fhir	NOUN
american_scientific_journal-11846	282	74	or	or	CCONJ
american_scientific_journal-11846	282	75	hl7	hl7	NOUN
american_scientific_journal-11846	282	76	.	.	PUNCT
american_scientific_journal-11846	283	1	in	in	ADP
american_scientific_journal-11846	283	2	practice	practice	NOUN
american_scientific_journal-11846	283	3	,	,	PUNCT
american_scientific_journal-11846	283	4	many	many	ADJ
american_scientific_journal-11846	283	5	partner	partner	NOUN
american_scientific_journal-11846	283	6	institutions	institution	NOUN
american_scientific_journal-11846	283	7	still	still	ADV
american_scientific_journal-11846	283	8	rely	rely	VERB
american_scientific_journal-11846	283	9	on	on	ADP
american_scientific_journal-11846	283	10	proprietary	proprietary	ADJ
american_scientific_journal-11846	283	11	data	datum	NOUN
american_scientific_journal-11846	283	12	formats	format	NOUN
american_scientific_journal-11846	283	13	or	or	CCONJ
american_scientific_journal-11846	283	14	inconsistent	inconsistent	ADJ
american_scientific_journal-11846	283	15	schema	schema	NOUN
american_scientific_journal-11846	283	16	implementations	implementation	NOUN
american_scientific_journal-11846	283	17	,	,	PUNCT
american_scientific_journal-11846	283	18	leading	lead	VERB
american_scientific_journal-11846	283	19	to	to	ADP
american_scientific_journal-11846	283	20	potential	potential	ADJ
american_scientific_journal-11846	283	21	delays	delay	NOUN
american_scientific_journal-11846	283	22	or	or	CCONJ
american_scientific_journal-11846	283	23	data	datum	NOUN
american_scientific_journal-11846	283	24	loss	loss	NOUN
american_scientific_journal-11846	283	25	during	during	ADP
american_scientific_journal-11846	283	26	transformation	transformation	NOUN
american_scientific_journal-11846	283	27	.	.	PUNCT
american_scientific_journal-11846	284	1			NOUN
american_scientific_journal-11846	284	2	infrastructure	infrastructure	NOUN
american_scientific_journal-11846	284	3	overhead	overhead	ADV
american_scientific_journal-11846	284	4	and	and	CCONJ
american_scientific_journal-11846	284	5	complexity	complexity	NOUN
american_scientific_journal-11846	284	6	:	:	PUNCT
american_scientific_journal-11846	284	7	while	while	SCONJ
american_scientific_journal-11846	284	8	modular	modular	ADJ
american_scientific_journal-11846	284	9	microservices	microservice	NOUN
american_scientific_journal-11846	284	10	enable	enable	VERB
american_scientific_journal-11846	284	11	flexibility	flexibility	NOUN
american_scientific_journal-11846	284	12	,	,	PUNCT
american_scientific_journal-11846	284	13	they	they	PRON
american_scientific_journal-11846	284	14	introduce	introduce	VERB
american_scientific_journal-11846	284	15	significant	significant	ADJ
american_scientific_journal-11846	284	16	infrastructure	infrastructure	NOUN
american_scientific_journal-11846	284	17	management	management	NOUN
american_scientific_journal-11846	284	18	overhead	overhead	ADV
american_scientific_journal-11846	284	19	.	.	PUNCT
american_scientific_journal-11846	285	1	deploying	deploy	VERB
american_scientific_journal-11846	285	2	and	and	CCONJ
american_scientific_journal-11846	285	3	maintaining	maintain	VERB
american_scientific_journal-11846	285	4	a	a	DET
american_scientific_journal-11846	285	5	kubernetesbased	kubernetesbase	VERB
american_scientific_journal-11846	285	6	ecosystem	ecosystem	NOUN
american_scientific_journal-11846	285	7	with	with	ADP
american_scientific_journal-11846	285	8	service	service	NOUN
american_scientific_journal-11846	285	9	meshes	mesh	NOUN
american_scientific_journal-11846	285	10	like	like	ADP
american_scientific_journal-11846	285	11	istio	istio	NOUN
american_scientific_journal-11846	285	12	and	and	CCONJ
american_scientific_journal-11846	285	13	event	event	NOUN
american_scientific_journal-11846	285	14	brokers	broker	NOUN
american_scientific_journal-11846	285	15	like	like	SCONJ
american_scientific_journal-11846	285	16	kafka	kafka	PROPN
american_scientific_journal-11846	285	17	demands	demand	VERB
american_scientific_journal-11846	285	18	advanced	advanced	ADJ
american_scientific_journal-11846	285	19	devops	devop	NOUN
american_scientific_journal-11846	285	20	capabilities	capability	NOUN
american_scientific_journal-11846	285	21	,	,	PUNCT
american_scientific_journal-11846	285	22	which	which	PRON
american_scientific_journal-11846	285	23	may	may	AUX
american_scientific_journal-11846	285	24	be	be	AUX
american_scientific_journal-11846	285	25	beyond	beyond	ADP
american_scientific_journal-11846	285	26	the	the	DET
american_scientific_journal-11846	285	27	reach	reach	NOUN
american_scientific_journal-11846	285	28	of	of	ADP
american_scientific_journal-11846	285	29	smaller	small	ADJ
american_scientific_journal-11846	285	30	research	research	NOUN
american_scientific_journal-11846	285	31	organizations	organization	NOUN
american_scientific_journal-11846	285	32	.	.	PUNCT
american_scientific_journal-11846	286	1			X
american_scientific_journal-11846	286	2	initial	initial	ADJ
american_scientific_journal-11846	286	3	cost	cost	NOUN
american_scientific_journal-11846	286	4	and	and	CCONJ
american_scientific_journal-11846	286	5	onboarding	onboarding	NOUN
american_scientific_journal-11846	286	6	curve	curve	NOUN
american_scientific_journal-11846	286	7	:	:	PUNCT
american_scientific_journal-11846	286	8	the	the	DET
american_scientific_journal-11846	286	9	platform	platform	NOUN
american_scientific_journal-11846	286	10	's	's	PART
american_scientific_journal-11846	286	11	reliance	reliance	NOUN
american_scientific_journal-11846	286	12	on	on	ADP
american_scientific_journal-11846	286	13	aws	aws	NOUN
american_scientific_journal-11846	286	14	-	-	PUNCT
american_scientific_journal-11846	286	15	native	native	ADJ
american_scientific_journal-11846	286	16	tools	tool	NOUN
american_scientific_journal-11846	286	17	,	,	PUNCT
american_scientific_journal-11846	286	18	terraform	terraform	NOUN
american_scientific_journal-11846	286	19	-	-	PUNCT
american_scientific_journal-11846	286	20	based	base	VERB
american_scientific_journal-11846	286	21	provisioning	provisioning	NOUN
american_scientific_journal-11846	286	22	,	,	PUNCT
american_scientific_journal-11846	286	23	and	and	CCONJ
american_scientific_journal-11846	286	24	docker	docker	NOUN
american_scientific_journal-11846	286	25	-	-	PUNCT
american_scientific_journal-11846	286	26	based	base	VERB
american_scientific_journal-11846	286	27	containerization	containerization	NOUN
american_scientific_journal-11846	286	28	may	may	AUX
american_scientific_journal-11846	286	29	result	result	VERB
american_scientific_journal-11846	286	30	in	in	ADP
american_scientific_journal-11846	286	31	high	high	ADJ
american_scientific_journal-11846	286	32	initial	initial	ADJ
american_scientific_journal-11846	286	33	costs	cost	NOUN
american_scientific_journal-11846	286	34	.	.	PUNCT
american_scientific_journal-11846	287	1	moreover	moreover	ADV
american_scientific_journal-11846	287	2	,	,	PUNCT
american_scientific_journal-11846	287	3	onboarding	onboarde	VERB
american_scientific_journal-11846	287	4	new	new	ADJ
american_scientific_journal-11846	287	5	institutions	institution	NOUN
american_scientific_journal-11846	287	6	requires	require	VERB
american_scientific_journal-11846	287	7	configuration	configuration	NOUN
american_scientific_journal-11846	287	8	of	of	ADP
american_scientific_journal-11846	287	9	access	access	NOUN
american_scientific_journal-11846	287	10	controls	control	NOUN
american_scientific_journal-11846	287	11	,	,	PUNCT
american_scientific_journal-11846	287	12	schema	schema	NOUN
american_scientific_journal-11846	287	13	agreements	agreement	NOUN
american_scientific_journal-11846	287	14	,	,	PUNCT
american_scientific_journal-11846	287	15	and	and	CCONJ
american_scientific_journal-11846	287	16	connectivity	connectivity	NOUN
american_scientific_journal-11846	287	17	pipelines	pipeline	NOUN
american_scientific_journal-11846	287	18	introducing	introduce	VERB
american_scientific_journal-11846	287	19	delays	delay	NOUN
american_scientific_journal-11846	287	20	and	and	CCONJ
american_scientific_journal-11846	287	21	coordination	coordination	NOUN
american_scientific_journal-11846	287	22	overhead	overhead	ADV
american_scientific_journal-11846	287	23	.	.	PUNCT
american_scientific_journal-11846	288	1			PRON
american_scientific_journal-11846	288	2	security	security	NOUN
american_scientific_journal-11846	288	3	vs.	vs.	ADP
american_scientific_journal-11846	288	4	performance	performance	NOUN
american_scientific_journal-11846	288	5	tradeoffs	tradeoff	NOUN
american_scientific_journal-11846	288	6	:	:	PUNCT
american_scientific_journal-11846	288	7	although	although	SCONJ
american_scientific_journal-11846	288	8	encryption	encryption	NOUN
american_scientific_journal-11846	288	9	offloading	offloading	NOUN
american_scientific_journal-11846	288	10	and	and	CCONJ
american_scientific_journal-11846	288	11	tls	tls	PROPN
american_scientific_journal-11846	288	12	optimization	optimization	NOUN
american_scientific_journal-11846	288	13	reduced	reduce	VERB
american_scientific_journal-11846	288	14	latency	latency	NOUN
american_scientific_journal-11846	288	15	,	,	PUNCT
american_scientific_journal-11846	288	16	balancing	balance	VERB
american_scientific_journal-11846	288	17	high	high	ADJ
american_scientific_journal-11846	288	18	throughput	throughput	NOUN
american_scientific_journal-11846	288	19	with	with	ADP
american_scientific_journal-11846	288	20	stringent	stringent	ADJ
american_scientific_journal-11846	288	21	compliance	compliance	NOUN
american_scientific_journal-11846	289	1	[	[	X
american_scientific_journal-11846	289	2	16	16	NUM
american_scientific_journal-11846	289	3	]	]	PUNCT
american_scientific_journal-11846	289	4	remains	remain	VERB
american_scientific_journal-11846	289	5	a	a	DET
american_scientific_journal-11846	289	6	persistent	persistent	ADJ
american_scientific_journal-11846	289	7	tradeoff	tradeoff	NOUN
american_scientific_journal-11846	289	8	.	.	PUNCT
american_scientific_journal-11846	290	1	further	further	ADJ
american_scientific_journal-11846	290	2	optimization	optimization	NOUN
american_scientific_journal-11846	290	3	strategies	strategy	NOUN
american_scientific_journal-11846	290	4	may	may	AUX
american_scientific_journal-11846	290	5	be	be	AUX
american_scientific_journal-11846	290	6	needed	need	VERB
american_scientific_journal-11846	290	7	to	to	PART
american_scientific_journal-11846	290	8	support	support	VERB
american_scientific_journal-11846	290	9	large	large	ADJ
american_scientific_journal-11846	290	10	-	-	PUNCT
american_scientific_journal-11846	290	11	scale	scale	NOUN
american_scientific_journal-11846	290	12	deployments	deployment	NOUN
american_scientific_journal-11846	290	13	under	under	ADP
american_scientific_journal-11846	290	14	strict	strict	ADJ
american_scientific_journal-11846	290	15	latency	latency	NOUN
american_scientific_journal-11846	290	16	constraints	constraint	NOUN
american_scientific_journal-11846	290	17	.	.	PUNCT
american_scientific_journal-11846	291	1			PROPN
american_scientific_journal-11846	291	2	limited	limit	VERB
american_scientific_journal-11846	291	3	ai	ai	PROPN
american_scientific_journal-11846	291	4	integration	integration	NOUN
american_scientific_journal-11846	291	5	in	in	ADP
american_scientific_journal-11846	291	6	the	the	DET
american_scientific_journal-11846	291	7	pilot	pilot	NOUN
american_scientific_journal-11846	291	8	case	case	NOUN
american_scientific_journal-11846	291	9	study	study	NOUN
american_scientific_journal-11846	291	10	:	:	PUNCT
american_scientific_journal-11846	291	11	while	while	SCONJ
american_scientific_journal-11846	291	12	architecture	architecture	NOUN
american_scientific_journal-11846	291	13	supports	support	VERB
american_scientific_journal-11846	291	14	integration	integration	NOUN
american_scientific_journal-11846	291	15	with	with	ADP
american_scientific_journal-11846	291	16	ai	ai	NOUN
american_scientific_journal-11846	291	17	/	/	SYM
american_scientific_journal-11846	291	18	ml	ml	NOUN
american_scientific_journal-11846	291	19	microservices	microservice	NOUN
american_scientific_journal-11846	291	20	,	,	PUNCT
american_scientific_journal-11846	291	21	the	the	DET
american_scientific_journal-11846	291	22	current	current	ADJ
american_scientific_journal-11846	291	23	case	case	NOUN
american_scientific_journal-11846	291	24	study	study	NOUN
american_scientific_journal-11846	291	25	biogen	biogen	PROPN
american_scientific_journal-11846	291	26	-	-	PUNCT
american_scientific_journal-11846	291	27	x	x	PROPN
american_scientific_journal-11846	291	28	only	only	ADV
american_scientific_journal-11846	291	29	demonstrates	demonstrate	VERB
american_scientific_journal-11846	291	30	early	early	ADJ
american_scientific_journal-11846	291	31	-	-	PUNCT
american_scientific_journal-11846	291	32	stage	stage	NOUN
american_scientific_journal-11846	291	33	analytics	analytic	NOUN
american_scientific_journal-11846	291	34	.	.	PUNCT
american_scientific_journal-11846	292	1	full	full	ADJ
american_scientific_journal-11846	292	2	-	-	PUNCT
american_scientific_journal-11846	292	3	fledged	fledge	VERB
american_scientific_journal-11846	292	4	ai	ai	NOUN
american_scientific_journal-11846	292	5	deployment	deployment	NOUN
american_scientific_journal-11846	292	6	,	,	PUNCT
american_scientific_journal-11846	292	7	especially	especially	ADV
american_scientific_journal-11846	292	8	federated	federated	ADJ
american_scientific_journal-11846	292	9	learning	learning	NOUN
american_scientific_journal-11846	292	10	across	across	ADP
american_scientific_journal-11846	292	11	private	private	ADJ
american_scientific_journal-11846	292	12	domains	domain	NOUN
american_scientific_journal-11846	292	13	,	,	PUNCT
american_scientific_journal-11846	292	14	was	be	AUX
american_scientific_journal-11846	292	15	not	not	PART
american_scientific_journal-11846	292	16	realized	realize	VERB
american_scientific_journal-11846	292	17	in	in	ADP
american_scientific_journal-11846	292	18	the	the	DET
american_scientific_journal-11846	292	19	observed	observe	VERB
american_scientific_journal-11846	292	20	trial	trial	NOUN
american_scientific_journal-11846	292	21	window	window	NOUN
american_scientific_journal-11846	292	22	.	.	PUNCT
american_scientific_journal-11846	293	1	these	these	DET
american_scientific_journal-11846	293	2	limitations	limitation	NOUN
american_scientific_journal-11846	293	3	offer	offer	VERB
american_scientific_journal-11846	293	4	guidance	guidance	NOUN
american_scientific_journal-11846	293	5	for	for	ADP
american_scientific_journal-11846	293	6	future	future	ADJ
american_scientific_journal-11846	293	7	iterations	iteration	NOUN
american_scientific_journal-11846	293	8	of	of	ADP
american_scientific_journal-11846	293	9	the	the	DET
american_scientific_journal-11846	293	10	platform	platform	NOUN
american_scientific_journal-11846	293	11	and	and	CCONJ
american_scientific_journal-11846	293	12	highlight	highlight	NOUN
american_scientific_journal-11846	293	13	areas	area	NOUN
american_scientific_journal-11846	293	14	where	where	SCONJ
american_scientific_journal-11846	293	15	broader	broad	ADJ
american_scientific_journal-11846	293	16	institutional	institutional	ADJ
american_scientific_journal-11846	293	17	alignment	alignment	NOUN
american_scientific_journal-11846	293	18	,	,	PUNCT
american_scientific_journal-11846	293	19	technical	technical	ADJ
american_scientific_journal-11846	293	20	innovation	innovation	NOUN
american_scientific_journal-11846	293	21	,	,	PUNCT
american_scientific_journal-11846	293	22	and	and	CCONJ
american_scientific_journal-11846	293	23	governance	governance	NOUN
american_scientific_journal-11846	293	24	frameworks	framework	NOUN
american_scientific_journal-11846	293	25	are	be	AUX
american_scientific_journal-11846	293	26	needed	need	VERB
american_scientific_journal-11846	293	27	to	to	PART
american_scientific_journal-11846	293	28	fully	fully	ADV
american_scientific_journal-11846	293	29	realize	realize	VERB
american_scientific_journal-11846	293	30	the	the	DET
american_scientific_journal-11846	293	31	potential	potential	NOUN
american_scientific_journal-11846	293	32	of	of	ADP
american_scientific_journal-11846	293	33	collaborative	collaborative	ADJ
american_scientific_journal-11846	293	34	biomedical	biomedical	ADJ
american_scientific_journal-11846	293	35	research	research	NOUN
american_scientific_journal-11846	293	36	.	.	PUNCT
american_scientific_journal-11846	294	1	11.conclusion	11.conclusion	NUM
american_scientific_journal-11846	294	2	and	and	CCONJ
american_scientific_journal-11846	294	3	future	future	ADJ
american_scientific_journal-11846	294	4	work	work	NOUN
american_scientific_journal-11846	294	5	11.1summary	11.1summary	NUM
american_scientific_journal-11846	294	6	of	of	ADP
american_scientific_journal-11846	294	7	contributions	contribution	NOUN
american_scientific_journal-11846	294	8	this	this	DET
american_scientific_journal-11846	294	9	paper	paper	NOUN
american_scientific_journal-11846	294	10	presents	present	VERB
american_scientific_journal-11846	294	11	a	a	DET
american_scientific_journal-11846	294	12	robust	robust	ADJ
american_scientific_journal-11846	294	13	and	and	CCONJ
american_scientific_journal-11846	294	14	scalable	scalable	ADJ
american_scientific_journal-11846	294	15	microservice	microservice	NOUN
american_scientific_journal-11846	294	16	-	-	PUNCT
american_scientific_journal-11846	294	17	based	base	VERB
american_scientific_journal-11846	294	18	architecture	architecture	NOUN
american_scientific_journal-11846	294	19	designed	design	VERB
american_scientific_journal-11846	294	20	to	to	PART
american_scientific_journal-11846	294	21	foster	foster	VERB
american_scientific_journal-11846	294	22	interoperable	interoperable	ADJ
american_scientific_journal-11846	294	23	,	,	PUNCT
american_scientific_journal-11846	294	24	secure	secure	ADJ
american_scientific_journal-11846	294	25	,	,	PUNCT
american_scientific_journal-11846	294	26	and	and	CCONJ
american_scientific_journal-11846	294	27	collaborative	collaborative	ADJ
american_scientific_journal-11846	294	28	biomedical	biomedical	ADJ
american_scientific_journal-11846	294	29	research	research	NOUN
american_scientific_journal-11846	294	30	across	across	ADP
american_scientific_journal-11846	294	31	public	public	ADJ
american_scientific_journal-11846	294	32	and	and	CCONJ
american_scientific_journal-11846	294	33	private	private	ADJ
american_scientific_journal-11846	294	34	entities	entity	NOUN
american_scientific_journal-11846	294	35	in	in	ADP
american_scientific_journal-11846	294	36	the	the	DET
american_scientific_journal-11846	294	37	u.s	u.s	PROPN
american_scientific_journal-11846	294	38	.	.	PROPN
american_scientific_journal-11846	294	39	leveraging	leverage	VERB
american_scientific_journal-11846	294	40	modern	modern	ADJ
american_scientific_journal-11846	294	41	technologies	technology	NOUN
american_scientific_journal-11846	294	42	such	such	ADJ
american_scientific_journal-11846	294	43	as	as	ADP
american_scientific_journal-11846	294	44	node.js/.net	node.js/.net	ADJ
american_scientific_journal-11846	294	45	core	core	NOUN
american_scientific_journal-11846	294	46	apis	apis	ADJ
american_scientific_journal-11846	294	47	,	,	PUNCT
american_scientific_journal-11846	294	48	aws	aws	PROPN
american_scientific_journal-11846	294	49	api	api	NOUN
american_scientific_journal-11846	294	50	gateway	gateway	NOUN
american_scientific_journal-11846	294	51	,	,	PUNCT
american_scientific_journal-11846	294	52	and	and	CCONJ
american_scientific_journal-11846	294	53	apache	apache	PROPN
american_scientific_journal-11846	294	54	kafka	kafka	PROPN
american_scientific_journal-11846	294	55	,	,	PUNCT
american_scientific_journal-11846	294	56	the	the	DET
american_scientific_journal-11846	294	57	system	system	NOUN
american_scientific_journal-11846	294	58	enables	enable	VERB
american_scientific_journal-11846	294	59	realtime	realtime	NOUN
american_scientific_journal-11846	294	60	,	,	PUNCT
american_scientific_journal-11846	294	61	role	role	NOUN
american_scientific_journal-11846	294	62	-	-	PUNCT
american_scientific_journal-11846	294	63	based	base	VERB
american_scientific_journal-11846	294	64	data	datum	NOUN
american_scientific_journal-11846	294	65	exchange	exchange	NOUN
american_scientific_journal-11846	294	66	and	and	CCONJ
american_scientific_journal-11846	294	67	workflow	workflow	NOUN
american_scientific_journal-11846	294	68	orchestration	orchestration	NOUN
american_scientific_journal-11846	294	69	.	.	PUNCT
american_scientific_journal-11846	295	1	key	key	ADJ
american_scientific_journal-11846	295	2	contributions	contribution	NOUN
american_scientific_journal-11846	295	3	include	include	VERB
american_scientific_journal-11846	295	4	:	:	PUNCT
american_scientific_journal-11846	295	5			PRON
american_scientific_journal-11846	295	6	a	a	DET
american_scientific_journal-11846	295	7	modular	modular	ADJ
american_scientific_journal-11846	295	8	microservice	microservice	NOUN
american_scientific_journal-11846	295	9	framework	framework	NOUN
american_scientific_journal-11846	295	10	optimized	optimize	VERB
american_scientific_journal-11846	295	11	for	for	ADP
american_scientific_journal-11846	295	12	biomedical	biomedical	ADJ
american_scientific_journal-11846	295	13	data	datum	NOUN
american_scientific_journal-11846	295	14	interoperability	interoperability	NOUN
american_scientific_journal-11846	295	15	.	.	PUNCT
american_scientific_journal-11846	296	1			X
american_scientific_journal-11846	296	2	a	a	DET
american_scientific_journal-11846	296	3	role	role	NOUN
american_scientific_journal-11846	296	4	-	-	PUNCT
american_scientific_journal-11846	296	5	based	base	VERB
american_scientific_journal-11846	296	6	access	access	NOUN
american_scientific_journal-11846	296	7	control	control	PROPN
american_scientific_journal-11846	296	8	rbac	rbac	PROPN
american_scientific_journal-11846	296	9	model	model	PROPN
american_scientific_journal-11846	296	10	tailored	tailor	VERB
american_scientific_journal-11846	296	11	to	to	PART
american_scientific_journal-11846	296	12	protect	protect	VERB
american_scientific_journal-11846	296	13	sensitive	sensitive	ADJ
american_scientific_journal-11846	296	14	research	research	NOUN
american_scientific_journal-11846	296	15	data	datum	NOUN
american_scientific_journal-11846	296	16	while	while	SCONJ
american_scientific_journal-11846	296	17	enabling	enable	VERB
american_scientific_journal-11846	296	18	american	american	ADJ
american_scientific_journal-11846	296	19	academic	academic	ADJ
american_scientific_journal-11846	296	20	scientific	scientific	ADJ
american_scientific_journal-11846	296	21	research	research	NOUN
american_scientific_journal-11846	296	22	journal	journal	NOUN
american_scientific_journal-11846	296	23	for	for	ADP
american_scientific_journal-11846	296	24	engineering	engineering	NOUN
american_scientific_journal-11846	296	25	,	,	PUNCT
american_scientific_journal-11846	296	26	technology	technology	NOUN
american_scientific_journal-11846	296	27	,	,	PUNCT
american_scientific_journal-11846	296	28	and	and	CCONJ
american_scientific_journal-11846	296	29	sciences	science	NOUN
american_scientific_journal-11846	296	30	(	(	PUNCT
american_scientific_journal-11846	296	31	asrjets	asrjet	NOUN
american_scientific_journal-11846	296	32	)	)	PUNCT
american_scientific_journal-11846	296	33	volume	volume	NOUN
american_scientific_journal-11846	296	34	103	103	NUM
american_scientific_journal-11846	296	35	,	,	PUNCT
american_scientific_journal-11846	296	36	no	no	DET
american_scientific_journal-11846	296	37	1	1	NUM
american_scientific_journal-11846	296	38	,	,	PUNCT
american_scientific_journal-11846	296	39	pp	pp	ADV
american_scientific_journal-11846	296	40	290	290	NUM
american_scientific_journal-11846	296	41	-	-	SYM
american_scientific_journal-11846	296	42	312	312	NUM
american_scientific_journal-11846	296	43	311	311	NUM
american_scientific_journal-11846	296	44	authorized	authorize	VERB
american_scientific_journal-11846	296	45	collaboration	collaboration	NOUN
american_scientific_journal-11846	296	46	.	.	PUNCT
american_scientific_journal-11846	297	1			X
american_scientific_journal-11846	297	2	standardized	standardize	VERB
american_scientific_journal-11846	297	3	data	data	NOUN
american_scientific_journal-11846	297	4	models	model	NOUN
american_scientific_journal-11846	297	5	and	and	CCONJ
american_scientific_journal-11846	297	6	transformation	transformation	NOUN
american_scientific_journal-11846	297	7	pipelines	pipeline	NOUN
american_scientific_journal-11846	297	8	to	to	PART
american_scientific_journal-11846	297	9	ensure	ensure	VERB
american_scientific_journal-11846	297	10	consistency	consistency	NOUN
american_scientific_journal-11846	297	11	across	across	ADP
american_scientific_journal-11846	297	12	institutional	institutional	ADJ
american_scientific_journal-11846	297	13	datasets	dataset	NOUN
american_scientific_journal-11846	297	14	.	.	PUNCT
american_scientific_journal-11846	298	1			X
american_scientific_journal-11846	298	2	a	a	DET
american_scientific_journal-11846	298	3	collaborative	collaborative	ADJ
american_scientific_journal-11846	298	4	workflow	workflow	NOUN
american_scientific_journal-11846	298	5	design	design	NOUN
american_scientific_journal-11846	298	6	that	that	PRON
american_scientific_journal-11846	298	7	supports	support	VERB
american_scientific_journal-11846	298	8	decentralized	decentralize	VERB
american_scientific_journal-11846	298	9	,	,	PUNCT
american_scientific_journal-11846	298	10	cross	cross	ADJ
american_scientific_journal-11846	298	11	-	-	ADJ
american_scientific_journal-11846	298	12	institutional	institutional	ADJ
american_scientific_journal-11846	298	13	research	research	NOUN
american_scientific_journal-11846	298	14	initiatives	initiative	NOUN
american_scientific_journal-11846	298	15	.	.	PUNCT
american_scientific_journal-11846	299	1	these	these	DET
american_scientific_journal-11846	299	2	contributions	contribution	NOUN
american_scientific_journal-11846	299	3	collectively	collectively	ADV
american_scientific_journal-11846	299	4	address	address	VERB
american_scientific_journal-11846	299	5	many	many	ADJ
american_scientific_journal-11846	299	6	of	of	ADP
american_scientific_journal-11846	299	7	the	the	DET
american_scientific_journal-11846	299	8	current	current	ADJ
american_scientific_journal-11846	299	9	barriers	barrier	NOUN
american_scientific_journal-11846	299	10	to	to	ADP
american_scientific_journal-11846	299	11	effective	effective	ADJ
american_scientific_journal-11846	299	12	data	datum	NOUN
american_scientific_journal-11846	299	13	sharing	sharing	NOUN
american_scientific_journal-11846	299	14	and	and	CCONJ
american_scientific_journal-11846	299	15	integration	integration	NOUN
american_scientific_journal-11846	299	16	in	in	ADP
american_scientific_journal-11846	299	17	complex	complex	ADJ
american_scientific_journal-11846	299	18	research	research	NOUN
american_scientific_journal-11846	299	19	ecosystems	ecosystem	NOUN
american_scientific_journal-11846	299	20	.	.	PUNCT
american_scientific_journal-11846	300	1	11.2opportunities	11.2opportunitie	NOUN
american_scientific_journal-11846	300	2	for	for	ADP
american_scientific_journal-11846	300	3	future	future	ADJ
american_scientific_journal-11846	300	4	work	work	NOUN
american_scientific_journal-11846	300	5	while	while	SCONJ
american_scientific_journal-11846	300	6	the	the	DET
american_scientific_journal-11846	300	7	proposed	propose	VERB
american_scientific_journal-11846	300	8	system	system	NOUN
american_scientific_journal-11846	300	9	establishes	establish	VERB
american_scientific_journal-11846	300	10	a	a	DET
american_scientific_journal-11846	300	11	strong	strong	ADJ
american_scientific_journal-11846	300	12	foundation	foundation	NOUN
american_scientific_journal-11846	300	13	,	,	PUNCT
american_scientific_journal-11846	300	14	several	several	ADJ
american_scientific_journal-11846	300	15	opportunities	opportunity	NOUN
american_scientific_journal-11846	300	16	exist	exist	VERB
american_scientific_journal-11846	300	17	to	to	PART
american_scientific_journal-11846	300	18	enhance	enhance	VERB
american_scientific_journal-11846	300	19	and	and	CCONJ
american_scientific_journal-11846	300	20	extend	extend	VERB
american_scientific_journal-11846	300	21	its	its	PRON
american_scientific_journal-11846	300	22	capabilities	capability	NOUN
american_scientific_journal-11846	300	23	:	:	PUNCT
american_scientific_journal-11846	300	24			PRON
american_scientific_journal-11846	300	25	ai	ai	VERB
american_scientific_journal-11846	300	26	/	/	SYM
american_scientific_journal-11846	300	27	ml	ml	NOUN
american_scientific_journal-11846	300	28	integration	integration	NOUN
american_scientific_journal-11846	300	29	:	:	PUNCT
american_scientific_journal-11846	300	30	embedding	embed	VERB
american_scientific_journal-11846	300	31	machine	machine	NOUN
american_scientific_journal-11846	300	32	learning	learning	NOUN
american_scientific_journal-11846	300	33	microservices	microservice	NOUN
american_scientific_journal-11846	300	34	for	for	ADP
american_scientific_journal-11846	300	35	predictive	predictive	ADJ
american_scientific_journal-11846	300	36	analytics	analytic	NOUN
american_scientific_journal-11846	300	37	,	,	PUNCT
american_scientific_journal-11846	300	38	patient	patient	ADJ
american_scientific_journal-11846	300	39	stratification	stratification	NOUN
american_scientific_journal-11846	300	40	,	,	PUNCT
american_scientific_journal-11846	300	41	and	and	CCONJ
american_scientific_journal-11846	300	42	real	real	ADJ
american_scientific_journal-11846	300	43	-	-	PUNCT
american_scientific_journal-11846	300	44	time	time	NOUN
american_scientific_journal-11846	300	45	data	datum	NOUN
american_scientific_journal-11846	300	46	triage	triage	NOUN
american_scientific_journal-11846	300	47	could	could	AUX
american_scientific_journal-11846	300	48	enhance	enhance	VERB
american_scientific_journal-11846	300	49	the	the	DET
american_scientific_journal-11846	300	50	platform	platform	NOUN
american_scientific_journal-11846	300	51	's	's	PART
american_scientific_journal-11846	300	52	research	research	NOUN
american_scientific_journal-11846	300	53	utility	utility	NOUN
american_scientific_journal-11846	300	54	.	.	PUNCT
american_scientific_journal-11846	301	1	federated	federated	ADJ
american_scientific_journal-11846	301	2	learning	learning	NOUN
american_scientific_journal-11846	301	3	,	,	PUNCT
american_scientific_journal-11846	301	4	in	in	ADP
american_scientific_journal-11846	301	5	particular	particular	ADJ
american_scientific_journal-11846	301	6	,	,	PUNCT
american_scientific_journal-11846	301	7	allows	allow	VERB
american_scientific_journal-11846	301	8	model	model	NOUN
american_scientific_journal-11846	301	9	training	training	NOUN
american_scientific_journal-11846	301	10	across	across	ADP
american_scientific_journal-11846	301	11	institutions	institution	NOUN
american_scientific_journal-11846	301	12	without	without	ADP
american_scientific_journal-11846	301	13	centralized	centralized	ADJ
american_scientific_journal-11846	301	14	data	datum	NOUN
american_scientific_journal-11846	301	15	sharing	sharing	NOUN
american_scientific_journal-11846	301	16	,	,	PUNCT
american_scientific_journal-11846	301	17	preserving	preserve	VERB
american_scientific_journal-11846	301	18	privacy	privacy	NOUN
american_scientific_journal-11846	301	19	while	while	SCONJ
american_scientific_journal-11846	301	20	enabling	enable	VERB
american_scientific_journal-11846	301	21	discovery	discovery	NOUN
american_scientific_journal-11846	301	22	.	.	PUNCT
american_scientific_journal-11846	302	1			PROPN
american_scientific_journal-11846	302	2	blockchain	blockchain	PROPN
american_scientific_journal-11846	302	3	for	for	ADP
american_scientific_journal-11846	302	4	data	datum	NOUN
american_scientific_journal-11846	302	5	provenance	provenance	NOUN
american_scientific_journal-11846	302	6	and	and	CCONJ
american_scientific_journal-11846	302	7	auditability	auditability	NOUN
american_scientific_journal-11846	302	8	:	:	PUNCT
american_scientific_journal-11846	302	9	implementing	implement	VERB
american_scientific_journal-11846	302	10	blockchain	blockchain	PROPN
american_scientific_journal-11846	302	11	can	can	AUX
american_scientific_journal-11846	302	12	offer	offer	VERB
american_scientific_journal-11846	302	13	immutable	immutable	ADJ
american_scientific_journal-11846	302	14	records	record	NOUN
american_scientific_journal-11846	302	15	of	of	ADP
american_scientific_journal-11846	302	16	data	datum	NOUN
american_scientific_journal-11846	302	17	access	access	NOUN
american_scientific_journal-11846	302	18	,	,	PUNCT
american_scientific_journal-11846	302	19	consent	consent	NOUN
american_scientific_journal-11846	302	20	management	management	NOUN
american_scientific_journal-11846	302	21	,	,	PUNCT
american_scientific_journal-11846	302	22	and	and	CCONJ
american_scientific_journal-11846	302	23	provenance	provenance	NOUN
american_scientific_journal-11846	302	24	especially	especially	ADV
american_scientific_journal-11846	302	25	valuable	valuable	ADJ
american_scientific_journal-11846	302	26	in	in	ADP
american_scientific_journal-11846	302	27	clinical	clinical	ADJ
american_scientific_journal-11846	302	28	trials	trial	NOUN
american_scientific_journal-11846	302	29	and	and	CCONJ
american_scientific_journal-11846	302	30	regulatory	regulatory	ADJ
american_scientific_journal-11846	302	31	reporting	reporting	NOUN
american_scientific_journal-11846	302	32	.	.	PUNCT
american_scientific_journal-11846	303	1			PRON
american_scientific_journal-11846	303	2	ontology	ontology	NOUN
american_scientific_journal-11846	303	3	and	and	CCONJ
american_scientific_journal-11846	303	4	semantic	semantic	ADJ
american_scientific_journal-11846	303	5	interoperability	interoperability	NOUN
american_scientific_journal-11846	303	6	:	:	PUNCT
american_scientific_journal-11846	303	7	enhancing	enhance	VERB
american_scientific_journal-11846	303	8	the	the	DET
american_scientific_journal-11846	303	9	platform	platform	NOUN
american_scientific_journal-11846	303	10	with	with	ADP
american_scientific_journal-11846	303	11	semantic	semantic	ADJ
american_scientific_journal-11846	303	12	layers	layer	NOUN
american_scientific_journal-11846	303	13	and	and	CCONJ
american_scientific_journal-11846	303	14	biomedical	biomedical	ADJ
american_scientific_journal-11846	303	15	ontologies	ontology	NOUN
american_scientific_journal-11846	303	16	e.g.	e.g.	ADV
american_scientific_journal-11846	303	17	,	,	PUNCT
american_scientific_journal-11846	303	18	snomed	snome	VERB
american_scientific_journal-11846	303	19	ct	ct	PROPN
american_scientific_journal-11846	303	20	,	,	PUNCT
american_scientific_journal-11846	303	21	umls	umls	PROPN
american_scientific_journal-11846	303	22	could	could	AUX
american_scientific_journal-11846	303	23	further	far	ADV
american_scientific_journal-11846	303	24	streamline	streamline	VERB
american_scientific_journal-11846	303	25	data	datum	NOUN
american_scientific_journal-11846	303	26	harmonization	harmonization	NOUN
american_scientific_journal-11846	303	27	and	and	CCONJ
american_scientific_journal-11846	303	28	searchability	searchability	NOUN
american_scientific_journal-11846	303	29	across	across	ADP
american_scientific_journal-11846	303	30	heterogeneous	heterogeneous	ADJ
american_scientific_journal-11846	303	31	sources	source	NOUN
american_scientific_journal-11846	303	32	.	.	PUNCT
american_scientific_journal-11846	304	1			PRON
american_scientific_journal-11846	304	2	expansion	expansion	NOUN
american_scientific_journal-11846	304	3	to	to	ADP
american_scientific_journal-11846	304	4	global	global	ADJ
american_scientific_journal-11846	304	5	research	research	NOUN
american_scientific_journal-11846	304	6	networks	network	NOUN
american_scientific_journal-11846	304	7	:	:	PUNCT
american_scientific_journal-11846	304	8	future	future	ADJ
american_scientific_journal-11846	304	9	implementations	implementation	NOUN
american_scientific_journal-11846	304	10	can	can	AUX
american_scientific_journal-11846	304	11	explore	explore	VERB
american_scientific_journal-11846	304	12	crossborder	crossborder	NOUN
american_scientific_journal-11846	304	13	interoperability	interoperability	NOUN
american_scientific_journal-11846	304	14	,	,	PUNCT
american_scientific_journal-11846	304	15	aligning	align	VERB
american_scientific_journal-11846	304	16	with	with	ADP
american_scientific_journal-11846	304	17	international	international	ADJ
american_scientific_journal-11846	304	18	standards	standard	NOUN
american_scientific_journal-11846	304	19	and	and	CCONJ
american_scientific_journal-11846	304	20	regulatory	regulatory	ADJ
american_scientific_journal-11846	304	21	frameworks	framework	NOUN
american_scientific_journal-11846	304	22	to	to	PART
american_scientific_journal-11846	304	23	support	support	VERB
american_scientific_journal-11846	304	24	broader	broad	ADJ
american_scientific_journal-11846	304	25	collaborative	collaborative	ADJ
american_scientific_journal-11846	304	26	initiatives	initiative	NOUN
american_scientific_journal-11846	304	27	.	.	PUNCT
american_scientific_journal-11846	305	1			X
american_scientific_journal-11846	305	2	low	low	ADJ
american_scientific_journal-11846	305	3	-	-	PUNCT
american_scientific_journal-11846	305	4	code	code	NOUN
american_scientific_journal-11846	305	5	/	/	PUNCT
american_scientific_journal-11846	305	6	no	no	DET
american_scientific_journal-11846	305	7	-	-	PUNCT
american_scientific_journal-11846	305	8	code	code	NOUN
american_scientific_journal-11846	305	9	tools	tool	NOUN
american_scientific_journal-11846	305	10	for	for	ADP
american_scientific_journal-11846	305	11	end	end	NOUN
american_scientific_journal-11846	305	12	-	-	PUNCT
american_scientific_journal-11846	305	13	users	user	NOUN
american_scientific_journal-11846	305	14	:	:	PUNCT
american_scientific_journal-11846	305	15	developing	develop	VERB
american_scientific_journal-11846	305	16	intuitive	intuitive	ADJ
american_scientific_journal-11846	305	17	front	front	ADJ
american_scientific_journal-11846	305	18	-	-	PUNCT
american_scientific_journal-11846	305	19	end	end	NOUN
american_scientific_journal-11846	305	20	interfaces	interface	NOUN
american_scientific_journal-11846	305	21	for	for	ADP
american_scientific_journal-11846	305	22	configuring	configure	VERB
american_scientific_journal-11846	305	23	workflows	workflow	NOUN
american_scientific_journal-11846	305	24	and	and	CCONJ
american_scientific_journal-11846	305	25	data	datum	NOUN
american_scientific_journal-11846	305	26	transformations	transformation	NOUN
american_scientific_journal-11846	305	27	can	can	AUX
american_scientific_journal-11846	305	28	empower	empower	VERB
american_scientific_journal-11846	305	29	researchers	researcher	NOUN
american_scientific_journal-11846	305	30	and	and	CCONJ
american_scientific_journal-11846	305	31	domain	domain	NOUN
american_scientific_journal-11846	305	32	experts	expert	NOUN
american_scientific_journal-11846	305	33	without	without	ADP
american_scientific_journal-11846	305	34	deep	deep	ADJ
american_scientific_journal-11846	305	35	technical	technical	ADJ
american_scientific_journal-11846	305	36	knowledge	knowledge	NOUN
american_scientific_journal-11846	305	37	.	.	PUNCT
american_scientific_journal-11846	306	1	by	by	ADP
american_scientific_journal-11846	306	2	continuing	continue	VERB
american_scientific_journal-11846	306	3	to	to	PART
american_scientific_journal-11846	306	4	evolve	evolve	VERB
american_scientific_journal-11846	306	5	this	this	DET
american_scientific_journal-11846	306	6	microservices	microservice	NOUN
american_scientific_journal-11846	306	7	-	-	PUNCT
american_scientific_journal-11846	306	8	based	base	VERB
american_scientific_journal-11846	306	9	approach	approach	NOUN
american_scientific_journal-11846	306	10	with	with	ADP
american_scientific_journal-11846	306	11	intelligent	intelligent	ADJ
american_scientific_journal-11846	306	12	,	,	PUNCT
american_scientific_journal-11846	306	13	auditable	auditable	ADJ
american_scientific_journal-11846	306	14	,	,	PUNCT
american_scientific_journal-11846	306	15	and	and	CCONJ
american_scientific_journal-11846	306	16	usercentric	usercentric	ADJ
american_scientific_journal-11846	306	17	enhancements	enhancement	NOUN
american_scientific_journal-11846	306	18	,	,	PUNCT
american_scientific_journal-11846	306	19	the	the	DET
american_scientific_journal-11846	306	20	biomedical	biomedical	ADJ
american_scientific_journal-11846	306	21	research	research	NOUN
american_scientific_journal-11846	306	22	community	community	NOUN
american_scientific_journal-11846	306	23	can	can	AUX
american_scientific_journal-11846	306	24	move	move	VERB
american_scientific_journal-11846	306	25	toward	toward	ADP
american_scientific_journal-11846	306	26	a	a	DET
american_scientific_journal-11846	306	27	more	more	ADV
american_scientific_journal-11846	306	28	agile	agile	ADJ
american_scientific_journal-11846	306	29	,	,	PUNCT
american_scientific_journal-11846	306	30	transparent	transparent	ADJ
american_scientific_journal-11846	306	31	,	,	PUNCT
american_scientific_journal-11846	306	32	and	and	CCONJ
american_scientific_journal-11846	306	33	inclusive	inclusive	ADJ
american_scientific_journal-11846	306	34	model	model	NOUN
american_scientific_journal-11846	306	35	of	of	ADP
american_scientific_journal-11846	306	36	discovery	discovery	NOUN
american_scientific_journal-11846	306	37	.	.	PUNCT
american_scientific_journal-11846	307	1	references	reference	NOUN
american_scientific_journal-11846	307	2	[	[	X
american_scientific_journal-11846	307	3	1	1	NUM
american_scientific_journal-11846	307	4	]	]	PUNCT
american_scientific_journal-11846	307	5	h.	h.	PROPN
american_scientific_journal-11846	307	6	dai	dai	PROPN
american_scientific_journal-11846	307	7	,	,	PUNCT
american_scientific_journal-11846	307	8	h.	h.	PROPN
american_scientific_journal-11846	307	9	p.	p.	PROPN
american_scientific_journal-11846	307	10	young	young	PROPN
american_scientific_journal-11846	307	11	,	,	PUNCT
american_scientific_journal-11846	307	12	t.	t.	PROPN
american_scientific_journal-11846	307	13	j.	j.	PROPN
american_scientific_journal-11846	307	14	s.	s.	PROPN
american_scientific_journal-11846	307	15	durant	durant	PROPN
american_scientific_journal-11846	307	16	,	,	PUNCT
american_scientific_journal-11846	307	17	g.	g.	PROPN
american_scientific_journal-11846	307	18	gong	gong	PROPN
american_scientific_journal-11846	307	19	,	,	PUNCT
american_scientific_journal-11846	307	20	m.	m.	PROPN
american_scientific_journal-11846	307	21	kang	kang	PROPN
american_scientific_journal-11846	307	22	,	,	PUNCT
american_scientific_journal-11846	307	23	h.	h.	PROPN
american_scientific_journal-11846	307	24	m.	m.	PROPN
american_scientific_journal-11846	307	25	krumholz	krumholz	PROPN
american_scientific_journal-11846	307	26	,	,	PUNCT
american_scientific_journal-11846	307	27	w.	w.	PROPN
american_scientific_journal-11846	307	28	l.	l.	PROPN
american_scientific_journal-11846	307	29	schulz	schulz	PROPN
american_scientific_journal-11846	307	30	,	,	PUNCT
american_scientific_journal-11846	307	31	and	and	CCONJ
american_scientific_journal-11846	307	32	l.	l.	PROPN
american_scientific_journal-11846	307	33	jiang	jiang	PROPN
american_scientific_journal-11846	307	34	,	,	PUNCT
american_scientific_journal-11846	307	35	“	"	PUNCT
american_scientific_journal-11846	307	36	trialchain	trialchain	NOUN
american_scientific_journal-11846	307	37	:	:	PUNCT
american_scientific_journal-11846	307	38	a	a	DET
american_scientific_journal-11846	307	39	blockchain	blockchain	NOUN
american_scientific_journal-11846	307	40	-	-	PUNCT
american_scientific_journal-11846	307	41	based	base	VERB
american_scientific_journal-11846	307	42	platform	platform	NOUN
american_scientific_journal-11846	307	43	to	to	PART
american_scientific_journal-11846	307	44	validate	validate	VERB
american_scientific_journal-11846	307	45	data	datum	NOUN
american_scientific_journal-11846	307	46	integrity	integrity	NOUN
american_scientific_journal-11846	307	47	in	in	ADP
american_scientific_journal-11846	307	48	large	large	ADJ
american_scientific_journal-11846	307	49	,	,	PUNCT
american_scientific_journal-11846	307	50	biomedical	biomedical	ADJ
american_scientific_journal-11846	307	51	research	research	NOUN
american_scientific_journal-11846	307	52	studies	study	NOUN
american_scientific_journal-11846	307	53	,	,	PUNCT
american_scientific_journal-11846	307	54	”	"	PUNCT
american_scientific_journal-11846	307	55	arxiv	arxiv	PROPN
american_scientific_journal-11846	307	56	preprint	preprint	VERB
american_scientific_journal-11846	307	57	arxiv:1807.03612	arxiv:1807.03612	PROPN
american_scientific_journal-11846	307	58	,	,	PUNCT
american_scientific_journal-11846	307	59	2018	2018	NUM
american_scientific_journal-11846	307	60	.	.	PUNCT
american_scientific_journal-11846	308	1	[	[	X
american_scientific_journal-11846	308	2	online	online	X
american_scientific_journal-11846	308	3	]	]	X
american_scientific_journal-11846	308	4	.	.	PUNCT
american_scientific_journal-11846	309	1	available	available	ADJ
american_scientific_journal-11846	309	2	:	:	PUNCT
american_scientific_journal-11846	309	3	https://arxiv.org/abs/1807.03612	https://arxiv.org/abs/1807.03612	NOUN
american_scientific_journal-11846	310	1	[	[	X
american_scientific_journal-11846	310	2	2	2	NUM
american_scientific_journal-11846	310	3	]	]	PUNCT
american_scientific_journal-11846	310	4	hashicorp	hashicorp	NOUN
american_scientific_journal-11846	310	5	,	,	PUNCT
american_scientific_journal-11846	310	6	terraform	terraform	VERB
american_scientific_journal-11846	310	7	by	by	ADP
american_scientific_journal-11846	310	8	hashicorp	hashicorp	NOUN
american_scientific_journal-11846	310	9	,	,	PUNCT
american_scientific_journal-11846	310	10	2021	2021	NUM
american_scientific_journal-11846	310	11	.	.	PUNCT
american_scientific_journal-11846	311	1	[	[	X
american_scientific_journal-11846	311	2	online	online	X
american_scientific_journal-11846	311	3	]	]	X
american_scientific_journal-11846	311	4	.	.	PUNCT
american_scientific_journal-11846	312	1	available	available	ADJ
american_scientific_journal-11846	312	2	:	:	PUNCT
american_scientific_journal-11846	312	3	https://www.terraform.io/	https://www.terraform.io/	NUM
american_scientific_journal-11846	312	4	[	[	X
american_scientific_journal-11846	312	5	3	3	X
american_scientific_journal-11846	312	6	]	]	X
american_scientific_journal-11846	312	7	istio	istio	NOUN
american_scientific_journal-11846	312	8	authors	author	NOUN
american_scientific_journal-11846	312	9	,	,	PUNCT
american_scientific_journal-11846	312	10	“	"	PUNCT
american_scientific_journal-11846	312	11	istio	istio	ADJ
american_scientific_journal-11846	312	12	performance	performance	NOUN
american_scientific_journal-11846	312	13	and	and	CCONJ
american_scientific_journal-11846	312	14	scalability	scalability	NOUN
american_scientific_journal-11846	312	15	overview	overview	NOUN
american_scientific_journal-11846	312	16	,	,	PUNCT
american_scientific_journal-11846	312	17	”	"	PUNCT
american_scientific_journal-11846	312	18	istio	istio	NOUN
american_scientific_journal-11846	312	19	documentation	documentation	NOUN
american_scientific_journal-11846	312	20	,	,	PUNCT
american_scientific_journal-11846	312	21	2024	2024	NUM
american_scientific_journal-11846	312	22	.	.	PUNCT
american_scientific_journal-11846	313	1	[	[	X
american_scientific_journal-11846	313	2	online	online	X
american_scientific_journal-11846	313	3	]	]	X
american_scientific_journal-11846	313	4	.	.	PUNCT
american_scientific_journal-11846	314	1	https://arxiv.org/abs/1807.03612	https://arxiv.org/abs/1807.03612	PROPN
american_scientific_journal-11846	314	2	https://www.terraform.io/	https://www.terraform.io/	NUM
american_scientific_journal-11846	314	3	american	american	ADJ
american_scientific_journal-11846	314	4	academic	academic	ADJ
american_scientific_journal-11846	314	5	scientific	scientific	ADJ
american_scientific_journal-11846	314	6	research	research	NOUN
american_scientific_journal-11846	314	7	journal	journal	NOUN
american_scientific_journal-11846	314	8	for	for	ADP
american_scientific_journal-11846	314	9	engineering	engineering	NOUN
american_scientific_journal-11846	314	10	,	,	PUNCT
american_scientific_journal-11846	314	11	technology	technology	NOUN
american_scientific_journal-11846	314	12	,	,	PUNCT
american_scientific_journal-11846	314	13	and	and	CCONJ
american_scientific_journal-11846	314	14	sciences	science	NOUN
american_scientific_journal-11846	314	15	(	(	PUNCT
american_scientific_journal-11846	314	16	asrjets	asrjet	NOUN
american_scientific_journal-11846	314	17	)	)	PUNCT
american_scientific_journal-11846	314	18	volume	volume	NOUN
american_scientific_journal-11846	314	19	103	103	NUM
american_scientific_journal-11846	314	20	,	,	PUNCT
american_scientific_journal-11846	314	21	no	no	DET
american_scientific_journal-11846	314	22	1	1	NUM
american_scientific_journal-11846	314	23	,	,	PUNCT
american_scientific_journal-11846	314	24	pp	pp	ADV
american_scientific_journal-11846	314	25	290	290	NUM
american_scientific_journal-11846	314	26	-	-	SYM
american_scientific_journal-11846	314	27	312	312	NUM
american_scientific_journal-11846	314	28	312	312	NUM
american_scientific_journal-11846	314	29	available	available	ADJ
american_scientific_journal-11846	314	30	:	:	PUNCT
american_scientific_journal-11846	314	31	https://istio.io/latest/docs/performance-and-scalability/	https://istio.io/latest/docs/performance-and-scalability/	NOUN
american_scientific_journal-11846	315	1	[	[	X
american_scientific_journal-11846	315	2	4	4	X
american_scientific_journal-11846	315	3	]	]	X
american_scientific_journal-11846	315	4	y.	y.	PROPN
american_scientific_journal-11846	315	5	yang	yang	PROPN
american_scientific_journal-11846	315	6	,	,	PUNCT
american_scientific_journal-11846	315	7	q.	q.	PROPN
american_scientific_journal-11846	315	8	zu	zu	PROPN
american_scientific_journal-11846	315	9	,	,	PUNCT
american_scientific_journal-11846	315	10	p.	p.	PROPN
american_scientific_journal-11846	315	11	liu	liu	PROPN
american_scientific_journal-11846	315	12	,	,	PUNCT
american_scientific_journal-11846	315	13	d.	d.	PROPN
american_scientific_journal-11846	315	14	ouyang	ouyang	PROPN
american_scientific_journal-11846	315	15	,	,	PUNCT
american_scientific_journal-11846	315	16	and	and	CCONJ
american_scientific_journal-11846	315	17	x.	x.	PROPN
american_scientific_journal-11846	315	18	li	li	PROPN
american_scientific_journal-11846	315	19	,	,	PUNCT
american_scientific_journal-11846	315	20	“	"	PUNCT
american_scientific_journal-11846	315	21	microshare	microshare	NOUN
american_scientific_journal-11846	315	22	:	:	PUNCT
american_scientific_journal-11846	315	23	privacy	privacy	NOUN
american_scientific_journal-11846	315	24	-	-	PUNCT
american_scientific_journal-11846	315	25	preserved	preserve	VERB
american_scientific_journal-11846	315	26	medical	medical	ADJ
american_scientific_journal-11846	315	27	resource	resource	NOUN
american_scientific_journal-11846	315	28	sharing	share	VERB
american_scientific_journal-11846	315	29	through	through	ADP
american_scientific_journal-11846	315	30	microservice	microservice	NOUN
american_scientific_journal-11846	315	31	architecture	architecture	NOUN
american_scientific_journal-11846	315	32	,	,	PUNCT
american_scientific_journal-11846	315	33	”	"	PUNCT
american_scientific_journal-11846	315	34	arxiv	arxiv	PROPN
american_scientific_journal-11846	315	35	preprint	preprint	NOUN
american_scientific_journal-11846	315	36	arxiv:1806.02134	arxiv:1806.02134	PROPN
american_scientific_journal-11846	315	37	,	,	PUNCT
american_scientific_journal-11846	315	38	2018	2018	NUM
american_scientific_journal-11846	315	39	.	.	PUNCT
american_scientific_journal-11846	316	1	[	[	X
american_scientific_journal-11846	316	2	online	online	X
american_scientific_journal-11846	316	3	]	]	X
american_scientific_journal-11846	316	4	.	.	PUNCT
american_scientific_journal-11846	317	1	available	available	ADJ
american_scientific_journal-11846	317	2	:	:	PUNCT
american_scientific_journal-11846	317	3	https://arxiv.org/abs/1806.02134	https://arxiv.org/abs/1806.02134	PROPN
american_scientific_journal-11846	317	4	[	[	X
american_scientific_journal-11846	317	5	5	5	NUM
american_scientific_journal-11846	317	6	]	]	PUNCT
american_scientific_journal-11846	317	7	amazon	amazon	NOUN
american_scientific_journal-11846	317	8	web	web	NOUN
american_scientific_journal-11846	317	9	services	service	NOUN
american_scientific_journal-11846	317	10	,	,	PUNCT
american_scientific_journal-11846	317	11	aws	aw	NOUN
american_scientific_journal-11846	317	12	cloudformation	cloudformation	NOUN
american_scientific_journal-11846	317	13	documentation	documentation	NOUN
american_scientific_journal-11846	317	14	,	,	PUNCT
american_scientific_journal-11846	317	15	2023	2023	NUM
american_scientific_journal-11846	317	16	.	.	PUNCT
american_scientific_journal-11846	318	1	[	[	X
american_scientific_journal-11846	318	2	online	online	X
american_scientific_journal-11846	318	3	]	]	X
american_scientific_journal-11846	318	4	.	.	PUNCT
american_scientific_journal-11846	319	1	available	available	ADJ
american_scientific_journal-11846	319	2	:	:	PUNCT
american_scientific_journal-11846	320	1	https://docs.aws.amazon.com/cloudformation/	https://docs.aws.amazon.com/cloudformation/	PROPN
american_scientific_journal-11846	321	1	[	[	X
american_scientific_journal-11846	321	2	6	6	NUM
american_scientific_journal-11846	321	3	]	]	PUNCT
american_scientific_journal-11846	321	4	amazon	amazon	PROPN
american_scientific_journal-11846	321	5	web	web	NOUN
american_scientific_journal-11846	321	6	services	service	NOUN
american_scientific_journal-11846	321	7	,	,	PUNCT
american_scientific_journal-11846	321	8	amazon	amazon	NOUN
american_scientific_journal-11846	321	9	cloudwatch	cloudwatch	PROPN
american_scientific_journal-11846	321	10	documentation	documentation	NOUN
american_scientific_journal-11846	321	11	,	,	PUNCT
american_scientific_journal-11846	321	12	2023	2023	NUM
american_scientific_journal-11846	321	13	.	.	PUNCT
american_scientific_journal-11846	322	1	[	[	X
american_scientific_journal-11846	322	2	online	online	X
american_scientific_journal-11846	322	3	]	]	X
american_scientific_journal-11846	322	4	.	.	PUNCT
american_scientific_journal-11846	323	1	available	available	ADJ
american_scientific_journal-11846	323	2	:	:	PUNCT
american_scientific_journal-11846	323	3	https://docs.aws.amazon.com/cloudwatch/	https://docs.aws.amazon.com/cloudwatch/	VERB
american_scientific_journal-11846	323	4	[	[	X
american_scientific_journal-11846	323	5	7	7	NUM
american_scientific_journal-11846	323	6	]	]	X
american_scientific_journal-11846	323	7	prometheus	prometheus	PROPN
american_scientific_journal-11846	323	8	authors	authors	PROPN
american_scientific_journal-11846	323	9	,	,	PUNCT
american_scientific_journal-11846	323	10	prometheus	prometheus	NOUN
american_scientific_journal-11846	323	11	:	:	PUNCT
american_scientific_journal-11846	323	12	monitoring	monitor	VERB
american_scientific_journal-11846	323	13	system	system	NOUN
american_scientific_journal-11846	323	14	&	&	CCONJ
american_scientific_journal-11846	323	15	time	time	PROPN
american_scientific_journal-11846	323	16	series	series	PROPN
american_scientific_journal-11846	323	17	database	database	PROPN
american_scientific_journal-11846	323	18	,	,	PUNCT
american_scientific_journal-11846	323	19	2023	2023	NUM
american_scientific_journal-11846	323	20	.	.	PUNCT
american_scientific_journal-11846	324	1	[	[	X
american_scientific_journal-11846	324	2	online	online	X
american_scientific_journal-11846	324	3	]	]	X
american_scientific_journal-11846	324	4	.	.	PUNCT
american_scientific_journal-11846	325	1	available	available	ADJ
american_scientific_journal-11846	325	2	:	:	PUNCT
american_scientific_journal-11846	325	3	https://prometheus.io/	https://prometheus.io/	PROPN
american_scientific_journal-11846	325	4	[	[	NOUN
american_scientific_journal-11846	325	5	8	8	NUM
american_scientific_journal-11846	325	6	]	]	X
american_scientific_journal-11846	325	7	grafana	grafana	PROPN
american_scientific_journal-11846	325	8	labs	labs	PROPN
american_scientific_journal-11846	325	9	,	,	PUNCT
american_scientific_journal-11846	325	10	grafana	grafana	NOUN
american_scientific_journal-11846	325	11	documentation	documentation	NOUN
american_scientific_journal-11846	325	12	,	,	PUNCT
american_scientific_journal-11846	325	13	2023	2023	NUM
american_scientific_journal-11846	325	14	.	.	PUNCT
american_scientific_journal-11846	326	1	[	[	X
american_scientific_journal-11846	326	2	online	online	X
american_scientific_journal-11846	326	3	]	]	X
american_scientific_journal-11846	326	4	.	.	PUNCT
american_scientific_journal-11846	327	1	available	available	ADJ
american_scientific_journal-11846	327	2	:	:	PUNCT
american_scientific_journal-11846	328	1	https://grafana.com/docs/	https://grafana.com/docs/	PRON
american_scientific_journal-11846	329	1	[	[	X
american_scientific_journal-11846	329	2	9	9	NUM
american_scientific_journal-11846	329	3	]	]	PUNCT
american_scientific_journal-11846	329	4	elasticsearch	elasticsearch	NOUN
american_scientific_journal-11846	329	5	b.v	b.v	PROPN
american_scientific_journal-11846	329	6	.	.	PROPN
american_scientific_journal-11846	329	7	,	,	PUNCT
american_scientific_journal-11846	329	8	the	the	DET
american_scientific_journal-11846	329	9	elk	elk	NOUN
american_scientific_journal-11846	329	10	stack	stack	NOUN
american_scientific_journal-11846	330	1	[	[	X
american_scientific_journal-11846	330	2	9],[14	9],[14	NOUN
american_scientific_journal-11846	330	3	]	]	X
american_scientific_journal-11846	330	4	,	,	PUNCT
american_scientific_journal-11846	330	5	2023	2023	NUM
american_scientific_journal-11846	330	6	.	.	PUNCT
american_scientific_journal-11846	331	1	[	[	X
american_scientific_journal-11846	331	2	online	online	X
american_scientific_journal-11846	331	3	]	]	X
american_scientific_journal-11846	331	4	.	.	PUNCT
american_scientific_journal-11846	332	1	available	available	ADJ
american_scientific_journal-11846	332	2	:	:	PUNCT
american_scientific_journal-11846	333	1	[	[	X
american_scientific_journal-11846	333	2	10	10	NUM
american_scientific_journal-11846	333	3	]	]	PUNCT
american_scientific_journal-11846	333	4	kubernetes	kubernete	VERB
american_scientific_journal-11846	333	5	authors	author	NOUN
american_scientific_journal-11846	333	6	,	,	PUNCT
american_scientific_journal-11846	333	7	kubernetes	kubernete	VERB
american_scientific_journal-11846	333	8	documentation	documentation	NOUN
american_scientific_journal-11846	333	9	,	,	PUNCT
american_scientific_journal-11846	333	10	2023	2023	NUM
american_scientific_journal-11846	333	11	.	.	PUNCT
american_scientific_journal-11846	334	1	[	[	X
american_scientific_journal-11846	334	2	online	online	X
american_scientific_journal-11846	334	3	]	]	X
american_scientific_journal-11846	334	4	.	.	PUNCT
american_scientific_journal-11846	335	1	available	available	ADJ
american_scientific_journal-11846	335	2	:	:	PUNCT
american_scientific_journal-11846	336	1	https://kubernetes.io/docs/	https://kubernetes.io/docs/	PROPN
american_scientific_journal-11846	337	1	[	[	X
american_scientific_journal-11846	337	2	11	11	NUM
american_scientific_journal-11846	337	3	]	]	X
american_scientific_journal-11846	337	4	confluent	confluent	PROPN
american_scientific_journal-11846	337	5	inc	inc	PROPN
american_scientific_journal-11846	337	6	.	.	PROPN
american_scientific_journal-11846	337	7	,	,	PUNCT
american_scientific_journal-11846	337	8	schema	schema	VERB
american_scientific_journal-11846	337	9	registry	registry	NOUN
american_scientific_journal-11846	337	10	overview	overview	NOUN
american_scientific_journal-11846	337	11	,	,	PUNCT
american_scientific_journal-11846	337	12	2023	2023	NUM
american_scientific_journal-11846	337	13	.	.	PUNCT
american_scientific_journal-11846	338	1	[	[	X
american_scientific_journal-11846	338	2	online	online	X
american_scientific_journal-11846	338	3	]	]	X
american_scientific_journal-11846	338	4	.	.	PUNCT
american_scientific_journal-11846	339	1	available	available	ADJ
american_scientific_journal-11846	339	2	:	:	PUNCT
american_scientific_journal-11846	340	1	https://docs.confluent.io/platform/current/schema-registry/index.html	https://docs.confluent.io/platform/current/schema-registry/index.html	PROPN
american_scientific_journal-11846	340	2	[	[	X
american_scientific_journal-11846	340	3	12	12	NUM
american_scientific_journal-11846	340	4	]	]	PUNCT
american_scientific_journal-11846	340	5	kubernetes	kubernete	VERB
american_scientific_journal-11846	340	6	authors	author	NOUN
american_scientific_journal-11846	340	7	,	,	PUNCT
american_scientific_journal-11846	340	8	production	production	NOUN
american_scientific_journal-11846	340	9	-	-	PUNCT
american_scientific_journal-11846	340	10	grade	grade	NOUN
american_scientific_journal-11846	340	11	container	container	NOUN
american_scientific_journal-11846	340	12	orchestration	orchestration	NOUN
american_scientific_journal-11846	340	13	,	,	PUNCT
american_scientific_journal-11846	340	14	2023	2023	NUM
american_scientific_journal-11846	340	15	.	.	PUNCT
american_scientific_journal-11846	341	1	[	[	X
american_scientific_journal-11846	341	2	online	online	X
american_scientific_journal-11846	341	3	]	]	X
american_scientific_journal-11846	341	4	.	.	PUNCT
american_scientific_journal-11846	342	1	available	available	ADJ
american_scientific_journal-11846	342	2	:	:	PUNCT
american_scientific_journal-11846	343	1	https://kubernetes.io/	https://kubernetes.io/	PROPN
american_scientific_journal-11846	343	2	[	[	NOUN
american_scientific_journal-11846	343	3	13	13	NUM
american_scientific_journal-11846	343	4	]	]	X
american_scientific_journal-11846	343	5	grafana	grafana	PROPN
american_scientific_journal-11846	343	6	labs	labs	PROPN
american_scientific_journal-11846	343	7	,	,	PUNCT
american_scientific_journal-11846	343	8	grafana	grafana	PROPN
american_scientific_journal-11846	343	9	:	:	PUNCT
american_scientific_journal-11846	343	10	the	the	DET
american_scientific_journal-11846	343	11	open	open	ADJ
american_scientific_journal-11846	343	12	observability	observability	NOUN
american_scientific_journal-11846	343	13	platform	platform	NOUN
american_scientific_journal-11846	343	14	,	,	PUNCT
american_scientific_journal-11846	343	15	2023	2023	NUM
american_scientific_journal-11846	343	16	.	.	PUNCT
american_scientific_journal-11846	344	1	[	[	X
american_scientific_journal-11846	344	2	online	online	X
american_scientific_journal-11846	344	3	]	]	X
american_scientific_journal-11846	344	4	.	.	PUNCT
american_scientific_journal-11846	345	1	available	available	ADJ
american_scientific_journal-11846	345	2	:	:	PUNCT
american_scientific_journal-11846	346	1	https://grafana.com/	https://grafana.com/	PROPN
american_scientific_journal-11846	346	2	[	[	X
american_scientific_journal-11846	346	3	14	14	NUM
american_scientific_journal-11846	346	4	]	]	PUNCT
american_scientific_journal-11846	346	5	elasticsearch	elasticsearch	NOUN
american_scientific_journal-11846	346	6	b.v	b.v	PROPN
american_scientific_journal-11846	346	7	.	.	PROPN
american_scientific_journal-11846	346	8	,	,	PUNCT
american_scientific_journal-11846	346	9	elk	elk	PROPN
american_scientific_journal-11846	346	10	stack	stack	NOUN
american_scientific_journal-11846	346	11	documentation	documentation	NOUN
american_scientific_journal-11846	346	12	,	,	PUNCT
american_scientific_journal-11846	346	13	2023	2023	NUM
american_scientific_journal-11846	346	14	.	.	PUNCT
american_scientific_journal-11846	347	1	[	[	X
american_scientific_journal-11846	347	2	online	online	X
american_scientific_journal-11846	347	3	]	]	X
american_scientific_journal-11846	347	4	.	.	PUNCT
american_scientific_journal-11846	348	1	available	available	ADJ
american_scientific_journal-11846	348	2	:	:	PUNCT
american_scientific_journal-11846	348	3	https://www.elastic.co/whatis/elk-stack	https://www.elastic.co/whatis/elk-stack	VERB
american_scientific_journal-11846	348	4	[	[	X
american_scientific_journal-11846	348	5	15	15	NUM
american_scientific_journal-11846	348	6	]	]	PUNCT
american_scientific_journal-11846	348	7	hystrix	hystrix	NOUN
american_scientific_journal-11846	348	8	authors	author	NOUN
american_scientific_journal-11846	348	9	,	,	PUNCT
american_scientific_journal-11846	348	10	hystrix	hystrix	PROPN
american_scientific_journal-11846	348	11	:	:	PUNCT
american_scientific_journal-11846	348	12	latency	latency	NOUN
american_scientific_journal-11846	348	13	and	and	CCONJ
american_scientific_journal-11846	348	14	fault	fault	VERB
american_scientific_journal-11846	348	15	tolerance	tolerance	NOUN
american_scientific_journal-11846	348	16	for	for	ADP
american_scientific_journal-11846	348	17	distributed	distribute	VERB
american_scientific_journal-11846	348	18	systems	system	NOUN
american_scientific_journal-11846	348	19	,	,	PUNCT
american_scientific_journal-11846	348	20	2020	2020	NUM
american_scientific_journal-11846	348	21	.	.	PUNCT
american_scientific_journal-11846	349	1	[	[	X
american_scientific_journal-11846	349	2	online	online	X
american_scientific_journal-11846	349	3	]	]	X
american_scientific_journal-11846	349	4	.	.	PUNCT
american_scientific_journal-11846	350	1	available	available	ADJ
american_scientific_journal-11846	350	2	:	:	PUNCT
american_scientific_journal-11846	350	3	https://github.com/netflix/hystrix	https://github.com/netflix/hystrix	PROPN
american_scientific_journal-11846	351	1	[	[	X
american_scientific_journal-11846	351	2	16	16	NUM
american_scientific_journal-11846	351	3	]	]	PUNCT
american_scientific_journal-11846	351	4	h.	h.	PROPN
american_scientific_journal-11846	351	5	zhang	zhang	PROPN
american_scientific_journal-11846	351	6	,	,	PUNCT
american_scientific_journal-11846	351	7	y.	y.	PROPN
american_scientific_journal-11846	351	8	li	li	PROPN
american_scientific_journal-11846	351	9	,	,	PUNCT
american_scientific_journal-11846	351	10	l.	l.	PROPN
american_scientific_journal-11846	351	11	wang	wang	PROPN
american_scientific_journal-11846	351	12	,	,	PUNCT
american_scientific_journal-11846	351	13	z.	z.	PROPN
american_scientific_journal-11846	351	14	yang	yang	PROPN
american_scientific_journal-11846	351	15	,	,	PUNCT
american_scientific_journal-11846	351	16	and	and	CCONJ
american_scientific_journal-11846	351	17	j.	j.	PROPN
american_scientific_journal-11846	351	18	li	li	PROPN
american_scientific_journal-11846	351	19	,	,	PUNCT
american_scientific_journal-11846	351	20	“	"	PUNCT
american_scientific_journal-11846	351	21	blockchain	blockchain	NOUN
american_scientific_journal-11846	351	22	and	and	CCONJ
american_scientific_journal-11846	351	23	healthcare	healthcare	PROPN
american_scientific_journal-11846	351	24	:	:	PUNCT
american_scientific_journal-11846	351	25	opportunities	opportunity	NOUN
american_scientific_journal-11846	351	26	and	and	CCONJ
american_scientific_journal-11846	351	27	prospects	prospect	NOUN
american_scientific_journal-11846	351	28	for	for	ADP
american_scientific_journal-11846	351	29	the	the	DET
american_scientific_journal-11846	351	30	ehr	ehr	NOUN
american_scientific_journal-11846	351	31	,	,	PUNCT
american_scientific_journal-11846	351	32	”	"	PUNCT
american_scientific_journal-11846	351	33	sustainability	sustainability	NOUN
american_scientific_journal-11846	351	34	,	,	PUNCT
american_scientific_journal-11846	351	35	vol	vol	NOUN
american_scientific_journal-11846	351	36	.	.	PROPN
american_scientific_journal-11846	351	37	12	12	NUM
american_scientific_journal-11846	351	38	,	,	PUNCT
american_scientific_journal-11846	351	39	no	no	INTJ
american_scientific_journal-11846	351	40	.	.	NOUN
american_scientific_journal-11846	351	41	22	22	NUM
american_scientific_journal-11846	351	42	,	,	PUNCT
american_scientific_journal-11846	351	43	article	article	NOUN
american_scientific_journal-11846	351	44	9693	9693	NUM
american_scientific_journal-11846	351	45	,	,	PUNCT
american_scientific_journal-11846	351	46	2020	2020	NUM
american_scientific_journal-11846	351	47	.	.	PUNCT
american_scientific_journal-11846	352	1	[	[	X
american_scientific_journal-11846	352	2	online	online	X
american_scientific_journal-11846	352	3	]	]	X
american_scientific_journal-11846	352	4	.	.	PUNCT
american_scientific_journal-11846	353	1	available	available	ADJ
american_scientific_journal-11846	353	2	:	:	PUNCT
american_scientific_journal-11846	353	3	https://www.mdpi.com/2071-1050/12/22/9693	https://www.mdpi.com/2071-1050/12/22/9693	PROPN
american_scientific_journal-11846	353	4	[	[	X
american_scientific_journal-11846	353	5	17	17	NUM
american_scientific_journal-11846	353	6	]	]	X
american_scientific_journal-11846	353	7	o.	o.	PROPN
american_scientific_journal-11846	353	8	choudhury	choudhury	PROPN
american_scientific_journal-11846	353	9	et	et	PROPN
american_scientific_journal-11846	353	10	al	al	PROPN
american_scientific_journal-11846	353	11	.	.	PROPN
american_scientific_journal-11846	353	12	,	,	PUNCT
american_scientific_journal-11846	353	13	“	"	PUNCT
american_scientific_journal-11846	353	14	a	a	DET
american_scientific_journal-11846	353	15	blockchain	blockchain	NOUN
american_scientific_journal-11846	353	16	framework	framework	NOUN
american_scientific_journal-11846	353	17	for	for	ADP
american_scientific_journal-11846	353	18	managing	manage	VERB
american_scientific_journal-11846	353	19	and	and	CCONJ
american_scientific_journal-11846	353	20	monitoring	monitor	VERB
american_scientific_journal-11846	353	21	data	datum	NOUN
american_scientific_journal-11846	353	22	in	in	ADP
american_scientific_journal-11846	353	23	multi	multi	ADJ
american_scientific_journal-11846	353	24	site	site	NOUN
american_scientific_journal-11846	353	25	clinical	clinical	ADJ
american_scientific_journal-11846	353	26	trials	trial	NOUN
american_scientific_journal-11846	353	27	,	,	PUNCT
american_scientific_journal-11846	353	28	”	"	PUNCT
american_scientific_journal-11846	353	29	arxiv	arxiv	PROPN
american_scientific_journal-11846	353	30	preprint	preprint	NOUN
american_scientific_journal-11846	353	31	arxiv:1902.03975	arxiv:1902.03975	NUM
american_scientific_journal-11846	353	32	,	,	PUNCT
american_scientific_journal-11846	353	33	2019	2019	NUM
american_scientific_journal-11846	353	34	.	.	PUNCT
american_scientific_journal-11846	354	1	[	[	X
american_scientific_journal-11846	354	2	online	online	X
american_scientific_journal-11846	354	3	]	]	X
american_scientific_journal-11846	354	4	.	.	PUNCT
american_scientific_journal-11846	355	1	available	available	ADJ
american_scientific_journal-11846	355	2	:	:	PUNCT
american_scientific_journal-11846	355	3	https://arxiv.org/abs/1902.03975	https://arxiv.org/abs/1902.03975	NOUN
american_scientific_journal-11846	356	1	[	[	X
american_scientific_journal-11846	356	2	18	18	NUM
american_scientific_journal-11846	356	3	]	]	X
american_scientific_journal-11846	356	4	j.	j.	PROPN
american_scientific_journal-11846	356	5	oakley	oakley	PROPN
american_scientific_journal-11846	356	6	et	et	PROPN
american_scientific_journal-11846	356	7	al	al	PROPN
american_scientific_journal-11846	356	8	.	.	PROPN
american_scientific_journal-11846	356	9	,	,	PUNCT
american_scientific_journal-11846	356	10	“	"	PUNCT
american_scientific_journal-11846	356	11	scrybe	scrybe	ADV
american_scientific_journal-11846	356	12	:	:	PUNCT
american_scientific_journal-11846	356	13	a	a	DET
american_scientific_journal-11846	356	14	secure	secure	ADJ
american_scientific_journal-11846	356	15	audit	audit	NOUN
american_scientific_journal-11846	356	16	trail	trail	NOUN
american_scientific_journal-11846	356	17	for	for	ADP
american_scientific_journal-11846	356	18	clinical	clinical	ADJ
american_scientific_journal-11846	356	19	trial	trial	NOUN
american_scientific_journal-11846	356	20	data	datum	NOUN
american_scientific_journal-11846	356	21	fusion	fusion	NOUN
american_scientific_journal-11846	356	22	,	,	PUNCT
american_scientific_journal-11846	356	23	”	"	PUNCT
american_scientific_journal-11846	356	24	arxiv	arxiv	PROPN
american_scientific_journal-11846	356	25	preprint	preprint	PROPN
american_scientific_journal-11846	356	26	arxiv:2109.05649	arxiv:2109.05649	PROPN
american_scientific_journal-11846	356	27	,	,	PUNCT
american_scientific_journal-11846	356	28	2021	2021	NUM
american_scientific_journal-11846	356	29	.	.	PUNCT
american_scientific_journal-11846	357	1	[	[	X
american_scientific_journal-11846	357	2	online	online	X
american_scientific_journal-11846	357	3	]	]	X
american_scientific_journal-11846	357	4	.	.	PUNCT
american_scientific_journal-11846	358	1	available	available	ADJ
american_scientific_journal-11846	358	2	:	:	PUNCT
american_scientific_journal-11846	358	3	https://arxiv.org/abs/2109.05649	https://arxiv.org/abs/2109.05649	NOUN
american_scientific_journal-11846	358	4	[	[	X
american_scientific_journal-11846	358	5	19	19	NUM
american_scientific_journal-11846	358	6	]	]	PUNCT
american_scientific_journal-11846	358	7	a.	a.	NOUN
american_scientific_journal-11846	358	8	awad	awad	PROPN
american_scientific_journal-11846	358	9	et	et	PROPN
american_scientific_journal-11846	358	10	al	al	PROPN
american_scientific_journal-11846	358	11	.	.	PROPN
american_scientific_journal-11846	358	12	,	,	PUNCT
american_scientific_journal-11846	358	13	“	"	PUNCT
american_scientific_journal-11846	358	14	building	build	VERB
american_scientific_journal-11846	358	15	trust	trust	NOUN
american_scientific_journal-11846	358	16	in	in	ADP
american_scientific_journal-11846	358	17	healthcare	healthcare	PROPN
american_scientific_journal-11846	358	18	with	with	ADP
american_scientific_journal-11846	358	19	privacy	privacy	NOUN
american_scientific_journal-11846	358	20	techniques	technique	NOUN
american_scientific_journal-11846	358	21	:	:	PUNCT
american_scientific_journal-11846	358	22	blockchain	blockchain	NOUN
american_scientific_journal-11846	358	23	in	in	ADP
american_scientific_journal-11846	358	24	clinical	clinical	ADJ
american_scientific_journal-11846	358	25	research	research	NOUN
american_scientific_journal-11846	358	26	,	,	PUNCT
american_scientific_journal-11846	358	27	”	"	PUNCT
american_scientific_journal-11846	358	28	arxiv	arxiv	PROPN
american_scientific_journal-11846	358	29	preprint	preprint	NOUN
american_scientific_journal-11846	358	30	arxiv:2504.20700	arxiv:2504.20700	NOUN
american_scientific_journal-11846	358	31	,	,	PUNCT
american_scientific_journal-11846	358	32	2025	2025	NUM
american_scientific_journal-11846	358	33	.	.	PUNCT
american_scientific_journal-11846	359	1	[	[	X
american_scientific_journal-11846	359	2	online	online	X
american_scientific_journal-11846	359	3	]	]	X
american_scientific_journal-11846	359	4	.	.	PUNCT
american_scientific_journal-11846	360	1	available	available	ADJ
american_scientific_journal-11846	360	2	:	:	PUNCT
american_scientific_journal-11846	360	3	https://arxiv.org/abs/2504.20700	https://arxiv.org/abs/2504.20700	NOUN
american_scientific_journal-11846	360	4	https://istio.io/latest/docs/performance-and-scalability/	https://istio.io/latest/docs/performance-and-scalability/	PROPN
american_scientific_journal-11846	360	5	https://arxiv.org/abs/1806.02134	https://arxiv.org/abs/1806.02134	PROPN
american_scientific_journal-11846	360	6	https://docs.aws.amazon.com/cloudformation/	https://docs.aws.amazon.com/cloudformation/	PROPN
american_scientific_journal-11846	360	7	https://docs.aws.amazon.com/cloudwatch/	https://docs.aws.amazon.com/cloudwatch/	VERB
american_scientific_journal-11846	360	8	https://prometheus.io/	https://prometheus.io/	PROPN
american_scientific_journal-11846	360	9	https://grafana.com/docs/	https://grafana.com/docs/	PROPN
american_scientific_journal-11846	360	10	https://kubernetes.io/docs/	https://kubernetes.io/docs/	PROPN
american_scientific_journal-11846	360	11	https://docs.confluent.io/platform/current/schema-registry/index.html	https://docs.confluent.io/platform/current/schema-registry/index.html	PROPN
american_scientific_journal-11846	360	12	https://kubernetes.io/	https://kubernetes.io/	ADJ
american_scientific_journal-11846	360	13	https://grafana.com/	https://grafana.com/	ADJ
american_scientific_journal-11846	360	14	https://www.elastic.co/what-is/elk-stack	https://www.elastic.co/what-is/elk-stack	NOUN
american_scientific_journal-11846	360	15	https://www.elastic.co/what-is/elk-stack	https://www.elastic.co/what-is/elk-stack	NOUN
american_scientific_journal-11846	360	16	https://github.com/netflix/hystrix	https://github.com/netflix/hystrix	PROPN
american_scientific_journal-11846	360	17	https://www.mdpi.com/2071-1050/12/22/9693	https://www.mdpi.com/2071-1050/12/22/9693	PROPN
american_scientific_journal-11846	360	18	https://arxiv.org/abs/1902.03975	https://arxiv.org/abs/1902.03975	PROPN
american_scientific_journal-11846	360	19	https://arxiv.org/abs/2109.05649	https://arxiv.org/abs/2109.05649	NOUN
american_scientific_journal-11846	360	20	https://arxiv.org/abs/2504.20700	https://arxiv.org/abs/2504.20700	NOUN