id	sid	tid	token	lemma	pos
biht-340	1	1	1	1	X
biht-340	1	2	(	(	PUNCT
biht-340	1	3	page	page	NOUN
biht-340	1	4	number	number	NOUN
biht-340	1	5	not	not	PART
biht-340	1	6	for	for	ADP
biht-340	1	7	citation	citation	NOUN
biht-340	1	8	purpose	purpose	NOUN
biht-340	1	9	)	)	PUNCT
biht-340	1	10	technical	technical	ADJ
biht-340	1	11	briefs	brief	NOUN
biht-340	1	12	&	&	CCONJ
biht-340	1	13	short	short	ADJ
biht-340	1	14	reports	report	NOUN
biht-340	1	15	model	model	NOUN
biht-340	1	16	complexity	complexity	NOUN
biht-340	1	17	reduction	reduction	NOUN
biht-340	1	18	for	for	ADP
biht-340	1	19	zkml	zkml	NOUN
biht-340	1	20	healthcare	healthcare	NOUN
biht-340	1	21	applications	application	NOUN
biht-340	1	22	:	:	PUNCT
biht-340	1	23	privacy	privacy	NOUN
biht-340	1	24	protection	protection	NOUN
biht-340	1	25	and	and	CCONJ
biht-340	1	26	inference	inference	NOUN
biht-340	1	27	optimization	optimization	NOUN
biht-340	1	28	for	for	ADP
biht-340	1	29	zkml	zkml	NOUN
biht-340	1	30	applications	application	NOUN
biht-340	1	31	—	—	PUNCT
biht-340	1	32	a	a	DET
biht-340	1	33	reference	reference	NOUN
biht-340	1	34	implementation	implementation	NOUN
biht-340	1	35	with	with	ADP
biht-340	1	36	synthetic	synthetic	ADJ
biht-340	1	37	ichom	ichom	NOUN
biht-340	1	38	dataset	dataset	VERB
biht-340	1	39	sathya	sathya	PROPN
biht-340	1	40	krishnasamy	krishnasamy	PROPN
biht-340	1	41	,	,	PUNCT
biht-340	1	42	ms;1	ms;1	PROPN
biht-340	1	43	and	and	CCONJ
biht-340	1	44	ilangovan	ilangovan	PROPN
biht-340	1	45	govindarajan	govindarajan	PROPN
biht-340	1	46	,	,	PUNCT
biht-340	1	47	md2	md2	PROPN
biht-340	1	48	1president	1president	PROPN
biht-340	1	49	and	and	CCONJ
biht-340	1	50	principal	principal	ADJ
biht-340	1	51	,	,	PUNCT
biht-340	1	52	chainaim	chainaim	NOUN
biht-340	1	53	,	,	PUNCT
biht-340	1	54	newington	newington	PROPN
biht-340	1	55	,	,	PUNCT
biht-340	1	56	connecticut	connecticut	PROPN
biht-340	1	57	,	,	PUNCT
biht-340	1	58	usa	usa	PROPN
biht-340	1	59	,	,	PUNCT
biht-340	1	60	2chief	2chief	NUM
biht-340	1	61	medical	medical	ADJ
biht-340	1	62	officer	officer	NOUN
biht-340	1	63	,	,	PUNCT
biht-340	1	64	guardianmedx	guardianmedx	NOUN
biht-340	1	65	,	,	PUNCT
biht-340	1	66	las	las	PROPN
biht-340	1	67	vegas	vegas	PROPN
biht-340	1	68	,	,	PUNCT
biht-340	1	69	nevada	nevada	PROPN
biht-340	1	70	corresponding	corresponding	PROPN
biht-340	1	71	author	author	PROPN
biht-340	1	72	:	:	PUNCT
biht-340	1	73	sathya	sathya	PROPN
biht-340	1	74	krishnasamy	krishnasamy	PROPN
biht-340	1	75	,	,	PUNCT
biht-340	1	76	email	email	NOUN
biht-340	1	77	:	:	PUNCT
biht-340	1	78	sathya.krishnasamy@chainaim.com	sathya.krishnasamy@chainaim.com	X
biht-340	1	79	doi	doi	PROPN
biht-340	1	80	:	:	PUNCT
biht-340	1	81	https://doi.org/10.30953/bhty.v7.340	https://doi.org/10.30953/bhty.v7.340	NUM
biht-340	1	82	keywords	keyword	NOUN
biht-340	1	83	:	:	PUNCT
biht-340	1	84	blockchain	blockchain	NOUN
biht-340	1	85	,	,	PUNCT
biht-340	1	86	diabetes	diabete	NOUN
biht-340	1	87	,	,	PUNCT
biht-340	1	88	distributed	distribute	VERB
biht-340	1	89	ledger	ledger	NOUN
biht-340	1	90	,	,	PUNCT
biht-340	1	91	model	model	NOUN
biht-340	1	92	complexity	complexity	NOUN
biht-340	1	93	reduction	reduction	NOUN
biht-340	1	94	privacy	privacy	NOUN
biht-340	1	95	,	,	PUNCT
biht-340	1	96	machine	machine	NOUN
biht-340	1	97	learning	learning	NOUN
biht-340	1	98	,	,	PUNCT
biht-340	1	99	ichom	ichom	PROPN
biht-340	1	100	,	,	PUNCT
biht-340	1	101	international	international	ADJ
biht-340	1	102	consortium	consortium	NOUN
biht-340	1	103	for	for	ADP
biht-340	1	104	health	health	NOUN
biht-340	1	105	outcomes	outcome	NOUN
biht-340	1	106	measurement	measurement	NOUN
biht-340	1	107	,	,	PUNCT
biht-340	1	108	zkml	zkml	PROPN
biht-340	1	109	,	,	PUNCT
biht-340	1	110	zero	zero	NUM
biht-340	1	111	-	-	PUNCT
biht-340	1	112	knowledge	knowledge	NOUN
biht-340	1	113	machine	machine	NOUN
biht-340	1	114	learning	learn	VERB
biht-340	1	115	abstract	abstract	ADJ
biht-340	1	116	web	web	NOUN
biht-340	1	117	3.0	3.0	NUM
biht-340	1	118	represents	represent	VERB
biht-340	1	119	the	the	DET
biht-340	1	120	next	next	ADJ
biht-340	1	121	significant	significant	ADJ
biht-340	1	122	evolution	evolution	NOUN
biht-340	1	123	of	of	ADP
biht-340	1	124	the	the	DET
biht-340	1	125	internet	internet	NOUN
biht-340	1	126	that	that	PRON
biht-340	1	127	embodies	embody	VERB
biht-340	1	128	the	the	DET
biht-340	1	129	underlying	underlying	ADJ
biht-340	1	130	decentralized	decentralized	ADJ
biht-340	1	131	network	network	NOUN
biht-340	1	132	architectures	architecture	NOUN
biht-340	1	133	,	,	PUNCT
biht-340	1	134	distributed	distribute	VERB
biht-340	1	135	ledgers	ledger	NOUN
biht-340	1	136	,	,	PUNCT
biht-340	1	137	and	and	CCONJ
biht-340	1	138	advanced	advanced	ADJ
biht-340	1	139	ai	ai	VERB
biht-340	1	140	capabilities	capability	NOUN
biht-340	1	141	.	.	PUNCT
biht-340	2	1	though	though	SCONJ
biht-340	2	2	the	the	DET
biht-340	2	3	technologies	technology	NOUN
biht-340	2	4	are	be	AUX
biht-340	2	5	maturing	mature	VERB
biht-340	2	6	rapidly	rapidly	ADV
biht-340	2	7	,	,	PUNCT
biht-340	2	8	considerable	considerable	ADJ
biht-340	2	9	barriers	barrier	NOUN
biht-340	2	10	exist	exist	VERB
biht-340	2	11	to	to	ADP
biht-340	2	12	high	high	ADJ
biht-340	2	13	-	-	PUNCT
biht-340	2	14	scale	scale	NOUN
biht-340	2	15	adoption	adoption	NOUN
biht-340	2	16	.	.	PUNCT
biht-340	3	1	the	the	DET
biht-340	3	2	author	author	NOUN
biht-340	3	3	discusses	discuss	VERB
biht-340	3	4	the	the	DET
biht-340	3	5	barriers	barrier	NOUN
biht-340	3	6	and	and	CCONJ
biht-340	3	7	the	the	DET
biht-340	3	8	mitigations	mitigation	NOUN
biht-340	3	9	through	through	ADP
biht-340	3	10	specific	specific	ADJ
biht-340	3	11	technologies	technology	NOUN
biht-340	3	12	maturing	mature	VERB
biht-340	3	13	to	to	PART
biht-340	3	14	solve	solve	VERB
biht-340	3	15	those	those	DET
biht-340	3	16	issues	issue	NOUN
biht-340	3	17	in	in	ADP
biht-340	3	18	an	an	DET
biht-340	3	19	earlier	early	ADJ
biht-340	3	20	paper	paper	NOUN
biht-340	3	21	titled	title	VERB
biht-340	3	22	moving	move	VERB
biht-340	3	23	beyond	beyond	ADP
biht-340	3	24	pocs	poc	NOUN
biht-340	3	25	and	and	CCONJ
biht-340	3	26	pilots	pilot	NOUN
biht-340	3	27	,	,	PUNCT
biht-340	3	28	published	publish	VERB
biht-340	3	29	in	in	ADP
biht-340	3	30	2023	2023	NUM
biht-340	3	31	in	in	ADP
biht-340	3	32	blockchain	blockchain	PROPN
biht-340	3	33	in	in	ADP
biht-340	3	34	healthcare	healthcare	PROPN
biht-340	3	35	today	today	NOUN
biht-340	3	36	.	.	PUNCT
biht-340	4	1	these	these	PRON
biht-340	4	2	include	include	VERB
biht-340	4	3	privacy	privacy	NOUN
biht-340	4	4	-	-	PUNCT
biht-340	4	5	preserving	preserve	VERB
biht-340	4	6	technologies	technology	NOUN
biht-340	4	7	,	,	PUNCT
biht-340	4	8	offchain	offchain	ADJ
biht-340	4	9	and	and	CCONJ
biht-340	4	10	on	on	ADP
biht-340	4	11	-	-	PUNCT
biht-340	4	12	chain	chain	NOUN
biht-340	4	13	design	design	NOUN
biht-340	4	14	optimizations	optimization	NOUN
biht-340	4	15	,	,	PUNCT
biht-340	4	16	and	and	CCONJ
biht-340	4	17	the	the	DET
biht-340	4	18	multi	multi	ADJ
biht-340	4	19	-	-	ADJ
biht-340	4	20	dimensional	dimensional	ADJ
biht-340	4	21	approach	approach	NOUN
biht-340	4	22	needed	need	VERB
biht-340	4	23	in	in	ADP
biht-340	4	24	planning	planning	NOUN
biht-340	4	25	and	and	CCONJ
biht-340	4	26	adopting	adopt	VERB
biht-340	4	27	these	these	DET
biht-340	4	28	technologies	technology	NOUN
biht-340	4	29	.	.	PUNCT
biht-340	5	1	as	as	ADP
biht-340	5	2	an	an	DET
biht-340	5	3	extension	extension	NOUN
biht-340	5	4	,	,	PUNCT
biht-340	5	5	this	this	DET
biht-340	5	6	paper	paper	NOUN
biht-340	5	7	discusses	discuss	VERB
biht-340	5	8	one	one	NUM
biht-340	5	9	such	such	ADJ
biht-340	5	10	enabler	enabler	NOUN
biht-340	5	11	,	,	PUNCT
biht-340	5	12	zero	zero	NUM
biht-340	5	13	knowledge	knowledge	NOUN
biht-340	5	14	machine	machine	NOUN
biht-340	5	15	learning	learning	NOUN
biht-340	5	16	(	(	PUNCT
biht-340	5	17	zkml	zkml	PROPN
biht-340	5	18	)	)	PUNCT
biht-340	5	19	,	,	PUNCT
biht-340	5	20	which	which	PRON
biht-340	5	21	merges	merge	VERB
biht-340	5	22	two	two	NUM
biht-340	5	23	streams	stream	NOUN
biht-340	5	24	of	of	ADP
biht-340	5	25	technology	technology	NOUN
biht-340	5	26	in	in	ADP
biht-340	5	27	unique	unique	ADJ
biht-340	5	28	ways	way	NOUN
biht-340	5	29	to	to	PART
biht-340	5	30	address	address	VERB
biht-340	5	31	problems	problem	NOUN
biht-340	5	32	in	in	ADP
biht-340	5	33	privacy	privacy	NOUN
biht-340	5	34	and	and	CCONJ
biht-340	5	35	the	the	DET
biht-340	5	36	cost	cost	NOUN
biht-340	5	37	of	of	ADP
biht-340	5	38	inference	inference	NOUN
biht-340	5	39	.	.	PUNCT
biht-340	6	1	zero	zero	NUM
biht-340	6	2	-	-	PUNCT
biht-340	6	3	knowledge	knowledge	NOUN
biht-340	6	4	proofs	proof	NOUN
biht-340	6	5	(	(	PUNCT
biht-340	6	6	zkp	zkp	PROPN
biht-340	6	7	)	)	PUNCT
biht-340	6	8	allow	allow	VERB
biht-340	6	9	one	one	NUM
biht-340	6	10	party	party	NOUN
biht-340	6	11	to	to	PART
biht-340	6	12	prove	prove	VERB
biht-340	6	13	the	the	DET
biht-340	6	14	validity	validity	NOUN
biht-340	6	15	of	of	ADP
biht-340	6	16	a	a	DET
biht-340	6	17	statement	statement	NOUN
biht-340	6	18	to	to	ADP
biht-340	6	19	another	another	DET
biht-340	6	20	party	party	NOUN
biht-340	6	21	without	without	ADP
biht-340	6	22	revealing	reveal	VERB
biht-340	6	23	any	any	DET
biht-340	6	24	additional	additional	ADJ
biht-340	6	25	information	information	NOUN
biht-340	6	26	about	about	ADP
biht-340	6	27	the	the	DET
biht-340	6	28	statement	statement	NOUN
biht-340	6	29	itself	itself	PRON
biht-340	6	30	.	.	PUNCT
biht-340	7	1	the	the	DET
biht-340	7	2	zkml	zkml	NOUN
biht-340	7	3	combines	combine	VERB
biht-340	7	4	the	the	DET
biht-340	7	5	cryptographic	cryptographic	ADJ
biht-340	7	6	principle	principle	NOUN
biht-340	7	7	of	of	ADP
biht-340	7	8	zkp	zkp	NOUN
biht-340	7	9	with	with	ADP
biht-340	7	10	machine	machine	NOUN
biht-340	7	11	learning	learning	NOUN
biht-340	7	12	(	(	PUNCT
biht-340	7	13	ml	ml	NOUN
biht-340	7	14	)	)	PUNCT
biht-340	7	15	techniques	technique	NOUN
biht-340	7	16	.	.	PUNCT
biht-340	8	1	it	it	PRON
biht-340	8	2	is	be	AUX
biht-340	8	3	still	still	ADV
biht-340	8	4	a	a	DET
biht-340	8	5	maturing	mature	VERB
biht-340	8	6	technology	technology	NOUN
biht-340	8	7	and	and	CCONJ
biht-340	8	8	needs	need	VERB
biht-340	8	9	baselines	baseline	NOUN
biht-340	8	10	for	for	ADP
biht-340	8	11	applications	application	NOUN
biht-340	8	12	in	in	ADP
biht-340	8	13	global	global	ADJ
biht-340	8	14	healthcare	healthcare	NOUN
biht-340	8	15	.	.	PUNCT
biht-340	9	1	in	in	ADP
biht-340	9	2	this	this	DET
biht-340	9	3	effort	effort	NOUN
biht-340	9	4	,	,	PUNCT
biht-340	9	5	the	the	DET
biht-340	9	6	authors	author	NOUN
biht-340	9	7	conceptualize	conceptualize	VERB
biht-340	9	8	the	the	DET
biht-340	9	9	technical	technical	ADJ
biht-340	9	10	and	and	CCONJ
biht-340	9	11	operational	operational	ADJ
biht-340	9	12	feasibility	feasibility	NOUN
biht-340	9	13	of	of	ADP
biht-340	9	14	using	use	VERB
biht-340	9	15	zkml	zkml	NOUN
biht-340	9	16	and	and	CCONJ
biht-340	9	17	implement	implement	VERB
biht-340	9	18	a	a	DET
biht-340	9	19	reference	reference	NOUN
biht-340	9	20	healthcare	healthcare	NOUN
biht-340	9	21	implementation	implementation	NOUN
biht-340	9	22	using	use	VERB
biht-340	9	23	the	the	DET
biht-340	9	24	synthetic	synthetic	ADJ
biht-340	9	25	international	international	ADJ
biht-340	9	26	consortium	consortium	NOUN
biht-340	9	27	for	for	ADP
biht-340	9	28	health	health	NOUN
biht-340	9	29	outcomes	outcome	NOUN
biht-340	9	30	measurement	measurement	NOUN
biht-340	9	31	(	(	PUNCT
biht-340	9	32	ichom	ichom	PROPN
biht-340	9	33	)	)	PUNCT
biht-340	9	34	in	in	ADP
biht-340	9	35	the	the	DET
biht-340	9	36	evaluation	evaluation	NOUN
biht-340	9	37	phase	phase	NOUN
biht-340	9	38	in	in	ADP
biht-340	9	39	a	a	DET
biht-340	9	40	global	global	ADJ
biht-340	9	41	healthcare	healthcare	NOUN
biht-340	9	42	setting	set	VERB
biht-340	9	43	for	for	ADP
biht-340	9	44	high	high	ADJ
biht-340	9	45	-	-	PUNCT
biht-340	9	46	volume	volume	NOUN
biht-340	9	47	data	datum	NOUN
biht-340	9	48	collection	collection	NOUN
biht-340	9	49	,	,	PUNCT
biht-340	9	50	including	include	VERB
biht-340	9	51	patient	patient	NOUN
biht-340	9	52	-	-	PUNCT
biht-340	9	53	reported	report	VERB
biht-340	9	54	outcomes	outcome	NOUN
biht-340	9	55	.	.	PUNCT
biht-340	10	1	model	model	NOUN
biht-340	10	2	complexity	complexity	NOUN
biht-340	10	3	reduction	reduction	NOUN
biht-340	10	4	is	be	AUX
biht-340	10	5	researched	research	VERB
biht-340	10	6	and	and	CCONJ
biht-340	10	7	reported	report	VERB
biht-340	10	8	for	for	SCONJ
biht-340	10	9	the	the	DET
biht-340	10	10	ichom	ichom	PROPN
biht-340	10	11	diabetes	diabetes	NOUN
biht-340	10	12	dataset	dataset	VERB
biht-340	10	13	to	to	PART
biht-340	10	14	advance	advance	VERB
biht-340	10	15	the	the	DET
biht-340	10	16	usage	usage	NOUN
biht-340	10	17	of	of	ADP
biht-340	10	18	ml	ml	NOUN
biht-340	10	19	models	model	NOUN
biht-340	10	20	in	in	ADP
biht-340	10	21	global	global	ADJ
biht-340	10	22	standards	standard	NOUN
biht-340	10	23	of	of	ADP
biht-340	10	24	healthcare	healthcare	PROPN
biht-340	10	25	data	datum	NOUN
biht-340	10	26	collection	collection	NOUN
biht-340	10	27	in	in	ADP
biht-340	10	28	network	network	NOUN
biht-340	10	29	decentralized	decentralize	VERB
biht-340	10	30	architectures	architecture	NOUN
biht-340	10	31	for	for	ADP
biht-340	10	32	increased	increase	VERB
biht-340	10	33	data	datum	NOUN
biht-340	10	34	protection	protection	NOUN
biht-340	10	35	and	and	CCONJ
biht-340	10	36	efficiencies	efficiency	NOUN
biht-340	10	37	.	.	PUNCT
biht-340	11	1	submitted	submit	VERB
biht-340	11	2	:	:	PUNCT
biht-340	11	3	august	august	PROPN
biht-340	11	4	1	1	NUM
biht-340	11	5	,	,	PUNCT
biht-340	11	6	2024	2024	NUM
biht-340	11	7	;	;	PUNCT
biht-340	11	8	accepted	accept	VERB
biht-340	11	9	:	:	PUNCT
biht-340	11	10	august	august	PROPN
biht-340	11	11	25	25	NUM
biht-340	11	12	,	,	PUNCT
biht-340	11	13	2024	2024	NUM
biht-340	11	14	;	;	PUNCT
biht-340	11	15	published	publish	VERB
biht-340	11	16	:	:	PUNCT
biht-340	11	17	august	august	PROPN
biht-340	11	18	31	31	NUM
biht-340	11	19	,	,	PUNCT
biht-340	11	20	2024	2024	NUM
biht-340	11	21	the	the	DET
biht-340	11	22	sizable	sizable	ADJ
biht-340	11	23	amount	amount	NOUN
biht-340	11	24	of	of	ADP
biht-340	11	25	data	datum	NOUN
biht-340	11	26	collection	collection	NOUN
biht-340	11	27	in	in	ADP
biht-340	11	28	recent	recent	ADJ
biht-340	11	29	years	year	NOUN
biht-340	11	30	has	have	AUX
biht-340	11	31	produced	produce	VERB
biht-340	11	32	unprecedented	unprecedented	ADJ
biht-340	11	33	analytical	analytical	ADJ
biht-340	11	34	capabilities	capability	NOUN
biht-340	11	35	.	.	PUNCT
biht-340	12	1	however,1with	however,1with	ADP
biht-340	12	2	the	the	DET
biht-340	12	3	rapid	rapid	ADJ
biht-340	12	4	increase	increase	NOUN
biht-340	12	5	in	in	ADP
biht-340	12	6	data	data	NOUN
biht-340	12	7	ingestion	ingestion	NOUN
biht-340	12	8	and	and	CCONJ
biht-340	12	9	machine	machine	NOUN
biht-340	12	10	learning	learning	NOUN
biht-340	12	11	(	(	PUNCT
biht-340	12	12	ml	ml	NOUN
biht-340	12	13	)	)	PUNCT
biht-340	12	14	,	,	PUNCT
biht-340	12	15	particularly	particularly	ADV
biht-340	12	16	in	in	ADP
biht-340	12	17	centralized	centralized	ADJ
biht-340	12	18	systems	system	NOUN
biht-340	12	19	,	,	PUNCT
biht-340	12	20	data	datum	NOUN
biht-340	12	21	privacy	privacy	NOUN
biht-340	12	22	and	and	CCONJ
biht-340	12	23	security	security	NOUN
biht-340	12	24	concerns	concern	NOUN
biht-340	12	25	have	have	AUX
biht-340	12	26	increased	increase	VERB
biht-340	12	27	significantly	significantly	ADV
biht-340	12	28	with	with	ADP
biht-340	12	29	excessive	excessive	ADJ
biht-340	12	30	data	datum	NOUN
biht-340	12	31	movements	movement	NOUN
biht-340	12	32	,	,	PUNCT
biht-340	12	33	sometimes	sometimes	ADV
biht-340	12	34	not	not	PART
biht-340	12	35	truly	truly	ADV
biht-340	12	36	needed	need	VERB
biht-340	12	37	.	.	PUNCT
biht-340	13	1	as	as	SCONJ
biht-340	13	2	central	central	ADJ
biht-340	13	3	data	datum	NOUN
biht-340	13	4	repositories	repository	NOUN
biht-340	13	5	grow	grow	VERB
biht-340	13	6	larger	large	ADJ
biht-340	13	7	,	,	PUNCT
biht-340	13	8	they	they	PRON
biht-340	13	9	become	become	VERB
biht-340	13	10	attractive	attractive	ADJ
biht-340	13	11	targets	target	NOUN
biht-340	13	12	.	.	PUNCT
biht-340	14	1	healthcare	healthcare	NOUN
biht-340	14	2	data	datum	NOUN
biht-340	14	3	breaches	breach	NOUN
biht-340	14	4	have	have	AUX
biht-340	14	5	become	become	VERB
biht-340	14	6	increasingly	increasingly	ADV
biht-340	14	7	appendix	appendix	VERB
biht-340	14	8	common	common	ADJ
biht-340	14	9	.	.	PUNCT
biht-340	15	1	there	there	PRON
biht-340	15	2	have	have	AUX
biht-340	15	3	been	be	AUX
biht-340	15	4	many	many	ADJ
biht-340	15	5	high	high	ADJ
biht-340	15	6	-	-	PUNCT
biht-340	15	7	profile	profile	NOUN
biht-340	15	8	incidents	incident	NOUN
biht-340	15	9	,	,	PUNCT
biht-340	15	10	and	and	CCONJ
biht-340	15	11	the	the	DET
biht-340	15	12	trend	trend	NOUN
biht-340	15	13	has	have	AUX
biht-340	15	14	been	be	AUX
biht-340	15	15	continuous	continuous	ADJ
biht-340	15	16	.	.	PUNCT
biht-340	16	1	a	a	DET
biht-340	16	2	key	key	ADJ
biht-340	16	3	strategy	strategy	NOUN
biht-340	16	4	for	for	ADP
biht-340	16	5	mitigating	mitigate	VERB
biht-340	16	6	the	the	DET
biht-340	16	7	risks	risk	NOUN
biht-340	16	8	associated	associate	VERB
biht-340	16	9	with	with	ADP
biht-340	16	10	healthcare	healthcare	NOUN
biht-340	16	11	data	datum	NOUN
biht-340	16	12	is	be	AUX
biht-340	16	13	restricting	restrict	VERB
biht-340	16	14	access	access	NOUN
biht-340	16	15	to	to	ADP
biht-340	16	16	data	datum	NOUN
biht-340	16	17	at	at	ADP
biht-340	16	18	the	the	DET
biht-340	16	19	source	source	NOUN
biht-340	16	20	and	and	CCONJ
biht-340	16	21	reducing	reduce	VERB
biht-340	16	22	unnecessary	unnecessary	ADJ
biht-340	16	23	data	datum	NOUN
biht-340	16	24	movements	movement	NOUN
biht-340	16	25	.	.	PUNCT
biht-340	17	1	these	these	PRON
biht-340	17	2	include	include	VERB
biht-340	17	3	data	datum	NOUN
biht-340	17	4	access	access	NOUN
biht-340	17	5	using	use	VERB
biht-340	17	6	role	role	NOUN
biht-340	17	7	-	-	PUNCT
biht-340	17	8	based	base	VERB
biht-340	17	9	access	access	NOUN
biht-340	17	10	,	,	PUNCT
biht-340	17	11	data	datum	NOUN
biht-340	17	12	encryption	encryption	NOUN
biht-340	17	13	,	,	PUNCT
biht-340	17	14	minimal	minimal	ADJ
biht-340	17	15	data	data	NOUN
biht-340	17	16	transfer	transfer	NOUN
biht-340	17	17	,	,	PUNCT
biht-340	17	18	and	and	CCONJ
biht-340	17	19	regular	regular	ADJ
biht-340	17	20	audits	audits	NOUN
biht-340	17	21	.	.	PUNCT
biht-340	18	1	while	while	SCONJ
biht-340	18	2	these	these	PRON
biht-340	18	3	are	be	AUX
biht-340	18	4	paramount	paramount	ADJ
biht-340	18	5	,	,	PUNCT
biht-340	18	6	it	it	PRON
biht-340	18	7	is	be	AUX
biht-340	18	8	also	also	ADV
biht-340	18	9	critical	critical	ADJ
biht-340	18	10	to	to	PART
biht-340	18	11	devise	devise	VERB
biht-340	18	12	collaboration	collaboration	NOUN
biht-340	18	13	systems	system	NOUN
biht-340	18	14	that	that	PRON
biht-340	18	15	could	could	AUX
biht-340	18	16	communicate	communicate	VERB
biht-340	18	17	across	across	ADP
biht-340	18	18	decentralized	decentralize	VERB
biht-340	18	19	networks	network	NOUN
biht-340	18	20	.	.	PUNCT
biht-340	19	1	zero	zero	NUM
biht-340	19	2	-	-	PUNCT
biht-340	19	3	knowledge	knowledge	NOUN
biht-340	19	4	proofs	proof	NOUN
biht-340	19	5	(	(	PUNCT
biht-340	19	6	zkp	zkp	NOUN
biht-340	19	7	)	)	PUNCT
biht-340	19	8	can	can	AUX
biht-340	19	9	be	be	AUX
biht-340	19	10	designed	design	VERB
biht-340	19	11	for	for	ADP
biht-340	19	12	evidence	evidence	NOUN
biht-340	19	13	and	and	CCONJ
biht-340	19	14	verification	verification	NOUN
biht-340	19	15	between	between	ADP
biht-340	19	16	systems	system	NOUN
biht-340	19	17	,	,	PUNCT
biht-340	19	18	even	even	ADV
biht-340	19	19	before	before	ADP
biht-340	19	20	the	the	DET
biht-340	19	21	blockchains	blockchain	NOUN
biht-340	19	22	.	.	PUNCT
biht-340	20	1	these	these	DET
biht-340	20	2	blockchain	blockchain	PROPN
biht-340	20	3	in	in	ADP
biht-340	20	4	healthcare	healthcare	PROPN
biht-340	20	5	today	today	NOUN
biht-340	20	6	issn	issn	PROPN
biht-340	20	7	2573	2573	NUM
biht-340	20	8	-	-	SYM
biht-340	20	9	8240	8240	NUM
biht-340	20	10	https://orcid.org/0009-0000-1420-1098	https://orcid.org/0009-0000-1420-1098	PROPN
biht-340	20	11	https://orcid.org/	https://orcid.org/	NOUN
biht-340	20	12	0009	0009	NUM
biht-340	20	13	-	-	PUNCT
biht-340	20	14	0005	0005	NUM
biht-340	20	15	-	-	PUNCT
biht-340	20	16	3825	3825	NUM
biht-340	20	17	-	-	SYM
biht-340	20	18	0923	0923	NUM
biht-340	20	19	mailto:sathya.krishnasamy@chainaim.com	mailto:sathya.krishnasamy@chainaim.com	NOUN
biht-340	20	20	https://doi.org/10.30953/bhty.v7.340	https://doi.org/10.30953/bhty.v7.340	NOUN
biht-340	20	21	citation	citation	NOUN
biht-340	20	22	:	:	PUNCT
biht-340	21	1	blockchain	blockchain	NOUN
biht-340	21	2	in	in	ADP
biht-340	21	3	healthcare	healthcare	NOUN
biht-340	21	4	today	today	NOUN
biht-340	21	5	2024	2024	NUM
biht-340	21	6	,	,	PUNCT
biht-340	21	7	7	7	NUM
biht-340	21	8	:	:	SYM
biht-340	21	9	340	340	NUM
biht-340	21	10	https://doi.org/10.30953/bhty.v7.3402	https://doi.org/10.30953/bhty.v7.3402	NOUN
biht-340	21	11	(	(	PUNCT
biht-340	21	12	page	page	NOUN
biht-340	21	13	number	number	NOUN
biht-340	21	14	not	not	PART
biht-340	21	15	for	for	ADP
biht-340	21	16	citation	citation	NOUN
biht-340	21	17	purpose	purpose	NOUN
biht-340	21	18	)	)	PUNCT
biht-340	21	19	s.	s.	PROPN
biht-340	21	20	krishnasamy	krishnasamy	PROPN
biht-340	21	21	and	and	CCONJ
biht-340	21	22	i.	i.	PROPN
biht-340	21	23	govindarajan	govindarajan	PROPN
biht-340	21	24	zkps	zkps	PROPN
biht-340	21	25	allow	allow	VERB
biht-340	21	26	one	one	NUM
biht-340	21	27	party	party	NOUN
biht-340	21	28	to	to	PART
biht-340	21	29	prove	prove	VERB
biht-340	21	30	the	the	DET
biht-340	21	31	validity	validity	NOUN
biht-340	21	32	of	of	ADP
biht-340	21	33	a	a	DET
biht-340	21	34	statement	statement	NOUN
biht-340	21	35	to	to	ADP
biht-340	21	36	another	another	DET
biht-340	21	37	party	party	NOUN
biht-340	21	38	without	without	ADP
biht-340	21	39	revealing	reveal	VERB
biht-340	21	40	any	any	DET
biht-340	21	41	additional	additional	ADJ
biht-340	21	42	information	information	NOUN
biht-340	21	43	about	about	ADP
biht-340	21	44	the	the	DET
biht-340	21	45	statement	statement	NOUN
biht-340	21	46	itself	itself	PRON
biht-340	21	47	and	and	CCONJ
biht-340	21	48	have	have	AUX
biht-340	21	49	been	be	AUX
biht-340	21	50	increasing	increase	VERB
biht-340	21	51	in	in	ADP
biht-340	21	52	popularity	popularity	NOUN
biht-340	21	53	as	as	ADP
biht-340	21	54	distributed	distribute	VERB
biht-340	21	55	ledger	ledger	NOUN
biht-340	21	56	technology	technology	NOUN
biht-340	21	57	matures	mature	NOUN
biht-340	21	58	and	and	CCONJ
biht-340	21	59	has	have	AUX
biht-340	21	60	helped	help	VERB
biht-340	21	61	scale	scale	VERB
biht-340	21	62	blockchain	blockchain	PROPN
biht-340	21	63	implementations	implementation	NOUN
biht-340	21	64	.	.	PUNCT
biht-340	22	1	zero	zero	NUM
biht-340	22	2	-	-	PUNCT
biht-340	22	3	knowledge	knowledge	NOUN
biht-340	22	4	machine	machine	NOUN
biht-340	22	5	learning	learning	NOUN
biht-340	22	6	(	(	PUNCT
biht-340	22	7	zkml	zkml	PROPN
biht-340	22	8	)	)	PUNCT
biht-340	22	9	represents	represent	VERB
biht-340	22	10	a	a	DET
biht-340	22	11	revolutionary	revolutionary	ADJ
biht-340	22	12	fusion	fusion	NOUN
biht-340	22	13	of	of	ADP
biht-340	22	14	cryptographic	cryptographic	ADJ
biht-340	22	15	and	and	CCONJ
biht-340	22	16	ml	ml	NOUN
biht-340	22	17	technologies	technology	NOUN
biht-340	22	18	.	.	PUNCT
biht-340	23	1	it	it	PRON
biht-340	23	2	combines	combine	VERB
biht-340	23	3	the	the	DET
biht-340	23	4	cryptographic	cryptographic	ADJ
biht-340	23	5	principle	principle	NOUN
biht-340	23	6	of	of	ADP
biht-340	23	7	zkp	zkp	NOUN
biht-340	23	8	with	with	ADP
biht-340	23	9	ml	ml	NOUN
biht-340	23	10	techniques	technique	NOUN
biht-340	23	11	.	.	PUNCT
biht-340	24	1	by	by	ADP
biht-340	24	2	integrating	integrate	VERB
biht-340	24	3	zkp	zkp	NOUN
biht-340	24	4	with	with	ADP
biht-340	24	5	ml	ml	NOUN
biht-340	24	6	,	,	PUNCT
biht-340	24	7	zkml	zkml	NOUN
biht-340	24	8	ensures	ensure	VERB
biht-340	24	9	that	that	SCONJ
biht-340	24	10	sensitive	sensitive	ADJ
biht-340	24	11	data	datum	NOUN
biht-340	24	12	remain	remain	VERB
biht-340	24	13	confidential	confidential	ADJ
biht-340	24	14	while	while	SCONJ
biht-340	24	15	still	still	ADV
biht-340	24	16	allowing	allow	VERB
biht-340	24	17	for	for	ADP
biht-340	24	18	the	the	DET
biht-340	24	19	development	development	NOUN
biht-340	24	20	and	and	CCONJ
biht-340	24	21	utilization	utilization	NOUN
biht-340	24	22	of	of	ADP
biht-340	24	23	 	 	SPACE
biht-340	24	24	predictive	predictive	ADJ
biht-340	24	25	models	model	NOUN
biht-340	24	26	.	.	PUNCT
biht-340	25	1	this	this	DET
biht-340	25	2	integration	integration	NOUN
biht-340	25	3	is	be	AUX
biht-340	25	4	increasingly	increasingly	ADV
biht-340	25	5	relevant	relevant	ADJ
biht-340	25	6	where	where	SCONJ
biht-340	25	7	data	datum	NOUN
biht-340	25	8	privacy	privacy	NOUN
biht-340	25	9	and	and	CCONJ
biht-340	25	10	security	security	NOUN
biht-340	25	11	are	be	AUX
biht-340	25	12	paramount	paramount	ADJ
biht-340	25	13	,	,	PUNCT
biht-340	25	14	such	such	ADJ
biht-340	25	15	as	as	ADP
biht-340	25	16	in	in	ADP
biht-340	25	17	healthcare	healthcare	NOUN
biht-340	25	18	systems	system	NOUN
biht-340	25	19	.	.	PUNCT
biht-340	26	1	in	in	ADP
biht-340	26	2	practical	practical	ADJ
biht-340	26	3	terms	term	NOUN
biht-340	26	4	,	,	PUNCT
biht-340	26	5	zkml	zkml	NOUN
biht-340	26	6	allows	allow	VERB
biht-340	26	7	multiple	multiple	ADJ
biht-340	26	8	entities	entity	NOUN
biht-340	26	9	to	to	PART
biht-340	26	10	collaborate	collaborate	VERB
biht-340	26	11	without	without	ADP
biht-340	26	12	compromising	compromise	VERB
biht-340	26	13	the	the	DET
biht-340	26	14	confidentiality	confidentiality	NOUN
biht-340	26	15	of	of	ADP
biht-340	26	16	their	their	PRON
biht-340	26	17	proprietary	proprietary	ADJ
biht-340	26	18	information	information	NOUN
biht-340	26	19	.	.	PUNCT
biht-340	27	1	this	this	PRON
biht-340	27	2	means	mean	VERB
biht-340	27	3	organizations	organization	NOUN
biht-340	27	4	can	can	AUX
biht-340	27	5	collaboratively	collaboratively	ADV
biht-340	27	6	train	train	VERB
biht-340	27	7	and	and	CCONJ
biht-340	27	8	utilize	utilize	VERB
biht-340	27	9	ml	ml	NOUN
biht-340	27	10	models	model	NOUN
biht-340	27	11	on	on	ADP
biht-340	27	12	private	private	ADJ
biht-340	27	13	datasets	dataset	NOUN
biht-340	27	14	without	without	ADP
biht-340	27	15	exposing	expose	VERB
biht-340	27	16	the	the	DET
biht-340	27	17	data	datum	NOUN
biht-340	27	18	.	.	PUNCT
biht-340	28	1	for	for	ADP
biht-340	28	2	example	example	NOUN
biht-340	28	3	,	,	PUNCT
biht-340	28	4	a	a	DET
biht-340	28	5	medical	medical	ADJ
biht-340	28	6	research	research	NOUN
biht-340	28	7	organization	organization	NOUN
biht-340	28	8	could	could	AUX
biht-340	28	9	aggregate	aggregate	VERB
biht-340	28	10	data	datum	NOUN
biht-340	28	11	from	from	ADP
biht-340	28	12	various	various	ADJ
biht-340	28	13	hospitals	hospital	NOUN
biht-340	28	14	to	to	PART
biht-340	28	15	develop	develop	VERB
biht-340	28	16	a	a	DET
biht-340	28	17	robust	robust	ADJ
biht-340	28	18	predictive	predictive	ADJ
biht-340	28	19	model	model	NOUN
biht-340	28	20	for	for	ADP
biht-340	28	21	disease	disease	NOUN
biht-340	28	22	without	without	ADP
biht-340	28	23	any	any	DET
biht-340	28	24	hospital	hospital	NOUN
biht-340	28	25	sharing	share	VERB
biht-340	28	26	its	its	PRON
biht-340	28	27	patient	patient	ADJ
biht-340	28	28	data	datum	NOUN
biht-340	28	29	.	.	PUNCT
biht-340	29	1	the	the	DET
biht-340	29	2	use	use	NOUN
biht-340	29	3	of	of	ADP
biht-340	29	4	cryptographic	cryptographic	ADJ
biht-340	29	5	proofs	proof	NOUN
biht-340	29	6	ensures	ensure	VERB
biht-340	29	7	that	that	SCONJ
biht-340	29	8	the	the	DET
biht-340	29	9	data	datum	NOUN
biht-340	29	10	remain	remain	VERB
biht-340	29	11	secure	secure	ADJ
biht-340	29	12	and	and	CCONJ
biht-340	29	13	private	private	ADJ
biht-340	29	14	throughout	throughout	ADP
biht-340	29	15	the	the	DET
biht-340	29	16	process	process	NOUN
biht-340	29	17	.	.	PUNCT
biht-340	30	1	currently	currently	ADV
biht-340	30	2	,	,	PUNCT
biht-340	30	3	zkml	zkml	NOUN
biht-340	30	4	is	be	AUX
biht-340	30	5	still	still	ADV
biht-340	30	6	in	in	ADP
biht-340	30	7	nascent	nascent	ADJ
biht-340	30	8	research	research	NOUN
biht-340	30	9	and	and	CCONJ
biht-340	30	10	development	development	NOUN
biht-340	30	11	.	.	PUNCT
biht-340	31	1	while	while	SCONJ
biht-340	31	2	zkps	zkps	PROPN
biht-340	31	3	have	have	AUX
biht-340	31	4	been	be	AUX
biht-340	31	5	a	a	DET
biht-340	31	6	topic	topic	NOUN
biht-340	31	7	of	of	ADP
biht-340	31	8	cryptographic	cryptographic	ADJ
biht-340	31	9	research	research	NOUN
biht-340	31	10	since	since	SCONJ
biht-340	31	11	the	the	DET
biht-340	31	12	1980s	1980s	NUM
biht-340	31	13	,	,	PUNCT
biht-340	31	14	their	their	PRON
biht-340	31	15	application	application	NOUN
biht-340	31	16	to	to	PART
biht-340	31	17	ml	ml	PROPN
biht-340	31	18	is	be	AUX
biht-340	31	19	new	new	ADJ
biht-340	31	20	and	and	CCONJ
biht-340	31	21	complex	complex	ADJ
biht-340	31	22	.	.	PUNCT
biht-340	32	1	this	this	DET
biht-340	32	2	technology	technology	NOUN
biht-340	32	3	faces	face	VERB
biht-340	32	4	challenges	challenge	NOUN
biht-340	32	5	related	relate	VERB
biht-340	32	6	to	to	ADP
biht-340	32	7	computational	computational	ADJ
biht-340	32	8	efficiency	efficiency	NOUN
biht-340	32	9	and	and	CCONJ
biht-340	32	10	resource	resource	NOUN
biht-340	32	11	demands	demand	NOUN
biht-340	32	12	.	.	PUNCT
biht-340	33	1	implementing	implement	VERB
biht-340	33	2	zkps	zkps	PROPN
biht-340	33	3	can	can	AUX
biht-340	33	4	be	be	AUX
biht-340	33	5	resource	resource	NOUN
biht-340	33	6	-	-	PUNCT
biht-340	33	7	intensive	intensive	ADJ
biht-340	33	8	,	,	PUNCT
biht-340	33	9	increasing	increase	VERB
biht-340	33	10	processing	processing	NOUN
biht-340	33	11	times	time	NOUN
biht-340	33	12	and	and	CCONJ
biht-340	33	13	costs	cost	NOUN
biht-340	33	14	.	.	PUNCT
biht-340	34	1	model	model	NOUN
biht-340	34	2	complexity	complexity	NOUN
biht-340	34	3	reduction	reduction	NOUN
biht-340	34	4	is	be	AUX
biht-340	34	5	a	a	DET
biht-340	34	6	recent	recent	ADJ
biht-340	34	7	technique	technique	NOUN
biht-340	34	8	to	to	PART
biht-340	34	9	reduce	reduce	VERB
biht-340	34	10	model	model	NOUN
biht-340	34	11	complexity	complexity	NOUN
biht-340	34	12	,	,	PUNCT
biht-340	34	13	hence	hence	ADV
biht-340	34	14	reducing	reduce	VERB
biht-340	34	15	computation	computation	NOUN
biht-340	34	16	times	time	NOUN
biht-340	34	17	.	.	PUNCT
biht-340	35	1	it	it	PRON
biht-340	35	2	has	have	AUX
biht-340	35	3	been	be	AUX
biht-340	35	4	attempted	attempt	VERB
biht-340	35	5	using	use	VERB
biht-340	35	6	simpler	simple	ADJ
biht-340	35	7	models	model	NOUN
biht-340	35	8	from	from	ADP
biht-340	35	9	kaggle	kaggle	PROPN
biht-340	35	10	.	.	PUNCT
biht-340	36	1	the	the	DET
biht-340	36	2	international	international	ADJ
biht-340	36	3	consortium	consortium	NOUN
biht-340	36	4	for	for	ADP
biht-340	36	5	health	health	NOUN
biht-340	36	6	outcomes	outcome	NOUN
biht-340	36	7	measurement	measurement	NOUN
biht-340	36	8	(	(	PUNCT
biht-340	36	9	ichom	ichom	PROPN
biht-340	36	10	)	)	PUNCT
biht-340	36	11	is	be	AUX
biht-340	36	12	dedicated	dedicate	VERB
biht-340	36	13	to	to	ADP
biht-340	36	14	developing	develop	VERB
biht-340	36	15	standard	standard	ADJ
biht-340	36	16	sets	set	NOUN
biht-340	36	17	of	of	ADP
biht-340	36	18	outcome	outcome	NOUN
biht-340	36	19	measures	measure	NOUN
biht-340	36	20	that	that	PRON
biht-340	36	21	can	can	AUX
biht-340	36	22	be	be	AUX
biht-340	36	23	used	use	VERB
biht-340	36	24	globally	globally	ADV
biht-340	36	25	to	to	PART
biht-340	36	26	assess	assess	VERB
biht-340	36	27	the	the	DET
biht-340	36	28	quality	quality	NOUN
biht-340	36	29	of	of	ADP
biht-340	36	30	care	care	NOUN
biht-340	36	31	for	for	ADP
biht-340	36	32	various	various	ADJ
biht-340	36	33	medical	medical	ADJ
biht-340	36	34	conditions	condition	NOUN
biht-340	36	35	.	.	PUNCT
biht-340	37	1	this	this	DET
biht-340	37	2	research	research	NOUN
biht-340	37	3	aims	aim	VERB
biht-340	37	4	to	to	PART
biht-340	37	5	evaluate	evaluate	VERB
biht-340	37	6	the	the	DET
biht-340	37	7	usage	usage	NOUN
biht-340	37	8	of	of	ADP
biht-340	37	9	a	a	DET
biht-340	37	10	global	global	ADJ
biht-340	37	11	standard	standard	ADJ
biht-340	37	12	healthcare	healthcare	PROPN
biht-340	37	13	dataset	dataset	NOUN
biht-340	37	14	(	(	PUNCT
biht-340	37	15	ichom	ichom	PROPN
biht-340	37	16	)	)	PUNCT
biht-340	37	17	and	and	CCONJ
biht-340	37	18	apply	apply	VERB
biht-340	37	19	model	model	NOUN
biht-340	37	20	complexity	complexity	NOUN
biht-340	37	21	reduction	reduction	NOUN
biht-340	37	22	for	for	ADP
biht-340	37	23	a	a	DET
biht-340	37	24	real	real	ADJ
biht-340	37	25	-	-	PUNCT
biht-340	37	26	world	world	NOUN
biht-340	37	27	,	,	PUNCT
biht-340	37	28	non	non	ADJ
biht-340	37	29	-	-	ADJ
biht-340	37	30	trivial	trivial	ADJ
biht-340	37	31	example	example	NOUN
biht-340	37	32	to	to	ADP
biht-340	37	33	a	a	DET
biht-340	37	34	synthetic	synthetic	ADJ
biht-340	37	35	dataset	dataset	NOUN
biht-340	37	36	in	in	ADP
biht-340	37	37	the	the	DET
biht-340	37	38	ichom	ichom	ADJ
biht-340	37	39	schema	schema	NOUN
biht-340	37	40	.	.	PUNCT
biht-340	38	1	hence	hence	ADV
biht-340	38	2	,	,	PUNCT
biht-340	38	3	this	this	DET
biht-340	38	4	research	research	NOUN
biht-340	38	5	will	will	AUX
biht-340	38	6	be	be	AUX
biht-340	38	7	a	a	DET
biht-340	38	8	reference	reference	NOUN
biht-340	38	9	for	for	ADP
biht-340	38	10	developing	develop	VERB
biht-340	38	11	further	further	ADJ
biht-340	38	12	models	model	NOUN
biht-340	38	13	and	and	CCONJ
biht-340	38	14	optimizations	optimization	NOUN
biht-340	38	15	that	that	PRON
biht-340	38	16	will	will	AUX
biht-340	38	17	make	make	VERB
biht-340	38	18	it	it	PRON
biht-340	38	19	conducive	conducive	ADJ
biht-340	38	20	to	to	ADP
biht-340	38	21	optimizing	optimize	VERB
biht-340	38	22	the	the	DET
biht-340	38	23	complexity	complexity	NOUN
biht-340	38	24	and	and	CCONJ
biht-340	38	25	use	use	NOUN
biht-340	38	26	of	of	ADP
biht-340	38	27	zkml	zkml	NOUN
biht-340	38	28	for	for	ADP
biht-340	38	29	many	many	ADJ
biht-340	38	30	use	use	NOUN
biht-340	38	31	cases	case	NOUN
biht-340	38	32	in	in	ADP
biht-340	38	33	healthcare	healthcare	NOUN
biht-340	38	34	that	that	PRON
biht-340	38	35	need	need	VERB
biht-340	38	36	privacy	privacy	NOUN
biht-340	38	37	and	and	CCONJ
biht-340	38	38	collaborative	collaborative	ADJ
biht-340	38	39	decision	decision	NOUN
biht-340	38	40	-	-	PUNCT
biht-340	38	41	making	making	NOUN
biht-340	38	42	.	.	PUNCT
biht-340	39	1	a	a	DET
biht-340	39	2	paradigm	paradigm	NOUN
biht-340	39	3	shift	shift	NOUN
biht-340	39	4	:	:	PUNCT
biht-340	39	5	decentralized	decentralized	ADJ
biht-340	39	6	systems	system	NOUN
biht-340	39	7	,	,	PUNCT
biht-340	39	8	ai	ai	VERB
biht-340	39	9	models	model	NOUN
biht-340	39	10	at	at	ADP
biht-340	39	11	source	source	NOUN
biht-340	39	12	,	,	PUNCT
biht-340	39	13	and	and	CCONJ
biht-340	39	14	collaborative	collaborative	ADJ
biht-340	39	15	decision	decision	NOUN
biht-340	39	16	-	-	PUNCT
biht-340	39	17	making	making	NOUN
biht-340	39	18	as	as	SCONJ
biht-340	39	19	we	we	PRON
biht-340	39	20	approach	approach	VERB
biht-340	39	21	emerging	emerge	VERB
biht-340	39	22	architectures	architecture	NOUN
biht-340	39	23	built	build	VERB
biht-340	39	24	upon	upon	SCONJ
biht-340	39	25	decentralized	decentralized	ADJ
biht-340	39	26	systems	system	NOUN
biht-340	39	27	,	,	PUNCT
biht-340	39	28	restricting	restrict	VERB
biht-340	39	29	data	datum	NOUN
biht-340	39	30	at	at	ADP
biht-340	39	31	source	source	NOUN
biht-340	39	32	and	and	CCONJ
biht-340	39	33	understanding	understand	VERB
biht-340	39	34	ways	way	NOUN
biht-340	39	35	to	to	PART
biht-340	39	36	work	work	VERB
biht-340	39	37	with	with	ADP
biht-340	39	38	the	the	DET
biht-340	39	39	data	datum	NOUN
biht-340	39	40	at	at	ADP
biht-340	39	41	source	source	NOUN
biht-340	39	42	via	via	ADP
biht-340	39	43	privacy	privacy	NOUN
biht-340	39	44	-	-	PUNCT
biht-340	39	45	protected	protect	VERB
biht-340	39	46	ml	ml	NOUN
biht-340	39	47	becomes	become	VERB
biht-340	39	48	essential	essential	ADJ
biht-340	39	49	.	.	PUNCT
biht-340	40	1	data	datum	NOUN
biht-340	40	2	are	be	AUX
biht-340	40	3	federated	federate	VERB
biht-340	40	4	anyway	anyway	ADV
biht-340	40	5	in	in	ADP
biht-340	40	6	systems	system	NOUN
biht-340	40	7	such	such	ADJ
biht-340	40	8	as	as	ADP
biht-340	40	9	u.s	u.s	PROPN
biht-340	40	10	.	.	PROPN
biht-340	40	11	healthcare	healthcare	PROPN
biht-340	40	12	,	,	PUNCT
biht-340	40	13	and	and	CCONJ
biht-340	40	14	effective	effective	ADJ
biht-340	40	15	mechanisms	mechanism	NOUN
biht-340	40	16	are	be	AUX
biht-340	40	17	needed	need	VERB
biht-340	40	18	to	to	PART
biht-340	40	19	enable	enable	VERB
biht-340	40	20	federated	federated	ADJ
biht-340	40	21	learning	learning	NOUN
biht-340	40	22	,	,	PUNCT
biht-340	40	23	address	address	NOUN
biht-340	40	24	privacy	privacy	NOUN
biht-340	40	25	and	and	CCONJ
biht-340	40	26	security	security	NOUN
biht-340	40	27	issues	issue	NOUN
biht-340	40	28	,	,	PUNCT
biht-340	40	29	and	and	CCONJ
biht-340	40	30	reduce	reduce	VERB
biht-340	40	31	computational	computational	ADJ
biht-340	40	32	overheads	overhead	NOUN
biht-340	40	33	.	.	PUNCT
biht-340	41	1	by	by	ADP
biht-340	41	2	sharing	share	VERB
biht-340	41	3	model	model	NOUN
biht-340	41	4	updates	update	NOUN
biht-340	41	5	rather	rather	ADV
biht-340	41	6	than	than	ADP
biht-340	41	7	data	datum	NOUN
biht-340	41	8	,	,	PUNCT
biht-340	41	9	federated	federate	VERB
biht-340	41	10	learning	learning	NOUN
biht-340	41	11	enhances	enhance	VERB
biht-340	41	12	privacy	privacy	NOUN
biht-340	41	13	.	.	PUNCT
biht-340	42	1	similarly	similarly	ADV
biht-340	42	2	,	,	PUNCT
biht-340	42	3	with	with	ADP
biht-340	42	4	distributed	distribute	VERB
biht-340	42	5	ledgers	ledger	NOUN
biht-340	42	6	,	,	PUNCT
biht-340	42	7	an	an	DET
biht-340	42	8	increasingly	increasingly	ADV
biht-340	42	9	popular	popular	ADJ
biht-340	42	10	design	design	NOUN
biht-340	42	11	concept	concept	NOUN
biht-340	42	12	is	be	AUX
biht-340	42	13	to	to	PART
biht-340	42	14	provide	provide	VERB
biht-340	42	15	proof	proof	NOUN
biht-340	42	16	to	to	ADP
biht-340	42	17	verification	verification	NOUN
biht-340	42	18	systems	system	NOUN
biht-340	42	19	through	through	ADP
biht-340	42	20	zkp	zkp	PROPN
biht-340	42	21	.	.	PUNCT
biht-340	43	1	though	though	SCONJ
biht-340	43	2	not	not	PART
biht-340	43	3	a	a	DET
biht-340	43	4	new	new	ADJ
biht-340	43	5	concept	concept	NOUN
biht-340	43	6	,	,	PUNCT
biht-340	43	7	this	this	DET
biht-340	43	8	method	method	NOUN
biht-340	43	9	has	have	AUX
biht-340	43	10	successfully	successfully	ADV
biht-340	43	11	scaled	scale	VERB
biht-340	43	12	blockchain	blockchain	NOUN
biht-340	43	13	systems	system	NOUN
biht-340	43	14	and	and	CCONJ
biht-340	43	15	is	be	AUX
biht-340	43	16	becoming	become	VERB
biht-340	43	17	increasingly	increasingly	ADV
biht-340	43	18	popular	popular	ADJ
biht-340	43	19	for	for	ADP
biht-340	43	20	next	next	ADJ
biht-340	43	21	-	-	PUNCT
biht-340	43	22	generation	generation	NOUN
biht-340	43	23	distributed	distribute	VERB
biht-340	43	24	ledgers	ledger	NOUN
biht-340	43	25	.	.	PUNCT
biht-340	44	1	these	these	DET
biht-340	44	2	mechanisms	mechanism	NOUN
biht-340	44	3	also	also	ADV
biht-340	44	4	reduce	reduce	VERB
biht-340	44	5	data	data	NOUN
biht-340	44	6	transmission	transmission	NOUN
biht-340	44	7	risk	risk	NOUN
biht-340	44	8	and	and	CCONJ
biht-340	44	9	align	align	VERB
biht-340	44	10	with	with	ADP
biht-340	44	11	data	datum	NOUN
biht-340	44	12	protection	protection	NOUN
biht-340	44	13	regulations	regulation	NOUN
biht-340	44	14	and	and	CCONJ
biht-340	44	15	collaborative	collaborative	ADJ
biht-340	44	16	decision	decision	NOUN
biht-340	44	17	-	-	PUNCT
biht-340	44	18	making	making	NOUN
biht-340	44	19	.	.	PUNCT
biht-340	45	1	the	the	DET
biht-340	45	2	zkml	zkml	NOUN
biht-340	45	3	is	be	AUX
biht-340	45	4	a	a	DET
biht-340	45	5	promising	promising	ADJ
biht-340	45	6	emerging	emerge	VERB
biht-340	45	7	technology	technology	NOUN
biht-340	45	8	that	that	PRON
biht-340	45	9	integrates	integrate	VERB
biht-340	45	10	ai	ai	VERB
biht-340	45	11	/	/	SYM
biht-340	45	12	ml	ml	ADJ
biht-340	45	13	(	(	PUNCT
biht-340	45	14	artificial	artificial	ADJ
biht-340	45	15	intelligence	intelligence	NOUN
biht-340	45	16	/	/	SYM
biht-340	45	17	machine	machine	NOUN
biht-340	45	18	learning	learning	NOUN
biht-340	45	19	)	)	PUNCT
biht-340	45	20	technologies	technology	NOUN
biht-340	45	21	into	into	ADP
biht-340	45	22	distributed	distribute	VERB
biht-340	45	23	ledgers	ledger	NOUN
biht-340	45	24	.	.	PUNCT
biht-340	46	1	impact	impact	NOUN
biht-340	46	2	of	of	ADP
biht-340	46	3	zkml	zkml	NOUN
biht-340	46	4	on	on	ADP
biht-340	46	5	healthcare	healthcare	PROPN
biht-340	46	6	privacy	privacy	PROPN
biht-340	46	7	healthcare	healthcare	PROPN
biht-340	46	8	data	datum	NOUN
biht-340	46	9	are	be	AUX
biht-340	46	10	sensitive	sensitive	ADJ
biht-340	46	11	;	;	PUNCT
biht-340	46	12	therefore	therefore	ADV
biht-340	46	13	,	,	PUNCT
biht-340	46	14	privacy	privacy	NOUN
biht-340	46	15	is	be	AUX
biht-340	46	16	the	the	DET
biht-340	46	17	first	first	ADJ
biht-340	46	18	design	design	NOUN
biht-340	46	19	principle	principle	NOUN
biht-340	46	20	in	in	ADP
biht-340	46	21	healthcare	healthcare	PROPN
biht-340	46	22	systems	system	NOUN
biht-340	46	23	.	.	PUNCT
biht-340	47	1	with	with	ADP
biht-340	47	2	zkml	zkml	PROPN
biht-340	47	3	,	,	PUNCT
biht-340	47	4	healthcare	healthcare	NOUN
biht-340	47	5	providers	provider	NOUN
biht-340	47	6	can	can	AUX
biht-340	47	7	share	share	VERB
biht-340	47	8	insights	insight	NOUN
biht-340	47	9	derived	derive	VERB
biht-340	47	10	from	from	ADP
biht-340	47	11	ml	ml	NOUN
biht-340	47	12	  	  	SPACE
biht-340	47	13	models	model	NOUN
biht-340	47	14	without	without	ADP
biht-340	47	15	exposing	expose	VERB
biht-340	47	16	the	the	DET
biht-340	47	17	underlying	underlie	VERB
biht-340	47	18	patient	patient	ADJ
biht-340	47	19	data	datum	NOUN
biht-340	47	20	.	.	PUNCT
biht-340	48	1	for	for	ADP
biht-340	48	2	example	example	NOUN
biht-340	48	3	,	,	PUNCT
biht-340	48	4	a	a	DET
biht-340	48	5	hospital	hospital	NOUN
biht-340	48	6	could	could	AUX
biht-340	48	7	use	use	VERB
biht-340	48	8	a	a	DET
biht-340	48	9	zkml	zkml	NOUN
biht-340	48	10	model	model	NOUN
biht-340	48	11	to	to	PART
biht-340	48	12	predict	predict	VERB
biht-340	48	13	patient	patient	ADJ
biht-340	48	14	outcomes	outcome	NOUN
biht-340	48	15	.	.	PUNCT
biht-340	49	1	the	the	DET
biht-340	49	2	model	model	NOUN
biht-340	49	3	processes	process	VERB
biht-340	49	4	the	the	DET
biht-340	49	5	data	datum	NOUN
biht-340	49	6	and	and	CCONJ
biht-340	49	7	generates	generate	VERB
biht-340	49	8	predictions	prediction	NOUN
biht-340	49	9	,	,	PUNCT
biht-340	49	10	while	while	SCONJ
biht-340	49	11	the	the	DET
biht-340	49	12	zkp	zkp	NOUN
biht-340	49	13	ensures	ensure	VERB
biht-340	49	14	that	that	SCONJ
biht-340	49	15	these	these	DET
biht-340	49	16	predictions	prediction	NOUN
biht-340	49	17	are	be	AUX
biht-340	49	18	accurate	accurate	ADJ
biht-340	49	19	without	without	ADP
biht-340	49	20	revealing	reveal	VERB
biht-340	49	21	specific	specific	ADJ
biht-340	49	22	patient	patient	ADJ
biht-340	49	23	information	information	NOUN
biht-340	49	24	.	.	PUNCT
biht-340	50	1	zkml	zkml	PROPN
biht-340	50	2	allows	allow	VERB
biht-340	50	3	different	different	ADJ
biht-340	50	4	entities	entity	NOUN
biht-340	50	5	to	to	PART
biht-340	50	6	collaboratively	collaboratively	ADV
biht-340	50	7	compute	compute	VERB
biht-340	50	8	results	result	NOUN
biht-340	50	9	without	without	ADP
biht-340	50	10	disclosing	disclose	VERB
biht-340	50	11	their	their	PRON
biht-340	50	12	individual	individual	ADJ
biht-340	50	13	data	datum	NOUN
biht-340	50	14	.	.	PUNCT
biht-340	51	1	this	this	PRON
biht-340	51	2	is	be	AUX
biht-340	51	3	particularly	particularly	ADV
biht-340	51	4	useful	useful	ADJ
biht-340	51	5	in	in	ADP
biht-340	51	6	healthcare	healthcare	PROPN
biht-340	51	7	research	research	NOUN
biht-340	51	8	,	,	PUNCT
biht-340	51	9	where	where	SCONJ
biht-340	51	10	multiple	multiple	ADJ
biht-340	51	11	institutions	institution	NOUN
biht-340	51	12	may	may	AUX
biht-340	51	13	wish	wish	VERB
biht-340	51	14	to	to	PART
biht-340	51	15	combine	combine	VERB
biht-340	51	16	their	their	PRON
biht-340	51	17	data	datum	NOUN
biht-340	51	18	to	to	PART
biht-340	51	19	improve	improve	VERB
biht-340	51	20	disease	disease	NOUN
biht-340	51	21	predictions	prediction	NOUN
biht-340	51	22	without	without	ADP
biht-340	51	23	  	  	SPACE
biht-340	51	24	compromising	compromise	VERB
biht-340	51	25	patient	patient	ADJ
biht-340	51	26	confidentiality	confidentiality	NOUN
biht-340	51	27	.	.	PUNCT
biht-340	52	1	as	as	SCONJ
biht-340	52	2	data	data	NOUN
biht-340	52	3	privacy	privacy	NOUN
biht-340	52	4	concerns	concern	NOUN
biht-340	52	5	intensify	intensify	VERB
biht-340	52	6	and	and	CCONJ
biht-340	52	7	the	the	DET
biht-340	52	8	need	need	NOUN
biht-340	52	9	for	for	ADP
biht-340	52	10	secure	secure	ADJ
biht-340	52	11	ml	ml	NOUN
biht-340	52	12	models	model	NOUN
biht-340	52	13	grows	grow	VERB
biht-340	52	14	,	,	PUNCT
biht-340	52	15	integrating	integrate	VERB
biht-340	52	16	advanced	advanced	ADJ
biht-340	52	17	privacy	privacy	NOUN
biht-340	52	18	-	-	PUNCT
biht-340	52	19	preserving	preserve	VERB
biht-340	52	20	technologies	technology	NOUN
biht-340	52	21	becomes	become	VERB
biht-340	52	22	crucial	crucial	ADJ
biht-340	52	23	.	.	PUNCT
biht-340	53	1	literature	literature	NOUN
biht-340	53	2	review	review	VERB
biht-340	53	3	the	the	DET
biht-340	53	4	zkps	zkps	PROPN
biht-340	53	5	are	be	AUX
biht-340	53	6	cryptographic	cryptographic	ADJ
biht-340	53	7	methods	method	NOUN
biht-340	53	8	that	that	PRON
biht-340	53	9	enable	enable	VERB
biht-340	53	10	one	one	NUM
biht-340	53	11	party	party	NOUN
biht-340	53	12	(	(	PUNCT
biht-340	53	13	the	the	DET
biht-340	53	14	prover	prover	NOUN
biht-340	53	15	)	)	PUNCT
biht-340	53	16	to	to	PART
biht-340	53	17	convince	convince	VERB
biht-340	53	18	another	another	DET
biht-340	53	19	party	party	NOUN
biht-340	53	20	(	(	PUNCT
biht-340	53	21	the	the	DET
biht-340	53	22	verifier	verifier	NOUN
biht-340	53	23	)	)	PUNCT
biht-340	53	24	that	that	SCONJ
biht-340	53	25	a	a	DET
biht-340	53	26	statement	statement	NOUN
biht-340	53	27	is	be	AUX
biht-340	53	28	true	true	ADJ
biht-340	53	29	without	without	ADP
biht-340	53	30	revealing	reveal	VERB
biht-340	53	31	any	any	DET
biht-340	53	32	additional	additional	ADJ
biht-340	53	33	information	information	NOUN
biht-340	53	34	beyond	beyond	ADP
biht-340	53	35	the	the	DET
biht-340	53	36	validity	validity	NOUN
biht-340	53	37	of	of	ADP
biht-340	53	38	the	the	DET
biht-340	53	39	statement	statement	NOUN
biht-340	53	40	itself	itself	PRON
biht-340	53	41	.	.	PUNCT
biht-340	54	1	introduced	introduce	VERB
biht-340	54	2	by	by	ADP
biht-340	54	3	goldwasser	goldwasser	PROPN
biht-340	54	4	,	,	PUNCT
biht-340	54	5	micali	micali	ADJ
biht-340	54	6	,	,	PUNCT
biht-340	54	7	and	and	CCONJ
biht-340	54	8	rackoff	rackoff	NOUN
biht-340	54	9	(	(	PUNCT
biht-340	54	10	1985),1	1985),1	NUM
biht-340	54	11	they	they	PRON
biht-340	54	12	established	establish	VERB
biht-340	54	13	the	the	DET
biht-340	54	14	theoretical	theoretical	ADJ
biht-340	54	15	framework	framework	NOUN
biht-340	54	16	for	for	ADP
biht-340	54	17	interactive	interactive	ADJ
biht-340	54	18	proofs	proof	NOUN
biht-340	54	19	and	and	CCONJ
biht-340	54	20	zkps	zkps	PROPN
biht-340	54	21	,	,	PUNCT
biht-340	54	22	demonstrating	demonstrate	VERB
biht-340	54	23	their	their	PRON
biht-340	54	24	feasibility	feasibility	NOUN
biht-340	54	25	and	and	CCONJ
biht-340	54	26	foundational	foundational	ADJ
biht-340	54	27	importance	importance	NOUN
biht-340	54	28	.	.	PUNCT
biht-340	55	1	further	further	ADJ
biht-340	55	2	work	work	NOUN
biht-340	55	3	by	by	ADP
biht-340	55	4	fiat	fiat	NOUN
biht-340	55	5	and	and	CCONJ
biht-340	55	6	shamir2	shamir2	NOUN
biht-340	55	7	extended	extend	VERB
biht-340	55	8	it	it	PRON
biht-340	55	9	to	to	ADP
biht-340	55	10	non	non	ADJ
biht-340	55	11	-	-	ADJ
biht-340	55	12	interactive	interactive	ADJ
biht-340	55	13	zkp	zkp	NOUN
biht-340	55	14	,	,	PUNCT
biht-340	55	15	which	which	PRON
biht-340	55	16	does	do	AUX
biht-340	55	17	not	not	PART
biht-340	55	18	require	require	VERB
biht-340	55	19	multiple	multiple	ADJ
biht-340	55	20	rounds	round	NOUN
biht-340	55	21	of	of	ADP
biht-340	55	22	communication	communication	NOUN
biht-340	55	23	between	between	ADP
biht-340	55	24	the	the	DET
biht-340	55	25	prover	prover	NOUN
biht-340	55	26	and	and	CCONJ
biht-340	55	27	verifier	verifier	NOUN
biht-340	55	28	.	.	PUNCT
biht-340	56	1	recent	recent	ADJ
biht-340	56	2	advancements	advancement	NOUN
biht-340	56	3	in	in	ADP
biht-340	56	4	zkps	zkps	PROPN
biht-340	56	5	,	,	PUNCT
biht-340	56	6	such	such	ADJ
biht-340	56	7	as	as	ADP
biht-340	56	8	zero	zero	NUM
biht-340	56	9	-	-	PUNCT
biht-340	56	10	knowledge	knowledge	NOUN
biht-340	56	11	succinct	succinct	ADJ
biht-340	56	12	non	non	ADJ
biht-340	56	13	-	-	ADJ
biht-340	56	14	interactive	interactive	ADJ
biht-340	56	15	arguments	argument	NOUN
biht-340	56	16	of	of	ADP
biht-340	56	17	knowledge	knowledge	NOUN
biht-340	56	18	(	(	PUNCT
biht-340	56	19	zk	zk	NOUN
biht-340	56	20	-	-	PUNCT
biht-340	56	21	snarks	snark	NOUN
biht-340	56	22	)	)	PUNCT
biht-340	56	23	by	by	ADP
biht-340	56	24	ben	ben	PROPN
biht-340	56	25	-	-	PUNCT
biht-340	56	26	sasson	sasson	PROPN
biht-340	56	27	and	and	CCONJ
biht-340	56	28	colleagues3,4	colleagues3,4	PROPN
biht-340	56	29	have	have	AUX
biht-340	56	30	enhanced	enhance	VERB
biht-340	56	31	their	their	PRON
biht-340	56	32	efficiency	efficiency	NOUN
biht-340	56	33	and	and	CCONJ
biht-340	56	34	scalability	scalability	NOUN
biht-340	56	35	and	and	CCONJ
biht-340	56	36	opened	open	VERB
biht-340	56	37	possibilities	possibility	NOUN
biht-340	56	38	for	for	ADP
biht-340	56	39	real	real	ADJ
biht-340	56	40	-	-	PUNCT
biht-340	56	41	world	world	NOUN
biht-340	56	42	applications	application	NOUN
biht-340	56	43	.	.	PUNCT
biht-340	57	1	recently	recently	ADV
biht-340	57	2	,	,	PUNCT
biht-340	57	3	ml	ml	AUX
biht-340	57	4	showed	show	VERB
biht-340	57	5	success	success	NOUN
biht-340	57	6	in	in	ADP
biht-340	57	7	modeling	modeling	NOUN
biht-340	57	8	[	[	PUNCT
biht-340	57	9	healthcare	healthcare	NOUN
biht-340	57	10	prediction	prediction	NOUN
biht-340	57	11	tasks	task	NOUN
biht-340	57	12	,	,	PUNCT
biht-340	57	13	ranging	range	VERB
biht-340	57	14	from	from	ADP
biht-340	57	15	disease	disease	NOUN
biht-340	57	16	diagnosis	diagnosis	NOUN
biht-340	57	17	and	and	CCONJ
biht-340	57	18	https://doi.org/10.30953/bhty.v7.340	https://doi.org/10.30953/bhty.v7.340	NUM
biht-340	57	19	citation	citation	NOUN
biht-340	57	20	:	:	PUNCT
biht-340	58	1	blockchain	blockchain	NOUN
biht-340	58	2	in	in	ADP
biht-340	58	3	healthcare	healthcare	NOUN
biht-340	58	4	today	today	NOUN
biht-340	58	5	2024	2024	NUM
biht-340	58	6	,	,	PUNCT
biht-340	58	7	7	7	NUM
biht-340	58	8	:	:	SYM
biht-340	58	9	340	340	NUM
biht-340	58	10	https://doi.org/10.30953/bhty.v7.340	https://doi.org/10.30953/bhty.v7.340	NUM
biht-340	58	11	3	3	NUM
biht-340	58	12	(	(	PUNCT
biht-340	58	13	page	page	NOUN
biht-340	58	14	number	number	NOUN
biht-340	58	15	not	not	PART
biht-340	58	16	for	for	ADP
biht-340	58	17	citation	citation	NOUN
biht-340	58	18	purpose	purpose	NOUN
biht-340	58	19	)	)	PUNCT
biht-340	58	20	complexity	complexity	NOUN
biht-340	58	21	reduction	reduction	NOUN
biht-340	58	22	for	for	ADP
biht-340	58	23	zkml	zkml	NOUN
biht-340	58	24	prognosis	prognosis	NOUN
biht-340	58	25	to	to	PART
biht-340	58	26	patient	patient	VERB
biht-340	58	27	treatment	treatment	NOUN
biht-340	58	28	.	.	PUNCT
biht-340	59	1	guerra	guerra	PROPN
biht-340	59	2	and	and	CCONJ
biht-340	59	3	colleagues5	colleagues5	NOUN
biht-340	59	4	reviewed	review	VERB
biht-340	59	5	privacy	privacy	NOUN
biht-340	59	6	-	-	PUNCT
biht-340	59	7	preserving	preserve	VERB
biht-340	59	8	ml	ml	NOUN
biht-340	59	9	literature	literature	NOUN
biht-340	59	10	for	for	ADP
biht-340	59	11	training	training	NOUN
biht-340	59	12	and	and	CCONJ
biht-340	59	13	inference	inference	NOUN
biht-340	59	14	and	and	CCONJ
biht-340	59	15	concluded	conclude	VERB
biht-340	59	16	healthcare	healthcare	NOUN
biht-340	59	17	datasets	dataset	NOUN
biht-340	59	18	are	be	AUX
biht-340	59	19	diverse	diverse	ADJ
biht-340	59	20	and	and	CCONJ
biht-340	59	21	a	a	DET
biht-340	59	22	fraction	fraction	NOUN
biht-340	59	23	of	of	ADP
biht-340	59	24	them	they	PRON
biht-340	59	25	considered	consider	VERB
biht-340	59	26	validating	validate	VERB
biht-340	59	27	with	with	ADP
biht-340	59	28	independent	independent	ADJ
biht-340	59	29	standard	standard	ADJ
biht-340	59	30	datasets	dataset	NOUN
biht-340	59	31	.	.	PUNCT
biht-340	60	1	they	they	PRON
biht-340	60	2	indicated	indicate	VERB
biht-340	60	3	the	the	DET
biht-340	60	4	risks	risk	NOUN
biht-340	60	5	of	of	ADP
biht-340	60	6	centralized	centralized	ADJ
biht-340	60	7	training	training	NOUN
biht-340	60	8	for	for	ADP
biht-340	60	9	federated	federated	ADJ
biht-340	60	10	learning	learning	NOUN
biht-340	60	11	as	as	ADP
biht-340	60	12	a	a	DET
biht-340	60	13	risk	risk	NOUN
biht-340	60	14	and	and	CCONJ
biht-340	60	15	also	also	ADV
biht-340	60	16	called	call	VERB
biht-340	60	17	out	out	ADP
biht-340	60	18	the	the	DET
biht-340	60	19	need	need	NOUN
biht-340	60	20	for	for	ADP
biht-340	60	21	collaboration	collaboration	NOUN
biht-340	60	22	between	between	ADP
biht-340	60	23	different	different	ADJ
biht-340	60	24	entities	entity	NOUN
biht-340	60	25	across	across	ADP
biht-340	60	26	multiple	multiple	ADJ
biht-340	60	27	roles	role	NOUN
biht-340	60	28	of	of	ADP
biht-340	60	29	ml	ml	NOUN
biht-340	60	30	scientists	scientist	NOUN
biht-340	60	31	,	,	PUNCT
biht-340	60	32	healthcare	healthcare	NOUN
biht-340	60	33	practitioners	practitioner	NOUN
biht-340	60	34	,	,	PUNCT
biht-340	60	35	and	and	CCONJ
biht-340	60	36	privacy	privacy	NOUN
biht-340	60	37	and	and	CCONJ
biht-340	60	38	security	security	NOUN
biht-340	60	39	experts	expert	NOUN
biht-340	60	40	,	,	PUNCT
biht-340	60	41	which	which	PRON
biht-340	60	42	need	need	VERB
biht-340	60	43	privacy	privacy	NOUN
biht-340	60	44	-	-	PUNCT
biht-340	60	45	preserving	preserve	VERB
biht-340	60	46	mechanisms	mechanism	NOUN
biht-340	60	47	to	to	PART
biht-340	60	48	work	work	VERB
biht-340	60	49	together	together	ADV
biht-340	60	50	over	over	ADP
biht-340	60	51	distributed	distribute	VERB
biht-340	60	52	ledgers	ledger	NOUN
biht-340	60	53	.	.	PUNCT
biht-340	61	1	a	a	DET
biht-340	61	2	newly	newly	ADV
biht-340	61	3	emerging	emerge	VERB
biht-340	61	4	technology	technology	NOUN
biht-340	61	5	,	,	PUNCT
biht-340	61	6	zkml	zkml	PROPN
biht-340	61	7	applies	apply	VERB
biht-340	61	8	zkp	zkp	PROPN
biht-340	61	9	to	to	ADP
biht-340	61	10	ml	ml	NOUN
biht-340	61	11	for	for	ADP
biht-340	61	12	privacy	privacy	NOUN
biht-340	61	13	,	,	PUNCT
biht-340	61	14	ensuring	ensure	VERB
biht-340	61	15	that	that	SCONJ
biht-340	61	16	sensitive	sensitive	ADJ
biht-340	61	17	data	datum	NOUN
biht-340	61	18	remain	remain	VERB
biht-340	61	19	confidential	confidential	ADJ
biht-340	61	20	while	while	SCONJ
biht-340	61	21	allowing	allow	VERB
biht-340	61	22	for	for	ADP
biht-340	61	23	developing	develop	VERB
biht-340	61	24	and	and	CCONJ
biht-340	61	25	utilizing	utilize	VERB
biht-340	61	26	predictive	predictive	ADJ
biht-340	61	27	models	model	NOUN
biht-340	61	28	for	for	ADP
biht-340	61	29	privacy	privacy	NOUN
biht-340	61	30	and	and	CCONJ
biht-340	61	31	collaboration	collaboration	NOUN
biht-340	61	32	.	.	PUNCT
biht-340	62	1	the	the	DET
biht-340	62	2	zkp	zkp	NOUN
biht-340	62	3	,	,	PUNCT
biht-340	62	4	as	as	ADP
biht-340	62	5	such	such	ADJ
biht-340	62	6	,	,	PUNCT
biht-340	62	7	are	be	AUX
biht-340	62	8	computationally	computationally	ADV
biht-340	62	9	expensive	expensive	ADJ
biht-340	62	10	and	and	CCONJ
biht-340	62	11	get	get	VERB
biht-340	62	12	even	even	ADV
biht-340	62	13	more	more	ADV
biht-340	62	14	computationally	computationally	ADV
biht-340	62	15	expensive	expensive	ADJ
biht-340	62	16	for	for	ADP
biht-340	62	17	ml	ml	ADP
biht-340	62	18	inference	inference	NOUN
biht-340	62	19	proofs	proof	NOUN
biht-340	62	20	.	.	PUNCT
biht-340	63	1	recent	recent	ADJ
biht-340	63	2	work	work	NOUN
biht-340	63	3	from	from	ADP
biht-340	63	4	alejandro	alejandro	PROPN
biht-340	63	5	martinez	martinez	PROPN
biht-340	63	6	gator6	gator6	PROPN
biht-340	63	7	produced	produce	VERB
biht-340	63	8	a	a	DET
biht-340	63	9	model	model	NOUN
biht-340	63	10	complexity	complexity	NOUN
biht-340	63	11	reducer	reducer	NOUN
biht-340	63	12	(	(	PUNCT
biht-340	63	13	mcr	mcr	PROPN
biht-340	63	14	)	)	PUNCT
biht-340	63	15	library	library	NOUN
biht-340	63	16	and	and	CCONJ
biht-340	63	17	illustrated	illustrate	VERB
biht-340	63	18	its	its	PRON
biht-340	63	19	reference	reference	NOUN
biht-340	63	20	implementations	implementation	NOUN
biht-340	63	21	on	on	ADP
biht-340	63	22	sample	sample	NOUN
biht-340	63	23	datasets	dataset	NOUN
biht-340	63	24	.	.	PUNCT
biht-340	64	1	however	however	ADV
biht-340	64	2	,	,	PUNCT
biht-340	64	3	from	from	ADP
biht-340	64	4	a	a	DET
biht-340	64	5	global	global	ADJ
biht-340	64	6	healthcare	healthcare	NOUN
biht-340	64	7	perspective	perspective	NOUN
biht-340	64	8	,	,	PUNCT
biht-340	64	9	there	there	PRON
biht-340	64	10	is	be	VERB
biht-340	64	11	a	a	DET
biht-340	64	12	need	need	NOUN
biht-340	64	13	to	to	PART
biht-340	64	14	validate	validate	VERB
biht-340	64	15	and	and	CCONJ
biht-340	64	16	benchmark	benchmark	VERB
biht-340	64	17	this	this	DET
biht-340	64	18	effort	effort	NOUN
biht-340	64	19	with	with	ADP
biht-340	64	20	a	a	DET
biht-340	64	21	high	high	ADJ
biht-340	64	22	-	-	PUNCT
biht-340	64	23	scale	scale	NOUN
biht-340	64	24	standardized	standardized	ADJ
biht-340	64	25	global	global	ADJ
biht-340	64	26	healthcare	healthcare	NOUN
biht-340	64	27	schema	schema	NOUN
biht-340	64	28	.	.	PUNCT
biht-340	65	1	methods	method	NOUN
biht-340	65	2	research	research	NOUN
biht-340	65	3	goals	goal	NOUN
biht-340	65	4	guardian	guardian	NOUN
biht-340	65	5	medx	medx	NOUN
biht-340	65	6	is	be	AUX
biht-340	65	7	a	a	DET
biht-340	65	8	comprehensive	comprehensive	ADJ
biht-340	65	9	care	care	NOUN
biht-340	65	10	plan	plan	NOUN
biht-340	65	11	offering	offer	VERB
biht-340	65	12	personalized	personalize	VERB
biht-340	65	13	medical	medical	ADJ
biht-340	65	14	care	care	NOUN
biht-340	65	15	with	with	ADP
biht-340	65	16	continuous	continuous	ADJ
biht-340	65	17	monitoring	monitoring	NOUN
biht-340	65	18	and	and	CCONJ
biht-340	65	19	assistance	assistance	NOUN
biht-340	65	20	.	.	PUNCT
biht-340	66	1	the	the	DET
biht-340	66	2	goal	goal	NOUN
biht-340	66	3	is	be	AUX
biht-340	66	4	to	to	PART
biht-340	66	5	improve	improve	VERB
biht-340	66	6	the	the	DET
biht-340	66	7	wellness	wellness	NOUN
biht-340	66	8	of	of	ADP
biht-340	66	9	seniors	senior	NOUN
biht-340	66	10	and	and	CCONJ
biht-340	66	11	reduce	reduce	VERB
biht-340	66	12	hospitalizations	hospitalization	NOUN
biht-340	66	13	in	in	ADP
biht-340	66	14	the	the	DET
biht-340	66	15	southern	southern	ADJ
biht-340	66	16	region	region	NOUN
biht-340	66	17	of	of	ADP
biht-340	66	18	india	india	PROPN
biht-340	66	19	.	.	PUNCT
biht-340	67	1	the	the	DET
biht-340	67	2	principals	principal	NOUN
biht-340	67	3	aimed	aim	VERB
biht-340	67	4	to	to	PART
biht-340	67	5	follow	follow	VERB
biht-340	67	6	an	an	DET
biht-340	67	7	evaluation	evaluation	NOUN
biht-340	67	8	process	process	NOUN
biht-340	67	9	first	first	ADV
biht-340	67	10	to	to	PART
biht-340	67	11	learn	learn	VERB
biht-340	67	12	from	from	ADP
biht-340	67	13	earlier	early	ADJ
biht-340	67	14	work	work	NOUN
biht-340	67	15	done	do	VERB
biht-340	67	16	in	in	ADP
biht-340	67	17	diabetic	diabetic	ADJ
biht-340	67	18	care	care	NOUN
biht-340	67	19	in	in	ADP
biht-340	67	20	south	south	PROPN
biht-340	67	21	india7	india7	PROPN
biht-340	67	22	,	,	PUNCT
biht-340	67	23	and	and	CCONJ
biht-340	67	24	identify	identify	VERB
biht-340	67	25	the	the	DET
biht-340	67	26	cultural	cultural	ADJ
biht-340	67	27	elements	element	NOUN
biht-340	67	28	involved	involve	VERB
biht-340	67	29	in	in	ADP
biht-340	67	30	the	the	DET
biht-340	67	31	disease	disease	NOUN
biht-340	67	32	dynamics	dynamic	NOUN
biht-340	67	33	,	,	PUNCT
biht-340	67	34	from	from	ADP
biht-340	67	35	diagnosis	diagnosis	NOUN
biht-340	67	36	to	to	ADP
biht-340	67	37	treatment	treatment	NOUN
biht-340	67	38	to	to	PART
biht-340	67	39	adherence	adherence	VERB
biht-340	67	40	to	to	ADP
biht-340	67	41	continuous	continuous	ADJ
biht-340	67	42	maintenance	maintenance	NOUN
biht-340	67	43	,	,	PUNCT
biht-340	67	44	and	and	CCONJ
biht-340	67	45	to	to	PART
biht-340	67	46	find	find	VERB
biht-340	67	47	the	the	DET
biht-340	67	48	suitable	suitable	ADJ
biht-340	67	49	standardized	standardized	ADJ
biht-340	67	50	format	format	NOUN
biht-340	67	51	to	to	PART
biht-340	67	52	capture	capture	VERB
biht-340	67	53	both	both	CCONJ
biht-340	67	54	clinical	clinical	ADJ
biht-340	67	55	and	and	CCONJ
biht-340	67	56	patient	patient	NOUN
biht-340	67	57	-	-	PUNCT
biht-340	67	58	reported	report	VERB
biht-340	67	59	outcomes	outcome	NOUN
biht-340	67	60	for	for	ADP
biht-340	67	61	 	 	SPACE
biht-340	67	62	a	a	DET
biht-340	67	63	holistic	holistic	ADJ
biht-340	67	64	basis	basis	NOUN
biht-340	67	65	.	.	PUNCT
biht-340	68	1	the	the	DET
biht-340	68	2	intent	intent	NOUN
biht-340	68	3	is	be	AUX
biht-340	68	4	to	to	PART
biht-340	68	5	find	find	VERB
biht-340	68	6	the	the	DET
biht-340	68	7	data	datum	NOUN
biht-340	68	8	collection	collection	NOUN
biht-340	68	9	schema	schema	NOUN
biht-340	68	10	conducive	conducive	ADJ
biht-340	68	11	to	to	ADP
biht-340	68	12	privacy	privacy	NOUN
biht-340	68	13	-	-	PUNCT
biht-340	68	14	preserving	preserve	VERB
biht-340	68	15	collaboration	collaboration	NOUN
biht-340	68	16	in	in	ADP
biht-340	68	17	emerging	emerge	VERB
biht-340	68	18	web	web	NOUN
biht-340	68	19	3	3	NUM
biht-340	68	20	technologies	technology	NOUN
biht-340	68	21	,	,	PUNCT
biht-340	68	22	including	include	VERB
biht-340	68	23	ml	ml	X
biht-340	68	24	for	for	ADP
biht-340	68	25	data	datum	NOUN
biht-340	68	26	analysis	analysis	NOUN
biht-340	68	27	and	and	CCONJ
biht-340	68	28	privacy	privacy	NOUN
biht-340	68	29	-	-	PUNCT
biht-340	68	30	preserving	preserve	VERB
biht-340	68	31	consent	consent	NOUN
biht-340	68	32	and	and	CCONJ
biht-340	68	33	cooperation	cooperation	NOUN
biht-340	68	34	.	.	PUNCT
biht-340	69	1	the	the	DET
biht-340	69	2	starting	starting	NOUN
biht-340	69	3	point	point	NOUN
biht-340	69	4	for	for	ADP
biht-340	69	5	this	this	DET
biht-340	69	6	research	research	NOUN
biht-340	69	7	is	be	AUX
biht-340	69	8	to	to	PART
biht-340	69	9	find	find	VERB
biht-340	69	10	a	a	DET
biht-340	69	11	high	high	ADJ
biht-340	69	12	-	-	PUNCT
biht-340	69	13	scale	scale	NOUN
biht-340	69	14	standardized	standardized	ADJ
biht-340	69	15	global	global	ADJ
biht-340	69	16	healthcare	healthcare	NOUN
biht-340	69	17	schema	schema	NOUN
biht-340	69	18	that	that	PRON
biht-340	69	19	addresses	address	VERB
biht-340	69	20	the	the	DET
biht-340	69	21	challenges	challenge	NOUN
biht-340	69	22	indicated	indicate	VERB
biht-340	69	23	above	above	ADV
biht-340	69	24	,	,	PUNCT
biht-340	69	25	allowing	allow	VERB
biht-340	69	26	for	for	ADP
biht-340	69	27	adequate	adequate	ADJ
biht-340	69	28	data	datum	NOUN
biht-340	69	29	  	  	SPACE
biht-340	69	30	collection	collection	NOUN
biht-340	69	31	and	and	CCONJ
biht-340	69	32	identifying	identify	VERB
biht-340	69	33	the	the	DET
biht-340	69	34	privacy	privacy	NOUN
biht-340	69	35	-	-	PUNCT
biht-340	69	36	preserved	preserve	VERB
biht-340	69	37	constructs	construct	NOUN
biht-340	69	38	needed	need	VERB
biht-340	69	39	for	for	ADP
biht-340	69	40	collaborative	collaborative	ADJ
biht-340	69	41	learning	learning	NOUN
biht-340	69	42	purposes	purpose	NOUN
biht-340	69	43	at	at	ADP
biht-340	69	44	a	a	DET
biht-340	69	45	global	global	ADJ
biht-340	69	46	level	level	NOUN
biht-340	69	47	.	.	PUNCT
biht-340	70	1	the	the	DET
biht-340	70	2	specific	specific	ADJ
biht-340	70	3	research	research	NOUN
biht-340	70	4	goals	goal	NOUN
biht-340	70	5	include	include	VERB
biht-340	70	6	the	the	DET
biht-340	70	7	following	follow	VERB
biht-340	70	8	:	:	PUNCT
biht-340	70	9	•	•	NUM
biht-340	70	10	learn	learn	VERB
biht-340	70	11	from	from	ADP
biht-340	70	12	earlier	early	ADJ
biht-340	70	13	research	research	NOUN
biht-340	70	14	and	and	CCONJ
biht-340	70	15	create	create	VERB
biht-340	70	16	a	a	DET
biht-340	70	17	data	data	NOUN
biht-340	70	18	collection	collection	NOUN
biht-340	70	19	approach	approach	NOUN
biht-340	70	20	that	that	PRON
biht-340	70	21	captures	capture	VERB
biht-340	70	22	the	the	DET
biht-340	70	23	cultural	cultural	ADJ
biht-340	70	24	elements	element	NOUN
biht-340	70	25	of	of	ADP
biht-340	70	26	diabetic	diabetic	ADJ
biht-340	70	27	care	care	NOUN
biht-340	70	28	.	.	PUNCT
biht-340	71	1	•	•	INTJ
biht-340	71	2	identify	identify	VERB
biht-340	71	3	a	a	DET
biht-340	71	4	specific	specific	ADJ
biht-340	71	5	data	datum	NOUN
biht-340	71	6	schema	schema	NOUN
biht-340	71	7	that	that	PRON
biht-340	71	8	is	be	AUX
biht-340	71	9	standardized	standardize	VERB
biht-340	71	10	and	and	CCONJ
biht-340	71	11	can	can	AUX
biht-340	71	12	be	be	AUX
biht-340	71	13	used	use	VERB
biht-340	71	14	for	for	ADP
biht-340	71	15	data	data	NOUN
biht-340	71	16	collection	collection	NOUN
biht-340	71	17	and	and	CCONJ
biht-340	71	18	privacy	privacy	NOUN
biht-340	71	19	-	-	PUNCT
biht-340	71	20	preserved	preserve	VERB
biht-340	71	21	learning	learning	NOUN
biht-340	71	22	at	at	ADP
biht-340	71	23	a	a	DET
biht-340	71	24	global	global	ADJ
biht-340	71	25	scale	scale	NOUN
biht-340	71	26	.	.	PUNCT
biht-340	72	1	•	•	NUM
biht-340	72	2	explore	explore	NOUN
biht-340	72	3	zkml	zkml	NOUN
biht-340	72	4	as	as	ADP
biht-340	72	5	the	the	DET
biht-340	72	6	model	model	NOUN
biht-340	72	7	for	for	ADP
biht-340	72	8	that	that	DET
biht-340	72	9	global	global	ADJ
biht-340	72	10	data	datum	NOUN
biht-340	72	11	schema	schema	NOUN
biht-340	72	12	.	.	PUNCT
biht-340	73	1	•	•	NUM
biht-340	73	2	identify	identify	VERB
biht-340	73	3	the	the	DET
biht-340	73	4	parameters	parameter	NOUN
biht-340	73	5	,	,	PUNCT
biht-340	73	6	limitations	limitation	NOUN
biht-340	73	7	,	,	PUNCT
biht-340	73	8	and	and	CCONJ
biht-340	73	9	mitigations	mitigation	NOUN
biht-340	73	10	using	use	VERB
biht-340	73	11	mcr	mcr	PROPN
biht-340	73	12	.	.	PROPN
biht-340	73	13	•	•	NUM
biht-340	73	14	baseline	baseline	VERB
biht-340	73	15	the	the	DET
biht-340	73	16	data	data	NOUN
biht-340	73	17	schema	schema	NOUN
biht-340	73	18	with	with	ADP
biht-340	73	19	synthetic	synthetic	ADJ
biht-340	73	20	data	datum	NOUN
biht-340	73	21	.	.	PUNCT
biht-340	74	1	after	after	ADP
biht-340	74	2	reviewing	review	VERB
biht-340	74	3	the	the	DET
biht-340	74	4	literature	literature	NOUN
biht-340	74	5	on	on	ADP
biht-340	74	6	diabetic	diabetic	ADJ
biht-340	74	7	care	care	NOUN
biht-340	74	8	delivery	delivery	NOUN
biht-340	74	9	in	in	ADP
biht-340	74	10	india7	india7	PROPN
biht-340	74	11	,	,	PUNCT
biht-340	74	12	the	the	DET
biht-340	74	13	big	big	ADJ
biht-340	74	14	data	datum	NOUN
biht-340	74	15	collection	collection	NOUN
biht-340	74	16	and	and	CCONJ
biht-340	74	17	ml	ml	NOUN
biht-340	74	18	effort8	effort8	NOUN
biht-340	74	19	and	and	CCONJ
biht-340	74	20	standardization	standardization	NOUN
biht-340	74	21	formats	format	NOUN
biht-340	74	22	and	and	CCONJ
biht-340	74	23	adaptability	adaptability	NOUN
biht-340	74	24	reports9,10	reports9,10	NOUN
biht-340	74	25	the	the	DET
biht-340	74	26	data	data	NOUN
biht-340	74	27	schema	schema	NOUN
biht-340	74	28	was	be	AUX
biht-340	74	29	decided	decide	VERB
biht-340	74	30	to	to	PART
biht-340	74	31	be	be	AUX
biht-340	74	32	the	the	DET
biht-340	74	33	ichom	ichom	ADJ
biht-340	74	34	schema	schema	NOUN
biht-340	74	35	,	,	PUNCT
biht-340	74	36	with	with	SCONJ
biht-340	74	37	the	the	DET
biht-340	74	38	adaption	adaption	NOUN
biht-340	74	39	needed	need	VERB
biht-340	74	40	.	.	PUNCT
biht-340	75	1	the	the	DET
biht-340	75	2	ichom	ichom	PROPN
biht-340	75	3	datasets	dataset	NOUN
biht-340	75	4	and	and	CCONJ
biht-340	75	5	impact	impact	NOUN
biht-340	75	6	on	on	ADP
biht-340	75	7	global	global	ADJ
biht-340	75	8	healthcare	healthcare	NOUN
biht-340	75	9	for	for	ADP
biht-340	75	10	diabetes	diabetes	NOUN
biht-340	75	11	the	the	DET
biht-340	75	12	ichom	ichom	NOUN
biht-340	75	13	is	be	AUX
biht-340	75	14	dedicated	dedicate	VERB
biht-340	75	15	to	to	ADP
biht-340	75	16	developing	develop	VERB
biht-340	75	17	standard	standard	ADJ
biht-340	75	18	sets	set	NOUN
biht-340	75	19	of	of	ADP
biht-340	75	20	outcome	outcome	NOUN
biht-340	75	21	measures	measure	NOUN
biht-340	75	22	that	that	PRON
biht-340	75	23	can	can	AUX
biht-340	75	24	be	be	AUX
biht-340	75	25	used	use	VERB
biht-340	75	26	globally	globally	ADV
biht-340	75	27	to	to	PART
biht-340	75	28	assess	assess	VERB
biht-340	75	29	the	the	DET
biht-340	75	30	quality	quality	NOUN
biht-340	75	31	of	of	ADP
biht-340	75	32	care	care	NOUN
biht-340	75	33	for	for	ADP
biht-340	75	34	various	various	ADJ
biht-340	75	35	medical	medical	ADJ
biht-340	75	36	conditions	condition	NOUN
biht-340	75	37	.	.	PUNCT
biht-340	76	1	for	for	ADP
biht-340	76	2	diabetes	diabetes	NOUN
biht-340	76	3	,	,	PUNCT
biht-340	76	4	a	a	DET
biht-340	76	5	chronic	chronic	ADJ
biht-340	76	6	condition	condition	NOUN
biht-340	76	7	with	with	ADP
biht-340	76	8	significant	significant	ADJ
biht-340	76	9	variation	variation	NOUN
biht-340	76	10	in	in	ADP
biht-340	76	11	presentation	presentation	NOUN
biht-340	76	12	and	and	CCONJ
biht-340	76	13	management	management	NOUN
biht-340	76	14	across	across	ADP
biht-340	76	15	different	different	ADJ
biht-340	76	16	cultures	culture	NOUN
biht-340	76	17	and	and	CCONJ
biht-340	76	18	healthcare	healthcare	NOUN
biht-340	76	19	systems	system	NOUN
biht-340	76	20	,	,	PUNCT
biht-340	76	21	this	this	DET
biht-340	76	22	standardization	standardization	NOUN
biht-340	76	23	is	be	AUX
biht-340	76	24	crucial	crucial	ADJ
biht-340	76	25	.	.	PUNCT
biht-340	77	1	diabetes	diabetes	NOUN
biht-340	77	2	care	care	NOUN
biht-340	77	3	can	can	AUX
biht-340	77	4	vary	vary	VERB
biht-340	77	5	significantly	significantly	ADV
biht-340	77	6	due	due	ADP
biht-340	77	7	to	to	ADP
biht-340	77	8	cultural	cultural	ADJ
biht-340	77	9	differences	difference	NOUN
biht-340	77	10	,	,	PUNCT
biht-340	77	11	socioeconomic	socioeconomic	ADJ
biht-340	77	12	factors	factor	NOUN
biht-340	77	13	,	,	PUNCT
biht-340	77	14	and	and	CCONJ
biht-340	77	15	healthcare	healthcare	PROPN
biht-340	77	16	infrastructure	infrastructure	NOUN
biht-340	77	17	.	.	PUNCT
biht-340	78	1	for	for	ADP
biht-340	78	2	instance	instance	NOUN
biht-340	78	3	,	,	PUNCT
biht-340	78	4	the	the	DET
biht-340	78	5	management	management	NOUN
biht-340	78	6	strategies	strategy	NOUN
biht-340	78	7	and	and	CCONJ
biht-340	78	8	patient	patient	ADJ
biht-340	78	9	outcomes	outcome	NOUN
biht-340	78	10	in	in	ADP
biht-340	78	11	a	a	DET
biht-340	78	12	high	high	ADJ
biht-340	78	13	-	-	PUNCT
biht-340	78	14	income	income	NOUN
biht-340	78	15	country	country	NOUN
biht-340	78	16	might	might	AUX
biht-340	78	17	not	not	PART
biht-340	78	18	directly	directly	ADV
biht-340	78	19	apply	apply	VERB
biht-340	78	20	to	to	ADP
biht-340	78	21	a	a	DET
biht-340	78	22	low	low	ADJ
biht-340	78	23	-	-	PUNCT
biht-340	78	24	income	income	NOUN
biht-340	78	25	setting	setting	NOUN
biht-340	78	26	with	with	ADP
biht-340	78	27	different	different	ADJ
biht-340	78	28	resources	resource	NOUN
biht-340	78	29	and	and	CCONJ
biht-340	78	30	cultural	cultural	ADJ
biht-340	78	31	attitudes	attitude	NOUN
biht-340	78	32	toward	toward	ADP
biht-340	78	33	health	health	NOUN
biht-340	78	34	.	.	PUNCT
biht-340	79	1	ichom	ichom	PROPN
biht-340	79	2	’s	’s	PART
biht-340	79	3	dataset	dataset	ADJ
biht-340	79	4	addresses	address	NOUN
biht-340	79	5	this	this	DET
biht-340	79	6	challenge	challenge	NOUN
biht-340	79	7	by	by	ADP
biht-340	79	8	allowing	allow	VERB
biht-340	79	9	healthcare	healthcare	NOUN
biht-340	79	10	systems	system	NOUN
biht-340	79	11	to	to	PART
biht-340	79	12	adapt	adapt	VERB
biht-340	79	13	standardized	standardized	ADJ
biht-340	79	14	measures	measure	NOUN
biht-340	79	15	to	to	ADP
biht-340	79	16	local	local	ADJ
biht-340	79	17	contexts	contexts	NOUN
biht-340	79	18	.	.	PUNCT
biht-340	80	1	this	this	DET
biht-340	80	2	cultural	cultural	ADJ
biht-340	80	3	tailoring	tailoring	NOUN
biht-340	80	4	ensures	ensure	VERB
biht-340	80	5	that	that	SCONJ
biht-340	80	6	the	the	DET
biht-340	80	7	outcome	outcome	NOUN
biht-340	80	8	measures	measure	NOUN
biht-340	80	9	are	be	AUX
biht-340	80	10	relevant	relevant	ADJ
biht-340	80	11	and	and	CCONJ
biht-340	80	12	practical	practical	ADJ
biht-340	80	13	in	in	ADP
biht-340	80	14	diverse	diverse	ADJ
biht-340	80	15	settings	setting	NOUN
biht-340	80	16	,	,	PUNCT
biht-340	80	17	thereby	thereby	ADV
biht-340	80	18	improving	improve	VERB
biht-340	80	19	the	the	DET
biht-340	80	20	dataset	dataset	NOUN
biht-340	80	21	’s	’s	PART
biht-340	80	22	utility	utility	NOUN
biht-340	80	23	and	and	CCONJ
biht-340	80	24	impact	impact	NOUN
biht-340	80	25	on	on	ADP
biht-340	80	26	global	global	ADJ
biht-340	80	27	health	health	NOUN
biht-340	80	28	outcomes	outcome	NOUN
biht-340	80	29	.	.	PUNCT
biht-340	81	1	by	by	ADP
biht-340	81	2	providing	provide	VERB
biht-340	81	3	a	a	DET
biht-340	81	4	standard	standard	ADJ
biht-340	81	5	set	set	NOUN
biht-340	81	6	of	of	ADP
biht-340	81	7	metrics	metric	NOUN
biht-340	81	8	,	,	PUNCT
biht-340	81	9	ichom	ichom	PROPN
biht-340	81	10	helps	helps	AUX
biht-340	81	11	identify	identify	VERB
biht-340	81	12	gaps	gap	NOUN
biht-340	81	13	in	in	ADP
biht-340	81	14	care	care	NOUN
biht-340	81	15	and	and	CCONJ
biht-340	81	16	outcomes	outcome	NOUN
biht-340	81	17	across	across	ADP
biht-340	81	18	different	different	ADJ
biht-340	81	19	regions	region	NOUN
biht-340	81	20	and	and	CCONJ
biht-340	81	21	populations	population	NOUN
biht-340	81	22	.	.	PUNCT
biht-340	82	1	by	by	ADP
biht-340	82	2	adopting	adopt	VERB
biht-340	82	3	a	a	DET
biht-340	82	4	uniform	uniform	ADJ
biht-340	82	5	approach	approach	NOUN
biht-340	82	6	to	to	ADP
biht-340	82	7	measuring	measure	VERB
biht-340	82	8	outcomes	outcome	NOUN
biht-340	82	9	such	such	ADJ
biht-340	82	10	as	as	ADP
biht-340	82	11	blood	blood	NOUN
biht-340	82	12	glucose	glucose	NOUN
biht-340	82	13	levels	level	NOUN
biht-340	82	14	,	,	PUNCT
biht-340	82	15	quality	quality	NOUN
biht-340	82	16	of	of	ADP
biht-340	82	17	life	life	NOUN
biht-340	82	18	,	,	PUNCT
biht-340	82	19	and	and	CCONJ
biht-340	82	20	complication	complication	NOUN
biht-340	82	21	rates	rate	NOUN
biht-340	82	22	,	,	PUNCT
biht-340	82	23	the	the	DET
biht-340	82	24	ichom	ichom	PROPN
biht-340	82	25	diabetes	diabetes	NOUN
biht-340	82	26	dataset	dataset	VERB
biht-340	82	27	enables	enable	VERB
biht-340	82	28	healthcare	healthcare	NOUN
biht-340	82	29	providers	provider	NOUN
biht-340	82	30	to	to	PART
biht-340	82	31	benchmark	benchmark	VERB
biht-340	82	32	their	their	PRON
biht-340	82	33	performance	performance	NOUN
biht-340	82	34	against	against	ADP
biht-340	82	35	global	global	ADJ
biht-340	82	36	standards	standard	NOUN
biht-340	82	37	,	,	PUNCT
biht-340	82	38	identify	identify	VERB
biht-340	82	39	best	good	ADJ
biht-340	82	40	practices	practice	NOUN
biht-340	82	41	,	,	PUNCT
biht-340	82	42	and	and	CCONJ
biht-340	82	43	improve	improve	VERB
biht-340	82	44	patient	patient	ADJ
biht-340	82	45	care	care	NOUN
biht-340	82	46	and	and	CCONJ
biht-340	82	47	population	population	NOUN
biht-340	82	48	health	health	NOUN
biht-340	82	49	cohorts	cohort	NOUN
biht-340	82	50	.	.	PUNCT
biht-340	83	1	given	give	VERB
biht-340	83	2	the	the	DET
biht-340	83	3	nature	nature	NOUN
biht-340	83	4	of	of	ADP
biht-340	83	5	the	the	DET
biht-340	83	6	data	datum	NOUN
biht-340	83	7	and	and	CCONJ
biht-340	83	8	the	the	DET
biht-340	83	9	standardization	standardization	NOUN
biht-340	83	10	effort	effort	NOUN
biht-340	83	11	,	,	PUNCT
biht-340	83	12	the	the	DET
biht-340	83	13	principals	principal	NOUN
biht-340	83	14	initiated	initiate	VERB
biht-340	83	15	the	the	DET
biht-340	83	16	evaluation	evaluation	NOUN
biht-340	83	17	with	with	ADP
biht-340	83	18	synthetic	synthetic	ADJ
biht-340	83	19	datasets	dataset	NOUN
biht-340	83	20	.	.	PUNCT
biht-340	84	1	they	they	PRON
biht-340	84	2	used	use	VERB
biht-340	84	3	the	the	DET
biht-340	84	4	ichom	ichom	PROPN
biht-340	84	5	older	old	ADJ
biht-340	84	6	population	population	NOUN
biht-340	84	7	and	and	CCONJ
biht-340	84	8	diabetic	diabetic	ADJ
biht-340	84	9	datasets	dataset	NOUN
biht-340	84	10	to	to	PART
biht-340	84	11	provide	provide	VERB
biht-340	84	12	insights	insight	NOUN
biht-340	84	13	into	into	ADP
biht-340	84	14	the	the	DET
biht-340	84	15	complex	complex	ADJ
biht-340	84	16	nature	nature	NOUN
biht-340	84	17	of	of	ADP
biht-340	84	18	diabetes	diabetes	NOUN
biht-340	84	19	care	care	VERB
biht-340	84	20	and	and	CCONJ
biht-340	84	21	its	its	PRON
biht-340	84	22	impact	impact	NOUN
biht-340	84	23	on	on	ADP
biht-340	84	24	patient	patient	ADJ
biht-340	84	25	outcomes	outcome	NOUN
biht-340	84	26	.	.	PUNCT
biht-340	85	1	this	this	DET
biht-340	85	2	research	research	NOUN
biht-340	85	3	offers	offer	VERB
biht-340	85	4	a	a	DET
biht-340	85	5	comprehensive	comprehensive	ADJ
biht-340	85	6	data	data	NOUN
biht-340	85	7	-	-	PUNCT
biht-340	85	8	oriented	orient	VERB
biht-340	85	9	approach	approach	NOUN
biht-340	85	10	to	to	ADP
biht-340	85	11	diabetes	diabetes	NOUN
biht-340	85	12	management	management	NOUN
biht-340	85	13	by	by	ADP
biht-340	85	14	collecting	collect	VERB
biht-340	85	15	and	and	CCONJ
biht-340	85	16	analyzing	analyze	VERB
biht-340	85	17	data	datum	NOUN
biht-340	85	18	on	on	ADP
biht-340	85	19	demographics	demographic	NOUN
biht-340	85	20	,	,	PUNCT
biht-340	85	21	diagnosis	diagnosis	NOUN
biht-340	85	22	,	,	PUNCT
biht-340	85	23	lifestyle	lifestyle	NOUN
biht-340	85	24	and	and	CCONJ
biht-340	85	25	social	social	ADJ
biht-340	85	26	factors	factor	NOUN
biht-340	85	27	,	,	PUNCT
biht-340	85	28	treatment	treatment	NOUN
biht-340	85	29	methods	method	NOUN
biht-340	85	30	,	,	PUNCT
biht-340	85	31	diabetes	diabetes	NOUN
biht-340	85	32	control	control	NOUN
biht-340	85	33	,	,	PUNCT
biht-340	85	34	acute	acute	ADJ
biht-340	85	35	events	event	NOUN
biht-340	85	36	,	,	PUNCT
biht-340	85	37	chronic	chronic	ADJ
biht-340	85	38	complications	complication	NOUN
biht-340	85	39	,	,	PUNCT
biht-340	85	40	and	and	CCONJ
biht-340	85	41	patient	patient	NOUN
biht-340	85	42	-	-	PUNCT
biht-340	85	43	reported	report	VERB
biht-340	85	44	https://doi.org/10.30953/bhty.v7.340	https://doi.org/10.30953/bhty.v7.340	NUM
biht-340	85	45	citation	citation	NOUN
biht-340	85	46	:	:	PUNCT
biht-340	86	1	blockchain	blockchain	NOUN
biht-340	86	2	in	in	ADP
biht-340	86	3	healthcare	healthcare	NOUN
biht-340	86	4	today	today	NOUN
biht-340	86	5	2024	2024	NUM
biht-340	86	6	,	,	PUNCT
biht-340	86	7	7	7	NUM
biht-340	86	8	:	:	SYM
biht-340	86	9	340	340	NUM
biht-340	86	10	https://doi.org/10.30953/bhty.v7.3404	https://doi.org/10.30953/bhty.v7.3404	NOUN
biht-340	86	11	(	(	PUNCT
biht-340	86	12	page	page	NOUN
biht-340	86	13	number	number	NOUN
biht-340	86	14	not	not	PART
biht-340	86	15	for	for	ADP
biht-340	86	16	citation	citation	NOUN
biht-340	86	17	purpose	purpose	NOUN
biht-340	86	18	)	)	PUNCT
biht-340	86	19	s.	s.	PROPN
biht-340	86	20	krishnasamy	krishnasamy	PROPN
biht-340	86	21	and	and	CCONJ
biht-340	86	22	i.	i.	PROPN
biht-340	86	23	govindarajan	govindarajan	PROPN
biht-340	86	24	outcomes	outcome	NOUN
biht-340	86	25	.	.	PUNCT
biht-340	87	1	it	it	PRON
biht-340	87	2	seeks	seek	VERB
biht-340	87	3	to	to	PART
biht-340	87	4	illuminate	illuminate	VERB
biht-340	87	5	the	the	DET
biht-340	87	6	intricate	intricate	ADJ
biht-340	87	7	interplay	interplay	NOUN
biht-340	87	8	of	of	ADP
biht-340	87	9	factors	factor	NOUN
biht-340	87	10	affecting	affect	VERB
biht-340	87	11	diabetes	diabetes	NOUN
biht-340	87	12	management	management	NOUN
biht-340	87	13	and	and	CCONJ
biht-340	87	14	optimize	optimize	VERB
biht-340	87	15	diabetes	diabetes	NOUN
biht-340	87	16	care	care	VERB
biht-340	87	17	cost	cost	NOUN
biht-340	87	18	-	-	PUNCT
biht-340	87	19	effectively	effectively	ADV
biht-340	87	20	with	with	ADP
biht-340	87	21	early	early	ADJ
biht-340	87	22	diagnosis	diagnosis	NOUN
biht-340	87	23	and	and	CCONJ
biht-340	87	24	remote	remote	ADJ
biht-340	87	25	and	and	CCONJ
biht-340	87	26	continuous	continuous	ADJ
biht-340	87	27	monitoring	monitoring	NOUN
biht-340	87	28	at	at	ADP
biht-340	87	29	scale	scale	NOUN
biht-340	87	30	.	.	PUNCT
biht-340	88	1	as	as	ADP
biht-340	88	2	part	part	NOUN
biht-340	88	3	of	of	ADP
biht-340	88	4	the	the	DET
biht-340	88	5	data	data	NOUN
biht-340	88	6	evaluation	evaluation	NOUN
biht-340	88	7	exercise	exercise	NOUN
biht-340	88	8	for	for	ADP
biht-340	88	9	the	the	DET
biht-340	88	10	research	research	NOUN
biht-340	88	11	,	,	PUNCT
biht-340	88	12	synthetic	synthetic	ADJ
biht-340	88	13	datasets	dataset	NOUN
biht-340	88	14	with	with	ADP
biht-340	88	15	hypothetical	hypothetical	ADJ
biht-340	88	16	values	value	NOUN
biht-340	88	17	are	be	AUX
biht-340	88	18	produced	produce	VERB
biht-340	88	19	from	from	ADP
biht-340	88	20	earlier	early	ADJ
biht-340	88	21	literature	literature	NOUN
biht-340	88	22	and	and	CCONJ
biht-340	88	23	the	the	DET
biht-340	88	24	researchers	researcher	NOUN
biht-340	88	25	’	’	PART
biht-340	88	26	experiences	experience	NOUN
biht-340	88	27	.	.	PUNCT
biht-340	89	1	data	datum	NOUN
biht-340	89	2	adequacy	adequacy	PROPN
biht-340	89	3	,	,	PUNCT
biht-340	89	4	baseline	baseline	NOUN
biht-340	89	5	,	,	PUNCT
biht-340	89	6	and	and	CCONJ
biht-340	89	7	meaningful	meaningful	ADJ
biht-340	89	8	data	data	NOUN
biht-340	89	9	mappings	mapping	NOUN
biht-340	89	10	using	use	VERB
biht-340	89	11	the	the	DET
biht-340	89	12	ichom	ichom	PROPN
biht-340	89	13	diabetes	diabetes	NOUN
biht-340	89	14	datasets	dataset	NOUN
biht-340	89	15	v5.0	v5.0	NOUN
biht-340	89	16	are	be	AUX
biht-340	89	17	established	establish	VERB
biht-340	89	18	for	for	ADP
biht-340	89	19	practical	practical	ADJ
biht-340	89	20	deployments	deployment	NOUN
biht-340	89	21	in	in	ADP
biht-340	89	22	the	the	DET
biht-340	89	23	indian	indian	ADJ
biht-340	89	24	cultural	cultural	ADJ
biht-340	89	25	setting	setting	NOUN
biht-340	89	26	.	.	PUNCT
biht-340	90	1	these	these	DET
biht-340	90	2	datasets	dataset	NOUN
biht-340	90	3	were	be	AUX
biht-340	90	4	selected	select	VERB
biht-340	90	5	from	from	ADP
biht-340	90	6	the	the	DET
biht-340	90	7	ichom	ichom	PROPN
biht-340	90	8	v5	v5	PROPN
biht-340	90	9	diabetic	diabetic	ADJ
biht-340	90	10	dataset	dataset	NOUN
biht-340	90	11	.	.	PUNCT
biht-340	91	1	synthetic	synthetic	ADJ
biht-340	91	2	data	datum	NOUN
biht-340	91	3	was	be	AUX
biht-340	91	4	set	set	VERB
biht-340	91	5	up	up	ADP
biht-340	91	6	for	for	ADP
biht-340	91	7	100	100	NUM
biht-340	91	8	patients	patient	NOUN
biht-340	91	9	,	,	PUNCT
biht-340	91	10	with	with	ADP
biht-340	91	11	several	several	ADJ
biht-340	91	12	iterations	iteration	NOUN
biht-340	91	13	of	of	ADP
biht-340	91	14	data	datum	NOUN
biht-340	91	15	and	and	CCONJ
biht-340	91	16	clinical	clinical	ADJ
biht-340	91	17	validations	validation	NOUN
biht-340	91	18	.	.	PUNCT
biht-340	92	1	exploratory	exploratory	ADJ
biht-340	92	2	data	datum	NOUN
biht-340	92	3	analysis	analysis	NOUN
biht-340	92	4	with	with	ADP
biht-340	92	5	univariate	univariate	ADJ
biht-340	92	6	and	and	CCONJ
biht-340	92	7	bivariate	bivariate	ADJ
biht-340	92	8	analysis	analysis	NOUN
biht-340	92	9	and	and	CCONJ
biht-340	92	10	correlations	correlation	NOUN
biht-340	92	11	was	be	AUX
biht-340	92	12	developed	develop	VERB
biht-340	92	13	and	and	CCONJ
biht-340	92	14	analyzed	analyze	VERB
biht-340	92	15	.	.	PUNCT
biht-340	93	1	the	the	DET
biht-340	93	2	model	model	NOUN
biht-340	93	3	was	be	AUX
biht-340	93	4	built	build	VERB
biht-340	93	5	using	use	VERB
biht-340	93	6	a	a	DET
biht-340	93	7	light	light	ADJ
biht-340	93	8	gradient	gradient	NOUN
biht-340	93	9	boosting	boost	VERB
biht-340	93	10	machine	machine	NOUN
biht-340	93	11	(	(	PUNCT
biht-340	93	12	lightgbm	lightgbm	ADJ
biht-340	93	13	)	)	PUNCT
biht-340	93	14	regressor	regressor	NOUN
biht-340	93	15	—	—	PUNCT
biht-340	93	16	an	an	DET
biht-340	93	17	open	open	ADJ
biht-340	93	18	-	-	PUNCT
biht-340	93	19	source	source	NOUN
biht-340	93	20	,	,	PUNCT
biht-340	93	21	high	high	ADJ
biht-340	93	22	-	-	PUNCT
biht-340	93	23	performance	performance	NOUN
biht-340	93	24	gradient	gradient	NOUN
biht-340	93	25	boosting	boost	VERB
biht-340	93	26	framework	framework	NOUN
biht-340	93	27	designed	design	VERB
biht-340	93	28	for	for	ADP
biht-340	93	29	efficient	efficient	ADJ
biht-340	93	30	and	and	CCONJ
biht-340	93	31	scalable	scalable	ADJ
biht-340	93	32	ml	ml	NOUN
biht-340	93	33	tasks	task	NOUN
biht-340	93	34	.	.	PUNCT
biht-340	94	1	it	it	PRON
biht-340	94	2	is	be	AUX
biht-340	94	3	specially	specially	ADV
biht-340	94	4	tailored	tailor	VERB
biht-340	94	5	for	for	ADP
biht-340	94	6	speed	speed	NOUN
biht-340	94	7	and	and	CCONJ
biht-340	94	8	accuracy	accuracy	NOUN
biht-340	94	9	,	,	PUNCT
biht-340	94	10	making	make	VERB
biht-340	94	11	it	it	PRON
biht-340	94	12	a	a	DET
biht-340	94	13	popular	popular	ADJ
biht-340	94	14	choice	choice	NOUN
biht-340	94	15	for	for	ADP
biht-340	94	16	both	both	CCONJ
biht-340	94	17	structured	structured	ADJ
biht-340	94	18	and	and	CCONJ
biht-340	94	19	unstructured	unstructured	ADJ
biht-340	94	20	data	datum	NOUN
biht-340	94	21	in	in	ADP
biht-340	94	22	diverse	diverse	ADJ
biht-340	94	23	domains	domain	NOUN
biht-340	94	24	.	.	PUNCT
biht-340	95	1	key	key	ADJ
biht-340	95	2	characteristics	characteristic	NOUN
biht-340	95	3	of	of	ADP
biht-340	95	4	lightgbm	lightgbm	NOUN
biht-340	95	5	include	include	VERB
biht-340	95	6	its	its	PRON
biht-340	95	7	ability	ability	NOUN
biht-340	95	8	to	to	PART
biht-340	95	9	handle	handle	VERB
biht-340	95	10	large	large	ADJ
biht-340	95	11	datasets	dataset	NOUN
biht-340	95	12	with	with	ADP
biht-340	95	13	millions	million	NOUN
biht-340	95	14	of	of	ADP
biht-340	95	15	rows	row	NOUN
biht-340	95	16	and	and	CCONJ
biht-340	95	17	columns	column	NOUN
biht-340	95	18	,	,	PUNCT
biht-340	95	19	support	support	NOUN
biht-340	95	20	for	for	ADP
biht-340	95	21	parallel	parallel	ADJ
biht-340	95	22	and	and	CCONJ
biht-340	95	23	distributed	distributed	ADJ
biht-340	95	24	computing	computing	NOUN
biht-340	95	25	,	,	PUNCT
biht-340	95	26	and	and	CCONJ
biht-340	95	27	optimized	optimize	VERB
biht-340	95	28	gradient	gradient	NOUN
biht-340	95	29	-	-	PUNCT
biht-340	95	30	boosting	boost	VERB
biht-340	95	31	algorithms	algorithm	NOUN
biht-340	95	32	using	use	VERB
biht-340	95	33	histogram	histogram	NOUN
biht-340	95	34	-	-	PUNCT
biht-340	95	35	based	base	VERB
biht-340	95	36	techniques	technique	NOUN
biht-340	95	37	and	and	CCONJ
biht-340	95	38	leaf	leaf	NOUN
biht-340	95	39	-	-	PUNCT
biht-340	95	40	wise	wise	ADJ
biht-340	95	41	tree	tree	NOUN
biht-340	95	42	growth	growth	NOUN
biht-340	95	43	.	.	PUNCT
biht-340	96	1	a	a	DET
biht-340	96	2	crucial	crucial	ADJ
biht-340	96	3	aspect	aspect	NOUN
biht-340	96	4	of	of	ADP
biht-340	96	5	zkml	zkml	NOUN
biht-340	96	6	is	be	AUX
biht-340	96	7	model	model	NOUN
biht-340	96	8	complexity	complexity	NOUN
biht-340	96	9	reduction	reduction	NOUN
biht-340	96	10	,	,	PUNCT
biht-340	96	11	which	which	PRON
biht-340	96	12	is	be	AUX
biht-340	96	13	critical	critical	ADJ
biht-340	96	14	with	with	ADP
biht-340	96	15	current	current	ADJ
biht-340	96	16	inference	inference	NOUN
biht-340	96	17	costs	cost	NOUN
biht-340	96	18	and	and	CCONJ
biht-340	96	19	distributed	distribute	VERB
biht-340	96	20	ledger	ledger	NOUN
biht-340	96	21	technology	technology	NOUN
biht-340	96	22	scalability	scalability	NOUN
biht-340	96	23	to	to	PART
biht-340	96	24	make	make	VERB
biht-340	96	25	these	these	DET
biht-340	96	26	models	model	NOUN
biht-340	96	27	more	more	ADV
biht-340	96	28	efficient	efficient	ADJ
biht-340	96	29	and	and	CCONJ
biht-340	96	30	practical	practical	ADJ
biht-340	96	31	for	for	ADP
biht-340	96	32	real	real	ADJ
biht-340	96	33	-	-	PUNCT
biht-340	96	34	world	world	NOUN
biht-340	96	35	applications	application	NOUN
biht-340	96	36	.	.	PUNCT
biht-340	97	1	this	this	DET
biht-340	97	2	article	article	NOUN
biht-340	97	3	explores	explore	VERB
biht-340	97	4	the	the	DET
biht-340	97	5	concept	concept	NOUN
biht-340	97	6	of	of	ADP
biht-340	97	7	model	model	NOUN
biht-340	97	8	complexity	complexity	NOUN
biht-340	97	9	reduction	reduction	NOUN
biht-340	97	10	in	in	ADP
biht-340	97	11	the	the	DET
biht-340	97	12	context	context	NOUN
biht-340	97	13	of	of	ADP
biht-340	97	14	zkml	zkml	NOUN
biht-340	97	15	,	,	PUNCT
biht-340	97	16	with	with	ADP
biht-340	97	17	specific	specific	ADJ
biht-340	97	18	examples	example	NOUN
biht-340	97	19	and	and	CCONJ
biht-340	97	20	a	a	DET
biht-340	97	21	focus	focus	NOUN
biht-340	97	22	on	on	ADP
biht-340	97	23	its	its	PRON
biht-340	97	24	critical	critical	ADJ
biht-340	97	25	role	role	NOUN
biht-340	97	26	in	in	ADP
biht-340	97	27	healthcare	healthcare	PROPN
biht-340	97	28	.	.	PUNCT
biht-340	98	1	model	model	NOUN
biht-340	98	2	complexity	complexity	NOUN
biht-340	98	3	reduction	reduction	NOUN
biht-340	98	4	uses	use	VERB
biht-340	98	5	concepts	concept	NOUN
biht-340	98	6	of	of	ADP
biht-340	98	7	pruning	prune	VERB
biht-340	98	8	—	—	PUNCT
biht-340	98	9	removing	remove	VERB
biht-340	98	10	unnecessary	unnecessary	ADJ
biht-340	98	11	parts	part	NOUN
biht-340	98	12	of	of	ADP
biht-340	98	13	the	the	DET
biht-340	98	14	model	model	NOUN
biht-340	98	15	that	that	PRON
biht-340	98	16	contribute	contribute	VERB
biht-340	98	17	minimally	minimally	ADV
biht-340	98	18	to	to	ADP
biht-340	98	19	the	the	DET
biht-340	98	20	final	final	ADJ
biht-340	98	21	decision	decision	NOUN
biht-340	98	22	,	,	PUNCT
biht-340	98	23	quantization	quantization	NOUN
biht-340	98	24	—	—	PUNCT
biht-340	98	25	reducing	reduce	VERB
biht-340	98	26	the	the	DET
biht-340	98	27	precision	precision	NOUN
biht-340	98	28	of	of	ADP
biht-340	98	29	weights	weight	NOUN
biht-340	98	30	and	and	CCONJ
biht-340	98	31	activations	activation	NOUN
biht-340	98	32	for	for	ADP
biht-340	98	33	efficient	efficient	ADJ
biht-340	98	34	computing	computing	NOUN
biht-340	98	35	,	,	PUNCT
biht-340	98	36	and	and	CCONJ
biht-340	98	37	knowledge	knowledge	NOUN
biht-340	98	38	distillation	distillation	NOUN
biht-340	98	39	—	—	PUNCT
biht-340	98	40	where	where	SCONJ
biht-340	98	41	the	the	DET
biht-340	98	42	knowledge	knowledge	NOUN
biht-340	98	43	is	be	AUX
biht-340	98	44	transferred	transfer	VERB
biht-340	98	45	to	to	ADP
biht-340	98	46	a	a	DET
biht-340	98	47	simpler	simple	ADJ
biht-340	98	48	model	model	NOUN
biht-340	98	49	that	that	PRON
biht-340	98	50	still	still	ADV
biht-340	98	51	retains	retain	VERB
biht-340	98	52	predictive	predictive	ADJ
biht-340	98	53	capabilities	capability	NOUN
biht-340	98	54	.	.	PUNCT
biht-340	99	1	this	this	DET
biht-340	99	2	reduced	reduce	VERB
biht-340	99	3	model	model	NOUN
biht-340	99	4	can	can	AUX
biht-340	99	5	then	then	ADV
biht-340	99	6	be	be	AUX
biht-340	99	7	used	use	VERB
biht-340	99	8	within	within	ADP
biht-340	99	9	a	a	DET
biht-340	99	10	zkml	zkml	NOUN
biht-340	99	11	framework	framework	NOUN
biht-340	99	12	to	to	PART
biht-340	99	13	perform	perform	VERB
biht-340	99	14	computations	computation	NOUN
biht-340	99	15	efficiently	efficiently	ADV
biht-340	99	16	while	while	SCONJ
biht-340	99	17	providing	provide	VERB
biht-340	99	18	privacy	privacy	NOUN
biht-340	99	19	guarantees	guarantee	NOUN
biht-340	99	20	through	through	ADP
biht-340	99	21	zkps	zkps	PROPN
biht-340	99	22	.	.	PUNCT
biht-340	100	1	furthermore	furthermore	ADV
biht-340	100	2	,	,	PUNCT
biht-340	100	3	a	a	DET
biht-340	100	4	stretch	stretch	ADJ
biht-340	100	5	goal	goal	NOUN
biht-340	100	6	was	be	AUX
biht-340	100	7	to	to	PART
biht-340	100	8	determine	determine	VERB
biht-340	100	9	the	the	DET
biht-340	100	10	technical	technical	ADJ
biht-340	100	11	feasibility	feasibility	NOUN
biht-340	100	12	of	of	ADP
biht-340	100	13	using	use	VERB
biht-340	100	14	the	the	DET
biht-340	100	15	synthetic	synthetic	ADJ
biht-340	100	16	data	datum	NOUN
biht-340	100	17	generated	generate	VERB
biht-340	100	18	for	for	ADP
biht-340	100	19	zkml	zkml	NOUN
biht-340	100	20	applications	application	NOUN
biht-340	100	21	effectively	effectively	ADV
biht-340	100	22	in	in	ADP
biht-340	100	23	proof	proof	NOUN
biht-340	100	24	and	and	CCONJ
biht-340	100	25	verification	verification	NOUN
biht-340	100	26	systems	system	NOUN
biht-340	100	27	,	,	PUNCT
biht-340	100	28	given	give	VERB
biht-340	100	29	the	the	DET
biht-340	100	30	potential	potential	NOUN
biht-340	100	31	for	for	ADP
biht-340	100	32	cross	cross	ADJ
biht-340	100	33	-	-	ADJ
biht-340	100	34	learning	learning	ADJ
biht-340	100	35	insights	insight	NOUN
biht-340	100	36	without	without	ADP
biht-340	100	37	losing	lose	VERB
biht-340	100	38	privacy	privacy	NOUN
biht-340	100	39	.	.	PUNCT
biht-340	101	1	model	model	NOUN
biht-340	101	2	complexity	complexity	NOUN
biht-340	101	3	reduction	reduction	NOUN
biht-340	101	4	for	for	ADP
biht-340	101	5	the	the	DET
biht-340	101	6	ichom	ichom	PROPN
biht-340	101	7	diabetes	diabetes	NOUN
biht-340	101	8	synthetic	synthetic	ADJ
biht-340	101	9	dataset	dataset	NOUN
biht-340	101	10	model	model	NOUN
biht-340	101	11	complexity	complexity	NOUN
biht-340	101	12	reduction	reduction	NOUN
biht-340	101	13	in	in	ADP
biht-340	101	14	zkml	zkml	NOUN
biht-340	101	15	is	be	AUX
biht-340	101	16	essential	essential	ADJ
biht-340	101	17	to	to	PART
biht-340	101	18	mitigate	mitigate	VERB
biht-340	101	19	overfitting	overfitting	NOUN
biht-340	101	20	,	,	PUNCT
biht-340	101	21	improve	improve	VERB
biht-340	101	22	interpretability	interpretability	NOUN
biht-340	101	23	,	,	PUNCT
biht-340	101	24	and	and	CCONJ
biht-340	101	25	increase	increase	VERB
biht-340	101	26	computational	computational	ADJ
biht-340	101	27	efficiencies	efficiency	NOUN
biht-340	101	28	,	,	PUNCT
biht-340	101	29	reducing	reduce	VERB
biht-340	101	30	the	the	DET
biht-340	101	31	computational	computational	ADJ
biht-340	101	32	resources	resource	NOUN
biht-340	101	33	for	for	ADP
biht-340	101	34	training	training	NOUN
biht-340	101	35	and	and	CCONJ
biht-340	101	36	inference	inference	NOUN
biht-340	101	37	.	.	PUNCT
biht-340	102	1	the	the	DET
biht-340	102	2	zkml	zkml	NOUN
biht-340	102	3	software	software	NOUN
biht-340	102	4	and	and	CCONJ
biht-340	102	5	its	its	PRON
biht-340	102	6	model	model	NOUN
biht-340	102	7	reduction	reduction	NOUN
biht-340	102	8	library	library	NOUN
biht-340	102	9	used	use	VERB
biht-340	102	10	for	for	ADP
biht-340	102	11	this	this	DET
biht-340	102	12	research	research	NOUN
biht-340	102	13	was	be	AUX
biht-340	102	14	giza	giza	PROPN
biht-340	102	15	zk	zk	PROPN
biht-340	102	16	cook	cook	PROPN
biht-340	102	17	.	.	PUNCT
biht-340	103	1	the	the	DET
biht-340	103	2	complexity	complexity	NOUN
biht-340	103	3	reduction	reduction	NOUN
biht-340	103	4	algorithm	algorithm	NOUN
biht-340	103	5	executes	execute	VERB
biht-340	103	6	the	the	DET
biht-340	103	7	following	follow	VERB
biht-340	103	8	steps	step	NOUN
biht-340	103	9	.	.	PUNCT
biht-340	104	1	1	1	X
biht-340	104	2	.	.	X
biht-340	104	3	correlation	correlation	NOUN
biht-340	104	4	analysis	analysis	NOUN
biht-340	104	5	and	and	CCONJ
biht-340	104	6	feature	feature	NOUN
biht-340	104	7	importance	importance	NOUN
biht-340	104	8	for	for	ADP
biht-340	104	9	feature	feature	NOUN
biht-340	104	10	selection	selection	NOUN
biht-340	104	11	and	and	CCONJ
biht-340	104	12	reduction	reduction	NOUN
biht-340	104	13	:	:	PUNCT
biht-340	104	14	features	feature	NOUN
biht-340	104	15	with	with	ADP
biht-340	104	16	high	high	ADJ
biht-340	104	17	correlation	correlation	NOUN
biht-340	104	18	are	be	AUX
biht-340	104	19	candidates	candidate	NOUN
biht-340	104	20	that	that	PRON
biht-340	104	21	may	may	AUX
biht-340	104	22	contribute	contribute	VERB
biht-340	104	23	to	to	ADP
biht-340	104	24	redundancy	redundancy	NOUN
biht-340	104	25	and	and	CCONJ
biht-340	104	26	reduction	reduction	NOUN
biht-340	104	27	.	.	PUNCT
biht-340	105	1	using	use	VERB
biht-340	105	2	techniques	technique	NOUN
biht-340	105	3	like	like	ADP
biht-340	105	4	recursive	recursive	ADJ
biht-340	105	5	feature	feature	NOUN
biht-340	105	6	elimination	elimination	NOUN
biht-340	105	7	,	,	PUNCT
biht-340	105	8	features	feature	NOUN
biht-340	105	9	of	of	ADP
biht-340	105	10	low	low	ADJ
biht-340	105	11	importance	importance	NOUN
biht-340	105	12	are	be	AUX
biht-340	105	13	eliminated	eliminate	VERB
biht-340	105	14	.	.	PUNCT
biht-340	106	1	2	2	X
biht-340	106	2	.	.	X
biht-340	106	3	l1	l1	PROPN
biht-340	106	4	(	(	PUNCT
biht-340	106	5	lasso	lasso	PROPN
biht-340	106	6	)	)	PUNCT
biht-340	106	7	regularization	regularization	NOUN
biht-340	106	8	drives	drive	VERB
biht-340	106	9	less	less	ADV
biht-340	106	10	important	important	ADJ
biht-340	106	11	feature	feature	NOUN
biht-340	106	12	coefficients	coefficient	NOUN
biht-340	106	13	to	to	ADP
biht-340	106	14	zero	zero	NUM
biht-340	106	15	,	,	PUNCT
biht-340	106	16	and	and	CCONJ
biht-340	106	17	l2	l2	NOUN
biht-340	106	18	(	(	PUNCT
biht-340	106	19	ridge	ridge	NOUN
biht-340	106	20	)	)	PUNCT
biht-340	106	21	regularization	regularization	NOUN
biht-340	106	22	penalizes	penalize	VERB
biht-340	106	23	large	large	ADJ
biht-340	106	24	coefficients	coefficient	NOUN
biht-340	106	25	to	to	PART
biht-340	106	26	reduce	reduce	VERB
biht-340	106	27	complexity	complexity	NOUN
biht-340	106	28	without	without	ADP
biht-340	106	29	eliminating	eliminate	VERB
biht-340	106	30	features	feature	NOUN
biht-340	106	31	.	.	PUNCT
biht-340	107	1	l1	l1	PROPN
biht-340	107	2	and	and	CCONJ
biht-340	107	3	l2	l2	PROPN
biht-340	107	4	regularization	regularization	NOUN
biht-340	107	5	are	be	AUX
biht-340	107	6	combined	combine	VERB
biht-340	107	7	to	to	PART
biht-340	107	8	balance	balance	VERB
biht-340	107	9	the	the	DET
biht-340	107	10	benefits	benefit	NOUN
biht-340	107	11	of	of	ADP
biht-340	107	12	both	both	PRON
biht-340	107	13	.	.	PUNCT
biht-340	108	1	for	for	ADP
biht-340	108	2	tree	tree	NOUN
biht-340	108	3	-	-	PUNCT
biht-340	108	4	based	base	VERB
biht-340	108	5	models	model	NOUN
biht-340	108	6	,	,	PUNCT
biht-340	108	7	pruning	prune	VERB
biht-340	108	8	removes	remove	VERB
biht-340	108	9	branches	branch	NOUN
biht-340	108	10	that	that	PRON
biht-340	108	11	contribute	contribute	VERB
biht-340	108	12	minimally	minimally	ADV
biht-340	108	13	to	to	ADP
biht-340	108	14	the	the	DET
biht-340	108	15	predictions	prediction	NOUN
biht-340	108	16	and	and	CCONJ
biht-340	108	17	consolidates	consolidate	VERB
biht-340	108	18	and	and	CCONJ
biht-340	108	19	splits	split	VERB
biht-340	108	20	nodes	node	NOUN
biht-340	108	21	.	.	PUNCT
biht-340	109	1	3	3	X
biht-340	109	2	.	.	X
biht-340	109	3	principal	principal	ADJ
biht-340	109	4	component	component	NOUN
biht-340	109	5	analysis	analysis	NOUN
biht-340	109	6	(	(	PUNCT
biht-340	109	7	pca	pca	NOUN
biht-340	109	8	)	)	PUNCT
biht-340	109	9	and	and	CCONJ
biht-340	109	10	t	t	NOUN
biht-340	109	11	-	-	PUNCT
biht-340	109	12	distributed	distribute	VERB
biht-340	109	13	stochastic	stochastic	ADJ
biht-340	109	14	neighbor	neighbor	NOUN
biht-340	109	15	embedding	embed	VERB
biht-340	109	16	(	(	PUNCT
biht-340	109	17	t	t	PROPN
biht-340	109	18	-	-	PUNCT
biht-340	109	19	sne	sne	NOUN
biht-340	109	20	)	)	PUNCT
biht-340	109	21	are	be	AUX
biht-340	109	22	applied	apply	VERB
biht-340	109	23	for	for	ADP
biht-340	109	24	dimensionality	dimensionality	NOUN
biht-340	109	25	reduction	reduction	NOUN
biht-340	109	26	.	.	PUNCT
biht-340	110	1	4	4	X
biht-340	110	2	.	.	X
biht-340	110	3	multi	multi	ADJ
biht-340	110	4	-	-	ADJ
biht-340	110	5	pass	pass	ADJ
biht-340	110	6	cross	cross	ADJ
biht-340	110	7	-	-	ADJ
biht-340	110	8	validation	validation	ADJ
biht-340	110	9	and	and	CCONJ
biht-340	110	10	hyperparameter	hyperparameter	NOUN
biht-340	110	11	tuning	tune	VERB
biht-340	110	12	for	for	ADP
biht-340	110	13	balancing	balance	VERB
biht-340	110	14	model	model	NOUN
biht-340	110	15	complexity	complexity	NOUN
biht-340	110	16	and	and	CCONJ
biht-340	110	17	accuracy	accuracy	NOUN
biht-340	110	18	.	.	PUNCT
biht-340	111	1	the	the	DET
biht-340	111	2	mcr	mcr	PROPN
biht-340	111	3	was	be	AUX
biht-340	111	4	used	use	VERB
biht-340	111	5	from	from	ADP
biht-340	111	6	the	the	DET
biht-340	111	7	giza	giza	PROPN
biht-340	111	8	library	library	NOUN
biht-340	111	9	.	.	PUNCT
biht-340	112	1	the	the	DET
biht-340	112	2	analysis	analysis	NOUN
biht-340	112	3	model	model	NOUN
biht-340	112	4	runs	run	VERB
biht-340	112	5	in	in	ADP
biht-340	112	6	a	a	DET
biht-340	112	7	python	python	NOUN
biht-340	112	8	environment	environment	NOUN
biht-340	112	9	.	.	PUNCT
biht-340	113	1	results	result	NOUN
biht-340	113	2	and	and	CCONJ
biht-340	113	3	discussion	discussion	VERB
biht-340	113	4	the	the	DET
biht-340	113	5	data	data	NOUN
biht-340	113	6	calibration	calibration	NOUN
biht-340	113	7	from	from	ADP
biht-340	113	8	the	the	DET
biht-340	113	9	evaluation	evaluation	NOUN
biht-340	113	10	phase	phase	NOUN
biht-340	113	11	shows	show	VERB
biht-340	113	12	the	the	DET
biht-340	113	13	feasibility	feasibility	NOUN
biht-340	113	14	of	of	ADP
biht-340	113	15	practical	practical	ADJ
biht-340	113	16	and	and	CCONJ
biht-340	113	17	substantial	substantial	ADJ
biht-340	113	18	use	use	NOUN
biht-340	113	19	of	of	ADP
biht-340	113	20	ichom	ichom	NOUN
biht-340	113	21	v5	v5	PROPN
biht-340	113	22	datasets	dataset	NOUN
biht-340	113	23	in	in	ADP
biht-340	113	24	periodic	periodic	ADJ
biht-340	113	25	and	and	CCONJ
biht-340	113	26	continuous	continuous	ADJ
biht-340	113	27	monitoring	monitoring	NOUN
biht-340	113	28	to	to	PART
biht-340	113	29	prevent	prevent	VERB
biht-340	113	30	the	the	DET
biht-340	113	31	progression	progression	NOUN
biht-340	113	32	of	of	ADP
biht-340	113	33	conditions	condition	NOUN
biht-340	113	34	,	,	PUNCT
biht-340	113	35	reducing	reduce	VERB
biht-340	113	36	the	the	DET
biht-340	113	37	quality	quality	NOUN
biht-340	113	38	of	of	ADP
biht-340	113	39	life	life	NOUN
biht-340	113	40	(	(	PUNCT
biht-340	113	41	figure	figure	NOUN
biht-340	113	42	1	1	NUM
biht-340	113	43	)	)	PUNCT
biht-340	113	44	,	,	PUNCT
biht-340	113	45	how	how	SCONJ
biht-340	113	46	it	it	PRON
biht-340	113	47	relates	relate	VERB
biht-340	113	48	to	to	ADP
biht-340	113	49	the	the	DET
biht-340	113	50	quality	quality	NOUN
biht-340	113	51	-	-	PUNCT
biht-340	113	52	of	of	ADP
biht-340	113	53	-	-	PUNCT
biht-340	113	54	life	life	NOUN
biht-340	113	55	scores	score	NOUN
biht-340	113	56	(	(	PUNCT
biht-340	113	57	figure	figure	NOUN
biht-340	113	58	 	 	SPACE
biht-340	113	59	2	2	NUM
biht-340	113	60	)	)	PUNCT
biht-340	113	61	,	,	PUNCT
biht-340	113	62	and	and	CCONJ
biht-340	113	63	how	how	SCONJ
biht-340	113	64	adherence	adherence	NOUN
biht-340	113	65	can	can	AUX
biht-340	113	66	be	be	AUX
biht-340	113	67	mapped	map	VERB
biht-340	113	68	granularly	granularly	ADV
biht-340	113	69	(	(	PUNCT
biht-340	113	70	figure	figure	NOUN
biht-340	113	71	3	3	NUM
biht-340	113	72	)	)	PUNCT
biht-340	113	73	.	.	PUNCT
biht-340	114	1	from	from	ADP
biht-340	114	2	the	the	DET
biht-340	114	3	guardian	guardian	NOUN
biht-340	114	4	medx	medx	VERB
biht-340	114	5	clinical	clinical	ADJ
biht-340	114	6	evaluation	evaluation	NOUN
biht-340	114	7	of	of	ADP
biht-340	114	8	synthetic	synthetic	ADJ
biht-340	114	9	data	datum	NOUN
biht-340	114	10	produced	produce	VERB
biht-340	114	11	based	base	VERB
biht-340	114	12	on	on	ADP
biht-340	114	13	anonymized	anonymize	VERB
biht-340	114	14	extraction	extraction	NOUN
biht-340	114	15	from	from	ADP
biht-340	114	16	earlier	early	ADV
biht-340	114	17	aggregated	aggregate	VERB
biht-340	114	18	results	result	NOUN
biht-340	114	19	for	for	ADP
biht-340	114	20	the	the	DET
biht-340	114	21	south	south	PROPN
biht-340	114	22	indian	indian	PROPN
biht-340	114	23	population	population	NOUN
biht-340	114	24	,	,	PUNCT
biht-340	114	25	the	the	DET
biht-340	114	26	model	model	NOUN
biht-340	114	27	is	be	AUX
biht-340	114	28	deemed	deem	VERB
biht-340	114	29	to	to	PART
biht-340	114	30	help	help	VERB
biht-340	114	31	significantly	significantly	ADV
biht-340	114	32	in	in	ADP
biht-340	114	33	advancing	advance	VERB
biht-340	114	34	outcome	outcome	NOUN
biht-340	114	35	-	-	PUNCT
biht-340	114	36	based	base	VERB
biht-340	114	37	and	and	CCONJ
biht-340	114	38	cost	cost	NOUN
biht-340	114	39	-	-	PUNCT
biht-340	114	40	effective	effective	ADJ
biht-340	114	41	remote	remote	ADJ
biht-340	114	42	figure	figure	NOUN
biht-340	114	43	1	1	NUM
biht-340	114	44	.	.	PUNCT
biht-340	115	1	diabetes	diabete	VERB
biht-340	115	2	quality	quality	NOUN
biht-340	115	3	-	-	PUNCT
biht-340	115	4	of	of	ADP
biht-340	115	5	-	-	PUNCT
biht-340	115	6	life	life	NOUN
biht-340	115	7	complications	complication	NOUN
biht-340	115	8	.	.	PUNCT
biht-340	116	1	hba1c	hba1c	PROPN
biht-340	116	2	:	:	PUNCT
biht-340	116	3	glycated	glycate	VERB
biht-340	116	4	hemoglobin	hemoglobin	NOUN
biht-340	116	5	.	.	PUNCT
biht-340	117	1	source	source	NOUN
biht-340	117	2	:	:	PUNCT
biht-340	117	3	copyright	copyright	NOUN
biht-340	117	4	by	by	ADP
biht-340	117	5	the	the	DET
biht-340	117	6	authors	author	NOUN
biht-340	117	7	https://doi.org/10.30953/bhty.v7.340	https://doi.org/10.30953/bhty.v7.340	NOUN
biht-340	117	8	citation	citation	NOUN
biht-340	117	9	:	:	PUNCT
biht-340	117	10	blockchain	blockchain	NOUN
biht-340	117	11	in	in	ADP
biht-340	117	12	healthcare	healthcare	NOUN
biht-340	117	13	today	today	NOUN
biht-340	117	14	2024	2024	NUM
biht-340	117	15	,	,	PUNCT
biht-340	117	16	7	7	NUM
biht-340	117	17	:	:	SYM
biht-340	117	18	340	340	NUM
biht-340	117	19	https://doi.org/10.30953/bhty.v7.340	https://doi.org/10.30953/bhty.v7.340	NUM
biht-340	117	20	5	5	NUM
biht-340	117	21	(	(	PUNCT
biht-340	117	22	page	page	NOUN
biht-340	117	23	number	number	NOUN
biht-340	117	24	not	not	PART
biht-340	117	25	for	for	ADP
biht-340	117	26	citation	citation	NOUN
biht-340	117	27	purpose	purpose	NOUN
biht-340	117	28	)	)	PUNCT
biht-340	117	29	complexity	complexity	NOUN
biht-340	117	30	reduction	reduction	NOUN
biht-340	117	31	for	for	ADP
biht-340	117	32	zkml	zkml	NOUN
biht-340	117	33	monitoring	monitoring	NOUN
biht-340	117	34	care	care	NOUN
biht-340	117	35	,	,	PUNCT
biht-340	117	36	based	base	VERB
biht-340	117	37	on	on	ADP
biht-340	117	38	data	datum	NOUN
biht-340	117	39	analysis	analysis	NOUN
biht-340	117	40	and	and	CCONJ
biht-340	117	41	regressor	regressor	NOUN
biht-340	117	42	models	model	NOUN
biht-340	117	43	for	for	ADP
biht-340	117	44	the	the	DET
biht-340	117	45	data	datum	NOUN
biht-340	117	46	analyzed	analyze	VERB
biht-340	117	47	in	in	ADP
biht-340	117	48	phase	phase	NOUN
biht-340	117	49	1	1	NUM
biht-340	117	50	.	.	PUNCT
biht-340	118	1	this	this	PRON
biht-340	118	2	is	be	AUX
biht-340	118	3	particularly	particularly	ADV
biht-340	118	4	the	the	DET
biht-340	118	5	case	case	NOUN
biht-340	118	6	in	in	ADP
biht-340	118	7	hba1c	hba1c	PROPN
biht-340	118	8	(	(	PUNCT
biht-340	118	9	glycated	glycate	VERB
biht-340	118	10	hemoglobin	hemoglobin	NOUN
biht-340	118	11	)	)	PUNCT
biht-340	118	12	control	control	NOUN
biht-340	118	13	,	,	PUNCT
biht-340	118	14	frequency	frequency	NOUN
biht-340	118	15	of	of	ADP
biht-340	118	16	tracking	tracking	NOUN
biht-340	118	17	,	,	PUNCT
biht-340	118	18	and	and	CCONJ
biht-340	118	19	relationship	relationship	NOUN
biht-340	118	20	to	to	ADP
biht-340	118	21	complications	complication	NOUN
biht-340	118	22	and	and	CCONJ
biht-340	118	23	quality	quality	NOUN
biht-340	118	24	of	of	ADP
biht-340	118	25	life	life	NOUN
biht-340	118	26	scores	score	NOUN
biht-340	118	27	.	.	PUNCT
biht-340	119	1	the	the	DET
biht-340	119	2	co	co	NOUN
biht-340	119	3	-	-	NOUN
biht-340	119	4	existence	existence	NOUN
biht-340	119	5	of	of	ADP
biht-340	119	6	other	other	ADJ
biht-340	119	7	chronic	chronic	ADJ
biht-340	119	8	diseases	disease	NOUN
biht-340	119	9	was	be	AUX
biht-340	119	10	evident	evident	ADJ
biht-340	119	11	from	from	ADP
biht-340	119	12	the	the	DET
biht-340	119	13	data	datum	NOUN
biht-340	119	14	.	.	PUNCT
biht-340	120	1	the	the	DET
biht-340	120	2	ichom	ichom	PROPN
biht-340	120	3	data	data	PROPN
biht-340	120	4	captures	capture	VERB
biht-340	120	5	patient	patient	NOUN
biht-340	120	6	-	-	PUNCT
biht-340	120	7	reported	report	VERB
biht-340	120	8	outcomes	outcome	NOUN
biht-340	120	9	with	with	ADP
biht-340	120	10	who	who	PRON
biht-340	120	11	scores	score	NOUN
biht-340	120	12	,	,	PUNCT
biht-340	120	13	which	which	PRON
biht-340	120	14	showed	show	VERB
biht-340	120	15	a	a	DET
biht-340	120	16	negative	negative	ADJ
biht-340	120	17	trend	trend	NOUN
biht-340	120	18	in	in	ADP
biht-340	120	19	quality	quality	NOUN
biht-340	120	20	-	-	PUNCT
biht-340	120	21	of	of	ADP
biht-340	120	22	-	-	PUNCT
biht-340	120	23	life	life	NOUN
biht-340	120	24	scores	score	NOUN
biht-340	120	25	with	with	ADP
biht-340	120	26	increasing	increase	VERB
biht-340	120	27	hba1c	hba1c	PROPN
biht-340	120	28	values	value	NOUN
biht-340	120	29	reported	report	VERB
biht-340	120	30	.	.	PUNCT
biht-340	121	1	all	all	DET
biht-340	121	2	adherence	adherence	NOUN
biht-340	121	3	metrics	metric	NOUN
biht-340	121	4	also	also	ADV
biht-340	121	5	showed	show	VERB
biht-340	121	6	the	the	DET
biht-340	121	7	expected	expect	VERB
biht-340	121	8	relationship	relationship	NOUN
biht-340	121	9	with	with	ADP
biht-340	121	10	the	the	DET
biht-340	121	11	hba1c	hba1c	PROPN
biht-340	121	12	results	result	NOUN
biht-340	121	13	.	.	PUNCT
biht-340	122	1	the	the	DET
biht-340	122	2	study	study	NOUN
biht-340	122	3	opens	open	VERB
biht-340	122	4	the	the	DET
biht-340	122	5	possibility	possibility	NOUN
biht-340	122	6	of	of	ADP
biht-340	122	7	alerts	alert	NOUN
biht-340	122	8	for	for	ADP
biht-340	122	9	action	action	NOUN
biht-340	122	10	based	base	VERB
biht-340	122	11	on	on	ADP
biht-340	122	12	escalation	escalation	NOUN
biht-340	122	13	predictions	prediction	NOUN
biht-340	122	14	as	as	SCONJ
biht-340	122	15	the	the	DET
biht-340	122	16	remote	remote	ADJ
biht-340	122	17	monitoring	monitoring	NOUN
biht-340	122	18	feeds	feed	VERB
biht-340	122	19	come	come	VERB
biht-340	122	20	in	in	ADP
biht-340	122	21	for	for	ADP
biht-340	122	22	at	at	ADP
biht-340	122	23	-	-	PUNCT
biht-340	122	24	scale	scale	NOUN
biht-340	122	25	patient	patient	NOUN
biht-340	122	26	management	management	NOUN
biht-340	122	27	for	for	ADP
biht-340	122	28	early	early	ADJ
biht-340	122	29	interventions	intervention	NOUN
biht-340	122	30	.	.	PUNCT
biht-340	123	1	model	model	NOUN
biht-340	123	2	complexity	complexity	PROPN
biht-340	123	3	before	before	ADP
biht-340	123	4	model	model	NOUN
biht-340	123	5	reduction	reduction	NOUN
biht-340	123	6	the	the	DET
biht-340	123	7	key	key	ADJ
biht-340	123	8	aspect	aspect	NOUN
biht-340	123	9	is	be	AUX
biht-340	123	10	to	to	PART
biht-340	123	11	evaluate	evaluate	VERB
biht-340	123	12	the	the	DET
biht-340	123	13	model	model	NOUN
biht-340	123	14	complexity	complexity	NOUN
biht-340	123	15	reduction	reduction	NOUN
biht-340	123	16	baselines	baseline	NOUN
biht-340	123	17	for	for	ADP
biht-340	123	18	this	this	DET
biht-340	123	19	synthetic	synthetic	ADJ
biht-340	123	20	dataset	dataset	NOUN
biht-340	123	21	and	and	CCONJ
biht-340	123	22	compare	compare	VERB
biht-340	123	23	the	the	DET
biht-340	123	24	figure	figure	NOUN
biht-340	123	25	3	3	NUM
biht-340	123	26	.	.	NOUN
biht-340	123	27	effect	effect	NOUN
biht-340	123	28	of	of	ADP
biht-340	123	29	adherence	adherence	NOUN
biht-340	123	30	(	(	PUNCT
biht-340	123	31	adhe	adhe	INTJ
biht-340	123	32	)	)	PUNCT
biht-340	123	33	on	on	ADP
biht-340	123	34	hba1c	hba1c	PROPN
biht-340	123	35	(	(	PUNCT
biht-340	123	36	glycated	glycate	VERB
biht-340	123	37	hemoglobin	hemoglobin	NOUN
biht-340	123	38	)	)	PUNCT
biht-340	123	39	control	control	NOUN
biht-340	123	40	.	.	PUNCT
biht-340	124	1	source	source	NOUN
biht-340	124	2	:	:	PUNCT
biht-340	124	3	copyright	copyright	NOUN
biht-340	124	4	by	by	ADP
biht-340	124	5	the	the	DET
biht-340	124	6	authors	author	NOUN
biht-340	124	7	figure	figure	VERB
biht-340	124	8	2	2	NUM
biht-340	124	9	.	.	PUNCT
biht-340	124	10	international	international	ADJ
biht-340	124	11	consortium	consortium	NOUN
biht-340	124	12	for	for	ADP
biht-340	124	13	health	health	NOUN
biht-340	124	14	outcomes	outcome	NOUN
biht-340	124	15	measurement	measurement	NOUN
biht-340	124	16	:	:	PUNCT
biht-340	124	17	who	who	PRON
biht-340	124	18	(	(	PUNCT
biht-340	124	19	world	world	NOUN
biht-340	124	20	health	health	NOUN
biht-340	124	21	organization	organization	PROPN
biht-340	124	22	)	)	PUNCT
biht-340	124	23	scores	score	NOUN
biht-340	124	24	versus	versus	ADP
biht-340	124	25	hba1c	hba1c	PROPN
biht-340	124	26	(	(	PUNCT
biht-340	124	27	glycated	glycate	VERB
biht-340	124	28	hemoglobin	hemoglobin	NOUN
biht-340	124	29	)	)	PUNCT
biht-340	124	30	.	.	PUNCT
biht-340	125	1	source	source	NOUN
biht-340	125	2	:	:	PUNCT
biht-340	125	3	copyright	copyright	NOUN
biht-340	125	4	by	by	ADP
biht-340	125	5	the	the	DET
biht-340	125	6	authors	author	NOUN
biht-340	125	7	https://doi.org/10.30953/bhty.v7.340	https://doi.org/10.30953/bhty.v7.340	NOUN
biht-340	125	8	citation	citation	NOUN
biht-340	125	9	:	:	PUNCT
biht-340	126	1	blockchain	blockchain	NOUN
biht-340	126	2	in	in	ADP
biht-340	126	3	healthcare	healthcare	NOUN
biht-340	126	4	today	today	NOUN
biht-340	126	5	2024	2024	NUM
biht-340	126	6	,	,	PUNCT
biht-340	126	7	7	7	NUM
biht-340	126	8	:	:	SYM
biht-340	126	9	340	340	NUM
biht-340	126	10	https://doi.org/10.30953/bhty.v7.3406	https://doi.org/10.30953/bhty.v7.3406	NOUN
biht-340	126	11	(	(	PUNCT
biht-340	126	12	page	page	NOUN
biht-340	126	13	number	number	NOUN
biht-340	126	14	not	not	PART
biht-340	126	15	for	for	ADP
biht-340	126	16	citation	citation	NOUN
biht-340	126	17	purpose	purpose	NOUN
biht-340	126	18	)	)	PUNCT
biht-340	126	19	s.	s.	PROPN
biht-340	126	20	krishnasamy	krishnasamy	PROPN
biht-340	126	21	and	and	CCONJ
biht-340	126	22	i.	i.	PROPN
biht-340	126	23	govindarajan	govindarajan	PROPN
biht-340	126	24	before	before	ADP
biht-340	126	25	-	-	PUNCT
biht-340	126	26	and	and	CCONJ
biht-340	126	27	-	-	PUNCT
biht-340	126	28	after	after	NOUN
biht-340	126	29	model	model	NOUN
biht-340	126	30	parameter	parameter	PROPN
biht-340	126	31	complexity	complexity	PROPN
biht-340	126	32	.	.	PUNCT
biht-340	127	1	this	this	PRON
biht-340	127	2	is	be	AUX
biht-340	127	3	crucial	crucial	ADJ
biht-340	127	4	to	to	ADP
biht-340	127	5	optimizing	optimize	VERB
biht-340	127	6	the	the	DET
biht-340	127	7	run	run	NOUN
biht-340	127	8	-	-	PUNCT
biht-340	127	9	time	time	NOUN
biht-340	127	10	cost	cost	NOUN
biht-340	127	11	and	and	CCONJ
biht-340	127	12	seeing	see	VERB
biht-340	127	13	how	how	SCONJ
biht-340	127	14	this	this	DET
biht-340	127	15	model	model	NOUN
biht-340	127	16	fares	fare	NOUN
biht-340	127	17	for	for	ADP
biht-340	127	18	use	use	NOUN
biht-340	127	19	in	in	ADP
biht-340	127	20	distributed	distribute	VERB
biht-340	127	21	ml	ml	NOUN
biht-340	127	22	and	and	CCONJ
biht-340	127	23	collaborative	collaborative	ADJ
biht-340	127	24	systems	system	NOUN
biht-340	127	25	over	over	ADP
biht-340	127	26	distributed	distribute	VERB
biht-340	127	27	ledgers	ledger	NOUN
biht-340	127	28	.	.	PUNCT
biht-340	128	1	the	the	DET
biht-340	128	2	lgbm	lgbm	ADJ
biht-340	128	3	regressor	regressor	NOUN
biht-340	128	4	was	be	AUX
biht-340	128	5	configured	configure	VERB
biht-340	128	6	with	with	ADP
biht-340	128	7	the	the	DET
biht-340	128	8	parameters	parameter	NOUN
biht-340	128	9	n	n	CCONJ
biht-340	128	10	-	-	PUNCT
biht-340	128	11	estimators	estimator	NOUN
biht-340	128	12	:	:	PUNCT
biht-340	128	13	1,200	1,200	NUM
biht-340	128	14	and	and	CCONJ
biht-340	128	15	max	max	NOUN
biht-340	128	16	-	-	PUNCT
biht-340	128	17	depth	depth	NOUN
biht-340	128	18	:	:	PUNCT
biht-340	128	19	8	8	NUM
biht-340	128	20	(	(	PUNCT
biht-340	128	21	figure	figure	NOUN
biht-340	128	22	4	4	NUM
biht-340	128	23	)	)	PUNCT
biht-340	128	24	.	.	PUNCT
biht-340	129	1	in	in	ADP
biht-340	129	2	contrast	contrast	NOUN
biht-340	129	3	,	,	PUNCT
biht-340	129	4	the	the	DET
biht-340	129	5	model	model	NOUN
biht-340	129	6	complexity	complexity	NOUN
biht-340	129	7	is	be	AUX
biht-340	129	8	reduced	reduce	VERB
biht-340	129	9	to	to	ADP
biht-340	129	10	n	n	NOUN
biht-340	129	11	-	-	PUNCT
biht-340	129	12	estimators	estimator	NOUN
biht-340	129	13	:	:	PUNCT
biht-340	129	14	150	150	NUM
biht-340	129	15	and	and	CCONJ
biht-340	129	16	max	max	NOUN
biht-340	129	17	-	-	PUNCT
biht-340	129	18	depth	depth	NOUN
biht-340	129	19	:	:	PUNCT
biht-340	129	20	4	4	NUM
biht-340	129	21	,	,	PUNCT
biht-340	129	22	after	after	ADP
biht-340	129	23	the	the	DET
biht-340	129	24	model	model	NOUN
biht-340	129	25	complexity	complexity	NOUN
biht-340	129	26	reduction	reduction	NOUN
biht-340	129	27	after	after	ADP
biht-340	129	28	running	run	VERB
biht-340	129	29	through	through	ADP
biht-340	129	30	the	the	DET
biht-340	129	31	zkcook	zkcook	PROPN
biht-340	129	32	library	library	NOUN
biht-340	129	33	(	(	PUNCT
biht-340	129	34	figure	figure	NOUN
biht-340	129	35	 	 	SPACE
biht-340	129	36	5	5	NUM
biht-340	129	37	)	)	PUNCT
biht-340	129	38	.	.	PUNCT
biht-340	130	1	representing	represent	VERB
biht-340	130	2	this	this	PRON
biht-340	130	3	in	in	ADP
biht-340	130	4	terms	term	NOUN
biht-340	130	5	of	of	ADP
biht-340	130	6	nodes	node	NOUN
biht-340	130	7	:	:	PUNCT
biht-340	130	8	•	•	NUM
biht-340	130	9	number	number	NOUN
biht-340	130	10	of	of	ADP
biht-340	130	11	nodes	node	NOUN
biht-340	130	12	=	=	NOUN
biht-340	130	13	number	number	NOUN
biht-340	130	14	of	of	ADP
biht-340	130	15	trees	tree	NOUN
biht-340	130	16	*	*	PUNCT
biht-340	130	17	(	(	PUNCT
biht-340	130	18	2	2	NUM
biht-340	130	19	depth	depth	NOUN
biht-340	130	20	-1	-1	NOUN
biht-340	130	21	)	)	PUNCT
biht-340	130	22	•	•	NOUN
biht-340	131	1	the	the	DET
biht-340	131	2	before	before	ADP
biht-340	131	3	complexity	complexity	NOUN
biht-340	131	4	reduction	reduction	NOUN
biht-340	131	5	number	number	NOUN
biht-340	131	6	of	of	ADP
biht-340	131	7	nodes	node	NOUN
biht-340	131	8	evaluate	evaluate	VERB
biht-340	131	9	to	to	ADP
biht-340	131	10	1,200	1,200	NUM
biht-340	131	11	*	*	SYM
biht-340	131	12	(	(	PUNCT
biht-340	131	13	2	2	NUM
biht-340	131	14	8	8	NUM
biht-340	131	15	–	–	SYM
biht-340	131	16	1	1	NUM
biht-340	131	17	)	)	PUNCT
biht-340	131	18	=	=	SYM
biht-340	131	19	306,000	306,000	NUM
biht-340	131	20	•	•	NUM
biht-340	131	21	the	the	DET
biht-340	131	22	before	before	ADP
biht-340	131	23	complexity	complexity	NOUN
biht-340	131	24	reduction	reduction	NOUN
biht-340	131	25	number	number	NOUN
biht-340	131	26	of	of	ADP
biht-340	131	27	nodes	node	NOUN
biht-340	131	28	evaluate	evaluate	VERB
biht-340	131	29	to	to	ADP
biht-340	131	30	150	150	NUM
biht-340	131	31	*	*	PUNCT
biht-340	131	32	(	(	PUNCT
biht-340	131	33	2	2	NUM
biht-340	131	34	4	4	NUM
biht-340	131	35	–	–	SYM
biht-340	131	36	1	1	NUM
biht-340	131	37	)	)	PUNCT
biht-340	131	38	=	=	SYM
biht-340	131	39	2,250	2,250	NUM
biht-340	131	40	model	model	NOUN
biht-340	131	41	complexity	complexity	NOUN
biht-340	131	42	after	after	SCONJ
biht-340	131	43	model	model	NOUN
biht-340	131	44	complexity	complexity	NOUN
biht-340	131	45	reduction	reduction	NOUN
biht-340	131	46	the	the	DET
biht-340	131	47	difference	difference	NOUN
biht-340	131	48	accounts	account	VERB
biht-340	131	49	for	for	ADP
biht-340	131	50	a	a	DET
biht-340	131	51	99.26	99.26	NUM
biht-340	131	52	%	%	NOUN
biht-340	131	53	reduction	reduction	NOUN
biht-340	131	54	,	,	PUNCT
biht-340	131	55	and	and	CCONJ
biht-340	131	56	it	it	PRON
biht-340	131	57	is	be	AUX
biht-340	131	58	also	also	ADV
biht-340	131	59	in	in	ADP
biht-340	131	60	line	line	NOUN
biht-340	131	61	with	with	ADP
biht-340	131	62	some	some	PRON
biht-340	131	63	of	of	ADP
biht-340	131	64	the	the	DET
biht-340	131	65	other	other	ADJ
biht-340	131	66	reference	reference	NOUN
biht-340	131	67	examples	example	NOUN
biht-340	131	68	.	.	PUNCT
biht-340	132	1	the	the	DET
biht-340	132	2	choice	choice	NOUN
biht-340	132	3	of	of	ADP
biht-340	132	4	the	the	DET
biht-340	132	5	regressor	regressor	NOUN
biht-340	132	6	for	for	ADP
biht-340	132	7	the	the	DET
biht-340	132	8	problem	problem	NOUN
biht-340	132	9	and	and	CCONJ
biht-340	132	10	further	further	ADJ
biht-340	132	11	reduction	reduction	NOUN
biht-340	132	12	using	use	VERB
biht-340	132	13	mcr	mcr	PROPN
biht-340	132	14	based	base	VERB
biht-340	132	15	on	on	ADP
biht-340	132	16	the	the	DET
biht-340	132	17	evaluation	evaluation	NOUN
biht-340	132	18	data	datum	NOUN
biht-340	132	19	shows	show	VERB
biht-340	132	20	that	that	SCONJ
biht-340	132	21	the	the	DET
biht-340	132	22	ichom	ichom	PROPN
biht-340	132	23	v5	v5	PROPN
biht-340	132	24	diabetes	diabetes	NOUN
biht-340	132	25	dataset	dataset	NOUN
biht-340	132	26	can	can	AUX
biht-340	132	27	be	be	AUX
biht-340	132	28	used	use	VERB
biht-340	132	29	to	to	PART
biht-340	132	30	capture	capture	VERB
biht-340	132	31	data	datum	NOUN
biht-340	132	32	so	so	SCONJ
biht-340	132	33	that	that	SCONJ
biht-340	132	34	the	the	DET
biht-340	132	35	interoperability	interoperability	NOUN
biht-340	132	36	can	can	AUX
biht-340	132	37	be	be	AUX
biht-340	132	38	enhanced	enhance	VERB
biht-340	132	39	to	to	PART
biht-340	132	40	study	study	VERB
biht-340	132	41	and	and	CCONJ
biht-340	132	42	report	report	VERB
biht-340	132	43	results	result	NOUN
biht-340	132	44	in	in	ADP
biht-340	132	45	collaborative	collaborative	ADJ
biht-340	132	46	settings	setting	NOUN
biht-340	132	47	to	to	PART
biht-340	132	48	be	be	AUX
biht-340	132	49	used	use	VERB
biht-340	132	50	in	in	ADP
biht-340	132	51	zkml	zkml	NOUN
biht-340	132	52	applications	application	NOUN
biht-340	132	53	.	.	PUNCT
biht-340	133	1	these	these	DET
biht-340	133	2	results	result	NOUN
biht-340	133	3	imply	imply	VERB
biht-340	133	4	that	that	SCONJ
biht-340	133	5	the	the	DET
biht-340	133	6	needed	need	VERB
biht-340	133	7	adaptability	adaptability	NOUN
biht-340	133	8	for	for	ADP
biht-340	133	9	the	the	DET
biht-340	133	10	diabetes	diabetes	NOUN
biht-340	133	11	study	study	NOUN
biht-340	133	12	could	could	AUX
biht-340	133	13	be	be	AUX
biht-340	133	14	captured	capture	VERB
biht-340	133	15	in	in	ADP
biht-340	133	16	the	the	DET
biht-340	133	17	global	global	ADJ
biht-340	133	18	format	format	NOUN
biht-340	133	19	of	of	ADP
biht-340	133	20	ichom	ichom	NOUN
biht-340	133	21	and	and	CCONJ
biht-340	133	22	show	show	VERB
biht-340	133	23	promise	promise	NOUN
biht-340	133	24	based	base	VERB
biht-340	133	25	on	on	ADP
biht-340	133	26	the	the	DET
biht-340	133	27	evaluation	evaluation	NOUN
biht-340	133	28	data	datum	NOUN
biht-340	133	29	.	.	PUNCT
biht-340	134	1	in	in	ADP
biht-340	134	2	addition	addition	NOUN
biht-340	134	3	,	,	PUNCT
biht-340	134	4	these	these	DET
biht-340	134	5	results	result	NOUN
biht-340	134	6	show	show	VERB
biht-340	134	7	promise	promise	NOUN
biht-340	134	8	in	in	ADP
biht-340	134	9	generating	generate	VERB
biht-340	134	10	privacy	privacy	NOUN
biht-340	134	11	-	-	PUNCT
biht-340	134	12	protected	protect	VERB
biht-340	134	13	proofs	proof	NOUN
biht-340	134	14	for	for	ADP
biht-340	134	15	verification	verification	NOUN
biht-340	134	16	systems	system	NOUN
biht-340	134	17	and	and	CCONJ
biht-340	134	18	collaborative	collaborative	ADJ
biht-340	134	19	sharing	sharing	NOUN
biht-340	134	20	of	of	ADP
biht-340	134	21	proof	proof	NOUN
biht-340	134	22	of	of	ADP
biht-340	134	23	diagnosis	diagnosis	NOUN
biht-340	134	24	based	base	VERB
biht-340	134	25	on	on	ADP
biht-340	134	26	patient	patient	ADJ
biht-340	134	27	consent	consent	NOUN
biht-340	134	28	in	in	ADP
biht-340	134	29	a	a	DET
biht-340	134	30	privacy	privacy	NOUN
biht-340	134	31	-	-	PUNCT
biht-340	134	32	protected	protect	VERB
biht-340	134	33	way	way	NOUN
biht-340	134	34	with	with	ADP
biht-340	134	35	other	other	ADJ
biht-340	134	36	collaborating	collaborate	VERB
biht-340	134	37	parties	party	NOUN
biht-340	134	38	.	.	PUNCT
biht-340	135	1	given	give	VERB
biht-340	135	2	these	these	DET
biht-340	135	3	results	result	NOUN
biht-340	135	4	in	in	ADP
biht-340	135	5	the	the	DET
biht-340	135	6	evaluation	evaluation	NOUN
biht-340	135	7	phase	phase	NOUN
biht-340	135	8	,	,	PUNCT
biht-340	135	9	the	the	DET
biht-340	135	10	proofs	proof	NOUN
biht-340	135	11	can	can	AUX
biht-340	135	12	be	be	AUX
biht-340	135	13	generated	generate	VERB
biht-340	135	14	optimized	optimize	VERB
biht-340	135	15	for	for	ADP
biht-340	135	16	computational	computational	ADJ
biht-340	135	17	efficiency	efficiency	NOUN
biht-340	135	18	once	once	SCONJ
biht-340	135	19	the	the	DET
biht-340	135	20	study	study	NOUN
biht-340	135	21	progresses	progress	VERB
biht-340	135	22	.	.	PUNCT
biht-340	136	1	this	this	DET
biht-340	136	2	specific	specific	ADJ
biht-340	136	3	adaptation	adaptation	NOUN
biht-340	136	4	included	include	VERB
biht-340	136	5	a	a	DET
biht-340	136	6	subset	subset	NOUN
biht-340	136	7	of	of	ADP
biht-340	136	8	the	the	DET
biht-340	136	9	complete	complete	ADJ
biht-340	136	10	dictionary	dictionary	NOUN
biht-340	136	11	of	of	ADP
biht-340	136	12	the	the	DET
biht-340	136	13	ichom	ichom	PROPN
biht-340	136	14	dataset	dataset	NOUN
biht-340	136	15	,	,	PUNCT
biht-340	136	16	as	as	SCONJ
biht-340	136	17	it	it	PRON
biht-340	136	18	was	be	AUX
biht-340	136	19	adapted	adapt	VERB
biht-340	136	20	to	to	ADP
biht-340	136	21	this	this	DET
biht-340	136	22	clinical	clinical	ADJ
biht-340	136	23	setting	setting	NOUN
biht-340	136	24	,	,	PUNCT
biht-340	136	25	which	which	PRON
biht-340	136	26	is	be	AUX
biht-340	136	27	a	a	DET
biht-340	136	28	limitation	limitation	NOUN
biht-340	136	29	.	.	PUNCT
biht-340	137	1	so	so	ADV
biht-340	137	2	,	,	PUNCT
biht-340	137	3	we	we	PRON
biht-340	137	4	see	see	VERB
biht-340	137	5	this	this	PRON
biht-340	137	6	as	as	ADP
biht-340	137	7	a	a	DET
biht-340	137	8	starting	starting	NOUN
biht-340	137	9	point	point	NOUN
biht-340	137	10	for	for	ADP
biht-340	137	11	other	other	ADJ
biht-340	137	12	work	work	NOUN
biht-340	137	13	to	to	PART
biht-340	137	14	use	use	VERB
biht-340	137	15	standardized	standardized	ADJ
biht-340	137	16	datasets	dataset	NOUN
biht-340	137	17	such	such	ADJ
biht-340	137	18	as	as	ADP
biht-340	137	19	the	the	DET
biht-340	137	20	ichom	ichom	PROPN
biht-340	137	21	datasets	dataset	NOUN
biht-340	137	22	in	in	ADP
biht-340	137	23	different	different	ADJ
biht-340	137	24	cohorts	cohort	NOUN
biht-340	137	25	and	and	CCONJ
biht-340	137	26	other	other	ADJ
biht-340	137	27	diseases	disease	NOUN
biht-340	137	28	from	from	ADP
biht-340	137	29	the	the	DET
biht-340	137	30	ichom	ichom	PROPN
biht-340	137	31	datasets	dataset	NOUN
biht-340	137	32	.	.	PUNCT
biht-340	138	1	some	some	PRON
biht-340	138	2	of	of	ADP
biht-340	138	3	those	those	DET
biht-340	138	4	situations	situation	NOUN
biht-340	138	5	will	will	AUX
biht-340	138	6	have	have	VERB
biht-340	138	7	an	an	DET
biht-340	138	8	increased	increase	VERB
biht-340	138	9	number	number	NOUN
biht-340	138	10	of	of	ADP
biht-340	138	11	data	datum	NOUN
biht-340	138	12	columns	column	NOUN
biht-340	138	13	and	and	CCONJ
biht-340	138	14	data	datum	NOUN
biht-340	138	15	analysis	analysis	NOUN
biht-340	138	16	requirements	requirement	NOUN
biht-340	138	17	,	,	PUNCT
biht-340	138	18	which	which	PRON
biht-340	138	19	will	will	AUX
biht-340	138	20	give	give	VERB
biht-340	138	21	us	we	PRON
biht-340	138	22	additional	additional	ADJ
biht-340	138	23	reference	reference	NOUN
biht-340	138	24	points	point	NOUN
biht-340	138	25	for	for	ADP
biht-340	138	26	complexity	complexity	NOUN
biht-340	138	27	before	before	ADV
biht-340	138	28	and	and	CCONJ
biht-340	138	29	after	after	ADP
biht-340	138	30	baselines	baseline	NOUN
biht-340	138	31	and	and	CCONJ
biht-340	138	32	their	their	PRON
biht-340	138	33	impact	impact	NOUN
biht-340	138	34	on	on	ADP
biht-340	138	35	proof	proof	NOUN
biht-340	138	36	and	and	CCONJ
biht-340	138	37	verification	verification	NOUN
biht-340	138	38	systems	system	NOUN
biht-340	138	39	.	.	PUNCT
biht-340	139	1	also	also	ADV
biht-340	139	2	,	,	PUNCT
biht-340	139	3	an	an	DET
biht-340	139	4	important	important	ADJ
biht-340	139	5	point	point	NOUN
biht-340	139	6	to	to	PART
biht-340	139	7	note	note	VERB
biht-340	139	8	is	be	AUX
biht-340	139	9	that	that	SCONJ
biht-340	139	10	this	this	PRON
biht-340	139	11	is	be	AUX
biht-340	139	12	a	a	DET
biht-340	139	13	preliminary	preliminary	ADJ
biht-340	139	14	baseline	baseline	NOUN
biht-340	139	15	,	,	PUNCT
biht-340	139	16	as	as	SCONJ
biht-340	139	17	the	the	DET
biht-340	139	18	technology	technology	NOUN
biht-340	139	19	matures	mature	NOUN
biht-340	139	20	very	very	ADV
biht-340	139	21	fast	fast	ADV
biht-340	139	22	from	from	ADP
biht-340	139	23	all	all	DET
biht-340	139	24	angles	angle	NOUN
biht-340	139	25	—	—	PUNCT
biht-340	139	26	standards	standard	NOUN
biht-340	139	27	development	development	NOUN
biht-340	139	28	,	,	PUNCT
biht-340	139	29	model	model	NOUN
biht-340	139	30	reduction	reduction	NOUN
biht-340	139	31	techniques	technique	NOUN
biht-340	139	32	,	,	PUNCT
biht-340	139	33	reduction	reduction	NOUN
biht-340	139	34	of	of	ADP
biht-340	139	35	proof	proof	NOUN
biht-340	139	36	,	,	PUNCT
biht-340	139	37	and	and	CCONJ
biht-340	139	38	verification	verification	NOUN
biht-340	139	39	systems	system	NOUN
biht-340	139	40	acceleration	acceleration	NOUN
biht-340	139	41	both	both	CCONJ
biht-340	139	42	at	at	ADP
biht-340	139	43	the	the	DET
biht-340	139	44	software	software	NOUN
biht-340	139	45	and	and	CCONJ
biht-340	139	46	the	the	DET
biht-340	139	47	hardware	hardware	NOUN
biht-340	139	48	level	level	NOUN
biht-340	139	49	.	.	PUNCT
biht-340	140	1	hence	hence	ADV
biht-340	140	2	,	,	PUNCT
biht-340	140	3	it	it	PRON
biht-340	140	4	will	will	AUX
biht-340	140	5	become	become	VERB
biht-340	140	6	figure	figure	NOUN
biht-340	140	7	4	4	NUM
biht-340	140	8	model	model	NOUN
biht-340	140	9	complexity	complexity	NOUN
biht-340	140	10	before	before	ADP
biht-340	140	11	model	model	NOUN
biht-340	140	12	complexity	complexity	NOUN
biht-340	140	13	reduction	reduction	NOUN
biht-340	140	14	.	.	PUNCT
biht-340	141	1	ichom	ichom	PROPN
biht-340	141	2	:	:	PUNCT
biht-340	141	3	international	international	ADJ
biht-340	141	4	consortium	consortium	NOUN
biht-340	141	5	for	for	ADP
biht-340	141	6	health	health	NOUN
biht-340	141	7	outcomes	outcome	NOUN
biht-340	141	8	measurement	measurement	NOUN
biht-340	141	9	;	;	PUNCT
biht-340	141	10	mcr	mcr	PROPN
biht-340	141	11	:	:	PUNCT
biht-340	141	12	model	model	NOUN
biht-340	141	13	complexity	complexity	NOUN
biht-340	141	14	reducer	reducer	NOUN
biht-340	141	15	.	.	PUNCT
biht-340	142	1	source	source	NOUN
biht-340	142	2	:	:	PUNCT
biht-340	142	3	copyright	copyright	NOUN
biht-340	142	4	by	by	ADP
biht-340	142	5	the	the	DET
biht-340	142	6	authors	author	NOUN
biht-340	142	7	https://doi.org/10.30953/bhty.v7.340	https://doi.org/10.30953/bhty.v7.340	NOUN
biht-340	142	8	citation	citation	NOUN
biht-340	142	9	:	:	PUNCT
biht-340	143	1	blockchain	blockchain	NOUN
biht-340	143	2	in	in	ADP
biht-340	143	3	healthcare	healthcare	NOUN
biht-340	143	4	today	today	NOUN
biht-340	143	5	2024	2024	NUM
biht-340	143	6	,	,	PUNCT
biht-340	143	7	7	7	NUM
biht-340	143	8	:	:	SYM
biht-340	143	9	340	340	NUM
biht-340	143	10	https://doi.org/10.30953/bhty.v7.340	https://doi.org/10.30953/bhty.v7.340	NUM
biht-340	143	11	7	7	NUM
biht-340	143	12	(	(	PUNCT
biht-340	143	13	page	page	NOUN
biht-340	143	14	number	number	NOUN
biht-340	143	15	not	not	PART
biht-340	143	16	for	for	ADP
biht-340	143	17	citation	citation	NOUN
biht-340	143	18	purpose	purpose	NOUN
biht-340	143	19	)	)	PUNCT
biht-340	143	20	complexity	complexity	NOUN
biht-340	143	21	reduction	reduction	NOUN
biht-340	143	22	for	for	ADP
biht-340	143	23	zkml	zkml	NOUN
biht-340	143	24	important	important	ADJ
biht-340	143	25	to	to	PART
biht-340	143	26	have	have	VERB
biht-340	143	27	a	a	DET
biht-340	143	28	registry	registry	NOUN
biht-340	143	29	of	of	ADP
biht-340	143	30	zkml	zkml	NOUN
biht-340	143	31	developments	development	NOUN
biht-340	143	32	across	across	ADP
biht-340	143	33	these	these	DET
biht-340	143	34	parameters	parameter	NOUN
biht-340	143	35	.	.	PUNCT
biht-340	144	1	conclusions	conclusion	NOUN
biht-340	144	2	and	and	CCONJ
biht-340	144	3	future	future	ADJ
biht-340	144	4	work	work	NOUN
biht-340	144	5	based	base	VERB
biht-340	144	6	on	on	ADP
biht-340	144	7	data	datum	NOUN
biht-340	144	8	analysis	analysis	NOUN
biht-340	144	9	and	and	CCONJ
biht-340	144	10	regressor	regressor	NOUN
biht-340	144	11	models	model	NOUN
biht-340	144	12	for	for	ADP
biht-340	144	13	the	the	DET
biht-340	144	14	data	datum	NOUN
biht-340	144	15	analyzed	analyze	VERB
biht-340	144	16	in	in	ADP
biht-340	144	17	the	the	DET
biht-340	144	18	evaluation	evaluation	NOUN
biht-340	144	19	phase	phase	NOUN
biht-340	144	20	,	,	PUNCT
biht-340	144	21	guardianmedx	guardianmedx	VERB
biht-340	144	22	clinical	clinical	ADJ
biht-340	144	23	evaluation	evaluation	NOUN
biht-340	144	24	deems	deem	VERB
biht-340	144	25	the	the	DET
biht-340	144	26	model	model	NOUN
biht-340	144	27	to	to	PART
biht-340	144	28	help	help	VERB
biht-340	144	29	significantly	significantly	ADV
biht-340	144	30	advance	advance	VERB
biht-340	144	31	outcome	outcome	NOUN
biht-340	144	32	-	-	PUNCT
biht-340	144	33	based	base	VERB
biht-340	144	34	and	and	CCONJ
biht-340	144	35	cost	cost	NOUN
biht-340	144	36	-	-	PUNCT
biht-340	144	37	effective	effective	ADJ
biht-340	144	38	remote	remote	ADJ
biht-340	144	39	monitoring	monitoring	NOUN
biht-340	144	40	care	care	NOUN
biht-340	144	41	.	.	PUNCT
biht-340	145	1	applying	apply	VERB
biht-340	145	2	the	the	DET
biht-340	145	3	giza	giza	NOUN
biht-340	145	4	zkcook	zkcook	PROPN
biht-340	145	5	model	model	NOUN
biht-340	145	6	complexity	complexity	NOUN
biht-340	145	7	reduction	reduction	NOUN
biht-340	145	8	algorithm	algorithm	NOUN
biht-340	145	9	to	to	ADP
biht-340	145	10	ichom	ichom	PROPN
biht-340	145	11	diabetes	diabetes	NOUN
biht-340	145	12	data	datum	NOUN
biht-340	145	13	resulted	result	VERB
biht-340	145	14	in	in	ADP
biht-340	145	15	more	more	ADV
biht-340	145	16	interpretable	interpretable	ADJ
biht-340	145	17	and	and	CCONJ
biht-340	145	18	computationally	computationally	ADV
biht-340	145	19	efficient	efficient	ADJ
biht-340	145	20	models	model	NOUN
biht-340	145	21	.	.	PUNCT
biht-340	146	1	the	the	DET
biht-340	146	2	computing	computing	PROPN
biht-340	146	3	times	time	NOUN
biht-340	146	4	were	be	AUX
biht-340	146	5	significantly	significantly	ADV
biht-340	146	6	reduced	reduce	VERB
biht-340	146	7	on	on	ADP
biht-340	146	8	a	a	DET
biht-340	146	9	standardized	standardized	ADJ
biht-340	146	10	ichom	ichom	NOUN
biht-340	146	11	dataset	dataset	VERB
biht-340	146	12	to	to	PART
biht-340	146	13	use	use	VERB
biht-340	146	14	ml	ml	NOUN
biht-340	146	15	and	and	CCONJ
biht-340	146	16	privacy	privacy	NOUN
biht-340	146	17	-	-	PUNCT
biht-340	146	18	protected	protect	VERB
biht-340	146	19	settings	setting	NOUN
biht-340	146	20	to	to	PART
biht-340	146	21	retain	retain	VERB
biht-340	146	22	data	datum	NOUN
biht-340	146	23	at	at	ADP
biht-340	146	24	the	the	DET
biht-340	146	25	source	source	NOUN
biht-340	146	26	.	.	PUNCT
biht-340	147	1	this	this	PRON
biht-340	147	2	increases	increase	VERB
biht-340	147	3	security	security	NOUN
biht-340	147	4	and	and	CCONJ
biht-340	147	5	provides	provide	VERB
biht-340	147	6	verifiable	verifiable	ADJ
biht-340	147	7	proofs	proof	NOUN
biht-340	147	8	for	for	ADP
biht-340	147	9	any	any	DET
biht-340	147	10	prediction	prediction	NOUN
biht-340	147	11	models	model	NOUN
biht-340	147	12	driving	drive	VERB
biht-340	147	13	agents	agent	NOUN
biht-340	147	14	and	and	CCONJ
biht-340	147	15	to	to	PART
biht-340	147	16	use	use	VERB
biht-340	147	17	ml	ml	NOUN
biht-340	147	18	models	model	NOUN
biht-340	147	19	in	in	ADP
biht-340	147	20	conjunction	conjunction	NOUN
biht-340	147	21	with	with	ADP
biht-340	147	22	decentralized	decentralize	VERB
biht-340	147	23	distributed	distribute	VERB
biht-340	147	24	ledgers	ledger	NOUN
biht-340	147	25	to	to	PART
biht-340	147	26	open	open	VERB
biht-340	147	27	collaboration	collaboration	NOUN
biht-340	147	28	possibilities	possibility	NOUN
biht-340	147	29	without	without	ADP
biht-340	147	30	giving	give	VERB
biht-340	147	31	out	out	ADP
biht-340	147	32	the	the	DET
biht-340	147	33	internal	internal	ADJ
biht-340	147	34	details	detail	NOUN
biht-340	147	35	of	of	ADP
biht-340	147	36	the	the	DET
biht-340	147	37	data	datum	NOUN
biht-340	147	38	.	.	PUNCT
biht-340	148	1	given	give	VERB
biht-340	148	2	these	these	DET
biht-340	148	3	results	result	NOUN
biht-340	148	4	in	in	ADP
biht-340	148	5	the	the	DET
biht-340	148	6	evaluation	evaluation	NOUN
biht-340	148	7	phase	phase	NOUN
biht-340	148	8	,	,	PUNCT
biht-340	148	9	once	once	SCONJ
biht-340	148	10	the	the	DET
biht-340	148	11	study	study	NOUN
biht-340	148	12	progresses	progress	VERB
biht-340	148	13	,	,	PUNCT
biht-340	148	14	the	the	DET
biht-340	148	15	proofs	proof	NOUN
biht-340	148	16	can	can	AUX
biht-340	148	17	be	be	AUX
biht-340	148	18	generated	generated	AUX
biht-340	148	19	optimized	optimize	VERB
biht-340	148	20	for	for	ADP
biht-340	148	21	computational	computational	ADJ
biht-340	148	22	efficiency	efficiency	NOUN
biht-340	148	23	.	.	PUNCT
biht-340	149	1	further	further	ADJ
biht-340	149	2	work	work	NOUN
biht-340	149	3	can	can	AUX
biht-340	149	4	be	be	AUX
biht-340	149	5	extended	extend	VERB
biht-340	149	6	to	to	ADP
biht-340	149	7	other	other	ADJ
biht-340	149	8	adaptations	adaptation	NOUN
biht-340	149	9	of	of	ADP
biht-340	149	10	the	the	DET
biht-340	149	11	ichom	ichom	PROPN
biht-340	149	12	framework	framework	NOUN
biht-340	149	13	for	for	ADP
biht-340	149	14	diabetes	diabetes	NOUN
biht-340	149	15	in	in	ADP
biht-340	149	16	another	another	DET
biht-340	149	17	cohort	cohort	NOUN
biht-340	149	18	in	in	ADP
biht-340	149	19	another	another	DET
biht-340	149	20	setting	setting	NOUN
biht-340	149	21	to	to	PART
biht-340	149	22	compare	compare	VERB
biht-340	149	23	results	result	NOUN
biht-340	149	24	,	,	PUNCT
biht-340	149	25	as	as	ADV
biht-340	149	26	well	well	ADV
biht-340	149	27	as	as	ADP
biht-340	149	28	using	use	VERB
biht-340	149	29	them	they	PRON
biht-340	149	30	in	in	ADP
biht-340	149	31	other	other	ADJ
biht-340	149	32	disease	disease	NOUN
biht-340	149	33	datasets	dataset	NOUN
biht-340	149	34	from	from	ADP
biht-340	149	35	ichom	ichom	PROPN
biht-340	149	36	.	.	PUNCT
biht-340	150	1	shortly	shortly	ADV
biht-340	150	2	,	,	PUNCT
biht-340	150	3	the	the	DET
biht-340	150	4	team	team	NOUN
biht-340	150	5	intends	intend	VERB
biht-340	150	6	to	to	PART
biht-340	150	7	extend	extend	VERB
biht-340	150	8	the	the	DET
biht-340	150	9	zkml	zkml	NOUN
biht-340	150	10	functionalities	functionality	NOUN
biht-340	150	11	to	to	PART
biht-340	150	12	feed	feed	VERB
biht-340	150	13	agents	agent	NOUN
biht-340	150	14	for	for	ADP
biht-340	150	15	further	further	ADJ
biht-340	150	16	processing	processing	NOUN
biht-340	150	17	and	and	CCONJ
biht-340	150	18	advancing	advance	VERB
biht-340	150	19	privacy	privacy	NOUN
biht-340	150	20	-	-	PUNCT
biht-340	150	21	protected	protect	VERB
biht-340	150	22	multi	multi	ADJ
biht-340	150	23	-	-	ADJ
biht-340	150	24	party	party	NOUN
biht-340	150	25	insights	insight	NOUN
biht-340	150	26	.	.	PUNCT
biht-340	151	1	funding	fund	VERB
biht-340	151	2	none	none	NOUN
biht-340	151	3	.	.	PUNCT
biht-340	152	1	conflicts	conflict	NOUN
biht-340	152	2	of	of	ADP
biht-340	152	3	interest	interest	NOUN
biht-340	152	4	none	none	NOUN
biht-340	152	5	.	.	PUNCT
biht-340	153	1	contributors	contributor	NOUN
biht-340	153	2	sathya	sathya	PROPN
biht-340	153	3	krishnasamy	krishnasamy	PROPN
biht-340	153	4	is	be	AUX
biht-340	153	5	the	the	DET
biht-340	153	6	president	president	NOUN
biht-340	153	7	and	and	CCONJ
biht-340	153	8	principal	principal	NOUN
biht-340	153	9	of	of	ADP
biht-340	153	10	chainaim	chainaim	NOUN
biht-340	153	11	technologies	technology	NOUN
biht-340	153	12	.	.	PUNCT
biht-340	154	1	his	his	PRON
biht-340	154	2	25	25	NUM
biht-340	154	3	years	year	NOUN
biht-340	154	4	of	of	ADP
biht-340	154	5	background	background	NOUN
biht-340	154	6	span	span	VERB
biht-340	154	7	extensive	extensive	ADJ
biht-340	154	8	experience	experience	NOUN
biht-340	154	9	in	in	ADP
biht-340	154	10	managed	manage	VERB
biht-340	154	11	care	care	NOUN
biht-340	154	12	payor	payor	NOUN
biht-340	154	13	settings	setting	NOUN
biht-340	154	14	in	in	ADP
biht-340	154	15	leading	lead	VERB
biht-340	154	16	u.s	u.s	PROPN
biht-340	154	17	.	.	PROPN
biht-340	154	18	healthcare	healthcare	PROPN
biht-340	154	19	firms	firm	NOUN
biht-340	154	20	,	,	PUNCT
biht-340	154	21	including	include	VERB
biht-340	154	22	aetna	aetna	PROPN
biht-340	154	23	and	and	CCONJ
biht-340	154	24	anthem	anthem	NOUN
biht-340	154	25	.	.	PUNCT
biht-340	155	1	he	he	PRON
biht-340	155	2	focuses	focus	VERB
biht-340	155	3	on	on	ADP
biht-340	155	4	emerging	emerge	VERB
biht-340	155	5	technologies	technology	NOUN
biht-340	155	6	,	,	PUNCT
biht-340	155	7	including	include	VERB
biht-340	155	8	ai	ai	NOUN
biht-340	155	9	/	/	SYM
biht-340	155	10	ml	ml	NOUN
biht-340	155	11	systems	system	NOUN
biht-340	155	12	and	and	CCONJ
biht-340	155	13	distributed	distribute	VERB
biht-340	155	14	ledger	ledger	NOUN
biht-340	155	15	technologies	technology	NOUN
biht-340	155	16	.	.	PUNCT
biht-340	156	1	he	he	PRON
biht-340	156	2	also	also	ADV
biht-340	156	3	serves	serve	VERB
biht-340	156	4	as	as	ADP
biht-340	156	5	an	an	DET
biht-340	156	6	advisor	advisor	NOUN
biht-340	156	7	in	in	ADP
biht-340	156	8	many	many	ADJ
biht-340	156	9	industry	industry	NOUN
biht-340	156	10	efforts	effort	NOUN
biht-340	156	11	in	in	ADP
biht-340	156	12	payor	payor	NOUN
biht-340	156	13	-	-	PUNCT
biht-340	156	14	provider	provider	NOUN
biht-340	156	15	collaboration	collaboration	NOUN
biht-340	156	16	,	,	PUNCT
biht-340	156	17	standards	standard	NOUN
biht-340	156	18	organizations	organization	NOUN
biht-340	156	19	,	,	PUNCT
biht-340	156	20	and	and	CCONJ
biht-340	156	21	efforts	effort	NOUN
biht-340	156	22	such	such	ADJ
biht-340	156	23	as	as	ADP
biht-340	156	24	account	account	NOUN
biht-340	156	25	aggregators	aggregator	NOUN
biht-340	156	26	in	in	ADP
biht-340	156	27	india	india	PROPN
biht-340	156	28	advancing	advance	VERB
biht-340	156	29	fintech	fintech	NOUN
biht-340	156	30	,	,	PUNCT
biht-340	156	31	healthcare	healthcare	NOUN
biht-340	156	32	,	,	PUNCT
biht-340	156	33	and	and	CCONJ
biht-340	156	34	skills	skill	NOUN
biht-340	156	35	sectors	sector	NOUN
biht-340	156	36	.	.	PUNCT
biht-340	157	1	he	he	PRON
biht-340	157	2	currently	currently	ADV
biht-340	157	3	serves	serve	VERB
biht-340	157	4	as	as	ADP
biht-340	157	5	president	president	NOUN
biht-340	157	6	and	and	CCONJ
biht-340	157	7	principal	principal	NOUN
biht-340	157	8	at	at	ADP
biht-340	157	9	chainaim	chainaim	NOUN
biht-340	157	10	,	,	PUNCT
biht-340	157	11	offering	offer	VERB
biht-340	157	12	technical	technical	ADJ
biht-340	157	13	strategy	strategy	NOUN
biht-340	157	14	consulting	consulting	NOUN
biht-340	157	15	and	and	CCONJ
biht-340	157	16	application	application	NOUN
biht-340	157	17	and	and	CCONJ
biht-340	157	18	development	development	NOUN
biht-340	157	19	services	service	NOUN
biht-340	157	20	.	.	PUNCT
biht-340	158	1	sathya	sathya	PROPN
biht-340	158	2	krishnasamy	krishnasamy	PROPN
biht-340	158	3	helped	helped	AUX
biht-340	158	4	conceptualize	conceptualize	VERB
biht-340	158	5	the	the	DET
biht-340	158	6	use	use	NOUN
biht-340	158	7	of	of	ADP
biht-340	158	8	ichom	ichom	NOUN
biht-340	158	9	for	for	ADP
biht-340	158	10	data	datum	NOUN
biht-340	158	11	,	,	PUNCT
biht-340	158	12	evaluate	evaluate	VERB
biht-340	158	13	the	the	DET
biht-340	158	14	synthetic	synthetic	ADJ
biht-340	158	15	dataset	dataset	NOUN
biht-340	158	16	,	,	PUNCT
biht-340	158	17	establish	establish	VERB
biht-340	158	18	a	a	DET
biht-340	158	19	model	model	NOUN
biht-340	158	20	complexity	complexity	NOUN
biht-340	158	21	baseline	baseline	NOUN
biht-340	158	22	,	,	PUNCT
biht-340	158	23	and	and	CCONJ
biht-340	158	24	evaluate	evaluate	VERB
biht-340	158	25	the	the	DET
biht-340	158	26	zkml	zkml	NOUN
biht-340	158	27	healthcare	healthcare	NOUN
biht-340	158	28	use	use	NOUN
biht-340	158	29	case	case	NOUN
biht-340	158	30	.	.	PUNCT
biht-340	159	1	dr	dr	PROPN
biht-340	159	2	govindarajan	govindarajan	PROPN
biht-340	159	3	is	be	AUX
biht-340	159	4	the	the	DET
biht-340	159	5	chief	chief	ADJ
biht-340	159	6	medical	medical	ADJ
biht-340	159	7	officer	officer	NOUN
biht-340	159	8	of	of	ADP
biht-340	159	9	guardianmedx	guardianmedx	NOUN
biht-340	159	10	.	.	PUNCT
biht-340	160	1	he	he	PRON
biht-340	160	2	is	be	AUX
biht-340	160	3	a	a	DET
biht-340	160	4	healthcare	healthcare	NOUN
biht-340	160	5	executive	executive	NOUN
biht-340	160	6	with	with	ADP
biht-340	160	7	a	a	DET
biht-340	160	8	strong	strong	ADJ
biht-340	160	9	medical	medical	ADJ
biht-340	160	10	background	background	NOUN
biht-340	160	11	and	and	CCONJ
biht-340	160	12	technological	technological	ADJ
biht-340	160	13	knowledge	knowledge	NOUN
biht-340	160	14	.	.	PUNCT
biht-340	161	1	he	he	PRON
biht-340	161	2	has	have	VERB
biht-340	161	3	35	35	NUM
biht-340	161	4	years	year	NOUN
biht-340	161	5	of	of	ADP
biht-340	161	6	extensive	extensive	ADJ
biht-340	161	7	experience	experience	NOUN
biht-340	161	8	in	in	ADP
biht-340	161	9	internal	internal	ADJ
biht-340	161	10	figure	figure	NOUN
biht-340	161	11	5	5	NUM
biht-340	161	12	.	.	PUNCT
biht-340	161	13	model	model	NOUN
biht-340	161	14	complexity	complexity	PROPN
biht-340	161	15	before	before	ADP
biht-340	161	16	model	model	NOUN
biht-340	161	17	complexity	complexity	NOUN
biht-340	161	18	reduction	reduction	NOUN
biht-340	161	19	.	.	PUNCT
biht-340	162	1	ichom	ichom	PROPN
biht-340	162	2	:	:	PUNCT
biht-340	162	3	international	international	ADJ
biht-340	162	4	consortium	consortium	NOUN
biht-340	162	5	for	for	ADP
biht-340	162	6	health	health	NOUN
biht-340	162	7	outcomes	outcome	NOUN
biht-340	162	8	measurement	measurement	NOUN
biht-340	162	9	;	;	PUNCT
biht-340	162	10	mcr	mcr	PROPN
biht-340	162	11	:	:	PUNCT
biht-340	162	12	model	model	NOUN
biht-340	162	13	complexity	complexity	NOUN
biht-340	162	14	reducer	reducer	NOUN
biht-340	162	15	.	.	PUNCT
biht-340	163	1	source	source	NOUN
biht-340	163	2	:	:	PUNCT
biht-340	163	3	copyright	copyright	NOUN
biht-340	163	4	by	by	ADP
biht-340	163	5	the	the	DET
biht-340	163	6	authors	author	NOUN
biht-340	163	7	https://doi.org/10.30953/bhty.v7.340	https://doi.org/10.30953/bhty.v7.340	NOUN
biht-340	163	8	citation	citation	NOUN
biht-340	163	9	:	:	PUNCT
biht-340	164	1	blockchain	blockchain	NOUN
biht-340	164	2	in	in	ADP
biht-340	164	3	healthcare	healthcare	NOUN
biht-340	164	4	today	today	NOUN
biht-340	164	5	2024	2024	NUM
biht-340	164	6	,	,	PUNCT
biht-340	164	7	7	7	NUM
biht-340	164	8	:	:	SYM
biht-340	164	9	340	340	NUM
biht-340	164	10	https://doi.org/10.30953/bhty.v7.3408	https://doi.org/10.30953/bhty.v7.3408	NOUN
biht-340	164	11	(	(	PUNCT
biht-340	164	12	page	page	NOUN
biht-340	164	13	number	number	NOUN
biht-340	164	14	not	not	PART
biht-340	164	15	for	for	ADP
biht-340	164	16	citation	citation	NOUN
biht-340	164	17	purpose	purpose	NOUN
biht-340	164	18	)	)	PUNCT
biht-340	164	19	s.	s.	PROPN
biht-340	164	20	krishnasamy	krishnasamy	PROPN
biht-340	164	21	and	and	CCONJ
biht-340	164	22	i.	i.	PROPN
biht-340	164	23	govindarajan	govindarajan	PROPN
biht-340	164	24	medicine	medicine	NOUN
biht-340	164	25	and	and	CCONJ
biht-340	164	26	geriatrics	geriatric	NOUN
biht-340	164	27	in	in	ADP
biht-340	164	28	india	india	PROPN
biht-340	164	29	and	and	CCONJ
biht-340	164	30	serves	serve	VERB
biht-340	164	31	as	as	ADP
biht-340	164	32	an	an	DET
biht-340	164	33	advisor	advisor	NOUN
biht-340	164	34	for	for	ADP
biht-340	164	35	geriatric	geriatric	ADJ
biht-340	164	36	and	and	CCONJ
biht-340	164	37	palliative	palliative	ADJ
biht-340	164	38	care	care	NOUN
biht-340	164	39	for	for	ADP
biht-340	164	40	many	many	ADJ
biht-340	164	41	government	government	NOUN
biht-340	164	42	entities	entity	NOUN
biht-340	164	43	in	in	ADP
biht-340	164	44	india	india	PROPN
biht-340	164	45	.	.	PUNCT
biht-340	165	1	he	he	PRON
biht-340	165	2	has	have	AUX
biht-340	165	3	managed	manage	VERB
biht-340	165	4	and	and	CCONJ
biht-340	165	5	administered	administer	VERB
biht-340	165	6	patient	patient	NOUN
biht-340	165	7	-	-	PUNCT
biht-340	165	8	centric	centric	ADJ
biht-340	165	9	quality	quality	NOUN
biht-340	165	10	care	care	NOUN
biht-340	165	11	following	follow	VERB
biht-340	165	12	a	a	DET
biht-340	165	13	unique	unique	ADJ
biht-340	165	14	continuum	continuum	NOUN
biht-340	165	15	of	of	ADP
biht-340	165	16	care	care	NOUN
biht-340	165	17	in	in	ADP
biht-340	165	18	clinics	clinic	NOUN
biht-340	165	19	,	,	PUNCT
biht-340	165	20	hospitals	hospital	NOUN
biht-340	165	21	,	,	PUNCT
biht-340	165	22	nursing	nursing	NOUN
biht-340	165	23	homes	home	NOUN
biht-340	165	24	,	,	PUNCT
biht-340	165	25	hospices	hospice	NOUN
biht-340	165	26	,	,	PUNCT
biht-340	165	27	 	 	SPACE
biht-340	165	28	and	and	CCONJ
biht-340	165	29	 	 	SPACE
biht-340	165	30	homes	home	NOUN
biht-340	165	31	.	.	PUNCT
biht-340	166	1	dr	dr	PROPN
biht-340	166	2	govindarajan	govindarajan	PROPN
biht-340	166	3	started	start	VERB
biht-340	166	4	the	the	DET
biht-340	166	5	initiative	initiative	NOUN
biht-340	166	6	and	and	CCONJ
biht-340	166	7	performed	perform	VERB
biht-340	166	8	the	the	DET
biht-340	166	9	research	research	NOUN
biht-340	166	10	for	for	ADP
biht-340	166	11	data	data	NOUN
biht-340	166	12	collection	collection	NOUN
biht-340	166	13	needs	need	NOUN
biht-340	166	14	,	,	PUNCT
biht-340	166	15	design	design	NOUN
biht-340	166	16	and	and	CCONJ
biht-340	166	17	evaluation	evaluation	NOUN
biht-340	166	18	of	of	ADP
biht-340	166	19	the	the	DET
biht-340	166	20	ichom	ichom	NOUN
biht-340	166	21	for	for	ADP
biht-340	166	22	diabetes	diabetes	NOUN
biht-340	166	23	data	datum	NOUN
biht-340	166	24	,	,	PUNCT
biht-340	166	25	and	and	CCONJ
biht-340	166	26	clinical	clinical	ADJ
biht-340	166	27	evaluation	evaluation	NOUN
biht-340	166	28	of	of	ADP
biht-340	166	29	the	the	DET
biht-340	166	30	synthetic	synthetic	ADJ
biht-340	166	31	datasets	dataset	NOUN
biht-340	166	32	.	.	PUNCT
biht-340	167	1	data	datum	NOUN
biht-340	167	2	availability	availability	NOUN
biht-340	167	3	statement	statement	NOUN
biht-340	167	4	(	(	PUNCT
biht-340	167	5	das	das	PROPN
biht-340	167	6	)	)	PUNCT
biht-340	167	7	,	,	PUNCT
biht-340	167	8	data	datum	NOUN
biht-340	167	9	sharing	sharing	NOUN
biht-340	167	10	,	,	PUNCT
biht-340	167	11	reproducibility	reproducibility	NOUN
biht-340	167	12	,	,	PUNCT
biht-340	167	13	and	and	CCONJ
biht-340	167	14	data	datum	NOUN
biht-340	167	15	repositories	repository	NOUN
biht-340	167	16	the	the	DET
biht-340	167	17	data	data	NOUN
biht-340	167	18	dictionary	dictionary	NOUN
biht-340	167	19	for	for	ADP
biht-340	167	20	the	the	DET
biht-340	167	21	ichom	ichom	PROPN
biht-340	167	22	v5	v5	PROPN
biht-340	167	23	diabetes	diabetes	NOUN
biht-340	167	24	data	datum	NOUN
biht-340	167	25	dictionary	dictionary	NOUN
biht-340	167	26	is	be	AUX
biht-340	167	27	available	available	ADJ
biht-340	167	28	at	at	ADP
biht-340	167	29	https://www.ichom.org/	https://www.ichom.org/	NOUN
biht-340	167	30	patient	patient	NOUN
biht-340	167	31	-	-	PUNCT
biht-340	167	32	centered	center	VERB
biht-340	167	33	-	-	PUNCT
biht-340	167	34	outcome	outcome	NOUN
biht-340	167	35	-	-	PUNCT
biht-340	167	36	measure	measure	NOUN
biht-340	167	37	/	/	SYM
biht-340	167	38	diabetes/	diabetes/	NUM
biht-340	167	39	application	application	NOUN
biht-340	167	40	of	of	ADP
biht-340	167	41	ai	ai	ADJ
biht-340	167	42	-	-	PUNCT
biht-340	167	43	generated	generate	VERB
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biht-340	167	49	.	.	PUNCT
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biht-340	168	5	a	a	DET
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biht-340	168	10	at	at	ADP
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biht-340	168	17	engineering	engineering	NOUN
biht-340	168	18	,	,	PUNCT
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biht-340	168	21	of	of	ADP
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biht-340	168	23	,	,	PUNCT
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biht-340	168	26	university	university	PROPN
biht-340	168	27	,	,	PUNCT
biht-340	168	28	helped	help	VERB
biht-340	168	29	the	the	DET
biht-340	168	30	principals	principal	NOUN
biht-340	168	31	with	with	ADP
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biht-340	168	33	data	datum	NOUN
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biht-340	168	35	,	,	PUNCT
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biht-340	168	37	,	,	PUNCT
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biht-340	168	39	,	,	PUNCT
biht-340	168	40	and	and	CCONJ
biht-340	168	41	model	model	NOUN
biht-340	168	42	-	-	PUNCT
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biht-340	168	44	aspects	aspect	NOUN
biht-340	168	45	.	.	PUNCT
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biht-340	169	2	1	1	NUM
biht-340	169	3	.	.	PUNCT
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biht-340	169	6	,	,	PUNCT
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biht-340	169	9	,	,	PUNCT
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biht-340	169	11	c.	c.	PROPN
biht-340	169	12	the	the	DET
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biht-340	169	15	of	of	ADP
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biht-340	169	19	.	.	PUNCT
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biht-340	170	2	of	of	ADP
biht-340	170	3	the	the	DET
biht-340	170	4	seventeenth	seventeenth	ADJ
biht-340	170	5	annual	annual	ADJ
biht-340	170	6	acm	acm	NOUN
biht-340	170	7	symposium	symposium	NOUN
biht-340	170	8	on	on	ADP
biht-340	170	9	theory	theory	NOUN
biht-340	170	10	of	of	ADP
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biht-340	170	12	—	—	PUNCT
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biht-340	170	16	.	.	PUNCT
biht-340	170	17	1985	1985	NUM
biht-340	170	18	.	.	PUNCT
biht-340	171	1	2	2	X
biht-340	171	2	.	.	X
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biht-340	171	5	,	,	PUNCT
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biht-340	171	8	how	how	SCONJ
biht-340	171	9	to	to	PART
biht-340	171	10	prove	prove	VERB
biht-340	171	11	yourself	yourself	PRON
biht-340	171	12	:	:	PUNCT
biht-340	171	13	practical	practical	ADJ
biht-340	171	14	solutions	solution	NOUN
biht-340	171	15	to	to	ADP
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biht-340	171	17	and	and	CCONJ
biht-340	171	18	signature	signature	NOUN
biht-340	171	19	problems	problem	NOUN
biht-340	171	20	.	.	PUNCT
biht-340	172	1	advances	advance	NOUN
biht-340	172	2	in	in	ADP
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biht-340	172	4	—	—	PUNCT
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biht-340	172	6	’	'	PUNCT
biht-340	172	7	86	86	NUM
biht-340	173	1	[	[	X
biht-340	173	2	internet	internet	NOUN
biht-340	173	3	]	]	PUNCT
biht-340	173	4	.	.	PUNCT
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biht-340	174	2	.	.	PUNCT
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biht-340	174	4	from	from	ADP
biht-340	174	5	:	:	PUNCT
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biht-340	175	6	]	]	PUNCT
biht-340	175	7	.	.	PUNCT
biht-340	176	1	3	3	X
biht-340	176	2	.	.	X
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biht-340	176	4	-	-	PUNCT
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biht-340	176	18	-	-	ADJ
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biht-340	176	27	[	[	X
biht-340	176	28	internet	internet	NOUN
biht-340	176	29	]	]	PUNCT
biht-340	176	30	.	.	PUNCT
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biht-340	177	2	.	.	PUNCT
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biht-340	178	2	from	from	ADP
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biht-340	178	5	.	.	PUNCT
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biht-340	179	2	[	[	X
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biht-340	179	34	[	[	X
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biht-340	179	37	.	.	PUNCT
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biht-340	180	3	.	.	PUNCT
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biht-340	181	2	.	.	PUNCT
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biht-340	183	1	[	[	X
biht-340	183	2	cited	cite	VERB
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biht-340	183	8	.	.	PUNCT
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biht-340	183	19	,	,	PUNCT
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biht-340	185	2	.	.	PUNCT
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biht-340	186	4	-	-	SYM
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biht-340	188	6	-	-	PUNCT
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biht-340	188	8	-	-	PUNCT
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biht-340	188	13	.	.	PUNCT
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biht-340	189	11	[	[	X
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biht-340	189	14	.	.	PUNCT
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biht-340	190	2	.	.	PUNCT
biht-340	191	1	[	[	X
biht-340	191	2	cited	cite	VERB
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biht-340	191	7	.	.	PUNCT
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biht-340	192	3	:	:	PUNCT
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biht-340	192	6	/	/	SYM
biht-340	192	7	docs	doc	NOUN
biht-340	192	8	/	/	SYM
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biht-340	192	11	.	.	PUNCT
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biht-340	193	21	.	.	PROPN
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biht-340	194	5	in	in	ADP
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biht-340	197	1	https://	https://	PROPN
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biht-340	197	16	,	,	PUNCT
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biht-340	197	21	p	p	X
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biht-340	197	45	.	.	PUNCT
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biht-340	199	3	.	.	PUNCT
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biht-340	200	2	[	[	X
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biht-340	200	5	.	.	PUNCT
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biht-340	202	1	[	[	X
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biht-340	202	7	.	.	PUNCT
biht-340	203	1	available	available	ADJ
biht-340	203	2	from	from	ADP
biht-340	203	3	:	:	PUNCT
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biht-340	206	7	-	-	SYM
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