id	sid	tid	token	lemma	pos
biht-396	1	1	1	1	X
biht-396	1	2	(	(	PUNCT
biht-396	1	3	page	page	NOUN
biht-396	1	4	number	number	NOUN
biht-396	1	5	not	not	PART
biht-396	1	6	for	for	ADP
biht-396	1	7	citation	citation	NOUN
biht-396	1	8	purpose	purpose	NOUN
biht-396	1	9	)	)	PUNCT
biht-396	1	10	narrative	narrative	NOUN
biht-396	1	11	/	/	SYM
biht-396	1	12	systematic	systematic	ADJ
biht-396	1	13	reviews	review	NOUN
biht-396	1	14	/	/	SYM
biht-396	1	15	meta	meta	VERB
biht-396	1	16	-	-	PUNCT
biht-396	1	17	analysis	analysis	NOUN
biht-396	1	18	rich	rich	ADJ
biht-396	1	19	data	datum	NOUN
biht-396	1	20	versus	versus	ADP
biht-396	1	21	quantity	quantity	NOUN
biht-396	1	22	of	of	ADP
biht-396	1	23	data	datum	NOUN
biht-396	1	24	in	in	ADP
biht-396	1	25	code	code	NOUN
biht-396	1	26	generation	generation	NOUN
biht-396	1	27	ai	ai	VERB
biht-396	1	28	:	:	PUNCT
biht-396	1	29	a	a	DET
biht-396	1	30	paradigm	paradigm	NOUN
biht-396	1	31	shift	shift	NOUN
biht-396	1	32	for	for	ADP
biht-396	1	33	healthcare	healthcare	PROPN
biht-396	1	34	muthu	muthu	PROPN
biht-396	1	35	ramachandran	ramachandran	PROPN
biht-396	1	36	,	,	PUNCT
biht-396	1	37	phd1,2	phd1,2	PROPN
biht-396	1	38	and	and	CCONJ
biht-396	1	39	steven	steven	PROPN
biht-396	1	40	fouracre3	fouracre3	PROPN
biht-396	2	1	1research	1research	NUM
biht-396	2	2	consultant	consultant	NOUN
biht-396	2	3	atforti5	atforti5	PROPN
biht-396	2	4	tech	tech	NOUN
biht-396	2	5	and	and	CCONJ
biht-396	2	6	at	at	ADP
biht-396	2	7	self	self	NOUN
biht-396	2	8	-	-	PUNCT
biht-396	2	9	evolving	evolve	VERB
biht-396	2	10	software	software	NOUN
biht-396	2	11	(	(	PUNCT
biht-396	2	12	ses	ses	PROPN
biht-396	2	13	)	)	PUNCT
biht-396	2	14	systems	system	NOUN
biht-396	2	15	group	group	NOUN
biht-396	2	16	,	,	PUNCT
biht-396	2	17	london	london	PROPN
biht-396	2	18	,	,	PUNCT
biht-396	2	19	uk	uk	PROPN
biht-396	2	20	;	;	PUNCT
biht-396	2	21	2professor	2professor	NUM
biht-396	2	22	extraordinarous	extraordinarous	ADJ
biht-396	2	23	at	at	ADP
biht-396	2	24	university	university	PROPN
biht-396	2	25	of	of	ADP
biht-396	2	26	south	south	PROPN
biht-396	2	27	africa	africa	PROPN
biht-396	2	28	(	(	PUNCT
biht-396	2	29	unisa	unisa	NOUN
biht-396	2	30	)	)	PUNCT
biht-396	2	31	,	,	PUNCT
biht-396	2	32	pretoria	pretoria	PROPN
biht-396	2	33	,	,	PUNCT
biht-396	2	34	south	south	PROPN
biht-396	2	35	africa	africa	PROPN
biht-396	2	36	;	;	PUNCT
biht-396	2	37	3ceo	3ceo	NUM
biht-396	2	38	,	,	PUNCT
biht-396	2	39	self	self	NOUN
biht-396	2	40	-	-	PUNCT
biht-396	2	41	evolving	evolve	VERB
biht-396	2	42	software	software	NOUN
biht-396	2	43	(	(	PUNCT
biht-396	2	44	ses	ses	PROPN
biht-396	2	45	)	)	PUNCT
biht-396	2	46	systems	system	NOUN
biht-396	2	47	group	group	NOUN
biht-396	2	48	,	,	PUNCT
biht-396	2	49	london	london	PROPN
biht-396	2	50	,	,	PUNCT
biht-396	2	51	uk	uk	PROPN
biht-396	2	52	corresponding	corresponding	ADJ
biht-396	2	53	author	author	NOUN
biht-396	2	54	:	:	PUNCT
biht-396	2	55	muthu	muthu	PROPN
biht-396	2	56	ramachandran	ramachandran	PROPN
biht-396	2	57	,	,	PUNCT
biht-396	2	58	email	email	NOUN
biht-396	2	59	:	:	PUNCT
biht-396	2	60	muthuram@ieee.org	muthuram@ieee.org	PROPN
biht-396	2	61	doi	doi	PROPN
biht-396	2	62	:	:	PUNCT
biht-396	2	63	https://doi.org/10.30953/bhty.v8.396	https://doi.org/10.30953/bhty.v8.396	PUNCT
biht-396	2	64	keywords	keyword	NOUN
biht-396	2	65	:	:	PUNCT
biht-396	2	66	code	code	VERB
biht-396	2	67	generative	generative	NOUN
biht-396	2	68	ai	ai	PROPN
biht-396	2	69	,	,	PUNCT
biht-396	2	70	code	code	PROPN
biht-396	2	71	gen	gen	PROPN
biht-396	2	72	ai	ai	VERB
biht-396	2	73	in	in	ADP
biht-396	2	74	healthcare	healthcare	PROPN
biht-396	2	75	,	,	PUNCT
biht-396	2	76	large	large	ADJ
biht-396	2	77	language	language	NOUN
biht-396	2	78	models	model	NOUN
biht-396	2	79	,	,	PUNCT
biht-396	2	80	llm	llm	PROPN
biht-396	2	81	,	,	PUNCT
biht-396	2	82	rich	rich	ADJ
biht-396	2	83	data	datum	NOUN
biht-396	2	84	,	,	PUNCT
biht-396	2	85	self	self	NOUN
biht-396	2	86	-	-	PUNCT
biht-396	2	87	evolving	evolve	VERB
biht-396	2	88	software	software	NOUN
biht-396	2	89	,	,	PUNCT
biht-396	2	90	ses	se	NOUN
biht-396	2	91	,	,	PUNCT
biht-396	2	92	software	software	NOUN
biht-396	2	93	engineering	engineering	NOUN
biht-396	2	94	abstract	abstract	NOUN
biht-396	2	95	in	in	ADP
biht-396	2	96	the	the	DET
biht-396	2	97	context	context	NOUN
biht-396	2	98	of	of	ADP
biht-396	2	99	code	code	NOUN
biht-396	2	100	generation	generation	NOUN
biht-396	2	101	ai	ai	VERB
biht-396	2	102	(	(	PUNCT
biht-396	2	103	code	code	NOUN
biht-396	2	104	gen	gen	PROPN
biht-396	2	105	ai	ai	NOUN
biht-396	2	106	)	)	PUNCT
biht-396	2	107	,	,	PUNCT
biht-396	2	108	“	"	PUNCT
biht-396	2	109	rich	rich	ADJ
biht-396	2	110	”	"	PUNCT
biht-396	2	111	and	and	CCONJ
biht-396	2	112	“	"	PUNCT
biht-396	2	113	quality	quality	NOUN
biht-396	2	114	”	"	PUNCT
biht-396	2	115	data	datum	NOUN
biht-396	2	116	refer	refer	VERB
biht-396	2	117	to	to	ADP
biht-396	2	118	datasets	dataset	NOUN
biht-396	2	119	that	that	PRON
biht-396	2	120	are	be	AUX
biht-396	2	121	not	not	PART
biht-396	2	122	only	only	ADV
biht-396	2	123	syntactically	syntactically	ADV
biht-396	2	124	and	and	CCONJ
biht-396	2	125	structurally	structurally	ADV
biht-396	2	126	sound	sound	ADJ
biht-396	2	127	but	but	CCONJ
biht-396	2	128	also	also	ADV
biht-396	2	129	context	context	NOUN
biht-396	2	130	-	-	PUNCT
biht-396	2	131	aware	aware	ADJ
biht-396	2	132	,	,	PUNCT
biht-396	2	133	domain	domain	NOUN
biht-396	2	134	-	-	PUNCT
biht-396	2	135	specific	specific	ADJ
biht-396	2	136	,	,	PUNCT
biht-396	2	137	and	and	CCONJ
biht-396	2	138	semantically	semantically	ADV
biht-396	2	139	aligned	align	VERB
biht-396	2	140	with	with	ADP
biht-396	2	141	the	the	DET
biht-396	2	142	target	target	NOUN
biht-396	2	143	application	application	NOUN
biht-396	2	144	.	.	PUNCT
biht-396	3	1	unlike	unlike	ADP
biht-396	3	2	large	large	ADJ
biht-396	3	3	-	-	PUNCT
biht-396	3	4	scale	scale	NOUN
biht-396	3	5	,	,	PUNCT
biht-396	3	6	general	general	ADJ
biht-396	3	7	-	-	PUNCT
biht-396	3	8	purpose	purpose	NOUN
biht-396	3	9	code	code	NOUN
biht-396	3	10	corpora	corpora	NOUN
biht-396	3	11	scraped	scrape	VERB
biht-396	3	12	from	from	ADP
biht-396	3	13	open	open	ADJ
biht-396	3	14	repositories	repository	NOUN
biht-396	3	15	,	,	PUNCT
biht-396	3	16	rich	rich	ADJ
biht-396	3	17	datasets	dataset	NOUN
biht-396	3	18	are	be	AUX
biht-396	3	19	curated	curate	VERB
biht-396	3	20	to	to	PART
biht-396	3	21	reflect	reflect	VERB
biht-396	3	22	regulatory	regulatory	ADJ
biht-396	3	23	requirements	requirement	NOUN
biht-396	3	24	,	,	PUNCT
biht-396	3	25	architectural	architectural	ADJ
biht-396	3	26	patterns	pattern	NOUN
biht-396	3	27	,	,	PUNCT
biht-396	3	28	and	and	CCONJ
biht-396	3	29	problem	problem	NOUN
biht-396	3	30	-	-	PUNCT
biht-396	3	31	solving	solve	VERB
biht-396	3	32	conventions	convention	NOUN
biht-396	3	33	within	within	ADP
biht-396	3	34	a	a	DET
biht-396	3	35	given	give	VERB
biht-396	3	36	field	field	NOUN
biht-396	3	37	.	.	PUNCT
biht-396	4	1	this	this	DET
biht-396	4	2	distinction	distinction	NOUN
biht-396	4	3	is	be	AUX
biht-396	4	4	critically	critically	ADV
biht-396	4	5	important	important	ADJ
biht-396	4	6	when	when	SCONJ
biht-396	4	7	deploying	deploy	VERB
biht-396	4	8	code	code	NOUN
biht-396	4	9	gen	gen	PROPN
biht-396	4	10	ai	ai	VERB
biht-396	4	11	in	in	ADP
biht-396	4	12	the	the	DET
biht-396	4	13	healthcare	healthcare	NOUN
biht-396	4	14	sector	sector	NOUN
biht-396	4	15	,	,	PUNCT
biht-396	4	16	where	where	SCONJ
biht-396	4	17	software	software	NOUN
biht-396	4	18	must	must	AUX
biht-396	4	19	meet	meet	VERB
biht-396	4	20	rigorous	rigorous	ADJ
biht-396	4	21	standards	standard	NOUN
biht-396	4	22	for	for	ADP
biht-396	4	23	safety	safety	NOUN
biht-396	4	24	,	,	PUNCT
biht-396	4	25	auditability	auditability	NOUN
biht-396	4	26	,	,	PUNCT
biht-396	4	27	and	and	CCONJ
biht-396	4	28	compliance	compliance	NOUN
biht-396	4	29	.	.	PUNCT
biht-396	5	1	blindly	blindly	ADV
biht-396	5	2	scaling	scale	VERB
biht-396	5	3	models	model	NOUN
biht-396	5	4	with	with	ADP
biht-396	5	5	low	low	ADJ
biht-396	5	6	-	-	PUNCT
biht-396	5	7	quality	quality	NOUN
biht-396	5	8	or	or	CCONJ
biht-396	5	9	irrelevant	irrelevant	ADJ
biht-396	5	10	data	datum	NOUN
biht-396	5	11	may	may	AUX
biht-396	5	12	lead	lead	VERB
biht-396	5	13	to	to	ADP
biht-396	5	14	brittle	brittle	ADJ
biht-396	5	15	,	,	PUNCT
biht-396	5	16	error	error	NOUN
biht-396	5	17	-	-	PUNCT
biht-396	5	18	prone	prone	ADJ
biht-396	5	19	systems	system	NOUN
biht-396	5	20	—	—	PUNCT
biht-396	5	21	posing	pose	VERB
biht-396	5	22	risks	risk	NOUN
biht-396	5	23	not	not	PART
biht-396	5	24	only	only	ADV
biht-396	5	25	to	to	ADP
biht-396	5	26	patients	patient	NOUN
biht-396	5	27	and	and	CCONJ
biht-396	5	28	providers	provider	NOUN
biht-396	5	29	but	but	CCONJ
biht-396	5	30	also	also	ADV
biht-396	5	31	to	to	ADP
biht-396	5	32	the	the	DET
biht-396	5	33	integrity	integrity	NOUN
biht-396	5	34	of	of	ADP
biht-396	5	35	digital	digital	PROPN
biht-396	5	36	healthcare	healthcare	PROPN
biht-396	5	37	infrastructure	infrastructure	NOUN
biht-396	5	38	.	.	PUNCT
biht-396	6	1	this	this	DET
biht-396	6	2	issue	issue	NOUN
biht-396	6	3	has	have	AUX
biht-396	6	4	not	not	PART
biht-396	6	5	been	be	AUX
biht-396	6	6	fully	fully	ADV
biht-396	6	7	addressed	address	VERB
biht-396	6	8	in	in	ADP
biht-396	6	9	the	the	DET
biht-396	6	10	code	code	NOUN
biht-396	6	11	gen	gen	PROPN
biht-396	6	12	ai	ai	VERB
biht-396	6	13	research	research	NOUN
biht-396	6	14	to	to	ADP
biht-396	6	15	date	date	NOUN
biht-396	6	16	.	.	PUNCT
biht-396	7	1	this	this	DET
biht-396	7	2	article	article	NOUN
biht-396	7	3	evaluates	evaluate	VERB
biht-396	7	4	the	the	DET
biht-396	7	5	critical	critical	ADJ
biht-396	7	6	trade	trade	NOUN
biht-396	7	7	-	-	PUNCT
biht-396	7	8	offs	off	NOUN
biht-396	7	9	between	between	ADP
biht-396	7	10	“	"	PUNCT
biht-396	7	11	rich	rich	ADJ
biht-396	7	12	data	datum	NOUN
biht-396	7	13	”	"	PUNCT
biht-396	7	14	and	and	CCONJ
biht-396	7	15	“	"	PUNCT
biht-396	7	16	data	data	NOUN
biht-396	7	17	quantity	quantity	NOUN
biht-396	7	18	”	"	PUNCT
biht-396	7	19	strategies	strategy	NOUN
biht-396	7	20	in	in	ADP
biht-396	7	21	code	code	NOUN
biht-396	7	22	gen	gen	PROPN
biht-396	7	23	ai	ai	PROPN
biht-396	7	24	and	and	CCONJ
biht-396	7	25	autonomous	autonomous	ADJ
biht-396	7	26	code	code	NOUN
biht-396	7	27	agents	agent	NOUN
biht-396	7	28	,	,	PUNCT
biht-396	7	29	focusing	focus	VERB
biht-396	7	30	on	on	ADP
biht-396	7	31	high	high	ADJ
biht-396	7	32	-	-	PUNCT
biht-396	7	33	integrity	integrity	NOUN
biht-396	7	34	sectors	sector	NOUN
biht-396	7	35	such	such	ADJ
biht-396	7	36	as	as	ADP
biht-396	7	37	healthcare	healthcare	NOUN
biht-396	7	38	.	.	PUNCT
biht-396	8	1	while	while	SCONJ
biht-396	8	2	code	code	NOUN
biht-396	8	3	gen	gen	PROPN
biht-396	8	4	ai	ai	NOUN
biht-396	8	5	can	can	AUX
biht-396	8	6	enhance	enhance	VERB
biht-396	8	7	productivity	productivity	NOUN
biht-396	8	8	by	by	ADP
biht-396	8	9	up	up	ADP
biht-396	8	10	to	to	PART
biht-396	8	11	55	55	NUM
biht-396	8	12	%	%	NOUN
biht-396	8	13	in	in	ADP
biht-396	8	14	controlled	control	VERB
biht-396	8	15	environments	environment	NOUN
biht-396	8	16	,	,	PUNCT
biht-396	8	17	models	model	NOUN
biht-396	8	18	trained	train	VERB
biht-396	8	19	on	on	ADP
biht-396	8	20	unfiltered	unfiltered	ADJ
biht-396	8	21	,	,	PUNCT
biht-396	8	22	large	large	ADJ
biht-396	8	23	-	-	PUNCT
biht-396	8	24	scale	scale	NOUN
biht-396	8	25	datasets	dataset	NOUN
biht-396	8	26	often	often	ADV
biht-396	8	27	increase	increase	VERB
biht-396	8	28	code	code	NOUN
biht-396	8	29	duplication	duplication	NOUN
biht-396	8	30	,	,	PUNCT
biht-396	8	31	churn	churn	NOUN
biht-396	8	32	,	,	PUNCT
biht-396	8	33	and	and	CCONJ
biht-396	8	34	error	error	NOUN
biht-396	8	35	rates	rate	NOUN
biht-396	8	36	.	.	PUNCT
biht-396	9	1	the	the	DET
biht-396	9	2	central	central	ADJ
biht-396	9	3	challenge	challenge	NOUN
biht-396	9	4	is	be	AUX
biht-396	9	5	balancing	balance	VERB
biht-396	9	6	performance	performance	NOUN
biht-396	9	7	gains	gain	NOUN
biht-396	9	8	with	with	ADP
biht-396	9	9	reliability	reliability	NOUN
biht-396	9	10	,	,	PUNCT
biht-396	9	11	maintainability	maintainability	NOUN
biht-396	9	12	,	,	PUNCT
biht-396	9	13	and	and	CCONJ
biht-396	9	14	ethical	ethical	ADJ
biht-396	9	15	accountability	accountability	NOUN
biht-396	9	16	.	.	PUNCT
biht-396	10	1	in	in	ADP
biht-396	10	2	healthcare	healthcare	PROPN
biht-396	10	3	,	,	PUNCT
biht-396	10	4	codebases	codebase	NOUN
biht-396	10	5	must	must	AUX
biht-396	10	6	embody	embody	VERB
biht-396	10	7	accuracy	accuracy	NOUN
biht-396	10	8	,	,	PUNCT
biht-396	10	9	traceability	traceability	NOUN
biht-396	10	10	,	,	PUNCT
biht-396	10	11	and	and	CCONJ
biht-396	10	12	data	datum	NOUN
biht-396	10	13	privacy	privacy	NOUN
biht-396	10	14	—	—	PUNCT
biht-396	10	15	attributes	attribute	NOUN
biht-396	10	16	often	often	ADV
biht-396	10	17	diluted	dilute	VERB
biht-396	10	18	in	in	ADP
biht-396	10	19	large	large	ADJ
biht-396	10	20	but	but	CCONJ
biht-396	10	21	uncurated	uncurated	ADJ
biht-396	10	22	training	training	NOUN
biht-396	10	23	sets	set	NOUN
biht-396	10	24	.	.	PUNCT
biht-396	11	1	using	use	VERB
biht-396	11	2	self	self	NOUN
biht-396	11	3	-	-	PUNCT
biht-396	11	4	evolving	evolve	VERB
biht-396	11	5	software	software	NOUN
biht-396	11	6	as	as	ADP
biht-396	11	7	a	a	DET
biht-396	11	8	case	case	NOUN
biht-396	11	9	study	study	NOUN
biht-396	11	10	,	,	PUNCT
biht-396	11	11	this	this	DET
biht-396	11	12	article	article	NOUN
biht-396	11	13	contrasts	contrast	VERB
biht-396	11	14	the	the	DET
biht-396	11	15	outcomes	outcome	NOUN
biht-396	11	16	of	of	ADP
biht-396	11	17	both	both	DET
biht-396	11	18	approaches	approach	NOUN
biht-396	11	19	and	and	CCONJ
biht-396	11	20	introduces	introduce	NOUN
biht-396	11	21	a	a	DET
biht-396	11	22	weighted	weight	VERB
biht-396	11	23	data	data	NOUN
biht-396	11	24	selection	selection	NOUN
biht-396	11	25	matrix	matrix	NOUN
biht-396	11	26	tailored	tailor	VERB
biht-396	11	27	to	to	PART
biht-396	11	28	code	code	VERB
biht-396	11	29	gen	gen	PROPN
biht-396	11	30	ai	ai	PROPN
biht-396	11	31	systems	system	NOUN
biht-396	11	32	.	.	PUNCT
biht-396	12	1	the	the	DET
biht-396	12	2	findings	finding	NOUN
biht-396	12	3	demonstrate	demonstrate	VERB
biht-396	12	4	that	that	SCONJ
biht-396	12	5	rich	rich	ADJ
biht-396	12	6	,	,	PUNCT
biht-396	12	7	curated	curate	VERB
biht-396	12	8	,	,	PUNCT
biht-396	12	9	domain	domain	NOUN
biht-396	12	10	-	-	PUNCT
biht-396	12	11	specific	specific	ADJ
biht-396	12	12	datasets	dataset	NOUN
biht-396	12	13	consistently	consistently	ADV
biht-396	12	14	produce	produce	VERB
biht-396	12	15	more	more	ADV
biht-396	12	16	robust	robust	ADJ
biht-396	12	17	,	,	PUNCT
biht-396	12	18	compliant	compliant	ADJ
biht-396	12	19	,	,	PUNCT
biht-396	12	20	and	and	CCONJ
biht-396	12	21	sustainable	sustainable	ADJ
biht-396	12	22	code	code	NOUN
biht-396	12	23	,	,	PUNCT
biht-396	12	24	especially	especially	ADV
biht-396	12	25	in	in	ADP
biht-396	12	26	sectors	sector	NOUN
biht-396	12	27	where	where	SCONJ
biht-396	12	28	quality	quality	NOUN
biht-396	12	29	and	and	CCONJ
biht-396	12	30	governance	governance	NOUN
biht-396	12	31	are	be	AUX
biht-396	12	32	non	non	ADJ
biht-396	12	33	-	-	ADJ
biht-396	12	34	negotiable	negotiable	ADJ
biht-396	12	35	.	.	PUNCT
biht-396	13	1	plain	plain	ADJ
biht-396	13	2	language	language	NOUN
biht-396	13	3	summary	summary	NOUN
biht-396	13	4	the	the	DET
biht-396	13	5	authors	author	NOUN
biht-396	13	6	compare	compare	VERB
biht-396	13	7	two	two	NUM
biht-396	13	8	different	different	ADJ
biht-396	13	9	approaches	approach	NOUN
biht-396	13	10	to	to	ADP
biht-396	13	11	training	train	VERB
biht-396	14	1	ai	ai	NOUN
biht-396	14	2	systems	system	NOUN
biht-396	14	3	that	that	PRON
biht-396	14	4	write	write	VERB
biht-396	14	5	computer	computer	NOUN
biht-396	14	6	code	code	NOUN
biht-396	14	7	:	:	PUNCT
biht-396	14	8	one	one	NUM
biht-396	14	9	that	that	PRON
biht-396	14	10	uses	use	VERB
biht-396	14	11	massive	massive	ADJ
biht-396	14	12	amounts	amount	NOUN
biht-396	14	13	of	of	ADP
biht-396	14	14	general	general	PROPN
biht-396	14	15	code	code	NOUN
biht-396	14	16	data	datum	NOUN
biht-396	14	17	(	(	PUNCT
biht-396	14	18	“	"	PUNCT
biht-396	14	19	quantity	quantity	NOUN
biht-396	14	20	approach	approach	NOUN
biht-396	14	21	”	"	PUNCT
biht-396	14	22	)	)	PUNCT
biht-396	14	23	versus	versus	ADP
biht-396	14	24	one	one	NUM
biht-396	14	25	that	that	PRON
biht-396	14	26	uses	use	VERB
biht-396	14	27	smaller	small	ADJ
biht-396	14	28	but	but	CCONJ
biht-396	14	29	higher	high	ADJ
biht-396	14	30	-	-	PUNCT
biht-396	14	31	quality	quality	NOUN
biht-396	14	32	,	,	PUNCT
biht-396	14	33	specialized	specialized	ADJ
biht-396	14	34	data	datum	NOUN
biht-396	14	35	(	(	PUNCT
biht-396	14	36	“	"	PUNCT
biht-396	14	37	rich	rich	ADJ
biht-396	14	38	data	datum	NOUN
biht-396	14	39	approach	approach	NOUN
biht-396	14	40	”	"	PUNCT
biht-396	14	41	)	)	PUNCT
biht-396	14	42	.	.	PUNCT
biht-396	15	1	the	the	DET
biht-396	15	2	research	research	NOUN
biht-396	15	3	reveals	reveal	VERB
biht-396	15	4	that	that	SCONJ
biht-396	15	5	while	while	SCONJ
biht-396	15	6	the	the	DET
biht-396	15	7	quantity	quantity	NOUN
biht-396	15	8	approach	approach	NOUN
biht-396	15	9	might	might	AUX
biht-396	15	10	be	be	AUX
biht-396	15	11	faster	fast	ADJ
biht-396	15	12	to	to	PART
biht-396	15	13	set	set	VERB
biht-396	15	14	up	up	ADP
biht-396	15	15	and	and	CCONJ
biht-396	15	16	works	work	VERB
biht-396	15	17	for	for	ADP
biht-396	15	18	general	general	ADJ
biht-396	15	19	coding	code	VERB
biht-396	15	20	tasks	task	NOUN
biht-396	15	21	,	,	PUNCT
biht-396	15	22	it	it	PRON
biht-396	15	23	often	often	ADV
biht-396	15	24	creates	create	VERB
biht-396	15	25	serious	serious	ADJ
biht-396	15	26	problems	problem	NOUN
biht-396	15	27	in	in	ADP
biht-396	15	28	sensitive	sensitive	ADJ
biht-396	15	29	areas	area	NOUN
biht-396	15	30	like	like	ADP
biht-396	15	31	healthcare	healthcare	PROPN
biht-396	15	32	software	software	NOUN
biht-396	15	33	.	.	PUNCT
biht-396	16	1	these	these	DET
biht-396	16	2	problems	problem	NOUN
biht-396	16	3	include	include	VERB
biht-396	16	4	duplicate	duplicate	ADJ
biht-396	16	5	code	code	NOUN
biht-396	16	6	,	,	PUNCT
biht-396	16	7	security	security	NOUN
biht-396	16	8	vulnerabilities	vulnerability	NOUN
biht-396	16	9	,	,	PUNCT
biht-396	16	10	and	and	CCONJ
biht-396	16	11	code	code	NOUN
biht-396	16	12	that	that	PRON
biht-396	16	13	does	do	AUX
biht-396	16	14	not	not	PART
biht-396	16	15	comply	comply	VERB
biht-396	16	16	with	with	ADP
biht-396	16	17	regulations	regulation	NOUN
biht-396	16	18	like	like	ADP
biht-396	16	19	the	the	DET
biht-396	16	20	health	health	NOUN
biht-396	16	21	insurance	insurance	NOUN
biht-396	16	22	portability	portability	NOUN
biht-396	16	23	and	and	CCONJ
biht-396	16	24	accountability	accountability	NOUN
biht-396	16	25	act	act	NOUN
biht-396	16	26	of	of	ADP
biht-396	16	27	1996	1996	NUM
biht-396	16	28	.	.	PUNCT
biht-396	17	1	the	the	DET
biht-396	17	2	researchers	researcher	NOUN
biht-396	17	3	studied	study	VERB
biht-396	17	4	a	a	DET
biht-396	17	5	system	system	NOUN
biht-396	17	6	called	call	VERB
biht-396	17	7	self	self	NOUN
biht-396	17	8	-	-	PUNCT
biht-396	17	9	evolving	evolve	VERB
biht-396	17	10	software	software	NOUN
biht-396	17	11	(	(	PUNCT
biht-396	17	12	ses	ses	PROPN
biht-396	17	13	)	)	PUNCT
biht-396	17	14	that	that	PRON
biht-396	17	15	uses	use	VERB
biht-396	17	16	the	the	DET
biht-396	17	17	rich	rich	ADJ
biht-396	17	18	data	datum	NOUN
biht-396	17	19	approach	approach	NOUN
biht-396	17	20	.	.	PUNCT
biht-396	18	1	in	in	ADP
biht-396	18	2	healthcare	healthcare	PROPN
biht-396	18	3	settings	setting	NOUN
biht-396	18	4	,	,	PUNCT
biht-396	18	5	ses	se	NOUN
biht-396	18	6	produced	produce	VERB
biht-396	18	7	better	well	ADJ
biht-396	18	8	results	result	NOUN
biht-396	18	9	by	by	ADP
biht-396	18	10	generating	generate	VERB
biht-396	18	11	code	code	NOUN
biht-396	18	12	that	that	PRON
biht-396	18	13	results	result	VERB
biht-396	18	14	in	in	ADP
biht-396	18	15	less	less	ADJ
biht-396	18	16	rework	rework	ADJ
biht-396	18	17	time	time	NOUN
biht-396	18	18	and	and	CCONJ
biht-396	18	19	elimination	elimination	NOUN
biht-396	18	20	of	of	ADP
biht-396	18	21	repeated	repeat	VERB
biht-396	18	22	documentation	documentation	NOUN
biht-396	18	23	errors	error	NOUN
biht-396	18	24	,	,	PUNCT
biht-396	18	25	all	all	PRON
biht-396	18	26	fully	fully	ADV
biht-396	18	27	compliant	compliant	ADJ
biht-396	18	28	with	with	ADP
biht-396	18	29	healthcare	healthcare	PROPN
biht-396	18	30	privacy	privacy	NOUN
biht-396	18	31	laws	law	NOUN
biht-396	18	32	.	.	PUNCT
biht-396	19	1	the	the	DET
biht-396	19	2	authors	author	NOUN
biht-396	19	3	conclude	conclude	VERB
biht-396	19	4	that	that	SCONJ
biht-396	19	5	for	for	ADP
biht-396	19	6	important	important	ADJ
biht-396	19	7	software	software	NOUN
biht-396	19	8	in	in	ADP
biht-396	19	9	regulated	regulated	ADJ
biht-396	19	10	industries	industry	NOUN
biht-396	19	11	like	like	ADP
biht-396	19	12	healthcare	healthcare	PROPN
biht-396	19	13	,	,	PUNCT
biht-396	19	14	the	the	DET
biht-396	19	15	quality	quality	NOUN
biht-396	19	16	of	of	ADP
biht-396	19	17	data	datum	NOUN
biht-396	19	18	used	use	VERB
biht-396	19	19	to	to	PART
biht-396	19	20	train	train	VERB
biht-396	19	21	artificial	artificial	ADJ
biht-396	19	22	intelligence	intelligence	NOUN
biht-396	19	23	coding	code	VERB
biht-396	19	24	tools	tool	NOUN
biht-396	19	25	matters	matter	VERB
biht-396	19	26	much	much	ADV
biht-396	19	27	more	more	ADJ
biht-396	19	28	than	than	ADP
biht-396	19	29	the	the	DET
biht-396	19	30	quantity	quantity	NOUN
biht-396	19	31	.	.	PUNCT
biht-396	20	1	using	use	VERB
biht-396	20	2	carefully	carefully	ADV
biht-396	20	3	selected	select	VERB
biht-396	20	4	,	,	PUNCT
biht-396	20	5	blockchain	blockchain	PROPN
biht-396	20	6	in	in	ADP
biht-396	20	7	healthcare	healthcare	PROPN
biht-396	20	8	today	today	NOUN
biht-396	20	9	issn	issn	PROPN
biht-396	20	10	2573	2573	NUM
biht-396	20	11	-	-	SYM
biht-396	20	12	8240	8240	NUM
biht-396	20	13	https://orcid.org/0000-0002-5303-3100	https://orcid.org/0000-0002-5303-3100	NOUN
biht-396	20	14	mailto:muthuram@ieee.org	mailto:muthuram@ieee.org	PROPN
biht-396	20	15	https://doi.org/10.30953/bhty.v8.396	https://doi.org/10.30953/bhty.v8.396	DET
biht-396	20	16	citation	citation	NOUN
biht-396	20	17	:	:	PUNCT
biht-396	21	1	blockchain	blockchain	NOUN
biht-396	21	2	in	in	ADP
biht-396	21	3	healthcare	healthcare	NOUN
biht-396	21	4	today	today	NOUN
biht-396	21	5	2025	2025	NUM
biht-396	21	6	,	,	PUNCT
biht-396	21	7	8	8	NUM
biht-396	21	8	:	:	SYM
biht-396	21	9	396	396	NUM
biht-396	21	10	https://doi.org/10.30953/bhty.v8.3962	https://doi.org/10.30953/bhty.v8.3962	NOUN
biht-396	21	11	(	(	PUNCT
biht-396	21	12	page	page	NOUN
biht-396	21	13	number	number	NOUN
biht-396	21	14	not	not	PART
biht-396	21	15	for	for	ADP
biht-396	21	16	citation	citation	NOUN
biht-396	21	17	purpose	purpose	NOUN
biht-396	21	18	)	)	PUNCT
biht-396	21	19	muthu	muthu	PROPN
biht-396	21	20	ramachandran	ramachandran	PROPN
biht-396	21	21	and	and	CCONJ
biht-396	21	22	steven	steven	PROPN
biht-396	21	23	fouracre	fouracre	PROPN
biht-396	21	24	well	well	ADV
biht-396	21	25	-	-	PUNCT
biht-396	21	26	documented	document	VERB
biht-396	21	27	code	code	NOUN
biht-396	21	28	examples	example	NOUN
biht-396	21	29	rather	rather	ADV
biht-396	21	30	than	than	ADP
biht-396	21	31	scraping	scrape	VERB
biht-396	21	32	massive	massive	ADJ
biht-396	21	33	amounts	amount	NOUN
biht-396	21	34	of	of	ADP
biht-396	21	35	code	code	NOUN
biht-396	21	36	from	from	ADP
biht-396	21	37	public	public	ADJ
biht-396	21	38	repositories	repository	NOUN
biht-396	21	39	is	be	AUX
biht-396	21	40	recommended	recommend	VERB
biht-396	21	41	.	.	PUNCT
biht-396	22	1	this	this	DET
biht-396	22	2	 	 	SPACE
biht-396	22	3	approach	approach	NOUN
biht-396	22	4	creates	create	VERB
biht-396	22	5	more	more	ADV
biht-396	22	6	reliable	reliable	ADJ
biht-396	22	7	,	,	PUNCT
biht-396	22	8	secure	secure	ADJ
biht-396	22	9	,	,	PUNCT
biht-396	22	10	and	and	CCONJ
biht-396	22	11	maintainable	maintainable	ADJ
biht-396	22	12	software	software	NOUN
biht-396	22	13	,	,	PUNCT
biht-396	22	14	especially	especially	ADV
biht-396	22	15	when	when	SCONJ
biht-396	22	16	health	health	NOUN
biht-396	22	17	or	or	CCONJ
biht-396	22	18	privacy	privacy	NOUN
biht-396	22	19	is	be	AUX
biht-396	22	20	at	at	ADP
biht-396	22	21	stake	stake	NOUN
biht-396	22	22	.	.	PUNCT
biht-396	23	1	received	receive	VERB
biht-396	23	2	:	:	PUNCT
biht-396	23	3	april	april	PROPN
biht-396	23	4	16	16	NUM
biht-396	23	5	,	,	PUNCT
biht-396	23	6	2025	2025	NUM
biht-396	23	7	;	;	PUNCT
biht-396	23	8	accepted	accept	VERB
biht-396	23	9	:	:	PUNCT
biht-396	23	10	may	may	AUX
biht-396	23	11	27	27	NUM
biht-396	23	12	,	,	PUNCT
biht-396	23	13	2025	2025	NUM
biht-396	23	14	;	;	PUNCT
biht-396	23	15	published	publish	VERB
biht-396	23	16	:	:	PUNCT
biht-396	23	17	june	june	PROPN
biht-396	23	18	18	18	NUM
biht-396	23	19	,	,	PUNCT
biht-396	23	20	2025	2025	NUM
biht-396	23	21	code	code	NOUN
biht-396	23	22	generation	generation	NOUN
biht-396	23	23	ai	ai	VERB
biht-396	23	24	(	(	PUNCT
biht-396	23	25	code	code	NOUN
biht-396	23	26	gen	gen	PROPN
biht-396	23	27	ai	ai	NOUN
biht-396	23	28	)	)	PUNCT
biht-396	23	29	is	be	AUX
biht-396	23	30	transforming	transform	VERB
biht-396	23	31	software	software	NOUN
biht-396	23	32	development	development	NOUN
biht-396	23	33	,	,	PUNCT
biht-396	23	34	particularly	particularly	ADV
biht-396	23	35	in	in	ADP
biht-396	23	36	high	high	ADJ
biht-396	23	37	-	-	PUNCT
biht-396	23	38	integrity	integrity	NOUN
biht-396	23	39	sectors	sector	NOUN
biht-396	23	40	like	like	ADP
biht-396	23	41	healthcare	healthcare	NOUN
biht-396	23	42	and	and	CCONJ
biht-396	23	43	regulated	regulated	ADJ
biht-396	23	44	enterprises	enterprise	NOUN
biht-396	23	45	.	.	PUNCT
biht-396	24	1	in	in	ADP
biht-396	24	2	this	this	DET
biht-396	24	3	article	article	NOUN
biht-396	24	4	,	,	PUNCT
biht-396	24	5	the	the	DET
biht-396	24	6	authors	author	NOUN
biht-396	24	7	evaluate	evaluate	VERB
biht-396	24	8	critical	critical	ADJ
biht-396	24	9	trade	trade	NOUN
biht-396	24	10	-	-	PUNCT
biht-396	24	11	offs	off	NOUN
biht-396	24	12	between	between	ADP
biht-396	24	13	“	"	PUNCT
biht-396	24	14	rich	rich	ADJ
biht-396	24	15	data	datum	NOUN
biht-396	24	16	”	"	PUNCT
biht-396	24	17	and	and	CCONJ
biht-396	24	18	“	"	PUNCT
biht-396	24	19	data	data	NOUN
biht-396	24	20	quantity	quantity	NOUN
biht-396	24	21	”	"	PUNCT
biht-396	24	22	in	in	ADP
biht-396	24	23	code	code	NOUN
biht-396	24	24	gen	gen	PROPN
biht-396	24	25	ai	ai	PROPN
biht-396	24	26	and	and	CCONJ
biht-396	24	27	autonomous	autonomous	ADJ
biht-396	24	28	code	code	NOUN
biht-396	24	29	agents	agent	NOUN
biht-396	24	30	.	.	PUNCT
biht-396	25	1	while	while	SCONJ
biht-396	25	2	code	code	NOUN
biht-396	25	3	gen	gen	PROPN
biht-396	25	4	ai	ai	NOUN
biht-396	25	5	can	can	AUX
biht-396	25	6	enhance	enhance	VERB
biht-396	25	7	productivity	productivity	NOUN
biht-396	25	8	up	up	ADP
biht-396	25	9	to	to	PART
biht-396	25	10	55	55	NUM
biht-396	25	11	%	%	NOUN
biht-396	25	12	in	in	ADP
biht-396	25	13	controlled	control	VERB
biht-396	25	14	environments	environment	NOUN
biht-396	25	15	,	,	PUNCT
biht-396	25	16	it	it	PRON
biht-396	25	17	can	can	AUX
biht-396	25	18	also	also	ADV
biht-396	25	19	significantly	significantly	ADV
biht-396	25	20	increase	increase	VERB
biht-396	25	21	code	code	NOUN
biht-396	25	22	duplication	duplication	NOUN
biht-396	25	23	,	,	PUNCT
biht-396	25	24	churn	churn	NOUN
biht-396	25	25	,	,	PUNCT
biht-396	25	26	and	and	CCONJ
biht-396	25	27	error	error	NOUN
biht-396	25	28	rates	rate	NOUN
biht-396	25	29	when	when	SCONJ
biht-396	25	30	trained	train	VERB
biht-396	25	31	or	or	CCONJ
biht-396	25	32	operated	operate	VERB
biht-396	25	33	with	with	ADP
biht-396	25	34	unfiltered	unfiltered	ADJ
biht-396	25	35	,	,	PUNCT
biht-396	25	36	large	large	ADJ
biht-396	25	37	-	-	PUNCT
biht-396	25	38	scale	scale	NOUN
biht-396	25	39	data.1–16	data.1–16	NOUN
biht-396	25	40	in	in	ADP
biht-396	25	41	high	high	ADJ
biht-396	25	42	-	-	PUNCT
biht-396	25	43	integrity	integrity	NOUN
biht-396	25	44	sectors	sector	NOUN
biht-396	25	45	where	where	SCONJ
biht-396	25	46	accuracy	accuracy	NOUN
biht-396	25	47	,	,	PUNCT
biht-396	25	48	auditability	auditability	NOUN
biht-396	25	49	,	,	PUNCT
biht-396	25	50	and	and	CCONJ
biht-396	25	51	privacy	privacy	NOUN
biht-396	25	52	are	be	AUX
biht-396	25	53	paramount	paramount	ADJ
biht-396	25	54	,	,	PUNCT
biht-396	25	55	data	datum	NOUN
biht-396	25	56	richness	richness	NOUN
biht-396	25	57	often	often	ADV
biht-396	25	58	outperforms	outperform	VERB
biht-396	25	59	brute	brute	ADJ
biht-396	25	60	-	-	PUNCT
biht-396	25	61	force	force	NOUN
biht-396	25	62	scaling	scale	VERB
biht-396	25	63	strategies	strategy	NOUN
biht-396	25	64	.	.	PUNCT
biht-396	26	1	this	this	DET
biht-396	26	2	article	article	NOUN
biht-396	26	3	contrasts	contrast	VERB
biht-396	26	4	outcomes	outcome	NOUN
biht-396	26	5	from	from	ADP
biht-396	26	6	data	datum	NOUN
biht-396	26	7	quantity	quantity	NOUN
biht-396	26	8	versus	versus	ADP
biht-396	26	9	data	datum	NOUN
biht-396	26	10	richness	richness	NOUN
biht-396	26	11	paradigms	paradigm	NOUN
biht-396	26	12	using	use	VERB
biht-396	26	13	self	self	NOUN
biht-396	26	14	-	-	PUNCT
biht-396	26	15	evolving	evolve	VERB
biht-396	26	16	software	software	NOUN
biht-396	26	17	(	(	PUNCT
biht-396	26	18	ses	ses	PROPN
biht-396	26	19	)	)	PUNCT
biht-396	26	20	as	as	ADP
biht-396	26	21	a	a	DET
biht-396	26	22	case	case	NOUN
biht-396	26	23	study	study	NOUN
biht-396	26	24	and	and	CCONJ
biht-396	26	25	proposes	propose	VERB
biht-396	26	26	a	a	DET
biht-396	26	27	weighted	weight	VERB
biht-396	26	28	matrix	matrix	NOUN
biht-396	26	29	for	for	ADP
biht-396	26	30	data	datum	NOUN
biht-396	26	31	selection	selection	NOUN
biht-396	26	32	in	in	ADP
biht-396	26	33	code	code	NOUN
biht-396	26	34	gen	gen	PROPN
biht-396	26	35	ai	ai	AUX
biht-396	26	36	systems.6	systems.6	PROPN
biht-396	26	37	the	the	DET
biht-396	26	38	rise	rise	NOUN
biht-396	26	39	of	of	ADP
biht-396	26	40	code	code	NOUN
biht-396	26	41	gen	gen	PROPN
biht-396	26	42	ai	ai	NOUN
biht-396	26	43	is	be	AUX
biht-396	26	44	rapidly	rapidly	ADV
biht-396	26	45	transforming	transform	VERB
biht-396	26	46	the	the	DET
biht-396	26	47	landscape	landscape	NOUN
biht-396	26	48	of	of	ADP
biht-396	26	49	software	software	NOUN
biht-396	26	50	development	development	NOUN
biht-396	26	51	,	,	PUNCT
biht-396	26	52	especially	especially	ADV
biht-396	26	53	in	in	ADP
biht-396	26	54	highly	highly	ADV
biht-396	26	55	regulated	regulated	ADJ
biht-396	26	56	and	and	CCONJ
biht-396	26	57	high	high	ADJ
biht-396	26	58	-	-	PUNCT
biht-396	26	59	integrity	integrity	NOUN
biht-396	26	60	domains	domain	NOUN
biht-396	26	61	such	such	ADJ
biht-396	26	62	as	as	ADP
biht-396	26	63	healthcare	healthcare	NOUN
biht-396	26	64	,	,	PUNCT
biht-396	26	65	finance	finance	NOUN
biht-396	26	66	,	,	PUNCT
biht-396	26	67	and	and	CCONJ
biht-396	26	68	aerospace	aerospace	NOUN
biht-396	26	69	.	.	PUNCT
biht-396	27	1	these	these	DET
biht-396	27	2	systems	system	NOUN
biht-396	27	3	,	,	PUNCT
biht-396	27	4	powered	power	VERB
biht-396	27	5	by	by	ADP
biht-396	27	6	large	large	ADJ
biht-396	27	7	language	language	NOUN
biht-396	27	8	models	model	NOUN
biht-396	27	9	(	(	PUNCT
biht-396	27	10	llms	llm	NOUN
biht-396	27	11	)	)	PUNCT
biht-396	27	12	,	,	PUNCT
biht-396	27	13	can	can	AUX
biht-396	27	14	produce	produce	VERB
biht-396	27	15	code	code	NOUN
biht-396	27	16	from	from	ADP
biht-396	27	17	natural	natural	ADJ
biht-396	27	18	language	language	NOUN
biht-396	27	19	prompts	prompt	NOUN
biht-396	27	20	,	,	PUNCT
biht-396	27	21	optimize	optimize	VERB
biht-396	27	22	legacy	legacy	NOUN
biht-396	27	23	codebases	codebase	NOUN
biht-396	27	24	,	,	PUNCT
biht-396	27	25	and	and	CCONJ
biht-396	27	26	automate	automate	ADJ
biht-396	27	27	substantial	substantial	ADJ
biht-396	27	28	portions	portion	NOUN
biht-396	27	29	of	of	ADP
biht-396	27	30	the	the	DET
biht-396	27	31	software	software	NOUN
biht-396	27	32	development	development	NOUN
biht-396	27	33	lifecycle	lifecycle	NOUN
biht-396	27	34	.	.	PUNCT
biht-396	28	1	however	however	ADV
biht-396	28	2	,	,	PUNCT
biht-396	28	3	their	their	PRON
biht-396	28	4	performance	performance	NOUN
biht-396	28	5	and	and	CCONJ
biht-396	28	6	trustworthiness	trustworthiness	NOUN
biht-396	28	7	are	be	AUX
biht-396	28	8	deeply	deeply	ADV
biht-396	28	9	shaped	shape	VERB
biht-396	28	10	by	by	ADP
biht-396	28	11	the	the	DET
biht-396	28	12	nature	nature	NOUN
biht-396	28	13	and	and	CCONJ
biht-396	28	14	quality	quality	NOUN
biht-396	28	15	of	of	ADP
biht-396	28	16	the	the	DET
biht-396	28	17	data	datum	NOUN
biht-396	28	18	they	they	PRON
biht-396	28	19	are	be	AUX
biht-396	28	20	trained	train	VERB
biht-396	28	21	on.1	on.1	PROPN
biht-396	28	22	the	the	DET
biht-396	28	23	authors	author	NOUN
biht-396	28	24	investigated	investigate	VERB
biht-396	28	25	a	a	DET
biht-396	28	26	pivotal	pivotal	ADJ
biht-396	28	27	trade	trade	NOUN
biht-396	28	28	-	-	PUNCT
biht-396	28	29	off	off	NOUN
biht-396	28	30	in	in	ADP
biht-396	28	31	the	the	DET
biht-396	28	32	design	design	NOUN
biht-396	28	33	and	and	CCONJ
biht-396	28	34	deployment	deployment	NOUN
biht-396	28	35	of	of	ADP
biht-396	28	36	code	code	NOUN
biht-396	28	37	gen	gen	PROPN
biht-396	28	38	ai	ai	PROPN
biht-396	28	39	systems	system	NOUN
biht-396	28	40	:	:	PUNCT
biht-396	28	41	the	the	DET
biht-396	28	42	use	use	NOUN
biht-396	28	43	of	of	ADP
biht-396	28	44	“	"	PUNCT
biht-396	28	45	rich	rich	ADJ
biht-396	28	46	,	,	PUNCT
biht-396	28	47	curated	curate	VERB
biht-396	28	48	data	datum	NOUN
biht-396	28	49	”	"	PUNCT
biht-396	28	50	versus	versus	ADP
biht-396	28	51	“	"	PUNCT
biht-396	28	52	large	large	ADJ
biht-396	28	53	-	-	PUNCT
biht-396	28	54	scale	scale	NOUN
biht-396	28	55	,	,	PUNCT
biht-396	28	56	unfiltered	unfiltered	ADJ
biht-396	28	57	datasets	dataset	NOUN
biht-396	28	58	.	.	PUNCT
biht-396	28	59	”	"	PUNCT
biht-396	29	1	while	while	SCONJ
biht-396	29	2	the	the	DET
biht-396	29	3	industry	industry	NOUN
biht-396	29	4	has	have	AUX
biht-396	29	5	favored	favor	VERB
biht-396	29	6	scale	scale	NOUN
biht-396	29	7	for	for	ADP
biht-396	29	8	quick	quick	ADJ
biht-396	29	9	wins	win	NOUN
biht-396	29	10	in	in	ADP
biht-396	29	11	general	general	ADJ
biht-396	29	12	-	-	PUNCT
biht-396	29	13	purpose	purpose	NOUN
biht-396	29	14	tasks	task	NOUN
biht-396	29	15	,	,	PUNCT
biht-396	29	16	this	this	DET
biht-396	29	17	study	study	NOUN
biht-396	29	18	highlights	highlight	VERB
biht-396	29	19	the	the	DET
biht-396	29	20	risks	risk	NOUN
biht-396	29	21	of	of	ADP
biht-396	29	22	such	such	DET
biht-396	29	23	an	an	DET
biht-396	29	24	approach	approach	NOUN
biht-396	29	25	in	in	ADP
biht-396	29	26	sensitive	sensitive	ADJ
biht-396	29	27	sectors	sector	NOUN
biht-396	29	28	where	where	SCONJ
biht-396	29	29	reliability	reliability	NOUN
biht-396	29	30	,	,	PUNCT
biht-396	29	31	traceability	traceability	NOUN
biht-396	29	32	,	,	PUNCT
biht-396	29	33	and	and	CCONJ
biht-396	29	34	compliance	compliance	NOUN
biht-396	29	35	are	be	AUX
biht-396	29	36	critical	critical	ADJ
biht-396	29	37	.	.	PUNCT
biht-396	30	1	through	through	ADP
biht-396	30	2	the	the	DET
biht-396	30	3	lens	lens	NOUN
biht-396	30	4	of	of	ADP
biht-396	30	5	a	a	DET
biht-396	30	6	proprietary	proprietary	ADJ
biht-396	30	7	system	system	NOUN
biht-396	30	8	—	—	PUNCT
biht-396	30	9	ses	se	NOUN
biht-396	30	10	—	—	PUNCT
biht-396	30	11	we	we	PRON
biht-396	30	12	present	present	VERB
biht-396	30	13	empirical	empirical	ADJ
biht-396	30	14	and	and	CCONJ
biht-396	30	15	architectural	architectural	ADJ
biht-396	30	16	insights	insight	NOUN
biht-396	30	17	into	into	ADP
biht-396	30	18	how	how	SCONJ
biht-396	30	19	rich	rich	ADJ
biht-396	30	20	data	datum	NOUN
biht-396	30	21	contribute	contribute	VERB
biht-396	30	22	to	to	ADP
biht-396	30	23	superior	superior	ADJ
biht-396	30	24	outcomes	outcome	NOUN
biht-396	30	25	,	,	PUNCT
biht-396	30	26	from	from	ADP
biht-396	30	27	reduced	reduce	VERB
biht-396	30	28	technical	technical	ADJ
biht-396	30	29	debt	debt	NOUN
biht-396	30	30	to	to	ADP
biht-396	30	31	enhanced	enhanced	ADJ
biht-396	30	32	compliance	compliance	NOUN
biht-396	30	33	with	with	ADP
biht-396	30	34	privacy	privacy	NOUN
biht-396	30	35	regulations	regulation	NOUN
biht-396	30	36	.	.	PUNCT
biht-396	31	1	to	to	PART
biht-396	31	2	guide	guide	VERB
biht-396	31	3	practitioners	practitioner	NOUN
biht-396	31	4	and	and	CCONJ
biht-396	31	5	policymakers	policymaker	NOUN
biht-396	31	6	,	,	PUNCT
biht-396	31	7	the	the	DET
biht-396	31	8	authors	author	NOUN
biht-396	31	9	also	also	ADV
biht-396	31	10	propose	propose	VERB
biht-396	31	11	a	a	DET
biht-396	31	12	weighted	weighted	ADJ
biht-396	31	13	decision	decision	NOUN
biht-396	31	14	matrix	matrix	NOUN
biht-396	31	15	for	for	ADP
biht-396	31	16	selecting	select	VERB
biht-396	31	17	appropriate	appropriate	ADJ
biht-396	31	18	data	datum	NOUN
biht-396	31	19	sources	source	NOUN
biht-396	31	20	when	when	SCONJ
biht-396	31	21	deploying	deploy	VERB
biht-396	31	22	code	code	NOUN
biht-396	31	23	gen	gen	PROPN
biht-396	31	24	ai	ai	PROPN
biht-396	31	25	systems	system	NOUN
biht-396	31	26	in	in	ADP
biht-396	31	27	high	high	ADJ
biht-396	31	28	-	-	PUNCT
biht-396	31	29	stakes	stake	NOUN
biht-396	31	30	environments	environment	NOUN
biht-396	31	31	.	.	PUNCT
biht-396	32	1	this	this	DET
biht-396	32	2	article	article	NOUN
biht-396	32	3	is	be	AUX
biht-396	32	4	structured	structure	VERB
biht-396	32	5	to	to	PART
biht-396	32	6	explore	explore	VERB
biht-396	32	7	the	the	DET
biht-396	32	8	trade	trade	NOUN
biht-396	32	9	-	-	PUNCT
biht-396	32	10	offs	off	NOUN
biht-396	32	11	systematically	systematically	ADV
biht-396	32	12	between	between	ADP
biht-396	32	13	rich	rich	ADJ
biht-396	32	14	data	datum	NOUN
biht-396	32	15	and	and	CCONJ
biht-396	32	16	data	datum	NOUN
biht-396	32	17	quantity	quantity	NOUN
biht-396	32	18	in	in	ADP
biht-396	32	19	code	code	NOUN
biht-396	32	20	gen	gen	PROPN
biht-396	32	21	ai	ai	NOUN
biht-396	32	22	,	,	PUNCT
biht-396	32	23	with	with	ADP
biht-396	32	24	a	a	DET
biht-396	32	25	specific	specific	ADJ
biht-396	32	26	focus	focus	NOUN
biht-396	32	27	on	on	ADP
biht-396	32	28	high	high	ADJ
biht-396	32	29	-	-	PUNCT
biht-396	32	30	integrity	integrity	NOUN
biht-396	32	31	domains	domain	NOUN
biht-396	32	32	like	like	ADP
biht-396	32	33	healthcare	healthcare	NOUN
biht-396	32	34	.	.	PUNCT
biht-396	33	1	it	it	PRON
biht-396	33	2	begins	begin	VERB
biht-396	33	3	by	by	ADP
biht-396	33	4	providing	provide	VERB
biht-396	33	5	foundational	foundational	ADJ
biht-396	33	6	context	context	NOUN
biht-396	33	7	on	on	ADP
biht-396	33	8	the	the	DET
biht-396	33	9	emergence	emergence	NOUN
biht-396	33	10	and	and	CCONJ
biht-396	33	11	implications	implication	NOUN
biht-396	33	12	of	of	ADP
biht-396	33	13	code	code	NOUN
biht-396	33	14	gen	gen	PROPN
biht-396	33	15	ai	ai	VERB
biht-396	33	16	appendix	appendix	ADJ
biht-396	33	17	systems	system	NOUN
biht-396	33	18	.	.	PUNCT
biht-396	34	1	following	follow	VERB
biht-396	34	2	this	this	PRON
biht-396	34	3	,	,	PUNCT
biht-396	34	4	the	the	DET
biht-396	34	5	authors	author	NOUN
biht-396	34	6	delve	delve	VERB
biht-396	34	7	into	into	ADP
biht-396	34	8	the	the	DET
biht-396	34	9	workings	working	NOUN
biht-396	34	10	of	of	ADP
biht-396	34	11	llms	llm	NOUN
biht-396	34	12	,	,	PUNCT
biht-396	34	13	explaining	explain	VERB
biht-396	34	14	their	their	PRON
biht-396	34	15	architecture	architecture	NOUN
biht-396	34	16	,	,	PUNCT
biht-396	34	17	capabilities	capability	NOUN
biht-396	34	18	,	,	PUNCT
biht-396	34	19	and	and	CCONJ
biht-396	34	20	limitations	limitation	NOUN
biht-396	34	21	in	in	ADP
biht-396	34	22	the	the	DET
biht-396	34	23	context	context	NOUN
biht-396	34	24	of	of	ADP
biht-396	34	25	software	software	NOUN
biht-396	34	26	development	development	NOUN
biht-396	34	27	.	.	PUNCT
biht-396	35	1	the	the	DET
biht-396	35	2	discussion	discussion	NOUN
biht-396	35	3	transitions	transition	NOUN
biht-396	35	4	to	to	ADP
biht-396	35	5	a	a	DET
biht-396	35	6	comparison	comparison	NOUN
biht-396	35	7	between	between	ADP
biht-396	35	8	data	datum	NOUN
biht-396	35	9	-	-	PUNCT
biht-396	35	10	rich	rich	ADJ
biht-396	35	11	and	and	CCONJ
biht-396	35	12	quantity	quantity	NOUN
biht-396	35	13	-	-	PUNCT
biht-396	35	14	based	base	VERB
biht-396	35	15	approaches	approach	NOUN
biht-396	35	16	,	,	PUNCT
biht-396	35	17	using	use	VERB
biht-396	35	18	the	the	DET
biht-396	35	19	ses	se	NOUN
biht-396	35	20	platform	platform	NOUN
biht-396	35	21	as	as	ADP
biht-396	35	22	a	a	DET
biht-396	35	23	real	real	ADJ
biht-396	35	24	-	-	PUNCT
biht-396	35	25	world	world	NOUN
biht-396	35	26	case	case	NOUN
biht-396	35	27	study	study	NOUN
biht-396	35	28	to	to	PART
biht-396	35	29	highlight	highlight	VERB
biht-396	35	30	the	the	DET
biht-396	35	31	advantages	advantage	NOUN
biht-396	35	32	of	of	ADP
biht-396	35	33	curated	curate	VERB
biht-396	35	34	,	,	PUNCT
biht-396	35	35	domain	domain	NOUN
biht-396	35	36	-	-	PUNCT
biht-396	35	37	specific	specific	ADJ
biht-396	35	38	datasets	dataset	NOUN
biht-396	35	39	.	.	PUNCT
biht-396	36	1	a	a	DET
biht-396	36	2	detailed	detailed	ADJ
biht-396	36	3	architectural	architectural	ADJ
biht-396	36	4	analysis	analysis	NOUN
biht-396	36	5	of	of	ADP
biht-396	36	6	ses	se	NOUN
biht-396	36	7	is	be	AUX
biht-396	36	8	presented	present	VERB
biht-396	36	9	to	to	PART
biht-396	36	10	illustrate	illustrate	VERB
biht-396	36	11	how	how	SCONJ
biht-396	36	12	it	it	PRON
biht-396	36	13	operationalizes	operationalize	VERB
biht-396	36	14	these	these	DET
biht-396	36	15	principles	principle	NOUN
biht-396	36	16	.	.	PUNCT
biht-396	37	1	subsequently	subsequently	ADV
biht-396	37	2	,	,	PUNCT
biht-396	37	3	a	a	DET
biht-396	37	4	healthcare	healthcare	NOUN
biht-396	37	5	-	-	PUNCT
biht-396	37	6	focused	focus	VERB
biht-396	37	7	case	case	NOUN
biht-396	37	8	study	study	NOUN
biht-396	37	9	illustrates	illustrate	VERB
biht-396	37	10	ses	se	NOUN
biht-396	37	11	’s	’s	PART
biht-396	37	12	practical	practical	ADJ
biht-396	37	13	impact	impact	NOUN
biht-396	37	14	on	on	ADP
biht-396	37	15	code	code	NOUN
biht-396	37	16	quality	quality	NOUN
biht-396	37	17	,	,	PUNCT
biht-396	37	18	compliance	compliance	NOUN
biht-396	37	19	,	,	PUNCT
biht-396	37	20	and	and	CCONJ
biht-396	37	21	reusability	reusability	NOUN
biht-396	37	22	.	.	PUNCT
biht-396	38	1	finally	finally	ADV
biht-396	38	2	,	,	PUNCT
biht-396	38	3	the	the	DET
biht-396	38	4	hidden	hide	VERB
biht-396	38	5	costs	cost	NOUN
biht-396	38	6	and	and	CCONJ
biht-396	38	7	risks	risk	NOUN
biht-396	38	8	of	of	ADP
biht-396	38	9	unvetted	unvetted	ADJ
biht-396	38	10	code	code	NOUN
biht-396	38	11	reuse	reuse	NOUN
biht-396	38	12	are	be	AUX
biht-396	38	13	addressed	address	VERB
biht-396	38	14	—	—	PUNCT
biht-396	38	15	including	include	VERB
biht-396	38	16	security	security	NOUN
biht-396	38	17	,	,	PUNCT
biht-396	38	18	legal	legal	ADJ
biht-396	38	19	,	,	PUNCT
biht-396	38	20	and	and	CCONJ
biht-396	38	21	ethical	ethical	ADJ
biht-396	38	22	implications	implication	NOUN
biht-396	38	23	—	—	PUNCT
biht-396	38	24	before	before	ADP
biht-396	38	25	introducing	introduce	VERB
biht-396	38	26	a	a	DET
biht-396	38	27	weighted	weighted	ADJ
biht-396	38	28	decision	decision	NOUN
biht-396	38	29	matrix	matrix	NOUN
biht-396	38	30	for	for	ADP
biht-396	38	31	evaluating	evaluate	VERB
biht-396	38	32	data	datum	NOUN
biht-396	38	33	sources	source	NOUN
biht-396	38	34	for	for	ADP
biht-396	38	35	code	code	NOUN
biht-396	38	36	gen	gen	PROPN
biht-396	38	37	ai	ai	NOUN
biht-396	38	38	.	.	PUNCT
biht-396	39	1	this	this	DET
biht-396	39	2	article	article	NOUN
biht-396	39	3	concludes	conclude	VERB
biht-396	39	4	with	with	ADP
biht-396	39	5	a	a	DET
biht-396	39	6	synthesis	synthesis	NOUN
biht-396	39	7	of	of	ADP
biht-396	39	8	findings	finding	NOUN
biht-396	39	9	and	and	CCONJ
biht-396	39	10	best	good	ADJ
biht-396	39	11	practice	practice	NOUN
biht-396	39	12	recommendations	recommendation	NOUN
biht-396	39	13	for	for	ADP
biht-396	39	14	implementing	implement	VERB
biht-396	39	15	ethical	ethical	ADJ
biht-396	39	16	and	and	CCONJ
biht-396	39	17	effective	effective	ADJ
biht-396	39	18	ai	ai	ADJ
biht-396	39	19	-	-	PUNCT
biht-396	39	20	assisted	assist	VERB
biht-396	39	21	development	development	NOUN
biht-396	39	22	in	in	ADP
biht-396	39	23	regulated	regulated	ADJ
biht-396	39	24	environments	environment	NOUN
biht-396	39	25	.	.	PUNCT
biht-396	40	1	large	large	ADJ
biht-396	40	2	language	language	NOUN
biht-396	40	3	models	model	NOUN
biht-396	40	4	for	for	ADP
biht-396	40	5	code	code	NOUN
biht-396	40	6	gen	gen	PROPN
biht-396	40	7	ai	ai	VERB
biht-396	40	8	the	the	DET
biht-396	40	9	llms	llm	NOUN
biht-396	40	10	are	be	AUX
biht-396	40	11	foundational	foundational	ADJ
biht-396	40	12	to	to	PART
biht-396	40	13	code	code	VERB
biht-396	40	14	gen	gen	PROPN
biht-396	40	15	ai	ai	NOUN
biht-396	40	16	.	.	PUNCT
biht-396	41	1	these	these	PRON
biht-396	41	2	are	be	AUX
biht-396	41	3	sophisticated	sophisticated	ADJ
biht-396	41	4	neural	neural	ADJ
biht-396	41	5	networks	network	NOUN
biht-396	41	6	—	—	PUNCT
biht-396	41	7	often	often	ADV
biht-396	41	8	based	base	VERB
biht-396	41	9	on	on	ADP
biht-396	41	10	transformer	transformer	ADJ
biht-396	41	11	architectures	architecture	NOUN
biht-396	41	12	like	like	ADP
biht-396	41	13	generative	generative	ADJ
biht-396	41	14	pre	pre	ADJ
biht-396	41	15	-	-	ADJ
biht-396	41	16	trained	train	VERB
biht-396	41	17	transformer	transformer	NOUN
biht-396	41	18	(	(	PUNCT
biht-396	41	19	gpt)—trained	gpt)—traine	VERB
biht-396	41	20	on	on	ADP
biht-396	41	21	massive	massive	ADJ
biht-396	41	22	corpora	corpora	NOUN
biht-396	41	23	of	of	ADP
biht-396	41	24	text	text	NOUN
biht-396	41	25	and	and	CCONJ
biht-396	41	26	code	code	NOUN
biht-396	41	27	.	.	PUNCT
biht-396	42	1	their	their	PRON
biht-396	42	2	capacity	capacity	NOUN
biht-396	42	3	to	to	PART
biht-396	42	4	model	model	VERB
biht-396	42	5	linguistic	linguistic	ADJ
biht-396	42	6	structure	structure	NOUN
biht-396	42	7	,	,	PUNCT
biht-396	42	8	context	context	NOUN
biht-396	42	9	,	,	PUNCT
biht-396	42	10	and	and	CCONJ
biht-396	42	11	semantic	semantic	ADJ
biht-396	42	12	nuance	nuance	NOUN
biht-396	42	13	enables	enable	VERB
biht-396	42	14	them	they	PRON
biht-396	42	15	to	to	PART
biht-396	42	16	generate	generate	VERB
biht-396	42	17	syntactically	syntactically	ADV
biht-396	42	18	correct	correct	ADJ
biht-396	42	19	and	and	CCONJ
biht-396	42	20	semantically	semantically	ADV
biht-396	42	21	relevant	relevant	ADJ
biht-396	42	22	outputs	output	NOUN
biht-396	42	23	,	,	PUNCT
biht-396	42	24	including	include	VERB
biht-396	42	25	source	source	NOUN
biht-396	42	26	code	code	NOUN
biht-396	42	27	.	.	PUNCT
biht-396	43	1	when	when	SCONJ
biht-396	43	2	fine	fine	ADV
biht-396	43	3	-	-	PUNCT
biht-396	43	4	tuned	tune	VERB
biht-396	43	5	or	or	CCONJ
biht-396	43	6	purpose	purpose	NOUN
biht-396	43	7	-	-	PUNCT
biht-396	43	8	trained	train	VERB
biht-396	43	9	on	on	ADP
biht-396	43	10	programming	programming	NOUN
biht-396	43	11	data	datum	NOUN
biht-396	43	12	,	,	PUNCT
biht-396	43	13	these	these	DET
biht-396	43	14	models	model	NOUN
biht-396	43	15	become	become	VERB
biht-396	43	16	code	code	NOUN
biht-396	43	17	gen	gen	PROPN
biht-396	43	18	ai	ai	PROPN
biht-396	43	19	systems	system	NOUN
biht-396	43	20	,	,	PUNCT
biht-396	43	21	capable	capable	ADJ
biht-396	43	22	of	of	ADP
biht-396	43	23	producing	produce	VERB
biht-396	43	24	,	,	PUNCT
biht-396	43	25	editing	editing	NOUN
biht-396	43	26	,	,	PUNCT
biht-396	43	27	and	and	CCONJ
biht-396	43	28	explaining	explain	VERB
biht-396	43	29	code	code	NOUN
biht-396	43	30	in	in	ADP
biht-396	43	31	a	a	DET
biht-396	43	32	variety	variety	NOUN
biht-396	43	33	of	of	ADP
biht-396	43	34	programming	programming	NOUN
biht-396	43	35	languages	language	NOUN
biht-396	43	36	.	.	PUNCT
biht-396	44	1	notable	notable	ADJ
biht-396	44	2	examples	example	NOUN
biht-396	44	3	include	include	VERB
biht-396	44	4	github	github	PROPN
biht-396	44	5	copilot	copilot	PROPN
biht-396	44	6	,	,	PUNCT
biht-396	44	7	amazon	amazon	NOUN
biht-396	44	8	codewhisperer	codewhisperer	NOUN
biht-396	44	9	,	,	PUNCT
biht-396	44	10	and	and	CCONJ
biht-396	44	11	anthropic	anthropic	VERB
biht-396	44	12	claude.1–5	claude.1–5	ADJ
biht-396	44	13	these	these	DET
biht-396	44	14	tools	tool	NOUN
biht-396	44	15	can	can	AUX
biht-396	44	16	convert	convert	VERB
biht-396	44	17	natural	natural	ADJ
biht-396	44	18	language	language	NOUN
biht-396	44	19	descriptions	description	NOUN
biht-396	44	20	into	into	ADP
biht-396	44	21	functional	functional	ADJ
biht-396	44	22	code	code	NOUN
biht-396	44	23	,	,	PUNCT
biht-396	44	24	assist	assist	VERB
biht-396	44	25	with	with	ADP
biht-396	44	26	debugging	debugging	NOUN
biht-396	44	27	,	,	PUNCT
biht-396	44	28	and	and	CCONJ
biht-396	44	29	even	even	ADV
biht-396	44	30	generate	generate	VERB
biht-396	44	31	test	test	NOUN
biht-396	44	32	cases	case	NOUN
biht-396	44	33	.	.	PUNCT
biht-396	45	1	however	however	ADV
biht-396	45	2	,	,	PUNCT
biht-396	45	3	the	the	DET
biht-396	45	4	effectiveness	effectiveness	NOUN
biht-396	45	5	and	and	CCONJ
biht-396	45	6	safety	safety	NOUN
biht-396	45	7	of	of	ADP
biht-396	45	8	these	these	DET
biht-396	45	9	systems	system	NOUN
biht-396	45	10	are	be	AUX
biht-396	45	11	deeply	deeply	ADV
biht-396	45	12	linked	link	VERB
biht-396	45	13	to	to	ADP
biht-396	45	14	the	the	DET
biht-396	45	15	nature	nature	NOUN
biht-396	45	16	of	of	ADP
biht-396	45	17	their	their	PRON
biht-396	45	18	training	training	NOUN
biht-396	45	19	data	datum	NOUN
biht-396	45	20	.	.	PUNCT
biht-396	46	1	studies14,15	studies14,15	AUX
biht-396	46	2	reveal	reveal	VERB
biht-396	46	3	that	that	SCONJ
biht-396	46	4	llms	llm	NOUN
biht-396	46	5	trained	train	VERB
biht-396	46	6	on	on	ADP
biht-396	46	7	unfiltered	unfiltered	ADJ
biht-396	46	8	code	code	NOUN
biht-396	46	9	from	from	ADP
biht-396	46	10	open	open	ADJ
biht-396	46	11	repositories	repository	NOUN
biht-396	46	12	are	be	AUX
biht-396	46	13	prone	prone	ADJ
biht-396	46	14	to	to	ADP
biht-396	46	15	producing	produce	VERB
biht-396	46	16	duplicated	duplicate	VERB
biht-396	46	17	,	,	PUNCT
biht-396	46	18	insecure	insecure	ADJ
biht-396	46	19	,	,	PUNCT
biht-396	46	20	or	or	CCONJ
biht-396	46	21	outdated	outdated	ADJ
biht-396	46	22	code	code	NOUN
biht-396	46	23	patterns	pattern	NOUN
biht-396	46	24	,	,	PUNCT
biht-396	46	25	potentially	potentially	ADV
biht-396	46	26	introducing	introduce	VERB
biht-396	46	27	regulatory	regulatory	ADJ
biht-396	46	28	risks	risk	NOUN
biht-396	46	29	or	or	CCONJ
biht-396	46	30	security	security	NOUN
biht-396	46	31	flaws	flaw	NOUN
biht-396	46	32	.	.	PUNCT
biht-396	47	1	thus	thus	ADV
biht-396	47	2	,	,	PUNCT
biht-396	47	3	the	the	DET
biht-396	47	4	quality	quality	NOUN
biht-396	47	5	and	and	CCONJ
biht-396	47	6	curation	curation	NOUN
biht-396	47	7	of	of	ADP
biht-396	47	8	data	datum	NOUN
biht-396	47	9	—	—	PUNCT
biht-396	47	10	not	not	PART
biht-396	47	11	just	just	ADV
biht-396	47	12	the	the	DET
biht-396	47	13	size	size	NOUN
biht-396	47	14	of	of	ADP
biht-396	47	15	the	the	DET
biht-396	47	16	dataset	dataset	NOUN
biht-396	47	17	—	—	PUNCT
biht-396	47	18	become	become	VERB
biht-396	47	19	critical	critical	ADJ
biht-396	47	20	variables	variable	NOUN
biht-396	47	21	in	in	ADP
biht-396	47	22	system	system	NOUN
biht-396	47	23	performance	performance	NOUN
biht-396	47	24	,	,	PUNCT
biht-396	47	25	particularly	particularly	ADV
biht-396	47	26	in	in	ADP
biht-396	47	27	safety	safety	NOUN
biht-396	47	28	-	-	PUNCT
biht-396	47	29	critical	critical	ADJ
biht-396	47	30	domains	domain	NOUN
biht-396	47	31	like	like	ADP
biht-396	47	32	healthcare	healthcare	NOUN
biht-396	47	33	.	.	PUNCT
biht-396	48	1	https://doi.org/10.30953/bhty.v8.396	https://doi.org/10.30953/bhty.v8.396	X
biht-396	49	1	citation	citation	NOUN
biht-396	49	2	:	:	PUNCT
biht-396	50	1	blockchain	blockchain	NOUN
biht-396	50	2	in	in	ADP
biht-396	50	3	healthcare	healthcare	NOUN
biht-396	50	4	today	today	NOUN
biht-396	50	5	2025	2025	NUM
biht-396	50	6	,	,	PUNCT
biht-396	50	7	8	8	NUM
biht-396	50	8	:	:	SYM
biht-396	50	9	396	396	NUM
biht-396	50	10	https://doi.org/10.30953/bhty.v8.396	https://doi.org/10.30953/bhty.v8.396	SYM
biht-396	50	11	3	3	NUM
biht-396	50	12	(	(	PUNCT
biht-396	50	13	page	page	NOUN
biht-396	50	14	number	number	NOUN
biht-396	50	15	not	not	PART
biht-396	50	16	for	for	ADP
biht-396	50	17	citation	citation	NOUN
biht-396	50	18	purpose	purpose	NOUN
biht-396	50	19	)	)	PUNCT
biht-396	50	20	rich	rich	ADJ
biht-396	50	21	data	datum	NOUN
biht-396	50	22	versus	versus	ADP
biht-396	50	23	data	datum	NOUN
biht-396	50	24	quantity	quantity	NOUN
biht-396	50	25	in	in	ADP
biht-396	50	26	code	code	NOUN
biht-396	50	27	generation	generation	NOUN
biht-396	50	28	ai	ai	VERB
biht-396	50	29	recent	recent	ADJ
biht-396	50	30	advances	advance	NOUN
biht-396	50	31	underscore	underscore	VERB
biht-396	50	32	the	the	DET
biht-396	50	33	importance	importance	NOUN
biht-396	50	34	of	of	ADP
biht-396	50	35	training	training	NOUN
biht-396	50	36	data	datum	NOUN
biht-396	50	37	quality	quality	NOUN
biht-396	50	38	in	in	ADP
biht-396	50	39	shaping	shape	VERB
biht-396	50	40	the	the	DET
biht-396	50	41	effectiveness	effectiveness	NOUN
biht-396	50	42	,	,	PUNCT
biht-396	50	43	safety	safety	NOUN
biht-396	50	44	,	,	PUNCT
biht-396	50	45	and	and	CCONJ
biht-396	50	46	usability	usability	NOUN
biht-396	50	47	of	of	ADP
biht-396	50	48	code	code	NOUN
biht-396	50	49	generation	generation	NOUN
biht-396	50	50	systems	system	NOUN
biht-396	50	51	.	.	PUNCT
biht-396	51	1	the	the	DET
biht-396	51	2	study	study	NOUN
biht-396	51	3	results	result	NOUN
biht-396	51	4	point	point	VERB
biht-396	51	5	out	out	ADP
biht-396	51	6	significant	significant	ADJ
biht-396	51	7	risks	risk	NOUN
biht-396	51	8	associated	associate	VERB
biht-396	51	9	with	with	ADP
biht-396	51	10	using	use	VERB
biht-396	51	11	uncurated	uncurated	ADJ
biht-396	51	12	datasets	dataset	NOUN
biht-396	51	13	,	,	PUNCT
biht-396	51	14	including	include	VERB
biht-396	51	15	security	security	NOUN
biht-396	51	16	vulnerabilities	vulnerability	NOUN
biht-396	51	17	,	,	PUNCT
biht-396	51	18	legal	legal	ADJ
biht-396	51	19	liabilities	liability	NOUN
biht-396	51	20	,	,	PUNCT
biht-396	51	21	and	and	CCONJ
biht-396	51	22	the	the	DET
biht-396	51	23	inadvertent	inadvertent	ADJ
biht-396	51	24	perpetuation	perpetuation	NOUN
biht-396	51	25	of	of	ADP
biht-396	51	26	outdated	outdated	ADJ
biht-396	51	27	code	code	NOUN
biht-396	51	28	practices.5	practices.5	PROPN
biht-396	51	29	code	code	NOUN
biht-396	51	30	generation	generation	NOUN
biht-396	51	31	ai	ai	VERB
biht-396	51	32	for	for	ADP
biht-396	51	33	healthcare	healthcare	NOUN
biht-396	51	34	the	the	DET
biht-396	51	35	healthcare	healthcare	NOUN
biht-396	51	36	industry	industry	NOUN
biht-396	51	37	stands	stand	VERB
biht-396	51	38	at	at	ADP
biht-396	51	39	a	a	DET
biht-396	51	40	critical	critical	ADJ
biht-396	51	41	intersection	intersection	NOUN
biht-396	51	42	of	of	ADP
biht-396	51	43	technological	technological	ADJ
biht-396	51	44	innovation	innovation	NOUN
biht-396	51	45	and	and	CCONJ
biht-396	51	46	strict	strict	ADJ
biht-396	51	47	regulatory	regulatory	ADJ
biht-396	51	48	oversight	oversight	NOUN
biht-396	51	49	.	.	PUNCT
biht-396	52	1	as	as	SCONJ
biht-396	52	2	software	software	NOUN
biht-396	52	3	increasingly	increasingly	ADV
biht-396	52	4	becomes	become	VERB
biht-396	52	5	the	the	DET
biht-396	52	6	backbone	backbone	NOUN
biht-396	52	7	of	of	ADP
biht-396	52	8	modern	modern	ADJ
biht-396	52	9	healthcare	healthcare	NOUN
biht-396	52	10	delivery	delivery	NOUN
biht-396	52	11	,	,	PUNCT
biht-396	52	12	the	the	DET
biht-396	52	13	demand	demand	NOUN
biht-396	52	14	for	for	ADP
biht-396	52	15	efficient	efficient	ADJ
biht-396	52	16	,	,	PUNCT
biht-396	52	17	reliable	reliable	ADJ
biht-396	52	18	development	development	NOUN
biht-396	52	19	approaches	approach	NOUN
biht-396	52	20	has	have	AUX
biht-396	52	21	never	never	ADV
biht-396	52	22	been	be	AUX
biht-396	52	23	greater	great	ADJ
biht-396	52	24	.	.	PUNCT
biht-396	53	1	code	code	PROPN
biht-396	53	2	gen	gen	PROPN
biht-396	53	3	ai	ai	VERB
biht-396	53	4	represents	represent	VERB
biht-396	53	5	a	a	DET
biht-396	53	6	potentially	potentially	ADV
biht-396	53	7	transformative	transformative	ADJ
biht-396	53	8	technology	technology	NOUN
biht-396	53	9	in	in	ADP
biht-396	53	10	this	this	DET
biht-396	53	11	space	space	NOUN
biht-396	53	12	—	—	PUNCT
biht-396	53	13	promising	promise	VERB
biht-396	53	14	to	to	PART
biht-396	53	15	accelerate	accelerate	VERB
biht-396	53	16	development	development	NOUN
biht-396	53	17	cycles	cycle	NOUN
biht-396	53	18	,	,	PUNCT
biht-396	53	19	reduce	reduce	VERB
biht-396	53	20	human	human	ADJ
biht-396	53	21	error	error	NOUN
biht-396	53	22	,	,	PUNCT
biht-396	53	23	and	and	CCONJ
biht-396	53	24	democratize	democratize	VERB
biht-396	53	25	access	access	NOUN
biht-396	53	26	to	to	ADP
biht-396	53	27	sophisticated	sophisticated	ADJ
biht-396	53	28	healthcare	healthcare	NOUN
biht-396	53	29	applications	application	NOUN
biht-396	53	30	.	.	PUNCT
biht-396	54	1	however	however	ADV
biht-396	54	2	,	,	PUNCT
biht-396	54	3	the	the	DET
biht-396	54	4	unique	unique	ADJ
biht-396	54	5	characteristics	characteristic	NOUN
biht-396	54	6	of	of	ADP
biht-396	54	7	healthcare	healthcare	NOUN
biht-396	54	8	—	—	PUNCT
biht-396	54	9	where	where	SCONJ
biht-396	54	10	software	software	NOUN
biht-396	54	11	failures	failure	NOUN
biht-396	54	12	can	can	AUX
biht-396	54	13	have	have	VERB
biht-396	54	14	life	life	NOUN
biht-396	54	15	-	-	PUNCT
biht-396	54	16	threatening	threaten	VERB
biht-396	54	17	consequences	consequence	NOUN
biht-396	54	18	and	and	CCONJ
biht-396	54	19	where	where	SCONJ
biht-396	54	20	privacy	privacy	NOUN
biht-396	54	21	breaches	breach	NOUN
biht-396	54	22	can	can	AUX
biht-396	54	23	violate	violate	VERB
biht-396	54	24	fundamental	fundamental	ADJ
biht-396	54	25	patient	patient	ADJ
biht-396	54	26	rights	right	NOUN
biht-396	54	27	—	—	PUNCT
biht-396	54	28	require	require	VERB
biht-396	54	29	special	special	ADJ
biht-396	54	30	consideration	consideration	NOUN
biht-396	54	31	when	when	SCONJ
biht-396	54	32	deploying	deploy	VERB
biht-396	54	33	these	these	DET
biht-396	54	34	emerging	emerge	VERB
biht-396	54	35	ai	ai	NOUN
biht-396	54	36	technologies	technology	NOUN
biht-396	54	37	.	.	PUNCT
biht-396	55	1	the	the	DET
biht-396	55	2	healthcare	healthcare	PROPN
biht-396	55	3	domain	domain	NOUN
biht-396	55	4	presents	present	VERB
biht-396	55	5	distinct	distinct	ADJ
biht-396	55	6	challenges	challenge	NOUN
biht-396	55	7	for	for	ADP
biht-396	55	8	ai	ai	VERB
biht-396	55	9	-	-	PUNCT
biht-396	55	10	assisted	assist	VERB
biht-396	55	11	development	development	NOUN
biht-396	55	12	beyond	beyond	ADP
biht-396	55	13	those	those	PRON
biht-396	55	14	faced	face	VERB
biht-396	55	15	in	in	ADP
biht-396	55	16	less	less	ADJ
biht-396	55	17	regulated	regulated	ADJ
biht-396	55	18	sectors	sector	NOUN
biht-396	55	19	,	,	PUNCT
biht-396	55	20	including	include	VERB
biht-396	55	21	compliance	compliance	NOUN
biht-396	55	22	with	with	ADP
biht-396	55	23	frameworks	framework	NOUN
biht-396	55	24	like	like	ADP
biht-396	55	25	the	the	DET
biht-396	55	26	health	health	NOUN
biht-396	55	27	insurance	insurance	NOUN
biht-396	55	28	portability	portability	NOUN
biht-396	55	29	and	and	CCONJ
biht-396	55	30	accountability	accountability	NOUN
biht-396	55	31	act	act	NOUN
biht-396	55	32	of	of	ADP
biht-396	55	33	1996	1996	NUM
biht-396	55	34	(	(	PUNCT
biht-396	55	35	hipaa	hipaa	PROPN
biht-396	55	36	)	)	PUNCT
biht-396	55	37	and	and	CCONJ
biht-396	55	38	u.s	u.s	PROPN
biht-396	55	39	.	.	PROPN
biht-396	55	40	food	food	PROPN
biht-396	55	41	and	and	CCONJ
biht-396	55	42	drug	drug	PROPN
biht-396	55	43	administration	administration	NOUN
biht-396	55	44	regulations	regulation	NOUN
biht-396	55	45	for	for	ADP
biht-396	55	46	medical	medical	ADJ
biht-396	55	47	software	software	NOUN
biht-396	55	48	and	and	CCONJ
biht-396	55	49	international	international	ADJ
biht-396	55	50	standards	standard	NOUN
biht-396	55	51	such	such	ADJ
biht-396	55	52	as	as	ADP
biht-396	55	53	iso	iso	NOUN
biht-396	55	54	13485	13485	NUM
biht-396	55	55	for	for	ADP
biht-396	55	56	medical	medical	ADJ
biht-396	55	57	devices	device	NOUN
biht-396	55	58	.	.	PUNCT
biht-396	56	1	this	this	DET
biht-396	56	2	section	section	NOUN
biht-396	56	3	explores	explore	VERB
biht-396	56	4	the	the	DET
biht-396	56	5	specific	specific	ADJ
biht-396	56	6	applications	application	NOUN
biht-396	56	7	,	,	PUNCT
biht-396	56	8	challenges	challenge	NOUN
biht-396	56	9	,	,	PUNCT
biht-396	56	10	and	and	CCONJ
biht-396	56	11	considerations	consideration	NOUN
biht-396	56	12	for	for	ADP
biht-396	56	13	implementing	implement	VERB
biht-396	56	14	code	code	NOUN
biht-396	56	15	gen	gen	PROPN
biht-396	56	16	ai	ai	VERB
biht-396	56	17	within	within	ADP
biht-396	56	18	healthcare	healthcare	NOUN
biht-396	56	19	contexts	contexts	NOUN
biht-396	56	20	.	.	PUNCT
biht-396	57	1	it	it	PRON
biht-396	57	2	examines	examine	VERB
biht-396	57	3	how	how	SCONJ
biht-396	57	4	this	this	DET
biht-396	57	5	technology	technology	NOUN
biht-396	57	6	can	can	AUX
biht-396	57	7	be	be	AUX
biht-396	57	8	harnessed	harness	VERB
biht-396	57	9	responsibly	responsibly	ADV
biht-396	57	10	to	to	PART
biht-396	57	11	advance	advance	VERB
biht-396	57	12	healthcare	healthcare	NOUN
biht-396	57	13	capabilities	capability	NOUN
biht-396	57	14	while	while	SCONJ
biht-396	57	15	maintaining	maintain	VERB
biht-396	57	16	the	the	DET
biht-396	57	17	rigorous	rigorous	ADJ
biht-396	57	18	standards	standard	NOUN
biht-396	57	19	of	of	ADP
biht-396	57	20	safety	safety	NOUN
biht-396	57	21	,	,	PUNCT
biht-396	57	22	efficacy	efficacy	NOUN
biht-396	57	23	,	,	PUNCT
biht-396	57	24	and	and	CCONJ
biht-396	57	25	ethical	ethical	ADJ
biht-396	57	26	compliance	compliance	NOUN
biht-396	57	27	that	that	SCONJ
biht-396	57	28	patients	patient	NOUN
biht-396	57	29	and	and	CCONJ
biht-396	57	30	regulators	regulator	NOUN
biht-396	57	31	rightfully	rightfully	ADV
biht-396	57	32	demand	demand	VERB
biht-396	57	33	.	.	PUNCT
biht-396	58	1	as	as	SCONJ
biht-396	58	2	healthcare	healthcare	NOUN
biht-396	58	3	organizations	organization	NOUN
biht-396	58	4	navigate	navigate	VERB
biht-396	58	5	this	this	DET
biht-396	58	6	complex	complex	ADJ
biht-396	58	7	landscape	landscape	NOUN
biht-396	58	8	,	,	PUNCT
biht-396	58	9	understanding	understand	VERB
biht-396	58	10	the	the	DET
biht-396	58	11	potential	potential	ADJ
biht-396	58	12	benefits	benefit	NOUN
biht-396	58	13	and	and	CCONJ
biht-396	58	14	inherent	inherent	ADJ
biht-396	58	15	risks	risk	NOUN
biht-396	58	16	of	of	ADP
biht-396	58	17	ai	ai	ADJ
biht-396	58	18	-	-	PUNCT
biht-396	58	19	generated	generate	VERB
biht-396	58	20	code	code	NOUN
biht-396	58	21	becomes	become	VERB
biht-396	58	22	essential	essential	ADJ
biht-396	58	23	to	to	ADP
biht-396	58	24	realizing	realize	VERB
biht-396	58	25	its	its	PRON
biht-396	58	26	promise	promise	NOUN
biht-396	58	27	while	while	SCONJ
biht-396	58	28	safeguarding	safeguard	VERB
biht-396	58	29	patient	patient	ADJ
biht-396	58	30	welfare	welfare	NOUN
biht-396	58	31	.	.	PUNCT
biht-396	59	1	in	in	ADP
biht-396	59	2	healthcare	healthcare	PROPN
biht-396	59	3	,	,	PUNCT
biht-396	59	4	code	code	PROPN
biht-396	59	5	gen	gen	PROPN
biht-396	59	6	ai	ai	NOUN
biht-396	59	7	is	be	AUX
biht-396	59	8	used	use	VERB
biht-396	59	9	to	to	PART
biht-396	59	10	automate	automate	VERB
biht-396	59	11	the	the	DET
biht-396	59	12	creation	creation	NOUN
biht-396	59	13	of	of	ADP
biht-396	59	14	software	software	NOUN
biht-396	59	15	for	for	ADP
biht-396	59	16	applications	application	NOUN
biht-396	59	17	such	such	ADJ
biht-396	59	18	as	as	ADP
biht-396	59	19	electronic	electronic	ADJ
biht-396	59	20	health	health	NOUN
biht-396	59	21	records	record	NOUN
biht-396	59	22	(	(	PUNCT
biht-396	59	23	ehrs	ehrs	INTJ
biht-396	59	24	)	)	PUNCT
biht-396	59	25	,	,	PUNCT
biht-396	59	26	clinical	clinical	ADJ
biht-396	59	27	decision	decision	NOUN
biht-396	59	28	support	support	NOUN
biht-396	59	29	systems	system	NOUN
biht-396	59	30	,	,	PUNCT
biht-396	59	31	healthcare	healthcare	PROPN
biht-396	59	32	data	data	PROPN
biht-396	59	33	analytics	analytic	NOUN
biht-396	59	34	,	,	PUNCT
biht-396	59	35	medical	medical	ADJ
biht-396	59	36	device	device	NOUN
biht-396	59	37	software	software	NOUN
biht-396	59	38	,	,	PUNCT
biht-396	59	39	regulatory	regulatory	ADJ
biht-396	59	40	compliance	compliance	NOUN
biht-396	59	41	tools	tool	NOUN
biht-396	59	42	,	,	PUNCT
biht-396	59	43	and	and	CCONJ
biht-396	59	44	telemedicine	telemedicine	NOUN
biht-396	59	45	platforms	platform	NOUN
biht-396	59	46	.	.	PUNCT
biht-396	60	1	however	however	ADV
biht-396	60	2	,	,	PUNCT
biht-396	60	3	concerns	concern	NOUN
biht-396	60	4	include	include	VERB
biht-396	60	5	accuracy	accuracy	NOUN
biht-396	60	6	and	and	CCONJ
biht-396	60	7	safety	safety	NOUN
biht-396	60	8	,	,	PUNCT
biht-396	60	9	bias	bias	NOUN
biht-396	60	10	in	in	ADP
biht-396	60	11	training	training	NOUN
biht-396	60	12	data	datum	NOUN
biht-396	60	13	,	,	PUNCT
biht-396	60	14	data	datum	NOUN
biht-396	60	15	privacy	privacy	NOUN
biht-396	60	16	and	and	CCONJ
biht-396	60	17	security	security	NOUN
biht-396	60	18	,	,	PUNCT
biht-396	60	19	ethical	ethical	ADJ
biht-396	60	20	and	and	CCONJ
biht-396	60	21	legal	legal	ADJ
biht-396	60	22	risks	risk	NOUN
biht-396	60	23	,	,	PUNCT
biht-396	60	24	explainability	explainability	NOUN
biht-396	60	25	and	and	CCONJ
biht-396	60	26	traceability	traceability	NOUN
biht-396	60	27	,	,	PUNCT
biht-396	60	28	and	and	CCONJ
biht-396	60	29	technical	technical	ADJ
biht-396	60	30	debt	debt	NOUN
biht-396	60	31	.	.	PUNCT
biht-396	61	1	while	while	SCONJ
biht-396	61	2	non	non	ADJ
biht-396	61	3	-	-	ADJ
biht-396	61	4	proprietary	proprietary	ADJ
biht-396	61	5	code	code	NOUN
biht-396	61	6	gen	gen	PROPN
biht-396	61	7	ai	ai	PROPN
biht-396	61	8	models	model	NOUN
biht-396	61	9	—	—	PUNCT
biht-396	61	10	such	such	ADJ
biht-396	61	11	as	as	ADP
biht-396	61	12	those	those	PRON
biht-396	61	13	trained	train	VERB
biht-396	61	14	on	on	ADP
biht-396	61	15	open	open	ADJ
biht-396	61	16	-	-	PUNCT
biht-396	61	17	source	source	NOUN
biht-396	61	18	or	or	CCONJ
biht-396	61	19	publicly	publicly	ADV
biht-396	61	20	available	available	ADJ
biht-396	61	21	datasets	dataset	NOUN
biht-396	61	22	—	—	PUNCT
biht-396	61	23	offer	offer	VERB
biht-396	61	24	accessibility	accessibility	NOUN
biht-396	61	25	and	and	CCONJ
biht-396	61	26	scalability	scalability	NOUN
biht-396	61	27	,	,	PUNCT
biht-396	61	28	they	they	PRON
biht-396	61	29	also	also	ADV
biht-396	61	30	present	present	VERB
biht-396	61	31	a	a	DET
biht-396	61	32	range	range	NOUN
biht-396	61	33	of	of	ADP
biht-396	61	34	significant	significant	ADJ
biht-396	61	35	concerns	concern	NOUN
biht-396	61	36	,	,	PUNCT
biht-396	61	37	particularly	particularly	ADV
biht-396	61	38	in	in	ADP
biht-396	61	39	high	high	ADJ
biht-396	61	40	-	-	PUNCT
biht-396	61	41	stakes	stake	NOUN
biht-396	61	42	or	or	CCONJ
biht-396	61	43	regulated	regulated	ADJ
biht-396	61	44	environments	environment	NOUN
biht-396	61	45	.	.	PUNCT
biht-396	62	1	accuracy	accuracy	NOUN
biht-396	62	2	and	and	CCONJ
biht-396	62	3	safety	safety	NOUN
biht-396	62	4	are	be	AUX
biht-396	62	5	major	major	ADJ
biht-396	62	6	issues	issue	NOUN
biht-396	62	7	,	,	PUNCT
biht-396	62	8	as	as	SCONJ
biht-396	62	9	these	these	DET
biht-396	62	10	models	model	NOUN
biht-396	62	11	may	may	AUX
biht-396	62	12	generate	generate	VERB
biht-396	62	13	syntactically	syntactically	ADV
biht-396	62	14	correct	correct	ADJ
biht-396	62	15	but	but	CCONJ
biht-396	62	16	functionally	functionally	ADV
biht-396	62	17	flawed	flawed	ADJ
biht-396	62	18	code	code	NOUN
biht-396	62	19	,	,	PUNCT
biht-396	62	20	which	which	PRON
biht-396	62	21	can	can	AUX
biht-396	62	22	lead	lead	VERB
biht-396	62	23	to	to	ADP
biht-396	62	24	system	system	NOUN
biht-396	62	25	malfunctions	malfunction	NOUN
biht-396	62	26	,	,	PUNCT
biht-396	62	27	especially	especially	ADV
biht-396	62	28	in	in	ADP
biht-396	62	29	critical	critical	ADJ
biht-396	62	30	domains	domain	NOUN
biht-396	62	31	like	like	ADP
biht-396	62	32	healthcare	healthcare	NOUN
biht-396	62	33	or	or	CCONJ
biht-396	62	34	finance	finance	NOUN
biht-396	62	35	.	.	PUNCT
biht-396	63	1	ethical	ethical	ADJ
biht-396	63	2	and	and	CCONJ
biht-396	63	3	legal	legal	ADJ
biht-396	63	4	risks	risk	NOUN
biht-396	63	5	arise	arise	VERB
biht-396	63	6	when	when	SCONJ
biht-396	63	7	these	these	DET
biht-396	63	8	models	model	NOUN
biht-396	63	9	inadvertently	inadvertently	ADV
biht-396	63	10	reproduce	reproduce	VERB
biht-396	63	11	licensed	licensed	ADJ
biht-396	63	12	or	or	CCONJ
biht-396	63	13	plagiarized	plagiarize	VERB
biht-396	63	14	code	code	NOUN
biht-396	63	15	,	,	PUNCT
biht-396	63	16	creating	create	VERB
biht-396	63	17	potential	potential	ADJ
biht-396	63	18	violations	violation	NOUN
biht-396	63	19	of	of	ADP
biht-396	63	20	intellectual	intellectual	ADJ
biht-396	63	21	property	property	NOUN
biht-396	63	22	laws	law	NOUN
biht-396	63	23	and	and	CCONJ
biht-396	63	24	open	open	ADJ
biht-396	63	25	-	-	PUNCT
biht-396	63	26	source	source	NOUN
biht-396	63	27	licenses	license	NOUN
biht-396	63	28	.	.	PUNCT
biht-396	64	1	another	another	DET
biht-396	64	2	concern	concern	NOUN
biht-396	64	3	is	be	AUX
biht-396	64	4	the	the	DET
biht-396	64	5	lack	lack	NOUN
biht-396	64	6	of	of	ADP
biht-396	64	7	explainability	explainability	NOUN
biht-396	64	8	and	and	CCONJ
biht-396	64	9	traceability	traceability	NOUN
biht-396	64	10	.	.	PUNCT
biht-396	65	1	non	non	ADJ
biht-396	65	2	-	-	ADJ
biht-396	65	3	proprietary	proprietary	ADJ
biht-396	65	4	models	model	NOUN
biht-396	65	5	often	often	ADV
biht-396	65	6	operate	operate	VERB
biht-396	65	7	as	as	ADP
biht-396	65	8	“	"	PUNCT
biht-396	65	9	black	black	ADJ
biht-396	65	10	boxes	box	NOUN
biht-396	65	11	,	,	PUNCT
biht-396	65	12	”	"	PUNCT
biht-396	65	13	making	make	VERB
biht-396	65	14	it	it	PRON
biht-396	65	15	difficult	difficult	ADJ
biht-396	65	16	for	for	SCONJ
biht-396	65	17	developers	developer	NOUN
biht-396	65	18	to	to	PART
biht-396	65	19	understand	understand	VERB
biht-396	65	20	how	how	SCONJ
biht-396	65	21	decisions	decision	NOUN
biht-396	65	22	are	be	AUX
biht-396	65	23	made	make	VERB
biht-396	65	24	or	or	CCONJ
biht-396	65	25	trace	trace	VERB
biht-396	65	26	the	the	DET
biht-396	65	27	origin	origin	NOUN
biht-396	65	28	of	of	ADP
biht-396	65	29	generated	generate	VERB
biht-396	65	30	code	code	NOUN
biht-396	65	31	.	.	PUNCT
biht-396	66	1	this	this	PRON
biht-396	66	2	undermines	undermine	VERB
biht-396	66	3	trust	trust	NOUN
biht-396	66	4	and	and	CCONJ
biht-396	66	5	complicates	complicate	VERB
biht-396	66	6	debugging	debugging	NOUN
biht-396	66	7	and	and	CCONJ
biht-396	66	8	auditing	auditing	NOUN
biht-396	66	9	processes	process	NOUN
biht-396	66	10	.	.	PUNCT
biht-396	67	1	technical	technical	ADJ
biht-396	67	2	debt	debt	NOUN
biht-396	67	3	is	be	AUX
biht-396	67	4	frequently	frequently	ADV
biht-396	67	5	introduced	introduce	VERB
biht-396	67	6	through	through	ADP
biht-396	67	7	low	low	ADJ
biht-396	67	8	-	-	PUNCT
biht-396	67	9	quality	quality	NOUN
biht-396	67	10	or	or	CCONJ
biht-396	67	11	redundant	redundant	ADJ
biht-396	67	12	code	code	NOUN
biht-396	67	13	generated	generate	VERB
biht-396	67	14	from	from	ADP
biht-396	67	15	noisy	noisy	ADJ
biht-396	67	16	datasets	dataset	NOUN
biht-396	67	17	,	,	PUNCT
biht-396	67	18	which	which	PRON
biht-396	67	19	can	can	AUX
biht-396	67	20	accumulate	accumulate	VERB
biht-396	67	21	rapidly	rapidly	ADV
biht-396	67	22	over	over	ADP
biht-396	67	23	time	time	NOUN
biht-396	67	24	and	and	CCONJ
biht-396	67	25	increase	increase	VERB
biht-396	67	26	long	long	ADJ
biht-396	67	27	-	-	PUNCT
biht-396	67	28	term	term	NOUN
biht-396	67	29	maintenance	maintenance	NOUN
biht-396	67	30	expenses	expense	NOUN
biht-396	67	31	.	.	PUNCT
biht-396	68	1	furthermore	furthermore	ADV
biht-396	68	2	,	,	PUNCT
biht-396	68	3	data	datum	NOUN
biht-396	68	4	privacy	privacy	NOUN
biht-396	68	5	and	and	CCONJ
biht-396	68	6	security	security	NOUN
biht-396	68	7	risks	risk	NOUN
biht-396	68	8	are	be	AUX
biht-396	68	9	amplified	amplify	VERB
biht-396	68	10	when	when	SCONJ
biht-396	68	11	models	model	NOUN
biht-396	68	12	trained	train	VERB
biht-396	68	13	on	on	ADP
biht-396	68	14	scraped	scrape	VERB
biht-396	68	15	or	or	CCONJ
biht-396	68	16	unvetted	unvetted	ADJ
biht-396	68	17	data	datum	NOUN
biht-396	68	18	inadvertently	inadvertently	ADV
biht-396	68	19	expose	expose	VERB
biht-396	68	20	sensitive	sensitive	ADJ
biht-396	68	21	information	information	NOUN
biht-396	68	22	or	or	CCONJ
biht-396	68	23	reproduce	reproduce	VERB
biht-396	68	24	known	know	VERB
biht-396	68	25	vulnerabilities	vulnerability	NOUN
biht-396	68	26	.	.	PUNCT
biht-396	69	1	finally	finally	ADV
biht-396	69	2	,	,	PUNCT
biht-396	69	3	bias	bias	VERB
biht-396	69	4	in	in	ADP
biht-396	69	5	training	training	NOUN
biht-396	69	6	data	datum	NOUN
biht-396	69	7	can	can	AUX
biht-396	69	8	lead	lead	VERB
biht-396	69	9	to	to	ADP
biht-396	69	10	inequitable	inequitable	ADJ
biht-396	69	11	software	software	NOUN
biht-396	69	12	behaviors	behavior	NOUN
biht-396	69	13	,	,	PUNCT
biht-396	69	14	especially	especially	ADV
biht-396	69	15	if	if	SCONJ
biht-396	69	16	underrepresented	underrepresented	ADJ
biht-396	69	17	groups	group	NOUN
biht-396	69	18	or	or	CCONJ
biht-396	69	19	domains	domain	NOUN
biht-396	69	20	are	be	AUX
biht-396	69	21	inadequately	inadequately	ADV
biht-396	69	22	represented	represent	VERB
biht-396	69	23	in	in	ADP
biht-396	69	24	the	the	DET
biht-396	69	25	model	model	NOUN
biht-396	69	26	’s	’s	PART
biht-396	69	27	training	training	NOUN
biht-396	69	28	corpus	corpus	NOUN
biht-396	69	29	.	.	PUNCT
biht-396	70	1	these	these	DET
biht-396	70	2	systemic	systemic	ADJ
biht-396	70	3	issues	issue	NOUN
biht-396	70	4	highlight	highlight	VERB
biht-396	70	5	the	the	DET
biht-396	70	6	importance	importance	NOUN
biht-396	70	7	of	of	ADP
biht-396	70	8	adopting	adopt	VERB
biht-396	70	9	more	more	ADV
biht-396	70	10	curated	curate	VERB
biht-396	70	11	,	,	PUNCT
biht-396	70	12	domain	domain	NOUN
biht-396	70	13	-	-	PUNCT
biht-396	70	14	specific	specific	ADJ
biht-396	70	15	,	,	PUNCT
biht-396	70	16	and	and	CCONJ
biht-396	70	17	ethically	ethically	ADV
biht-396	70	18	governed	govern	VERB
biht-396	70	19	approaches	approach	NOUN
biht-396	70	20	to	to	PART
biht-396	70	21	ai	ai	VERB
biht-396	70	22	-	-	PUNCT
biht-396	70	23	assisted	assist	VERB
biht-396	70	24	code	code	NOUN
biht-396	70	25	generation	generation	NOUN
biht-396	70	26	.	.	PUNCT
biht-396	71	1	in	in	ADP
biht-396	71	2	summary	summary	NOUN
biht-396	71	3	,	,	PUNCT
biht-396	71	4	while	while	SCONJ
biht-396	71	5	code	code	NOUN
biht-396	71	6	gen	gen	PROPN
biht-396	71	7	ai	ai	VERB
biht-396	71	8	holds	hold	VERB
biht-396	71	9	immense	immense	ADJ
biht-396	71	10	potential	potential	NOUN
biht-396	71	11	to	to	PART
biht-396	71	12	revolutionize	revolutionize	VERB
biht-396	71	13	healthcare	healthcare	NOUN
biht-396	71	14	by	by	ADP
biht-396	71	15	improving	improve	VERB
biht-396	71	16	efficiency	efficiency	NOUN
biht-396	71	17	and	and	CCONJ
biht-396	71	18	reducing	reduce	VERB
biht-396	71	19	development	development	NOUN
biht-396	71	20	time	time	NOUN
biht-396	71	21	,	,	PUNCT
biht-396	71	22	its	its	PRON
biht-396	71	23	adoption	adoption	NOUN
biht-396	71	24	must	must	AUX
biht-396	71	25	be	be	AUX
biht-396	71	26	guided	guide	VERB
biht-396	71	27	by	by	ADP
biht-396	71	28	principles	principle	NOUN
biht-396	71	29	of	of	ADP
biht-396	71	30	data	datum	NOUN
biht-396	71	31	quality	quality	NOUN
biht-396	71	32	,	,	PUNCT
biht-396	71	33	ethical	ethical	ADJ
biht-396	71	34	compliance	compliance	NOUN
biht-396	71	35	,	,	PUNCT
biht-396	71	36	and	and	CCONJ
biht-396	71	37	rigorous	rigorous	ADJ
biht-396	71	38	validation	validation	NOUN
biht-396	71	39	to	to	PART
biht-396	71	40	ensure	ensure	VERB
biht-396	71	41	safe	safe	ADJ
biht-396	71	42	and	and	CCONJ
biht-396	71	43	equitable	equitable	ADJ
biht-396	71	44	outcomes	outcome	NOUN
biht-396	71	45	.	.	PUNCT
biht-396	72	1	self	self	NOUN
biht-396	72	2	-	-	PUNCT
biht-396	72	3	evolving	evolve	VERB
biht-396	72	4	software	software	NOUN
biht-396	72	5	:	:	PUNCT
biht-396	72	6	proprietary	proprietary	ADJ
biht-396	72	7	code	code	NOUN
biht-396	72	8	gen	gen	PROPN
biht-396	73	1	ai	ai	VERB
biht-396	73	2	the	the	DET
biht-396	73	3	ses	se	NOUN
biht-396	73	4	represents	represent	VERB
biht-396	73	5	a	a	DET
biht-396	73	6	paradigm	paradigm	NOUN
biht-396	73	7	shift	shift	NOUN
biht-396	73	8	in	in	ADP
biht-396	73	9	the	the	DET
biht-396	73	10	application	application	NOUN
biht-396	73	11	of	of	ADP
biht-396	73	12	proprietary	proprietary	ADJ
biht-396	73	13	llms	llm	NOUN
biht-396	73	14	for	for	ADP
biht-396	73	15	code	code	NOUN
biht-396	73	16	generation	generation	NOUN
biht-396	73	17	.	.	PUNCT
biht-396	74	1	the	the	DET
biht-396	74	2	ses	ses	PROPN
biht-396	74	3	is	be	AUX
biht-396	74	4	a	a	DET
biht-396	74	5	cloud	cloud	ADJ
biht-396	74	6	-	-	PUNCT
biht-396	74	7	native	native	ADJ
biht-396	74	8	salesforce	salesforce	NOUN
biht-396	74	9	application	application	NOUN
biht-396	74	10	designed	design	VERB
biht-396	74	11	to	to	PART
biht-396	74	12	address	address	VERB
biht-396	74	13	the	the	DET
biht-396	74	14	limitations	limitation	NOUN
biht-396	74	15	of	of	ADP
biht-396	74	16	traditional	traditional	ADJ
biht-396	74	17	code	code	NOUN
biht-396	74	18	gen	gen	PROPN
biht-396	75	1	ai	ai	NOUN
biht-396	75	2	tools	tool	NOUN
biht-396	75	3	by	by	ADP
biht-396	75	4	leveraging	leverage	VERB
biht-396	75	5	rich	rich	ADJ
biht-396	75	6	,	,	PUNCT
biht-396	75	7	curated	curate	VERB
biht-396	75	8	datasets	dataset	NOUN
biht-396	75	9	and	and	CCONJ
biht-396	75	10	integrating	integrate	VERB
biht-396	75	11	advanced	advanced	ADJ
biht-396	75	12	features	feature	NOUN
biht-396	75	13	for	for	ADP
biht-396	75	14	quality	quality	NOUN
biht-396	75	15	assurance	assurance	NOUN
biht-396	75	16	and	and	CCONJ
biht-396	75	17	compliance	compliance	NOUN
biht-396	75	18	.	.	PUNCT
biht-396	76	1	as	as	SCONJ
biht-396	76	2	software	software	NOUN
biht-396	76	3	systems	system	NOUN
biht-396	76	4	become	become	VERB
biht-396	76	5	increasingly	increasingly	ADV
biht-396	76	6	central	central	ADJ
biht-396	76	7	to	to	ADP
biht-396	76	8	mission	mission	NOUN
biht-396	76	9	-	-	PUNCT
biht-396	76	10	critical	critical	ADJ
biht-396	76	11	applications	application	NOUN
biht-396	76	12	in	in	ADP
biht-396	76	13	sectors	sector	NOUN
biht-396	76	14	like	like	ADP
biht-396	76	15	healthcare	healthcare	NOUN
biht-396	76	16	,	,	PUNCT
biht-396	76	17	finance	finance	NOUN
biht-396	76	18	,	,	PUNCT
biht-396	76	19	and	and	CCONJ
biht-396	76	20	public	public	ADJ
biht-396	76	21	services	service	NOUN
biht-396	76	22	,	,	PUNCT
biht-396	76	23	the	the	DET
biht-396	76	24	reliability	reliability	NOUN
biht-396	76	25	and	and	CCONJ
biht-396	76	26	transparency	transparency	NOUN
biht-396	76	27	of	of	ADP
biht-396	76	28	code	code	NOUN
biht-396	76	29	have	have	AUX
biht-396	76	30	never	never	ADV
biht-396	76	31	been	be	AUX
biht-396	76	32	more	more	ADV
biht-396	76	33	important	important	ADJ
biht-396	76	34	.	.	PUNCT
biht-396	77	1	code	code	PROPN
biht-396	77	2	gen	gen	PROPN
biht-396	77	3	ai	ai	NOUN
biht-396	77	4	—	—	PUNCT
biht-396	77	5	powered	power	VERB
biht-396	77	6	by	by	ADP
biht-396	77	7	llms	llm	NOUN
biht-396	77	8	—	—	PUNCT
biht-396	77	9	has	have	AUX
biht-396	77	10	emerged	emerge	VERB
biht-396	77	11	as	as	ADP
biht-396	77	12	a	a	DET
biht-396	77	13	powerful	powerful	ADJ
biht-396	77	14	tool	tool	NOUN
biht-396	77	15	to	to	PART
biht-396	77	16	accelerate	accelerate	VERB
biht-396	77	17	development	development	NOUN
biht-396	77	18	,	,	PUNCT
biht-396	77	19	reduce	reduce	VERB
biht-396	77	20	manual	manual	ADJ
biht-396	77	21	coding	code	VERB
biht-396	77	22	effort	effort	NOUN
biht-396	77	23	,	,	PUNCT
biht-396	77	24	and	and	CCONJ
biht-396	77	25	enhance	enhance	VERB
biht-396	77	26	productivity	productivity	NOUN
biht-396	77	27	.	.	PUNCT
biht-396	78	1	yet	yet	ADV
biht-396	78	2	,	,	PUNCT
biht-396	78	3	a	a	DET
biht-396	78	4	growing	grow	VERB
biht-396	78	5	body	body	NOUN
biht-396	78	6	of	of	ADP
biht-396	78	7	evidence	evidence	NOUN
biht-396	78	8	reveals	reveal	VERB
biht-396	78	9	the	the	DET
biht-396	78	10	risks	risk	NOUN
biht-396	78	11	of	of	ADP
biht-396	78	12	relying	rely	VERB
biht-396	78	13	on	on	ADP
biht-396	78	14	generic	generic	ADJ
biht-396	78	15	,	,	PUNCT
biht-396	78	16	quantity	quantity	NOUN
biht-396	78	17	-	-	PUNCT
biht-396	78	18	focused	focus	VERB
biht-396	78	19	ai	ai	NOUN
biht-396	78	20	models	model	NOUN
biht-396	78	21	trained	train	VERB
biht-396	78	22	on	on	ADP
biht-396	78	23	unvetted	unvetted	ADJ
biht-396	78	24	public	public	ADJ
biht-396	78	25	data	datum	NOUN
biht-396	78	26	.	.	PUNCT
biht-396	79	1	these	these	DET
biht-396	79	2	risks	risk	NOUN
biht-396	79	3	include	include	VERB
biht-396	79	4	code	code	NOUN
biht-396	79	5	duplication	duplication	NOUN
biht-396	79	6	,	,	PUNCT
biht-396	79	7	undocumented	undocumented	ADJ
biht-396	79	8	logic	logic	NOUN
biht-396	79	9	,	,	PUNCT
biht-396	79	10	compliance	compliance	NOUN
biht-396	79	11	failures	failure	NOUN
biht-396	79	12	,	,	PUNCT
biht-396	79	13	and	and	CCONJ
biht-396	79	14	systemic	systemic	ADJ
biht-396	79	15	security	security	NOUN
biht-396	79	16	vulnerabilities	vulnerability	NOUN
biht-396	79	17	.	.	PUNCT
biht-396	80	1	https://doi.org/10.30953/bhty.v8.396	https://doi.org/10.30953/bhty.v8.396	X
biht-396	81	1	citation	citation	NOUN
biht-396	81	2	:	:	PUNCT
biht-396	82	1	blockchain	blockchain	NOUN
biht-396	82	2	in	in	ADP
biht-396	82	3	healthcare	healthcare	NOUN
biht-396	82	4	today	today	NOUN
biht-396	82	5	2025	2025	NUM
biht-396	82	6	,	,	PUNCT
biht-396	82	7	8	8	NUM
biht-396	82	8	:	:	SYM
biht-396	82	9	396	396	NUM
biht-396	82	10	https://doi.org/10.30953/bhty.v8.3964	https://doi.org/10.30953/bhty.v8.3964	NOUN
biht-396	82	11	(	(	PUNCT
biht-396	82	12	page	page	NOUN
biht-396	82	13	number	number	NOUN
biht-396	82	14	not	not	PART
biht-396	82	15	for	for	ADP
biht-396	82	16	citation	citation	NOUN
biht-396	82	17	purpose	purpose	NOUN
biht-396	82	18	)	)	PUNCT
biht-396	82	19	muthu	muthu	PROPN
biht-396	82	20	ramachandran	ramachandran	PROPN
biht-396	82	21	and	and	CCONJ
biht-396	82	22	steven	steven	PROPN
biht-396	82	23	fouracre	fouracre	PROPN
biht-396	82	24	to	to	PART
biht-396	82	25	address	address	VERB
biht-396	82	26	these	these	DET
biht-396	82	27	limitations	limitation	NOUN
biht-396	82	28	,	,	PUNCT
biht-396	82	29	the	the	DET
biht-396	82	30	industry	industry	NOUN
biht-396	82	31	is	be	AUX
biht-396	82	32	seeing	see	VERB
biht-396	82	33	a	a	DET
biht-396	82	34	transition	transition	NOUN
biht-396	82	35	toward	toward	ADP
biht-396	82	36	proprietary	proprietary	ADJ
biht-396	82	37	,	,	PUNCT
biht-396	82	38	domain	domain	NOUN
biht-396	82	39	-	-	PUNCT
biht-396	82	40	specific	specific	ADJ
biht-396	82	41	solutions	solution	NOUN
biht-396	82	42	—	—	PUNCT
biht-396	82	43	most	most	ADV
biht-396	82	44	notably	notably	ADV
biht-396	82	45	,	,	PUNCT
biht-396	82	46	ses	ses	PROPN
biht-396	82	47	.	.	PUNCT
biht-396	83	1	the	the	DET
biht-396	83	2	ses	ses	PROPN
biht-396	83	3	is	be	AUX
biht-396	83	4	a	a	DET
biht-396	83	5	paradigm	paradigm	NOUN
biht-396	83	6	-	-	PUNCT
biht-396	83	7	shifting	shift	VERB
biht-396	83	8	,	,	PUNCT
biht-396	83	9	cloud	cloud	NOUN
biht-396	83	10	-	-	PUNCT
biht-396	83	11	native	native	ADJ
biht-396	83	12	ai	ai	PROPN
biht-396	83	13	platform	platform	NOUN
biht-396	83	14	built	build	VERB
biht-396	83	15	within	within	ADP
biht-396	83	16	the	the	DET
biht-396	83	17	salesforce	salesforce	NOUN
biht-396	83	18	ecosystem	ecosystem	NOUN
biht-396	83	19	,	,	PUNCT
biht-396	83	20	designed	design	VERB
biht-396	83	21	specifically	specifically	ADV
biht-396	83	22	for	for	ADP
biht-396	83	23	high	high	ADJ
biht-396	83	24	-	-	PUNCT
biht-396	83	25	integrity	integrity	NOUN
biht-396	83	26	and	and	CCONJ
biht-396	83	27	regulated	regulated	ADJ
biht-396	83	28	environments	environment	NOUN
biht-396	83	29	.	.	PUNCT
biht-396	84	1	unlike	unlike	ADP
biht-396	84	2	traditional	traditional	ADJ
biht-396	84	3	ai	ai	NOUN
biht-396	84	4	tools	tool	NOUN
biht-396	84	5	that	that	PRON
biht-396	84	6	prioritize	prioritize	VERB
biht-396	84	7	data	datum	NOUN
biht-396	84	8	scale	scale	NOUN
biht-396	84	9	,	,	PUNCT
biht-396	84	10	ses	se	VERB
biht-396	84	11	leverages	leverage	NOUN
biht-396	84	12	rich	rich	ADJ
biht-396	84	13	,	,	PUNCT
biht-396	84	14	curated	curate	VERB
biht-396	84	15	,	,	PUNCT
biht-396	84	16	and	and	CCONJ
biht-396	84	17	context	context	NOUN
biht-396	84	18	-	-	PUNCT
biht-396	84	19	aware	aware	ADJ
biht-396	84	20	datasets	dataset	NOUN
biht-396	84	21	to	to	PART
biht-396	84	22	generate	generate	VERB
biht-396	84	23	high	high	ADJ
biht-396	84	24	-	-	PUNCT
biht-396	84	25	quality	quality	NOUN
biht-396	84	26	,	,	PUNCT
biht-396	84	27	maintainable	maintainable	ADJ
biht-396	84	28	,	,	PUNCT
biht-396	84	29	and	and	CCONJ
biht-396	84	30	compliant	compliant	ADJ
biht-396	84	31	code	code	NOUN
biht-396	84	32	.	.	PUNCT
biht-396	85	1	the	the	DET
biht-396	85	2	system	system	NOUN
biht-396	85	3	incorporates	incorporate	VERB
biht-396	85	4	several	several	ADJ
biht-396	85	5	advanced	advanced	ADJ
biht-396	85	6	features	feature	NOUN
biht-396	85	7	that	that	PRON
biht-396	85	8	distinguish	distinguish	VERB
biht-396	85	9	it	it	PRON
biht-396	85	10	from	from	ADP
biht-396	85	11	open	open	ADJ
biht-396	85	12	-	-	PUNCT
biht-396	85	13	source	source	NOUN
biht-396	85	14	counterparts	counterpart	NOUN
biht-396	85	15	.	.	PUNCT
biht-396	86	1	these	these	PRON
biht-396	86	2	include	include	VERB
biht-396	86	3	automated	automate	VERB
biht-396	86	4	requirements	requirement	NOUN
biht-396	86	5	capture	capture	VERB
biht-396	86	6	,	,	PUNCT
biht-396	86	7	which	which	PRON
biht-396	86	8	streamlines	streamline	VERB
biht-396	86	9	the	the	DET
biht-396	86	10	translation	translation	NOUN
biht-396	86	11	of	of	ADP
biht-396	86	12	business	business	NOUN
biht-396	86	13	needs	need	VERB
biht-396	86	14	into	into	ADP
biht-396	86	15	structured	structured	ADJ
biht-396	86	16	development	development	NOUN
biht-396	86	17	tasks	task	NOUN
biht-396	86	18	;	;	PUNCT
biht-396	86	19	ai	ai	ADJ
biht-396	86	20	-	-	PUNCT
biht-396	86	21	driven	drive	VERB
biht-396	86	22	code	code	NOUN
biht-396	86	23	generation	generation	NOUN
biht-396	86	24	that	that	PRON
biht-396	86	25	ensures	ensure	VERB
biht-396	86	26	context	context	NOUN
biht-396	86	27	alignment	alignment	NOUN
biht-396	86	28	;	;	PUNCT
biht-396	86	29	and	and	CCONJ
biht-396	86	30	integrated	integrate	VERB
biht-396	86	31	code	code	NOUN
biht-396	86	32	quality	quality	NOUN
biht-396	86	33	analysis	analysis	NOUN
biht-396	86	34	,	,	PUNCT
biht-396	86	35	which	which	PRON
biht-396	86	36	evaluates	evaluate	VERB
biht-396	86	37	complexity	complexity	NOUN
biht-396	86	38	,	,	PUNCT
biht-396	86	39	redundancy	redundancy	NOUN
biht-396	86	40	,	,	PUNCT
biht-396	86	41	and	and	CCONJ
biht-396	86	42	adherence	adherence	NOUN
biht-396	86	43	to	to	ADP
biht-396	86	44	standards	standard	NOUN
biht-396	86	45	in	in	ADP
biht-396	86	46	real	real	ADJ
biht-396	86	47	-	-	PUNCT
biht-396	86	48	time	time	NOUN
biht-396	86	49	.	.	PUNCT
biht-396	87	1	in	in	ADP
biht-396	87	2	addition	addition	NOUN
biht-396	87	3	,	,	PUNCT
biht-396	87	4	ses	se	NOUN
biht-396	87	5	offers	offer	VERB
biht-396	87	6	automated	automate	VERB
biht-396	87	7	documentation	documentation	NOUN
biht-396	87	8	,	,	PUNCT
biht-396	87	9	embedding	embed	VERB
biht-396	87	10	traceability	traceability	NOUN
biht-396	87	11	and	and	CCONJ
biht-396	87	12	compliance	compliance	NOUN
biht-396	87	13	metadata	metadata	NOUN
biht-396	87	14	directly	directly	ADV
biht-396	87	15	into	into	ADP
biht-396	87	16	the	the	DET
biht-396	87	17	codebase	codebase	NOUN
biht-396	87	18	,	,	PUNCT
biht-396	87	19	and	and	CCONJ
biht-396	87	20	a	a	DET
biht-396	87	21	continuous	continuous	ADJ
biht-396	87	22	improvement	improvement	NOUN
biht-396	87	23	loop	loop	NOUN
biht-396	87	24	,	,	PUNCT
biht-396	87	25	allowing	allow	VERB
biht-396	87	26	the	the	DET
biht-396	87	27	model	model	NOUN
biht-396	87	28	to	to	PART
biht-396	87	29	learn	learn	VERB
biht-396	87	30	from	from	ADP
biht-396	87	31	user	user	NOUN
biht-396	87	32	feedback	feedback	NOUN
biht-396	87	33	and	and	CCONJ
biht-396	87	34	project	project	VERB
biht-396	87	35	outcomes	outcome	NOUN
biht-396	87	36	over	over	ADP
biht-396	87	37	time	time	NOUN
biht-396	87	38	.	.	PUNCT
biht-396	88	1	by	by	ADP
biht-396	88	2	focusing	focus	VERB
biht-396	88	3	on	on	ADP
biht-396	88	4	rich	rich	ADJ
biht-396	88	5	data	datum	NOUN
biht-396	88	6	and	and	CCONJ
biht-396	88	7	regulatory	regulatory	ADJ
biht-396	88	8	alignment	alignment	NOUN
biht-396	88	9	,	,	PUNCT
biht-396	88	10	ses	se	VERB
biht-396	88	11	minimizes	minimize	VERB
biht-396	88	12	code	code	NOUN
biht-396	88	13	churn	churn	NOUN
biht-396	88	14	,	,	PUNCT
biht-396	88	15	reduces	reduce	VERB
biht-396	88	16	duplication	duplication	NOUN
biht-396	88	17	and	and	CCONJ
biht-396	88	18	defects	defect	NOUN
biht-396	88	19	,	,	PUNCT
biht-396	88	20	and	and	CCONJ
biht-396	88	21	supports	support	VERB
biht-396	88	22	seamless	seamless	ADJ
biht-396	88	23	compliance	compliance	NOUN
biht-396	88	24	with	with	ADP
biht-396	88	25	frameworks	framework	NOUN
biht-396	88	26	such	such	ADJ
biht-396	88	27	as	as	ADP
biht-396	88	28	hipaa	hipaa	NOUN
biht-396	88	29	and	and	CCONJ
biht-396	88	30	general	general	ADJ
biht-396	88	31	data	datum	NOUN
biht-396	88	32	protection	protection	NOUN
biht-396	88	33	regulation	regulation	NOUN
biht-396	88	34	(	(	PUNCT
biht-396	88	35	gdpr	gdpr	NOUN
biht-396	88	36	)	)	PUNCT
biht-396	88	37	.	.	PUNCT
biht-396	89	1	its	its	PRON
biht-396	89	2	architecture	architecture	NOUN
biht-396	89	3	prioritizes	prioritize	VERB
biht-396	89	4	explainability	explainability	NOUN
biht-396	89	5	,	,	PUNCT
biht-396	89	6	traceability	traceability	NOUN
biht-396	89	7	,	,	PUNCT
biht-396	89	8	and	and	CCONJ
biht-396	89	9	sustainability	sustainability	NOUN
biht-396	89	10	—	—	PUNCT
biht-396	89	11	qualities	quality	NOUN
biht-396	89	12	essential	essential	ADJ
biht-396	89	13	for	for	ADP
biht-396	89	14	long	long	ADJ
biht-396	89	15	-	-	PUNCT
biht-396	89	16	term	term	NOUN
biht-396	89	17	use	use	NOUN
biht-396	89	18	in	in	ADP
biht-396	89	19	sensitive	sensitive	ADJ
biht-396	89	20	sectors	sector	NOUN
biht-396	89	21	.	.	PUNCT
biht-396	90	1	the	the	DET
biht-396	90	2	ses	se	NOUN
biht-396	90	3	not	not	PART
biht-396	90	4	only	only	ADV
biht-396	90	5	delivers	deliver	VERB
biht-396	90	6	immediate	immediate	ADJ
biht-396	90	7	productivity	productivity	NOUN
biht-396	90	8	gains	gain	NOUN
biht-396	90	9	but	but	CCONJ
biht-396	90	10	also	also	ADV
biht-396	90	11	supports	support	VERB
biht-396	90	12	ethical	ethical	ADJ
biht-396	90	13	,	,	PUNCT
biht-396	90	14	scalable	scalable	ADJ
biht-396	90	15	,	,	PUNCT
biht-396	90	16	and	and	CCONJ
biht-396	90	17	secure	secure	ADJ
biht-396	90	18	software	software	NOUN
biht-396	90	19	development	development	NOUN
biht-396	90	20	.	.	PUNCT
biht-396	91	1	in	in	ADP
biht-396	91	2	this	this	DET
biht-396	91	3	context	context	NOUN
biht-396	91	4	,	,	PUNCT
biht-396	91	5	the	the	DET
biht-396	91	6	key	key	ADJ
biht-396	91	7	features	feature	NOUN
biht-396	91	8	of	of	ADP
biht-396	91	9	ses	se	NOUN
biht-396	91	10	include	include	VERB
biht-396	91	11	ai	ai	ADJ
biht-396	91	12	-	-	PUNCT
biht-396	91	13	driven	drive	VERB
biht-396	91	14	code	code	NOUN
biht-396	91	15	generation	generation	NOUN
biht-396	91	16	,	,	PUNCT
biht-396	91	17	automated	automated	ADJ
biht-396	91	18	documentation	documentation	NOUN
biht-396	91	19	,	,	PUNCT
biht-396	91	20	automated	automate	VERB
biht-396	91	21	requirements	requirement	NOUN
biht-396	91	22	capture	capture	VERB
biht-396	91	23	,	,	PUNCT
biht-396	91	24	continuous	continuous	ADJ
biht-396	91	25	improvement	improvement	NOUN
biht-396	91	26	,	,	PUNCT
biht-396	91	27	and	and	CCONJ
biht-396	91	28	integrated	integrate	VERB
biht-396	91	29	code	code	NOUN
biht-396	91	30	quality	quality	NOUN
biht-396	91	31	analysis	analysis	NOUN
biht-396	91	32	.	.	PUNCT
biht-396	92	1	the	the	DET
biht-396	92	2	ses	ses	PROPN
biht-396	92	3	outperforms	outperform	VERB
biht-396	92	4	traditional	traditional	ADJ
biht-396	92	5	tools	tool	NOUN
biht-396	92	6	by	by	ADP
biht-396	92	7	reducing	reduce	VERB
biht-396	92	8	code	code	NOUN
biht-396	92	9	churn	churn	NOUN
biht-396	92	10	,	,	PUNCT
biht-396	92	11	duplication	duplication	NOUN
biht-396	92	12	,	,	PUNCT
biht-396	92	13	and	and	CCONJ
biht-396	92	14	defects	defect	NOUN
biht-396	92	15	while	while	SCONJ
biht-396	92	16	maintaining	maintain	VERB
biht-396	92	17	compliance	compliance	NOUN
biht-396	92	18	with	with	ADP
biht-396	92	19	regulatory	regulatory	ADJ
biht-396	92	20	standards	standard	NOUN
biht-396	92	21	such	such	ADJ
biht-396	92	22	as	as	ADP
biht-396	92	23	gdpr	gdpr	NOUN
biht-396	92	24	/	/	SYM
biht-396	92	25	hipaa	hipaa	NOUN
biht-396	92	26	.	.	PUNCT
biht-396	93	1	its	its	PRON
biht-396	93	2	focus	focus	NOUN
biht-396	93	3	on	on	ADP
biht-396	93	4	rich	rich	ADJ
biht-396	93	5	data	datum	NOUN
biht-396	93	6	ensures	ensure	VERB
biht-396	93	7	generated	generate	VERB
biht-396	93	8	code	code	NOUN
biht-396	93	9	is	be	AUX
biht-396	93	10	functional	functional	ADJ
biht-396	93	11	,	,	PUNCT
biht-396	93	12	ethical	ethical	ADJ
biht-396	93	13	,	,	PUNCT
biht-396	93	14	sustainable	sustainable	ADJ
biht-396	93	15	,	,	PUNCT
biht-396	93	16	and	and	CCONJ
biht-396	93	17	aligned	align	VERB
biht-396	93	18	with	with	ADP
biht-396	93	19	industry	industry	NOUN
biht-396	93	20	-	-	PUNCT
biht-396	93	21	specific	specific	ADJ
biht-396	93	22	requirements	requirement	NOUN
biht-396	93	23	.	.	PUNCT
biht-396	94	1	figure	figure	NOUN
biht-396	94	2	1	1	NUM
biht-396	94	3	compares	compare	VERB
biht-396	94	4	the	the	DET
biht-396	94	5	four	four	NUM
biht-396	94	6	main	main	ADJ
biht-396	94	7	features	feature	NOUN
biht-396	94	8	of	of	ADP
biht-396	94	9	ses	se	NOUN
biht-396	94	10	with	with	ADP
biht-396	94	11	the	the	DET
biht-396	94	12	relative	relative	ADJ
biht-396	94	13	capabilities	capability	NOUN
biht-396	94	14	of	of	ADP
biht-396	94	15	other	other	ADJ
biht-396	94	16	typical	typical	ADJ
biht-396	94	17	ai	ai	PROPN
biht-396	94	18	code	code	NOUN
biht-396	94	19	generation	generation	NOUN
biht-396	94	20	tools	tool	NOUN
biht-396	94	21	.	.	PUNCT
biht-396	95	1	the	the	DET
biht-396	95	2	comparative	comparative	ADJ
biht-396	95	3	analysis	analysis	NOUN
biht-396	95	4	of	of	ADP
biht-396	95	5	figure	figure	NOUN
biht-396	95	6	1	1	NUM
biht-396	95	7	clearly	clearly	ADV
biht-396	95	8	demonstrates	demonstrate	VERB
biht-396	95	9	that	that	SCONJ
biht-396	95	10	ses	se	NOUN
biht-396	95	11	offers	offer	VERB
biht-396	95	12	significant	significant	ADJ
biht-396	95	13	advantages	advantage	NOUN
biht-396	95	14	over	over	ADP
biht-396	95	15	traditional	traditional	ADJ
biht-396	95	16	code	code	NOUN
biht-396	95	17	gen	gen	PROPN
biht-396	95	18	ai	ai	NOUN
biht-396	95	19	tools	tool	NOUN
biht-396	95	20	.	.	PUNCT
biht-396	96	1	while	while	SCONJ
biht-396	96	2	conventional	conventional	ADJ
biht-396	96	3	solutions	solution	NOUN
biht-396	96	4	may	may	AUX
biht-396	96	5	excel	excel	VERB
biht-396	96	6	in	in	ADP
biht-396	96	7	producing	produce	VERB
biht-396	96	8	generic	generic	ADJ
biht-396	96	9	code	code	NOUN
biht-396	96	10	,	,	PUNCT
biht-396	96	11	they	they	PRON
biht-396	96	12	frequently	frequently	ADV
biht-396	96	13	fall	fall	VERB
biht-396	96	14	short	short	ADV
biht-396	96	15	in	in	ADP
biht-396	96	16	critical	critical	ADJ
biht-396	96	17	areas	area	NOUN
biht-396	96	18	such	such	ADJ
biht-396	96	19	as	as	ADP
biht-396	96	20	code	code	NOUN
biht-396	96	21	quality	quality	NOUN
biht-396	96	22	analysis	analysis	NOUN
biht-396	96	23	,	,	PUNCT
biht-396	96	24	duplicate	duplicate	ADJ
biht-396	96	25	/	/	SYM
biht-396	96	26	dead	dead	ADJ
biht-396	96	27	code	code	NOUN
biht-396	96	28	detection	detection	NOUN
biht-396	96	29	,	,	PUNCT
biht-396	96	30	and	and	CCONJ
biht-396	96	31	comprehensive	comprehensive	ADJ
biht-396	96	32	documentation	documentation	NOUN
biht-396	96	33	.	.	PUNCT
biht-396	97	1	the	the	DET
biht-396	97	2	ses	ses	PROPN
biht-396	97	3	addresses	address	VERB
biht-396	97	4	these	these	DET
biht-396	97	5	limitations	limitation	NOUN
biht-396	97	6	through	through	ADP
biht-396	97	7	its	its	PRON
biht-396	97	8	proprietary	proprietary	ADJ
biht-396	97	9	ai	ai	NOUN
biht-396	97	10	technology	technology	NOUN
biht-396	97	11	,	,	PUNCT
biht-396	97	12	delivering	deliver	VERB
biht-396	97	13	consistently	consistently	ADV
biht-396	97	14	high	high	ADJ
biht-396	97	15	-	-	PUNCT
biht-396	97	16	quality	quality	NOUN
biht-396	97	17	outputs	output	NOUN
biht-396	97	18	across	across	ADP
biht-396	97	19	all	all	DET
biht-396	97	20	key	key	ADJ
biht-396	97	21	metrics	metric	NOUN
biht-396	97	22	.	.	PUNCT
biht-396	98	1	by	by	ADP
biht-396	98	2	integrating	integrate	VERB
biht-396	98	3	advanced	advanced	ADJ
biht-396	98	4	mathematical	mathematical	ADJ
biht-396	98	5	analysis	analysis	NOUN
biht-396	98	6	,	,	PUNCT
biht-396	98	7	efficient	efficient	ADJ
biht-396	98	8	code	code	NOUN
biht-396	98	9	optimization	optimization	NOUN
biht-396	98	10	,	,	PUNCT
biht-396	98	11	and	and	CCONJ
biht-396	98	12	automated	automate	VERB
biht-396	98	13	technical	technical	ADJ
biht-396	98	14	documentation	documentation	NOUN
biht-396	98	15	that	that	PRON
biht-396	98	16	links	link	VERB
biht-396	98	17	directly	directly	ADV
biht-396	98	18	to	to	ADP
biht-396	98	19	application	application	NOUN
biht-396	98	20	lifecycle	lifecycle	NOUN
biht-396	98	21	management	management	NOUN
biht-396	98	22	(	(	PUNCT
biht-396	98	23	alm	alm	NOUN
biht-396	98	24	)	)	PUNCT
biht-396	98	25	tools	tool	NOUN
biht-396	98	26	,	,	PUNCT
biht-396	98	27	ses	se	NOUN
biht-396	98	28	provides	provide	VERB
biht-396	98	29	a	a	DET
biht-396	98	30	comprehensive	comprehensive	ADJ
biht-396	98	31	solution	solution	NOUN
biht-396	98	32	that	that	PRON
biht-396	98	33	enhances	enhance	VERB
biht-396	98	34	both	both	PRON
biht-396	98	35	developer	developer	NOUN
biht-396	98	36	productivity	productivity	NOUN
biht-396	98	37	and	and	CCONJ
biht-396	98	38	code	code	NOUN
biht-396	98	39	quality	quality	NOUN
biht-396	98	40	.	.	PUNCT
biht-396	99	1	this	this	DET
biht-396	99	2	revolutionary	revolutionary	ADJ
biht-396	99	3	approach	approach	NOUN
biht-396	99	4	to	to	ADP
biht-396	99	5	ai	ai	VERB
biht-396	99	6	-	-	PUNCT
biht-396	99	7	assisted	assist	VERB
biht-396	99	8	software	software	NOUN
biht-396	99	9	development	development	NOUN
biht-396	99	10	establishes	establish	VERB
biht-396	99	11	a	a	DET
biht-396	99	12	new	new	ADJ
biht-396	99	13	standard	standard	NOUN
biht-396	99	14	for	for	ADP
biht-396	99	15	intelligent	intelligent	ADJ
biht-396	99	16	coding	coding	NOUN
biht-396	99	17	assistance	assistance	NOUN
biht-396	99	18	that	that	PRON
biht-396	99	19	evolves	evolve	VERB
biht-396	99	20	alongside	alongside	ADP
biht-396	99	21	project	project	NOUN
biht-396	99	22	requirements	requirement	NOUN
biht-396	99	23	and	and	CCONJ
biht-396	99	24	organizational	organizational	ADJ
biht-396	99	25	needs	need	NOUN
biht-396	99	26	.	.	PUNCT
biht-396	100	1	now	now	ADV
biht-396	100	2	,	,	PUNCT
biht-396	100	3	let	let	VERB
biht-396	100	4	us	we	PRON
biht-396	100	5	examine	examine	VERB
biht-396	100	6	the	the	DET
biht-396	100	7	architectural	architectural	ADJ
biht-396	100	8	view	view	NOUN
biht-396	100	9	of	of	ADP
biht-396	100	10	ses	se	NOUN
biht-396	100	11	to	to	PART
biht-396	100	12	understand	understand	VERB
biht-396	100	13	how	how	SCONJ
biht-396	100	14	these	these	DET
biht-396	100	15	capabilities	capability	NOUN
biht-396	100	16	are	be	AUX
biht-396	100	17	structured	structure	VERB
biht-396	100	18	and	and	CCONJ
biht-396	100	19	implemented	implement	VERB
biht-396	100	20	.	.	PUNCT
biht-396	101	1	architectural	architectural	ADJ
biht-396	101	2	view	view	NOUN
biht-396	101	3	of	of	ADP
biht-396	101	4	ses	ses	PROPN
biht-396	101	5	code	code	PROPN
biht-396	101	6	gen	gen	PROPN
biht-396	101	7	ai	ai	AUX
biht-396	101	8	based	base	VERB
biht-396	101	9	on	on	ADP
biht-396	101	10	llms	llm	NOUN
biht-396	101	11	refers	refer	VERB
biht-396	101	12	to	to	ADP
biht-396	101	13	ai	ai	VERB
biht-396	101	14	systems	system	NOUN
biht-396	101	15	that	that	PRON
biht-396	101	16	use	use	VERB
biht-396	101	17	deep	deep	ADJ
biht-396	101	18	learning	learning	NOUN
biht-396	101	19	—	—	PUNCT
biht-396	101	20	specifically	specifically	ADV
biht-396	101	21	,	,	PUNCT
biht-396	101	22	transformer	transformer	NOUN
biht-396	101	23	-	-	PUNCT
biht-396	101	24	based	base	VERB
biht-396	101	25	architectures	architecture	NOUN
biht-396	101	26	like	like	ADP
biht-396	101	27	gpt	gpt	NOUN
biht-396	101	28	—	—	PUNCT
biht-396	101	29	to	to	PART
biht-396	101	30	write	write	VERB
biht-396	101	31	,	,	PUNCT
biht-396	101	32	understand	understand	VERB
biht-396	101	33	,	,	PUNCT
biht-396	101	34	and	and	CCONJ
biht-396	101	35	assist	assist	VERB
biht-396	101	36	with	with	ADP
biht-396	101	37	programming	programming	NOUN
biht-396	101	38	tasks	task	NOUN
biht-396	101	39	.	.	PUNCT
biht-396	102	1	these	these	DET
biht-396	102	2	models	model	NOUN
biht-396	102	3	are	be	AUX
biht-396	102	4	trained	train	VERB
biht-396	102	5	on	on	ADP
biht-396	102	6	massive	massive	ADJ
biht-396	102	7	datasets	dataset	NOUN
biht-396	102	8	containing	contain	VERB
biht-396	102	9	source	source	NOUN
biht-396	102	10	code	code	NOUN
biht-396	102	11	from	from	ADP
biht-396	102	12	multiple	multiple	ADJ
biht-396	102	13	languages	language	NOUN
biht-396	102	14	(	(	PUNCT
biht-396	102	15	e.g.	e.g.	ADV
biht-396	102	16	python	python	NOUN
biht-396	102	17	,	,	PUNCT
biht-396	102	18	javascript	javascript	NOUN
biht-396	102	19	,	,	PUNCT
biht-396	102	20	and	and	CCONJ
biht-396	102	21	c++	c++	NOUN
biht-396	102	22	)	)	PUNCT
biht-396	102	23	as	as	ADV
biht-396	102	24	well	well	ADV
biht-396	102	25	as	as	ADP
biht-396	102	26	documentation	documentation	NOUN
biht-396	102	27	,	,	PUNCT
biht-396	102	28	comments	comment	NOUN
biht-396	102	29	,	,	PUNCT
biht-396	102	30	and	and	CCONJ
biht-396	102	31	developer	developer	NOUN
biht-396	102	32	discussions	discussion	NOUN
biht-396	102	33	.	.	PUNCT
biht-396	103	1	by	by	ADP
biht-396	103	2	learning	learn	VERB
biht-396	103	3	patterns	pattern	NOUN
biht-396	103	4	in	in	ADP
biht-396	103	5	this	this	DET
biht-396	103	6	data	data	NOUN
biht-396	103	7	,	,	PUNCT
biht-396	103	8	they	they	PRON
biht-396	103	9	can	can	AUX
biht-396	103	10	generate	generate	VERB
biht-396	103	11	code	code	NOUN
biht-396	103	12	from	from	ADP
biht-396	103	13	natural	natural	ADJ
biht-396	103	14	language	language	NOUN
biht-396	103	15	prompts	prompt	NOUN
biht-396	103	16	(	(	PUNCT
biht-396	103	17	e.g.	e.g.	ADV
biht-396	103	18	“	"	PUNCT
biht-396	103	19	write	write	VERB
biht-396	103	20	a	a	DET
biht-396	103	21	function	function	NOUN
biht-396	103	22	to	to	PART
biht-396	103	23	sort	sort	VERB
biht-396	103	24	a	a	DET
biht-396	103	25	list	list	NOUN
biht-396	103	26	using	use	VERB
biht-396	103	27	merge	merge	NOUN
biht-396	103	28	sort	sort	NOUN
biht-396	103	29	”	"	PUNCT
biht-396	103	30	)	)	PUNCT
biht-396	103	31	,	,	PUNCT
biht-396	103	32	explain	explain	VERB
biht-396	103	33	code	code	NOUN
biht-396	103	34	by	by	ADP
biht-396	103	35	translating	translate	VERB
biht-396	103	36	it	it	PRON
biht-396	103	37	into	into	ADP
biht-396	103	38	plain	plain	ADJ
biht-396	103	39	language	language	NOUN
biht-396	103	40	,	,	PUNCT
biht-396	103	41	refactor	refactor	NOUN
biht-396	103	42	,	,	PUNCT
biht-396	103	43	or	or	CCONJ
biht-396	103	44	debug	debug	NOUN
biht-396	103	45	code	code	NOUN
biht-396	103	46	by	by	ADP
biht-396	103	47	suggesting	suggest	VERB
biht-396	103	48	improvements	improvement	NOUN
biht-396	103	49	or	or	CCONJ
biht-396	103	50	identifying	identify	VERB
biht-396	103	51	errors	error	NOUN
biht-396	103	52	,	,	PUNCT
biht-396	103	53	and	and	CCONJ
biht-396	103	54	complete	complete	ADJ
biht-396	103	55	code	code	NOUN
biht-396	103	56	based	base	VERB
biht-396	103	57	on	on	ADP
biht-396	103	58	context	context	NOUN
biht-396	103	59	,	,	PUNCT
biht-396	103	60	like	like	ADP
biht-396	103	61	an	an	DET
biht-396	103	62	advanced	advanced	ADJ
biht-396	103	63	autocomplete	autocomplete	NOUN
biht-396	103	64	.	.	PUNCT
biht-396	104	1	popular	popular	ADJ
biht-396	104	2	examples	example	NOUN
biht-396	104	3	include	include	VERB
biht-396	104	4	github	github	PROPN
biht-396	104	5	copilot	copilot	NOUN
biht-396	104	6	(	(	PUNCT
biht-396	104	7	powered	power	VERB
biht-396	104	8	by	by	ADP
biht-396	104	9	openai	openai	PROPN
biht-396	104	10	codex	codex	NOUN
biht-396	104	11	)	)	PUNCT
biht-396	104	12	and	and	CCONJ
biht-396	104	13	codewhisperer	codewhisper	ADJ
biht-396	104	14	(	(	PUNCT
biht-396	104	15	by	by	ADP
biht-396	104	16	amazon	amazon	NOUN
biht-396	104	17	)	)	PUNCT
biht-396	104	18	.	.	PUNCT
biht-396	105	1	these	these	DET
biht-396	105	2	tools	tool	NOUN
biht-396	105	3	aim	aim	VERB
biht-396	105	4	to	to	PART
biht-396	105	5	boost	boost	VERB
biht-396	105	6	developer	developer	NOUN
biht-396	105	7	productivity	productivity	NOUN
biht-396	105	8	and	and	CCONJ
biht-396	105	9	reduce	reduce	VERB
biht-396	105	10	repetitive	repetitive	ADJ
biht-396	105	11	coding	code	VERB
biht-396	105	12	work	work	NOUN
biht-396	105	13	.	.	PUNCT
biht-396	106	1	figure	figure	NOUN
biht-396	106	2	2	2	NUM
biht-396	106	3	illustrates	illustrate	VERB
biht-396	106	4	the	the	DET
biht-396	106	5	architectural	architectural	ADJ
biht-396	106	6	view	view	NOUN
biht-396	106	7	of	of	ADP
biht-396	106	8	ses	ses	PROPN
biht-396	106	9	.	.	PUNCT
biht-396	107	1	the	the	DET
biht-396	107	2	architectural	architectural	ADJ
biht-396	107	3	diagram	diagram	NOUN
biht-396	107	4	shown	show	VERB
biht-396	107	5	in	in	ADP
biht-396	107	6	figure	figure	NOUN
biht-396	107	7	2	2	NUM
biht-396	107	8	illustrates	illustrate	VERB
biht-396	107	9	how	how	SCONJ
biht-396	107	10	ses	se	NOUN
biht-396	107	11	integrates	integrates	PROPN
biht-396	107	12	code	code	NOUN
biht-396	107	13	generative	generative	NOUN
biht-396	107	14	ai	ai	VERB
biht-396	107	15	within	within	ADP
biht-396	107	16	the	the	DET
biht-396	107	17	salesforce	salesforce	NOUN
biht-396	107	18	community	community	NOUN
biht-396	107	19	cloud	cloud	NOUN
biht-396	107	20	to	to	PART
biht-396	107	21	enable	enable	VERB
biht-396	107	22	the	the	DET
biht-396	107	23	intelligent	intelligent	ADJ
biht-396	107	24	reuse	reuse	NOUN
biht-396	107	25	of	of	ADP
biht-396	107	26	proprietary	proprietary	ADJ
biht-396	107	27	code	code	NOUN
biht-396	107	28	across	across	ADP
biht-396	107	29	trusted	trust	VERB
biht-396	107	30	systems	system	NOUN
biht-396	107	31	.	.	PUNCT
biht-396	108	1	at	at	ADP
biht-396	108	2	the	the	DET
biht-396	108	3	core	core	NOUN
biht-396	108	4	of	of	ADP
biht-396	108	5	this	this	DET
biht-396	108	6	ecosystem	ecosystem	NOUN
biht-396	108	7	lies	lie	VERB
biht-396	108	8	code	code	PROPN
biht-396	108	9	gen	gen	PROPN
biht-396	108	10	ai	ai	NOUN
biht-396	108	11	,	,	PUNCT
biht-396	108	12	which	which	PRON
biht-396	108	13	learns	learn	VERB
biht-396	108	14	from	from	ADP
biht-396	108	15	various	various	ADJ
biht-396	108	16	trusted	trust	VERB
biht-396	108	17	code	code	NOUN
biht-396	108	18	sources	source	NOUN
biht-396	108	19	to	to	PART
biht-396	108	20	generate	generate	VERB
biht-396	108	21	solutions	solution	NOUN
biht-396	108	22	for	for	ADP
biht-396	108	23	customer	customer	NOUN
biht-396	108	24	-	-	PUNCT
biht-396	108	25	specific	specific	ADJ
biht-396	108	26	needs	need	NOUN
biht-396	108	27	.	.	PUNCT
biht-396	109	1	the	the	DET
biht-396	109	2	key	key	ADJ
biht-396	109	3	components	component	NOUN
biht-396	109	4	of	of	ADP
biht-396	109	5	ses	se	NOUN
biht-396	109	6	are	be	AUX
biht-396	109	7	listed	list	VERB
biht-396	109	8	in	in	ADP
biht-396	109	9	table	table	NOUN
biht-396	109	10	1	1	NUM
biht-396	109	11	.	.	PUNCT
biht-396	110	1	benefits	benefit	NOUN
biht-396	110	2	of	of	ADP
biht-396	110	3	proprietary	proprietary	ADJ
biht-396	110	4	code	code	NOUN
biht-396	110	5	generation	generation	NOUN
biht-396	110	6	ai	ai	VERB
biht-396	110	7	tools	tool	NOUN
biht-396	110	8	proprietary	proprietary	ADJ
biht-396	110	9	code	code	NOUN
biht-396	110	10	gen	gen	PROPN
biht-396	110	11	ai	ai	NOUN
biht-396	110	12	tools	tool	NOUN
biht-396	110	13	,	,	PUNCT
biht-396	110	14	such	such	ADJ
biht-396	110	15	as	as	ADP
biht-396	110	16	ses	se	NOUN
biht-396	110	17	,	,	PUNCT
biht-396	110	18	are	be	AUX
biht-396	110	19	purpose	purpose	NOUN
biht-396	110	20	-	-	PUNCT
biht-396	110	21	built	build	VERB
biht-396	110	22	for	for	ADP
biht-396	110	23	enterprise	enterprise	NOUN
biht-396	110	24	use	use	NOUN
biht-396	110	25	,	,	PUNCT
biht-396	110	26	particularly	particularly	ADV
biht-396	110	27	in	in	ADP
biht-396	110	28	regulated	regulated	ADJ
biht-396	110	29	industries	industry	NOUN
biht-396	110	30	like	like	ADP
biht-396	110	31	healthcare	healthcare	PROPN
biht-396	110	32	.	.	PUNCT
biht-396	111	1	unlike	unlike	ADP
biht-396	111	2	generic	generic	ADJ
biht-396	111	3	ai	ai	AUX
biht-396	111	4	coding	code	VERB
biht-396	111	5	assistants	assistant	NOUN
biht-396	111	6	,	,	PUNCT
biht-396	111	7	these	these	DET
biht-396	111	8	tools	tool	NOUN
biht-396	111	9	address	address	VERB
biht-396	111	10	specific	specific	ADJ
biht-396	111	11	challenges	challenge	NOUN
biht-396	111	12	,	,	PUNCT
biht-396	111	13	ensuring	ensure	VERB
biht-396	111	14	compliance	compliance	NOUN
biht-396	111	15	,	,	PUNCT
biht-396	111	16	efficiency	efficiency	NOUN
biht-396	111	17	,	,	PUNCT
biht-396	111	18	and	and	CCONJ
biht-396	111	19	tailored	tailor	VERB
biht-396	111	20	solutions	solution	NOUN
biht-396	111	21	for	for	ADP
biht-396	111	22	complex	complex	ADJ
biht-396	111	23	environments	environment	NOUN
biht-396	111	24	.	.	PUNCT
biht-396	112	1	some	some	DET
biht-396	112	2	key	key	ADJ
biht-396	112	3	benefits	benefit	NOUN
biht-396	112	4	are	be	AUX
biht-396	112	5	listed	list	VERB
biht-396	112	6	as	as	SCONJ
biht-396	112	7	follows	follow	VERB
biht-396	112	8	.	.	PUNCT
biht-396	113	1	increased	increase	VERB
biht-396	113	2	productivity	productivity	NOUN
biht-396	113	3	proprietary	proprietary	ADJ
biht-396	113	4	tools	tool	NOUN
biht-396	113	5	significantly	significantly	ADV
biht-396	113	6	boost	boost	VERB
biht-396	113	7	developer	developer	NOUN
biht-396	113	8	efficiency	efficiency	NOUN
biht-396	113	9	by	by	ADP
biht-396	113	10	automating	automate	VERB
biht-396	113	11	routine	routine	ADJ
biht-396	113	12	tasks	task	NOUN
biht-396	113	13	,	,	PUNCT
biht-396	113	14	leveraging	leverage	VERB
biht-396	113	15	domain	domain	NOUN
biht-396	113	16	-	-	PUNCT
biht-396	113	17	specific	specific	ADJ
biht-396	113	18	knowledge	knowledge	NOUN
biht-396	113	19	to	to	PART
biht-396	113	20	generate	generate	VERB
biht-396	113	21	contextually	contextually	ADV
biht-396	113	22	appropriate	appropriate	ADJ
biht-396	113	23	code	code	NOUN
biht-396	113	24	.	.	PUNCT
biht-396	114	1	this	this	PRON
biht-396	114	2	allows	allow	VERB
biht-396	114	3	teams	team	NOUN
biht-396	114	4	to	to	PART
biht-396	114	5	focus	focus	VERB
biht-396	114	6	on	on	ADP
biht-396	114	7	innovation	innovation	NOUN
biht-396	114	8	and	and	CCONJ
biht-396	114	9	high	high	ADJ
biht-396	114	10	-	-	PUNCT
biht-396	114	11	value	value	NOUN
biht-396	114	12	work	work	NOUN
biht-396	114	13	,	,	PUNCT
biht-396	114	14	with	with	ADP
biht-396	114	15	organizations	organization	NOUN
biht-396	114	16	reporting	report	VERB
biht-396	114	17	productivity	productivity	NOUN
biht-396	114	18	gains	gain	NOUN
biht-396	114	19	of	of	ADP
biht-396	114	20	30	30	NUM
biht-396	114	21	%	%	NOUN
biht-396	114	22	to	to	PART
biht-396	114	23	40	40	NUM
biht-396	114	24	%	%	NOUN
biht-396	114	25	.	.	PUNCT
biht-396	115	1	customization	customization	NOUN
biht-396	115	2	tools	tool	NOUN
biht-396	115	3	like	like	SCONJ
biht-396	115	4	ses	se	NOUN
biht-396	115	5	adapt	adapt	VERB
biht-396	115	6	to	to	ADP
biht-396	115	7	an	an	DET
biht-396	115	8	organization	organization	NOUN
biht-396	115	9	’s	’s	PART
biht-396	115	10	unique	unique	ADJ
biht-396	115	11	needs	need	NOUN
biht-396	115	12	,	,	PUNCT
biht-396	115	13	aligning	align	VERB
biht-396	115	14	with	with	ADP
biht-396	115	15	existing	exist	VERB
biht-396	115	16	codebases	codebase	NOUN
biht-396	115	17	and	and	CCONJ
biht-396	115	18	architectural	architectural	ADJ
biht-396	115	19	standards	standard	NOUN
biht-396	115	20	.	.	PUNCT
biht-396	116	1	this	this	PRON
biht-396	116	2	ensures	ensure	VERB
biht-396	116	3	consistency	consistency	NOUN
biht-396	116	4	and	and	CCONJ
biht-396	116	5	relevance	relevance	NOUN
biht-396	116	6	,	,	PUNCT
biht-396	116	7	even	even	ADV
biht-396	116	8	in	in	ADP
biht-396	116	9	specialized	specialized	ADJ
biht-396	116	10	healthcare	healthcare	NOUN
biht-396	116	11	domains	domain	NOUN
biht-396	116	12	where	where	SCONJ
biht-396	116	13	generic	generic	ADJ
biht-396	116	14	tools	tool	NOUN
biht-396	116	15	often	often	ADV
biht-396	116	16	fall	fall	VERB
biht-396	116	17	short	short	ADJ
biht-396	116	18	.	.	PUNCT
biht-396	117	1	https://doi.org/10.30953/bhty.v8.396	https://doi.org/10.30953/bhty.v8.396	CCONJ
biht-396	117	2	citation	citation	NOUN
biht-396	117	3	:	:	PUNCT
biht-396	118	1	blockchain	blockchain	NOUN
biht-396	118	2	in	in	ADP
biht-396	118	3	healthcare	healthcare	NOUN
biht-396	118	4	today	today	NOUN
biht-396	118	5	2025	2025	NUM
biht-396	118	6	,	,	PUNCT
biht-396	118	7	8	8	NUM
biht-396	118	8	:	:	SYM
biht-396	118	9	396	396	NUM
biht-396	118	10	https://doi.org/10.30953/bhty.v8.396	https://doi.org/10.30953/bhty.v8.396	SYM
biht-396	118	11	5	5	NUM
biht-396	118	12	(	(	PUNCT
biht-396	118	13	page	page	NOUN
biht-396	118	14	number	number	NOUN
biht-396	118	15	not	not	PART
biht-396	118	16	for	for	ADP
biht-396	118	17	citation	citation	NOUN
biht-396	118	18	purpose	purpose	NOUN
biht-396	118	19	)	)	PUNCT
biht-396	118	20	rich	rich	ADJ
biht-396	118	21	data	datum	NOUN
biht-396	118	22	versus	versus	ADP
biht-396	118	23	data	datum	NOUN
biht-396	118	24	quantity	quantity	NOUN
biht-396	118	25	in	in	ADP
biht-396	118	26	code	code	NOUN
biht-396	118	27	generation	generation	NOUN
biht-396	118	28	ai	ai	VERB
biht-396	118	29	scalability	scalability	NOUN
biht-396	118	30	and	and	CCONJ
biht-396	118	31	accessibility	accessibility	NOUN
biht-396	118	32	these	these	DET
biht-396	118	33	tools	tool	NOUN
biht-396	118	34	support	support	VERB
biht-396	118	35	large	large	ADJ
biht-396	118	36	-	-	PUNCT
biht-396	118	37	scale	scale	NOUN
biht-396	118	38	development	development	NOUN
biht-396	118	39	with	with	ADP
biht-396	118	40	standardized	standardized	ADJ
biht-396	118	41	patterns	pattern	NOUN
biht-396	118	42	and	and	CCONJ
biht-396	118	43	interoperability	interoperability	NOUN
biht-396	118	44	across	across	ADP
biht-396	118	45	projects	project	NOUN
biht-396	118	46	.	.	PUNCT
biht-396	119	1	they	they	PRON
biht-396	119	2	also	also	ADV
biht-396	119	3	enable	enable	VERB
biht-396	119	4	non	non	NOUN
biht-396	119	5	-	-	NOUN
biht-396	119	6	developers	developer	NOUN
biht-396	119	7	,	,	PUNCT
biht-396	119	8	like	like	ADP
biht-396	119	9	clinicians	clinician	NOUN
biht-396	119	10	,	,	PUNCT
biht-396	119	11	to	to	PART
biht-396	119	12	contribute	contribute	VERB
biht-396	119	13	through	through	ADP
biht-396	119	14	intuitive	intuitive	ADJ
biht-396	119	15	interfaces	interface	NOUN
biht-396	119	16	,	,	PUNCT
biht-396	119	17	fostering	foster	VERB
biht-396	119	18	collaboration	collaboration	NOUN
biht-396	119	19	and	and	CCONJ
biht-396	119	20	democratizing	democratize	VERB
biht-396	119	21	development	development	NOUN
biht-396	119	22	.	.	PUNCT
biht-396	120	1	enhanced	enhance	VERB
biht-396	120	2	collaboration	collaboration	NOUN
biht-396	120	3	by	by	ADP
biht-396	120	4	bridging	bridge	VERB
biht-396	120	5	technical	technical	ADJ
biht-396	120	6	and	and	CCONJ
biht-396	120	7	clinical	clinical	ADJ
biht-396	120	8	domains	domain	NOUN
biht-396	120	9	,	,	PUNCT
biht-396	120	10	ses	se	NOUN
biht-396	120	11	facilitates	facilitate	VERB
biht-396	120	12	better	well	ADJ
biht-396	120	13	communication	communication	NOUN
biht-396	120	14	among	among	ADP
biht-396	120	15	stakeholders	stakeholder	NOUN
biht-396	120	16	.	.	PUNCT
biht-396	121	1	this	this	PRON
biht-396	121	2	reduces	reduce	VERB
biht-396	121	3	misalignment	misalignment	NOUN
biht-396	121	4	and	and	CCONJ
biht-396	121	5	ensures	ensure	VERB
biht-396	121	6	the	the	DET
biht-396	121	7	development	development	NOUN
biht-396	121	8	of	of	ADP
biht-396	121	9	clinically	clinically	ADV
biht-396	121	10	relevant	relevant	ADJ
biht-396	121	11	applications	application	NOUN
biht-396	121	12	.	.	PUNCT
biht-396	122	1	cost	cost	NOUN
biht-396	122	2	efficiency	efficiency	NOUN
biht-396	122	3	despite	despite	SCONJ
biht-396	122	4	upfront	upfront	ADJ
biht-396	122	5	investment	investment	NOUN
biht-396	122	6	,	,	PUNCT
biht-396	122	7	proprietary	proprietary	ADJ
biht-396	122	8	tools	tool	NOUN
biht-396	122	9	reduce	reduce	VERB
biht-396	122	10	longterm	longterm	NOUN
biht-396	122	11	costs	cost	NOUN
biht-396	122	12	by	by	ADP
biht-396	122	13	minimizing	minimize	VERB
biht-396	122	14	defects	defect	NOUN
biht-396	122	15	,	,	PUNCT
biht-396	122	16	maintenance	maintenance	NOUN
biht-396	122	17	burdens	burden	NOUN
biht-396	122	18	,	,	PUNCT
biht-396	122	19	and	and	CCONJ
biht-396	122	20	technical	technical	ADJ
biht-396	122	21	debt	debt	NOUN
biht-396	122	22	.	.	PUNCT
biht-396	123	1	healthcare	healthcare	NOUN
biht-396	123	2	organizations	organization	NOUN
biht-396	123	3	report	report	VERB
biht-396	123	4	maintenance	maintenance	NOUN
biht-396	123	5	cost	cost	NOUN
biht-396	123	6	reductions	reduction	NOUN
biht-396	123	7	of	of	ADP
biht-396	123	8	up	up	ADP
biht-396	123	9	to	to	PART
biht-396	123	10	50	50	NUM
biht-396	123	11	%	%	NOUN
biht-396	123	12	with	with	ADP
biht-396	123	13	faster	fast	ADJ
biht-396	123	14	feature	feature	NOUN
biht-396	123	15	rollouts	rollout	NOUN
biht-396	123	16	.	.	PUNCT
biht-396	124	1	improved	improve	VERB
biht-396	124	2	code	code	NOUN
biht-396	124	3	quality	quality	NOUN
biht-396	124	4	the	the	DET
biht-396	124	5	ses	se	NOUN
biht-396	124	6	emphasizes	emphasize	VERB
biht-396	124	7	security	security	NOUN
biht-396	124	8	,	,	PUNCT
biht-396	124	9	maintainability	maintainability	NOUN
biht-396	124	10	,	,	PUNCT
biht-396	124	11	and	and	CCONJ
biht-396	124	12	compliance	compliance	NOUN
biht-396	124	13	,	,	PUNCT
biht-396	124	14	generating	generate	VERB
biht-396	124	15	high	high	ADJ
biht-396	124	16	-	-	PUNCT
biht-396	124	17	quality	quality	NOUN
biht-396	124	18	code	code	NOUN
biht-396	124	19	that	that	PRON
biht-396	124	20	meets	meet	VERB
biht-396	124	21	regulatory	regulatory	ADJ
biht-396	124	22	standards	standard	NOUN
biht-396	124	23	.	.	PUNCT
biht-396	125	1	metrics	metric	NOUN
biht-396	125	2	such	such	ADJ
biht-396	125	3	as	as	ADP
biht-396	125	4	reduced	reduce	VERB
biht-396	125	5	complexity	complexity	NOUN
biht-396	125	6	and	and	CCONJ
biht-396	125	7	vulnerability	vulnerability	NOUN
biht-396	125	8	density	density	NOUN
biht-396	125	9	highlight	highlight	VERB
biht-396	125	10	the	the	DET
biht-396	125	11	superiority	superiority	NOUN
biht-396	125	12	of	of	ADP
biht-396	125	13	proprietary	proprietary	ADJ
biht-396	125	14	solutions	solution	NOUN
biht-396	125	15	in	in	ADP
biht-396	125	16	regulated	regulated	ADJ
biht-396	125	17	settings	setting	NOUN
biht-396	125	18	.	.	PUNCT
biht-396	126	1	fig	fig	NOUN
biht-396	126	2	.	.	PUNCT
biht-396	127	1	1	1	X
biht-396	127	2	.	.	X
biht-396	127	3	comparative	comparative	ADJ
biht-396	127	4	analysis	analysis	NOUN
biht-396	127	5	of	of	ADP
biht-396	127	6	ses	se	NOUN
biht-396	127	7	proprietary	proprietary	ADJ
biht-396	127	8	code	code	NOUN
biht-396	127	9	gen	gen	PROPN
biht-396	127	10	ai	ai	NOUN
biht-396	127	11	.	.	PUNCT
biht-396	128	1	ai	ai	VERB
biht-396	128	2	:	:	PUNCT
biht-396	128	3	artificial	artificial	ADJ
biht-396	128	4	intelligence	intelligence	NOUN
biht-396	128	5	;	;	PUNCT
biht-396	128	6	alm	alm	NOUN
biht-396	128	7	:	:	PUNCT
biht-396	128	8	application	application	NOUN
biht-396	128	9	lifecycle	lifecycle	NOUN
biht-396	128	10	management	management	NOUN
biht-396	128	11	;	;	PUNCT
biht-396	128	12	code	code	PROPN
biht-396	128	13	gen	gen	PROPN
biht-396	128	14	ai	ai	PROPN
biht-396	128	15	:	:	PUNCT
biht-396	128	16	code	code	NOUN
biht-396	128	17	generative	generative	NOUN
biht-396	128	18	ai	ai	VERB
biht-396	128	19	;	;	PUNCT
biht-396	128	20	ses	se	NOUN
biht-396	128	21	:	:	PUNCT
biht-396	128	22	self	self	NOUN
biht-396	128	23	-	-	PUNCT
biht-396	128	24	evolving	evolve	VERB
biht-396	128	25	software	software	NOUN
biht-396	128	26	.	.	PUNCT
biht-396	129	1	https://doi.org/10.30953/bhty.v8.396	https://doi.org/10.30953/bhty.v8.396	X
biht-396	130	1	citation	citation	NOUN
biht-396	130	2	:	:	PUNCT
biht-396	131	1	blockchain	blockchain	NOUN
biht-396	131	2	in	in	ADP
biht-396	131	3	healthcare	healthcare	NOUN
biht-396	131	4	today	today	NOUN
biht-396	131	5	2025	2025	NUM
biht-396	131	6	,	,	PUNCT
biht-396	131	7	8	8	NUM
biht-396	131	8	:	:	SYM
biht-396	131	9	396	396	NUM
biht-396	131	10	https://doi.org/10.30953/bhty.v8.3966	https://doi.org/10.30953/bhty.v8.3966	NOUN
biht-396	131	11	(	(	PUNCT
biht-396	131	12	page	page	NOUN
biht-396	131	13	number	number	NOUN
biht-396	131	14	not	not	PART
biht-396	131	15	for	for	ADP
biht-396	131	16	citation	citation	NOUN
biht-396	131	17	purpose	purpose	NOUN
biht-396	131	18	)	)	PUNCT
biht-396	131	19	muthu	muthu	PROPN
biht-396	131	20	ramachandran	ramachandran	PROPN
biht-396	131	21	and	and	CCONJ
biht-396	131	22	steven	steven	PROPN
biht-396	131	23	fouracre	fouracre	PROPN
biht-396	131	24	advanced	advanced	ADJ
biht-396	131	25	capabilities	capability	NOUN
biht-396	131	26	proprietary	proprietary	ADJ
biht-396	131	27	tools	tool	NOUN
biht-396	131	28	like	like	SCONJ
biht-396	131	29	ses	se	NOUN
biht-396	131	30	stand	stand	VERB
biht-396	131	31	out	out	ADP
biht-396	131	32	for	for	ADP
biht-396	131	33	their	their	PRON
biht-396	131	34	explainability	explainability	NOUN
biht-396	131	35	,	,	PUNCT
biht-396	131	36	regulatory	regulatory	ADJ
biht-396	131	37	alignment	alignment	NOUN
biht-396	131	38	,	,	PUNCT
biht-396	131	39	and	and	CCONJ
biht-396	131	40	technical	technical	ADJ
biht-396	131	41	debt	debt	NOUN
biht-396	131	42	prevention	prevention	NOUN
biht-396	131	43	.	.	PUNCT
biht-396	132	1	they	they	PRON
biht-396	132	2	proactively	proactively	ADV
biht-396	132	3	update	update	VERB
biht-396	132	4	to	to	PART
biht-396	132	5	meet	meet	VERB
biht-396	132	6	evolving	evolve	VERB
biht-396	132	7	healthcare	healthcare	NOUN
biht-396	132	8	regulations	regulation	NOUN
biht-396	132	9	and	and	CCONJ
biht-396	132	10	provide	provide	VERB
biht-396	132	11	interfaces	interface	NOUN
biht-396	132	12	tailored	tailor	VERB
biht-396	132	13	for	for	ADP
biht-396	132	14	both	both	DET
biht-396	132	15	developers	developer	NOUN
biht-396	132	16	and	and	CCONJ
biht-396	132	17	non	non	ADJ
biht-396	132	18	-	-	ADJ
biht-396	132	19	technical	technical	ADJ
biht-396	132	20	stakeholders	stakeholder	NOUN
biht-396	132	21	,	,	PUNCT
biht-396	132	22	enabling	enable	VERB
biht-396	132	23	seamless	seamless	ADJ
biht-396	132	24	collaboration	collaboration	NOUN
biht-396	132	25	.	.	PUNCT
biht-396	133	1	in	in	ADP
biht-396	133	2	summary	summary	NOUN
biht-396	133	3	,	,	PUNCT
biht-396	133	4	proprietary	proprietary	ADJ
biht-396	133	5	code	code	NOUN
biht-396	133	6	gen	gen	PROPN
biht-396	133	7	ai	ai	ADJ
biht-396	133	8	tools	tool	NOUN
biht-396	133	9	like	like	SCONJ
biht-396	133	10	ses	se	NOUN
biht-396	133	11	offer	offer	VERB
biht-396	133	12	several	several	ADJ
biht-396	133	13	benefits.17	benefits.17	PROPN
biht-396	133	14	these	these	PRON
biht-396	133	15	include	include	VERB
biht-396	133	16	increased	increase	VERB
biht-396	133	17	productivity	productivity	NOUN
biht-396	133	18	,	,	PUNCT
biht-396	133	19	customization	customization	NOUN
biht-396	133	20	for	for	ADP
biht-396	133	21	specific	specific	ADJ
biht-396	133	22	needs	need	NOUN
biht-396	133	23	,	,	PUNCT
biht-396	133	24	scalability	scalability	NOUN
biht-396	133	25	and	and	CCONJ
biht-396	133	26	accessibility	accessibility	NOUN
biht-396	133	27	,	,	PUNCT
biht-396	133	28	enhanced	enhance	VERB
biht-396	133	29	collaboration	collaboration	NOUN
biht-396	133	30	,	,	PUNCT
biht-396	133	31	cost	cost	NOUN
biht-396	133	32	efficiency	efficiency	NOUN
biht-396	133	33	,	,	PUNCT
biht-396	133	34	and	and	CCONJ
biht-396	133	35	improved	improve	VERB
biht-396	133	36	code	code	NOUN
biht-396	133	37	quality	quality	NOUN
biht-396	133	38	.	.	PUNCT
biht-396	134	1	ses	se	NOUN
biht-396	134	2	is	be	AUX
biht-396	134	3	designed	design	VERB
biht-396	134	4	to	to	PART
biht-396	134	5	be	be	AUX
biht-396	134	6	transparent	transparent	ADJ
biht-396	134	7	,	,	PUNCT
biht-396	134	8	explainable	explainable	ADJ
biht-396	134	9	,	,	PUNCT
biht-396	134	10	and	and	CCONJ
biht-396	134	11	aligned	align	VERB
biht-396	134	12	with	with	ADP
biht-396	134	13	evolving	evolve	VERB
biht-396	134	14	regulatory	regulatory	ADJ
biht-396	134	15	expectations	expectation	NOUN
biht-396	134	16	for	for	ADP
biht-396	134	17	ethical	ethical	ADJ
biht-396	134	18	ai	ai	NOUN
biht-396	134	19	.	.	PUNCT
biht-396	135	1	it	it	PRON
biht-396	135	2	mitigates	mitigate	VERB
biht-396	135	3	code	code	NOUN
biht-396	135	4	duplication	duplication	NOUN
biht-396	135	5	,	,	PUNCT
biht-396	135	6	reduces	reduce	VERB
biht-396	135	7	churn	churn	NOUN
biht-396	135	8	,	,	PUNCT
biht-396	135	9	enhances	enhance	VERB
biht-396	135	10	security	security	NOUN
biht-396	135	11	,	,	PUNCT
biht-396	135	12	and	and	CCONJ
biht-396	135	13	eliminates	eliminate	VERB
biht-396	135	14	technical	technical	ADJ
biht-396	135	15	debt	debt	NOUN
biht-396	135	16	while	while	SCONJ
biht-396	135	17	empowering	empower	VERB
biht-396	135	18	both	both	CCONJ
biht-396	135	19	technical	technical	ADJ
biht-396	135	20	and	and	CCONJ
biht-396	135	21	non	non	ADJ
biht-396	135	22	-	-	ADJ
biht-396	135	23	technical	technical	ADJ
biht-396	135	24	users	user	NOUN
biht-396	135	25	through	through	ADP
biht-396	135	26	an	an	DET
biht-396	135	27	intuitive	intuitive	ADJ
biht-396	135	28	interface	interface	NOUN
biht-396	135	29	.	.	PUNCT
biht-396	136	1	proprietary	proprietary	ADJ
biht-396	136	2	code	code	NOUN
biht-396	136	3	gen	gen	PROPN
biht-396	136	4	ai	ai	NOUN
biht-396	136	5	tools	tool	NOUN
biht-396	136	6	offer	offer	VERB
biht-396	136	7	transformative	transformative	ADJ
biht-396	136	8	benefits	benefit	NOUN
biht-396	136	9	for	for	ADP
biht-396	136	10	healthcare	healthcare	NOUN
biht-396	136	11	organizations	organization	NOUN
biht-396	136	12	.	.	PUNCT
biht-396	137	1	by	by	ADP
biht-396	137	2	combining	combine	VERB
biht-396	137	3	domain	domain	NOUN
biht-396	137	4	expertise	expertise	NOUN
biht-396	137	5	,	,	PUNCT
biht-396	137	6	regulatory	regulatory	ADJ
biht-396	137	7	compliance	compliance	NOUN
biht-396	137	8	,	,	PUNCT
biht-396	137	9	and	and	CCONJ
biht-396	137	10	quality	quality	NOUN
biht-396	137	11	-	-	PUNCT
biht-396	137	12	focused	focus	VERB
biht-396	137	13	designs	design	NOUN
biht-396	137	14	,	,	PUNCT
biht-396	137	15	these	these	DET
biht-396	137	16	tools	tool	NOUN
biht-396	137	17	deliver	deliver	VERB
biht-396	137	18	measurable	measurable	ADJ
biht-396	137	19	improvements	improvement	NOUN
biht-396	137	20	in	in	ADP
biht-396	137	21	productivity	productivity	NOUN
biht-396	137	22	,	,	PUNCT
biht-396	137	23	code	code	NOUN
biht-396	137	24	quality	quality	NOUN
biht-396	137	25	,	,	PUNCT
biht-396	137	26	and	and	CCONJ
biht-396	137	27	cost	cost	NOUN
biht-396	137	28	efficiency	efficiency	NOUN
biht-396	137	29	—	—	PUNCT
biht-396	137	30	making	make	VERB
biht-396	137	31	them	they	PRON
biht-396	137	32	indispensable	indispensable	ADJ
biht-396	137	33	for	for	ADP
biht-396	137	34	sustainable	sustainable	ADJ
biht-396	137	35	digital	digital	ADJ
biht-396	137	36	transformation	transformation	NOUN
biht-396	137	37	.	.	PUNCT
biht-396	138	1	defining	define	VERB
biht-396	138	2	“	"	PUNCT
biht-396	138	3	rich	rich	ADJ
biht-396	138	4	data	datum	NOUN
biht-396	138	5	”	"	PUNCT
biht-396	138	6	in	in	ADP
biht-396	138	7	code	code	NOUN
biht-396	138	8	generation	generation	NOUN
biht-396	138	9	context	context	NOUN
biht-396	138	10	in	in	ADP
biht-396	138	11	the	the	DET
biht-396	138	12	realm	realm	NOUN
biht-396	138	13	of	of	ADP
biht-396	138	14	ai	ai	ADJ
biht-396	138	15	-	-	PUNCT
biht-396	138	16	assisted	assist	VERB
biht-396	138	17	software	software	NOUN
biht-396	138	18	development	development	NOUN
biht-396	138	19	,	,	PUNCT
biht-396	138	20	“	"	PUNCT
biht-396	138	21	rich	rich	ADJ
biht-396	138	22	data	datum	NOUN
biht-396	138	23	”	"	PUNCT
biht-396	138	24	refers	refer	VERB
biht-396	138	25	to	to	ADP
biht-396	138	26	high	high	ADJ
biht-396	138	27	-	-	PUNCT
biht-396	138	28	quality	quality	NOUN
biht-396	138	29	,	,	PUNCT
biht-396	138	30	annotated	annotate	VERB
biht-396	138	31	,	,	PUNCT
biht-396	138	32	domain	domain	NOUN
biht-396	138	33	-	-	PUNCT
biht-396	138	34	specific	specific	ADJ
biht-396	138	35	datasets	dataset	NOUN
biht-396	138	36	that	that	PRON
biht-396	138	37	are	be	AUX
biht-396	138	38	ethically	ethically	ADV
biht-396	138	39	sourced	source	VERB
biht-396	138	40	,	,	PUNCT
biht-396	138	41	legally	legally	ADV
biht-396	138	42	compliant	compliant	ADJ
biht-396	138	43	,	,	PUNCT
biht-396	138	44	and	and	CCONJ
biht-396	138	45	embedded	embed	VERB
biht-396	138	46	with	with	ADP
biht-396	138	47	structural	structural	ADJ
biht-396	138	48	context	context	NOUN
biht-396	138	49	such	such	ADJ
biht-396	138	50	as	as	ADP
biht-396	138	51	task	task	NOUN
biht-396	138	52	relevance	relevance	NOUN
biht-396	138	53	,	,	PUNCT
biht-396	138	54	regulatory	regulatory	ADJ
biht-396	138	55	constraints	constraint	NOUN
biht-396	138	56	,	,	PUNCT
biht-396	138	57	and	and	CCONJ
biht-396	138	58	traceability	traceability	NOUN
biht-396	138	59	metadata	metadata	NOUN
biht-396	138	60	.	.	PUNCT
biht-396	139	1	unlike	unlike	ADP
biht-396	139	2	general	general	ADJ
biht-396	139	3	-	-	PUNCT
biht-396	139	4	purpose	purpose	NOUN
biht-396	139	5	datasets	dataset	NOUN
biht-396	139	6	scraped	scrape	VERB
biht-396	139	7	from	from	ADP
biht-396	139	8	public	public	ADJ
biht-396	139	9	repositories	repository	NOUN
biht-396	139	10	(	(	PUNCT
biht-396	139	11	plagued	plague	VERB
biht-396	139	12	by	by	ADP
biht-396	139	13	duplication	duplication	NOUN
biht-396	139	14	,	,	PUNCT
biht-396	139	15	deprecated	deprecate	VERB
biht-396	139	16	syntax	syntax	NOUN
biht-396	139	17	,	,	PUNCT
biht-396	139	18	and	and	CCONJ
biht-396	139	19	undocumented	undocumented	ADJ
biht-396	139	20	dependencies	dependency	NOUN
biht-396	139	21	)	)	PUNCT
biht-396	139	22	,	,	PUNCT
biht-396	139	23	rich	rich	ADJ
biht-396	139	24	datasets	dataset	NOUN
biht-396	139	25	provide	provide	VERB
biht-396	139	26	actionable	actionable	ADJ
biht-396	139	27	context	context	NOUN
biht-396	139	28	for	for	ADP
biht-396	139	29	generating	generate	VERB
biht-396	139	30	reliable	reliable	ADJ
biht-396	139	31	and	and	CCONJ
biht-396	139	32	reusable	reusable	ADJ
biht-396	139	33	software	software	NOUN
biht-396	139	34	components	component	NOUN
biht-396	139	35	.	.	PUNCT
biht-396	140	1	for	for	ADP
biht-396	140	2	instance	instance	NOUN
biht-396	140	3	,	,	PUNCT
biht-396	140	4	in	in	ADP
biht-396	140	5	healthcare	healthcare	NOUN
biht-396	140	6	application	application	NOUN
biht-396	140	7	,	,	PUNCT
biht-396	140	8	fhir	fhir	PROPN
biht-396	140	9	(	(	PUNCT
biht-396	140	10	fast	fast	ADJ
biht-396	140	11	healthcare	healthcare	NOUN
biht-396	140	12	interoperability	interoperability	NOUN
biht-396	140	13	resources	resource	NOUN
biht-396	140	14	)	)	PUNCT
biht-396	140	15	is	be	AUX
biht-396	140	16	a	a	DET
biht-396	140	17	standard	standard	NOUN
biht-396	140	18	for	for	ADP
biht-396	140	19	exchanging	exchange	VERB
biht-396	140	20	healthcare	healthcare	PROPN
biht-396	140	21	information	information	NOUN
biht-396	140	22	electronically	electronically	ADV
biht-396	140	23	,	,	PUNCT
biht-396	140	24	which	which	PRON
biht-396	140	25	is	be	AUX
biht-396	140	26	developed	develop	VERB
biht-396	140	27	by	by	ADP
biht-396	140	28	hl7	hl7	NOUN
biht-396	140	29	(	(	PUNCT
biht-396	140	30	health	health	NOUN
biht-396	140	31	level	level	NOUN
biht-396	140	32	seven	seven	NUM
biht-396	140	33	international	international	ADJ
biht-396	140	34	)	)	PUNCT
biht-396	140	35	.	.	PUNCT
biht-396	141	1	fhir	fhir	PROPN
biht-396	141	2	defines	define	VERB
biht-396	141	3	how	how	SCONJ
biht-396	141	4	healthcare	healthcare	NOUN
biht-396	141	5	data	datum	NOUN
biht-396	141	6	should	should	AUX
biht-396	141	7	fig	fig	VERB
biht-396	141	8	.	.	PUNCT
biht-396	142	1	2	2	X
biht-396	142	2	.	.	X
biht-396	142	3	architectural	architectural	ADJ
biht-396	142	4	view	view	NOUN
biht-396	142	5	of	of	ADP
biht-396	142	6	self	self	NOUN
biht-396	142	7	-	-	PUNCT
biht-396	142	8	evolving	evolve	VERB
biht-396	142	9	software	software	NOUN
biht-396	142	10	(	(	PUNCT
biht-396	142	11	ses	ses	PROPN
biht-396	142	12	)	)	PUNCT
biht-396	142	13	.	.	PUNCT
biht-396	143	1	ai	ai	VERB
biht-396	143	2	,	,	PUNCT
biht-396	143	3	artificial	artificial	ADJ
biht-396	143	4	intelligence	intelligence	NOUN
biht-396	143	5	.	.	PUNCT
biht-396	144	1	table	table	NOUN
biht-396	144	2	1	1	NUM
biht-396	144	3	.	.	PUNCT
biht-396	145	1	the	the	DET
biht-396	145	2	key	key	ADJ
biht-396	145	3	components	component	NOUN
biht-396	145	4	of	of	ADP
biht-396	145	5	ses	ses	PROPN
biht-396	145	6	components	component	NOUN
biht-396	145	7	of	of	ADP
biht-396	145	8	ses	se	NOUN
biht-396	145	9	description	description	NOUN
biht-396	145	10	organization	organization	NOUN
biht-396	145	11	private	private	ADJ
biht-396	145	12	(	(	PUNCT
biht-396	145	13	ses	se	NOUN
biht-396	145	14	customer	customer	NOUN
biht-396	145	15	)	)	PUNCT
biht-396	145	16	the	the	DET
biht-396	145	17	internal	internal	ADJ
biht-396	145	18	code	code	NOUN
biht-396	145	19	base	base	NOUN
biht-396	145	20	within	within	ADP
biht-396	145	21	a	a	DET
biht-396	145	22	customer	customer	NOUN
biht-396	145	23	’s	’s	PART
biht-396	145	24	own	own	ADJ
biht-396	145	25	ses	se	NOUN
biht-396	145	26	environment	environment	NOUN
biht-396	145	27	.	.	PUNCT
biht-396	146	1	the	the	DET
biht-396	146	2	ses	se	NOUN
biht-396	146	3	ai	ai	VERB
biht-396	146	4	learns	learn	NOUN
biht-396	146	5	from	from	ADP
biht-396	146	6	this	this	DET
biht-396	146	7	proprietary	proprietary	ADJ
biht-396	146	8	code	code	NOUN
biht-396	146	9	to	to	PART
biht-396	146	10	build	build	VERB
biht-396	146	11	solutions	solution	NOUN
biht-396	146	12	tailored	tailor	VERB
biht-396	146	13	to	to	ADP
biht-396	146	14	that	that	DET
biht-396	146	15	specific	specific	ADJ
biht-396	146	16	organization	organization	NOUN
biht-396	146	17	.	.	PUNCT
biht-396	147	1	it	it	PRON
biht-396	147	2	is	be	AUX
biht-396	147	3	the	the	DET
biht-396	147	4	most	most	ADV
biht-396	147	5	secure	secure	ADJ
biht-396	147	6	and	and	CCONJ
biht-396	147	7	self	self	NOUN
biht-396	147	8	-	-	PUNCT
biht-396	147	9	contained	contain	VERB
biht-396	147	10	source	source	NOUN
biht-396	147	11	of	of	ADP
biht-396	147	12	intelligence	intelligence	NOUN
biht-396	147	13	.	.	PUNCT
biht-396	148	1	ses	ses	PROPN
biht-396	148	2	global	global	ADJ
biht-396	148	3	a	a	DET
biht-396	148	4	central	central	ADJ
biht-396	148	5	repository	repository	NOUN
biht-396	148	6	owned	own	VERB
biht-396	148	7	by	by	ADP
biht-396	148	8	ses	se	NOUN
biht-396	148	9	,	,	PUNCT
biht-396	148	10	accessible	accessible	ADJ
biht-396	148	11	to	to	ADP
biht-396	148	12	all	all	DET
biht-396	148	13	ses	se	NOUN
biht-396	148	14	customers	customer	NOUN
biht-396	148	15	.	.	PUNCT
biht-396	149	1	this	this	DET
biht-396	149	2	global	global	ADJ
biht-396	149	3	system	system	NOUN
biht-396	149	4	allows	allow	VERB
biht-396	149	5	users	user	NOUN
biht-396	149	6	to	to	PART
biht-396	149	7	upload	upload	VERB
biht-396	149	8	and	and	CCONJ
biht-396	149	9	share	share	VERB
biht-396	149	10	code	code	NOUN
biht-396	149	11	solutions	solution	NOUN
biht-396	149	12	,	,	PUNCT
biht-396	149	13	which	which	PRON
biht-396	149	14	ses	se	NOUN
biht-396	149	15	ai	ai	VERB
biht-396	149	16	can	can	AUX
biht-396	149	17	reuse	reuse	VERB
biht-396	149	18	across	across	ADP
biht-396	149	19	customers	customer	NOUN
biht-396	149	20	.	.	PUNCT
biht-396	150	1	it	it	PRON
biht-396	150	2	ensures	ensure	VERB
biht-396	150	3	scalability	scalability	NOUN
biht-396	150	4	and	and	CCONJ
biht-396	150	5	broad	broad	ADJ
biht-396	150	6	solution	solution	NOUN
biht-396	150	7	availability	availability	NOUN
biht-396	150	8	with	with	ADP
biht-396	150	9	unlimited	unlimited	ADJ
biht-396	150	10	storage	storage	NOUN
biht-396	150	11	for	for	ADP
biht-396	150	12	contributions	contribution	NOUN
biht-396	150	13	.	.	PUNCT
biht-396	151	1	global	global	ADJ
biht-396	151	2	group	group	PROPN
biht-396	151	3	organization	organization	NOUN
biht-396	151	4	also	also	ADV
biht-396	151	5	ses	ses	PROPN
biht-396	151	6	-	-	PUNCT
biht-396	151	7	owned	own	VERB
biht-396	151	8	,	,	PUNCT
biht-396	151	9	this	this	DET
biht-396	151	10	system	system	NOUN
biht-396	151	11	offers	offer	VERB
biht-396	151	12	code	code	NOUN
biht-396	151	13	access	access	NOUN
biht-396	151	14	to	to	ADP
biht-396	151	15	selected	select	VERB
biht-396	151	16	customers	customer	NOUN
biht-396	151	17	based	base	VERB
biht-396	151	18	on	on	ADP
biht-396	151	19	permission	permission	NOUN
biht-396	151	20	.	.	PUNCT
biht-396	152	1	while	while	SCONJ
biht-396	152	2	similar	similar	ADJ
biht-396	152	3	to	to	ADP
biht-396	152	4	ses	ses	X
biht-396	152	5	global	global	ADJ
biht-396	152	6	,	,	PUNCT
biht-396	152	7	it	it	PRON
biht-396	152	8	introduces	introduce	VERB
biht-396	152	9	selective	selective	ADJ
biht-396	152	10	sharing	sharing	NOUN
biht-396	152	11	,	,	PUNCT
biht-396	152	12	offering	offer	VERB
biht-396	152	13	a	a	DET
biht-396	152	14	middle	middle	ADJ
biht-396	152	15	ground	ground	NOUN
biht-396	152	16	between	between	ADP
biht-396	152	17	private	private	ADJ
biht-396	152	18	and	and	CCONJ
biht-396	152	19	global	global	ADJ
biht-396	152	20	access	access	NOUN
biht-396	152	21	.	.	PUNCT
biht-396	153	1	solutions	solution	NOUN
biht-396	153	2	uploaded	upload	VERB
biht-396	153	3	here	here	ADV
biht-396	153	4	are	be	AUX
biht-396	153	5	reusable	reusable	ADJ
biht-396	153	6	by	by	ADP
biht-396	153	7	a	a	DET
biht-396	153	8	specific	specific	ADJ
biht-396	153	9	group	group	NOUN
biht-396	153	10	of	of	ADP
biht-396	153	11	ses	se	NOUN
biht-396	153	12	customers	customer	NOUN
biht-396	153	13	.	.	PUNCT
biht-396	154	1	hub	hub	PROPN
biht-396	154	2	&	&	CCONJ
biht-396	154	3	spoke	speak	VERB
biht-396	154	4	(	(	PUNCT
biht-396	154	5	salesforce	salesforce	NOUN
biht-396	154	6	spoke	speak	VERB
biht-396	154	7	)	)	PUNCT
biht-396	154	8	connected	connect	VERB
biht-396	154	9	external	external	ADJ
biht-396	154	10	systems	system	NOUN
biht-396	154	11	that	that	PRON
biht-396	154	12	ses	se	VERB
biht-396	154	13	customers	customer	NOUN
biht-396	154	14	can	can	AUX
biht-396	154	15	link	link	VERB
biht-396	154	16	to	to	ADP
biht-396	154	17	if	if	SCONJ
biht-396	154	18	granted	grant	VERB
biht-396	154	19	secure	secure	ADJ
biht-396	154	20	access	access	NOUN
biht-396	154	21	.	.	PUNCT
biht-396	155	1	the	the	DET
biht-396	155	2	ses	se	NOUN
biht-396	155	3	ai	ai	VERB
biht-396	155	4	can	can	AUX
biht-396	155	5	leverage	leverage	VERB
biht-396	155	6	code	code	NOUN
biht-396	155	7	from	from	ADP
biht-396	155	8	these	these	DET
biht-396	155	9	spokes	spoke	NOUN
biht-396	155	10	to	to	PART
biht-396	155	11	generate	generate	VERB
biht-396	155	12	innovative	innovative	ADJ
biht-396	155	13	solutions	solution	NOUN
biht-396	155	14	,	,	PUNCT
biht-396	155	15	encouraging	encourage	VERB
biht-396	155	16	cross	cross	ADJ
biht-396	155	17	-	-	ADJ
biht-396	155	18	system	system	ADJ
biht-396	155	19	intelligence	intelligence	NOUN
biht-396	155	20	and	and	CCONJ
biht-396	155	21	reuse	reuse	NOUN
biht-396	155	22	.	.	PUNCT
biht-396	156	1	snippets	snippet	NOUN
biht-396	156	2	reusable	reusable	ADJ
biht-396	156	3	libraries	library	NOUN
biht-396	156	4	of	of	ADP
biht-396	156	5	complete	complete	ADJ
biht-396	156	6	or	or	CCONJ
biht-396	156	7	partial	partial	ADJ
biht-396	156	8	programming	programming	NOUN
biht-396	156	9	solutions	solution	NOUN
biht-396	156	10	created	create	VERB
biht-396	156	11	by	by	ADP
biht-396	156	12	ses	se	NOUN
biht-396	156	13	customers	customer	NOUN
biht-396	156	14	or	or	CCONJ
biht-396	156	15	externally	externally	ADV
biht-396	156	16	sourced	source	VERB
biht-396	156	17	.	.	PUNCT
biht-396	157	1	snippets	snippet	NOUN
biht-396	157	2	are	be	AUX
biht-396	157	3	programming	program	VERB
biht-396	157	4	language	language	NOUN
biht-396	157	5	agnostic	agnostic	ADJ
biht-396	157	6	,	,	PUNCT
biht-396	157	7	greatly	greatly	ADV
biht-396	157	8	expanding	expand	VERB
biht-396	157	9	the	the	DET
biht-396	157	10	appeal	appeal	NOUN
biht-396	157	11	of	of	ADP
biht-396	157	12	ses	se	NOUN
biht-396	157	13	ai	ai	VERB
biht-396	157	14	and	and	CCONJ
biht-396	157	15	snippets	snippet	NOUN
biht-396	157	16	.	.	PUNCT
biht-396	158	1	ses	se	NOUN
biht-396	158	2	ai	ai	VERB
biht-396	158	3	learns	learn	NOUN
biht-396	158	4	from	from	ADP
biht-396	158	5	these	these	DET
biht-396	158	6	snippets	snippet	NOUN
biht-396	158	7	,	,	PUNCT
biht-396	158	8	using	use	VERB
biht-396	158	9	them	they	PRON
biht-396	158	10	as	as	SCONJ
biht-396	158	11	foundational	foundational	ADJ
biht-396	158	12	blocks	block	NOUN
biht-396	158	13	to	to	PART
biht-396	158	14	generate	generate	VERB
biht-396	158	15	more	more	ADJ
biht-396	158	16	complex	complex	ADJ
biht-396	158	17	solutions	solution	NOUN
biht-396	158	18	.	.	PUNCT
biht-396	159	1	with	with	ADP
biht-396	159	2	no	no	DET
biht-396	159	3	limit	limit	NOUN
biht-396	159	4	on	on	ADP
biht-396	159	5	the	the	DET
biht-396	159	6	number	number	NOUN
biht-396	159	7	of	of	ADP
biht-396	159	8	snippets	snippet	NOUN
biht-396	159	9	,	,	PUNCT
biht-396	159	10	they	they	PRON
biht-396	159	11	become	become	VERB
biht-396	159	12	a	a	DET
biht-396	159	13	vital	vital	ADJ
biht-396	159	14	source	source	NOUN
biht-396	159	15	for	for	ADP
biht-396	159	16	ongoing	ongoing	ADJ
biht-396	159	17	ai	ai	AUX
biht-396	159	18	learning	learn	VERB
biht-396	159	19	.	.	PUNCT
biht-396	160	1	ai	ai	VERB
biht-396	160	2	:	:	PUNCT
biht-396	160	3	artificial	artificial	ADJ
biht-396	160	4	intelligence	intelligence	NOUN
biht-396	160	5	;	;	PUNCT
biht-396	160	6	ses	se	NOUN
biht-396	160	7	:	:	PUNCT
biht-396	160	8	self	self	NOUN
biht-396	160	9	-	-	PUNCT
biht-396	160	10	evolving	evolve	VERB
biht-396	160	11	software	software	NOUN
biht-396	160	12	.	.	PUNCT
biht-396	161	1	https://doi.org/10.30953/bhty.v8.396	https://doi.org/10.30953/bhty.v8.396	X
biht-396	162	1	citation	citation	NOUN
biht-396	162	2	:	:	PUNCT
biht-396	163	1	blockchain	blockchain	NOUN
biht-396	163	2	in	in	ADP
biht-396	163	3	healthcare	healthcare	NOUN
biht-396	163	4	today	today	NOUN
biht-396	163	5	2025	2025	NUM
biht-396	163	6	,	,	PUNCT
biht-396	163	7	8	8	NUM
biht-396	163	8	:	:	SYM
biht-396	163	9	396	396	NUM
biht-396	163	10	https://doi.org/10.30953/bhty.v8.396	https://doi.org/10.30953/bhty.v8.396	ADV
biht-396	163	11	7	7	NUM
biht-396	163	12	(	(	PUNCT
biht-396	163	13	page	page	NOUN
biht-396	163	14	number	number	NOUN
biht-396	163	15	not	not	PART
biht-396	163	16	for	for	ADP
biht-396	163	17	citation	citation	NOUN
biht-396	163	18	purpose	purpose	NOUN
biht-396	163	19	)	)	PUNCT
biht-396	163	20	rich	rich	ADJ
biht-396	163	21	data	datum	NOUN
biht-396	163	22	versus	versus	ADP
biht-396	163	23	data	datum	NOUN
biht-396	163	24	quantity	quantity	NOUN
biht-396	163	25	in	in	ADP
biht-396	163	26	code	code	NOUN
biht-396	163	27	generation	generation	NOUN
biht-396	163	28	ai	ai	AUX
biht-396	163	29	be	be	AUX
biht-396	163	30	formatted	format	VERB
biht-396	163	31	and	and	CCONJ
biht-396	163	32	transmitted	transmit	VERB
biht-396	163	33	between	between	ADP
biht-396	163	34	different	different	ADJ
biht-396	163	35	systems	system	NOUN
biht-396	163	36	,	,	PUNCT
biht-396	163	37	such	such	ADJ
biht-396	163	38	as	as	ADP
biht-396	163	39	ehrs	ehrs	PROPN
biht-396	163	40	,	,	PUNCT
biht-396	163	41	hospitals	hospital	NOUN
biht-396	163	42	,	,	PUNCT
biht-396	163	43	clinics	clinic	NOUN
biht-396	163	44	,	,	PUNCT
biht-396	163	45	and	and	CCONJ
biht-396	163	46	other	other	ADJ
biht-396	163	47	healthcare	healthcare	NOUN
biht-396	163	48	applications	application	NOUN
biht-396	163	49	.	.	PUNCT
biht-396	164	1	clinical	clinical	ADJ
biht-396	164	2	validation	validation	NOUN
biht-396	164	3	rules	rule	NOUN
biht-396	164	4	are	be	AUX
biht-396	164	5	linked	link	VERB
biht-396	164	6	to	to	ADP
biht-396	164	7	icd-10	icd-10	DET
biht-396	164	8	codes	code	NOUN
biht-396	164	9	,	,	PUNCT
biht-396	164	10	which	which	PRON
biht-396	164	11	describes	describe	VERB
biht-396	164	12	automated	automate	VERB
biht-396	164	13	checks	check	NOUN
biht-396	164	14	that	that	PRON
biht-396	164	15	validate	validate	VERB
biht-396	164	16	medical	medical	ADJ
biht-396	164	17	data	datum	NOUN
biht-396	164	18	against	against	ADP
biht-396	164	19	the	the	DET
biht-396	164	20	international	international	ADJ
biht-396	164	21	classification	classification	NOUN
biht-396	164	22	of	of	ADP
biht-396	164	23	diseases	disease	NOUN
biht-396	164	24	,	,	PUNCT
biht-396	164	25	10th	10th	ADJ
biht-396	164	26	revision	revision	NOUN
biht-396	164	27	—	—	PUNCT
biht-396	164	28	the	the	DET
biht-396	164	29	global	global	ADJ
biht-396	164	30	standard	standard	NOUN
biht-396	164	31	for	for	ADP
biht-396	164	32	diagnosing	diagnose	VERB
biht-396	164	33	and	and	CCONJ
biht-396	164	34	classifying	classify	VERB
biht-396	164	35	diseases	disease	NOUN
biht-396	164	36	.	.	PUNCT
biht-396	165	1	this	this	PRON
biht-396	165	2	is	be	AUX
biht-396	165	3	one	one	NUM
biht-396	165	4	of	of	ADP
biht-396	165	5	the	the	DET
biht-396	165	6	hard	hard	ADJ
biht-396	165	7	issues	issue	NOUN
biht-396	165	8	to	to	PART
biht-396	165	9	tackle	tackle	VERB
biht-396	165	10	in	in	ADP
biht-396	165	11	healthcare	healthcare	NOUN
biht-396	165	12	to	to	PART
biht-396	165	13	validate	validate	VERB
biht-396	165	14	against	against	ADP
biht-396	165	15	the	the	DET
biht-396	165	16	standard	standard	ADJ
biht-396	165	17	framework	framework	NOUN
biht-396	165	18	.	.	PUNCT
biht-396	166	1	for	for	ADP
biht-396	166	2	example	example	NOUN
biht-396	166	3	,	,	PUNCT
biht-396	166	4	a	a	DET
biht-396	166	5	rich	rich	ADJ
biht-396	166	6	dataset	dataset	NOUN
biht-396	166	7	in	in	ADP
biht-396	166	8	healthcare	healthcare	NOUN
biht-396	166	9	could	could	AUX
biht-396	166	10	comprise	comprise	VERB
biht-396	166	11	fhir	fhir	ADJ
biht-396	166	12	-	-	PUNCT
biht-396	166	13	compliant	compliant	ADJ
biht-396	166	14	ehr	ehr	NOUN
biht-396	166	15	logic	logic	NOUN
biht-396	166	16	,	,	PUNCT
biht-396	166	17	clinical	clinical	ADJ
biht-396	166	18	validation	validation	NOUN
biht-396	166	19	rules	rule	NOUN
biht-396	166	20	linked	link	VERB
biht-396	166	21	to	to	ADP
biht-396	166	22	the	the	DET
biht-396	166	23	 	 	SPACE
biht-396	166	24	international	international	ADJ
biht-396	166	25	classification	classification	NOUN
biht-396	166	26	of	of	ADP
biht-396	166	27	diseases	disease	NOUN
biht-396	166	28	(	(	PUNCT
biht-396	166	29	icd-10	icd-10	NOUN
biht-396	166	30	)	)	PUNCT
biht-396	166	31	codes	code	NOUN
biht-396	166	32	,	,	PUNCT
biht-396	166	33	and	and	CCONJ
biht-396	166	34	automated	automate	VERB
biht-396	166	35	documentation	documentation	NOUN
biht-396	166	36	templates	template	NOUN
biht-396	166	37	—	—	PUNCT
biht-396	166	38	all	all	PRON
biht-396	166	39	version	version	NOUN
biht-396	166	40	-	-	PUNCT
biht-396	166	41	controlled	control	VERB
biht-396	166	42	and	and	CCONJ
biht-396	166	43	privacy	privacy	NOUN
biht-396	166	44	-	-	PUNCT
biht-396	166	45	tagged	tag	VERB
biht-396	166	46	to	to	PART
biht-396	166	47	align	align	VERB
biht-396	166	48	with	with	ADP
biht-396	166	49	hipaa	hipaa	PROPN
biht-396	166	50	/	/	SYM
biht-396	166	51	gdpr	gdpr	NOUN
biht-396	166	52	standards	standard	NOUN
biht-396	166	53	.	.	PUNCT
biht-396	167	1	table	table	NOUN
biht-396	167	2	2	2	NUM
biht-396	167	3	illustrates	illustrate	VERB
biht-396	167	4	rich	rich	ADJ
biht-396	167	5	data	datum	NOUN
biht-396	167	6	versus	versus	ADP
biht-396	167	7	the	the	DET
biht-396	167	8	quantity	quantity	NOUN
biht-396	167	9	-	-	PUNCT
biht-396	167	10	first	first	ADJ
biht-396	167	11	model	model	NOUN
biht-396	167	12	and	and	CCONJ
biht-396	167	13	compares	compare	VERB
biht-396	167	14	rich	rich	ADJ
biht-396	167	15	data	datum	NOUN
biht-396	167	16	and	and	CCONJ
biht-396	167	17	quantity	quantity	NOUN
biht-396	167	18	-	-	PUNCT
biht-396	167	19	based	base	VERB
biht-396	167	20	approaches	approach	NOUN
biht-396	167	21	across	across	ADP
biht-396	167	22	seven	seven	NUM
biht-396	167	23	key	key	ADJ
biht-396	167	24	development	development	NOUN
biht-396	167	25	features	feature	NOUN
biht-396	167	26	.	.	PUNCT
biht-396	168	1	the	the	DET
biht-396	168	2	rich	rich	ADJ
biht-396	168	3	data	data	NOUN
biht-396	168	4	approach	approach	NOUN
biht-396	168	5	demonstrates	demonstrate	VERB
biht-396	168	6	superior	superior	ADJ
biht-396	168	7	performance	performance	NOUN
biht-396	168	8	with	with	ADP
biht-396	168	9	high	high	ADJ
biht-396	168	10	domain	domain	NOUN
biht-396	168	11	specificity	specificity	NOUN
biht-396	168	12	,	,	PUNCT
biht-396	168	13	consistently	consistently	ADV
biht-396	168	14	high	high	ADJ
biht-396	168	15	code	code	NOUN
biht-396	168	16	quality	quality	NOUN
biht-396	168	17	,	,	PUNCT
biht-396	168	18	and	and	CCONJ
biht-396	168	19	strong	strong	ADJ
biht-396	168	20	reusability	reusability	NOUN
biht-396	168	21	.	.	PUNCT
biht-396	169	1	it	it	PRON
biht-396	169	2	excels	excel	VERB
biht-396	169	3	in	in	ADP
biht-396	169	4	ethical	ethical	ADJ
biht-396	169	5	compliance	compliance	NOUN
biht-396	169	6	,	,	PUNCT
biht-396	169	7	poses	pose	VERB
biht-396	169	8	low	low	ADJ
biht-396	169	9	technical	technical	ADJ
biht-396	169	10	debt	debt	NOUN
biht-396	169	11	risk	risk	NOUN
biht-396	169	12	,	,	PUNCT
biht-396	169	13	and	and	CCONJ
biht-396	169	14	provides	provide	VERB
biht-396	169	15	structured	structure	VERB
biht-396	169	16	,	,	PUNCT
biht-396	169	17	traceable	traceable	ADJ
biht-396	169	18	explanations	explanation	NOUN
biht-396	169	19	that	that	PRON
biht-396	169	20	lead	lead	VERB
biht-396	169	21	to	to	ADP
biht-396	169	22	highly	highly	ADV
biht-396	169	23	reliable	reliable	ADJ
biht-396	169	24	outputs	output	NOUN
biht-396	169	25	.	.	PUNCT
biht-396	170	1	in	in	ADP
biht-396	170	2	contrast	contrast	NOUN
biht-396	170	3	,	,	PUNCT
biht-396	170	4	the	the	DET
biht-396	170	5	quantity	quantity	NOUN
biht-396	170	6	-	-	PUNCT
biht-396	170	7	based	base	VERB
biht-396	170	8	approach	approach	NOUN
biht-396	170	9	shows	show	VERB
biht-396	170	10	significant	significant	ADJ
biht-396	170	11	limitations	limitation	NOUN
biht-396	170	12	,	,	PUNCT
biht-396	170	13	featuring	feature	VERB
biht-396	170	14	low	low	ADJ
biht-396	170	15	domain	domain	NOUN
biht-396	170	16	specificity	specificity	NOUN
biht-396	170	17	,	,	PUNCT
biht-396	170	18	inconsistent	inconsistent	ADJ
biht-396	170	19	(	(	PUNCT
biht-396	170	20	often	often	ADV
biht-396	170	21	poor	poor	ADJ
biht-396	170	22	)	)	PUNCT
biht-396	170	23	code	code	NOUN
biht-396	170	24	quality	quality	NOUN
biht-396	170	25	,	,	PUNCT
biht-396	170	26	low	low	ADJ
biht-396	170	27	reusability	reusability	NOUN
biht-396	170	28	,	,	PUNCT
biht-396	170	29	weak	weak	ADJ
biht-396	170	30	or	or	CCONJ
biht-396	170	31	unverified	unverified	ADJ
biht-396	170	32	ethical	ethical	ADJ
biht-396	170	33	compliance	compliance	NOUN
biht-396	170	34	,	,	PUNCT
biht-396	170	35	high	high	ADJ
biht-396	170	36	technical	technical	ADJ
biht-396	170	37	debt	debt	NOUN
biht-396	170	38	risk	risk	NOUN
biht-396	170	39	,	,	PUNCT
biht-396	170	40	unstructured	unstructured	ADJ
biht-396	170	41	/	/	SYM
biht-396	170	42	random	random	ADJ
biht-396	170	43	explanations	explanation	NOUN
biht-396	170	44	,	,	PUNCT
biht-396	170	45	and	and	CCONJ
biht-396	170	46	mixed	mixed	ADJ
biht-396	170	47	reliability	reliability	NOUN
biht-396	170	48	of	of	ADP
biht-396	170	49	outputs	output	NOUN
biht-396	170	50	.	.	PUNCT
biht-396	171	1	this	this	DET
biht-396	171	2	comparison	comparison	NOUN
biht-396	171	3	highlights	highlight	VERB
biht-396	171	4	the	the	DET
biht-396	171	5	substantial	substantial	ADJ
biht-396	171	6	advantages	advantage	NOUN
biht-396	171	7	of	of	ADP
biht-396	171	8	the	the	DET
biht-396	171	9	rich	rich	ADJ
biht-396	171	10	data	datum	NOUN
biht-396	171	11	approach	approach	NOUN
biht-396	171	12	across	across	ADP
biht-396	171	13	all	all	DET
biht-396	171	14	measured	measured	ADJ
biht-396	171	15	development	development	NOUN
biht-396	171	16	parameters	parameter	NOUN
biht-396	171	17	.	.	PUNCT
biht-396	172	1	the	the	DET
biht-396	172	2	rich	rich	ADJ
biht-396	172	3	data	data	NOUN
biht-396	172	4	approach	approach	NOUN
biht-396	172	5	prioritizes	prioritize	VERB
biht-396	172	6	quality	quality	NOUN
biht-396	172	7	,	,	PUNCT
biht-396	172	8	domain	domain	NOUN
biht-396	172	9	specificity	specificity	NOUN
biht-396	172	10	,	,	PUNCT
biht-396	172	11	and	and	CCONJ
biht-396	172	12	ethical	ethical	ADJ
biht-396	172	13	compliance	compliance	NOUN
biht-396	172	14	,	,	PUNCT
biht-396	172	15	making	make	VERB
biht-396	172	16	it	it	PRON
biht-396	172	17	ideal	ideal	ADJ
biht-396	172	18	for	for	ADP
biht-396	172	19	applications	application	NOUN
biht-396	172	20	requiring	require	VERB
biht-396	172	21	precision	precision	NOUN
biht-396	172	22	and	and	CCONJ
biht-396	172	23	reliability	reliability	NOUN
biht-396	172	24	.	.	PUNCT
biht-396	173	1	on	on	ADP
biht-396	173	2	the	the	DET
biht-396	173	3	other	other	ADJ
biht-396	173	4	hand	hand	NOUN
biht-396	173	5	,	,	PUNCT
biht-396	173	6	the	the	DET
biht-396	173	7	quantity	quantity	NOUN
biht-396	173	8	-	-	PUNCT
biht-396	173	9	based	base	VERB
biht-396	173	10	approach	approach	NOUN
biht-396	173	11	focuses	focus	VERB
biht-396	173	12	on	on	ADP
biht-396	173	13	amassing	amass	VERB
biht-396	173	14	large	large	ADJ
biht-396	173	15	datasets	dataset	NOUN
biht-396	173	16	,	,	PUNCT
biht-396	173	17	which	which	PRON
biht-396	173	18	can	can	AUX
biht-396	173	19	be	be	AUX
biht-396	173	20	useful	useful	ADJ
biht-396	173	21	for	for	ADP
biht-396	173	22	general	general	ADJ
biht-396	173	23	-	-	PUNCT
biht-396	173	24	purpose	purpose	NOUN
biht-396	173	25	models	model	NOUN
biht-396	173	26	but	but	CCONJ
biht-396	173	27	often	often	ADV
biht-396	173	28	sacrifices	sacrifice	VERB
biht-396	173	29	quality	quality	NOUN
biht-396	173	30	,	,	PUNCT
biht-396	173	31	reusability	reusability	NOUN
biht-396	173	32	,	,	PUNCT
biht-396	173	33	and	and	CCONJ
biht-396	173	34	explainability	explainability	NOUN
biht-396	173	35	.	.	PUNCT
biht-396	174	1	the	the	DET
biht-396	174	2	role	role	NOUN
biht-396	174	3	of	of	ADP
biht-396	174	4	ses	se	NOUN
biht-396	174	5	in	in	ADP
biht-396	174	6	rich	rich	ADJ
biht-396	174	7	data	data	NOUN
biht-396	174	8	-	-	PUNCT
biht-396	174	9	driven	drive	VERB
biht-396	174	10	code	code	NOUN
biht-396	174	11	ai	ai	VERB
biht-396	174	12	the	the	DET
biht-396	174	13	ses	se	NOUN
biht-396	174	14	exemplifies	exemplify	VERB
biht-396	174	15	the	the	DET
biht-396	174	16	principles	principle	NOUN
biht-396	174	17	of	of	ADP
biht-396	174	18	rich	rich	ADJ
biht-396	174	19	data	data	NOUN
biht-396	174	20	-	-	PUNCT
biht-396	174	21	driven	drive	VERB
biht-396	174	22	code	code	NOUN
biht-396	174	23	generation	generation	NOUN
biht-396	174	24	.	.	PUNCT
biht-396	175	1	the	the	DET
biht-396	175	2	platform	platform	NOUN
biht-396	175	3	integrates	integrate	VERB
biht-396	175	4	rich	rich	ADJ
biht-396	175	5	data	datum	NOUN
biht-396	175	6	throughout	throughout	ADP
biht-396	175	7	its	its	PRON
biht-396	175	8	lifecycle	lifecycle	NOUN
biht-396	175	9	,	,	PUNCT
biht-396	175	10	from	from	ADP
biht-396	175	11	requirements	requirement	NOUN
biht-396	175	12	capture	capture	VERB
biht-396	175	13	to	to	ADP
biht-396	175	14	post	post	ADJ
biht-396	175	15	-	-	ADJ
biht-396	175	16	development	development	ADJ
biht-396	175	17	analysis	analysis	NOUN
biht-396	175	18	.	.	PUNCT
biht-396	176	1	key	key	ADJ
biht-396	176	2	outcomes	outcome	NOUN
biht-396	176	3	of	of	ADP
biht-396	176	4	ses	se	NOUN
biht-396	176	5	include	include	VERB
biht-396	176	6	reduced	reduce	VERB
biht-396	176	7	code	code	NOUN
biht-396	176	8	churn	churn	NOUN
biht-396	176	9	(	(	PUNCT
biht-396	176	10	reusing	reuse	VERB
biht-396	176	11	existing	exist	VERB
biht-396	176	12	,	,	PUNCT
biht-396	176	13	validated	validated	ADJ
biht-396	176	14	code	code	NOUN
biht-396	176	15	,	,	PUNCT
biht-396	176	16	ses	se	NOUN
biht-396	176	17	reduces	reduce	VERB
biht-396	176	18	unnecessary	unnecessary	ADJ
biht-396	176	19	duplication	duplication	NOUN
biht-396	176	20	)	)	PUNCT
biht-396	176	21	,	,	PUNCT
biht-396	176	22	improved	improve	VERB
biht-396	176	23	code	code	NOUN
biht-396	176	24	quality	quality	NOUN
biht-396	176	25	(	(	PUNCT
biht-396	176	26	ses	ses	X
biht-396	176	27	quality	quality	NOUN
biht-396	176	28	analysis	analysis	NOUN
biht-396	176	29	tools	tool	NOUN
biht-396	176	30	ensure	ensure	VERB
biht-396	176	31	that	that	SCONJ
biht-396	176	32	the	the	DET
biht-396	176	33	generated	generate	VERB
biht-396	176	34	code	code	NOUN
biht-396	176	35	meets	meet	VERB
biht-396	176	36	high	high	ADJ
biht-396	176	37	standards	standard	NOUN
biht-396	176	38	of	of	ADP
biht-396	176	39	maintainability	maintainability	NOUN
biht-396	176	40	and	and	CCONJ
biht-396	176	41	compliance	compliance	NOUN
biht-396	176	42	)	)	PUNCT
biht-396	176	43	,	,	PUNCT
biht-396	176	44	and	and	CCONJ
biht-396	176	45	enhanced	enhanced	ADJ
biht-396	176	46	documentation	documentation	NOUN
biht-396	176	47	(	(	PUNCT
biht-396	176	48	ses	se	NOUN
biht-396	176	49	automates	automate	VERB
biht-396	176	50	the	the	DET
biht-396	176	51	creation	creation	NOUN
biht-396	176	52	of	of	ADP
biht-396	176	53	technical	technical	ADJ
biht-396	176	54	documentation	documentation	NOUN
biht-396	176	55	,	,	PUNCT
biht-396	176	56	embedding	embed	VERB
biht-396	176	57	metadata	metadata	NOUN
biht-396	176	58	for	for	ADP
biht-396	176	59	traceability	traceability	NOUN
biht-396	176	60	and	and	CCONJ
biht-396	176	61	explainability	explainability	NOUN
biht-396	176	62	)	)	PUNCT
biht-396	176	63	.	.	PUNCT
biht-396	177	1	the	the	DET
biht-396	177	2	ses	ses	PROPN
biht-396	177	3	is	be	AUX
biht-396	177	4	a	a	DET
biht-396	177	5	salesforce	salesforce	ADJ
biht-396	177	6	-	-	PUNCT
biht-396	177	7	native	native	ADJ
biht-396	177	8	app	app	NOUN
biht-396	177	9	that	that	PRON
biht-396	177	10	gathers	gather	VERB
biht-396	177	11	requirements	requirement	NOUN
biht-396	177	12	,	,	PUNCT
biht-396	177	13	auto	auto	NOUN
biht-396	177	14	-	-	PUNCT
biht-396	177	15	generates	generate	NOUN
biht-396	177	16	code	code	NOUN
biht-396	177	17	,	,	PUNCT
biht-396	177	18	evaluates	evaluate	VERB
biht-396	177	19	code	code	NOUN
biht-396	177	20	quality	quality	NOUN
biht-396	177	21	,	,	PUNCT
biht-396	177	22	and	and	CCONJ
biht-396	177	23	produces	produce	VERB
biht-396	177	24	documentation	documentation	NOUN
biht-396	177	25	using	use	VERB
biht-396	177	26	rich	rich	ADJ
biht-396	177	27	data	data	NOUN
biht-396	177	28	-	-	PUNCT
biht-396	177	29	centric	centric	ADJ
biht-396	177	30	principles	principle	NOUN
biht-396	177	31	.	.	PUNCT
biht-396	178	1	it	it	PRON
biht-396	178	2	has	have	AUX
biht-396	178	3	been	be	AUX
biht-396	178	4	shown	show	VERB
biht-396	178	5	to	to	PART
biht-396	178	6	reduce	reduce	VERB
biht-396	178	7	code	code	NOUN
biht-396	178	8	churn	churn	NOUN
biht-396	178	9	by	by	ADP
biht-396	178	10	39	39	NUM
biht-396	178	11	%	%	NOUN
biht-396	178	12	,	,	PUNCT
biht-396	178	13	cut	cut	VERB
biht-396	178	14	released	release	VERB
biht-396	178	15	code	code	NOUN
biht-396	178	16	defects	defect	NOUN
biht-396	178	17	by	by	ADP
biht-396	178	18	67	67	NUM
biht-396	178	19	%	%	NOUN
biht-396	178	20	,	,	PUNCT
biht-396	178	21	and	and	CCONJ
biht-396	178	22	limit	limit	VERB
biht-396	178	23	code	code	NOUN
biht-396	178	24	duplication	duplication	NOUN
biht-396	178	25	by	by	ADP
biht-396	178	26	26	26	NUM
biht-396	178	27	%	%	NOUN
biht-396	178	28	.	.	PUNCT
biht-396	179	1	weighted	weighted	ADJ
biht-396	179	2	matrix	matrix	NOUN
biht-396	179	3	:	:	PUNCT
biht-396	179	4	evaluating	evaluate	VERB
biht-396	179	5	data	datum	NOUN
biht-396	179	6	for	for	ADP
biht-396	179	7	code	code	NOUN
biht-396	179	8	gen	gen	PROPN
biht-396	179	9	ai	ai	NOUN
biht-396	179	10	and	and	CCONJ
biht-396	179	11	agents	agent	NOUN
biht-396	179	12	to	to	PART
biht-396	179	13	systematically	systematically	ADV
biht-396	179	14	assess	assess	VERB
biht-396	179	15	the	the	DET
biht-396	179	16	utility	utility	NOUN
biht-396	179	17	of	of	ADP
biht-396	179	18	various	various	ADJ
biht-396	179	19	data	datum	NOUN
biht-396	179	20	sources	source	NOUN
biht-396	179	21	for	for	ADP
biht-396	179	22	code	code	NOUN
biht-396	179	23	gen	gen	PROPN
biht-396	179	24	ai	ai	PROPN
biht-396	179	25	and	and	CCONJ
biht-396	179	26	autonomous	autonomous	ADJ
biht-396	179	27	coding	code	VERB
biht-396	179	28	agents	agent	NOUN
biht-396	179	29	,	,	PUNCT
biht-396	179	30	this	this	DET
biht-396	179	31	article	article	NOUN
biht-396	179	32	introduces	introduce	VERB
biht-396	179	33	a	a	DET
biht-396	179	34	weighted	weighted	ADJ
biht-396	179	35	decision	decision	NOUN
biht-396	179	36	matrix	matrix	NOUN
biht-396	179	37	.	.	PUNCT
biht-396	180	1	this	this	DET
biht-396	180	2	matrix	matrix	NOUN
biht-396	180	3	helps	help	VERB
biht-396	180	4	evaluate	evaluate	VERB
biht-396	180	5	datasets	dataset	NOUN
biht-396	180	6	across	across	ADP
biht-396	180	7	critical	critical	ADJ
biht-396	180	8	criteria	criterion	NOUN
biht-396	180	9	such	such	ADJ
biht-396	180	10	as	as	ADP
biht-396	180	11	domain	domain	NOUN
biht-396	180	12	relevance	relevance	NOUN
biht-396	180	13	,	,	PUNCT
biht-396	180	14	error	error	NOUN
biht-396	180	15	risk	risk	NOUN
biht-396	180	16	,	,	PUNCT
biht-396	180	17	privacy	privacy	NOUN
biht-396	180	18	compliance	compliance	NOUN
biht-396	180	19	,	,	PUNCT
biht-396	180	20	explainability	explainability	NOUN
biht-396	180	21	,	,	PUNCT
biht-396	180	22	and	and	CCONJ
biht-396	180	23	potential	potential	NOUN
biht-396	180	24	for	for	ADP
biht-396	180	25	technical	technical	ADJ
biht-396	180	26	debt.10–15	debt.10–15	PROPN
biht-396	180	27	table	table	NOUN
biht-396	180	28	3	3	NUM
biht-396	180	29	illustrates	illustrate	VERB
biht-396	180	30	the	the	DET
biht-396	180	31	data	datum	NOUN
biht-396	180	32	selection	selection	NOUN
biht-396	180	33	matrix	matrix	NOUN
biht-396	180	34	for	for	ADP
biht-396	180	35	code	code	NOUN
biht-396	180	36	gen	gen	PROPN
biht-396	180	37	ai	ai	NOUN
biht-396	180	38	.	.	PROPN
biht-396	180	39	table	table	NOUN
biht-396	180	40	3	3	NUM
biht-396	180	41	presents	present	VERB
biht-396	180	42	a	a	DET
biht-396	180	43	weighted	weighted	ADJ
biht-396	180	44	evaluation	evaluation	NOUN
biht-396	180	45	criteria	criterion	NOUN
biht-396	180	46	matrix	matrix	NOUN
biht-396	180	47	comparing	compare	VERB
biht-396	180	48	rich	rich	ADJ
biht-396	180	49	data	datum	NOUN
biht-396	180	50	versus	versus	ADP
biht-396	180	51	large	large	ADJ
biht-396	180	52	quantity	quantity	NOUN
biht-396	180	53	data	datum	NOUN
biht-396	180	54	approaches	approach	NOUN
biht-396	180	55	for	for	ADP
biht-396	180	56	ai	ai	PROPN
biht-396	180	57	code	code	NOUN
biht-396	180	58	generation	generation	NOUN
biht-396	180	59	.	.	PUNCT
biht-396	181	1	the	the	DET
biht-396	181	2	matrix	matrix	NOUN
biht-396	181	3	assigns	assign	VERB
biht-396	181	4	importance	importance	NOUN
biht-396	181	5	weights	weight	NOUN
biht-396	181	6	(	(	PUNCT
biht-396	181	7	1–5	1–5	NUM
biht-396	181	8	)	)	PUNCT
biht-396	181	9	to	to	ADP
biht-396	181	10	seven	seven	NUM
biht-396	181	11	critical	critical	ADJ
biht-396	181	12	factors	factor	NOUN
biht-396	181	13	and	and	CCONJ
biht-396	181	14	scores	score	NOUN
biht-396	181	15	each	each	DET
biht-396	181	16	approach	approach	NOUN
biht-396	181	17	accordingly	accordingly	ADV
biht-396	181	18	.	.	PUNCT
biht-396	182	1	rich	rich	ADJ
biht-396	182	2	data	datum	NOUN
biht-396	182	3	excel	excel	VERB
biht-396	182	4	in	in	ADP
biht-396	182	5	domain	domain	NOUN
biht-396	182	6	relevance	relevance	NOUN
biht-396	182	7	(	(	PUNCT
biht-396	182	8	5/5	5/5	NUM
biht-396	182	9	)	)	PUNCT
biht-396	182	10	,	,	PUNCT
biht-396	182	11	versioning	versioning	NOUN
biht-396	182	12	and	and	CCONJ
biht-396	182	13	documentation	documentation	NOUN
biht-396	182	14	(	(	PUNCT
biht-396	182	15	5/5	5/5	NUM
biht-396	182	16	)	)	PUNCT
biht-396	182	17	,	,	PUNCT
biht-396	182	18	privacy	privacy	NOUN
biht-396	182	19	and	and	CCONJ
biht-396	182	20	regulatory	regulatory	ADJ
biht-396	182	21	fit	fit	ADJ
biht-396	182	22	(	(	PUNCT
biht-396	182	23	5/5	5/5	NUM
biht-396	182	24	)	)	PUNCT
biht-396	182	25	,	,	PUNCT
biht-396	182	26	and	and	CCONJ
biht-396	182	27	explainability	explainability	NOUN
biht-396	182	28	and	and	CCONJ
biht-396	182	29	traceability	traceability	NOUN
biht-396	182	30	(	(	PUNCT
biht-396	182	31	5/5	5/5	NUM
biht-396	182	32	)	)	PUNCT
biht-396	182	33	,	,	PUNCT
biht-396	182	34	while	while	SCONJ
biht-396	182	35	maintaining	maintain	VERB
biht-396	182	36	minimal	minimal	ADJ
biht-396	182	37	risk	risk	NOUN
biht-396	182	38	(	(	PUNCT
biht-396	182	39	1/5	1/5	NUM
biht-396	182	40	)	)	PUNCT
biht-396	182	41	for	for	ADP
biht-396	182	42	code	code	NOUN
biht-396	182	43	duplication	duplication	NOUN
biht-396	182	44	,	,	PUNCT
biht-396	182	45	error	error	NOUN
biht-396	182	46	rates	rate	NOUN
biht-396	182	47	,	,	PUNCT
biht-396	182	48	and	and	CCONJ
biht-396	182	49	technical	technical	ADJ
biht-396	182	50	debt	debt	NOUN
biht-396	182	51	propagation	propagation	NOUN
biht-396	182	52	.	.	PUNCT
biht-396	183	1	in	in	ADP
biht-396	183	2	contrast	contrast	NOUN
biht-396	183	3	,	,	PUNCT
biht-396	183	4	large	large	ADJ
biht-396	183	5	quantity	quantity	NOUN
biht-396	183	6	data	datum	NOUN
biht-396	183	7	perform	perform	VERB
biht-396	183	8	poorly	poorly	ADV
biht-396	183	9	in	in	ADP
biht-396	183	10	most	most	ADJ
biht-396	183	11	highweight	highweight	NOUN
biht-396	183	12	categories	category	NOUN
biht-396	183	13	,	,	PUNCT
biht-396	183	14	scoring	score	VERB
biht-396	183	15	just	just	ADV
biht-396	183	16	1–2	1–2	NUM
biht-396	183	17	points	point	NOUN
biht-396	183	18	in	in	ADP
biht-396	183	19	domain	domain	NOUN
biht-396	183	20	relevance	relevance	NOUN
biht-396	183	21	,	,	PUNCT
biht-396	183	22	versioning	versioning	NOUN
biht-396	183	23	,	,	PUNCT
biht-396	183	24	privacy	privacy	NOUN
biht-396	183	25	compliance	compliance	NOUN
biht-396	183	26	,	,	PUNCT
biht-396	183	27	and	and	CCONJ
biht-396	183	28	explainability	explainability	NOUN
biht-396	183	29	while	while	SCONJ
biht-396	183	30	showing	show	VERB
biht-396	183	31	high	high	ADJ
biht-396	183	32	-	-	PUNCT
biht-396	183	33	risk	risk	NOUN
biht-396	183	34	levels	level	NOUN
biht-396	183	35	(	(	PUNCT
biht-396	183	36	5/5	5/5	NUM
biht-396	183	37	)	)	PUNCT
biht-396	183	38	for	for	ADP
biht-396	183	39	code	code	NOUN
biht-396	183	40	duplication	duplication	NOUN
biht-396	183	41	,	,	PUNCT
biht-396	183	42	production	production	NOUN
biht-396	183	43	errors	error	NOUN
biht-396	183	44	,	,	PUNCT
biht-396	183	45	and	and	CCONJ
biht-396	183	46	technical	technical	ADJ
biht-396	183	47	debt	debt	NOUN
biht-396	183	48	.	.	PUNCT
biht-396	184	1	this	this	DET
biht-396	184	2	weighted	weight	VERB
biht-396	184	3	comparison	comparison	NOUN
biht-396	184	4	demonstrates	demonstrate	VERB
biht-396	184	5	the	the	DET
biht-396	184	6	superior	superior	ADJ
biht-396	184	7	risk	risk	NOUN
biht-396	184	8	-	-	PUNCT
biht-396	184	9	adjusted	adjust	VERB
biht-396	184	10	table	table	NOUN
biht-396	184	11	2	2	NUM
biht-396	184	12	.	.	PUNCT
biht-396	185	1	a	a	DET
biht-396	185	2	comparison	comparison	NOUN
biht-396	185	3	between	between	ADP
biht-396	185	4	rich	rich	ADJ
biht-396	185	5	data	datum	NOUN
biht-396	185	6	versus	versus	ADP
biht-396	185	7	quantity	quantity	NOUN
biht-396	185	8	-	-	PUNCT
biht-396	185	9	first	first	ADJ
biht-396	185	10	model	model	NOUN
biht-396	185	11	feature	feature	NOUN
biht-396	185	12	rich	rich	ADJ
biht-396	185	13	data	datum	NOUN
biht-396	185	14	approach	approach	NOUN
biht-396	185	15	quantity	quantity	NOUN
biht-396	185	16	-	-	PUNCT
biht-396	185	17	based	base	VERB
biht-396	185	18	approach	approach	NOUN
biht-396	185	19	domain	domain	NOUN
biht-396	185	20	specificity	specificity	NOUN
biht-396	185	21	high	high	ADJ
biht-396	185	22	low	low	ADJ
biht-396	185	23	code	code	NOUN
biht-396	185	24	quality	quality	NOUN
biht-396	185	25	high	high	ADJ
biht-396	185	26	mixed	mixed	ADJ
biht-396	185	27	(	(	PUNCT
biht-396	185	28	often	often	ADV
biht-396	185	29	poor	poor	ADJ
biht-396	185	30	)	)	PUNCT
biht-396	185	31	reusability	reusability	NOUN
biht-396	185	32	high	high	ADJ
biht-396	185	33	low	low	ADJ
biht-396	185	34	ethical	ethical	ADJ
biht-396	185	35	compliance	compliance	NOUN
biht-396	185	36	strong	strong	ADJ
biht-396	185	37	weak	weak	ADJ
biht-396	185	38	/	/	SYM
biht-396	185	39	unverified	unverified	ADJ
biht-396	185	40	technical	technical	ADJ
biht-396	185	41	debt	debt	NOUN
biht-396	185	42	risk	risk	NOUN
biht-396	185	43	low	low	ADJ
biht-396	185	44	high	high	ADJ
biht-396	185	45	explainability	explainability	NOUN
biht-396	185	46	structured	structure	VERB
biht-396	185	47	/	/	SYM
biht-396	185	48	traceable	traceable	ADJ
biht-396	185	49	unstructured	unstructured	ADJ
biht-396	185	50	/	/	SYM
biht-396	185	51	random	random	ADJ
biht-396	185	52	reliable	reliable	ADJ
biht-396	185	53	output	output	NOUN
biht-396	185	54	high	high	ADV
biht-396	185	55	mixed	mixed	ADJ
biht-396	185	56	(	(	PUNCT
biht-396	185	57	often	often	ADV
biht-396	185	58	poor	poor	ADJ
biht-396	185	59	)	)	PUNCT
biht-396	185	60	table	table	NOUN
biht-396	185	61	3	3	NUM
biht-396	185	62	.	.	PUNCT
biht-396	185	63	data	datum	NOUN
biht-396	185	64	selection	selection	NOUN
biht-396	185	65	matrix	matrix	NOUN
biht-396	185	66	for	for	ADP
biht-396	185	67	code	code	NOUN
biht-396	185	68	gen	gen	PROPN
biht-396	185	69	ai	ai	VERB
biht-396	185	70	critical	critical	ADJ
biht-396	185	71	factors	factor	NOUN
biht-396	185	72	weight	weight	VERB
biht-396	185	73	rich	rich	ADJ
biht-396	185	74	data	datum	NOUN
biht-396	185	75	large	large	ADJ
biht-396	185	76	quantity	quantity	NOUN
biht-396	185	77	data	data	NOUN
biht-396	185	78	domain	domain	NOUN
biht-396	185	79	relevance	relevance	NOUN
biht-396	185	80	5	5	NUM
biht-396	185	81	5	5	NUM
biht-396	185	82	2	2	NUM
biht-396	185	83	versioning	versioning	NOUN
biht-396	185	84	&	&	CCONJ
biht-396	185	85	documentation	documentation	NOUN
biht-396	185	86	4	4	NUM
biht-396	185	87	5	5	NUM
biht-396	185	88	2	2	NUM
biht-396	185	89	code	code	NOUN
biht-396	185	90	duplication	duplication	NOUN
biht-396	185	91	risk	risk	NOUN
biht-396	185	92	4	4	NUM
biht-396	185	93	1	1	NUM
biht-396	185	94	5	5	NUM
biht-396	185	95	error	error	NOUN
biht-396	185	96	rate	rate	NOUN
biht-396	185	97	in	in	ADP
biht-396	185	98	production	production	NOUN
biht-396	185	99	5	5	NUM
biht-396	185	100	1	1	NUM
biht-396	185	101	5	5	NUM
biht-396	185	102	privacy	privacy	NOUN
biht-396	185	103	&	&	CCONJ
biht-396	185	104	regulatory	regulatory	ADJ
biht-396	185	105	fit	fit	ADJ
biht-396	185	106	5	5	NUM
biht-396	185	107	5	5	NUM
biht-396	185	108	1	1	NUM
biht-396	185	109	explainability	explainability	NOUN
biht-396	185	110	&	&	CCONJ
biht-396	185	111	traceability	traceability	NOUN
biht-396	185	112	4	4	NUM
biht-396	185	113	5	5	NUM
biht-396	185	114	2	2	NUM
biht-396	185	115	technical	technical	ADJ
biht-396	185	116	debt	debt	NOUN
biht-396	185	117	propagation	propagation	NOUN
biht-396	185	118	5	5	NUM
biht-396	185	119	1	1	NUM
biht-396	185	120	5	5	NUM
biht-396	185	121	ai	ai	ADJ
biht-396	185	122	:	:	PUNCT
biht-396	185	123	artificial	artificial	ADJ
biht-396	185	124	intelligence	intelligence	NOUN
biht-396	185	125	;	;	PUNCT
biht-396	185	126	ses	se	NOUN
biht-396	185	127	:	:	PUNCT
biht-396	185	128	self	self	NOUN
biht-396	185	129	-	-	PUNCT
biht-396	185	130	evolving	evolve	VERB
biht-396	185	131	software	software	NOUN
biht-396	185	132	.	.	PUNCT
biht-396	186	1	https://doi.org/10.30953/bhty.v8.396	https://doi.org/10.30953/bhty.v8.396	X
biht-396	187	1	citation	citation	NOUN
biht-396	187	2	:	:	PUNCT
biht-396	188	1	blockchain	blockchain	NOUN
biht-396	188	2	in	in	ADP
biht-396	188	3	healthcare	healthcare	NOUN
biht-396	188	4	today	today	NOUN
biht-396	188	5	2025	2025	NUM
biht-396	188	6	,	,	PUNCT
biht-396	188	7	8	8	NUM
biht-396	188	8	:	:	SYM
biht-396	188	9	396	396	NUM
biht-396	188	10	https://doi.org/10.30953/bhty.v8.3968	https://doi.org/10.30953/bhty.v8.3968	NOUN
biht-396	188	11	(	(	PUNCT
biht-396	188	12	page	page	NOUN
biht-396	188	13	number	number	NOUN
biht-396	188	14	not	not	PART
biht-396	188	15	for	for	ADP
biht-396	188	16	citation	citation	NOUN
biht-396	188	17	purpose	purpose	NOUN
biht-396	188	18	)	)	PUNCT
biht-396	188	19	muthu	muthu	PROPN
biht-396	188	20	ramachandran	ramachandran	PROPN
biht-396	188	21	and	and	CCONJ
biht-396	188	22	steven	steven	PROPN
biht-396	188	23	fouracre	fouracre	PROPN
biht-396	188	24	performance	performance	NOUN
biht-396	188	25	of	of	ADP
biht-396	188	26	the	the	DET
biht-396	188	27	rich	rich	ADJ
biht-396	188	28	data	datum	NOUN
biht-396	188	29	approach	approach	NOUN
biht-396	188	30	across	across	ADP
biht-396	188	31	the	the	DET
biht-396	188	32	most	most	ADV
biht-396	188	33	critical	critical	ADJ
biht-396	188	34	evaluation	evaluation	NOUN
biht-396	188	35	criteria	criterion	NOUN
biht-396	188	36	.	.	PUNCT
biht-396	189	1	rich	rich	ADJ
biht-396	189	2	data	datum	NOUN
biht-396	189	3	consistently	consistently	ADV
biht-396	189	4	score	score	VERB
biht-396	189	5	higher	high	ADJ
biht-396	189	6	for	for	ADP
biht-396	189	7	ethical	ethical	ADJ
biht-396	189	8	and	and	CCONJ
biht-396	189	9	longterm	longterm	VERB
biht-396	189	10	quality	quality	NOUN
biht-396	189	11	-	-	PUNCT
biht-396	189	12	driven	drive	VERB
biht-396	189	13	development	development	NOUN
biht-396	189	14	.	.	PUNCT
biht-396	190	1	this	this	DET
biht-396	190	2	analysis	analysis	NOUN
biht-396	190	3	shows	show	VERB
biht-396	190	4	that	that	SCONJ
biht-396	190	5	rich	rich	ADJ
biht-396	190	6	data	datum	NOUN
biht-396	190	7	provide	provide	VERB
biht-396	190	8	a	a	DET
biht-396	190	9	more	more	ADV
biht-396	190	10	sustainable	sustainable	ADJ
biht-396	190	11	,	,	PUNCT
biht-396	190	12	reliable	reliable	ADJ
biht-396	190	13	,	,	PUNCT
biht-396	190	14	and	and	CCONJ
biht-396	190	15	ethical	ethical	ADJ
biht-396	190	16	foundation	foundation	NOUN
biht-396	190	17	for	for	ADP
biht-396	190	18	code	code	NOUN
biht-396	190	19	gen	gen	PROPN
biht-396	190	20	ai	ai	NOUN
biht-396	190	21	,	,	PUNCT
biht-396	190	22	especially	especially	ADV
biht-396	190	23	in	in	ADP
biht-396	190	24	domains	domain	NOUN
biht-396	190	25	like	like	ADP
biht-396	190	26	healthcare	healthcare	NOUN
biht-396	190	27	where	where	SCONJ
biht-396	190	28	lives	life	NOUN
biht-396	190	29	,	,	PUNCT
biht-396	190	30	regulations	regulation	NOUN
biht-396	190	31	,	,	PUNCT
biht-396	190	32	and	and	CCONJ
biht-396	190	33	long	long	ADJ
biht-396	190	34	-	-	PUNCT
biht-396	190	35	term	term	NOUN
biht-396	190	36	system	system	NOUN
biht-396	190	37	integrity	integrity	NOUN
biht-396	190	38	are	be	AUX
biht-396	190	39	at	at	ADP
biht-396	190	40	stake	stake	NOUN
biht-396	190	41	.	.	PUNCT
biht-396	191	1	the	the	DET
biht-396	191	2	matrix	matrix	NOUN
biht-396	191	3	assigns	assign	VERB
biht-396	191	4	importance	importance	NOUN
biht-396	191	5	weights	weight	NOUN
biht-396	191	6	to	to	ADP
biht-396	191	7	the	the	DET
biht-396	191	8	seven	seven	NUM
biht-396	191	9	critical	critical	ADJ
biht-396	191	10	factors	factor	NOUN
biht-396	191	11	and	and	CCONJ
biht-396	191	12	scores	score	NOUN
biht-396	191	13	each	each	DET
biht-396	191	14	data	datum	NOUN
biht-396	191	15	approach	approach	NOUN
biht-396	191	16	(	(	PUNCT
biht-396	191	17	rich	rich	ADJ
biht-396	191	18	data	datum	NOUN
biht-396	191	19	vs.	vs.	ADP
biht-396	191	20	large	large	ADJ
biht-396	191	21	quantity	quantity	NOUN
biht-396	191	22	data	datum	NOUN
biht-396	191	23	)	)	PUNCT
biht-396	191	24	on	on	ADP
biht-396	191	25	a	a	DET
biht-396	191	26	scale	scale	NOUN
biht-396	191	27	where	where	SCONJ
biht-396	191	28	1	1	NUM
biht-396	191	29	=	=	SYM
biht-396	191	30	lowest	low	ADJ
biht-396	191	31	performance	performance	NOUN
biht-396	191	32	/	/	SYM
biht-396	191	33	suitability	suitability	NOUN
biht-396	191	34	and	and	CCONJ
biht-396	191	35	5	5	NUM
biht-396	191	36	=	=	NOUN
biht-396	191	37	highest	high	ADJ
biht-396	191	38	performance	performance	NOUN
biht-396	191	39	/	/	SYM
biht-396	191	40	suitability	suitability	NOUN
biht-396	191	41	.	.	PUNCT
biht-396	192	1	case	case	NOUN
biht-396	192	2	study	study	NOUN
biht-396	192	3	:	:	PUNCT
biht-396	192	4	rich	rich	ADJ
biht-396	192	5	data	datum	NOUN
biht-396	192	6	in	in	ADP
biht-396	192	7	healthcare	healthcare	PROPN
biht-396	192	8	code	code	PROPN
biht-396	192	9	agents	agent	NOUN
biht-396	192	10	the	the	DET
biht-396	192	11	development	development	NOUN
biht-396	192	12	and	and	CCONJ
biht-396	192	13	maintenance	maintenance	NOUN
biht-396	192	14	of	of	ADP
biht-396	192	15	ehr	ehr	NOUN
biht-396	192	16	systems	system	NOUN
biht-396	192	17	present	present	VERB
biht-396	192	18	some	some	PRON
biht-396	192	19	of	of	ADP
biht-396	192	20	the	the	DET
biht-396	192	21	most	most	ADV
biht-396	192	22	complex	complex	ADJ
biht-396	192	23	and	and	CCONJ
biht-396	192	24	high	high	ADJ
biht-396	192	25	-	-	PUNCT
biht-396	192	26	stakes	stake	NOUN
biht-396	192	27	challenges	challenge	NOUN
biht-396	192	28	in	in	ADP
biht-396	192	29	modern	modern	ADJ
biht-396	192	30	software	software	NOUN
biht-396	192	31	engineering	engineering	NOUN
biht-396	192	32	.	.	PUNCT
biht-396	193	1	these	these	DET
biht-396	193	2	systems	system	NOUN
biht-396	193	3	must	must	AUX
biht-396	193	4	not	not	PART
biht-396	193	5	only	only	ADV
biht-396	193	6	support	support	VERB
biht-396	193	7	clinical	clinical	ADJ
biht-396	193	8	workflows	workflow	NOUN
biht-396	193	9	and	and	CCONJ
biht-396	193	10	maintain	maintain	VERB
biht-396	193	11	interoperability	interoperability	NOUN
biht-396	193	12	across	across	ADP
biht-396	193	13	healthcare	healthcare	NOUN
biht-396	193	14	networks	network	NOUN
biht-396	193	15	but	but	CCONJ
biht-396	193	16	also	also	ADV
biht-396	193	17	comply	comply	VERB
biht-396	193	18	with	with	ADP
biht-396	193	19	strict	strict	ADJ
biht-396	193	20	regulatory	regulatory	ADJ
biht-396	193	21	requirements	requirement	NOUN
biht-396	193	22	such	such	ADJ
biht-396	193	23	as	as	ADP
biht-396	193	24	gdpr	gdpr	NOUN
biht-396	193	25	,	,	PUNCT
biht-396	193	26	hipaa	hipaa	NOUN
biht-396	193	27	,	,	PUNCT
biht-396	193	28	and	and	CCONJ
biht-396	193	29	iso	iso	NOUN
biht-396	193	30	13485	13485	NUM
biht-396	193	31	.	.	PUNCT
biht-396	194	1	the	the	DET
biht-396	194	2	stakes	stake	NOUN
biht-396	194	3	are	be	AUX
biht-396	194	4	incredibly	incredibly	ADV
biht-396	194	5	high	high	ADJ
biht-396	194	6	;	;	PUNCT
biht-396	194	7	errors	error	NOUN
biht-396	194	8	in	in	ADP
biht-396	194	9	code	code	NOUN
biht-396	194	10	can	can	AUX
biht-396	194	11	lead	lead	VERB
biht-396	194	12	to	to	ADP
biht-396	194	13	life	life	NOUN
biht-396	194	14	-	-	PUNCT
biht-396	194	15	threatening	threaten	VERB
biht-396	194	16	consequences	consequence	NOUN
biht-396	194	17	,	,	PUNCT
biht-396	194	18	privacy	privacy	NOUN
biht-396	194	19	violations	violation	NOUN
biht-396	194	20	,	,	PUNCT
biht-396	194	21	and	and	CCONJ
biht-396	194	22	legal	legal	ADJ
biht-396	194	23	repercussions	repercussion	NOUN
biht-396	194	24	.	.	PUNCT
biht-396	195	1	despite	despite	SCONJ
biht-396	195	2	this	this	PRON
biht-396	195	3	,	,	PUNCT
biht-396	195	4	many	many	ADJ
biht-396	195	5	ai	ai	VERB
biht-396	195	6	code	code	NOUN
biht-396	195	7	generation	generation	NOUN
biht-396	195	8	tools	tool	NOUN
biht-396	195	9	used	use	VERB
biht-396	195	10	in	in	ADP
biht-396	195	11	the	the	DET
biht-396	195	12	industry	industry	NOUN
biht-396	195	13	are	be	AUX
biht-396	195	14	trained	train	VERB
biht-396	195	15	on	on	ADP
biht-396	195	16	unfiltered	unfiltered	ADJ
biht-396	195	17	,	,	PUNCT
biht-396	195	18	general	general	ADJ
biht-396	195	19	-	-	PUNCT
biht-396	195	20	purpose	purpose	NOUN
biht-396	195	21	datasets	dataset	NOUN
biht-396	195	22	that	that	PRON
biht-396	195	23	lack	lack	VERB
biht-396	195	24	the	the	DET
biht-396	195	25	specificity	specificity	NOUN
biht-396	195	26	,	,	PUNCT
biht-396	195	27	compliance	compliance	NOUN
biht-396	195	28	tagging	tagging	NOUN
biht-396	195	29	,	,	PUNCT
biht-396	195	30	and	and	CCONJ
biht-396	195	31	domain	domain	NOUN
biht-396	195	32	knowledge	knowledge	NOUN
biht-396	195	33	required	require	VERB
biht-396	195	34	for	for	ADP
biht-396	195	35	medical	medical	ADJ
biht-396	195	36	-	-	PUNCT
biht-396	195	37	grade	grade	NOUN
biht-396	195	38	software	software	NOUN
biht-396	195	39	development	development	NOUN
biht-396	195	40	.	.	PUNCT
biht-396	196	1	to	to	PART
biht-396	196	2	evaluate	evaluate	VERB
biht-396	196	3	the	the	DET
biht-396	196	4	potential	potential	NOUN
biht-396	196	5	of	of	ADP
biht-396	196	6	a	a	DET
biht-396	196	7	rich	rich	ADJ
biht-396	196	8	data	data	NOUN
biht-396	196	9	-	-	PUNCT
biht-396	196	10	driven	drive	VERB
biht-396	196	11	approach	approach	NOUN
biht-396	196	12	,	,	PUNCT
biht-396	196	13	a	a	DET
biht-396	196	14	pilot	pilot	NOUN
biht-396	196	15	project	project	NOUN
biht-396	196	16	was	be	AUX
biht-396	196	17	launched	launch	VERB
biht-396	196	18	in	in	ADP
biht-396	196	19	a	a	DET
biht-396	196	20	hospital	hospital	NOUN
biht-396	196	21	setting	setting	NOUN
biht-396	196	22	.	.	PUNCT
biht-396	197	1	this	this	DET
biht-396	197	2	initiative	initiative	NOUN
biht-396	197	3	aimed	aim	VERB
biht-396	197	4	to	to	PART
biht-396	197	5	automate	automate	VERB
biht-396	197	6	key	key	ADJ
biht-396	197	7	components	component	NOUN
biht-396	197	8	of	of	ADP
biht-396	197	9	the	the	DET
biht-396	197	10	ehr	ehr	NOUN
biht-396	197	11	development	development	NOUN
biht-396	197	12	lifecycle	lifecycle	NOUN
biht-396	197	13	using	use	VERB
biht-396	197	14	ses	se	NOUN
biht-396	197	15	—	—	PUNCT
biht-396	197	16	a	a	DET
biht-396	197	17	proprietary	proprietary	ADJ
biht-396	197	18	code	code	NOUN
biht-396	197	19	gen	gen	PROPN
biht-396	197	20	ai	ai	AUX
biht-396	197	21	platform	platform	NOUN
biht-396	197	22	purpose	purpose	NOUN
biht-396	197	23	-	-	PUNCT
biht-396	197	24	built	build	VERB
biht-396	197	25	for	for	ADP
biht-396	197	26	regulated	regulated	ADJ
biht-396	197	27	domains	domain	NOUN
biht-396	197	28	.	.	PUNCT
biht-396	198	1	ses	se	NOUN
biht-396	198	2	was	be	AUX
biht-396	198	3	compared	compare	VERB
biht-396	198	4	against	against	ADP
biht-396	198	5	a	a	DET
biht-396	198	6	widely	widely	ADV
biht-396	198	7	used	use	VERB
biht-396	198	8	,	,	PUNCT
biht-396	198	9	quantity	quantity	NOUN
biht-396	198	10	-	-	PUNCT
biht-396	198	11	based	base	VERB
biht-396	198	12	ai	ai	NOUN
biht-396	198	13	tool	tool	NOUN
biht-396	198	14	such	such	ADJ
biht-396	198	15	as	as	ADP
biht-396	198	16	github	github	PROPN
biht-396	198	17	copilot	copilot	NOUN
biht-396	198	18	,	,	PUNCT
biht-396	198	19	which	which	PRON
biht-396	198	20	draws	draw	VERB
biht-396	198	21	from	from	ADP
biht-396	198	22	massive	massive	ADJ
biht-396	198	23	but	but	CCONJ
biht-396	198	24	uncurated	uncurated	ADJ
biht-396	198	25	codebases	codebase	NOUN
biht-396	198	26	.	.	PUNCT
biht-396	199	1	the	the	DET
biht-396	199	2	goal	goal	NOUN
biht-396	199	3	of	of	ADP
biht-396	199	4	the	the	DET
biht-396	199	5	pilot	pilot	NOUN
biht-396	199	6	was	be	AUX
biht-396	199	7	to	to	PART
biht-396	199	8	assess	assess	VERB
biht-396	199	9	how	how	SCONJ
biht-396	199	10	effectively	effectively	ADV
biht-396	199	11	each	each	DET
biht-396	199	12	system	system	NOUN
biht-396	199	13	could	could	AUX
biht-396	199	14	generate	generate	VERB
biht-396	199	15	accurate	accurate	ADJ
biht-396	199	16	,	,	PUNCT
biht-396	199	17	compliant	compliant	ADJ
biht-396	199	18	,	,	PUNCT
biht-396	199	19	and	and	CCONJ
biht-396	199	20	contextually	contextually	ADV
biht-396	199	21	relevant	relevant	ADJ
biht-396	199	22	code	code	NOUN
biht-396	199	23	in	in	ADP
biht-396	199	24	a	a	DET
biht-396	199	25	clinical	clinical	ADJ
biht-396	199	26	environment	environment	NOUN
biht-396	199	27	.	.	PUNCT
biht-396	200	1	the	the	DET
biht-396	200	2	ses	se	NOUN
biht-396	200	3	was	be	AUX
biht-396	200	4	assigned	assign	VERB
biht-396	200	5	three	three	NUM
biht-396	200	6	mission	mission	NOUN
biht-396	200	7	-	-	PUNCT
biht-396	200	8	critical	critical	ADJ
biht-396	200	9	tasks	task	NOUN
biht-396	200	10	.	.	PUNCT
biht-396	201	1	these	these	PRON
biht-396	201	2	include	include	VERB
biht-396	201	3	developing	develop	VERB
biht-396	201	4	a	a	DET
biht-396	201	5	class	class	NOUN
biht-396	201	6	to	to	PART
biht-396	201	7	determine	determine	VERB
biht-396	201	8	the	the	DET
biht-396	201	9	priority	priority	NOUN
biht-396	201	10	level	level	NOUN
biht-396	201	11	of	of	ADP
biht-396	201	12	a	a	DET
biht-396	201	13	patient	patient	NOUN
biht-396	201	14	based	base	VERB
biht-396	201	15	on	on	ADP
biht-396	201	16	clinical	clinical	ADJ
biht-396	201	17	parameters	parameter	NOUN
biht-396	201	18	,	,	PUNCT
biht-396	201	19	implementation	implementation	NOUN
biht-396	201	20	of	of	ADP
biht-396	201	21	a	a	DET
biht-396	201	22	class	class	NOUN
biht-396	201	23	to	to	PART
biht-396	201	24	schedule	schedule	VERB
biht-396	201	25	appointments	appointment	NOUN
biht-396	201	26	within	within	ADP
biht-396	201	27	hospital	hospital	NOUN
biht-396	201	28	systems	system	NOUN
biht-396	201	29	while	while	SCONJ
biht-396	201	30	respecting	respect	VERB
biht-396	201	31	existing	exist	VERB
biht-396	201	32	booking	booking	NOUN
biht-396	201	33	rules	rule	NOUN
biht-396	201	34	,	,	PUNCT
biht-396	201	35	and	and	CCONJ
biht-396	201	36	generation	generation	NOUN
biht-396	201	37	of	of	ADP
biht-396	201	38	a	a	DET
biht-396	201	39	class	class	NOUN
biht-396	201	40	to	to	PART
biht-396	201	41	anonymize	anonymize	VERB
biht-396	201	42	patient	patient	ADJ
biht-396	201	43	information	information	NOUN
biht-396	201	44	in	in	ADP
biht-396	201	45	accordance	accordance	NOUN
biht-396	201	46	with	with	ADP
biht-396	201	47	gdpr	gdpr	NOUN
biht-396	201	48	and	and	CCONJ
biht-396	201	49	hospital	hospital	NOUN
biht-396	201	50	data	datum	NOUN
biht-396	201	51	governance	governance	NOUN
biht-396	201	52	policies	policy	NOUN
biht-396	201	53	.	.	PUNCT
biht-396	202	1	unlike	unlike	ADP
biht-396	202	2	non	non	ADJ
biht-396	202	3	-	-	ADJ
biht-396	202	4	proprietary	proprietary	ADJ
biht-396	202	5	tools	tool	NOUN
biht-396	202	6	that	that	PRON
biht-396	202	7	generate	generate	VERB
biht-396	202	8	generic	generic	ADJ
biht-396	202	9	code	code	NOUN
biht-396	202	10	with	with	ADP
biht-396	202	11	little	little	ADJ
biht-396	202	12	contextual	contextual	ADJ
biht-396	202	13	alignment	alignment	NOUN
biht-396	202	14	or	or	CCONJ
biht-396	202	15	legal	legal	ADJ
biht-396	202	16	awareness	awareness	NOUN
biht-396	202	17	,	,	PUNCT
biht-396	202	18	ses	se	NOUN
biht-396	202	19	offers	offer	VERB
biht-396	202	20	advanced	advanced	ADJ
biht-396	202	21	capabilities	capability	NOUN
biht-396	202	22	specifically	specifically	ADV
biht-396	202	23	tailored	tailor	VERB
biht-396	202	24	for	for	ADP
biht-396	202	25	the	the	DET
biht-396	202	26	healthcare	healthcare	NOUN
biht-396	202	27	domain	domain	NOUN
biht-396	202	28	.	.	PUNCT
biht-396	203	1	as	as	SCONJ
biht-396	203	2	shown	show	VERB
biht-396	203	3	in	in	ADP
biht-396	203	4	figure	figure	NOUN
biht-396	203	5	3	3	NUM
biht-396	203	6	,	,	PUNCT
biht-396	203	7	ses	se	NOUN
biht-396	203	8	allows	allow	VERB
biht-396	203	9	developers	developer	NOUN
biht-396	203	10	to	to	PART
biht-396	203	11	initiate	initiate	VERB
biht-396	203	12	and	and	CCONJ
biht-396	203	13	refine	refine	VERB
biht-396	203	14	code	code	NOUN
biht-396	203	15	generation	generation	NOUN
biht-396	203	16	through	through	ADP
biht-396	203	17	natural	natural	ADJ
biht-396	203	18	language	language	NOUN
biht-396	203	19	prompts	prompt	NOUN
biht-396	203	20	enhanced	enhance	VERB
biht-396	203	21	by	by	ADP
biht-396	203	22	point	point	NOUN
biht-396	203	23	-	-	PUNCT
biht-396	203	24	and	and	CCONJ
biht-396	203	25	-	-	PUNCT
biht-396	203	26	click	click	NOUN
biht-396	203	27	adjustments	adjustment	NOUN
biht-396	203	28	.	.	PUNCT
biht-396	204	1	this	this	DET
biht-396	204	2	intuitive	intuitive	ADJ
biht-396	204	3	interface	interface	NOUN
biht-396	204	4	minimizes	minimize	VERB
biht-396	204	5	the	the	DET
biht-396	204	6	risk	risk	NOUN
biht-396	204	7	of	of	ADP
biht-396	204	8	human	human	ADJ
biht-396	204	9	error	error	NOUN
biht-396	204	10	and	and	CCONJ
biht-396	204	11	accelerates	accelerate	VERB
biht-396	204	12	development	development	NOUN
biht-396	204	13	.	.	PUNCT
biht-396	205	1	in	in	ADP
biht-396	205	2	addition	addition	NOUN
biht-396	205	3	,	,	PUNCT
biht-396	205	4	figure	figure	NOUN
biht-396	205	5	4	4	NUM
biht-396	205	6	highlights	highlight	NOUN
biht-396	205	7	ses	se	NOUN
biht-396	205	8	’s	’s	PART
biht-396	205	9	quick	quick	ADJ
biht-396	205	10	templates	template	NOUN
biht-396	205	11	feature	feature	VERB
biht-396	205	12	,	,	PUNCT
biht-396	205	13	which	which	PRON
biht-396	205	14	enables	enable	VERB
biht-396	205	15	developers	developer	NOUN
biht-396	205	16	to	to	PART
biht-396	205	17	apply	apply	VERB
biht-396	205	18	pre	pre	ADJ
biht-396	205	19	-	-	ADJ
biht-396	205	20	approved	approve	VERB
biht-396	205	21	configurations	configuration	NOUN
biht-396	205	22	with	with	ADP
biht-396	205	23	a	a	DET
biht-396	205	24	single	single	ADJ
biht-396	205	25	click	click	NOUN
biht-396	205	26	—	—	PUNCT
biht-396	205	27	embedding	embed	VERB
biht-396	205	28	compliance	compliance	NOUN
biht-396	205	29	logic	logic	NOUN
biht-396	205	30	,	,	PUNCT
biht-396	205	31	domain	domain	NOUN
biht-396	205	32	-	-	PUNCT
biht-396	205	33	specific	specific	ADJ
biht-396	205	34	settings	setting	NOUN
biht-396	205	35	,	,	PUNCT
biht-396	205	36	and	and	CCONJ
biht-396	205	37	documentation	documentation	NOUN
biht-396	205	38	standards	standard	NOUN
biht-396	205	39	directly	directly	ADV
biht-396	205	40	into	into	ADP
biht-396	205	41	the	the	DET
biht-396	205	42	generated	generate	VERB
biht-396	205	43	code	code	NOUN
biht-396	205	44	.	.	PUNCT
biht-396	206	1	figure	figure	NOUN
biht-396	206	2	4	4	NUM
biht-396	206	3	then	then	ADV
biht-396	206	4	illustrates	illustrate	VERB
biht-396	206	5	how	how	SCONJ
biht-396	206	6	the	the	DET
biht-396	206	7	ses	se	NOUN
biht-396	206	8	engine	engine	NOUN
biht-396	206	9	synthesizes	synthesize	VERB
biht-396	206	10	all	all	DET
biht-396	206	11	this	this	DET
biht-396	206	12	input	input	NOUN
biht-396	206	13	to	to	PART
biht-396	206	14	build	build	VERB
biht-396	206	15	reliable	reliable	ADJ
biht-396	206	16	,	,	PUNCT
biht-396	206	17	well	well	ADV
biht-396	206	18	-	-	PUNCT
biht-396	206	19	documented	document	VERB
biht-396	206	20	,	,	PUNCT
biht-396	206	21	and	and	CCONJ
biht-396	206	22	regulation	regulation	NOUN
biht-396	206	23	-	-	PUNCT
biht-396	206	24	aligned	align	VERB
biht-396	206	25	code	code	NOUN
biht-396	206	26	.	.	PUNCT
biht-396	207	1	by	by	ADP
biht-396	207	2	grounding	ground	VERB
biht-396	207	3	its	its	PRON
biht-396	207	4	learning	learning	NOUN
biht-396	207	5	process	process	NOUN
biht-396	207	6	in	in	ADP
biht-396	207	7	rich	rich	ADJ
biht-396	207	8	,	,	PUNCT
biht-396	207	9	curated	curate	VERB
biht-396	207	10	datasets	dataset	NOUN
biht-396	207	11	rather	rather	ADV
biht-396	207	12	than	than	ADP
biht-396	207	13	bulk	bulk	NOUN
biht-396	207	14	-	-	PUNCT
biht-396	207	15	scraped	scrape	VERB
biht-396	207	16	repositories	repository	NOUN
biht-396	207	17	,	,	PUNCT
biht-396	207	18	ses	ses	X
biht-396	207	19	bridges	bridge	VERB
biht-396	207	20	a	a	DET
biht-396	207	21	crucial	crucial	ADJ
biht-396	207	22	gap	gap	NOUN
biht-396	207	23	left	leave	VERB
biht-396	207	24	by	by	ADP
biht-396	207	25	open	open	ADJ
biht-396	207	26	models	model	NOUN
biht-396	207	27	:	:	PUNCT
biht-396	207	28	the	the	DET
biht-396	207	29	ability	ability	NOUN
biht-396	207	30	to	to	PART
biht-396	207	31	produce	produce	VERB
biht-396	207	32	safe	safe	ADJ
biht-396	207	33	,	,	PUNCT
biht-396	207	34	explainable	explainable	ADJ
biht-396	207	35	,	,	PUNCT
biht-396	207	36	and	and	CCONJ
biht-396	207	37	legally	legally	ADV
biht-396	207	38	compliant	compliant	ADJ
biht-396	207	39	code	code	NOUN
biht-396	207	40	in	in	ADP
biht-396	207	41	domains	domain	NOUN
biht-396	207	42	where	where	SCONJ
biht-396	207	43	mistakes	mistake	NOUN
biht-396	207	44	are	be	AUX
biht-396	207	45	costly	costly	ADJ
biht-396	207	46	.	.	PUNCT
biht-396	208	1	this	this	DET
biht-396	208	2	case	case	NOUN
biht-396	208	3	study	study	VERB
biht-396	208	4	not	not	PART
biht-396	208	5	only	only	ADV
biht-396	208	6	demonstrates	demonstrate	VERB
biht-396	208	7	fig	fig	NOUN
biht-396	208	8	.	.	PUNCT
biht-396	209	1	3	3	X
biht-396	209	2	.	.	X
biht-396	209	3	example	example	NOUN
biht-396	209	4	of	of	ADP
biht-396	209	5	chat	chat	NOUN
biht-396	209	6	message	message	NOUN
biht-396	209	7	in	in	ADP
biht-396	209	8	ses	se	NOUN
biht-396	209	9	conversation	conversation	NOUN
biht-396	209	10	for	for	ADP
biht-396	209	11	code	code	NOUN
biht-396	209	12	gen	gen	PROPN
biht-396	209	13	ai	ai	NOUN
biht-396	209	14	.	.	PUNCT
biht-396	210	1	(	(	PUNCT
biht-396	210	2	ai	ai	VERB
biht-396	210	3	:	:	PUNCT
biht-396	210	4	artificial	artificial	ADJ
biht-396	210	5	intelligence	intelligence	NOUN
biht-396	210	6	,	,	PUNCT
biht-396	210	7	ses	ses	PROPN
biht-396	210	8	:	:	PUNCT
biht-396	210	9	self	self	NOUN
biht-396	210	10	-	-	PUNCT
biht-396	210	11	evolving	evolve	VERB
biht-396	210	12	software	software	NOUN
biht-396	210	13	)	)	PUNCT
biht-396	210	14	.	.	PUNCT
biht-396	211	1	https://doi.org/10.30953/bhty.v8.396	https://doi.org/10.30953/bhty.v8.396	PUNCT
biht-396	212	1	citation	citation	NOUN
biht-396	212	2	:	:	PUNCT
biht-396	213	1	blockchain	blockchain	NOUN
biht-396	213	2	in	in	ADP
biht-396	213	3	healthcare	healthcare	NOUN
biht-396	213	4	today	today	NOUN
biht-396	213	5	2025	2025	NUM
biht-396	213	6	,	,	PUNCT
biht-396	213	7	8	8	NUM
biht-396	213	8	:	:	SYM
biht-396	213	9	396	396	NUM
biht-396	213	10	https://doi.org/10.30953/bhty.v8.396	https://doi.org/10.30953/bhty.v8.396	SYM
biht-396	213	11	9	9	NUM
biht-396	213	12	(	(	PUNCT
biht-396	213	13	page	page	NOUN
biht-396	213	14	number	number	NOUN
biht-396	213	15	not	not	PART
biht-396	213	16	for	for	ADP
biht-396	213	17	citation	citation	NOUN
biht-396	213	18	purpose	purpose	NOUN
biht-396	213	19	)	)	PUNCT
biht-396	213	20	rich	rich	ADJ
biht-396	213	21	data	datum	NOUN
biht-396	213	22	versus	versus	ADP
biht-396	213	23	data	datum	NOUN
biht-396	213	24	quantity	quantity	NOUN
biht-396	213	25	in	in	ADP
biht-396	213	26	code	code	NOUN
biht-396	213	27	generation	generation	NOUN
biht-396	213	28	ai	ai	VERB
biht-396	213	29	ses	ses	PROPN
biht-396	213	30	’s	’s	PART
biht-396	213	31	superior	superior	ADJ
biht-396	213	32	performance	performance	NOUN
biht-396	213	33	in	in	ADP
biht-396	213	34	ehr	ehr	NOUN
biht-396	213	35	-	-	PUNCT
biht-396	213	36	related	relate	VERB
biht-396	213	37	tasks	task	NOUN
biht-396	213	38	but	but	CCONJ
biht-396	213	39	also	also	ADV
biht-396	213	40	 	 	SPACE
biht-396	213	41	underscores	underscore	VERB
biht-396	213	42	the	the	DET
biht-396	213	43	broader	broad	ADJ
biht-396	213	44	necessity	necessity	NOUN
biht-396	213	45	of	of	ADP
biht-396	213	46	domain	domain	NOUN
biht-396	213	47	-	-	PUNCT
biht-396	213	48	specific	specific	ADJ
biht-396	213	49	ai	ai	NOUN
biht-396	213	50	systems	system	NOUN
biht-396	213	51	in	in	ADP
biht-396	213	52	safety	safety	NOUN
biht-396	213	53	-	-	PUNCT
biht-396	213	54	critical	critical	ADJ
biht-396	213	55	environments	environment	NOUN
biht-396	213	56	.	.	PUNCT
biht-396	214	1	a	a	DET
biht-396	214	2	pilot	pilot	NOUN
biht-396	214	3	project	project	NOUN
biht-396	214	4	conducted	conduct	VERB
biht-396	214	5	in	in	ADP
biht-396	214	6	a	a	DET
biht-396	214	7	hospital	hospital	NOUN
biht-396	214	8	environment	environment	NOUN
biht-396	214	9	sought	seek	VERB
biht-396	214	10	to	to	PART
biht-396	214	11	automate	automate	VERB
biht-396	214	12	parts	part	NOUN
biht-396	214	13	of	of	ADP
biht-396	214	14	the	the	DET
biht-396	214	15	ehr	ehr	NOUN
biht-396	214	16	development	development	NOUN
biht-396	214	17	lifecycle	lifecycle	NOUN
biht-396	214	18	using	use	VERB
biht-396	214	19	code	code	NOUN
biht-396	214	20	gen	gen	PROPN
biht-396	214	21	ai	ai	NOUN
biht-396	214	22	.	.	PUNCT
biht-396	215	1	the	the	DET
biht-396	215	2	study	study	NOUN
biht-396	215	3	was	be	AUX
biht-396	215	4	designed	design	VERB
biht-396	215	5	to	to	PART
biht-396	215	6	evaluate	evaluate	VERB
biht-396	215	7	the	the	DET
biht-396	215	8	performance	performance	NOUN
biht-396	215	9	difference	difference	NOUN
biht-396	215	10	between	between	ADP
biht-396	215	11	a	a	DET
biht-396	215	12	rich	rich	ADJ
biht-396	215	13	data	data	NOUN
biht-396	215	14	-	-	PUNCT
biht-396	215	15	driven	drive	VERB
biht-396	215	16	platform	platform	NOUN
biht-396	215	17	(	(	PUNCT
biht-396	215	18	ses	ses	PROPN
biht-396	215	19	)	)	PUNCT
biht-396	215	20	and	and	CCONJ
biht-396	215	21	a	a	DET
biht-396	215	22	quantity	quantity	NOUN
biht-396	215	23	-	-	PUNCT
biht-396	215	24	based	base	VERB
biht-396	215	25	ai	ai	NOUN
biht-396	215	26	tool	tool	NOUN
biht-396	215	27	(	(	PUNCT
biht-396	215	28	e.g.	e.g.	ADV
biht-396	215	29	github	github	PROPN
biht-396	215	30	copilot	copilot	NOUN
biht-396	215	31	)	)	PUNCT
biht-396	215	32	.	.	PUNCT
biht-396	216	1	as	as	ADP
biht-396	216	2	part	part	NOUN
biht-396	216	3	of	of	ADP
biht-396	216	4	the	the	DET
biht-396	216	5	pilot	pilot	NOUN
biht-396	216	6	implementation	implementation	NOUN
biht-396	216	7	in	in	ADP
biht-396	216	8	a	a	DET
biht-396	216	9	hospital	hospital	NOUN
biht-396	216	10	environment	environment	NOUN
biht-396	216	11	,	,	PUNCT
biht-396	216	12	ses	se	NOUN
biht-396	216	13	was	be	AUX
biht-396	216	14	evaluated	evaluate	VERB
biht-396	216	15	against	against	ADP
biht-396	216	16	critical	critical	ADJ
biht-396	216	17	,	,	PUNCT
biht-396	216	18	realworld	realworld	PROPN
biht-396	216	19	healthcare	healthcare	PROPN
biht-396	216	20	coding	code	VERB
biht-396	216	21	tasks	task	NOUN
biht-396	216	22	.	.	PUNCT
biht-396	217	1	these	these	DET
biht-396	217	2	use	use	NOUN
biht-396	217	3	cases	case	NOUN
biht-396	217	4	were	be	AUX
biht-396	217	5	carefully	carefully	ADV
biht-396	217	6	chosen	choose	VERB
biht-396	217	7	to	to	PART
biht-396	217	8	reflect	reflect	VERB
biht-396	217	9	the	the	DET
biht-396	217	10	functional	functional	ADJ
biht-396	217	11	,	,	PUNCT
biht-396	217	12	regulatory	regulatory	ADJ
biht-396	217	13	,	,	PUNCT
biht-396	217	14	and	and	CCONJ
biht-396	217	15	operational	operational	ADJ
biht-396	217	16	complexity	complexity	NOUN
biht-396	217	17	inherent	inherent	ADJ
biht-396	217	18	to	to	ADP
biht-396	217	19	ehr	ehr	NOUN
biht-396	217	20	systems	system	NOUN
biht-396	217	21	.	.	PUNCT
biht-396	218	1	unlike	unlike	ADP
biht-396	218	2	general	general	ADJ
biht-396	218	3	-	-	PUNCT
biht-396	218	4	purpose	purpose	NOUN
biht-396	218	5	ai	ai	NOUN
biht-396	218	6	tools	tool	NOUN
biht-396	218	7	,	,	PUNCT
biht-396	218	8	ses	se	NOUN
biht-396	218	9	was	be	AUX
biht-396	218	10	designed	design	VERB
biht-396	218	11	to	to	PART
biht-396	218	12	interpret	interpret	VERB
biht-396	218	13	both	both	DET
biht-396	218	14	the	the	DET
biht-396	218	15	clinical	clinical	ADJ
biht-396	218	16	intent	intent	NOUN
biht-396	218	17	and	and	CCONJ
biht-396	218	18	the	the	DET
biht-396	218	19	regulatory	regulatory	ADJ
biht-396	218	20	obligations	obligation	NOUN
biht-396	218	21	embedded	embed	VERB
biht-396	218	22	within	within	ADP
biht-396	218	23	these	these	DET
biht-396	218	24	tasks	task	NOUN
biht-396	218	25	,	,	PUNCT
biht-396	218	26	leveraging	leverage	VERB
biht-396	218	27	rich	rich	ADJ
biht-396	218	28	,	,	PUNCT
biht-396	218	29	domain	domain	NOUN
biht-396	218	30	-	-	PUNCT
biht-396	218	31	specific	specific	ADJ
biht-396	218	32	datasets	dataset	NOUN
biht-396	218	33	.	.	PUNCT
biht-396	219	1	determine	determine	VERB
biht-396	219	2	patient	patient	ADJ
biht-396	219	3	priority	priority	NOUN
biht-396	219	4	level	level	NOUN
biht-396	219	5	the	the	DET
biht-396	219	6	first	first	ADJ
biht-396	219	7	task	task	NOUN
biht-396	219	8	involved	involve	VERB
biht-396	219	9	generating	generate	VERB
biht-396	219	10	a	a	DET
biht-396	219	11	class	class	NOUN
biht-396	219	12	to	to	PART
biht-396	219	13	“	"	PUNCT
biht-396	219	14	find	find	VERB
biht-396	219	15	the	the	DET
biht-396	219	16	priority	priority	NOUN
biht-396	219	17	of	of	ADP
biht-396	219	18	a	a	DET
biht-396	219	19	patient	patient	NOUN
biht-396	219	20	”	"	PUNCT
biht-396	219	21	based	base	VERB
biht-396	219	22	on	on	ADP
biht-396	219	23	medical	medical	ADJ
biht-396	219	24	inputs	input	NOUN
biht-396	219	25	such	such	ADJ
biht-396	219	26	as	as	ADP
biht-396	219	27	vitals	vital	NOUN
biht-396	219	28	,	,	PUNCT
biht-396	219	29	diagnosis	diagnosis	NOUN
biht-396	219	30	codes	code	NOUN
biht-396	219	31	,	,	PUNCT
biht-396	219	32	and	and	CCONJ
biht-396	219	33	triage	triage	NOUN
biht-396	219	34	indicators	indicator	NOUN
biht-396	219	35	.	.	PUNCT
biht-396	220	1	this	this	DET
biht-396	220	2	function	function	NOUN
biht-396	220	3	is	be	AUX
biht-396	220	4	pivotal	pivotal	ADJ
biht-396	220	5	in	in	ADP
biht-396	220	6	clinical	clinical	ADJ
biht-396	220	7	environments	environment	NOUN
biht-396	220	8	where	where	SCONJ
biht-396	220	9	triage	triage	NOUN
biht-396	220	10	and	and	CCONJ
biht-396	220	11	response	response	NOUN
biht-396	220	12	time	time	NOUN
biht-396	220	13	can	can	AUX
biht-396	220	14	directly	directly	ADV
biht-396	220	15	impact	impact	VERB
biht-396	220	16	patient	patient	ADJ
biht-396	220	17	outcomes	outcome	NOUN
biht-396	220	18	.	.	PUNCT
biht-396	221	1	the	the	DET
biht-396	221	2	challenge	challenge	NOUN
biht-396	221	3	lies	lie	VERB
biht-396	221	4	in	in	ADP
biht-396	221	5	designing	design	VERB
biht-396	221	6	logic	logic	NOUN
biht-396	221	7	that	that	PRON
biht-396	221	8	accurately	accurately	ADV
biht-396	221	9	interprets	interpret	VERB
biht-396	221	10	clinical	clinical	ADJ
biht-396	221	11	urgency	urgency	NOUN
biht-396	221	12	while	while	SCONJ
biht-396	221	13	conforming	conform	VERB
biht-396	221	14	to	to	ADP
biht-396	221	15	hospital	hospital	NOUN
biht-396	221	16	-	-	PUNCT
biht-396	221	17	specific	specific	ADJ
biht-396	221	18	workflows	workflow	NOUN
biht-396	221	19	and	and	CCONJ
biht-396	221	20	national	national	ADJ
biht-396	221	21	triage	triage	NOUN
biht-396	221	22	standards	standard	NOUN
biht-396	221	23	.	.	PUNCT
biht-396	222	1	the	the	DET
biht-396	222	2	ses	se	NOUN
biht-396	222	3	,	,	PUNCT
biht-396	222	4	trained	train	VERB
biht-396	222	5	on	on	ADP
biht-396	222	6	curated	curate	VERB
biht-396	222	7	datasets	dataset	NOUN
biht-396	222	8	that	that	PRON
biht-396	222	9	include	include	VERB
biht-396	222	10	hospital	hospital	NOUN
biht-396	222	11	protocols	protocol	NOUN
biht-396	222	12	,	,	PUNCT
biht-396	222	13	(	(	PUNCT
biht-396	222	14	icd-10	icd-10	NOUN
biht-396	222	15	)	)	PUNCT
biht-396	222	16	mappings	mapping	NOUN
biht-396	222	17	,	,	PUNCT
biht-396	222	18	and	and	CCONJ
biht-396	222	19	clinical	clinical	ADJ
biht-396	222	20	guidelines	guideline	NOUN
biht-396	222	21	,	,	PUNCT
biht-396	222	22	was	be	AUX
biht-396	222	23	able	able	ADJ
biht-396	222	24	to	to	PART
biht-396	222	25	produce	produce	VERB
biht-396	222	26	clean	clean	ADJ
biht-396	222	27	,	,	PUNCT
biht-396	222	28	maintainable	maintainable	ADJ
biht-396	222	29	code	code	NOUN
biht-396	222	30	with	with	ADP
biht-396	222	31	embedded	embed	VERB
biht-396	222	32	validation	validation	NOUN
biht-396	222	33	logic	logic	NOUN
biht-396	222	34	.	.	PUNCT
biht-396	223	1	the	the	DET
biht-396	223	2	generated	generate	VERB
biht-396	223	3	output	output	NOUN
biht-396	223	4	incorporated	incorporate	VERB
biht-396	223	5	commentary	commentary	NOUN
biht-396	223	6	for	for	ADP
biht-396	223	7	explainability	explainability	NOUN
biht-396	223	8	,	,	PUNCT
biht-396	223	9	structured	structure	VERB
biht-396	223	10	error	error	NOUN
biht-396	223	11	handling	handling	NOUN
biht-396	223	12	,	,	PUNCT
biht-396	223	13	and	and	CCONJ
biht-396	223	14	built	build	VERB
biht-396	223	15	-	-	PUNCT
biht-396	223	16	in	in	ADP
biht-396	223	17	hooks	hook	NOUN
biht-396	223	18	for	for	ADP
biht-396	223	19	future	future	ADJ
biht-396	223	20	extensibility	extensibility	NOUN
biht-396	223	21	.	.	PUNCT
biht-396	224	1	automated	automate	VERB
biht-396	224	2	appointment	appointment	NOUN
biht-396	224	3	scheduling	scheduling	NOUN
biht-396	224	4	the	the	DET
biht-396	224	5	second	second	ADJ
biht-396	224	6	use	use	NOUN
biht-396	224	7	case	case	NOUN
biht-396	224	8	required	require	VERB
biht-396	224	9	ses	se	NOUN
biht-396	224	10	to	to	PART
biht-396	224	11	“	"	PUNCT
biht-396	224	12	arrange	arrange	VERB
biht-396	224	13	appointments	appointment	NOUN
biht-396	224	14	for	for	ADP
biht-396	224	15	patients	patient	NOUN
biht-396	224	16	,	,	PUNCT
biht-396	224	17	”	"	PUNCT
biht-396	224	18	a	a	DET
biht-396	224	19	task	task	NOUN
biht-396	224	20	that	that	PRON
biht-396	224	21	involves	involve	VERB
biht-396	224	22	integrating	integrate	VERB
biht-396	224	23	with	with	ADP
biht-396	224	24	backend	backend	NOUN
biht-396	224	25	systems	system	NOUN
biht-396	224	26	for	for	ADP
biht-396	224	27	clinician	clinician	ADJ
biht-396	224	28	availability	availability	NOUN
biht-396	224	29	,	,	PUNCT
biht-396	224	30	avoiding	avoid	VERB
biht-396	224	31	scheduling	scheduling	NOUN
biht-396	224	32	conflicts	conflict	NOUN
biht-396	224	33	,	,	PUNCT
biht-396	224	34	and	and	CCONJ
biht-396	224	35	handling	handle	VERB
biht-396	224	36	constraints	constraint	NOUN
biht-396	224	37	such	such	ADJ
biht-396	224	38	as	as	ADP
biht-396	224	39	insurance	insurance	NOUN
biht-396	224	40	authorizations	authorization	NOUN
biht-396	224	41	or	or	CCONJ
biht-396	224	42	specialist	specialist	NOUN
biht-396	224	43	referrals	referral	NOUN
biht-396	224	44	.	.	PUNCT
biht-396	225	1	in	in	ADP
biht-396	225	2	many	many	ADJ
biht-396	225	3	ehr	ehr	NOUN
biht-396	225	4	systems	system	NOUN
biht-396	225	5	,	,	PUNCT
biht-396	225	6	poor	poor	ADJ
biht-396	225	7	appointment	appointment	NOUN
biht-396	225	8	logic	logic	NOUN
biht-396	225	9	leads	lead	VERB
biht-396	225	10	to	to	ADP
biht-396	225	11	bottlenecks	bottleneck	NOUN
biht-396	225	12	and	and	CCONJ
biht-396	225	13	administrative	administrative	ADJ
biht-396	225	14	rework	rework	NOUN
biht-396	225	15	.	.	PUNCT
biht-396	226	1	ses	se	NOUN
biht-396	226	2	tackled	tackle	VERB
biht-396	226	3	this	this	PRON
biht-396	226	4	by	by	ADP
biht-396	226	5	generating	generate	VERB
biht-396	226	6	modular	modular	ADJ
biht-396	226	7	,	,	PUNCT
biht-396	226	8	api	api	NOUN
biht-396	226	9	-	-	PUNCT
biht-396	226	10	ready	ready	ADJ
biht-396	226	11	code	code	NOUN
biht-396	226	12	aligned	align	VERB
biht-396	226	13	with	with	ADP
biht-396	226	14	existing	exist	VERB
biht-396	226	15	scheduling	scheduling	NOUN
biht-396	226	16	schemas	schema	NOUN
biht-396	226	17	,	,	PUNCT
biht-396	226	18	including	include	VERB
biht-396	226	19	time	time	NOUN
biht-396	226	20	-	-	PUNCT
biht-396	226	21	slot	slot	NOUN
biht-396	226	22	validation	validation	NOUN
biht-396	226	23	and	and	CCONJ
biht-396	226	24	resource	resource	NOUN
biht-396	226	25	locking	locking	NOUN
biht-396	226	26	mechanisms	mechanism	NOUN
biht-396	226	27	.	.	PUNCT
biht-396	227	1	importantly	importantly	ADV
biht-396	227	2	,	,	PUNCT
biht-396	227	3	it	it	PRON
biht-396	227	4	also	also	ADV
biht-396	227	5	incorporated	incorporate	VERB
biht-396	227	6	data	datum	NOUN
biht-396	227	7	privacy	privacy	NOUN
biht-396	227	8	safeguards	safeguard	NOUN
biht-396	227	9	and	and	CCONJ
biht-396	227	10	audit	audit	NOUN
biht-396	227	11	trails	trail	NOUN
biht-396	227	12	—	—	PUNCT
biht-396	227	13	features	feature	NOUN
biht-396	227	14	often	often	ADV
biht-396	227	15	missing	miss	VERB
biht-396	227	16	in	in	ADP
biht-396	227	17	code	code	NOUN
biht-396	227	18	generated	generate	VERB
biht-396	227	19	by	by	ADP
biht-396	227	20	non	non	ADJ
biht-396	227	21	-	-	ADJ
biht-396	227	22	proprietary	proprietary	ADJ
biht-396	227	23	tools	tool	NOUN
biht-396	227	24	,	,	PUNCT
biht-396	227	25	which	which	PRON
biht-396	227	26	may	may	AUX
biht-396	227	27	not	not	PART
biht-396	227	28	understand	understand	VERB
biht-396	227	29	the	the	DET
biht-396	227	30	broader	broad	ADJ
biht-396	227	31	context	context	NOUN
biht-396	227	32	of	of	ADP
biht-396	227	33	sensitive	sensitive	ADJ
biht-396	227	34	scheduling	scheduling	NOUN
biht-396	227	35	data	datum	NOUN
biht-396	227	36	.	.	PUNCT
biht-396	228	1	gdpr	gdpr	NOUN
biht-396	228	2	-	-	PUNCT
biht-396	228	3	compliant	compliant	NOUN
biht-396	228	4	anonymization	anonymization	NOUN
biht-396	228	5	of	of	ADP
biht-396	228	6	patient	patient	ADJ
biht-396	228	7	data	datum	NOUN
biht-396	228	8	the	the	DET
biht-396	228	9	third	third	ADJ
biht-396	228	10	and	and	CCONJ
biht-396	228	11	most	most	ADJ
biht-396	228	12	compliance	compliance	NOUN
biht-396	228	13	-	-	PUNCT
biht-396	228	14	sensitive	sensitive	ADJ
biht-396	228	15	task	task	NOUN
biht-396	228	16	was	be	AUX
biht-396	228	17	to	to	PART
biht-396	228	18	“	"	PUNCT
biht-396	228	19	anonymize	anonymize	VERB
biht-396	228	20	patient	patient	ADJ
biht-396	228	21	information	information	NOUN
biht-396	228	22	to	to	PART
biht-396	228	23	comply	comply	VERB
biht-396	228	24	with	with	ADP
biht-396	228	25	gdpr	gdpr	NOUN
biht-396	228	26	.	.	PUNCT
biht-396	228	27	”	"	PUNCT
biht-396	229	1	this	this	DET
biht-396	229	2	functionality	functionality	NOUN
biht-396	229	3	is	be	AUX
biht-396	229	4	vital	vital	ADJ
biht-396	229	5	for	for	ADP
biht-396	229	6	ensuring	ensure	VERB
biht-396	229	7	data	datum	NOUN
biht-396	229	8	protection	protection	NOUN
biht-396	229	9	during	during	ADP
biht-396	229	10	analytics	analytic	NOUN
biht-396	229	11	,	,	PUNCT
biht-396	229	12	research	research	NOUN
biht-396	229	13	,	,	PUNCT
biht-396	229	14	or	or	CCONJ
biht-396	229	15	third	third	ADJ
biht-396	229	16	-	-	PUNCT
biht-396	229	17	party	party	NOUN
biht-396	229	18	integrations	integration	NOUN
biht-396	229	19	.	.	PUNCT
biht-396	230	1	standard	standard	ADJ
biht-396	230	2	anonymization	anonymization	NOUN
biht-396	230	3	requires	require	VERB
biht-396	230	4	field	field	NOUN
biht-396	230	5	-	-	PUNCT
biht-396	230	6	level	level	NOUN
biht-396	230	7	transformations	transformation	NOUN
biht-396	230	8	,	,	PUNCT
biht-396	230	9	encryption	encryption	NOUN
biht-396	230	10	,	,	PUNCT
biht-396	230	11	and	and	CCONJ
biht-396	230	12	redaction	redaction	NOUN
biht-396	230	13	rules	rule	NOUN
biht-396	230	14	—	—	PUNCT
biht-396	230	15	all	all	PRON
biht-396	230	16	dictated	dictate	VERB
biht-396	230	17	by	by	ADP
biht-396	230	18	legal	legal	ADJ
biht-396	230	19	frameworks	framework	NOUN
biht-396	230	20	and	and	CCONJ
biht-396	230	21	institutional	institutional	ADJ
biht-396	230	22	policies	policy	NOUN
biht-396	230	23	.	.	PUNCT
biht-396	231	1	fig	fig	NOUN
biht-396	231	2	.	.	PUNCT
biht-396	232	1	4	4	X
biht-396	232	2	.	.	X
biht-396	232	3	the	the	DET
biht-396	232	4	operation	operation	NOUN
biht-396	232	5	and	and	CCONJ
biht-396	232	6	quick	quick	ADJ
biht-396	232	7	template	template	NOUN
biht-396	232	8	creation	creation	NOUN
biht-396	232	9	process	process	NOUN
biht-396	232	10	in	in	ADP
biht-396	232	11	ses	se	NOUN
biht-396	232	12	,	,	PUNCT
biht-396	232	13	while	while	SCONJ
biht-396	232	14	the	the	DET
biht-396	232	15	computer	computer	NOUN
biht-396	232	16	readout	readout	VERB
biht-396	232	17	in	in	ADP
biht-396	232	18	the	the	DET
biht-396	232	19	appendix	appendix	NOUN
biht-396	232	20	demonstrates	demonstrate	VERB
biht-396	232	21	the	the	DET
biht-396	232	22	execution	execution	NOUN
biht-396	232	23	of	of	ADP
biht-396	232	24	ses	se	NOUN
biht-396	232	25	ai	ai	VERB
biht-396	232	26	and	and	CCONJ
biht-396	232	27	its	its	PRON
biht-396	232	28	resulting	result	VERB
biht-396	232	29	code	code	NOUN
biht-396	232	30	output	output	NOUN
biht-396	232	31	.	.	PUNCT
biht-396	233	1	ai	ai	VERB
biht-396	233	2	:	:	PUNCT
biht-396	233	3	artificial	artificial	ADJ
biht-396	233	4	intelligence	intelligence	NOUN
biht-396	233	5	,	,	PUNCT
biht-396	233	6	ses	ses	PROPN
biht-396	233	7	:	:	PUNCT
biht-396	233	8	self	self	NOUN
biht-396	233	9	-	-	PUNCT
biht-396	233	10	evolving	evolve	VERB
biht-396	233	11	software	software	NOUN
biht-396	233	12	.	.	PUNCT
biht-396	234	1	https://doi.org/10.30953/bhty.v8.396	https://doi.org/10.30953/bhty.v8.396	X
biht-396	235	1	citation	citation	NOUN
biht-396	235	2	:	:	PUNCT
biht-396	236	1	blockchain	blockchain	NOUN
biht-396	236	2	in	in	ADP
biht-396	236	3	healthcare	healthcare	NOUN
biht-396	236	4	today	today	NOUN
biht-396	236	5	2025	2025	NUM
biht-396	236	6	,	,	PUNCT
biht-396	236	7	8	8	NUM
biht-396	236	8	:	:	SYM
biht-396	236	9	396	396	NUM
biht-396	236	10	https://doi.org/10.30953/bhty.v8.39610	https://doi.org/10.30953/bhty.v8.39610	NOUN
biht-396	236	11	(	(	PUNCT
biht-396	236	12	page	page	NOUN
biht-396	236	13	number	number	NOUN
biht-396	236	14	not	not	PART
biht-396	236	15	for	for	ADP
biht-396	236	16	citation	citation	NOUN
biht-396	236	17	purpose	purpose	NOUN
biht-396	236	18	)	)	PUNCT
biht-396	236	19	muthu	muthu	PROPN
biht-396	236	20	ramachandran	ramachandran	PROPN
biht-396	236	21	and	and	CCONJ
biht-396	236	22	steven	steven	PROPN
biht-396	236	23	fouracre	fouracre	PROPN
biht-396	236	24	the	the	DET
biht-396	236	25	ses	se	NOUN
biht-396	236	26	’s	’s	PART
biht-396	236	27	rich	rich	ADJ
biht-396	236	28	data	datum	NOUN
biht-396	236	29	foundation	foundation	NOUN
biht-396	236	30	allowed	allow	VERB
biht-396	236	31	it	it	PRON
biht-396	236	32	to	to	PART
biht-396	236	33	generate	generate	VERB
biht-396	236	34	code	code	NOUN
biht-396	236	35	that	that	SCONJ
biht-396	236	36	not	not	PART
biht-396	236	37	only	only	ADV
biht-396	236	38	redacted	redact	VERB
biht-396	236	39	identifiable	identifiable	ADJ
biht-396	236	40	fields	field	NOUN
biht-396	236	41	(	(	PUNCT
biht-396	236	42	e.g.	e.g.	ADV
biht-396	236	43	names	name	NOUN
biht-396	236	44	and	and	CCONJ
biht-396	236	45	contact	contact	NOUN
biht-396	236	46	info	info	NOUN
biht-396	236	47	)	)	PUNCT
biht-396	236	48	but	but	CCONJ
biht-396	236	49	also	also	ADV
biht-396	236	50	included	include	VERB
biht-396	236	51	metadata	metadata	NOUN
biht-396	236	52	for	for	ADP
biht-396	236	53	auditability	auditability	NOUN
biht-396	236	54	and	and	CCONJ
biht-396	236	55	compliance	compliance	NOUN
biht-396	236	56	verification	verification	NOUN
biht-396	236	57	.	.	PUNCT
biht-396	237	1	the	the	DET
biht-396	237	2	output	output	NOUN
biht-396	237	3	adhered	adhere	VERB
biht-396	237	4	to	to	ADP
biht-396	237	5	gdpr	gdpr	VERB
biht-396	237	6	’s	’s	PART
biht-396	237	7	standards	standard	NOUN
biht-396	237	8	for	for	ADP
biht-396	237	9	data	data	NOUN
biht-396	237	10	minimization	minimization	NOUN
biht-396	237	11	,	,	PUNCT
biht-396	237	12	traceability	traceability	NOUN
biht-396	237	13	,	,	PUNCT
biht-396	237	14	and	and	CCONJ
biht-396	237	15	subject	subject	ADJ
biht-396	237	16	rights	right	NOUN
biht-396	237	17	,	,	PUNCT
biht-396	237	18	providing	provide	VERB
biht-396	237	19	explainable	explainable	ADJ
biht-396	237	20	and	and	CCONJ
biht-396	237	21	defensible	defensible	ADJ
biht-396	237	22	code	code	NOUN
biht-396	237	23	that	that	PRON
biht-396	237	24	would	would	AUX
biht-396	237	25	stand	stand	VERB
biht-396	237	26	up	up	ADP
biht-396	237	27	in	in	ADP
biht-396	237	28	a	a	DET
biht-396	237	29	regulatory	regulatory	ADJ
biht-396	237	30	audit	audit	NOUN
biht-396	237	31	.	.	PUNCT
biht-396	238	1	these	these	DET
biht-396	238	2	use	use	NOUN
biht-396	238	3	case	case	NOUN
biht-396	238	4	scenarios	scenario	NOUN
biht-396	238	5	underscore	underscore	VERB
biht-396	238	6	the	the	DET
biht-396	238	7	practical	practical	ADJ
biht-396	238	8	advantage	advantage	NOUN
biht-396	238	9	of	of	ADP
biht-396	238	10	rich	rich	ADJ
biht-396	238	11	data	datum	NOUN
biht-396	238	12	and	and	CCONJ
biht-396	238	13	proprietary	proprietary	ADJ
biht-396	238	14	architecture	architecture	NOUN
biht-396	238	15	in	in	ADP
biht-396	238	16	ses	ses	PROPN
biht-396	238	17	.	.	PUNCT
biht-396	239	1	where	where	SCONJ
biht-396	239	2	general	general	ADJ
biht-396	239	3	-	-	PUNCT
biht-396	239	4	purpose	purpose	NOUN
biht-396	239	5	ai	ai	NOUN
biht-396	239	6	tools	tool	NOUN
biht-396	239	7	may	may	AUX
biht-396	239	8	produce	produce	VERB
biht-396	239	9	superficial	superficial	ADJ
biht-396	239	10	or	or	CCONJ
biht-396	239	11	context	context	NOUN
biht-396	239	12	-	-	PUNCT
biht-396	239	13	blind	blind	ADJ
biht-396	239	14	code	code	NOUN
biht-396	239	15	,	,	PUNCT
biht-396	239	16	ses	se	NOUN
biht-396	239	17	delivered	deliver	VERB
biht-396	239	18	precise	precise	ADJ
biht-396	239	19	,	,	PUNCT
biht-396	239	20	standards	standard	NOUN
biht-396	239	21	-	-	PUNCT
biht-396	239	22	aligned	aligned	ADJ
biht-396	239	23	,	,	PUNCT
biht-396	239	24	and	and	CCONJ
biht-396	239	25	scalable	scalable	ADJ
biht-396	239	26	solutions	solution	NOUN
biht-396	239	27	tailored	tailor	VERB
biht-396	239	28	for	for	ADP
biht-396	239	29	healthcare	healthcare	NOUN
biht-396	239	30	systems	system	NOUN
biht-396	239	31	.	.	PUNCT
biht-396	240	1	the	the	DET
biht-396	240	2	flexibility	flexibility	NOUN
biht-396	240	3	and	and	CCONJ
biht-396	240	4	explainability	explainability	NOUN
biht-396	240	5	embedded	embed	VERB
biht-396	240	6	in	in	ADP
biht-396	240	7	its	its	PRON
biht-396	240	8	outputs	output	NOUN
biht-396	240	9	make	make	VERB
biht-396	240	10	ses	se	NOUN
biht-396	240	11	a	a	DET
biht-396	240	12	strong	strong	ADJ
biht-396	240	13	model	model	NOUN
biht-396	240	14	for	for	ADP
biht-396	240	15	responsible	responsible	ADJ
biht-396	240	16	,	,	PUNCT
biht-396	240	17	ai	ai	ADJ
biht-396	240	18	-	-	PUNCT
biht-396	240	19	assisted	assist	VERB
biht-396	240	20	development	development	NOUN
biht-396	240	21	in	in	ADP
biht-396	240	22	high	high	ADJ
biht-396	240	23	-	-	PUNCT
biht-396	240	24	integrity	integrity	NOUN
biht-396	240	25	sectors	sector	NOUN
biht-396	240	26	.	.	PUNCT
biht-396	241	1	in	in	ADP
biht-396	241	2	this	this	DET
biht-396	241	3	context	context	NOUN
biht-396	241	4	,	,	PUNCT
biht-396	241	5	ses	se	NOUN
biht-396	241	6	was	be	AUX
biht-396	241	7	tasked	task	VERB
biht-396	241	8	with	with	ADP
biht-396	241	9	three	three	NUM
biht-396	241	10	key	key	ADJ
biht-396	241	11	objectives	objective	NOUN
biht-396	241	12	.	.	PUNCT
biht-396	242	1	these	these	PRON
biht-396	242	2	include	include	VERB
biht-396	242	3	the	the	DET
biht-396	242	4	first	first	ADJ
biht-396	242	5	class	class	NOUN
biht-396	242	6	to	to	PART
biht-396	242	7	“	"	PUNCT
biht-396	242	8	find	find	VERB
biht-396	242	9	the	the	DET
biht-396	242	10	priority	priority	NOUN
biht-396	242	11	of	of	ADP
biht-396	242	12	a	a	DET
biht-396	242	13	patient	patient	NOUN
biht-396	242	14	,	,	PUNCT
biht-396	242	15	”	"	PUNCT
biht-396	242	16	the	the	DET
biht-396	242	17	next	next	ADJ
biht-396	242	18	class	class	NOUN
biht-396	242	19	to	to	PART
biht-396	242	20	“	"	PUNCT
biht-396	242	21	arrange	arrange	VERB
biht-396	242	22	appointments	appointment	NOUN
biht-396	242	23	for	for	ADP
biht-396	242	24	patients	patient	NOUN
biht-396	242	25	,	,	PUNCT
biht-396	242	26	”	"	PUNCT
biht-396	242	27	and	and	CCONJ
biht-396	242	28	a	a	DET
biht-396	242	29	final	final	ADJ
biht-396	242	30	class	class	NOUN
biht-396	242	31	to	to	PART
biht-396	242	32	“	"	PUNCT
biht-396	242	33	anonymize	anonymize	VERB
biht-396	242	34	patient	patient	ADJ
biht-396	242	35	information	information	NOUN
biht-396	242	36	to	to	PART
biht-396	242	37	comply	comply	VERB
biht-396	242	38	with	with	ADP
biht-396	242	39	gdpr	gdpr	NOUN
biht-396	242	40	.	.	PUNCT
biht-396	242	41	”	"	PUNCT
biht-396	243	1	an	an	DET
biht-396	243	2	example	example	NOUN
biht-396	243	3	of	of	ADP
biht-396	243	4	the	the	DET
biht-396	243	5	chat	chat	PROPN
biht-396	243	6	message	message	NOUN
biht-396	243	7	posed	pose	VERB
biht-396	243	8	to	to	ADP
biht-396	243	9	ses	se	NOUN
biht-396	243	10	is	be	AUX
biht-396	243	11	shown	show	VERB
biht-396	243	12	in	in	ADP
biht-396	243	13	figure	figure	NOUN
biht-396	243	14	3	3	NUM
biht-396	243	15	.	.	PUNCT
biht-396	244	1	unlike	unlike	ADP
biht-396	244	2	other	other	ADJ
biht-396	244	3	code	code	NOUN
biht-396	244	4	generative	generative	NOUN
biht-396	244	5	ai	ai	PROPN
biht-396	244	6	systems	system	NOUN
biht-396	244	7	,	,	PUNCT
biht-396	244	8	ses	se	NOUN
biht-396	244	9	allows	allow	VERB
biht-396	244	10	the	the	DET
biht-396	244	11	code	code	NOUN
biht-396	244	12	output	output	NOUN
biht-396	244	13	to	to	PART
biht-396	244	14	be	be	AUX
biht-396	244	15	finely	finely	ADV
biht-396	244	16	adjusted	adjust	VERB
biht-396	244	17	using	use	VERB
biht-396	244	18	clicks	click	NOUN
biht-396	244	19	to	to	PART
biht-396	244	20	speed	speed	VERB
biht-396	244	21	up	up	ADP
biht-396	244	22	user	user	NOUN
biht-396	244	23	operation	operation	NOUN
biht-396	244	24	,	,	PUNCT
biht-396	244	25	and	and	CCONJ
biht-396	244	26	quick	quick	ADJ
biht-396	244	27	templates	template	NOUN
biht-396	244	28	allows	allow	VERB
biht-396	244	29	predefined	predefine	VERB
biht-396	244	30	configurations	configuration	NOUN
biht-396	244	31	to	to	PART
biht-396	244	32	be	be	AUX
biht-396	244	33	set	set	VERB
biht-396	244	34	with	with	ADP
biht-396	244	35	1	1	NUM
biht-396	244	36	click	click	VERB
biht-396	244	37	,	,	PUNCT
biht-396	244	38	as	as	SCONJ
biht-396	244	39	shown	show	VERB
biht-396	244	40	in	in	ADP
biht-396	244	41	figure	figure	NOUN
biht-396	244	42	5	5	NUM
biht-396	244	43	.	.	PUNCT
biht-396	245	1	the	the	DET
biht-396	245	2	output	output	NOUN
biht-396	245	3	from	from	ADP
biht-396	245	4	ses	se	NOUN
biht-396	245	5	,	,	PUNCT
biht-396	245	6	which	which	PRON
biht-396	245	7	accurately	accurately	ADV
biht-396	245	8	anonymized	anonymize	VERB
biht-396	245	9	the	the	DET
biht-396	245	10	patient	patient	NOUN
biht-396	245	11	data	datum	NOUN
biht-396	245	12	,	,	PUNCT
biht-396	245	13	is	be	AUX
biht-396	245	14	displayed	display	VERB
biht-396	245	15	in	in	ADP
biht-396	245	16	the	the	DET
biht-396	245	17	appendix	appendix	NOUN
biht-396	245	18	.	.	PUNCT
biht-396	246	1	complementing	complement	VERB
biht-396	246	2	the	the	DET
biht-396	246	3	code	code	NOUN
biht-396	246	4	outputs	output	NOUN
biht-396	246	5	,	,	PUNCT
biht-396	246	6	ses	se	NOUN
biht-396	246	7	also	also	ADV
biht-396	246	8	creates	create	VERB
biht-396	246	9	skeleton	skeleton	NOUN
biht-396	246	10	structures	structure	NOUN
biht-396	246	11	of	of	ADP
biht-396	246	12	unit	unit	NOUN
biht-396	246	13	test	test	NOUN
biht-396	246	14	code	code	NOUN
biht-396	246	15	to	to	PART
biht-396	246	16	accelerate	accelerate	VERB
biht-396	246	17	test	test	NOUN
biht-396	246	18	code	code	NOUN
biht-396	246	19	development	development	NOUN
biht-396	246	20	that	that	PRON
biht-396	246	21	should	should	AUX
biht-396	246	22	always	always	ADV
biht-396	246	23	remain	remain	VERB
biht-396	246	24	the	the	DET
biht-396	246	25	domain	domain	NOUN
biht-396	246	26	of	of	ADP
biht-396	246	27	the	the	DET
biht-396	246	28	developer	developer	NOUN
biht-396	246	29	but	but	CCONJ
biht-396	246	30	aided	aid	VERB
biht-396	246	31	by	by	ADP
biht-396	246	32	ai	ai	PROPN
biht-396	246	33	.	.	PUNCT
biht-396	247	1	key	key	ADJ
biht-396	247	2	outcomes	outcome	NOUN
biht-396	247	3	from	from	ADP
biht-396	247	4	the	the	DET
biht-396	247	5	pilot	pilot	NOUN
biht-396	247	6	implementation	implementation	NOUN
biht-396	247	7	include	include	VERB
biht-396	247	8	ses	se	NOUN
biht-396	247	9	reduced	reduce	VERB
biht-396	247	10	rework	rework	NOUN
biht-396	247	11	time	time	NOUN
biht-396	247	12	by	by	ADP
biht-396	247	13	41	41	NUM
biht-396	247	14	%	%	NOUN
biht-396	247	15	,	,	PUNCT
biht-396	247	16	eliminated	eliminate	VERB
biht-396	247	17	87	87	NUM
biht-396	247	18	%	%	NOUN
biht-396	247	19	of	of	ADP
biht-396	247	20	repeated	repeat	VERB
biht-396	247	21	documentation	documentation	NOUN
biht-396	247	22	errors	error	NOUN
biht-396	247	23	,	,	PUNCT
biht-396	247	24	and	and	CCONJ
biht-396	247	25	achieved	achieve	VERB
biht-396	247	26	100	100	NUM
biht-396	247	27	%	%	NOUN
biht-396	247	28	alignment	alignment	NOUN
biht-396	247	29	with	with	ADP
biht-396	247	30	hipaa	hipaa	NOUN
biht-396	247	31	requirements	requirement	NOUN
biht-396	247	32	.	.	PUNCT
biht-396	248	1	discussion	discussion	NOUN
biht-396	248	2	this	this	DET
biht-396	248	3	case	case	NOUN
biht-396	248	4	clearly	clearly	ADV
biht-396	248	5	demonstrates	demonstrate	VERB
biht-396	248	6	that	that	DET
biht-396	248	7	code	code	NOUN
biht-396	248	8	gen	gen	PROPN
biht-396	248	9	ai	ai	VERB
biht-396	248	10	in	in	ADP
biht-396	248	11	healthcare	healthcare	NOUN
biht-396	248	12	must	must	AUX
biht-396	248	13	prioritize	prioritize	VERB
biht-396	248	14	data	data	NOUN
biht-396	248	15	quality	quality	NOUN
biht-396	248	16	and	and	CCONJ
biht-396	248	17	contextual	contextual	ADJ
biht-396	248	18	alignment	alignment	NOUN
biht-396	248	19	over	over	ADP
biht-396	248	20	generic	generic	ADJ
biht-396	248	21	scale	scale	NOUN
biht-396	248	22	.	.	PUNCT
biht-396	249	1	the	the	DET
biht-396	249	2	structured	structure	VERB
biht-396	249	3	and	and	CCONJ
biht-396	249	4	curated	curate	VERB
biht-396	249	5	datasets	dataset	NOUN
biht-396	249	6	powering	power	VERB
biht-396	249	7	ses	se	NOUN
biht-396	249	8	allowed	allow	VERB
biht-396	249	9	it	it	PRON
biht-396	249	10	to	to	PART
biht-396	249	11	understand	understand	VERB
biht-396	249	12	not	not	PART
biht-396	249	13	only	only	ADV
biht-396	249	14	the	the	DET
biht-396	249	15	functional	functional	ADJ
biht-396	249	16	requirements	requirement	NOUN
biht-396	249	17	but	but	CCONJ
biht-396	249	18	also	also	ADV
biht-396	249	19	the	the	DET
biht-396	249	20	clinical	clinical	ADJ
biht-396	249	21	,	,	PUNCT
biht-396	249	22	legal	legal	ADJ
biht-396	249	23	,	,	PUNCT
biht-396	249	24	and	and	CCONJ
biht-396	249	25	ethical	ethical	ADJ
biht-396	249	26	implications	implication	NOUN
biht-396	249	27	of	of	ADP
biht-396	249	28	the	the	DET
biht-396	249	29	code	code	NOUN
biht-396	249	30	it	it	PRON
biht-396	249	31	generated	generate	VERB
biht-396	249	32	.	.	PUNCT
biht-396	250	1	technical	technical	ADJ
biht-396	250	2	debt	debt	NOUN
biht-396	250	3	is	be	AUX
biht-396	250	4	particularly	particularly	ADV
biht-396	250	5	insidious	insidious	ADJ
biht-396	250	6	in	in	ADP
biht-396	250	7	ai	ai	ADJ
biht-396	250	8	-	-	PUNCT
biht-396	250	9	assisted	assist	VERB
biht-396	250	10	development	development	NOUN
biht-396	250	11	because	because	SCONJ
biht-396	250	12	it	it	PRON
biht-396	250	13	can	can	AUX
biht-396	250	14	accumulate	accumulate	VERB
biht-396	250	15	silently	silently	ADV
biht-396	250	16	and	and	CCONJ
biht-396	250	17	at	at	ADP
biht-396	250	18	scale	scale	NOUN
biht-396	250	19	.	.	PUNCT
biht-396	251	1	when	when	SCONJ
biht-396	251	2	developers	developer	NOUN
biht-396	251	3	rely	rely	VERB
biht-396	251	4	on	on	ADP
biht-396	251	5	llms	llm	NOUN
biht-396	251	6	trained	train	VERB
biht-396	251	7	on	on	ADP
biht-396	251	8	vast	vast	ADJ
biht-396	251	9	,	,	PUNCT
biht-396	251	10	unvetted	unvetted	ADJ
biht-396	251	11	data	datum	NOUN
biht-396	251	12	repositories	repository	NOUN
biht-396	251	13	,	,	PUNCT
biht-396	251	14	they	they	PRON
biht-396	251	15	often	often	ADV
biht-396	251	16	incorporate	incorporate	VERB
biht-396	251	17	code	code	NOUN
biht-396	251	18	without	without	ADP
biht-396	251	19	understanding	understand	VERB
biht-396	251	20	its	its	PRON
biht-396	251	21	underlying	underlying	ADJ
biht-396	251	22	mechanisms	mechanism	NOUN
biht-396	251	23	or	or	CCONJ
biht-396	251	24	weaknesses	weakness	NOUN
biht-396	251	25	.	.	PUNCT
biht-396	252	1	this	this	DET
biht-396	252	2	“	"	PUNCT
biht-396	252	3	black	black	ADJ
biht-396	252	4	box	box	NOUN
biht-396	252	5	”	"	PUNCT
biht-396	252	6	approach	approach	NOUN
biht-396	252	7	creates	create	VERB
biht-396	252	8	several	several	ADJ
biht-396	252	9	cascading	cascade	VERB
biht-396	252	10	problems	problem	NOUN
biht-396	252	11	.	.	PUNCT
biht-396	253	1	the	the	DET
biht-396	253	2	technical	technical	ADJ
biht-396	253	3	debt	debt	NOUN
biht-396	253	4	crisis	crisis	NOUN
biht-396	253	5	in	in	ADP
biht-396	253	6	ai	ai	ADJ
biht-396	253	7	-	-	PUNCT
biht-396	253	8	assisted	assist	VERB
biht-396	253	9	development	development	NOUN
biht-396	253	10	ai	ai	PROPN
biht-396	253	11	-	-	PUNCT
biht-396	253	12	generated	generate	VERB
biht-396	253	13	code	code	NOUN
biht-396	253	14	may	may	AUX
biht-396	253	15	solve	solve	VERB
biht-396	253	16	immediate	immediate	ADJ
biht-396	253	17	problems	problem	NOUN
biht-396	253	18	while	while	SCONJ
biht-396	253	19	introducing	introduce	VERB
biht-396	253	20	complex	complex	ADJ
biht-396	253	21	dependencies	dependency	NOUN
biht-396	253	22	or	or	CCONJ
biht-396	253	23	inefficient	inefficient	ADJ
biht-396	253	24	implementations	implementation	NOUN
biht-396	253	25	that	that	PRON
biht-396	253	26	remain	remain	VERB
biht-396	253	27	hidden	hidden	ADJ
biht-396	253	28	until	until	SCONJ
biht-396	253	29	they	they	PRON
biht-396	253	30	cause	cause	VERB
biht-396	253	31	critical	critical	ADJ
biht-396	253	32	failures	failure	NOUN
biht-396	253	33	.	.	PUNCT
biht-396	254	1	code	code	PROPN
biht-396	254	2	generated	generate	VERB
biht-396	254	3	from	from	ADP
biht-396	254	4	mass	mass	PROPN
biht-396	254	5	data	datum	NOUN
biht-396	254	6	sources	source	NOUN
biht-396	254	7	often	often	ADV
biht-396	254	8	lacks	lack	VERB
biht-396	254	9	proper	proper	ADJ
biht-396	254	10	documentation	documentation	NOUN
biht-396	254	11	or	or	CCONJ
biht-396	254	12	comes	come	VERB
biht-396	254	13	with	with	ADP
biht-396	254	14	generic	generic	ADJ
biht-396	254	15	comments	comment	NOUN
biht-396	254	16	that	that	PRON
biht-396	254	17	fail	fail	VERB
biht-396	254	18	to	to	PART
biht-396	254	19	explain	explain	VERB
biht-396	254	20	context	context	NOUN
biht-396	254	21	-	-	PUNCT
biht-396	254	22	specific	specific	ADJ
biht-396	254	23	design	design	NOUN
biht-396	254	24	decisions	decision	NOUN
biht-396	254	25	.	.	PUNCT
biht-396	255	1	security	security	NOUN
biht-396	255	2	:	:	PUNCT
biht-396	255	3	the	the	DET
biht-396	255	4	hidden	hide	VERB
biht-396	255	5	cost	cost	NOUN
biht-396	255	6	of	of	ADP
biht-396	255	7	unvetted	unvetted	ADJ
biht-396	255	8	code	code	NOUN
biht-396	255	9	reuse	reuse	VERB
biht-396	255	10	the	the	DET
biht-396	255	11	integration	integration	NOUN
biht-396	255	12	of	of	ADP
biht-396	255	13	ai	ai	VERB
biht-396	255	14	into	into	ADP
biht-396	255	15	software	software	NOUN
biht-396	255	16	development	development	NOUN
biht-396	255	17	has	have	AUX
biht-396	255	18	accelerated	accelerate	VERB
biht-396	255	19	rapidly	rapidly	ADV
biht-396	255	20	,	,	PUNCT
biht-396	255	21	but	but	CCONJ
biht-396	255	22	this	this	DET
biht-396	255	23	advancement	advancement	NOUN
biht-396	255	24	comes	come	VERB
biht-396	255	25	with	with	ADP
biht-396	255	26	significant	significant	ADJ
biht-396	255	27	hidden	hide	VERB
biht-396	255	28	costs	cost	NOUN
biht-396	255	29	when	when	SCONJ
biht-396	255	30	implemented	implement	VERB
biht-396	255	31	without	without	ADP
biht-396	255	32	proper	proper	ADJ
biht-396	255	33	data	datum	NOUN
biht-396	255	34	governance	governance	NOUN
biht-396	255	35	.	.	PUNCT
biht-396	256	1	this	this	DET
biht-396	256	2	section	section	NOUN
biht-396	256	3	examines	examine	VERB
biht-396	256	4	the	the	DET
biht-396	256	5	security	security	NOUN
biht-396	256	6	,	,	PUNCT
biht-396	256	7	legal	legal	ADJ
biht-396	256	8	,	,	PUNCT
biht-396	256	9	ethical	ethical	ADJ
biht-396	256	10	,	,	PUNCT
biht-396	256	11	and	and	CCONJ
biht-396	256	12	quality	quality	NOUN
biht-396	256	13	implications	implication	NOUN
biht-396	256	14	of	of	ADP
biht-396	256	15	current	current	ADJ
biht-396	256	16	ai	ai	PROPN
biht-396	256	17	development	development	NOUN
biht-396	256	18	approaches	approach	NOUN
biht-396	256	19	while	while	SCONJ
biht-396	256	20	offering	offer	VERB
biht-396	256	21	a	a	DET
biht-396	256	22	more	more	ADV
biht-396	256	23	sustainable	sustainable	ADJ
biht-396	256	24	alternative	alternative	NOUN
biht-396	256	25	through	through	ADP
biht-396	256	26	ses	se	NOUN
biht-396	256	27	.	.	PUNCT
biht-396	257	1	the	the	DET
biht-396	257	2	security	security	NOUN
biht-396	257	3	implications	implication	NOUN
biht-396	257	4	of	of	ADP
biht-396	257	5	indiscriminate	indiscriminate	ADJ
biht-396	257	6	data	datum	NOUN
biht-396	257	7	usage	usage	NOUN
biht-396	257	8	in	in	ADP
biht-396	257	9	ai	ai	PROPN
biht-396	257	10	development	development	NOUN
biht-396	257	11	present	present	ADJ
biht-396	257	12	clear	clear	ADJ
biht-396	257	13	dangers	danger	NOUN
biht-396	257	14	,	,	PUNCT
biht-396	257	15	including	include	VERB
biht-396	257	16	known	know	VERB
biht-396	257	17	security	security	NOUN
biht-396	257	18	flaws	flaw	NOUN
biht-396	257	19	from	from	ADP
biht-396	257	20	public	public	ADJ
biht-396	257	21	repositories	repository	NOUN
biht-396	257	22	that	that	PRON
biht-396	257	23	can	can	AUX
biht-396	257	24	be	be	AUX
biht-396	257	25	unintentionally	unintentionally	ADV
biht-396	257	26	replicated	replicate	VERB
biht-396	257	27	,	,	PUNCT
biht-396	257	28	the	the	DET
biht-396	257	29	introduction	introduction	NOUN
biht-396	257	30	of	of	ADP
biht-396	257	31	entire	entire	ADJ
biht-396	257	32	dependency	dependency	NOUN
biht-396	257	33	chains	chain	NOUN
biht-396	257	34	of	of	ADP
biht-396	257	35	projects	project	NOUN
biht-396	257	36	and	and	CCONJ
biht-396	257	37	their	their	PRON
biht-396	257	38	security	security	NOUN
biht-396	257	39	risks	risk	NOUN
biht-396	257	40	,	,	PUNCT
biht-396	257	41	and	and	CCONJ
biht-396	257	42	the	the	DET
biht-396	257	43	potential	potential	NOUN
biht-396	257	44	for	for	ADP
biht-396	257	45	“	"	PUNCT
biht-396	257	46	poisoned	poison	VERB
biht-396	257	47	”	"	PUNCT
biht-396	257	48	repositories	repository	NOUN
biht-396	257	49	with	with	ADP
biht-396	257	50	subtle	subtle	ADJ
biht-396	257	51	security	security	NOUN
biht-396	257	52	flaws	flaw	NOUN
biht-396	257	53	.	.	PUNCT
biht-396	258	1	the	the	DET
biht-396	258	2	security	security	NOUN
biht-396	258	3	implications	implication	NOUN
biht-396	258	4	of	of	ADP
biht-396	258	5	indiscriminate	indiscriminate	ADJ
biht-396	258	6	data	datum	NOUN
biht-396	258	7	usage	usage	NOUN
biht-396	258	8	in	in	ADP
biht-396	258	9	ai	ai	PROPN
biht-396	258	10	development	development	NOUN
biht-396	258	11	present	present	ADJ
biht-396	258	12	clear	clear	ADJ
biht-396	258	13	dangers	danger	NOUN
biht-396	258	14	to	to	ADP
biht-396	258	15	organizations	organization	NOUN
biht-396	258	16	.	.	PUNCT
biht-396	259	1	when	when	SCONJ
biht-396	259	2	ai	ai	VERB
biht-396	259	3	systems	system	NOUN
biht-396	259	4	train	train	VERB
biht-396	259	5	on	on	ADP
biht-396	259	6	vast	vast	ADJ
biht-396	259	7	repositories	repository	NOUN
biht-396	259	8	of	of	ADP
biht-396	259	9	unvetted	unvetted	ADJ
biht-396	259	10	code	code	NOUN
biht-396	259	11	,	,	PUNCT
biht-396	259	12	they	they	PRON
biht-396	259	13	inevitably	inevitably	ADV
biht-396	259	14	incorporate	incorporate	VERB
biht-396	259	15	and	and	CCONJ
biht-396	259	16	potentially	potentially	ADV
biht-396	259	17	amplify	amplify	VERB
biht-396	259	18	existing	exist	VERB
biht-396	259	19	vulnerabilities	vulnerability	NOUN
biht-396	259	20	.	.	PUNCT
biht-396	260	1	known	know	VERB
biht-396	260	2	security	security	NOUN
biht-396	260	3	flaws	flaw	NOUN
biht-396	260	4	from	from	ADP
biht-396	260	5	public	public	ADJ
biht-396	260	6	repositories	repository	NOUN
biht-396	260	7	can	can	AUX
biht-396	260	8	be	be	AUX
biht-396	260	9	unintentionally	unintentionally	ADV
biht-396	260	10	replicated	replicate	VERB
biht-396	260	11	through	through	ADP
biht-396	260	12	ai	ai	ADJ
biht-396	260	13	-	-	PUNCT
biht-396	260	14	generated	generate	VERB
biht-396	260	15	code	code	NOUN
biht-396	260	16	,	,	PUNCT
biht-396	260	17	creating	create	VERB
biht-396	260	18	a	a	DET
biht-396	260	19	dangerous	dangerous	ADJ
biht-396	260	20	propagation	propagation	NOUN
biht-396	260	21	mechanism	mechanism	NOUN
biht-396	260	22	for	for	ADP
biht-396	260	23	vulnerable	vulnerable	ADJ
biht-396	260	24	code	code	NOUN
biht-396	260	25	patterns	pattern	NOUN
biht-396	260	26	.	.	PUNCT
biht-396	261	1	additionally	additionally	ADV
biht-396	261	2	,	,	PUNCT
biht-396	261	3	ai	ai	VERB
biht-396	261	4	systems	system	NOUN
biht-396	261	5	may	may	AUX
biht-396	261	6	introduce	introduce	VERB
biht-396	261	7	entire	entire	ADJ
biht-396	261	8	dependency	dependency	NOUN
biht-396	261	9	chains	chain	NOUN
biht-396	261	10	of	of	ADP
biht-396	261	11	projects	project	NOUN
biht-396	261	12	and	and	CCONJ
biht-396	261	13	their	their	PRON
biht-396	261	14	associated	associated	ADJ
biht-396	261	15	security	security	NOUN
biht-396	261	16	risks	risk	NOUN
biht-396	261	17	,	,	PUNCT
biht-396	261	18	significantly	significantly	ADV
biht-396	261	19	expanding	expand	VERB
biht-396	261	20	the	the	DET
biht-396	261	21	attack	attack	NOUN
biht-396	261	22	surface	surface	NOUN
biht-396	261	23	of	of	ADP
biht-396	261	24	applications	application	NOUN
biht-396	261	25	.	.	PUNCT
biht-396	262	1	perhaps	perhaps	ADV
biht-396	262	2	most	most	ADJ
biht-396	262	3	concerning	concern	VERB
biht-396	262	4	is	be	AUX
biht-396	262	5	the	the	DET
biht-396	262	6	potential	potential	NOUN
biht-396	262	7	for	for	ADP
biht-396	262	8	“	"	PUNCT
biht-396	262	9	poisoned	poison	VERB
biht-396	262	10	”	"	PUNCT
biht-396	262	11	repositories	repository	NOUN
biht-396	262	12	with	with	ADP
biht-396	262	13	subtle	subtle	ADJ
biht-396	262	14	security	security	NOUN
biht-396	262	15	flaws	flaw	NOUN
biht-396	262	16	designed	design	VERB
biht-396	262	17	specifically	specifically	ADV
biht-396	262	18	to	to	PART
biht-396	262	19	evade	evade	VERB
biht-396	262	20	detection	detection	NOUN
biht-396	262	21	while	while	SCONJ
biht-396	262	22	creating	create	VERB
biht-396	262	23	exploitable	exploitable	ADJ
biht-396	262	24	backdoors	backdoor	NOUN
biht-396	262	25	in	in	ADP
biht-396	262	26	systems	system	NOUN
biht-396	262	27	that	that	PRON
biht-396	262	28	incorporate	incorporate	VERB
biht-396	262	29	ai	ai	ADJ
biht-396	262	30	-	-	PUNCT
biht-396	262	31	generated	generate	VERB
biht-396	262	32	code	code	NOUN
biht-396	262	33	.	.	PUNCT
biht-396	263	1	legal	legal	ADJ
biht-396	263	2	and	and	CCONJ
biht-396	263	3	ethical	ethical	ADJ
biht-396	263	4	complications	complication	NOUN
biht-396	263	5	the	the	DET
biht-396	263	6	legal	legal	ADJ
biht-396	263	7	landscape	landscape	NOUN
biht-396	263	8	around	around	ADP
biht-396	263	9	ai	ai	NOUN
biht-396	263	10	-	-	PUNCT
biht-396	263	11	assisted	assist	VERB
biht-396	263	12	development	development	NOUN
biht-396	263	13	remains	remain	VERB
biht-396	263	14	complex	complex	ADJ
biht-396	263	15	and	and	CCONJ
biht-396	263	16	filled	fill	VERB
biht-396	263	17	with	with	ADP
biht-396	263	18	potential	potential	ADJ
biht-396	263	19	pitfalls	pitfall	NOUN
biht-396	263	20	.	.	PUNCT
biht-396	264	1	code	code	PROPN
biht-396	264	2	generated	generate	VERB
biht-396	264	3	from	from	ADP
biht-396	264	4	murky	murky	ADJ
biht-396	264	5	origins	origin	NOUN
biht-396	264	6	and	and	CCONJ
biht-396	264	7	uncertain	uncertain	ADJ
biht-396	264	8	licensing	licensing	NOUN
biht-396	264	9	status	status	NOUN
biht-396	264	10	creates	create	VERB
biht-396	264	11	the	the	DET
biht-396	264	12	intellectual	intellectual	ADJ
biht-396	264	13	property	property	NOUN
biht-396	264	14	disputes	dispute	NOUN
biht-396	264	15	that	that	PRON
biht-396	264	16	can	can	AUX
biht-396	264	17	fig	fig	VERB
biht-396	264	18	.	.	PUNCT
biht-396	265	1	5	5	X
biht-396	265	2	.	.	X
biht-396	265	3	run	run	NOUN
biht-396	265	4	ses	se	NOUN
biht-396	265	5	ai	ai	VERB
biht-396	265	6	to	to	PART
biht-396	265	7	build	build	VERB
biht-396	265	8	the	the	DET
biht-396	265	9	code	code	NOUN
biht-396	265	10	output	output	NOUN
biht-396	265	11	.	.	PUNCT
biht-396	266	1	ai	ai	VERB
biht-396	266	2	:	:	PUNCT
biht-396	266	3	artificial	artificial	ADJ
biht-396	266	4	intelligence	intelligence	NOUN
biht-396	266	5	,	,	PUNCT
biht-396	266	6	ses	ses	PROPN
biht-396	266	7	:	:	PUNCT
biht-396	266	8	self	self	NOUN
biht-396	266	9	-	-	PUNCT
biht-396	266	10	evolving	evolve	VERB
biht-396	266	11	software	software	NOUN
biht-396	266	12	.	.	PUNCT
biht-396	267	1	https://doi.org/10.30953/bhty.v8.396	https://doi.org/10.30953/bhty.v8.396	X
biht-396	268	1	citation	citation	NOUN
biht-396	268	2	:	:	PUNCT
biht-396	269	1	blockchain	blockchain	NOUN
biht-396	269	2	in	in	ADP
biht-396	269	3	healthcare	healthcare	NOUN
biht-396	269	4	today	today	NOUN
biht-396	269	5	2025	2025	NUM
biht-396	269	6	,	,	PUNCT
biht-396	269	7	8	8	NUM
biht-396	269	8	:	:	SYM
biht-396	269	9	396	396	NUM
biht-396	269	10	https://doi.org/10.30953/bhty.v8.396	https://doi.org/10.30953/bhty.v8.396	ADV
biht-396	269	11	11	11	NUM
biht-396	269	12	(	(	PUNCT
biht-396	269	13	page	page	NOUN
biht-396	269	14	number	number	NOUN
biht-396	269	15	not	not	PART
biht-396	269	16	for	for	ADP
biht-396	269	17	citation	citation	NOUN
biht-396	269	18	purpose	purpose	NOUN
biht-396	269	19	)	)	PUNCT
biht-396	269	20	rich	rich	ADJ
biht-396	269	21	data	datum	NOUN
biht-396	269	22	versus	versus	ADP
biht-396	269	23	data	datum	NOUN
biht-396	269	24	quantity	quantity	NOUN
biht-396	269	25	in	in	ADP
biht-396	269	26	code	code	NOUN
biht-396	269	27	generation	generation	NOUN
biht-396	269	28	ai	ai	VERB
biht-396	269	29	result	result	NOUN
biht-396	269	30	in	in	ADP
biht-396	269	31	costly	costly	ADJ
biht-396	269	32	litigation	litigation	NOUN
biht-396	269	33	and	and	CCONJ
biht-396	269	34	project	project	NOUN
biht-396	269	35	delays	delay	NOUN
biht-396	269	36	.	.	PUNCT
biht-396	270	1	organizations	organization	NOUN
biht-396	270	2	may	may	AUX
biht-396	270	3	inadvertently	inadvertently	ADV
biht-396	270	4	violate	violate	VERB
biht-396	270	5	open	open	ADJ
biht-396	270	6	-	-	PUNCT
biht-396	270	7	source	source	NOUN
biht-396	270	8	licenses	license	NOUN
biht-396	270	9	when	when	SCONJ
biht-396	270	10	ai	ai	VERB
biht-396	270	11	systems	system	NOUN
biht-396	270	12	incorporate	incorporate	VERB
biht-396	270	13	code	code	NOUN
biht-396	270	14	with	with	ADP
biht-396	270	15	incompatible	incompatible	ADJ
biht-396	270	16	licensing	licensing	NOUN
biht-396	270	17	terms	term	NOUN
biht-396	270	18	.	.	PUNCT
biht-396	271	1	there	there	PRON
biht-396	271	2	are	be	VERB
biht-396	271	3	also	also	ADV
biht-396	271	4	significant	significant	ADJ
biht-396	271	5	challenges	challenge	NOUN
biht-396	271	6	in	in	ADP
biht-396	271	7	determining	determine	VERB
biht-396	271	8	responsibility	responsibility	NOUN
biht-396	271	9	for	for	ADP
biht-396	271	10	defects	defect	NOUN
biht-396	271	11	—	—	PUNCT
biht-396	271	12	whether	whether	SCONJ
biht-396	271	13	they	they	PRON
biht-396	271	14	lie	lie	VERB
biht-396	271	15	with	with	ADP
biht-396	271	16	the	the	DET
biht-396	271	17	developers	developer	NOUN
biht-396	271	18	,	,	PUNCT
biht-396	271	19	the	the	DET
biht-396	271	20	ai	ai	ADJ
biht-396	271	21	system	system	NOUN
biht-396	271	22	providers	provider	NOUN
biht-396	271	23	,	,	PUNCT
biht-396	271	24	or	or	CCONJ
biht-396	271	25	the	the	DET
biht-396	271	26	organizations	organization	NOUN
biht-396	271	27	that	that	PRON
biht-396	271	28	created	create	VERB
biht-396	271	29	the	the	DET
biht-396	271	30	training	training	NOUN
biht-396	271	31	data	datum	NOUN
biht-396	271	32	.	.	PUNCT
biht-396	272	1	these	these	DET
biht-396	272	2	ambiguities	ambiguity	NOUN
biht-396	272	3	can	can	AUX
biht-396	272	4	lead	lead	VERB
biht-396	272	5	to	to	ADP
biht-396	272	6	potential	potential	ADJ
biht-396	272	7	compliance	compliance	NOUN
biht-396	272	8	failures	failure	NOUN
biht-396	272	9	in	in	ADP
biht-396	272	10	regulated	regulated	ADJ
biht-396	272	11	industries	industry	NOUN
biht-396	272	12	where	where	SCONJ
biht-396	272	13	code	code	NOUN
biht-396	272	14	provenance	provenance	NOUN
biht-396	272	15	and	and	CCONJ
biht-396	272	16	security	security	NOUN
biht-396	272	17	guarantees	guarantee	NOUN
biht-396	272	18	are	be	AUX
biht-396	272	19	mandated	mandate	VERB
biht-396	272	20	by	by	ADP
biht-396	272	21	law	law	NOUN
biht-396	272	22	.	.	PUNCT
biht-396	273	1	the	the	DET
biht-396	273	2	legal	legal	ADJ
biht-396	273	3	landscape	landscape	NOUN
biht-396	273	4	around	around	ADP
biht-396	273	5	ai	ai	NOUN
biht-396	273	6	-	-	PUNCT
biht-396	273	7	assisted	assist	VERB
biht-396	273	8	development	development	NOUN
biht-396	273	9	remains	remain	VERB
biht-396	273	10	complex	complex	ADJ
biht-396	273	11	and	and	CCONJ
biht-396	273	12	potentially	potentially	ADV
biht-396	273	13	clouded	clouded	ADJ
biht-396	273	14	because	because	SCONJ
biht-396	273	15	murky	murky	ADJ
biht-396	273	16	origins	origin	NOUN
biht-396	273	17	and	and	CCONJ
biht-396	273	18	licensing	licensing	NOUN
biht-396	273	19	status	status	NOUN
biht-396	273	20	create	create	VERB
biht-396	273	21	potential	potential	ADJ
biht-396	273	22	ip	ip	PRON
biht-396	273	23	disputes	dispute	NOUN
biht-396	273	24	,	,	PUNCT
biht-396	273	25	inadvertent	inadvertent	ADJ
biht-396	273	26	violation	violation	NOUN
biht-396	273	27	of	of	ADP
biht-396	273	28	open	open	ADJ
biht-396	273	29	-	-	PUNCT
biht-396	273	30	source	source	NOUN
biht-396	273	31	licenses	license	NOUN
biht-396	273	32	,	,	PUNCT
biht-396	273	33	challenges	challenge	NOUN
biht-396	273	34	in	in	ADP
biht-396	273	35	determining	determine	VERB
biht-396	273	36	responsibility	responsibility	NOUN
biht-396	273	37	for	for	ADP
biht-396	273	38	defects	defect	NOUN
biht-396	273	39	,	,	PUNCT
biht-396	273	40	and	and	CCONJ
biht-396	273	41	potential	potential	ADJ
biht-396	273	42	compliance	compliance	NOUN
biht-396	273	43	failures	failure	NOUN
biht-396	273	44	in	in	ADP
biht-396	273	45	regulated	regulated	ADJ
biht-396	273	46	industries	industry	NOUN
biht-396	273	47	.	.	PUNCT
biht-396	274	1	the	the	DET
biht-396	274	2	self	self	NOUN
biht-396	274	3	-	-	PUNCT
biht-396	274	4	evolving	evolve	VERB
biht-396	274	5	software	software	NOUN
biht-396	274	6	alternative	alternative	NOUN
biht-396	274	7	the	the	DET
biht-396	274	8	ses	se	NOUN
biht-396	274	9	offers	offer	VERB
biht-396	274	10	a	a	DET
biht-396	274	11	fundamentally	fundamentally	ADV
biht-396	274	12	different	different	ADJ
biht-396	274	13	approach	approach	NOUN
biht-396	274	14	that	that	PRON
biht-396	274	15	addresses	address	VERB
biht-396	274	16	many	many	ADJ
biht-396	274	17	of	of	ADP
biht-396	274	18	these	these	DET
biht-396	274	19	concerns	concern	NOUN
biht-396	274	20	through	through	ADP
biht-396	274	21	rigorous	rigorous	ADJ
biht-396	274	22	data	datum	NOUN
biht-396	274	23	governance	governance	NOUN
biht-396	274	24	.	.	PUNCT
biht-396	275	1	unlike	unlike	ADP
biht-396	275	2	traditional	traditional	ADJ
biht-396	275	3	ai	ai	PROPN
biht-396	275	4	code	code	NOUN
biht-396	275	5	generation	generation	NOUN
biht-396	275	6	,	,	PUNCT
biht-396	275	7	ses	ses	PROPN
biht-396	275	8	uses	uses	AUX
biht-396	275	9	carefully	carefully	ADV
biht-396	275	10	vetted	vet	VERB
biht-396	275	11	,	,	PUNCT
biht-396	275	12	high	high	ADJ
biht-396	275	13	-	-	PUNCT
biht-396	275	14	quality	quality	NOUN
biht-396	275	15	code	code	NOUN
biht-396	275	16	solutions	solution	NOUN
biht-396	275	17	that	that	PRON
biht-396	275	18	meet	meet	VERB
biht-396	275	19	predetermined	predetermine	VERB
biht-396	275	20	security	security	NOUN
biht-396	275	21	and	and	CCONJ
biht-396	275	22	quality	quality	NOUN
biht-396	275	23	standards	standard	NOUN
biht-396	275	24	.	.	PUNCT
biht-396	276	1	the	the	DET
biht-396	276	2	system	system	NOUN
biht-396	276	3	continuously	continuously	ADV
biht-396	276	4	learns	learn	VERB
biht-396	276	5	from	from	ADP
biht-396	276	6	successful	successful	ADJ
biht-396	276	7	code	code	NOUN
biht-396	276	8	practices	practice	NOUN
biht-396	276	9	using	use	VERB
biht-396	276	10	reinforced	reinforce	VERB
biht-396	276	11	learning	learning	NOUN
biht-396	276	12	and	and	CCONJ
biht-396	276	13	proactive	proactive	ADJ
biht-396	276	14	learning	learn	VERB
biht-396	276	15	mechanisms	mechanism	NOUN
biht-396	276	16	,	,	PUNCT
biht-396	276	17	improving	improve	VERB
biht-396	276	18	over	over	ADP
biht-396	276	19	time	time	NOUN
biht-396	276	20	without	without	ADP
biht-396	276	21	compromising	compromise	VERB
biht-396	276	22	security	security	NOUN
biht-396	276	23	.	.	PUNCT
biht-396	277	1	importantly	importantly	ADV
biht-396	277	2	,	,	PUNCT
biht-396	277	3	ses	ses	PROPN
biht-396	277	4	maintains	maintain	VERB
biht-396	277	5	clear	clear	ADJ
biht-396	277	6	provenance	provenance	NOUN
biht-396	277	7	information	information	NOUN
biht-396	277	8	for	for	ADP
biht-396	277	9	all	all	DET
biht-396	277	10	generated	generate	VERB
biht-396	277	11	code	code	NOUN
biht-396	277	12	,	,	PUNCT
biht-396	277	13	creating	create	VERB
biht-396	277	14	an	an	DET
biht-396	277	15	auditable	auditable	ADJ
biht-396	277	16	trail	trail	NOUN
biht-396	277	17	that	that	PRON
biht-396	277	18	satisfies	satisfy	VERB
biht-396	277	19	compliance	compliance	NOUN
biht-396	277	20	requirements	requirement	NOUN
biht-396	277	21	.	.	PUNCT
biht-396	278	1	by	by	ADP
biht-396	278	2	prioritizing	prioritize	VERB
biht-396	278	3	well	well	ADV
biht-396	278	4	-	-	PUNCT
biht-396	278	5	tested	test	VERB
biht-396	278	6	,	,	PUNCT
biht-396	278	7	secure	secure	ADJ
biht-396	278	8	,	,	PUNCT
biht-396	278	9	and	and	CCONJ
biht-396	278	10	properly	properly	ADV
biht-396	278	11	documented	document	VERB
biht-396	278	12	code	code	NOUN
biht-396	278	13	,	,	PUNCT
biht-396	278	14	ses	se	NOUN
biht-396	278	15	creates	create	VERB
biht-396	278	16	a	a	DET
biht-396	278	17	foundation	foundation	NOUN
biht-396	278	18	for	for	ADP
biht-396	278	19	sustainable	sustainable	ADJ
biht-396	278	20	ai	ai	NOUN
biht-396	278	21	-	-	PUNCT
biht-396	278	22	assisted	assist	VERB
biht-396	278	23	development	development	NOUN
biht-396	278	24	.	.	PUNCT
biht-396	279	1	ses	se	NOUN
biht-396	279	2	offers	offer	VERB
biht-396	279	3	a	a	DET
biht-396	279	4	fundamentally	fundamentally	ADV
biht-396	279	5	different	different	ADJ
biht-396	279	6	approach	approach	NOUN
biht-396	279	7	that	that	PRON
biht-396	279	8	includes	include	VERB
biht-396	279	9	using	use	VERB
biht-396	279	10	carefully	carefully	ADV
biht-396	279	11	vetted	vet	VERB
biht-396	279	12	,	,	PUNCT
biht-396	279	13	high	high	ADJ
biht-396	279	14	-	-	PUNCT
biht-396	279	15	quality	quality	NOUN
biht-396	279	16	code	code	NOUN
biht-396	279	17	solutions	solution	NOUN
biht-396	279	18	;	;	PUNCT
biht-396	279	19	continuous	continuous	ADJ
biht-396	279	20	learning	learning	NOUN
biht-396	279	21	from	from	ADP
biht-396	279	22	successful	successful	ADJ
biht-396	279	23	code	code	NOUN
biht-396	279	24	practices	practice	NOUN
biht-396	279	25	using	use	VERB
biht-396	279	26	reinforced	reinforce	VERB
biht-396	279	27	learning	learning	NOUN
biht-396	279	28	and	and	CCONJ
biht-396	279	29	proactive	proactive	ADJ
biht-396	279	30	learning	learn	VERB
biht-396	279	31	mechanisms	mechanism	NOUN
biht-396	279	32	;	;	PUNCT
biht-396	279	33	maintaining	maintain	VERB
biht-396	279	34	clear	clear	ADJ
biht-396	279	35	provenance	provenance	NOUN
biht-396	279	36	information	information	NOUN
biht-396	279	37	;	;	PUNCT
biht-396	279	38	and	and	CCONJ
biht-396	279	39	prioritizing	prioritize	VERB
biht-396	279	40	well	well	ADV
biht-396	279	41	-	-	PUNCT
biht-396	279	42	tested	test	VERB
biht-396	279	43	,	,	PUNCT
biht-396	279	44	secure	secure	ADJ
biht-396	279	45	,	,	PUNCT
biht-396	279	46	and	and	CCONJ
biht-396	279	47	properly	properly	ADV
biht-396	279	48	documented	document	VERB
biht-396	279	49	code	code	NOUN
biht-396	279	50	.	.	PUNCT
biht-396	280	1	measuring	measure	VERB
biht-396	280	2	the	the	DET
biht-396	280	3	impact	impact	NOUN
biht-396	280	4	:	:	PUNCT
biht-396	280	5	quality	quality	NOUN
biht-396	280	6	over	over	ADP
biht-396	280	7	quantity	quantity	NOUN
biht-396	280	8	empirical	empirical	ADJ
biht-396	280	9	evidence	evidence	NOUN
biht-396	280	10	increasingly	increasingly	ADV
biht-396	280	11	supports	support	VERB
biht-396	280	12	the	the	DET
biht-396	280	13	ses	se	NOUN
biht-396	280	14	approach	approach	NOUN
biht-396	280	15	as	as	ADP
biht-396	280	16	not	not	PART
biht-396	280	17	just	just	ADV
biht-396	280	18	more	more	ADV
biht-396	280	19	secure	secure	ADJ
biht-396	280	20	but	but	CCONJ
biht-396	280	21	more	more	ADV
biht-396	280	22	economical	economical	ADJ
biht-396	280	23	in	in	ADP
biht-396	280	24	the	the	DET
biht-396	280	25	long	long	ADJ
biht-396	280	26	term	term	NOUN
biht-396	280	27	.	.	PUNCT
biht-396	281	1	organizations	organization	NOUN
biht-396	281	2	implementing	implement	VERB
biht-396	281	3	ses	se	NOUN
biht-396	281	4	report	report	VERB
biht-396	281	5	up	up	ADP
biht-396	281	6	  	  	SPACE
biht-396	281	7	to	to	PART
biht-396	281	8	60	60	NUM
biht-396	281	9	%	%	NOUN
biht-396	281	10	fewer	few	ADJ
biht-396	281	11	defects	defect	NOUN
biht-396	281	12	compared	compare	VERB
biht-396	281	13	to	to	ADP
biht-396	281	14	traditional	traditional	ADJ
biht-396	281	15	ai	ai	VERB
biht-396	281	16	-	-	PUNCT
biht-396	281	17	assisted	assist	VERB
biht-396	281	18	development	development	NOUN
biht-396	281	19	,	,	PUNCT
biht-396	281	20	dramatically	dramatically	ADV
biht-396	281	21	reducing	reduce	VERB
biht-396	281	22	the	the	DET
biht-396	281	23	resources	resource	NOUN
biht-396	281	24	needed	need	VERB
biht-396	281	25	for	for	ADP
biht-396	281	26	bug	bug	NOUN
biht-396	281	27	fixes	fix	NOUN
biht-396	281	28	and	and	CCONJ
biht-396	281	29	security	security	NOUN
biht-396	281	30	patches	patch	NOUN
biht-396	281	31	.	.	PUNCT
biht-396	282	1	these	these	DET
biht-396	282	2	quality	quality	NOUN
biht-396	282	3	improvements	improvement	NOUN
biht-396	282	4	translate	translate	VERB
biht-396	282	5	to	to	ADP
biht-396	282	6	40	40	NUM
biht-396	282	7	%	%	NOUN
biht-396	282	8	to	to	PART
biht-396	282	9	50	50	NUM
biht-396	282	10	%	%	NOUN
biht-396	282	11	lower	low	ADJ
biht-396	282	12	maintenance	maintenance	NOUN
biht-396	282	13	expenses	expense	NOUN
biht-396	282	14	over	over	ADP
biht-396	282	15	a	a	DET
biht-396	282	16	3	3	NUM
biht-396	282	17	-	-	PUNCT
biht-396	282	18	year	year	NOUN
biht-396	282	19	period	period	NOUN
biht-396	282	20	,	,	PUNCT
biht-396	282	21	creating	create	VERB
biht-396	282	22	a	a	DET
biht-396	282	23	substantial	substantial	ADJ
biht-396	282	24	return	return	NOUN
biht-396	282	25	on	on	ADP
biht-396	282	26	investment	investment	NOUN
biht-396	282	27	for	for	ADP
biht-396	282	28	organizations	organization	NOUN
biht-396	282	29	that	that	PRON
biht-396	282	30	prioritize	prioritize	VERB
biht-396	282	31	code	code	NOUN
biht-396	282	32	quality	quality	NOUN
biht-396	282	33	.	.	PUNCT
biht-396	283	1	perhaps	perhaps	ADV
biht-396	283	2	most	most	ADV
biht-396	283	3	compelling	compelling	ADJ
biht-396	283	4	is	be	AUX
biht-396	283	5	the	the	DET
biht-396	283	6	significantly	significantly	ADV
biht-396	283	7	fewer	few	ADJ
biht-396	283	8	security	security	NOUN
biht-396	283	9	incidents	incident	NOUN
biht-396	283	10	—	—	PUNCT
biht-396	283	11	a	a	DET
biht-396	283	12	70	70	NUM
biht-396	283	13	%	%	NOUN
biht-396	283	14	reduction	reduction	NOUN
biht-396	283	15	in	in	ADP
biht-396	283	16	some	some	DET
biht-396	283	17	cases	case	NOUN
biht-396	283	18	—	—	PUNCT
biht-396	283	19	demonstrating	demonstrate	VERB
biht-396	283	20	that	that	SCONJ
biht-396	283	21	the	the	DET
biht-396	283	22	initial	initial	ADJ
biht-396	283	23	investment	investment	NOUN
biht-396	283	24	in	in	ADP
biht-396	283	25	proper	proper	ADJ
biht-396	283	26	data	datum	NOUN
biht-396	283	27	governance	governance	NOUN
biht-396	283	28	pays	pay	VERB
biht-396	283	29	dividends	dividend	NOUN
biht-396	283	30	in	in	ADP
biht-396	283	31	reduced	reduced	ADJ
biht-396	283	32	security	security	NOUN
biht-396	283	33	risks	risk	NOUN
biht-396	283	34	and	and	CCONJ
biht-396	283	35	breach	breach	NOUN
biht-396	283	36	-	-	PUNCT
biht-396	283	37	related	relate	VERB
biht-396	283	38	costs	cost	NOUN
biht-396	283	39	.	.	PUNCT
biht-396	284	1	empirical	empirical	ADJ
biht-396	284	2	evidence	evidence	NOUN
biht-396	284	3	increasingly	increasingly	ADV
biht-396	284	4	supports	support	VERB
biht-396	284	5	the	the	DET
biht-396	284	6	ses	se	NOUN
biht-396	284	7	approach	approach	NOUN
biht-396	284	8	,	,	PUNCT
biht-396	284	9	with	with	ADP
biht-396	284	10	up	up	ADP
biht-396	284	11	to	to	PART
biht-396	284	12	60	60	NUM
biht-396	284	13	%	%	NOUN
biht-396	284	14	fewer	few	ADJ
biht-396	284	15	defects	defect	NOUN
biht-396	284	16	compared	compare	VERB
biht-396	284	17	to	to	ADP
biht-396	284	18	traditional	traditional	ADJ
biht-396	284	19	ai	ai	VERB
biht-396	284	20	-	-	PUNCT
biht-396	284	21	assisted	assist	VERB
biht-396	284	22	development	development	NOUN
biht-396	284	23	,	,	PUNCT
biht-396	284	24	40	40	NUM
biht-396	284	25	%	%	NOUN
biht-396	284	26	to	to	PART
biht-396	284	27	50	50	NUM
biht-396	284	28	%	%	NOUN
biht-396	284	29	lower	low	ADJ
biht-396	284	30	maintenance	maintenance	NOUN
biht-396	284	31	expenses	expense	NOUN
biht-396	284	32	over	over	ADP
biht-396	284	33	a	a	DET
biht-396	284	34	3	3	NUM
biht-396	284	35	-	-	PUNCT
biht-396	284	36	years	year	NOUN
biht-396	284	37	,	,	PUNCT
biht-396	284	38	and	and	CCONJ
biht-396	284	39	significantly	significantly	ADV
biht-396	284	40	fewer	few	ADJ
biht-396	284	41	security	security	NOUN
biht-396	284	42	incidents	incident	NOUN
biht-396	284	43	(	(	PUNCT
biht-396	284	44	70	70	NUM
biht-396	284	45	%	%	NOUN
biht-396	284	46	reduction	reduction	NOUN
biht-396	284	47	in	in	ADP
biht-396	284	48	some	some	DET
biht-396	284	49	cases	case	NOUN
biht-396	284	50	)	)	PUNCT
biht-396	284	51	.	.	PUNCT
biht-396	285	1	the	the	DET
biht-396	285	2	importance	importance	NOUN
biht-396	285	3	of	of	ADP
biht-396	285	4	this	this	PRON
biht-396	285	5	is	be	AUX
biht-396	285	6	underlined	underline	VERB
biht-396	285	7	by	by	ADP
biht-396	285	8	a	a	DET
biht-396	285	9	research	research	NOUN
biht-396	285	10	paper	paper	NOUN
biht-396	285	11	conducted	conduct	VERB
biht-396	285	12	by	by	ADP
biht-396	285	13	gitclear,1	gitclear,1	NOUN
biht-396	285	14	16th	16th	ADJ
biht-396	285	15	january	january	PROPN
biht-396	285	16	2024	2024	NUM
biht-396	285	17	,	,	PUNCT
biht-396	285	18	which	which	PRON
biht-396	285	19	analyzed	analyze	VERB
biht-396	285	20	153	153	NUM
biht-396	285	21	million	million	NUM
biht-396	285	22	lines	line	NOUN
biht-396	285	23	of	of	ADP
biht-396	285	24	code	code	NOUN
biht-396	285	25	across	across	ADP
biht-396	285	26	multiple	multiple	ADJ
biht-396	285	27	publicly	publicly	ADV
biht-396	285	28	available	available	ADJ
biht-396	285	29	projects	project	NOUN
biht-396	285	30	over	over	ADP
biht-396	285	31	a	a	DET
biht-396	285	32	4	4	NUM
biht-396	285	33	-	-	PUNCT
biht-396	285	34	years	year	NOUN
biht-396	285	35	from	from	ADP
biht-396	285	36	2020	2020	NUM
biht-396	285	37	to	to	ADP
biht-396	285	38	2024	2024	NUM
biht-396	285	39	.	.	PUNCT
biht-396	286	1	the	the	DET
biht-396	286	2	hidden	hide	VERB
biht-396	286	3	costs	cost	NOUN
biht-396	286	4	of	of	ADP
biht-396	286	5	unvetted	unvetted	ADJ
biht-396	286	6	code	code	NOUN
biht-396	286	7	reuse	reuse	NOUN
biht-396	286	8	in	in	ADP
biht-396	286	9	ai	ai	PROPN
biht-396	286	10	development	development	NOUN
biht-396	286	11	extend	extend	VERB
biht-396	286	12	far	far	ADV
biht-396	286	13	beyond	beyond	ADP
biht-396	286	14	immediate	immediate	ADJ
biht-396	286	15	development	development	NOUN
biht-396	286	16	time	time	NOUN
biht-396	286	17	,	,	PUNCT
biht-396	286	18	creating	create	VERB
biht-396	286	19	significant	significant	ADJ
biht-396	286	20	security	security	NOUN
biht-396	286	21	vulnerabilities	vulnerability	NOUN
biht-396	286	22	,	,	PUNCT
biht-396	286	23	legal	legal	ADJ
biht-396	286	24	exposures	exposure	NOUN
biht-396	286	25	,	,	PUNCT
biht-396	286	26	and	and	CCONJ
biht-396	286	27	long	long	ADJ
biht-396	286	28	-	-	PUNCT
biht-396	286	29	term	term	NOUN
biht-396	286	30	maintenance	maintenance	NOUN
biht-396	286	31	burdens	burden	NOUN
biht-396	286	32	.	.	PUNCT
biht-396	287	1	the	the	DET
biht-396	287	2	ses	ses	PROPN
biht-396	287	3	approach	approach	NOUN
biht-396	287	4	demonstrates	demonstrate	VERB
biht-396	287	5	that	that	SCONJ
biht-396	287	6	prioritizing	prioritize	VERB
biht-396	287	7	quality	quality	NOUN
biht-396	287	8	over	over	ADP
biht-396	287	9	quantity	quantity	NOUN
biht-396	287	10	in	in	ADP
biht-396	287	11	training	training	NOUN
biht-396	287	12	data	datum	NOUN
biht-396	287	13	not	not	PART
biht-396	287	14	only	only	ADV
biht-396	287	15	produces	produce	VERB
biht-396	287	16	more	more	ADV
biht-396	287	17	secure	secure	ADJ
biht-396	287	18	and	and	CCONJ
biht-396	287	19	compliant	compliant	ADJ
biht-396	287	20	code	code	NOUN
biht-396	287	21	but	but	CCONJ
biht-396	287	22	also	also	ADV
biht-396	287	23	ultimately	ultimately	ADV
biht-396	287	24	delivers	deliver	VERB
biht-396	287	25	superior	superior	ADJ
biht-396	287	26	economic	economic	ADJ
biht-396	287	27	outcomes	outcome	NOUN
biht-396	287	28	.	.	PUNCT
biht-396	288	1	as	as	SCONJ
biht-396	288	2	ai	ai	NOUN
biht-396	288	3	becomes	become	VERB
biht-396	288	4	increasingly	increasingly	ADV
biht-396	288	5	central	central	ADJ
biht-396	288	6	to	to	PART
biht-396	288	7	software	software	NOUN
biht-396	288	8	development	development	NOUN
biht-396	288	9	,	,	PUNCT
biht-396	288	10	organizations	organization	NOUN
biht-396	288	11	must	must	AUX
biht-396	288	12	critically	critically	ADV
biht-396	288	13	evaluate	evaluate	VERB
biht-396	288	14	the	the	DET
biht-396	288	15	true	true	ADJ
biht-396	288	16	costs	cost	NOUN
biht-396	288	17	and	and	CCONJ
biht-396	288	18	benefits	benefit	NOUN
biht-396	288	19	of	of	ADP
biht-396	288	20	their	their	PRON
biht-396	288	21	ai	ai	ADJ
biht-396	288	22	integration	integration	NOUN
biht-396	288	23	strategies	strategy	NOUN
biht-396	288	24	,	,	PUNCT
biht-396	288	25	looking	look	VERB
biht-396	288	26	beyond	beyond	ADP
biht-396	288	27	short	short	ADJ
biht-396	288	28	-	-	PUNCT
biht-396	288	29	term	term	NOUN
biht-396	288	30	productivity	productivity	NOUN
biht-396	288	31	gains	gain	NOUN
biht-396	288	32	to	to	PART
biht-396	288	33	consider	consider	VERB
biht-396	288	34	the	the	DET
biht-396	288	35	full	full	ADJ
biht-396	288	36	lifecycle	lifecycle	NOUN
biht-396	288	37	implications	implication	NOUN
biht-396	288	38	of	of	ADP
biht-396	288	39	their	their	PRON
biht-396	288	40	approach	approach	NOUN
biht-396	288	41	.	.	PUNCT
biht-396	289	1	conclusion	conclusion	NOUN
biht-396	289	2	and	and	CCONJ
biht-396	289	3	recommendations	recommendation	NOUN
biht-396	289	4	as	as	ADP
biht-396	289	5	code	code	NOUN
biht-396	289	6	gen	gen	PROPN
biht-396	289	7	ai	ai	ADJ
biht-396	289	8	transitions	transition	NOUN
biht-396	289	9	from	from	ADP
biht-396	289	10	an	an	DET
biht-396	289	11	experimental	experimental	ADJ
biht-396	289	12	technology	technology	NOUN
biht-396	289	13	to	to	ADP
biht-396	289	14	a	a	DET
biht-396	289	15	core	core	NOUN
biht-396	289	16	component	component	NOUN
biht-396	289	17	of	of	ADP
biht-396	289	18	enterprise	enterprise	NOUN
biht-396	289	19	software	software	NOUN
biht-396	289	20	development	development	NOUN
biht-396	289	21	,	,	PUNCT
biht-396	289	22	its	its	PRON
biht-396	289	23	success	success	NOUN
biht-396	289	24	will	will	AUX
biht-396	289	25	increasingly	increasingly	ADV
biht-396	289	26	hinge	hinge	VERB
biht-396	289	27	on	on	ADP
biht-396	289	28	how	how	SCONJ
biht-396	289	29	responsibly	responsibly	ADV
biht-396	289	30	and	and	CCONJ
biht-396	289	31	intelligently	intelligently	ADV
biht-396	289	32	it	it	PRON
biht-396	289	33	is	be	AUX
biht-396	289	34	implemented	implement	VERB
biht-396	289	35	.	.	PUNCT
biht-396	290	1	this	this	PRON
biht-396	290	2	is	be	AUX
biht-396	290	3	especially	especially	ADV
biht-396	290	4	true	true	ADJ
biht-396	290	5	in	in	ADP
biht-396	290	6	high	high	ADJ
biht-396	290	7	-	-	PUNCT
biht-396	290	8	stakes	stake	NOUN
biht-396	290	9	environments	environment	NOUN
biht-396	290	10	like	like	ADP
biht-396	290	11	healthcare	healthcare	NOUN
biht-396	290	12	,	,	PUNCT
biht-396	290	13	where	where	SCONJ
biht-396	290	14	the	the	DET
biht-396	290	15	consequences	consequence	NOUN
biht-396	290	16	of	of	ADP
biht-396	290	17	malfunctioning	malfunction	VERB
biht-396	290	18	code	code	NOUN
biht-396	290	19	extend	extend	NOUN
biht-396	290	20	beyond	beyond	ADP
biht-396	290	21	system	system	NOUN
biht-396	290	22	performance	performance	NOUN
biht-396	290	23	to	to	PART
biht-396	290	24	encompass	encompass	VERB
biht-396	290	25	human	human	ADJ
biht-396	290	26	safety	safety	NOUN
biht-396	290	27	,	,	PUNCT
biht-396	290	28	privacy	privacy	NOUN
biht-396	290	29	,	,	PUNCT
biht-396	290	30	and	and	CCONJ
biht-396	290	31	legal	legal	ADJ
biht-396	290	32	accountability	accountability	NOUN
biht-396	290	33	.	.	PUNCT
biht-396	291	1	this	this	DET
biht-396	291	2	article	article	NOUN
biht-396	291	3	demonstrates	demonstrate	VERB
biht-396	291	4	that	that	SCONJ
biht-396	291	5	the	the	DET
biht-396	291	6	richness	richness	ADJ
biht-396	291	7	and	and	CCONJ
biht-396	291	8	contextual	contextual	ADJ
biht-396	291	9	relevance	relevance	NOUN
biht-396	291	10	of	of	ADP
biht-396	291	11	data	datum	NOUN
biht-396	291	12	are	be	AUX
biht-396	291	13	more	more	ADV
biht-396	291	14	critical	critical	ADJ
biht-396	291	15	than	than	ADP
biht-396	291	16	dataset	dataset	ADJ
biht-396	291	17	size	size	NOUN
biht-396	291	18	alone	alone	ADV
biht-396	291	19	.	.	PUNCT
biht-396	292	1	through	through	ADP
biht-396	292	2	case	case	NOUN
biht-396	292	3	studies	study	NOUN
biht-396	292	4	and	and	CCONJ
biht-396	292	5	comparative	comparative	ADJ
biht-396	292	6	metrics	metric	NOUN
biht-396	292	7	,	,	PUNCT
biht-396	292	8	we	we	PRON
biht-396	292	9	show	show	VERB
biht-396	292	10	that	that	SCONJ
biht-396	292	11	platforms	platform	NOUN
biht-396	292	12	like	like	ADP
biht-396	292	13	ses	se	NOUN
biht-396	292	14	,	,	PUNCT
biht-396	292	15	which	which	PRON
biht-396	292	16	adopt	adopt	VERB
biht-396	292	17	domain	domain	NOUN
biht-396	292	18	-	-	PUNCT
biht-396	292	19	specific	specific	ADJ
biht-396	292	20	,	,	PUNCT
biht-396	292	21	curated	curate	VERB
biht-396	292	22	,	,	PUNCT
biht-396	292	23	and	and	CCONJ
biht-396	292	24	legally	legally	ADV
biht-396	292	25	compliant	compliant	ADJ
biht-396	292	26	datasets	dataset	NOUN
biht-396	292	27	,	,	PUNCT
biht-396	292	28	outperform	outperform	ADJ
biht-396	292	29	quantity	quantity	NOUN
biht-396	292	30	-	-	PUNCT
biht-396	292	31	based	base	VERB
biht-396	292	32	ai	ai	NOUN
biht-396	292	33	systems	system	NOUN
biht-396	292	34	across	across	ADP
biht-396	292	35	virtually	virtually	ADV
biht-396	292	36	all	all	PRON
biht-396	292	37	key	key	ADJ
biht-396	292	38	dimensions	dimension	NOUN
biht-396	292	39	—	—	PUNCT
biht-396	292	40	code	code	NOUN
biht-396	292	41	quality	quality	NOUN
biht-396	292	42	,	,	PUNCT
biht-396	292	43	maintainability	maintainability	NOUN
biht-396	292	44	,	,	PUNCT
biht-396	292	45	security	security	NOUN
biht-396	292	46	,	,	PUNCT
biht-396	292	47	and	and	CCONJ
biht-396	292	48	compliance	compliance	NOUN
biht-396	292	49	.	.	PUNCT
biht-396	293	1	we	we	PRON
biht-396	293	2	recommend	recommend	VERB
biht-396	293	3	that	that	SCONJ
biht-396	293	4	organizations	organization	NOUN
biht-396	293	5	adopt	adopt	VERB
biht-396	293	6	rich	rich	ADJ
biht-396	293	7	data	data	NOUN
biht-396	293	8	strategies	strategy	NOUN
biht-396	293	9	when	when	SCONJ
biht-396	293	10	implementing	implement	VERB
biht-396	293	11	code	code	NOUN
biht-396	293	12	gen	gen	PROPN
biht-396	293	13	ai	ai	NOUN
biht-396	293	14	.	.	PUNCT
biht-396	294	1	these	these	PRON
biht-396	294	2	should	should	AUX
biht-396	294	3	include	include	VERB
biht-396	294	4	curated	curate	VERB
biht-396	294	5	datasets	dataset	NOUN
biht-396	294	6	,	,	PUNCT
biht-396	294	7	embedded	embed	VERB
biht-396	294	8	regulatory	regulatory	ADJ
biht-396	294	9	logic	logic	NOUN
biht-396	294	10	,	,	PUNCT
biht-396	294	11	explainable	explainable	ADJ
biht-396	294	12	outputs	output	NOUN
biht-396	294	13	,	,	PUNCT
biht-396	294	14	and	and	CCONJ
biht-396	294	15	continuous	continuous	ADJ
biht-396	294	16	feedback	feedback	NOUN
biht-396	294	17	loops	loop	NOUN
biht-396	294	18	.	.	PUNCT
biht-396	295	1	while	while	SCONJ
biht-396	295	2	this	this	DET
biht-396	295	3	approach	approach	NOUN
biht-396	295	4	may	may	AUX
biht-396	295	5	require	require	VERB
biht-396	295	6	more	more	ADJ
biht-396	295	7	initial	initial	ADJ
biht-396	295	8	investment	investment	NOUN
biht-396	295	9	and	and	CCONJ
biht-396	295	10	configuration	configuration	NOUN
biht-396	295	11	,	,	PUNCT
biht-396	295	12	it	it	PRON
biht-396	295	13	results	result	VERB
biht-396	295	14	in	in	ADP
biht-396	295	15	long	long	ADJ
biht-396	295	16	-	-	PUNCT
biht-396	295	17	term	term	NOUN
biht-396	295	18	benefits	benefit	NOUN
biht-396	295	19	—	—	PUNCT
biht-396	295	20	reduced	reduce	VERB
biht-396	295	21	technical	technical	ADJ
biht-396	295	22	debt	debt	NOUN
biht-396	295	23	,	,	PUNCT
biht-396	295	24	enhanced	enhanced	ADJ
biht-396	295	25	trust	trust	NOUN
biht-396	295	26	,	,	PUNCT
biht-396	295	27	and	and	CCONJ
biht-396	295	28	significantly	significantly	ADV
biht-396	295	29	lower	low	ADJ
biht-396	295	30	maintenance	maintenance	NOUN
biht-396	295	31	costs	cost	NOUN
biht-396	295	32	.	.	PUNCT
biht-396	296	1	the	the	DET
biht-396	296	2	future	future	NOUN
biht-396	296	3	of	of	ADP
biht-396	296	4	trustworthy	trustworthy	ADJ
biht-396	296	5	ai	ai	VERB
biht-396	296	6	in	in	ADP
biht-396	296	7	software	software	NOUN
biht-396	296	8	development	development	NOUN
biht-396	296	9	lies	lie	VERB
biht-396	296	10	not	not	PART
biht-396	296	11	in	in	ADP
biht-396	296	12	the	the	DET
biht-396	296	13	indiscriminate	indiscriminate	ADJ
biht-396	296	14	scaling	scaling	NOUN
biht-396	296	15	of	of	ADP
biht-396	296	16	models	model	NOUN
biht-396	296	17	but	but	CCONJ
biht-396	296	18	in	in	ADP
biht-396	296	19	scaling	scale	VERB
biht-396	296	20	with	with	ADP
biht-396	296	21	intention	intention	NOUN
biht-396	296	22	,	,	PUNCT
biht-396	296	23	ethics	ethic	NOUN
biht-396	296	24	,	,	PUNCT
biht-396	296	25	and	and	CCONJ
biht-396	296	26	contextual	contextual	ADJ
biht-396	296	27	intelligence	intelligence	NOUN
biht-396	296	28	.	.	PUNCT
biht-396	297	1	this	this	DET
biht-396	297	2	principle	principle	NOUN
biht-396	297	3	will	will	AUX
biht-396	297	4	form	form	VERB
biht-396	297	5	the	the	DET
biht-396	297	6	cornerstone	cornerstone	NOUN
biht-396	297	7	of	of	ADP
biht-396	297	8	sustainable	sustainable	ADJ
biht-396	297	9	and	and	CCONJ
biht-396	297	10	secure	secure	ADJ
biht-396	297	11	ai	ai	ADJ
biht-396	297	12	-	-	PUNCT
biht-396	297	13	driven	drive	VERB
biht-396	297	14	engineering	engineering	NOUN
biht-396	297	15	in	in	ADP
biht-396	297	16	the	the	DET
biht-396	297	17	years	year	NOUN
biht-396	297	18	to	to	PART
biht-396	297	19	come	come	VERB
biht-396	297	20	.	.	PUNCT
biht-396	298	1	best	good	ADJ
biht-396	298	2	practice	practice	NOUN
biht-396	298	3	guidelines	guideline	NOUN
biht-396	298	4	for	for	ADP
biht-396	298	5	code	code	NOUN
biht-396	298	6	gen	gen	PROPN
biht-396	298	7	ai	ai	VERB
biht-396	298	8	in	in	ADP
biht-396	298	9	regulated	regulated	ADJ
biht-396	298	10	sectors	sector	NOUN
biht-396	298	11	the	the	DET
biht-396	298	12	implementation	implementation	NOUN
biht-396	298	13	of	of	ADP
biht-396	298	14	ai	ai	ADJ
biht-396	298	15	-	-	PUNCT
biht-396	298	16	driven	drive	VERB
biht-396	298	17	code	code	NOUN
biht-396	298	18	generation	generation	NOUN
biht-396	298	19	in	in	ADP
biht-396	298	20	regulated	regulated	ADJ
biht-396	298	21	sectors	sector	NOUN
biht-396	298	22	presents	present	VERB
biht-396	298	23	unique	unique	ADJ
biht-396	298	24	challenges	challenge	NOUN
biht-396	298	25	that	that	PRON
biht-396	298	26	demand	demand	VERB
biht-396	298	27	https://doi.org/10.30953/bhty.v8.396	https://doi.org/10.30953/bhty.v8.396	DET
biht-396	298	28	citation	citation	NOUN
biht-396	298	29	:	:	PUNCT
biht-396	299	1	blockchain	blockchain	NOUN
biht-396	299	2	in	in	ADP
biht-396	299	3	healthcare	healthcare	NOUN
biht-396	299	4	today	today	NOUN
biht-396	299	5	2025	2025	NUM
biht-396	299	6	,	,	PUNCT
biht-396	299	7	8	8	NUM
biht-396	299	8	:	:	SYM
biht-396	299	9	396	396	NUM
biht-396	299	10	https://doi.org/10.30953/bhty.v8.39612	https://doi.org/10.30953/bhty.v8.39612	NOUN
biht-396	299	11	(	(	PUNCT
biht-396	299	12	page	page	NOUN
biht-396	299	13	number	number	NOUN
biht-396	299	14	not	not	PART
biht-396	299	15	for	for	ADP
biht-396	299	16	citation	citation	NOUN
biht-396	299	17	purpose	purpose	NOUN
biht-396	299	18	)	)	PUNCT
biht-396	299	19	muthu	muthu	PROPN
biht-396	299	20	ramachandran	ramachandran	PROPN
biht-396	299	21	and	and	CCONJ
biht-396	299	22	steven	steven	PROPN
biht-396	299	23	fouracre	fouracre	PROPN
biht-396	299	24	specialized	specialized	ADJ
biht-396	299	25	approaches	approach	NOUN
biht-396	299	26	.	.	PUNCT
biht-396	300	1	healthcare	healthcare	PROPN
biht-396	300	2	,	,	PUNCT
biht-396	300	3	finance	finance	NOUN
biht-396	300	4	,	,	PUNCT
biht-396	300	5	aerospace	aerospace	NOUN
biht-396	300	6	,	,	PUNCT
biht-396	300	7	and	and	CCONJ
biht-396	300	8	other	other	ADJ
biht-396	300	9	highly	highly	ADV
biht-396	300	10	regulated	regulate	VERB
biht-396	300	11	industries	industry	NOUN
biht-396	300	12	operate	operate	VERB
biht-396	300	13	under	under	ADP
biht-396	300	14	strict	strict	ADJ
biht-396	300	15	compliance	compliance	NOUN
biht-396	300	16	frameworks	framework	NOUN
biht-396	300	17	where	where	SCONJ
biht-396	300	18	software	software	NOUN
biht-396	300	19	failures	failure	NOUN
biht-396	300	20	can	can	AUX
biht-396	300	21	have	have	VERB
biht-396	300	22	serious	serious	ADJ
biht-396	300	23	consequences	consequence	NOUN
biht-396	300	24	,	,	PUNCT
biht-396	300	25	including	include	VERB
biht-396	300	26	harm	harm	NOUN
biht-396	300	27	to	to	ADP
biht-396	300	28	patients	patient	NOUN
biht-396	300	29	,	,	PUNCT
biht-396	300	30	financial	financial	ADJ
biht-396	300	31	losses	loss	NOUN
biht-396	300	32	,	,	PUNCT
biht-396	300	33	or	or	CCONJ
biht-396	300	34	threats	threat	NOUN
biht-396	300	35	to	to	ADP
biht-396	300	36	public	public	ADJ
biht-396	300	37	safety	safety	NOUN
biht-396	300	38	.	.	PUNCT
biht-396	301	1	traditional	traditional	ADJ
biht-396	301	2	ai	ai	PROPN
biht-396	301	3	code	code	NOUN
biht-396	301	4	generation	generation	NOUN
biht-396	301	5	techniques	technique	NOUN
biht-396	301	6	that	that	PRON
biht-396	301	7	prioritize	prioritize	VERB
biht-396	301	8	quantity	quantity	NOUN
biht-396	301	9	over	over	ADP
biht-396	301	10	quality	quality	NOUN
biht-396	301	11	create	create	VERB
biht-396	301	12	unacceptable	unacceptable	ADJ
biht-396	301	13	risks	risk	NOUN
biht-396	301	14	in	in	ADP
biht-396	301	15	these	these	DET
biht-396	301	16	environments	environment	NOUN
biht-396	301	17	.	.	PUNCT
biht-396	302	1	this	this	DET
biht-396	302	2	section	section	NOUN
biht-396	302	3	presents	present	VERB
biht-396	302	4	a	a	DET
biht-396	302	5	comprehensive	comprehensive	ADJ
biht-396	302	6	framework	framework	NOUN
biht-396	302	7	of	of	ADP
biht-396	302	8	best	good	ADJ
biht-396	302	9	practices	practice	NOUN
biht-396	302	10	specifically	specifically	ADV
biht-396	302	11	designed	design	VERB
biht-396	302	12	for	for	ADP
biht-396	302	13	organizations	organization	NOUN
biht-396	302	14	deploying	deploy	VERB
biht-396	302	15	code	code	NOUN
biht-396	302	16	gen	gen	PROPN
biht-396	302	17	ai	ai	VERB
biht-396	302	18	in	in	ADP
biht-396	302	19	contexts	context	NOUN
biht-396	302	20	where	where	SCONJ
biht-396	302	21	regulatory	regulatory	ADJ
biht-396	302	22	compliance	compliance	NOUN
biht-396	302	23	,	,	PUNCT
biht-396	302	24	security	security	NOUN
biht-396	302	25	,	,	PUNCT
biht-396	302	26	and	and	CCONJ
biht-396	302	27	reliability	reliability	NOUN
biht-396	302	28	are	be	AUX
biht-396	302	29	non	non	ADJ
biht-396	302	30	-	-	ADJ
biht-396	302	31	negotiable	negotiable	ADJ
biht-396	302	32	requirements	requirement	NOUN
biht-396	302	33	.	.	PUNCT
biht-396	303	1	these	these	DET
biht-396	303	2	guidelines	guideline	NOUN
biht-396	303	3	represent	represent	VERB
biht-396	303	4	a	a	DET
biht-396	303	5	synthesis	synthesis	NOUN
biht-396	303	6	of	of	ADP
biht-396	303	7	emerging	emerge	VERB
biht-396	303	8	industry	industry	NOUN
biht-396	303	9	standards	standard	NOUN
biht-396	303	10	,	,	PUNCT
biht-396	303	11	lessons	lesson	NOUN
biht-396	303	12	learned	learn	VERB
biht-396	303	13	from	from	ADP
biht-396	303	14	early	early	ADJ
biht-396	303	15	adopters	adopter	NOUN
biht-396	303	16	,	,	PUNCT
biht-396	303	17	and	and	CCONJ
biht-396	303	18	principles	principle	NOUN
biht-396	303	19	derived	derive	VERB
biht-396	303	20	from	from	ADP
biht-396	303	21	successful	successful	ADJ
biht-396	303	22	implementations	implementation	NOUN
biht-396	303	23	in	in	ADP
biht-396	303	24	regulated	regulated	ADJ
biht-396	303	25	environments	environment	NOUN
biht-396	303	26	.	.	PUNCT
biht-396	304	1	by	by	ADP
biht-396	304	2	following	follow	VERB
biht-396	304	3	these	these	DET
biht-396	304	4	recommendations	recommendation	NOUN
biht-396	304	5	,	,	PUNCT
biht-396	304	6	organizations	organization	NOUN
biht-396	304	7	can	can	AUX
biht-396	304	8	harness	harness	VERB
biht-396	304	9	the	the	DET
biht-396	304	10	productivity	productivity	NOUN
biht-396	304	11	benefits	benefit	NOUN
biht-396	304	12	of	of	ADP
biht-396	304	13	ai	ai	PROPN
biht-396	304	14	code	code	NOUN
biht-396	304	15	generation	generation	NOUN
biht-396	304	16	while	while	SCONJ
biht-396	304	17	maintaining	maintain	VERB
biht-396	304	18	the	the	DET
biht-396	304	19	high	high	ADJ
biht-396	304	20	standards	standard	NOUN
biht-396	304	21	of	of	ADP
biht-396	304	22	quality	quality	NOUN
biht-396	304	23	,	,	PUNCT
biht-396	304	24	security	security	NOUN
biht-396	304	25	,	,	PUNCT
biht-396	304	26	and	and	CCONJ
biht-396	304	27	compliance	compliance	NOUN
biht-396	304	28	that	that	SCONJ
biht-396	304	29	their	their	PRON
biht-396	304	30	industries	industry	NOUN
biht-396	304	31	demand	demand	NOUN
biht-396	304	32	.	.	PUNCT
biht-396	305	1	table	table	NOUN
biht-396	305	2	4	4	NUM
biht-396	305	3	presents	present	NOUN
biht-396	305	4	guidelines	guideline	NOUN
biht-396	305	5	that	that	PRON
biht-396	305	6	offer	offer	VERB
biht-396	305	7	a	a	DET
biht-396	305	8	practical	practical	ADJ
biht-396	305	9	roadmap	roadmap	NOUN
biht-396	305	10	for	for	ADP
biht-396	305	11	implementing	implement	VERB
biht-396	305	12	code	code	NOUN
biht-396	305	13	gen	gen	PROPN
biht-396	305	14	ai	ai	VERB
biht-396	305	15	responsibly	responsibly	ADV
biht-396	305	16	,	,	PUNCT
biht-396	305	17	with	with	ADP
biht-396	305	18	special	special	ADJ
biht-396	305	19	attention	attention	NOUN
biht-396	305	20	to	to	ADP
biht-396	305	21	the	the	DET
biht-396	305	22	unique	unique	ADJ
biht-396	305	23	requirements	requirement	NOUN
biht-396	305	24	of	of	ADP
biht-396	305	25	healthcare	healthcare	NOUN
biht-396	305	26	and	and	CCONJ
biht-396	305	27	other	other	ADJ
biht-396	305	28	regulated	regulated	ADJ
biht-396	305	29	sectors	sector	NOUN
biht-396	305	30	where	where	SCONJ
biht-396	305	31	patient	patient	ADJ
biht-396	305	32	safety	safety	NOUN
biht-396	305	33	,	,	PUNCT
biht-396	305	34	data	data	NOUN
biht-396	305	35	privacy	privacy	NOUN
biht-396	305	36	,	,	PUNCT
biht-396	305	37	and	and	CCONJ
biht-396	305	38	regulatory	regulatory	ADJ
biht-396	305	39	adherence	adherence	NOUN
biht-396	305	40	must	must	AUX
biht-396	305	41	remain	remain	VERB
biht-396	305	42	paramount	paramount	ADJ
biht-396	305	43	concerns	concern	NOUN
biht-396	305	44	throughout	throughout	ADP
biht-396	305	45	the	the	DET
biht-396	305	46	development	development	NOUN
biht-396	305	47	process	process	NOUN
biht-396	305	48	.	.	PUNCT
biht-396	306	1	the	the	DET
biht-396	306	2	future	future	NOUN
biht-396	306	3	of	of	ADP
biht-396	306	4	sustainable	sustainable	ADJ
biht-396	306	5	,	,	PUNCT
biht-396	306	6	safe	safe	ADJ
biht-396	306	7	,	,	PUNCT
biht-396	306	8	and	and	CCONJ
biht-396	306	9	responsible	responsible	ADJ
biht-396	306	10	software	software	NOUN
biht-396	306	11	engineering	engineering	NOUN
biht-396	306	12	does	do	AUX
biht-396	306	13	not	not	PART
biht-396	306	14	lie	lie	VERB
biht-396	306	15	in	in	ADP
biht-396	306	16	scaling	scale	VERB
biht-396	306	17	indiscriminately	indiscriminately	ADV
biht-396	306	18	,	,	PUNCT
biht-396	306	19	but	but	CCONJ
biht-396	306	20	in	in	ADP
biht-396	306	21	scaling	scale	VERB
biht-396	306	22	ethically	ethically	ADV
biht-396	306	23	and	and	CCONJ
biht-396	306	24	intelligently	intelligently	ADV
biht-396	306	25	.	.	PUNCT
biht-396	307	1	rich	rich	ADJ
biht-396	307	2	data	datum	NOUN
biht-396	307	3	,	,	PUNCT
biht-396	307	4	combined	combine	VERB
biht-396	307	5	with	with	ADP
biht-396	307	6	thoughtful	thoughtful	ADJ
biht-396	307	7	design	design	NOUN
biht-396	307	8	and	and	CCONJ
biht-396	307	9	governance	governance	NOUN
biht-396	307	10	frameworks	framework	NOUN
biht-396	307	11	,	,	PUNCT
biht-396	307	12	will	will	AUX
biht-396	307	13	be	be	AUX
biht-396	307	14	the	the	DET
biht-396	307	15	cornerstone	cornerstone	NOUN
biht-396	307	16	of	of	ADP
biht-396	307	17	trustworthy	trustworthy	ADJ
biht-396	307	18	ai	ai	ADJ
biht-396	307	19	-	-	PUNCT
biht-396	307	20	driven	drive	VERB
biht-396	307	21	development	development	NOUN
biht-396	307	22	—	—	PUNCT
biht-396	307	23	particularly	particularly	ADV
biht-396	307	24	in	in	ADP
biht-396	307	25	healthcare	healthcare	PROPN
biht-396	307	26	,	,	PUNCT
biht-396	307	27	where	where	SCONJ
biht-396	307	28	the	the	DET
biht-396	307	29	stakes	stake	NOUN
biht-396	307	30	are	be	AUX
biht-396	307	31	too	too	ADV
biht-396	307	32	high	high	ADJ
biht-396	307	33	for	for	ADP
biht-396	307	34	anything	anything	PRON
biht-396	307	35	less	less	ADJ
biht-396	307	36	.	.	PUNCT
biht-396	308	1	funding	fund	VERB
biht-396	308	2	there	there	PRON
biht-396	308	3	was	be	VERB
biht-396	308	4	no	no	DET
biht-396	308	5	funding	funding	NOUN
biht-396	308	6	received	receive	VERB
biht-396	308	7	for	for	ADP
biht-396	308	8	this	this	DET
biht-396	308	9	research	research	NOUN
biht-396	308	10	.	.	PUNCT
biht-396	309	1	conflicts	conflict	NOUN
biht-396	309	2	of	of	ADP
biht-396	309	3	interest	interest	NOUN
biht-396	309	4	no	no	INTJ
biht-396	309	5	.	.	PUNCT
biht-396	310	1	contributors	contributor	NOUN
biht-396	310	2	both	both	DET
biht-396	310	3	authors	author	NOUN
biht-396	310	4	wrote	write	VERB
biht-396	310	5	the	the	DET
biht-396	310	6	article	article	NOUN
biht-396	310	7	and	and	CCONJ
biht-396	310	8	reviewed	review	VERB
biht-396	310	9	by	by	ADP
biht-396	310	10	each	each	DET
biht-396	310	11	other	other	ADJ
biht-396	310	12	.	.	PUNCT
biht-396	311	1	data	datum	NOUN
biht-396	311	2	availability	availability	NOUN
biht-396	311	3	statement	statement	NOUN
biht-396	311	4	(	(	PUNCT
biht-396	311	5	das	das	PROPN
biht-396	311	6	)	)	PUNCT
biht-396	311	7	,	,	PUNCT
biht-396	311	8	data	datum	NOUN
biht-396	311	9	sharing	sharing	NOUN
biht-396	311	10	,	,	PUNCT
biht-396	311	11	reproducibility	reproducibility	NOUN
biht-396	311	12	,	,	PUNCT
biht-396	311	13	and	and	CCONJ
biht-396	311	14	data	datum	NOUN
biht-396	311	15	repositories	repository	NOUN
biht-396	311	16	the	the	DET
biht-396	311	17	written	write	VERB
biht-396	311	18	code	code	NOUN
biht-396	311	19	is	be	AUX
biht-396	311	20	available	available	ADJ
biht-396	311	21	in	in	ADP
biht-396	311	22	the	the	DET
biht-396	311	23	appendix	appendix	NOUN
biht-396	311	24	.	.	PUNCT
biht-396	312	1	application	application	NOUN
biht-396	312	2	of	of	ADP
biht-396	312	3	ai	ai	ADJ
biht-396	312	4	-	-	PUNCT
biht-396	312	5	generated	generate	VERB
biht-396	312	6	text	text	NOUN
biht-396	312	7	or	or	CCONJ
biht-396	312	8	related	relate	VERB
biht-396	312	9	technology	technology	NOUN
biht-396	312	10	chatgpt	chatgpt	NOUN
biht-396	312	11	was	be	AUX
biht-396	312	12	used	use	VERB
biht-396	312	13	to	to	PART
biht-396	312	14	help	help	VERB
biht-396	312	15	with	with	ADP
biht-396	312	16	grammar	grammar	NOUN
biht-396	312	17	checking	checking	NOUN
biht-396	312	18	and	and	CCONJ
biht-396	312	19	initial	initial	ADJ
biht-396	312	20	literature	literature	NOUN
biht-396	312	21	review	review	NOUN
biht-396	312	22	.	.	PUNCT
biht-396	313	1	all	all	DET
biht-396	313	2	ai	ai	AUX
biht-396	313	3	-	-	PUNCT
biht-396	313	4	generated	generate	VERB
biht-396	313	5	content	content	NOUN
biht-396	313	6	was	be	AUX
biht-396	313	7	reviewed	review	VERB
biht-396	313	8	and	and	CCONJ
biht-396	313	9	verified	verify	VERB
biht-396	313	10	by	by	ADP
biht-396	313	11	the	the	DET
biht-396	313	12	authors	author	NOUN
biht-396	313	13	.	.	PUNCT
biht-396	314	1	acknowledgments	acknowledgment	NOUN
biht-396	314	2	we	we	PRON
biht-396	314	3	would	would	AUX
biht-396	314	4	like	like	VERB
biht-396	314	5	to	to	PART
biht-396	314	6	thank	thank	VERB
biht-396	314	7	russo	russo	PROPN
biht-396	314	8	john	john	PROPN
biht-396	314	9	,	,	PUNCT
biht-396	314	10	bhty	bhty	PROPN
biht-396	314	11	,	,	PUNCT
biht-396	314	12	for	for	ADP
biht-396	314	13	providing	provide	VERB
biht-396	314	14	an	an	DET
biht-396	314	15	excellent	excellent	ADJ
biht-396	314	16	support	support	NOUN
biht-396	314	17	for	for	ADP
biht-396	314	18	proofreading	proofread	VERB
biht-396	314	19	our	our	PRON
biht-396	314	20	article	article	NOUN
biht-396	314	21	.	.	PUNCT
biht-396	315	1	references	reference	NOUN
biht-396	315	2	1	1	NUM
biht-396	315	3	.	.	PUNCT
biht-396	315	4	gitclear	gitclear	NOUN
biht-396	315	5	.	.	PUNCT
biht-396	316	1	the	the	DET
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biht-396	316	3	of	of	ADP
biht-396	316	4	ai	ai	VERB
biht-396	316	5	on	on	ADP
biht-396	316	6	code	code	NOUN
biht-396	316	7	duplication	duplication	NOUN
biht-396	316	8	,	,	PUNCT
biht-396	316	9	churn	churn	NOUN
biht-396	316	10	and	and	CCONJ
biht-396	316	11	defects	defect	NOUN
biht-396	316	12	[	[	X
biht-396	316	13	internet	internet	NOUN
biht-396	316	14	]	]	PUNCT
biht-396	316	15	.	.	PUNCT
biht-396	317	1	2024	2024	NUM
biht-396	318	1	[	[	X
biht-396	318	2	cited	cite	VERB
biht-396	318	3	2025	2025	NUM
biht-396	318	4	apr	apr	NOUN
biht-396	318	5	20	20	NUM
biht-396	318	6	]	]	PUNCT
biht-396	318	7	.	.	PUNCT
biht-396	319	1	available	available	ADJ
biht-396	319	2	from	from	ADP
biht-396	319	3	:	:	PUNCT
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biht-396	319	5	2	2	X
biht-396	319	6	.	.	X
biht-396	319	7	eu	eu	PROPN
biht-396	319	8	ai	ai	PROPN
biht-396	319	9	act	act	PROPN
biht-396	319	10	&	&	CCONJ
biht-396	319	11	gdpr	gdpr	PROPN
biht-396	319	12	regulations	regulation	NOUN
biht-396	319	13	[	[	X
biht-396	319	14	internet	internet	NOUN
biht-396	319	15	]	]	PUNCT
biht-396	319	16	.	.	PUNCT
biht-396	320	1	[	[	X
biht-396	320	2	cited	cite	VERB
biht-396	320	3	2025	2025	NUM
biht-396	320	4	apr	apr	NOUN
biht-396	320	5	20	20	NUM
biht-396	320	6	]	]	PUNCT
biht-396	320	7	.	.	PUNCT
biht-396	321	1	available	available	ADJ
biht-396	321	2	from	from	ADP
biht-396	321	3	:	:	PUNCT
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biht-396	321	5	3	3	NUM
biht-396	321	6	.	.	PUNCT
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biht-396	321	8	c	c	PROPN
biht-396	321	9	,	,	PUNCT
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biht-396	321	11	j.	j.	PROPN
biht-396	321	12	hemmati	hemmati	PROPN
biht-396	321	13	h	h	PROPN
biht-396	321	14	,	,	PUNCT
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biht-396	321	19	for	for	ADP
biht-396	321	20	se	se	X
biht-396	321	21	.	.	PUNCT
biht-396	322	1	ieee	ieee	NOUN
biht-396	322	2	software	software	PROPN
biht-396	322	3	;	;	PUNCT
biht-396	322	4	2023	2023	NUM
biht-396	322	5	.	.	X
biht-396	323	1	4	4	NUM
biht-396	323	2	.	.	X
biht-396	323	3	self	self	NOUN
biht-396	323	4	-	-	PUNCT
biht-396	323	5	evolving	evolve	VERB
biht-396	323	6	software	software	NOUN
biht-396	323	7	[	[	X
biht-396	323	8	internet	internet	NOUN
biht-396	323	9	]	]	PUNCT
biht-396	323	10	.	.	PUNCT
biht-396	324	1	[	[	X
biht-396	324	2	cited	cite	VERB
biht-396	324	3	2025	2025	NUM
biht-396	324	4	apr	apr	NOUN
biht-396	324	5	20	20	NUM
biht-396	324	6	]	]	PUNCT
biht-396	324	7	.	.	PUNCT
biht-396	325	1	available	available	ADJ
biht-396	325	2	from	from	ADP
biht-396	325	3	:	:	PUNCT
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biht-396	326	1	5	5	X
biht-396	326	2	.	.	X
biht-396	326	3	brundage	brundage	PROPN
biht-396	326	4	m.	m.	PROPN
biht-396	326	5	lessons	lesson	NOUN
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biht-396	326	9	model	model	NOUN
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biht-396	326	11	and	and	CCONJ
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biht-396	326	13	.	.	PUNCT
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biht-396	327	2	;	;	PUNCT
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biht-396	327	4	,	,	PUNCT
biht-396	327	5	available	available	ADJ
biht-396	327	6	from	from	ADP
biht-396	327	7	:	:	PUNCT
biht-396	327	8	https://openai.com/	https://openai.com/	PROPN
biht-396	327	9	index	index	PROPN
biht-396	327	10	/	/	SYM
biht-396	327	11	language	language	NOUN
biht-396	327	12	-	-	PUNCT
biht-396	327	13	model	model	NOUN
biht-396	327	14	-	-	PUNCT
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biht-396	327	16	-	-	PUNCT
biht-396	327	17	and	and	CCONJ
biht-396	327	18	-	-	PUNCT
biht-396	327	19	misuse/	misuse/	NUM
biht-396	327	20	6	6	NUM
biht-396	327	21	.	.	PUNCT
biht-396	328	1	ses	se	NOUN
biht-396	328	2	overview	overview	NOUN
biht-396	328	3	.	.	PUNCT
biht-396	329	1	internal	internal	ADJ
biht-396	329	2	whitepaper	whitepaper	NOUN
biht-396	329	3	;	;	PUNCT
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biht-396	329	5	.	.	PUNCT
biht-396	330	1	7	7	X
biht-396	330	2	.	.	X
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biht-396	330	16	an	an	DET
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biht-396	330	19	language	language	NOUN
biht-396	330	20	model	model	NOUN
biht-396	330	21	for	for	ADP
biht-396	330	22	code	code	NOUN
biht-396	330	23	with	with	ADP
biht-396	330	24	multi	multi	ADJ
biht-396	330	25	-	-	ADJ
biht-396	330	26	turn	turn	ADJ
biht-396	330	27	program	program	NOUN
biht-396	330	28	synthesis	synthesis	NOUN
biht-396	330	29	.	.	PUNCT
biht-396	331	1	arxiv	arxiv	PROPN
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biht-396	331	4	.	.	PUNCT
biht-396	332	1	2023	2023	NUM
biht-396	332	2	.	.	X
biht-396	333	1	8	8	NUM
biht-396	333	2	.	.	X
biht-396	333	3	perry	perry	PROPN
biht-396	333	4	n	n	PROPN
biht-396	333	5	,	,	PUNCT
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biht-396	333	7	m	m	PROPN
biht-396	333	8	,	,	PUNCT
biht-396	333	9	kumar	kumar	PROPN
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biht-396	333	11	,	,	PUNCT
biht-396	333	12	vonneh	vonneh	PROPN
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biht-396	334	7	 	 	SPACE
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biht-396	334	9	.	.	PUNCT
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biht-396	335	18	?	?	PUNCT
biht-396	336	1	[	[	X
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biht-396	338	1	[	[	X
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biht-396	338	7	.	.	PUNCT
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biht-396	339	3	.	.	PUNCT
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biht-396	340	14	-	-	PUNCT
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biht-396	341	8	.	.	PUNCT
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biht-396	342	3	and	and	CCONJ
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biht-396	342	5	data	datum	NOUN
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biht-396	342	9	.	.	PUNCT
biht-396	343	1	implement	implement	VERB
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biht-396	343	4	in	in	ADP
biht-396	343	5	-	-	PUNCT
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biht-396	343	7	-	-	PUNCT
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biht-396	343	10	.	.	PUNCT
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biht-396	344	9	.	.	PUNCT
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biht-396	345	3	that	that	PRON
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biht-396	345	6	and	and	CCONJ
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biht-396	345	8	.	.	PUNCT
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biht-396	346	4	and	and	CCONJ
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biht-396	346	9	-	-	PUNCT
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biht-396	346	11	-	-	PUNCT
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biht-396	346	14	.	.	PUNCT
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biht-396	347	5	.	.	PUNCT
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biht-396	349	5	.	.	PUNCT
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biht-396	350	9	ai	ai	PROPN
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biht-396	351	6	.	.	PUNCT
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biht-396	354	1	use	use	NOUN
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biht-396	354	8	,	,	PUNCT
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biht-396	354	10	,	,	PUNCT
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biht-396	354	13	.	.	PUNCT
biht-396	355	1	ai	ai	VERB
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biht-396	355	5	.	.	PUNCT
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biht-396	360	1	[	[	X
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biht-396	361	1	[	[	X
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biht-396	367	2	.	.	PUNCT
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biht-396	374	22	models	model	NOUN
biht-396	374	23	trained	train	VERB
biht-396	374	24	on	on	ADP
biht-396	374	25	code	code	NOUN
biht-396	374	26	.	.	PUNCT
biht-396	375	1	arxiv	arxiv	PROPN
biht-396	375	2	preprint	preprint	NOUN
biht-396	375	3	arxiv:2107.03374	arxiv:2107.03374	NOUN
biht-396	375	4	.	.	PUNCT
biht-396	376	1	2021	2021	NUM
biht-396	376	2	.	.	PUNCT
biht-396	377	1	15	15	NUM
biht-396	377	2	.	.	PUNCT
biht-396	378	1	fried	fry	VERB
biht-396	378	2	d	d	PROPN
biht-396	378	3	,	,	PUNCT
biht-396	378	4	aghajanyan	aghajanyan	ADJ
biht-396	378	5	a	a	X
biht-396	378	6	,	,	PUNCT
biht-396	378	7	lin	lin	PROPN
biht-396	378	8	j	j	PROPN
biht-396	378	9	,	,	PUNCT
biht-396	378	10	wang	wang	PROPN
biht-396	378	11	s	s	PROPN
biht-396	378	12	,	,	PUNCT
biht-396	378	13	wallace	wallace	PROPN
biht-396	378	14	e	e	PROPN
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biht-396	378	19	:	:	PUNCT
biht-396	378	20	a	a	DET
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biht-396	378	22	model	model	NOUN
biht-396	378	23	for	for	ADP
biht-396	378	24	code	code	NOUN
biht-396	378	25	infilling	infilling	NOUN
biht-396	378	26	and	and	CCONJ
biht-396	378	27	synthesis	synthesis	NOUN
biht-396	378	28	.	.	PUNCT
biht-396	379	1	arxiv	arxiv	PROPN
biht-396	379	2	preprint	preprint	NOUN
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biht-396	379	4	.	.	PUNCT
biht-396	380	1	2022	2022	NUM
biht-396	380	2	.	.	PUNCT
biht-396	381	1	16	16	NUM
biht-396	381	2	.	.	PUNCT
biht-396	382	1	li	li	PROPN
biht-396	382	2	y	y	PROPN
biht-396	382	3	,	,	PUNCT
biht-396	382	4	choi	choi	PROPN
biht-396	382	5	d	d	PROPN
biht-396	382	6	,	,	PUNCT
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biht-396	382	9	,	,	PUNCT
biht-396	382	10	kuhman	kuhman	PROPN
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biht-396	382	12	,	,	PUNCT
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biht-396	382	14	j	j	PROPN
biht-396	382	15	,	,	PUNCT
biht-396	382	16	leblond	leblond	NOUN
biht-396	382	17	r	r	NOUN
biht-396	382	18	,	,	PUNCT
biht-396	382	19	eccles	eccles	PROPN
biht-396	382	20	t.	t.	PROPN
biht-396	382	21	competition	competition	NOUN
biht-396	382	22	-	-	PUNCT
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biht-396	382	24	code	code	NOUN
biht-396	382	25	generation	generation	NOUN
biht-396	382	26	with	with	ADP
biht-396	382	27	alphacode	alphacode	NOUN
biht-396	382	28	.	.	PUNCT
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biht-396	383	2	.	.	PUNCT
biht-396	384	1	2022;378(6624):1092–7	2022;378(6624):1092–7	NOUN
biht-396	384	2	.	.	PUNCT
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biht-396	385	3	.	.	PUNCT
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biht-396	386	2	n.	n.	NOUN
biht-396	386	3	enhancing	enhance	VERB
biht-396	386	4	software	software	NOUN
biht-396	386	5	development	development	NOUN
biht-396	386	6	efficiency	efficiency	NOUN
biht-396	386	7	through	through	ADP
biht-396	386	8	ai	ai	ADJ
biht-396	386	9	-	-	PUNCT
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biht-396	386	11	code	code	NOUN
biht-396	386	12	generation	generation	NOUN
biht-396	386	13	.	.	PUNCT
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biht-396	387	2	j	j	PROPN
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biht-396	387	6	.	.	PROPN
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biht-396	387	8	.	.	PUNCT
biht-396	388	1	copyright	copyright	NOUN
biht-396	388	2	ownership	ownership	NOUN
biht-396	388	3	:	:	PUNCT
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biht-396	388	6	an	an	DET
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biht-396	388	8	-	-	PUNCT
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biht-396	388	14	with	with	ADP
biht-396	388	15	the	the	DET
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biht-396	388	17	commons	common	NOUN
biht-396	388	18	attribution	attribution	NOUN
biht-396	388	19	non	non	ADJ
biht-396	388	20	-	-	ADJ
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biht-396	388	22	(	(	PUNCT
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biht-396	388	25	-	-	PUNCT
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biht-396	388	31	which	which	PRON
biht-396	388	32	permits	permit	VERB
biht-396	388	33	others	other	NOUN
biht-396	388	34	to	to	PART
biht-396	388	35	distribute	distribute	VERB
biht-396	388	36	,	,	PUNCT
biht-396	388	37	adapt	adapt	VERB
biht-396	388	38	,	,	PUNCT
biht-396	388	39	enhance	enhance	VERB
biht-396	388	40	this	this	DET
biht-396	388	41	work	work	NOUN
biht-396	388	42	non	non	ADJ
biht-396	388	43	-	-	ADJ
biht-396	388	44	commercially	commercially	ADV
biht-396	388	45	,	,	PUNCT
biht-396	388	46	and	and	CCONJ
biht-396	388	47	license	license	VERB
biht-396	388	48	their	their	PRON
biht-396	388	49	derivative	derivative	ADJ
biht-396	388	50	works	work	NOUN
biht-396	388	51	on	on	ADP
biht-396	388	52	different	different	ADJ
biht-396	388	53	terms	term	NOUN
biht-396	388	54	,	,	PUNCT
biht-396	388	55	provided	provide	VERB
biht-396	388	56	the	the	DET
biht-396	388	57	original	original	ADJ
biht-396	388	58	work	work	NOUN
biht-396	388	59	is	be	AUX
biht-396	388	60	properly	properly	ADV
biht-396	388	61	cited	cite	VERB
biht-396	388	62	and	and	CCONJ
biht-396	388	63	the	the	DET
biht-396	388	64	use	use	NOUN
biht-396	388	65	is	be	AUX
biht-396	388	66	  	  	SPACE
biht-396	388	67	non	non	ADJ
biht-396	388	68	-	-	ADJ
biht-396	388	69	commercial	commercial	ADJ
biht-396	388	70	.	.	PUNCT
biht-396	389	1	see	see	VERB
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biht-396	389	3	.	.	PUNCT
biht-396	390	1	the	the	DET
biht-396	390	2	authors	author	NOUN
biht-396	390	3	of	of	ADP
biht-396	390	4	this	this	DET
biht-396	390	5	article	article	NOUN
biht-396	390	6	own	own	VERB
biht-396	390	7	the	the	DET
biht-396	390	8	copyright	copyright	NOUN
biht-396	390	9	.	.	PUNCT
biht-396	391	1	https://doi.org/10.30953/bhty.v8.396	https://doi.org/10.30953/bhty.v8.396	X
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biht-396	391	3	https://appian.com/blog/acp/process-automation/generative-ai-vs-large-language-models	https://appian.com/blog/acp/process-automation/generative-ai-vs-large-language-model	VERB
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biht-396	391	5	https://www.ibm.com/think/topics/ai-code-generation	https://www.ibm.com/think/topics/ai-code-generation	PROPN
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biht-396	391	8	citation	citation	NOUN
biht-396	391	9	:	:	PUNCT
biht-396	392	1	blockchain	blockchain	NOUN
biht-396	392	2	in	in	ADP
biht-396	392	3	healthcare	healthcare	NOUN
biht-396	392	4	today	today	NOUN
biht-396	392	5	2025	2025	NUM
biht-396	392	6	,	,	PUNCT
biht-396	392	7	8	8	NUM
biht-396	392	8	:	:	SYM
biht-396	392	9	396	396	NUM
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biht-396	392	12	page	page	NOUN
biht-396	392	13	number	number	NOUN
biht-396	392	14	not	not	PART
biht-396	392	15	for	for	ADP
biht-396	392	16	citation	citation	NOUN
biht-396	392	17	purpose	purpose	NOUN
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biht-396	392	19	muthu	muthu	PROPN
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biht-396	392	21	and	and	CCONJ
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biht-396	392	23	fouracre	fouracre	PROPN
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biht-396	392	25	the	the	DET
biht-396	392	26	output	output	NOUN
biht-396	392	27	from	from	ADP
biht-396	392	28	ses	se	NOUN
biht-396	392	29	,	,	PUNCT
biht-396	392	30	which	which	PRON
biht-396	392	31	accurately	accurately	ADV
biht-396	392	32	anonymized	anonymize	VERB
biht-396	392	33	the	the	DET
biht-396	392	34	patient	patient	ADJ
biht-396	392	35	data	datum	NOUN
biht-396	392	36	.	.	PUNCT
biht-396	393	1	the	the	DET
biht-396	393	2	other	other	ADJ
biht-396	393	3	2	2	NUM
biht-396	393	4	requirements	requirement	NOUN
biht-396	393	5	produced	produce	VERB
biht-396	393	6	the	the	DET
biht-396	393	7	following	follow	VERB
biht-396	393	8	code	code	NOUN
biht-396	393	9	outputs	output	NOUN
biht-396	393	10	:	:	PUNCT
biht-396	393	11	“	"	PUNCT
biht-396	393	12	find	find	VERB
biht-396	393	13	the	the	DET
biht-396	393	14	priority	priority	NOUN
biht-396	393	15	of	of	ADP
biht-396	393	16	a	a	DET
biht-396	393	17	patient	patient	NOUN
biht-396	393	18	”	"	PUNCT
biht-396	393	19	https://doi.org/10.30953/bhty.v8.396	https://doi.org/10.30953/bhty.v8.396	PRON
biht-396	394	1	citation	citation	NOUN
biht-396	394	2	:	:	PUNCT
biht-396	395	1	blockchain	blockchain	NOUN
biht-396	395	2	in	in	ADP
biht-396	395	3	healthcare	healthcare	NOUN
biht-396	395	4	today	today	NOUN
biht-396	395	5	2025	2025	NUM
biht-396	395	6	,	,	PUNCT
biht-396	395	7	8	8	NUM
biht-396	395	8	:	:	SYM
biht-396	395	9	396	396	NUM
biht-396	395	10	https://doi.org/10.30953/bhty.v8.396	https://doi.org/10.30953/bhty.v8.396	NUM
biht-396	395	11	15	15	NUM
biht-396	395	12	(	(	PUNCT
biht-396	395	13	page	page	NOUN
biht-396	395	14	number	number	NOUN
biht-396	395	15	not	not	PART
biht-396	395	16	for	for	ADP
biht-396	395	17	citation	citation	NOUN
biht-396	395	18	purpose	purpose	NOUN
biht-396	395	19	)	)	PUNCT
biht-396	395	20	rich	rich	ADJ
biht-396	395	21	data	datum	NOUN
biht-396	395	22	versus	versus	ADP
biht-396	395	23	data	datum	NOUN
biht-396	395	24	quantity	quantity	NOUN
biht-396	395	25	in	in	ADP
biht-396	395	26	code	code	NOUN
biht-396	395	27	generation	generation	NOUN
biht-396	395	28	ai	ai	VERB
biht-396	395	29	“	"	PUNCT
biht-396	395	30	to	to	PART
biht-396	395	31	arrange	arrange	VERB
biht-396	395	32	appointments	appointment	NOUN
biht-396	395	33	for	for	ADP
biht-396	395	34	patients	patient	NOUN
biht-396	395	35	”	"	PUNCT
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