id	sid	tid	token	lemma	pos
futech-646	1	1	n.	n.	PROPN
futech-646	1	2	zhou	zhou	PROPN
futech-646	1	3	et	et	PROPN
futech-646	1	4	al	al	PROPN
futech-646	1	5	.	.	PROPN
futech-646	1	6	/future	/future	PUNCT
futech-646	1	7	technology	technology	PROPN
futech-646	1	8	february	february	PROPN
futech-646	1	9	2026|	2026|	NUM
futech-646	1	10	volume	volume	NOUN
futech-646	1	11	05	05	NUM
futech-646	2	1	|	|	ADV
futech-646	2	2	issue	issue	NOUN
futech-646	2	3	01	01	NUM
futech-646	3	1	|	|	NOUN
futech-646	3	2	pages	page	NOUN
futech-646	3	3	254	254	NUM
futech-646	3	4	-	-	SYM
futech-646	3	5	262	262	NUM
futech-646	3	6	254	254	NUM
futech-646	3	7	article	article	NOUN
futech-646	3	8	machine	machine	NOUN
futech-646	3	9	learning	learning	NOUN
futech-646	3	10	model	model	NOUN
futech-646	3	11	for	for	ADP
futech-646	3	12	predicting	predict	VERB
futech-646	3	13	symptom	symptom	NOUN
futech-646	3	14	improvement	improvement	NOUN
futech-646	3	15	rates	rate	NOUN
futech-646	3	16	in	in	ADP
futech-646	3	17	hospitalized	hospitalize	VERB
futech-646	3	18	deep	deep	ADJ
futech-646	3	19	vein	vein	ADJ
futech-646	3	20	thrombosis	thrombosis	NOUN
futech-646	3	21	patients	patient	NOUN
futech-646	3	22	nan	nan	PROPN
futech-646	3	23	zhou1	zhou1	PROPN
futech-646	3	24	,	,	PUNCT
futech-646	3	25	teck	teck	PROPN
futech-646	3	26	han	han	PROPN
futech-646	3	27	ng1	ng1	PROPN
futech-646	3	28	,	,	PUNCT
futech-646	3	29	chai	chai	NOUN
futech-646	3	30	nien	nien	PROPN
futech-646	3	31	foo1	foo1	PROPN
futech-646	3	32	,	,	PUNCT
futech-646	3	33	lloyd	lloyd	PROPN
futech-646	3	34	ling2	ling2	PROPN
futech-646	3	35	,	,	PUNCT
futech-646	3	36	yang	yang	PROPN
futech-646	3	37	mooi	mooi	PROPN
futech-646	3	38	lim1	lim1	PROPN
futech-646	3	39	*	*	SYM
futech-646	3	40	1	1	NUM
futech-646	3	41	m.	m.	NOUN
futech-646	3	42	kandiah	kandiah	PROPN
futech-646	3	43	faculty	faculty	NOUN
futech-646	3	44	of	of	ADP
futech-646	3	45	medicine	medicine	NOUN
futech-646	3	46	and	and	CCONJ
futech-646	3	47	health	health	NOUN
futech-646	3	48	science	science	NOUN
futech-646	3	49	,	,	PUNCT
futech-646	3	50	universiti	universiti	PROPN
futech-646	3	51	tunku	tunku	PROPN
futech-646	3	52	abdul	abdul	PROPN
futech-646	3	53	rahman	rahman	PROPN
futech-646	3	54	,	,	PUNCT
futech-646	3	55	kajang	kajang	PROPN
futech-646	3	56	,	,	PUNCT
futech-646	3	57	selangor	selangor	PROPN
futech-646	3	58	43000	43000	NUM
futech-646	3	59	,	,	PUNCT
futech-646	3	60	malaysia	malaysia	PROPN
futech-646	3	61	2lee	2lee	PROPN
futech-646	3	62	kong	kong	PROPN
futech-646	3	63	chian	chian	ADJ
futech-646	3	64	faculty	faculty	NOUN
futech-646	3	65	of	of	ADP
futech-646	3	66	engineering	engineering	NOUN
futech-646	3	67	and	and	CCONJ
futech-646	3	68	science	science	NOUN
futech-646	3	69	,	,	PUNCT
futech-646	3	70	universiti	universiti	PROPN
futech-646	3	71	tunku	tunku	PROPN
futech-646	3	72	abdul	abdul	PROPN
futech-646	3	73	rahman	rahman	PROPN
futech-646	3	74	,	,	PUNCT
futech-646	3	75	kajang	kajang	PROPN
futech-646	3	76	,	,	PUNCT
futech-646	3	77	selangor	selangor	PROPN
futech-646	3	78	43000	43000	NUM
futech-646	3	79	,	,	PUNCT
futech-646	3	80	malaysia	malaysia	PROPN
futech-646	3	81	a	a	DET
futech-646	3	82	r	r	NOUN
futech-646	3	83	t	t	NOUN
futech-646	4	1	i	i	PRON
futech-646	4	2	c	c	NOUN
futech-646	4	3	l	l	NOUN
futech-646	4	4	e	e	NOUN
futech-646	5	1	i	i	PRON
futech-646	5	2	n	n	VERB
futech-646	5	3	f	f	NOUN
futech-646	5	4	o	o	NOUN
futech-646	5	5	article	article	NOUN
futech-646	5	6	history	history	NOUN
futech-646	5	7	:	:	PUNCT
futech-646	5	8	received	receive	VERB
futech-646	5	9	30	30	NUM
futech-646	5	10	august	august	PROPN
futech-646	5	11	2025	2025	NUM
futech-646	5	12	received	receive	VERB
futech-646	5	13	in	in	ADP
futech-646	5	14	revised	revise	VERB
futech-646	5	15	form	form	NOUN
futech-646	5	16	06	06	NUM
futech-646	5	17	october	october	PROPN
futech-646	5	18	2025	2025	NUM
futech-646	5	19	accepted	accept	VERB
futech-646	5	20	01	01	NUM
futech-646	5	21	december	december	PROPN
futech-646	5	22	2025	2025	NUM
futech-646	5	23	keywords	keyword	NOUN
futech-646	5	24	:	:	PUNCT
futech-646	5	25	deep	deep	ADJ
futech-646	5	26	vein	vein	NOUN
futech-646	5	27	thrombosis	thrombosis	NOUN
futech-646	5	28	,	,	PUNCT
futech-646	5	29	machine	machine	NOUN
futech-646	5	30	learning	learning	NOUN
futech-646	5	31	,	,	PUNCT
futech-646	5	32	treatment	treatment	NOUN
futech-646	5	33	response	response	NOUN
futech-646	5	34	prediction	prediction	NOUN
futech-646	5	35	,	,	PUNCT
futech-646	5	36	clinical	clinical	ADJ
futech-646	5	37	decision	decision	NOUN
futech-646	5	38	support	support	NOUN
futech-646	5	39	*	*	PUNCT
futech-646	5	40	corresponding	correspond	VERB
futech-646	5	41	author	author	NOUN
futech-646	5	42	email	email	NOUN
futech-646	5	43	address	address	NOUN
futech-646	5	44	:	:	PUNCT
futech-646	5	45	ymlim@utar.edu.my	ymlim@utar.edu.my	PROPN
futech-646	5	46	doi	doi	NOUN
futech-646	5	47	:	:	PUNCT
futech-646	5	48	10.55670	10.55670	NUM
futech-646	5	49	/	/	SYM
futech-646	5	50	fpll.futech.5.1.22	fpll.futech.5.1.22	NOUN
futech-646	5	51	a	a	DET
futech-646	5	52	b	b	PROPN
futech-646	5	53	s	s	ADP
futech-646	5	54	t	t	PROPN
futech-646	5	55	r	r	NOUN
futech-646	5	56	a	a	DET
futech-646	5	57	c	c	NOUN
futech-646	5	58	t	t	NOUN
futech-646	5	59	deep	deep	ADJ
futech-646	5	60	vein	vein	ADJ
futech-646	5	61	thrombosis	thrombosis	NOUN
futech-646	5	62	(	(	PUNCT
futech-646	5	63	dvt	dvt	PROPN
futech-646	5	64	)	)	PUNCT
futech-646	5	65	demonstrates	demonstrate	VERB
futech-646	5	66	considerable	considerable	ADJ
futech-646	5	67	treatment	treatment	NOUN
futech-646	5	68	response	response	NOUN
futech-646	5	69	heterogeneity	heterogeneity	NOUN
futech-646	5	70	,	,	PUNCT
futech-646	5	71	with	with	ADP
futech-646	5	72	40	40	NUM
futech-646	5	73	-	-	SYM
futech-646	5	74	60	60	NUM
futech-646	5	75	%	%	NOUN
futech-646	5	76	of	of	ADP
futech-646	5	77	patients	patient	NOUN
futech-646	5	78	developing	develop	VERB
futech-646	5	79	complications	complication	NOUN
futech-646	5	80	despite	despite	SCONJ
futech-646	5	81	standard	standard	ADJ
futech-646	5	82	anticoagulation	anticoagulation	NOUN
futech-646	5	83	therapy	therapy	NOUN
futech-646	5	84	.	.	PUNCT
futech-646	6	1	accurate	accurate	ADJ
futech-646	6	2	prediction	prediction	NOUN
futech-646	6	3	of	of	ADP
futech-646	6	4	individual	individual	ADJ
futech-646	6	5	treatment	treatment	NOUN
futech-646	6	6	outcomes	outcome	NOUN
futech-646	6	7	remains	remain	VERB
futech-646	6	8	an	an	DET
futech-646	6	9	unmet	unmet	NOUN
futech-646	6	10	clinical	clinical	ADJ
futech-646	6	11	need	need	NOUN
futech-646	6	12	.	.	PUNCT
futech-646	7	1	this	this	DET
futech-646	7	2	study	study	NOUN
futech-646	7	3	develops	develop	VERB
futech-646	7	4	and	and	CCONJ
futech-646	7	5	validates	validate	VERB
futech-646	7	6	a	a	DET
futech-646	7	7	machine	machine	NOUN
futech-646	7	8	learning	learning	NOUN
futech-646	7	9	-	-	PUNCT
futech-646	7	10	based	base	VERB
futech-646	7	11	model	model	NOUN
futech-646	7	12	to	to	PART
futech-646	7	13	predict	predict	VERB
futech-646	7	14	symptom	symptom	NOUN
futech-646	7	15	improvement	improvement	NOUN
futech-646	7	16	rate	rate	NOUN
futech-646	7	17	(	(	PUNCT
futech-646	7	18	ipr	ipr	PROPN
futech-646	7	19	)	)	PUNCT
futech-646	7	20	using	use	VERB
futech-646	7	21	retrospective	retrospective	ADJ
futech-646	7	22	data	datum	NOUN
futech-646	7	23	from	from	ADP
futech-646	7	24	403	403	NUM
futech-646	7	25	hospitalized	hospitalize	VERB
futech-646	7	26	dvt	dvt	PROPN
futech-646	7	27	patients	patient	NOUN
futech-646	7	28	(	(	PUNCT
futech-646	7	29	2018	2018	NUM
futech-646	7	30	-	-	SYM
futech-646	7	31	2023	2023	NUM
futech-646	7	32	)	)	PUNCT
futech-646	7	33	.	.	PUNCT
futech-646	8	1	six	six	NUM
futech-646	8	2	predictive	predictive	ADJ
futech-646	8	3	features	feature	NOUN
futech-646	8	4	are	be	AUX
futech-646	8	5	identified	identify	VERB
futech-646	8	6	using	use	VERB
futech-646	8	7	random	random	ADJ
futech-646	8	8	forest	forest	NOUN
futech-646	8	9	-	-	PUNCT
futech-646	8	10	based	base	VERB
futech-646	8	11	recursive	recursive	ADJ
futech-646	8	12	feature	feature	NOUN
futech-646	8	13	elimination	elimination	NOUN
futech-646	8	14	(	(	PUNCT
futech-646	8	15	rfe	rfe	NOUN
futech-646	8	16	):	):	PUNCT
futech-646	8	17	age	age	NOUN
futech-646	8	18	,	,	PUNCT
futech-646	8	19	white	white	ADJ
futech-646	8	20	blood	blood	NOUN
futech-646	8	21	cell	cell	NOUN
futech-646	8	22	count	count	NOUN
futech-646	8	23	,	,	PUNCT
futech-646	8	24	activated	activate	VERB
futech-646	8	25	partial	partial	ADJ
futech-646	8	26	thromboplastin	thromboplastin	NOUN
futech-646	8	27	time	time	NOUN
futech-646	8	28	(	(	PUNCT
futech-646	8	29	aptt	aptt	ADJ
futech-646	8	30	)	)	PUNCT
futech-646	8	31	,	,	PUNCT
futech-646	8	32	thrombin	thrombin	NOUN
futech-646	8	33	time	time	NOUN
futech-646	8	34	(	(	PUNCT
futech-646	8	35	tt	tt	PROPN
futech-646	8	36	)	)	PUNCT
futech-646	8	37	,	,	PUNCT
futech-646	8	38	surgical	surgical	ADJ
futech-646	8	39	intervention	intervention	NOUN
futech-646	8	40	status	status	NOUN
futech-646	8	41	,	,	PUNCT
futech-646	8	42	and	and	CCONJ
futech-646	8	43	baseline	baseline	VERB
futech-646	8	44	symptom	symptom	NOUN
futech-646	8	45	severity	severity	NOUN
futech-646	8	46	.	.	PUNCT
futech-646	9	1	the	the	DET
futech-646	9	2	regularized	regularize	VERB
futech-646	9	3	extreme	extreme	ADJ
futech-646	9	4	gradient	gradient	NOUN
futech-646	9	5	boosting	boost	VERB
futech-646	9	6	(	(	PUNCT
futech-646	9	7	xgboost	xgboost	X
futech-646	9	8	)	)	PUNCT
futech-646	9	9	algorithm	algorithm	NOUN
futech-646	9	10	achieves	achieve	VERB
futech-646	9	11	optimal	optimal	ADJ
futech-646	9	12	performance	performance	NOUN
futech-646	9	13	with	with	ADP
futech-646	9	14	a	a	DET
futech-646	9	15	test	test	NOUN
futech-646	9	16	coefficient	coefficient	NOUN
futech-646	9	17	of	of	ADP
futech-646	9	18	determination	determination	NOUN
futech-646	9	19	(	(	PUNCT
futech-646	9	20	r²	r²	NOUN
futech-646	9	21	)	)	PUNCT
futech-646	9	22	of	of	ADP
futech-646	9	23	0.60	0.60	NUM
futech-646	9	24	,	,	PUNCT
futech-646	9	25	root	root	NOUN
futech-646	9	26	mean	mean	NOUN
futech-646	9	27	square	square	ADJ
futech-646	9	28	error	error	NOUN
futech-646	9	29	(	(	PUNCT
futech-646	9	30	rmse	rmse	NOUN
futech-646	9	31	)	)	PUNCT
futech-646	9	32	of	of	ADP
futech-646	9	33	12.36	12.36	NUM
futech-646	9	34	,	,	PUNCT
futech-646	9	35	and	and	CCONJ
futech-646	9	36	five	five	NUM
futech-646	9	37	-	-	ADJ
futech-646	9	38	fold	fold	ADJ
futech-646	9	39	cross	cross	ADJ
futech-646	9	40	-	-	ADJ
futech-646	9	41	validation	validation	ADJ
futech-646	9	42	r²	r²	NOUN
futech-646	9	43	of	of	ADP
futech-646	9	44	0.58	0.58	NUM
futech-646	9	45	±	±	NUM
futech-646	9	46	0.07	0.07	NUM
futech-646	9	47	.	.	PUNCT
futech-646	10	1	shapley	shapley	ADJ
futech-646	10	2	additive	additive	ADJ
futech-646	10	3	explanations	explanation	NOUN
futech-646	10	4	(	(	PUNCT
futech-646	10	5	shap	shap	NOUN
futech-646	10	6	)	)	PUNCT
futech-646	10	7	analysis	analysis	NOUN
futech-646	10	8	reveals	reveal	VERB
futech-646	10	9	that	that	SCONJ
futech-646	10	10	aptt	aptt	ADJ
futech-646	10	11	and	and	CCONJ
futech-646	10	12	surgical	surgical	ADJ
futech-646	10	13	intervention	intervention	NOUN
futech-646	10	14	are	be	AUX
futech-646	10	15	the	the	DET
futech-646	10	16	strongest	strong	ADJ
futech-646	10	17	predictors	predictor	NOUN
futech-646	10	18	of	of	ADP
futech-646	10	19	treatment	treatment	NOUN
futech-646	10	20	response	response	NOUN
futech-646	10	21	.	.	PUNCT
futech-646	11	1	the	the	DET
futech-646	11	2	validated	validate	VERB
futech-646	11	3	model	model	NOUN
futech-646	11	4	is	be	AUX
futech-646	11	5	deployed	deploy	VERB
futech-646	11	6	as	as	ADP
futech-646	11	7	a	a	DET
futech-646	11	8	publicly	publicly	ADV
futech-646	11	9	accessible	accessible	ADJ
futech-646	11	10	web	web	NOUN
futech-646	11	11	-	-	PUNCT
futech-646	11	12	based	base	VERB
futech-646	11	13	clinical	clinical	ADJ
futech-646	11	14	decision	decision	NOUN
futech-646	11	15	support	support	NOUN
futech-646	11	16	tool	tool	NOUN
futech-646	11	17	,	,	PUNCT
futech-646	11	18	enabling	enable	VERB
futech-646	11	19	real	real	ADJ
futech-646	11	20	-	-	PUNCT
futech-646	11	21	time	time	NOUN
futech-646	11	22	outcome	outcome	NOUN
futech-646	11	23	prediction	prediction	NOUN
futech-646	11	24	at	at	ADP
futech-646	11	25	the	the	DET
futech-646	11	26	point	point	NOUN
futech-646	11	27	of	of	ADP
futech-646	11	28	care	care	NOUN
futech-646	11	29	.	.	PUNCT
futech-646	12	1	this	this	DET
futech-646	12	2	research	research	NOUN
futech-646	12	3	establishes	establish	VERB
futech-646	12	4	a	a	DET
futech-646	12	5	practical	practical	ADJ
futech-646	12	6	framework	framework	NOUN
futech-646	12	7	bridging	bridge	VERB
futech-646	12	8	predictive	predictive	ADJ
futech-646	12	9	analytics	analytic	NOUN
futech-646	12	10	and	and	CCONJ
futech-646	12	11	clinical	clinical	ADJ
futech-646	12	12	practice	practice	NOUN
futech-646	12	13	,	,	PUNCT
futech-646	12	14	facilitating	facilitate	VERB
futech-646	12	15	evidence	evidence	NOUN
futech-646	12	16	-	-	PUNCT
futech-646	12	17	based	base	VERB
futech-646	12	18	,	,	PUNCT
futech-646	12	19	personalized	personalize	VERB
futech-646	12	20	dvt	dvt	PROPN
futech-646	12	21	management	management	NOUN
futech-646	12	22	strategies	strategy	NOUN
futech-646	12	23	.	.	PUNCT
futech-646	13	1	1	1	X
futech-646	13	2	.	.	X
futech-646	13	3	introduction	introduction	NOUN
futech-646	13	4	dvt	dvt	PROPN
futech-646	13	5	=	=	PUNCT
futech-646	13	6	deep	deep	ADJ
futech-646	13	7	venous	venous	ADJ
futech-646	13	8	thrombosis	thrombosis	NOUN
futech-646	13	9	(	(	PUNCT
futech-646	13	10	dvt	dvt	PROPN
futech-646	13	11	)	)	PUNCT
futech-646	13	12	refers	refer	VERB
futech-646	13	13	to	to	ADP
futech-646	13	14	deep	deep	ADJ
futech-646	13	15	vein	vein	NOUN
futech-646	13	16	thrombosis	thrombosis	NOUN
futech-646	13	17	,	,	PUNCT
futech-646	13	18	a	a	DET
futech-646	13	19	type	type	NOUN
futech-646	13	20	of	of	ADP
futech-646	13	21	venous	venous	ADJ
futech-646	13	22	system	system	NOUN
futech-646	13	23	disease	disease	NOUN
futech-646	13	24	.	.	PUNCT
futech-646	14	1	most	most	ADV
futech-646	14	2	often	often	ADV
futech-646	14	3	,	,	PUNCT
futech-646	14	4	it	it	PRON
futech-646	14	5	occurs	occur	VERB
futech-646	14	6	in	in	ADP
futech-646	14	7	deep	deep	ADJ
futech-646	14	8	veins	vein	NOUN
futech-646	14	9	.	.	PUNCT
futech-646	15	1	it	it	PRON
futech-646	15	2	is	be	AUX
futech-646	15	3	mainly	mainly	ADV
futech-646	15	4	in	in	ADP
futech-646	15	5	the	the	DET
futech-646	15	6	deep	deep	ADJ
futech-646	15	7	veins	vein	NOUN
futech-646	15	8	of	of	ADP
futech-646	15	9	the	the	DET
futech-646	15	10	limbs	limb	NOUN
futech-646	15	11	,	,	PUNCT
futech-646	15	12	especially	especially	ADV
futech-646	15	13	the	the	DET
futech-646	15	14	lower	low	ADJ
futech-646	15	15	extremities	extremity	NOUN
futech-646	15	16	,	,	PUNCT
futech-646	15	17	and	and	CCONJ
futech-646	15	18	can	can	AUX
futech-646	15	19	extend	extend	VERB
futech-646	15	20	to	to	ADP
futech-646	15	21	the	the	DET
futech-646	15	22	pelvic	pelvic	ADJ
futech-646	15	23	veins	vein	NOUN
futech-646	15	24	and	and	CCONJ
futech-646	15	25	the	the	DET
futech-646	15	26	lower	low	ADJ
futech-646	15	27	half	half	NOUN
futech-646	15	28	of	of	ADP
futech-646	15	29	the	the	DET
futech-646	15	30	inferior	inferior	ADJ
futech-646	15	31	vena	vena	NOUN
futech-646	15	32	cava	cava	NOUN
futech-646	15	33	[	[	X
futech-646	15	34	1	1	NUM
futech-646	15	35	]	]	PUNCT
futech-646	15	36	.	.	PUNCT
futech-646	16	1	dvt	dvt	PROPN
futech-646	16	2	’s	’s	PART
futech-646	16	3	incidence	incidence	NOUN
futech-646	16	4	among	among	ADP
futech-646	16	5	hospitalized	hospitalize	VERB
futech-646	16	6	patients	patient	NOUN
futech-646	16	7	rises	rise	VERB
futech-646	16	8	considerably	considerably	ADV
futech-646	16	9	,	,	PUNCT
futech-646	16	10	reaching	reach	VERB
futech-646	16	11	100	100	NUM
futech-646	16	12	200	200	NUM
futech-646	16	13	for	for	ADP
futech-646	16	14	every	every	DET
futech-646	16	15	100,000	100,000	NUM
futech-646	16	16	persons	person	NOUN
futech-646	16	17	yearly	yearly	ADV
futech-646	16	18	all	all	ADV
futech-646	16	19	over	over	ADP
futech-646	16	20	the	the	DET
futech-646	16	21	world	world	NOUN
futech-646	16	22	,	,	PUNCT
futech-646	16	23	with	with	ADP
futech-646	16	24	much	much	ADV
futech-646	16	25	higher	high	ADJ
futech-646	16	26	numbers	number	NOUN
futech-646	16	27	in	in	ADP
futech-646	16	28	certain	certain	ADJ
futech-646	16	29	populations	population	NOUN
futech-646	16	30	,	,	PUNCT
futech-646	16	31	post	post	ADJ
futech-646	16	32	-	-	ADJ
futech-646	16	33	surgical	surgical	ADJ
futech-646	16	34	patients	patient	NOUN
futech-646	16	35	(	(	PUNCT
futech-646	16	36	2	2	NUM
futech-646	16	37	-	-	SYM
futech-646	16	38	3	3	NUM
futech-646	16	39	%	%	NOUN
futech-646	16	40	)	)	PUNCT
futech-646	16	41	,	,	PUNCT
futech-646	16	42	critically	critically	ADV
futech-646	16	43	ill	ill	ADJ
futech-646	16	44	patients	patient	NOUN
futech-646	16	45	(	(	PUNCT
futech-646	16	46	5	5	NUM
futech-646	16	47	-	-	SYM
futech-646	16	48	10	10	NUM
futech-646	16	49	%	%	NOUN
futech-646	16	50	)	)	PUNCT
futech-646	16	51	,	,	PUNCT
futech-646	16	52	and	and	CCONJ
futech-646	16	53	those	those	PRON
futech-646	16	54	with	with	ADP
futech-646	16	55	malignancies	malignancy	NOUN
futech-646	16	56	(	(	PUNCT
futech-646	16	57	4	4	NUM
futech-646	16	58	-	-	SYM
futech-646	16	59	20	20	NUM
futech-646	16	60	%	%	NOUN
futech-646	16	61	)	)	PUNCT
futech-646	17	1	[	[	X
futech-646	17	2	24	24	NUM
futech-646	17	3	]	]	PUNCT
futech-646	17	4	.	.	PUNCT
futech-646	18	1	the	the	DET
futech-646	18	2	classical	classical	ADJ
futech-646	18	3	presentation	presentation	NOUN
futech-646	18	4	includes	include	VERB
futech-646	18	5	unilateral	unilateral	ADJ
futech-646	18	6	limb	limb	NOUN
futech-646	18	7	edema	edema	NOUN
futech-646	18	8	/	/	SYM
futech-646	18	9	pain	pain	NOUN
futech-646	18	10	,	,	PUNCT
futech-646	18	11	erythema	erythema	ADJ
futech-646	18	12	,	,	PUNCT
futech-646	18	13	and	and	CCONJ
futech-646	18	14	warmth	warmth	NOUN
futech-646	18	15	;	;	PUNCT
futech-646	18	16	however	however	ADV
futech-646	18	17	,	,	PUNCT
futech-646	18	18	~30	~30	ADP
futech-646	18	19	%	%	NOUN
futech-646	18	20	are	be	AUX
futech-646	18	21	clinically	clinically	ADV
futech-646	18	22	silent	silent	ADJ
futech-646	18	23	until	until	ADP
futech-646	18	24	complications	complication	NOUN
futech-646	18	25	[	[	X
futech-646	18	26	5,6	5,6	NUM
futech-646	18	27	]	]	PUNCT
futech-646	18	28	.	.	PUNCT
futech-646	19	1	mature	mature	ADJ
futech-646	19	2	anticoagulation	anticoagulation	NOUN
futech-646	19	3	therapy	therapy	NOUN
futech-646	19	4	protocols	protocol	NOUN
futech-646	19	5	have	have	AUX
futech-646	19	6	been	be	AUX
futech-646	19	7	established	establish	VERB
futech-646	19	8	,	,	PUNCT
futech-646	19	9	including	include	VERB
futech-646	19	10	low	low	ADJ
futech-646	19	11	-	-	PUNCT
futech-646	19	12	molecular	molecular	ADJ
futech-646	19	13	-	-	PUNCT
futech-646	19	14	weight	weight	NOUN
futech-646	19	15	heparin	heparin	NOUN
futech-646	19	16	,	,	PUNCT
futech-646	19	17	direct	direct	ADJ
futech-646	19	18	oral	oral	ADJ
futech-646	19	19	anticoagulants	anticoagulant	NOUN
futech-646	19	20	,	,	PUNCT
futech-646	19	21	and	and	CCONJ
futech-646	19	22	vitamin	vitamin	NOUN
futech-646	19	23	k	k	PROPN
futech-646	19	24	antagonists	antagonist	NOUN
futech-646	19	25	.	.	PUNCT
futech-646	20	1	however	however	ADV
futech-646	20	2	,	,	PUNCT
futech-646	20	3	there	there	PRON
futech-646	20	4	are	be	VERB
futech-646	20	5	still	still	ADV
futech-646	20	6	considerable	considerable	ADJ
futech-646	20	7	differences	difference	NOUN
futech-646	20	8	in	in	ADP
futech-646	20	9	individual	individual	ADJ
futech-646	20	10	responses	response	NOUN
futech-646	20	11	to	to	ADP
futech-646	20	12	the	the	DET
futech-646	20	13	therapy	therapy	NOUN
futech-646	20	14	,	,	PUNCT
futech-646	20	15	which	which	PRON
futech-646	20	16	are	be	AUX
futech-646	20	17	related	relate	VERB
futech-646	20	18	to	to	ADP
futech-646	20	19	different	different	ADJ
futech-646	20	20	genetic	genetic	ADJ
futech-646	20	21	variations	variation	NOUN
futech-646	20	22	,	,	PUNCT
futech-646	20	23	comorbidities	comorbiditie	NOUN
futech-646	20	24	,	,	PUNCT
futech-646	20	25	and	and	CCONJ
futech-646	20	26	interactions	interaction	NOUN
futech-646	20	27	with	with	ADP
futech-646	20	28	the	the	DET
futech-646	20	29	medicine	medicine	NOUN
futech-646	20	30	[	[	X
futech-646	20	31	7,8	7,8	NUM
futech-646	20	32	]	]	PUNCT
futech-646	20	33	.	.	PUNCT
futech-646	21	1	clinical	clinical	ADJ
futech-646	21	2	evidence	evidence	NOUN
futech-646	21	3	shows	show	VERB
futech-646	21	4	that	that	SCONJ
futech-646	21	5	after	after	ADP
futech-646	21	6	standard	standard	ADJ
futech-646	21	7	treatment	treatment	NOUN
futech-646	21	8	,	,	PUNCT
futech-646	21	9	between	between	ADP
futech-646	21	10	40	40	NUM
futech-646	21	11	%	%	NOUN
futech-646	21	12	and	and	CCONJ
futech-646	21	13	60	60	NUM
futech-646	21	14	%	%	NOUN
futech-646	21	15	of	of	ADP
futech-646	21	16	dvt	dvt	PROPN
futech-646	21	17	patients	patient	NOUN
futech-646	21	18	still	still	ADV
futech-646	21	19	have	have	VERB
futech-646	21	20	a	a	DET
futech-646	21	21	risk	risk	NOUN
futech-646	21	22	of	of	ADP
futech-646	21	23	complications	complication	NOUN
futech-646	21	24	like	like	ADP
futech-646	21	25	post	post	ADJ
futech-646	21	26	-	-	ADJ
futech-646	21	27	thrombotic	thrombotic	ADJ
futech-646	21	28	syndrome	syndrome	NOUN
futech-646	21	29	.	.	PUNCT
futech-646	22	1	the	the	DET
futech-646	22	2	symptoms	symptom	NOUN
futech-646	22	3	of	of	ADP
futech-646	22	4	this	this	DET
futech-646	22	5	syndrome	syndrome	NOUN
futech-646	22	6	include	include	VERB
futech-646	22	7	chronic	chronic	ADJ
futech-646	22	8	leg	leg	NOUN
futech-646	22	9	pain	pain	NOUN
futech-646	22	10	,	,	PUNCT
futech-646	22	11	swelling	swelling	NOUN
futech-646	22	12	,	,	PUNCT
futech-646	22	13	skin	skin	NOUN
futech-646	22	14	changes	change	NOUN
futech-646	22	15	,	,	PUNCT
futech-646	22	16	and	and	CCONJ
futech-646	22	17	,	,	PUNCT
futech-646	22	18	in	in	ADP
futech-646	22	19	the	the	DET
futech-646	22	20	worst	bad	ADJ
futech-646	22	21	cases	case	NOUN
futech-646	22	22	,	,	PUNCT
futech-646	22	23	venous	venous	ADJ
futech-646	22	24	ulcers	ulcer	NOUN
futech-646	22	25	,	,	PUNCT
futech-646	22	26	all	all	PRON
futech-646	22	27	of	of	ADP
futech-646	22	28	which	which	PRON
futech-646	22	29	can	can	AUX
futech-646	22	30	seriously	seriously	ADV
futech-646	22	31	reduce	reduce	VERB
futech-646	22	32	a	a	DET
futech-646	22	33	person	person	NOUN
futech-646	22	34	's	's	PART
futech-646	22	35	quality	quality	NOUN
futech-646	22	36	of	of	ADP
futech-646	22	37	life	life	NOUN
futech-646	22	38	and	and	CCONJ
futech-646	22	39	use	use	VERB
futech-646	22	40	more	more	ADJ
futech-646	22	41	medical	medical	ADJ
futech-646	22	42	resources	resource	NOUN
futech-646	23	1	[	[	X
futech-646	23	2	9	9	NUM
futech-646	23	3	]	]	PUNCT
futech-646	23	4	.	.	PUNCT
futech-646	24	1	this	this	DET
futech-646	24	2	heterogeneity	heterogeneity	NOUN
futech-646	24	3	necessitates	necessitate	VERB
futech-646	24	4	early	early	ADJ
futech-646	24	5	identification	identification	NOUN
futech-646	24	6	of	of	ADP
futech-646	24	7	treatment	treatment	NOUN
futech-646	24	8	-	-	PUNCT
futech-646	24	9	resistant	resistant	ADJ
futech-646	24	10	patients	patient	NOUN
futech-646	24	11	to	to	PART
futech-646	24	12	enable	enable	VERB
futech-646	24	13	timely	timely	ADJ
futech-646	24	14	intervention	intervention	NOUN
futech-646	24	15	with	with	ADP
futech-646	24	16	advanced	advanced	ADJ
futech-646	24	17	therapies	therapy	NOUN
futech-646	24	18	,	,	PUNCT
futech-646	24	19	including	include	VERB
futech-646	24	20	catheterdirected	catheterdirecte	VERB
futech-646	24	21	thrombolysis	thrombolysis	NOUN
futech-646	24	22	,	,	PUNCT
futech-646	24	23	mechanical	mechanical	ADJ
futech-646	24	24	thrombectomy	thrombectomy	NOUN
futech-646	24	25	,	,	PUNCT
futech-646	24	26	or	or	CCONJ
futech-646	24	27	extended	extend	VERB
futech-646	24	28	anticoagulation	anticoagulation	NOUN
futech-646	24	29	regimens	regimen	NOUN
futech-646	24	30	[	[	X
futech-646	24	31	10	10	NUM
futech-646	24	32	]	]	PUNCT
futech-646	24	33	.	.	PUNCT
futech-646	25	1	in	in	ADP
futech-646	25	2	recent	recent	ADJ
futech-646	25	3	years	year	NOUN
futech-646	25	4	,	,	PUNCT
futech-646	25	5	machine	machine	NOUN
futech-646	25	6	learning	learning	NOUN
futech-646	25	7	technology	technology	NOUN
futech-646	25	8	has	have	AUX
futech-646	25	9	made	make	VERB
futech-646	25	10	great	great	ADJ
futech-646	25	11	progress	progress	NOUN
futech-646	25	12	in	in	ADP
futech-646	25	13	the	the	DET
futech-646	25	14	field	field	NOUN
futech-646	25	15	of	of	ADP
futech-646	25	16	health	health	NOUN
futech-646	25	17	care	care	NOUN
futech-646	25	18	,	,	PUNCT
futech-646	25	19	especially	especially	ADV
futech-646	25	20	in	in	ADP
futech-646	25	21	predicting	predict	VERB
futech-646	25	22	disease	disease	NOUN
futech-646	25	23	prognosis	prognosis	NOUN
futech-646	25	24	and	and	CCONJ
futech-646	25	25	evaluating	evaluate	VERB
futech-646	25	26	symptom	symptom	NOUN
futech-646	25	27	improvement	improvement	NOUN
futech-646	25	28	[	[	X
futech-646	25	29	11	11	NUM
futech-646	25	30	]	]	PUNCT
futech-646	25	31	.	.	PUNCT
futech-646	26	1	the	the	DET
futech-646	26	2	traditional	traditional	ADJ
futech-646	26	3	treatment	treatment	NOUN
futech-646	26	4	response	response	NOUN
futech-646	26	5	assessment	assessment	NOUN
futech-646	26	6	for	for	ADP
futech-646	26	7	dvt	dvt	PROPN
futech-646	26	8	mainly	mainly	ADV
futech-646	26	9	relies	rely	VERB
futech-646	26	10	on	on	ADP
futech-646	26	11	clinical	clinical	ADJ
futech-646	26	12	experience	experience	NOUN
futech-646	26	13	and	and	CCONJ
futech-646	26	14	single	single	ADJ
futech-646	26	15	-	-	PUNCT
futech-646	26	16	parameter	parameter	NOUN
futech-646	26	17	judgment	judgment	NOUN
futech-646	26	18	,	,	PUNCT
futech-646	26	19	without	without	ADP
futech-646	26	20	sufficient	sufficient	ADJ
futech-646	26	21	consideration	consideration	NOUN
futech-646	26	22	of	of	ADP
futech-646	26	23	individual	individual	ADJ
futech-646	26	24	patients	patient	NOUN
futech-646	26	25	and	and	CCONJ
futech-646	26	26	multidimensional	multidimensional	ADJ
futech-646	26	27	clinical	clinical	ADJ
futech-646	26	28	data	datum	NOUN
futech-646	26	29	[	[	X
futech-646	26	30	12,13	12,13	NUM
futech-646	26	31	]	]	PUNCT
futech-646	26	32	.	.	PUNCT
futech-646	27	1	machine	machine	NOUN
futech-646	27	2	learning	learn	VERB
futech-646	27	3	algorithms	algorithm	NOUN
futech-646	27	4	include	include	VERB
futech-646	27	5	the	the	DET
futech-646	27	6	demographic	demographic	ADJ
futech-646	27	7	aspect	aspect	NOUN
futech-646	27	8	of	of	ADP
futech-646	27	9	laboratory	laboratory	NOUN
futech-646	27	10	results	result	NOUN
futech-646	27	11	,	,	PUNCT
futech-646	27	12	images	image	NOUN
futech-646	27	13	,	,	PUNCT
futech-646	27	14	and	and	CCONJ
futech-646	27	15	therapy	therapy	NOUN
futech-646	27	16	,	,	PUNCT
futech-646	27	17	and	and	CCONJ
futech-646	27	18	produce	produce	VERB
futech-646	27	19	better	well	ADJ
futech-646	27	20	forecast	forecast	NOUN
futech-646	27	21	models	model	NOUN
futech-646	27	22	.	.	PUNCT
futech-646	28	1	studies	study	NOUN
futech-646	28	2	demonstrate	demonstrate	VERB
futech-646	28	3	that	that	SCONJ
futech-646	28	4	machine	machine	NOUN
futech-646	28	5	learning	learning	NOUN
futech-646	28	6	approaches	approach	VERB
futech-646	28	7	outperform	outperform	VERB
futech-646	28	8	conventional	conventional	ADJ
futech-646	28	9	statistical	statistical	ADJ
futech-646	28	10	methods	method	NOUN
futech-646	28	11	in	in	ADP
futech-646	28	12	open	open	ADJ
futech-646	28	13	access	access	NOUN
futech-646	28	14	journal	journal	PROPN
futech-646	28	15	issn	issn	PROPN
futech-646	28	16	2832	2832	NUM
futech-646	28	17	-	-	SYM
futech-646	28	18	0379	0379	NUM
futech-646	28	19	february	february	PROPN
futech-646	28	20	2026|	2026|	NUM
futech-646	28	21	volume	volume	NOUN
futech-646	28	22	05	05	NUM
futech-646	29	1	|	|	ADV
futech-646	29	2	issue	issue	NOUN
futech-646	29	3	01	01	NUM
futech-646	30	1	|	|	NOUN
futech-646	30	2	pages	page	NOUN
futech-646	30	3	254	254	NUM
futech-646	30	4	-	-	SYM
futech-646	30	5	262	262	NUM
futech-646	30	6	https://doi.org/10.55670/fpll.futech.5.1.22	https://doi.org/10.55670/fpll.futech.5.1.22	PROPN
futech-646	30	7	journal	journal	PROPN
futech-646	30	8	homepage	homepage	NOUN
futech-646	30	9	:	:	PUNCT
futech-646	30	10	https://fupubco.com/futech	https://fupubco.com/futech	PROPN
futech-646	30	11	future	future	ADJ
futech-646	30	12	technology	technology	NOUN
futech-646	31	1	mailto:ymlim@utar.edu.my	mailto:ymlim@utar.edu.my	PROPN
futech-646	31	2	https://doi.org/10.55670/fpll.futech.5.1.22	https://doi.org/10.55670/fpll.futech.5.1.22	PROPN
futech-646	31	3	https://fupubco.com/futech	https://fupubco.com/futech	PROPN
futech-646	31	4	n.	n.	PROPN
futech-646	31	5	zhou	zhou	PROPN
futech-646	31	6	et	et	PROPN
futech-646	31	7	al	al	PROPN
futech-646	31	8	.	.	PROPN
futech-646	31	9	/future	/future	PUNCT
futech-646	31	10	technology	technology	PROPN
futech-646	31	11	february	february	PROPN
futech-646	31	12	2026|	2026|	NUM
futech-646	31	13	volume	volume	NOUN
futech-646	31	14	05	05	NUM
futech-646	32	1	|	|	ADV
futech-646	32	2	issue	issue	NOUN
futech-646	32	3	01	01	NUM
futech-646	33	1	|	|	NOUN
futech-646	33	2	pages	page	NOUN
futech-646	33	3	254	254	NUM
futech-646	33	4	-	-	SYM
futech-646	33	5	262	262	NUM
futech-646	33	6	255	255	NUM
futech-646	33	7	predicting	predict	VERB
futech-646	33	8	thrombotic	thrombotic	ADJ
futech-646	33	9	events	event	NOUN
futech-646	33	10	[	[	X
futech-646	33	11	14	14	NUM
futech-646	33	12	,	,	PUNCT
futech-646	33	13	15	15	NUM
futech-646	33	14	]	]	PUNCT
futech-646	33	15	.	.	PUNCT
futech-646	34	1	the	the	DET
futech-646	34	2	goal	goal	NOUN
futech-646	34	3	is	be	AUX
futech-646	34	4	to	to	PART
futech-646	34	5	develop	develop	VERB
futech-646	34	6	a	a	DET
futech-646	34	7	machine	machine	NOUN
futech-646	34	8	learning	learning	NOUN
futech-646	34	9	-	-	PUNCT
futech-646	34	10	based	base	VERB
futech-646	34	11	prediction	prediction	NOUN
futech-646	34	12	model	model	NOUN
futech-646	34	13	to	to	PART
futech-646	34	14	assess	assess	VERB
futech-646	34	15	the	the	DET
futech-646	34	16	response	response	NOUN
futech-646	34	17	of	of	ADP
futech-646	34	18	dvt	dvt	PROPN
futech-646	34	19	treatment	treatment	NOUN
futech-646	34	20	with	with	ADP
futech-646	34	21	regard	regard	NOUN
futech-646	34	22	to	to	ADP
futech-646	34	23	symptom	symptom	NOUN
futech-646	34	24	improvement	improvement	NOUN
futech-646	34	25	rate	rate	NOUN
futech-646	34	26	among	among	ADP
futech-646	34	27	hospitalized	hospitalize	VERB
futech-646	34	28	dvt	dvt	PROPN
futech-646	34	29	patients	patient	NOUN
futech-646	34	30	.	.	PUNCT
futech-646	35	1	we	we	PRON
futech-646	35	2	incorporate	incorporate	VERB
futech-646	35	3	patients	patient	NOUN
futech-646	35	4	'	'	PART
futech-646	35	5	clinical	clinical	ADJ
futech-646	35	6	characteristics	characteristic	NOUN
futech-646	35	7	,	,	PUNCT
futech-646	35	8	laboratory	laboratory	NOUN
futech-646	35	9	parameters	parameter	NOUN
futech-646	35	10	,	,	PUNCT
futech-646	35	11	and	and	CCONJ
futech-646	35	12	treatment	treatment	NOUN
futech-646	35	13	parameters	parameter	NOUN
futech-646	35	14	to	to	PART
futech-646	35	15	construct	construct	VERB
futech-646	35	16	a	a	DET
futech-646	35	17	multidimensional	multidimensional	ADJ
futech-646	35	18	model	model	NOUN
futech-646	35	19	.	.	PUNCT
futech-646	36	1	the	the	DET
futech-646	36	2	model	model	NOUN
futech-646	36	3	aims	aim	VERB
futech-646	36	4	to	to	PART
futech-646	36	5	accurately	accurately	ADV
futech-646	36	6	predict	predict	VERB
futech-646	36	7	an	an	DET
futech-646	36	8	individual	individual	ADJ
futech-646	36	9	patient	patient	NOUN
futech-646	36	10	's	's	PART
futech-646	36	11	treatment	treatment	NOUN
futech-646	36	12	improvement	improvement	NOUN
futech-646	36	13	rate	rate	NOUN
futech-646	36	14	to	to	PART
futech-646	36	15	assist	assist	VERB
futech-646	36	16	clinicians	clinician	NOUN
futech-646	36	17	in	in	ADP
futech-646	36	18	personalizing	personalize	VERB
futech-646	36	19	treatment	treatment	NOUN
futech-646	36	20	plans	plan	NOUN
futech-646	36	21	.	.	PUNCT
futech-646	37	1	furthermore	furthermore	ADV
futech-646	37	2	,	,	PUNCT
futech-646	37	3	this	this	DET
futech-646	37	4	study	study	NOUN
futech-646	37	5	identifies	identify	VERB
futech-646	37	6	key	key	ADJ
futech-646	37	7	factors	factor	NOUN
futech-646	37	8	influencing	influence	VERB
futech-646	37	9	symptom	symptom	NOUN
futech-646	37	10	improvement	improvement	NOUN
futech-646	37	11	,	,	PUNCT
futech-646	37	12	providing	provide	VERB
futech-646	37	13	evidence	evidence	NOUN
futech-646	37	14	-	-	PUNCT
futech-646	37	15	based	base	VERB
futech-646	37	16	guidance	guidance	NOUN
futech-646	37	17	for	for	ADP
futech-646	37	18	therapeutic	therapeutic	ADJ
futech-646	37	19	optimization	optimization	NOUN
futech-646	37	20	.	.	PUNCT
futech-646	38	1	2	2	X
futech-646	38	2	.	.	X
futech-646	38	3	methods	method	NOUN
futech-646	38	4	2.1	2.1	NUM
futech-646	38	5	research	research	NOUN
futech-646	38	6	design	design	NOUN
futech-646	38	7	this	this	DET
futech-646	38	8	study	study	NOUN
futech-646	38	9	was	be	AUX
futech-646	38	10	conducted	conduct	VERB
futech-646	38	11	in	in	ADP
futech-646	38	12	accordance	accordance	NOUN
futech-646	38	13	with	with	ADP
futech-646	38	14	the	the	DET
futech-646	38	15	tripod	tripod	NOUN
futech-646	38	16	statement	statement	NOUN
futech-646	38	17	.	.	PUNCT
futech-646	39	1	the	the	DET
futech-646	39	2	completed	complete	VERB
futech-646	39	3	tripod	tripod	NOUN
futech-646	39	4	checklist	checklist	NOUN
futech-646	39	5	is	be	AUX
futech-646	39	6	provided	provide	VERB
futech-646	39	7	as	as	ADP
futech-646	39	8	supplementary	supplementary	ADJ
futech-646	39	9	file	file	NOUN
futech-646	39	10	2	2	NUM
futech-646	39	11	.	.	PUNCT
futech-646	40	1	this	this	DET
futech-646	40	2	retrospective	retrospective	ADJ
futech-646	40	3	observational	observational	ADJ
futech-646	40	4	study	study	NOUN
futech-646	40	5	utilizes	utilize	VERB
futech-646	40	6	real	real	ADJ
futech-646	40	7	-	-	PUNCT
futech-646	40	8	world	world	NOUN
futech-646	40	9	data	datum	NOUN
futech-646	40	10	from	from	ADP
futech-646	40	11	the	the	DET
futech-646	40	12	comprehensive	comprehensive	ADJ
futech-646	40	13	hospital	hospital	NOUN
futech-646	40	14	information	information	NOUN
futech-646	40	15	system	system	NOUN
futech-646	40	16	of	of	ADP
futech-646	40	17	[	[	X
futech-646	40	18	masked	mask	VERB
futech-646	40	19	for	for	ADP
futech-646	40	20	blind	blind	ADJ
futech-646	40	21	review	review	NOUN
futech-646	40	22	]	]	PUNCT
futech-646	40	23	to	to	PART
futech-646	40	24	evaluate	evaluate	VERB
futech-646	40	25	treatment	treatment	NOUN
futech-646	40	26	outcomes	outcome	NOUN
futech-646	40	27	in	in	ADP
futech-646	40	28	patients	patient	NOUN
futech-646	40	29	diagnosed	diagnose	VERB
futech-646	40	30	with	with	ADP
futech-646	40	31	dvt	dvt	PROPN
futech-646	40	32	from	from	ADP
futech-646	40	33	2018	2018	NUM
futech-646	40	34	to	to	ADP
futech-646	40	35	2023	2023	NUM
futech-646	40	36	.	.	PUNCT
futech-646	41	1	specific	specific	ADJ
futech-646	41	2	inclusion	inclusion	NOUN
futech-646	41	3	and	and	CCONJ
futech-646	41	4	exclusion	exclusion	NOUN
futech-646	41	5	criteria	criterion	NOUN
futech-646	41	6	were	be	AUX
futech-646	41	7	applied	apply	VERB
futech-646	41	8	to	to	PART
futech-646	41	9	ensure	ensure	VERB
futech-646	41	10	data	datum	NOUN
futech-646	41	11	completeness	completeness	NOUN
futech-646	41	12	and	and	CCONJ
futech-646	41	13	relevance	relevance	NOUN
futech-646	41	14	.	.	PUNCT
futech-646	42	1	inclusion	inclusion	NOUN
futech-646	42	2	criteria	criterion	NOUN
futech-646	42	3	:	:	PUNCT
futech-646	42	4	(	(	PUNCT
futech-646	42	5	1	1	X
futech-646	42	6	)	)	PUNCT
futech-646	42	7	dvt	dvt	PROPN
futech-646	42	8	is	be	AUX
futech-646	42	9	the	the	DET
futech-646	42	10	main	main	ADJ
futech-646	42	11	diagnosis	diagnosis	NOUN
futech-646	42	12	in	in	ADP
futech-646	42	13	medical	medical	ADJ
futech-646	42	14	records	record	NOUN
futech-646	42	15	;	;	PUNCT
futech-646	42	16	(	(	PUNCT
futech-646	42	17	2	2	X
futech-646	42	18	)	)	PUNCT
futech-646	42	19	complete	complete	ADJ
futech-646	42	20	medical	medical	ADJ
futech-646	42	21	records	record	NOUN
futech-646	42	22	required	require	VERB
futech-646	42	23	for	for	ADP
futech-646	42	24	the	the	DET
futech-646	42	25	study	study	NOUN
futech-646	42	26	are	be	AUX
futech-646	42	27	available	available	ADJ
futech-646	42	28	.	.	PUNCT
futech-646	43	1	complete	complete	ADJ
futech-646	43	2	medical	medical	ADJ
futech-646	43	3	records	record	NOUN
futech-646	43	4	were	be	AUX
futech-646	43	5	defined	define	VERB
futech-646	43	6	as	as	ADP
futech-646	43	7	containing	contain	VERB
futech-646	43	8	:	:	PUNCT
futech-646	43	9	(	(	PUNCT
futech-646	43	10	1	1	X
futech-646	43	11	)	)	PUNCT
futech-646	43	12	ultrasoundconfirmed	ultrasoundconfirmed	ADJ
futech-646	43	13	dvt	dvt	NOUN
futech-646	43	14	diagnosis	diagnosis	NOUN
futech-646	43	15	;	;	PUNCT
futech-646	43	16	(	(	PUNCT
futech-646	43	17	2	2	X
futech-646	43	18	)	)	PUNCT
futech-646	43	19	baseline	baseline	NOUN
futech-646	43	20	and	and	CCONJ
futech-646	43	21	discharge	discharge	VERB
futech-646	43	22	symptom	symptom	NOUN
futech-646	43	23	scores	score	NOUN
futech-646	43	24	;	;	PUNCT
futech-646	43	25	(	(	PUNCT
futech-646	43	26	3	3	X
futech-646	43	27	)	)	PUNCT
futech-646	43	28	laboratory	laboratory	NOUN
futech-646	43	29	data	datum	NOUN
futech-646	43	30	within	within	ADP
futech-646	43	31	24	24	NUM
futech-646	43	32	hours	hour	NOUN
futech-646	43	33	of	of	ADP
futech-646	43	34	admission	admission	NOUN
futech-646	43	35	;	;	PUNCT
futech-646	43	36	(	(	PUNCT
futech-646	43	37	4	4	X
futech-646	43	38	)	)	PUNCT
futech-646	43	39	therapeutic	therapeutic	ADJ
futech-646	43	40	intervention	intervention	NOUN
futech-646	43	41	records	record	NOUN
futech-646	43	42	;	;	PUNCT
futech-646	43	43	and	and	CCONJ
futech-646	43	44	(	(	PUNCT
futech-646	43	45	5	5	X
futech-646	43	46	)	)	PUNCT
futech-646	43	47	documented	document	VERB
futech-646	43	48	outcomes	outcome	NOUN
futech-646	43	49	.	.	PUNCT
futech-646	44	1	planned	plan	VERB
futech-646	44	2	diagnostic	diagnostic	ADJ
futech-646	44	3	and	and	CCONJ
futech-646	44	4	treatment	treatment	NOUN
futech-646	44	5	procedures	procedure	NOUN
futech-646	44	6	referred	refer	VERB
futech-646	44	7	to	to	ADP
futech-646	44	8	completion	completion	NOUN
futech-646	44	9	of	of	ADP
futech-646	44	10	the	the	DET
futech-646	44	11	institutional	institutional	ADJ
futech-646	44	12	protocol	protocol	NOUN
futech-646	44	13	without	without	ADP
futech-646	44	14	premature	premature	ADJ
futech-646	44	15	discontinuation	discontinuation	NOUN
futech-646	44	16	.	.	PUNCT
futech-646	45	1	exclusion	exclusion	NOUN
futech-646	45	2	criteria	criterion	NOUN
futech-646	45	3	:	:	PUNCT
futech-646	45	4	(	(	PUNCT
futech-646	45	5	1	1	X
futech-646	45	6	)	)	PUNCT
futech-646	45	7	incomplete	incomplete	ADJ
futech-646	45	8	planned	plan	VERB
futech-646	45	9	diagnostic	diagnostic	ADJ
futech-646	45	10	and	and	CCONJ
futech-646	45	11	treatment	treatment	NOUN
futech-646	45	12	procedures	procedure	NOUN
futech-646	45	13	during	during	ADP
futech-646	45	14	hospitalization	hospitalization	NOUN
futech-646	45	15	due	due	ADP
futech-646	45	16	to	to	ADP
futech-646	45	17	reasons	reason	NOUN
futech-646	45	18	such	such	ADJ
futech-646	45	19	as	as	ADP
futech-646	45	20	transfer	transfer	NOUN
futech-646	45	21	or	or	CCONJ
futech-646	45	22	treatment	treatment	NOUN
futech-646	45	23	abandonment	abandonment	NOUN
futech-646	45	24	;	;	PUNCT
futech-646	45	25	(	(	PUNCT
futech-646	45	26	2	2	X
futech-646	45	27	)	)	PUNCT
futech-646	45	28	unavailable	unavailable	ADJ
futech-646	45	29	data	datum	NOUN
futech-646	45	30	on	on	ADP
futech-646	45	31	confounding	confound	VERB
futech-646	45	32	factors	factor	NOUN
futech-646	45	33	in	in	ADP
futech-646	45	34	medical	medical	ADJ
futech-646	45	35	records	record	NOUN
futech-646	45	36	due	due	ADJ
futech-646	45	37	to	to	ADP
futech-646	45	38	attending	attend	VERB
futech-646	45	39	physician	physician	NOUN
futech-646	45	40	resignation	resignation	NOUN
futech-646	45	41	or	or	CCONJ
futech-646	45	42	retirement	retirement	NOUN
futech-646	45	43	.	.	PUNCT
futech-646	46	1	between	between	ADP
futech-646	46	2	january	january	PROPN
futech-646	46	3	2018	2018	NUM
futech-646	46	4	and	and	CCONJ
futech-646	46	5	december	december	PROPN
futech-646	46	6	2023	2023	NUM
futech-646	46	7	,	,	PUNCT
futech-646	46	8	658	658	NUM
futech-646	46	9	patients	patient	NOUN
futech-646	46	10	were	be	AUX
futech-646	46	11	identified	identify	VERB
futech-646	46	12	.	.	PUNCT
futech-646	47	1	after	after	ADP
futech-646	47	2	excluding	exclude	VERB
futech-646	47	3	215	215	NUM
futech-646	47	4	patients	patient	NOUN
futech-646	47	5	(	(	PUNCT
futech-646	47	6	150	150	NUM
futech-646	47	7	incomplete	incomplete	ADJ
futech-646	47	8	records	record	NOUN
futech-646	47	9	,	,	PUNCT
futech-646	47	10	65	65	NUM
futech-646	47	11	transfers	transfer	NOUN
futech-646	47	12	)	)	PUNCT
futech-646	47	13	,	,	PUNCT
futech-646	47	14	443	443	NUM
futech-646	47	15	remained	remain	VERB
futech-646	47	16	eligible	eligible	ADJ
futech-646	47	17	.	.	PUNCT
futech-646	48	1	subsequently	subsequently	ADV
futech-646	48	2	,	,	PUNCT
futech-646	48	3	40	40	NUM
futech-646	48	4	patients	patient	NOUN
futech-646	48	5	with	with	ADP
futech-646	48	6	missing	miss	VERB
futech-646	48	7	confounding	confound	VERB
futech-646	48	8	variables	variable	NOUN
futech-646	48	9	were	be	AUX
futech-646	48	10	excluded	exclude	VERB
futech-646	48	11	,	,	PUNCT
futech-646	48	12	leaving	leave	VERB
futech-646	48	13	403	403	NUM
futech-646	48	14	patients	patient	NOUN
futech-646	48	15	in	in	ADP
futech-646	48	16	the	the	DET
futech-646	48	17	final	final	ADJ
futech-646	48	18	cohort	cohort	NOUN
futech-646	48	19	(	(	PUNCT
futech-646	48	20	figure	figure	NOUN
futech-646	48	21	1	1	NUM
futech-646	48	22	)	)	PUNCT
futech-646	48	23	.	.	PUNCT
futech-646	49	1	cases	case	NOUN
futech-646	49	2	meeting	meet	VERB
futech-646	49	3	these	these	DET
futech-646	49	4	criteria	criterion	NOUN
futech-646	49	5	were	be	AUX
futech-646	49	6	systematically	systematically	ADV
futech-646	49	7	entered	enter	VERB
futech-646	49	8	into	into	ADP
futech-646	49	9	an	an	DET
futech-646	49	10	electronic	electronic	ADJ
futech-646	49	11	data	data	NOUN
futech-646	49	12	collection	collection	NOUN
futech-646	49	13	form	form	NOUN
futech-646	49	14	designed	design	VERB
futech-646	49	15	specifically	specifically	ADV
futech-646	49	16	for	for	ADP
futech-646	49	17	this	this	DET
futech-646	49	18	study	study	NOUN
futech-646	49	19	.	.	PUNCT
futech-646	50	1	the	the	DET
futech-646	50	2	data	data	PROPN
futech-646	50	3	collection	collection	NOUN
futech-646	50	4	protocol	protocol	NOUN
futech-646	50	5	encompasses	encompass	VERB
futech-646	50	6	a	a	DET
futech-646	50	7	comprehensive	comprehensive	ADJ
futech-646	50	8	set	set	NOUN
futech-646	50	9	of	of	ADP
futech-646	50	10	variables	variable	NOUN
futech-646	50	11	(	(	PUNCT
futech-646	50	12	supplementary	supplementary	ADJ
futech-646	50	13	file	file	NOUN
futech-646	50	14	table	table	NOUN
futech-646	50	15	1	1	NUM
futech-646	50	16	)	)	PUNCT
futech-646	50	17	,	,	PUNCT
futech-646	50	18	including	include	VERB
futech-646	50	19	:	:	PUNCT
futech-646	50	20	patient	patient	ADJ
futech-646	50	21	hospitalization	hospitalization	NOUN
futech-646	50	22	identification	identification	NOUN
futech-646	50	23	number	number	NOUN
futech-646	50	24	(	(	PUNCT
futech-646	50	25	utilized	utilize	VERB
futech-646	50	26	solely	solely	ADV
futech-646	50	27	for	for	ADP
futech-646	50	28	source	source	NOUN
futech-646	50	29	data	datum	NOUN
futech-646	50	30	verification	verification	NOUN
futech-646	50	31	purposes	purpose	NOUN
futech-646	50	32	)	)	PUNCT
futech-646	50	33	,	,	PUNCT
futech-646	50	34	demographic	demographic	ADJ
futech-646	50	35	characteristics	characteristic	NOUN
futech-646	50	36	,	,	PUNCT
futech-646	50	37	hematological	hematological	ADJ
futech-646	50	38	and	and	CCONJ
futech-646	50	39	coagulation	coagulation	NOUN
futech-646	50	40	function	function	NOUN
futech-646	50	41	parameters	parameter	NOUN
futech-646	50	42	assessed	assess	VERB
futech-646	50	43	on	on	ADP
futech-646	50	44	the	the	DET
futech-646	50	45	initial	initial	ADJ
futech-646	50	46	day	day	NOUN
futech-646	50	47	of	of	ADP
futech-646	50	48	admission	admission	NOUN
futech-646	50	49	,	,	PUNCT
futech-646	50	50	duration	duration	NOUN
futech-646	50	51	of	of	ADP
futech-646	50	52	symptoms	symptom	NOUN
futech-646	50	53	before	before	ADP
futech-646	50	54	admission	admission	NOUN
futech-646	50	55	,	,	PUNCT
futech-646	50	56	ultrasoundconfirmed	ultrasoundconfirmed	ADJ
futech-646	50	57	thrombus	thrombus	NOUN
futech-646	50	58	localization	localization	NOUN
futech-646	50	59	,	,	PUNCT
futech-646	50	60	admission	admission	NOUN
futech-646	50	61	wells	wells	PROPN
futech-646	50	62	score	score	NOUN
futech-646	50	63	,	,	PUNCT
futech-646	50	64	history	history	NOUN
futech-646	50	65	of	of	ADP
futech-646	50	66	dvt	dvt	PROPN
futech-646	50	67	and	and	CCONJ
futech-646	50	68	associated	associated	ADJ
futech-646	50	69	comorbidities	comorbiditie	NOUN
futech-646	50	70	,	,	PUNCT
futech-646	50	71	therapeutic	therapeutic	ADJ
futech-646	50	72	interventions	intervention	NOUN
futech-646	50	73	for	for	ADP
futech-646	50	74	dvt	dvt	PROPN
futech-646	50	75	and	and	CCONJ
futech-646	50	76	concomitant	concomitant	ADJ
futech-646	50	77	conditions	condition	NOUN
futech-646	50	78	(	(	PUNCT
futech-646	50	79	encompassing	encompass	VERB
futech-646	50	80	both	both	CCONJ
futech-646	50	81	pharmacological	pharmacological	ADJ
futech-646	50	82	and	and	CCONJ
futech-646	50	83	physical	physical	ADJ
futech-646	50	84	modalities	modality	NOUN
futech-646	50	85	)	)	PUNCT
futech-646	50	86	,	,	PUNCT
futech-646	50	87	surgical	surgical	ADJ
futech-646	50	88	management	management	NOUN
futech-646	50	89	strategies	strategy	NOUN
futech-646	50	90	and	and	CCONJ
futech-646	50	91	a	a	DET
futech-646	50	92	reference	reference	NOUN
futech-646	50	93	diagnostic	diagnostic	ADJ
futech-646	50	94	and	and	CCONJ
futech-646	50	95	efficacy	efficacy	NOUN
futech-646	50	96	criteria	criterion	NOUN
futech-646	50	97	for	for	ADP
futech-646	50	98	deep	deep	ADJ
futech-646	50	99	venous	venous	ADJ
futech-646	50	100	thrombosis	thrombosis	NOUN
futech-646	50	101	of	of	ADP
futech-646	50	102	the	the	DET
futech-646	50	103	lower	low	ADJ
futech-646	50	104	extremities	extremity	NOUN
futech-646	50	105	(	(	PUNCT
futech-646	50	106	revised	revise	VERB
futech-646	50	107	in	in	ADP
futech-646	50	108	2015	2015	NUM
futech-646	50	109	)	)	PUNCT
futech-646	50	110	symptom	symptom	NOUN
futech-646	50	111	quantification	quantification	NOUN
futech-646	50	112	assessment	assessment	NOUN
futech-646	50	113	(	(	PUNCT
futech-646	50	114	supplementary	supplementary	ADJ
futech-646	50	115	file	file	NOUN
futech-646	50	116	table	table	NOUN
futech-646	50	117	1	1	NUM
futech-646	50	118	)	)	PUNCT
futech-646	51	1	[	[	X
futech-646	51	2	16	16	NUM
futech-646	51	3	]	]	PUNCT
futech-646	51	4	.	.	PUNCT
futech-646	52	1	all	all	DET
futech-646	52	2	patient	patient	ADJ
futech-646	52	3	identifiers	identifier	NOUN
futech-646	52	4	were	be	AUX
futech-646	52	5	removed	remove	VERB
futech-646	52	6	prior	prior	ADV
futech-646	52	7	to	to	ADP
futech-646	52	8	analysis	analysis	NOUN
futech-646	52	9	.	.	PUNCT
futech-646	53	1	data	datum	NOUN
futech-646	53	2	extraction	extraction	NOUN
futech-646	53	3	and	and	CCONJ
futech-646	53	4	de	de	NOUN
futech-646	53	5	-	-	NOUN
futech-646	53	6	identification	identification	NOUN
futech-646	53	7	were	be	AUX
futech-646	53	8	performed	perform	VERB
futech-646	53	9	by	by	ADP
futech-646	53	10	personnel	personnel	NOUN
futech-646	53	11	independent	independent	ADJ
futech-646	53	12	of	of	ADP
futech-646	53	13	the	the	DET
futech-646	53	14	analytical	analytical	ADJ
futech-646	53	15	team	team	NOUN
futech-646	53	16	.	.	PUNCT
futech-646	54	1	this	this	DET
futech-646	54	2	study	study	NOUN
futech-646	54	3	was	be	AUX
futech-646	54	4	approved	approve	VERB
futech-646	54	5	by	by	ADP
futech-646	54	6	the	the	DET
futech-646	54	7	ethics	ethic	NOUN
futech-646	54	8	committee	committee	PROPN
futech-646	54	9	of	of	ADP
futech-646	54	10	the	the	DET
futech-646	54	11	sun	sun	NOUN
futech-646	54	12	simiao	simiao	PROPN
futech-646	54	13	hospital	hospital	PROPN
futech-646	54	14	of	of	ADP
futech-646	54	15	beijing	beijing	PROPN
futech-646	54	16	university	university	PROPN
futech-646	54	17	of	of	ADP
futech-646	54	18	chinese	chinese	ADJ
futech-646	54	19	medicine	medicine	NOUN
futech-646	54	20	(	(	PUNCT
futech-646	54	21	approval	approval	NOUN
futech-646	54	22	number	number	NOUN
futech-646	54	23	:	:	PUNCT
futech-646	54	24	ssmyy	ssmyy	NOUN
futech-646	54	25	-	-	PUNCT
futech-646	54	26	kypj-2023	kypj-2023	NOUN
futech-646	54	27	-	-	PUNCT
futech-646	54	28	011	011	NUM
futech-646	54	29	)	)	PUNCT
futech-646	54	30	.	.	PUNCT
futech-646	55	1	it	it	PRON
futech-646	55	2	conforms	conform	VERB
futech-646	55	3	to	to	ADP
futech-646	55	4	the	the	DET
futech-646	55	5	ethical	ethical	ADJ
futech-646	55	6	standards	standard	NOUN
futech-646	55	7	of	of	ADP
futech-646	55	8	medical	medical	ADJ
futech-646	55	9	research	research	NOUN
futech-646	55	10	.	.	PUNCT
futech-646	56	1	total	total	ADJ
futech-646	56	2	dvt	dvt	PROPN
futech-646	56	3	patients	patient	NOUN
futech-646	56	4	screened	screen	VERB
futech-646	56	5	(	(	PUNCT
futech-646	56	6	january	january	PROPN
futech-646	56	7	2018	2018	NUM
futech-646	56	8	december	december	PROPN
futech-646	56	9	2023	2023	NUM
futech-646	56	10	)	)	PUNCT
futech-646	56	11	n=658	n=658	NUM
futech-646	56	12	after	after	ADP
futech-646	56	13	incomplete	incomplete	ADJ
futech-646	56	14	records	record	NOUN
futech-646	56	15	/	/	SYM
futech-646	56	16	transfer	transfer	NOUN
futech-646	56	17	exclusion=	exclusion=	NUM
futech-646	56	18	443	443	NUM
futech-646	56	19	excluded	exclude	VERB
futech-646	56	20	(	(	PUNCT
futech-646	56	21	n=215	n=215	NOUN
futech-646	56	22	)	)	PUNCT
futech-646	56	23	•	•	NOUN
futech-646	56	24	incomplete	incomplete	ADJ
futech-646	56	25	medical	medical	ADJ
futech-646	56	26	records	record	NOUN
futech-646	56	27	:	:	PUNCT
futech-646	56	28	n	n	PROPN
futech-646	56	29	=	=	SYM
futech-646	56	30	150	150	NUM
futech-646	56	31	•	•	NOUN
futech-646	56	32	transfer	transfer	NOUN
futech-646	56	33	before	before	ADP
futech-646	56	34	protocol	protocol	NOUN
futech-646	56	35	completion	completion	NOUN
futech-646	56	36	:	:	PUNCT
futech-646	56	37	n	n	PROPN
futech-646	56	38	=	=	SYM
futech-646	56	39	65	65	NUM
futech-646	56	40	after	after	SCONJ
futech-646	56	41	missing	miss	VERB
futech-646	56	42	confounders	confounder	NOUN
futech-646	56	43	exclusion	exclusion	NOUN
futech-646	56	44	n=403	n=403	NOUN
futech-646	56	45	excluded	exclude	VERB
futech-646	56	46	(	(	PUNCT
futech-646	56	47	n	n	NOUN
futech-646	56	48	=	=	NUM
futech-646	56	49	40	40	NUM
futech-646	56	50	)	)	PUNCT
futech-646	56	51	•	•	ADP
futech-646	56	52	missing	miss	VERB
futech-646	56	53	confounding	confound	VERB
futech-646	56	54	variables	variable	NOUN
futech-646	56	55	final	final	ADJ
futech-646	56	56	analytical	analytical	ADJ
futech-646	56	57	cohort	cohort	NOUN
futech-646	56	58	n=403	n=403	NOUN
futech-646	56	59	eligible	eligible	ADJ
futech-646	56	60	eligible	eligible	ADJ
futech-646	56	61	included	include	VERB
futech-646	56	62	excluded	exclude	VERB
futech-646	56	63	excluded	exclude	VERB
futech-646	56	64	figure	figure	NOUN
futech-646	56	65	1	1	NUM
futech-646	56	66	.	.	PUNCT
futech-646	56	67	sequential	sequential	ADJ
futech-646	56	68	patient	patient	ADJ
futech-646	56	69	selection	selection	NOUN
futech-646	56	70	flow	flow	NOUN
futech-646	56	71	diagram	diagram	NOUN
futech-646	56	72	2.2	2.2	NUM
futech-646	56	73	data	datum	NOUN
futech-646	56	74	preprocessing	preprocessing	NOUN
futech-646	56	75	and	and	CCONJ
futech-646	56	76	exploratory	exploratory	ADJ
futech-646	56	77	analysis	analysis	NOUN
futech-646	56	78	key	key	ADJ
futech-646	56	79	variables	variable	NOUN
futech-646	56	80	included	include	VERB
futech-646	56	81	demographic	demographic	ADJ
futech-646	56	82	data	datum	NOUN
futech-646	56	83	(	(	PUNCT
futech-646	56	84	age	age	NOUN
futech-646	56	85	,	,	PUNCT
futech-646	56	86	sex	sex	NOUN
futech-646	56	87	)	)	PUNCT
futech-646	56	88	,	,	PUNCT
futech-646	56	89	laboratory	laboratory	NOUN
futech-646	56	90	parameters	parameter	NOUN
futech-646	56	91	(	(	PUNCT
futech-646	56	92	wbc	wbc	PROPN
futech-646	56	93	,	,	PUNCT
futech-646	56	94	aptt	aptt	PROPN
futech-646	56	95	,	,	PUNCT
futech-646	56	96	tt	tt	PROPN
futech-646	56	97	)	)	PUNCT
futech-646	56	98	,	,	PUNCT
futech-646	56	99	therapeutic	therapeutic	ADJ
futech-646	56	100	interventions	intervention	NOUN
futech-646	56	101	,	,	PUNCT
futech-646	56	102	and	and	CCONJ
futech-646	56	103	symptom	symptom	NOUN
futech-646	56	104	severity	severity	NOUN
futech-646	56	105	scores	score	NOUN
futech-646	56	106	.	.	PUNCT
futech-646	57	1	data	datum	NOUN
futech-646	57	2	cleaning	cleaning	NOUN
futech-646	57	3	processes	process	NOUN
futech-646	57	4	attended	attend	VERB
futech-646	57	5	to	to	ADP
futech-646	57	6	natural	natural	ADJ
futech-646	57	7	missingness	missingness	NOUN
futech-646	57	8	via	via	ADP
futech-646	57	9	systematic	systematic	ADJ
futech-646	57	10	imputation	imputation	NOUN
futech-646	57	11	and	and	CCONJ
futech-646	57	12	deletion	deletion	NOUN
futech-646	57	13	methods	method	NOUN
futech-646	57	14	.	.	PUNCT
futech-646	58	1	variables	variable	NOUN
futech-646	58	2	that	that	PRON
futech-646	58	3	had	have	VERB
futech-646	58	4	less	less	ADJ
futech-646	58	5	than	than	ADP
futech-646	58	6	30	30	NUM
futech-646	58	7	%	%	NOUN
futech-646	58	8	missing	miss	VERB
futech-646	58	9	values	value	NOUN
futech-646	58	10	were	be	AUX
futech-646	58	11	subjected	subject	VERB
futech-646	58	12	to	to	ADP
futech-646	58	13	knn	knn	VERB
futech-646	58	14	imputation	imputation	NOUN
futech-646	58	15	.	.	PUNCT
futech-646	59	1	knn	knn	PROPN
futech-646	59	2	was	be	AUX
futech-646	59	3	implemented	implement	VERB
futech-646	59	4	with	with	ADP
futech-646	59	5	k=5	k=5	VERB
futech-646	59	6	neighbors	neighbor	NOUN
futech-646	59	7	using	use	VERB
futech-646	59	8	euclidean	euclidean	ADJ
futech-646	59	9	distance	distance	NOUN
futech-646	59	10	for	for	ADP
futech-646	59	11	numerical	numerical	ADJ
futech-646	59	12	variables	variable	NOUN
futech-646	59	13	and	and	CCONJ
futech-646	59	14	hamming	hamming	NOUN
futech-646	59	15	distance	distance	NOUN
futech-646	59	16	for	for	ADP
futech-646	59	17	categorical	categorical	ADJ
futech-646	59	18	variables	variable	NOUN
futech-646	59	19	.	.	PUNCT
futech-646	60	1	those	those	PRON
futech-646	60	2	above	above	ADP
futech-646	60	3	this	this	DET
futech-646	60	4	figure	figure	NOUN
futech-646	60	5	were	be	AUX
futech-646	60	6	eliminated	eliminate	VERB
futech-646	60	7	to	to	PART
futech-646	60	8	avoid	avoid	VERB
futech-646	60	9	any	any	DET
futech-646	60	10	form	form	NOUN
futech-646	60	11	of	of	ADP
futech-646	60	12	analytical	analytical	ADJ
futech-646	60	13	bias	bias	NOUN
futech-646	60	14	.	.	PUNCT
futech-646	61	1	the	the	DET
futech-646	61	2	30	30	NUM
futech-646	61	3	%	%	NOUN
futech-646	61	4	threshold	threshold	NOUN
futech-646	61	5	follows	follow	VERB
futech-646	61	6	established	establish	VERB
futech-646	61	7	guidelines	guideline	NOUN
futech-646	61	8	for	for	ADP
futech-646	61	9	clinical	clinical	ADJ
futech-646	61	10	prediction	prediction	NOUN
futech-646	61	11	models	model	NOUN
futech-646	61	12	.	.	PUNCT
futech-646	62	1	no	no	DET
futech-646	62	2	variables	variable	NOUN
futech-646	62	3	exceeded	exceed	VERB
futech-646	62	4	this	this	DET
futech-646	62	5	threshold	threshold	NOUN
futech-646	62	6	.	.	PUNCT
futech-646	63	1	the	the	DET
futech-646	63	2	final	final	ADJ
futech-646	63	3	six	six	NUM
futech-646	63	4	features	feature	NOUN
futech-646	63	5	all	all	PRON
futech-646	63	6	demonstrated	demonstrate	VERB
futech-646	63	7	minimal	minimal	ADJ
futech-646	63	8	missingness	missingness	NOUN
futech-646	63	9	below	below	ADP
futech-646	63	10	the	the	DET
futech-646	63	11	threshold	threshold	NOUN
futech-646	63	12	.	.	PUNCT
futech-646	64	1	disease	disease	NOUN
futech-646	64	2	classifications	classification	NOUN
futech-646	64	3	were	be	AUX
futech-646	64	4	standardized	standardize	VERB
futech-646	64	5	using	use	VERB
futech-646	64	6	icd-10	icd-10	PRON
futech-646	64	7	-	-	PUNCT
futech-646	64	8	cm	cm	NOUN
futech-646	64	9	coding	coding	NOUN
futech-646	64	10	,	,	PUNCT
futech-646	64	11	and	and	CCONJ
futech-646	64	12	drug	drug	NOUN
futech-646	64	13	names	name	NOUN
futech-646	64	14	were	be	AUX
futech-646	64	15	unified	unified	ADJ
futech-646	64	16	systematically	systematically	ADV
futech-646	64	17	(	(	PUNCT
futech-646	64	18	specific	specific	ADJ
futech-646	64	19	formulations	formulation	NOUN
futech-646	64	20	were	be	AUX
futech-646	64	21	converted	convert	VERB
futech-646	64	22	to	to	ADP
futech-646	64	23	general	general	ADJ
futech-646	64	24	names	name	NOUN
futech-646	64	25	)	)	PUNCT
futech-646	64	26	.	.	PUNCT
futech-646	65	1	the	the	DET
futech-646	65	2	hospital	hospital	NOUN
futech-646	65	3	system	system	NOUN
futech-646	65	4	used	use	VERB
futech-646	65	5	icd-10	icd-10	NOUN
futech-646	65	6	-	-	PUNCT
futech-646	65	7	cm	cm	NOUN
futech-646	65	8	natively	natively	ADV
futech-646	65	9	;	;	PUNCT
futech-646	65	10	no	no	DET
futech-646	65	11	manual	manual	ADJ
futech-646	65	12	mapping	mapping	NOUN
futech-646	65	13	was	be	AUX
futech-646	65	14	required	require	VERB
futech-646	65	15	.	.	PUNCT
futech-646	66	1	binary	binary	ADJ
futech-646	66	2	variables	variable	NOUN
futech-646	66	3	were	be	AUX
futech-646	66	4	coded	code	VERB
futech-646	66	5	as	as	ADP
futech-646	66	6	0/1	0/1	NUM
futech-646	66	7	,	,	PUNCT
futech-646	66	8	ordinal	ordinal	ADJ
futech-646	66	9	variables	variable	NOUN
futech-646	66	10	were	be	AUX
futech-646	66	11	retained	retain	VERB
futech-646	66	12	with	with	ADP
futech-646	66	13	their	their	PRON
futech-646	66	14	natural	natural	ADJ
futech-646	66	15	ordering	ordering	NOUN
futech-646	66	16	,	,	PUNCT
futech-646	66	17	and	and	CCONJ
futech-646	66	18	onehot	onehot	PROPN
futech-646	66	19	encoding	encoding	NOUN
futech-646	66	20	was	be	AUX
futech-646	66	21	avoided	avoid	VERB
futech-646	66	22	due	due	ADP
futech-646	66	23	to	to	ADP
futech-646	66	24	sample	sample	NOUN
futech-646	66	25	size	size	NOUN
futech-646	66	26	constraints	constraint	NOUN
futech-646	66	27	.	.	PUNCT
futech-646	67	1	continuous	continuous	ADJ
futech-646	67	2	variables	variable	NOUN
futech-646	67	3	were	be	AUX
futech-646	67	4	standardized	standardize	VERB
futech-646	67	5	to	to	PART
futech-646	67	6	avoid	avoid	VERB
futech-646	67	7	unit	unit	NOUN
futech-646	67	8	-	-	PUNCT
futech-646	67	9	based	base	VERB
futech-646	67	10	changes	change	NOUN
futech-646	67	11	.	.	PUNCT
futech-646	68	1	descriptive	descriptive	ADJ
futech-646	68	2	statistics	statistic	NOUN
futech-646	68	3	of	of	ADP
futech-646	68	4	the	the	DET
futech-646	68	5	dataset	dataset	NOUN
futech-646	68	6	characteristics	characteristic	NOUN
futech-646	68	7	,	,	PUNCT
futech-646	68	8	with	with	ADP
futech-646	68	9	a	a	DET
futech-646	68	10	summary	summary	NOUN
futech-646	68	11	of	of	ADP
futech-646	68	12	continuous	continuous	ADJ
futech-646	68	13	variables	variable	NOUN
futech-646	68	14	including	include	VERB
futech-646	68	15	minimum	minimum	NOUN
futech-646	68	16	value	value	NOUN
futech-646	68	17	,	,	PUNCT
futech-646	68	18	maximum	maximum	ADJ
futech-646	68	19	value	value	NOUN
futech-646	68	20	,	,	PUNCT
futech-646	68	21	and	and	CCONJ
futech-646	68	22	median	median	ADJ
futech-646	68	23	value	value	NOUN
futech-646	68	24	;	;	PUNCT
futech-646	68	25	and	and	CCONJ
futech-646	68	26	a	a	DET
futech-646	68	27	summary	summary	NOUN
futech-646	68	28	of	of	ADP
futech-646	68	29	categorical	categorical	ADJ
futech-646	68	30	variables	variable	NOUN
futech-646	68	31	using	use	VERB
futech-646	68	32	frequency	frequency	NOUN
futech-646	68	33	distributions	distribution	NOUN
futech-646	68	34	.	.	PUNCT
futech-646	69	1	skewness	skewness	NOUN
futech-646	69	2	,	,	PUNCT
futech-646	69	3	kurtosis	kurtosis	NOUN
futech-646	69	4	,	,	PUNCT
futech-646	69	5	and	and	CCONJ
futech-646	69	6	the	the	DET
futech-646	69	7	disparity	disparity	NOUN
futech-646	69	8	ratio	ratio	NOUN
futech-646	69	9	are	be	AUX
futech-646	69	10	computed	compute	VERB
futech-646	69	11	to	to	PART
futech-646	69	12	evaluate	evaluate	VERB
futech-646	69	13	the	the	DET
futech-646	69	14	distribution	distribution	NOUN
futech-646	69	15	of	of	ADP
futech-646	69	16	the	the	DET
futech-646	69	17	data	datum	NOUN
futech-646	69	18	and	and	CCONJ
futech-646	69	19	identify	identify	VERB
futech-646	69	20	potential	potential	ADJ
futech-646	69	21	limitations	limitation	NOUN
futech-646	69	22	of	of	ADP
futech-646	69	23	the	the	DET
futech-646	69	24	models	model	NOUN
futech-646	69	25	,	,	PUNCT
futech-646	69	26	laying	lay	VERB
futech-646	69	27	the	the	DET
futech-646	69	28	groundwork	groundwork	NOUN
futech-646	69	29	for	for	ADP
futech-646	69	30	subsequent	subsequent	ADJ
futech-646	69	31	analytical	analytical	ADJ
futech-646	69	32	activities	activity	NOUN
futech-646	69	33	.	.	PUNCT
futech-646	70	1	2.3	2.3	NUM
futech-646	70	2	variable	variable	ADJ
futech-646	70	3	definition	definition	NOUN
futech-646	70	4	this	this	DET
futech-646	70	5	study	study	NOUN
futech-646	70	6	used	use	VERB
futech-646	70	7	the	the	DET
futech-646	70	8	improvement	improvement	NOUN
futech-646	70	9	rate	rate	NOUN
futech-646	70	10	(	(	PUNCT
futech-646	70	11	ipr	ipr	PROPN
futech-646	70	12	)	)	PUNCT
futech-646	70	13	to	to	PART
futech-646	70	14	assess	assess	VERB
futech-646	70	15	symptom	symptom	NOUN
futech-646	70	16	improvement	improvement	NOUN
futech-646	70	17	.	.	PUNCT
futech-646	71	1	ipr	ipr	PROPN
futech-646	71	2	=	=	PUNCT
futech-646	72	1	[	[	X
futech-646	72	2	(	(	PUNCT
futech-646	72	3	day	day	NOUN
futech-646	72	4	1	1	NUM
futech-646	72	5	symptom	symptom	NOUN
futech-646	72	6	score	score	NOUN
futech-646	72	7	discharge	discharge	NOUN
futech-646	72	8	symptom	symptom	NOUN
futech-646	72	9	score	score	NOUN
futech-646	72	10	)	)	PUNCT
futech-646	72	11	/	/	SYM
futech-646	72	12	day	day	NOUN
futech-646	72	13	1	1	NUM
futech-646	72	14	symptom	symptom	NOUN
futech-646	72	15	score	score	NOUN
futech-646	72	16	)	)	PUNCT
futech-646	72	17	]	]	PUNCT
futech-646	73	1	×	×	NOUN
futech-646	73	2	100	100	NUM
futech-646	73	3	%	%	NOUN
futech-646	73	4	,	,	PUNCT
futech-646	73	5	which	which	PRON
futech-646	73	6	indicates	indicate	VERB
futech-646	73	7	the	the	DET
futech-646	73	8	percentage	percentage	NOUN
futech-646	73	9	of	of	ADP
futech-646	73	10	symptom	symptom	NOUN
futech-646	73	11	severity	severity	NOUN
futech-646	73	12	reduction	reduction	NOUN
futech-646	73	13	from	from	ADP
futech-646	73	14	onset	onset	NOUN
futech-646	73	15	to	to	PART
futech-646	73	16	discharge	discharge	VERB
futech-646	73	17	.	.	PUNCT
futech-646	74	1	symptom	symptom	NOUN
futech-646	74	2	scores	score	NOUN
futech-646	74	3	(	(	PUNCT
futech-646	74	4	0	0	NUM
futech-646	74	5	-	-	SYM
futech-646	74	6	12	12	NUM
futech-646	74	7	points	point	NOUN
futech-646	74	8	)	)	PUNCT
futech-646	74	9	were	be	AUX
futech-646	74	10	assessed	assess	VERB
futech-646	74	11	using	use	VERB
futech-646	74	12	the	the	DET
futech-646	74	13	2015	2015	NUM
futech-646	74	14	dvt	dvt	PROPN
futech-646	74	15	diagnostic	diagnostic	ADJ
futech-646	74	16	criteria	criterion	NOUN
futech-646	74	17	,	,	PUNCT
futech-646	74	18	evaluating	evaluate	VERB
futech-646	74	19	swelling	swelling	NOUN
futech-646	74	20	,	,	PUNCT
futech-646	74	21	pain	pain	NOUN
futech-646	74	22	,	,	PUNCT
futech-646	74	23	skin	skin	NOUN
futech-646	74	24	changes	change	NOUN
futech-646	74	25	,	,	PUNCT
futech-646	74	26	and	and	CCONJ
futech-646	74	27	function	function	NOUN
futech-646	74	28	.	.	PUNCT
futech-646	75	1	patients	patient	NOUN
futech-646	75	2	with	with	ADP
futech-646	75	3	zero	zero	NUM
futech-646	75	4	baseline	baseline	NOUN
futech-646	75	5	scores	score	NOUN
futech-646	75	6	were	be	AUX
futech-646	75	7	excluded	exclude	VERB
futech-646	75	8	;	;	PUNCT
futech-646	75	9	ipr	ipr	PROPN
futech-646	75	10	was	be	AUX
futech-646	75	11	capped	cap	VERB
futech-646	75	12	at	at	ADP
futech-646	75	13	100	100	NUM
futech-646	75	14	%	%	NOUN
futech-646	75	15	.	.	PUNCT
futech-646	76	1	this	this	DET
futech-646	76	2	standard	standard	ADJ
futech-646	76	3	measurement	measurement	NOUN
futech-646	76	4	allows	allow	VERB
futech-646	76	5	objective	objective	ADJ
futech-646	76	6	assessment	assessment	NOUN
futech-646	76	7	of	of	ADP
futech-646	76	8	symptom	symptom	NOUN
futech-646	76	9	resolution	resolution	NOUN
futech-646	76	10	in	in	ADP
futech-646	76	11	the	the	DET
futech-646	76	12	patient	patient	NOUN
futech-646	76	13	group	group	NOUN
futech-646	76	14	.	.	PUNCT
futech-646	77	1	n.	n.	PROPN
futech-646	77	2	zhou	zhou	PROPN
futech-646	77	3	et	et	PROPN
futech-646	77	4	al	al	PROPN
futech-646	77	5	.	.	PROPN
futech-646	77	6	/future	/future	PUNCT
futech-646	77	7	technology	technology	PROPN
futech-646	77	8	february	february	PROPN
futech-646	77	9	2026|	2026|	NUM
futech-646	77	10	volume	volume	NOUN
futech-646	77	11	05	05	NUM
futech-646	78	1	|	|	ADV
futech-646	78	2	issue	issue	NOUN
futech-646	78	3	01	01	NUM
futech-646	79	1	|	|	NOUN
futech-646	79	2	pages	page	NOUN
futech-646	79	3	254	254	NUM
futech-646	79	4	-	-	SYM
futech-646	79	5	262	262	NUM
futech-646	79	6	256	256	NUM
futech-646	79	7	2.4	2.4	NUM
futech-646	79	8	model	model	NOUN
futech-646	79	9	development	development	NOUN
futech-646	79	10	and	and	CCONJ
futech-646	79	11	evaluation	evaluation	NOUN
futech-646	79	12	the	the	DET
futech-646	79	13	dataset	dataset	NOUN
futech-646	79	14	was	be	AUX
futech-646	79	15	split	split	VERB
futech-646	79	16	80	80	NUM
futech-646	79	17	20	20	NUM
futech-646	79	18	on	on	ADP
futech-646	79	19	the	the	DET
futech-646	79	20	train	train	NOUN
futech-646	79	21	-	-	PUNCT
futech-646	79	22	test	test	NOUN
futech-646	79	23	sets	set	NOUN
futech-646	79	24	.	.	PUNCT
futech-646	80	1	fivefold	fivefold	PROPN
futech-646	80	2	cross	cross	PROPN
futech-646	80	3	-	-	ADJ
futech-646	80	4	validation	validation	NOUN
futech-646	80	5	was	be	AUX
futech-646	80	6	performed	perform	VERB
futech-646	80	7	on	on	ADP
futech-646	80	8	the	the	DET
futech-646	80	9	training	training	NOUN
futech-646	80	10	set	set	VERB
futech-646	80	11	to	to	PART
futech-646	80	12	ensure	ensure	VERB
futech-646	80	13	robust	robust	ADJ
futech-646	80	14	performance	performance	NOUN
futech-646	80	15	estimation	estimation	NOUN
futech-646	80	16	.	.	PUNCT
futech-646	81	1	a	a	DET
futech-646	81	2	minmax	minmax	PROPN
futech-646	81	3	scaler	scaler	NOUN
futech-646	81	4	was	be	AUX
futech-646	81	5	applied	apply	VERB
futech-646	81	6	to	to	PART
futech-646	81	7	normalise	normalise	VERB
futech-646	81	8	the	the	DET
futech-646	81	9	data	datum	NOUN
futech-646	81	10	to	to	ADP
futech-646	81	11	the	the	DET
futech-646	81	12	range	range	NOUN
futech-646	81	13	[	[	X
futech-646	81	14	0,1	0,1	NUM
futech-646	81	15	]	]	PUNCT
futech-646	81	16	.	.	PUNCT
futech-646	82	1	feature	feature	NOUN
futech-646	82	2	selection	selection	NOUN
futech-646	82	3	used	use	VERB
futech-646	82	4	the	the	DET
futech-646	82	5	rfe	rfe	NOUN
futech-646	82	6	from	from	ADP
futech-646	82	7	the	the	DET
futech-646	82	8	random	random	ADJ
futech-646	82	9	forest	forest	NOUN
futech-646	82	10	model	model	NOUN
futech-646	82	11	,	,	PUNCT
futech-646	82	12	checking	check	VERB
futech-646	82	13	model	model	NOUN
futech-646	82	14	performance	performance	NOUN
futech-646	82	15	with	with	ADP
futech-646	82	16	3	3	NUM
futech-646	82	17	-	-	SYM
futech-646	82	18	12	12	NUM
futech-646	82	19	kept	keep	VERB
futech-646	82	20	features	feature	NOUN
futech-646	82	21	to	to	PART
futech-646	82	22	determine	determine	VERB
futech-646	82	23	the	the	DET
futech-646	82	24	best	good	ADJ
futech-646	82	25	feature	feature	NOUN
futech-646	82	26	set	set	VERB
futech-646	82	27	size	size	NOUN
futech-646	82	28	.	.	PUNCT
futech-646	83	1	rfe	rfe	NOUN
futech-646	83	2	employed	employ	VERB
futech-646	83	3	random	random	ADJ
futech-646	83	4	forest	forest	NOUN
futech-646	83	5	with	with	ADP
futech-646	83	6	100	100	NUM
futech-646	83	7	estimators	estimator	NOUN
futech-646	83	8	,	,	PUNCT
futech-646	83	9	using	use	VERB
futech-646	83	10	r²	r²	NOUN
futech-646	83	11	as	as	ADP
futech-646	83	12	the	the	DET
futech-646	83	13	selection	selection	NOUN
futech-646	83	14	metric	metric	NOUN
futech-646	83	15	.	.	PUNCT
futech-646	84	1	no	no	DET
futech-646	84	2	significant	significant	ADJ
futech-646	84	3	multicollinearity	multicollinearity	NOUN
futech-646	84	4	was	be	AUX
futech-646	84	5	detected	detect	VERB
futech-646	84	6	among	among	ADP
futech-646	84	7	retained	retain	VERB
futech-646	84	8	features	feature	NOUN
futech-646	84	9	(	(	PUNCT
futech-646	84	10	vif	vif	X
futech-646	84	11	<	<	X
futech-646	84	12	5	5	NUM
futech-646	84	13	)	)	PUNCT
futech-646	84	14	.	.	PUNCT
futech-646	85	1	four	four	NUM
futech-646	85	2	models	model	NOUN
futech-646	85	3	were	be	AUX
futech-646	85	4	implemented	implement	VERB
futech-646	85	5	:	:	PUNCT
futech-646	85	6	linear	linear	ADJ
futech-646	85	7	regression	regression	NOUN
futech-646	85	8	,	,	PUNCT
futech-646	85	9	svr	svr	PROPN
futech-646	85	10	,	,	PUNCT
futech-646	85	11	random	random	ADJ
futech-646	85	12	forest	forest	NOUN
futech-646	85	13	and	and	CCONJ
futech-646	85	14	xgboost	xgboost	ADJ
futech-646	85	15	.	.	PUNCT
futech-646	86	1	hyperparameter	hyperparameter	NOUN
futech-646	86	2	optimization	optimization	NOUN
futech-646	86	3	was	be	AUX
futech-646	86	4	conducted	conduct	VERB
futech-646	86	5	using	use	VERB
futech-646	86	6	the	the	DET
futech-646	86	7	optuna	optuna	ADJ
futech-646	86	8	framework	framework	NOUN
futech-646	86	9	to	to	PART
futech-646	86	10	optimize	optimize	VERB
futech-646	86	11	the	the	DET
futech-646	86	12	model	model	NOUN
futech-646	86	13	.	.	PUNCT
futech-646	87	1	for	for	ADP
futech-646	87	2	xgboost	xgboost	PROPN
futech-646	87	3	,	,	PUNCT
futech-646	87	4	the	the	DET
futech-646	87	5	search	search	NOUN
futech-646	87	6	space	space	NOUN
futech-646	87	7	included	include	VERB
futech-646	87	8	:	:	PUNCT
futech-646	87	9	learning_rate	learning_rate	PROPN
futech-646	87	10	(	(	PUNCT
futech-646	87	11	0.01	0.01	NUM
futech-646	87	12	-	-	PUNCT
futech-646	87	13	0.3	0.3	NUM
futech-646	87	14	)	)	PUNCT
futech-646	87	15	,	,	PUNCT
futech-646	87	16	max_depth	max_depth	X
futech-646	87	17	(	(	PUNCT
futech-646	87	18	3	3	NUM
futech-646	87	19	-	-	SYM
futech-646	87	20	8)	8)	NUM
futech-646	87	21	,	,	PUNCT
futech-646	87	22	n_estimators	n_estimator	NOUN
futech-646	87	23	(	(	PUNCT
futech-646	87	24	50	50	NUM
futech-646	87	25	-	-	SYM
futech-646	87	26	300	300	NUM
futech-646	87	27	)	)	PUNCT
futech-646	87	28	,	,	PUNCT
futech-646	87	29	subsample	subsample	X
futech-646	87	30	(	(	PUNCT
futech-646	87	31	0.6	0.6	NUM
futech-646	87	32	-	-	SYM
futech-646	87	33	1.0	1.0	NUM
futech-646	87	34	)	)	PUNCT
futech-646	87	35	,	,	PUNCT
futech-646	87	36	colsample_bytree	colsample_bytree	X
futech-646	87	37	(	(	PUNCT
futech-646	87	38	0.6	0.6	NUM
futech-646	87	39	-	-	SYM
futech-646	87	40	1.0	1.0	NUM
futech-646	87	41	)	)	PUNCT
futech-646	87	42	,	,	PUNCT
futech-646	87	43	reg_alpha	reg_alpha	X
futech-646	87	44	(	(	PUNCT
futech-646	87	45	0	0	NUM
futech-646	87	46	-	-	SYM
futech-646	87	47	10	10	NUM
futech-646	87	48	)	)	PUNCT
futech-646	87	49	,	,	PUNCT
futech-646	87	50	and	and	CCONJ
futech-646	87	51	reg_lambda	reg_lambda	NOUN
futech-646	87	52	(	(	PUNCT
futech-646	87	53	1	1	NUM
futech-646	87	54	-	-	SYM
futech-646	87	55	10	10	NUM
futech-646	87	56	)	)	PUNCT
futech-646	87	57	.	.	PUNCT
futech-646	88	1	optimized	optimize	VERB
futech-646	88	2	parameters	parameter	NOUN
futech-646	88	3	were	be	AUX
futech-646	88	4	:	:	PUNCT
futech-646	88	5	learning_rate=0.01	learning_rate=0.01	PROPN
futech-646	88	6	,	,	PUNCT
futech-646	88	7	max_depth=3	max_depth=3	NOUN
futech-646	88	8	,	,	PUNCT
futech-646	88	9	n_estimators=150	n_estimators=150	NOUN
futech-646	88	10	,	,	PUNCT
futech-646	88	11	subsample=0.8	subsample=0.8	ADJ
futech-646	88	12	,	,	PUNCT
futech-646	88	13	colsample_bytree=0.8	colsample_bytree=0.8	VERB
futech-646	88	14	,	,	PUNCT
futech-646	88	15	reg_alpha=5.0	reg_alpha=5.0	NOUN
futech-646	88	16	,	,	PUNCT
futech-646	88	17	reg_lambda=10.0	reg_lambda=10.0	NOUN
futech-646	88	18	.	.	PUNCT
futech-646	89	1	early	early	ADV
futech-646	89	2	stopping	stop	VERB
futech-646	89	3	with	with	ADP
futech-646	89	4	30	30	NUM
futech-646	89	5	rounds	round	NOUN
futech-646	89	6	was	be	AUX
futech-646	89	7	applied	apply	VERB
futech-646	89	8	to	to	PART
futech-646	89	9	prevent	prevent	VERB
futech-646	89	10	overfitting	overfitting	NOUN
futech-646	89	11	.	.	PUNCT
futech-646	90	1	model	model	NOUN
futech-646	90	2	evaluation	evaluation	NOUN
futech-646	90	3	metrics	metric	NOUN
futech-646	90	4	included	include	VERB
futech-646	90	5	the	the	DET
futech-646	90	6	coefficient	coefficient	NOUN
futech-646	90	7	of	of	ADP
futech-646	90	8	determination	determination	NOUN
futech-646	90	9	(	(	PUNCT
futech-646	90	10	r²	r²	PROPN
futech-646	90	11	)	)	PUNCT
futech-646	90	12	,	,	PUNCT
futech-646	90	13	mean	mean	VERB
futech-646	90	14	squared	square	VERB
futech-646	90	15	error	error	NOUN
futech-646	90	16	(	(	PUNCT
futech-646	90	17	mse	mse	NOUN
futech-646	90	18	)	)	PUNCT
futech-646	90	19	,	,	PUNCT
futech-646	90	20	mean	mean	VERB
futech-646	90	21	absolute	absolute	ADJ
futech-646	90	22	error	error	NOUN
futech-646	90	23	(	(	PUNCT
futech-646	90	24	mae	mae	PROPN
futech-646	90	25	)	)	PUNCT
futech-646	90	26	,	,	PUNCT
futech-646	90	27	and	and	CCONJ
futech-646	90	28	root	root	NOUN
futech-646	90	29	mean	mean	VERB
futech-646	90	30	squared	square	VERB
futech-646	90	31	error	error	NOUN
futech-646	90	32	(	(	PUNCT
futech-646	90	33	rmse	rmse	NOUN
futech-646	90	34	)	)	PUNCT
futech-646	90	35	to	to	PART
futech-646	90	36	evaluate	evaluate	VERB
futech-646	90	37	the	the	DET
futech-646	90	38	model	model	NOUN
futech-646	90	39	’s	’s	PART
futech-646	90	40	performance	performance	NOUN
futech-646	90	41	across	across	ADP
futech-646	90	42	diverse	diverse	ADJ
futech-646	90	43	modeling	modeling	NOUN
futech-646	90	44	strategies	strategy	NOUN
futech-646	90	45	.	.	PUNCT
futech-646	91	1	bootstrap	bootstrap	NOUN
futech-646	91	2	resampling	resample	VERB
futech-646	91	3	(	(	PUNCT
futech-646	91	4	1000	1000	NUM
futech-646	91	5	iterations	iteration	NOUN
futech-646	91	6	)	)	PUNCT
futech-646	91	7	was	be	AUX
futech-646	91	8	used	use	VERB
futech-646	91	9	to	to	PART
futech-646	91	10	estimate	estimate	VERB
futech-646	91	11	95	95	NUM
futech-646	91	12	%	%	NOUN
futech-646	91	13	confidence	confidence	NOUN
futech-646	91	14	intervals	interval	NOUN
futech-646	91	15	for	for	ADP
futech-646	91	16	all	all	DET
futech-646	91	17	performance	performance	NOUN
futech-646	91	18	metrics	metric	NOUN
futech-646	91	19	.	.	PUNCT
futech-646	92	1	model	model	NOUN
futech-646	92	2	calibration	calibration	NOUN
futech-646	92	3	was	be	AUX
futech-646	92	4	assessed	assess	VERB
futech-646	92	5	using	use	VERB
futech-646	92	6	calibration	calibration	NOUN
futech-646	92	7	plots	plot	NOUN
futech-646	92	8	(	(	PUNCT
futech-646	92	9	figure	figure	NOUN
futech-646	92	10	2	2	NUM
futech-646	92	11	)	)	PUNCT
futech-646	92	12	.	.	PUNCT
futech-646	93	1	the	the	DET
futech-646	93	2	calibration	calibration	NOUN
futech-646	93	3	slope	slope	NOUN
futech-646	93	4	was	be	AUX
futech-646	93	5	0.84	0.84	NUM
futech-646	93	6	,	,	PUNCT
futech-646	93	7	calibrationin	calibrationin	ADJ
futech-646	93	8	-	-	PUNCT
futech-646	93	9	the	the	DET
futech-646	93	10	-	-	PUNCT
futech-646	93	11	large	large	ADJ
futech-646	93	12	was	be	AUX
futech-646	93	13	8.43	8.43	NUM
futech-646	93	14	,	,	PUNCT
futech-646	93	15	and	and	CCONJ
futech-646	93	16	the	the	DET
futech-646	93	17	brier	brier	PROPN
futech-646	93	18	score	score	NOUN
futech-646	93	19	was	be	AUX
futech-646	93	20	0.006	0.006	NUM
futech-646	93	21	,	,	PUNCT
futech-646	93	22	indicating	indicate	VERB
futech-646	93	23	acceptable	acceptable	ADJ
futech-646	93	24	calibration	calibration	NOUN
futech-646	93	25	with	with	ADP
futech-646	93	26	minor	minor	ADJ
futech-646	93	27	systematic	systematic	ADJ
futech-646	93	28	bias	bias	NOUN
futech-646	93	29	.	.	PUNCT
futech-646	94	1	figure	figure	NOUN
futech-646	94	2	2	2	NUM
futech-646	94	3	.	.	PUNCT
futech-646	94	4	calibration	calibration	NOUN
futech-646	94	5	plot	plot	NOUN
futech-646	94	6	for	for	ADP
futech-646	94	7	xgboost	xgboost	PROPN
futech-646	94	8	model	model	PROPN
futech-646	94	9	2.5	2.5	NUM
futech-646	94	10	model	model	NOUN
futech-646	94	11	interpretation	interpretation	NOUN
futech-646	94	12	shap	shap	PROPN
futech-646	94	13	(	(	PUNCT
futech-646	94	14	shapley	shapley	ADJ
futech-646	94	15	additive	additive	ADJ
futech-646	94	16	explanations	explanation	NOUN
futech-646	94	17	)	)	PUNCT
futech-646	94	18	analysis	analysis	NOUN
futech-646	94	19	was	be	AUX
futech-646	94	20	performed	perform	VERB
futech-646	94	21	on	on	ADP
futech-646	94	22	the	the	DET
futech-646	94	23	optimal	optimal	ADJ
futech-646	94	24	performing	performing	NOUN
futech-646	94	25	model	model	NOUN
futech-646	94	26	to	to	PART
futech-646	94	27	explore	explore	VERB
futech-646	94	28	features	feature	NOUN
futech-646	94	29	.	.	PUNCT
futech-646	95	1	treeexplainer	treeexplainer	PROPN
futech-646	95	2	was	be	AUX
futech-646	95	3	used	use	VERB
futech-646	95	4	for	for	ADP
futech-646	95	5	shap	shap	PROPN
futech-646	95	6	value	value	NOUN
futech-646	95	7	computation	computation	NOUN
futech-646	95	8	,	,	PUNCT
futech-646	95	9	which	which	PRON
futech-646	95	10	is	be	AUX
futech-646	95	11	optimized	optimize	VERB
futech-646	95	12	for	for	ADP
futech-646	95	13	tree	tree	NOUN
futech-646	95	14	-	-	PUNCT
futech-646	95	15	based	base	VERB
futech-646	95	16	ensemble	ensemble	ADJ
futech-646	95	17	methods	method	NOUN
futech-646	95	18	including	include	VERB
futech-646	95	19	xgboost	xgboost	PROPN
futech-646	95	20	.	.	PUNCT
futech-646	96	1	values	value	NOUN
futech-646	96	2	are	be	AUX
futech-646	96	3	calculated	calculate	VERB
futech-646	96	4	using	use	VERB
futech-646	96	5	cooperative	cooperative	ADJ
futech-646	96	6	game	game	NOUN
futech-646	96	7	theory	theory	NOUN
futech-646	96	8	and	and	CCONJ
futech-646	96	9	measure	measure	VERB
futech-646	96	10	a	a	DET
futech-646	96	11	feature	feature	NOUN
futech-646	96	12	's	's	PART
futech-646	96	13	marginal	marginal	ADJ
futech-646	96	14	contribution	contribution	NOUN
futech-646	96	15	to	to	ADP
futech-646	96	16	model	model	NOUN
futech-646	96	17	predictions	prediction	NOUN
futech-646	96	18	by	by	ADP
futech-646	96	19	averaging	average	VERB
futech-646	96	20	the	the	DET
futech-646	96	21	effects	effect	NOUN
futech-646	96	22	of	of	ADP
futech-646	96	23	all	all	DET
futech-646	96	24	possible	possible	ADJ
futech-646	96	25	feature	feature	NOUN
futech-646	96	26	combinations	combination	NOUN
futech-646	96	27	.	.	PUNCT
futech-646	97	1	it	it	PRON
futech-646	97	2	delivers	deliver	VERB
futech-646	97	3	both	both	DET
futech-646	97	4	global	global	ADJ
futech-646	97	5	feature	feature	NOUN
futech-646	97	6	importance	importance	NOUN
futech-646	97	7	ratings	rating	NOUN
futech-646	97	8	and	and	CCONJ
futech-646	97	9	local	local	ADJ
futech-646	97	10	understandability	understandability	NOUN
futech-646	97	11	for	for	ADP
futech-646	97	12	separate	separate	ADJ
futech-646	97	13	predictions	prediction	NOUN
futech-646	97	14	.	.	PUNCT
futech-646	98	1	the	the	DET
futech-646	98	2	shap	shap	PROPN
futech-646	98	3	framework	framework	NOUN
futech-646	98	4	assigns	assign	NOUN
futech-646	98	5	each	each	DET
futech-646	98	6	feature	feature	VERB
futech-646	98	7	a	a	DET
futech-646	98	8	value	value	NOUN
futech-646	98	9	that	that	PRON
futech-646	98	10	reflects	reflect	VERB
futech-646	98	11	its	its	PRON
futech-646	98	12	importance	importance	NOUN
futech-646	98	13	for	for	ADP
futech-646	98	14	the	the	DET
futech-646	98	15	model	model	NOUN
futech-646	98	16	's	's	PART
futech-646	98	17	outputs	output	NOUN
futech-646	98	18	.	.	PUNCT
futech-646	99	1	it	it	PRON
futech-646	99	2	shows	show	VERB
futech-646	99	3	how	how	SCONJ
futech-646	99	4	features	feature	NOUN
futech-646	99	5	interact	interact	VERB
futech-646	99	6	and	and	CCONJ
futech-646	99	7	influence	influence	NOUN
futech-646	99	8	model	model	NOUN
futech-646	99	9	output	output	NOUN
futech-646	99	10	without	without	ADP
futech-646	99	11	losing	lose	VERB
futech-646	99	12	accuracy	accuracy	NOUN
futech-646	99	13	.	.	PUNCT
futech-646	100	1	it	it	PRON
futech-646	100	2	helps	help	VERB
futech-646	100	3	people	people	NOUN
futech-646	100	4	see	see	VERB
futech-646	100	5	how	how	SCONJ
futech-646	100	6	models	model	NOUN
futech-646	100	7	make	make	VERB
futech-646	100	8	decisions	decision	NOUN
futech-646	100	9	.	.	PUNCT
futech-646	101	1	in	in	ADP
futech-646	101	2	this	this	DET
futech-646	101	3	analysis	analysis	NOUN
futech-646	101	4	of	of	ADP
futech-646	101	5	explainable	explainable	ADJ
futech-646	101	6	results	result	NOUN
futech-646	101	7	,	,	PUNCT
futech-646	101	8	we	we	PRON
futech-646	101	9	gain	gain	VERB
futech-646	101	10	essential	essential	ADJ
futech-646	101	11	knowledge	knowledge	NOUN
futech-646	101	12	of	of	ADP
futech-646	101	13	the	the	DET
futech-646	101	14	patterns	pattern	NOUN
futech-646	101	15	behind	behind	ADP
futech-646	101	16	the	the	DET
futech-646	101	17	model	model	NOUN
futech-646	101	18	's	's	PART
futech-646	101	19	decisions	decision	NOUN
futech-646	101	20	,	,	PUNCT
futech-646	101	21	enabling	enable	VERB
futech-646	101	22	us	we	PRON
futech-646	101	23	to	to	PART
futech-646	101	24	transform	transform	VERB
futech-646	101	25	those	those	DET
futech-646	101	26	mathematical	mathematical	ADJ
futech-646	101	27	results	result	NOUN
futech-646	101	28	into	into	ADP
futech-646	101	29	useful	useful	ADJ
futech-646	101	30	information	information	NOUN
futech-646	101	31	for	for	ADP
futech-646	101	32	clinics	clinic	NOUN
futech-646	101	33	.	.	PUNCT
futech-646	102	1	2.6	2.6	NUM
futech-646	102	2	model	model	NOUN
futech-646	102	3	deployment	deployment	NOUN
futech-646	102	4	to	to	PART
futech-646	102	5	make	make	VERB
futech-646	102	6	it	it	PRON
futech-646	102	7	easier	easy	ADJ
futech-646	102	8	for	for	SCONJ
futech-646	102	9	doctors	doctor	NOUN
futech-646	102	10	to	to	PART
futech-646	102	11	use	use	VERB
futech-646	102	12	,	,	PUNCT
futech-646	102	13	we	we	PRON
futech-646	102	14	made	make	VERB
futech-646	102	15	a	a	DET
futech-646	102	16	simple	simple	ADJ
futech-646	102	17	computer	computer	NOUN
futech-646	102	18	program	program	NOUN
futech-646	102	19	using	use	VERB
futech-646	102	20	a	a	DET
futech-646	102	21	tool	tool	NOUN
futech-646	102	22	called	call	VERB
futech-646	102	23	gradio	gradio	NOUN
futech-646	102	24	.	.	PUNCT
futech-646	103	1	this	this	DET
futech-646	103	2	program	program	NOUN
futech-646	103	3	is	be	AUX
futech-646	103	4	like	like	ADP
futech-646	103	5	a	a	DET
futech-646	103	6	window	window	NOUN
futech-646	103	7	where	where	SCONJ
futech-646	103	8	doctors	doctor	NOUN
futech-646	103	9	can	can	AUX
futech-646	103	10	see	see	VERB
futech-646	103	11	the	the	DET
futech-646	103	12	results	result	NOUN
futech-646	103	13	of	of	ADP
futech-646	103	14	our	our	PRON
futech-646	103	15	model	model	NOUN
futech-646	103	16	in	in	ADP
futech-646	103	17	a	a	DET
futech-646	103	18	way	way	NOUN
futech-646	103	19	that	that	PRON
futech-646	103	20	’s	’	VERB
futech-646	103	21	easy	easy	ADJ
futech-646	103	22	for	for	SCONJ
futech-646	103	23	them	they	PRON
futech-646	103	24	to	to	PART
futech-646	103	25	understand	understand	VERB
futech-646	103	26	.	.	PUNCT
futech-646	104	1	the	the	DET
futech-646	104	2	interface	interface	NOUN
futech-646	104	3	was	be	AUX
futech-646	104	4	deployed	deploy	VERB
futech-646	104	5	to	to	ADP
futech-646	104	6	the	the	DET
futech-646	104	7	hugging	hugging	NOUN
futech-646	104	8	face	face	NOUN
futech-646	104	9	platform	platform	NOUN
futech-646	104	10	and	and	CCONJ
futech-646	104	11	is	be	AUX
futech-646	104	12	publicly	publicly	ADV
futech-646	104	13	available	available	ADJ
futech-646	104	14	to	to	ADP
futech-646	104	15	any	any	DET
futech-646	104	16	healthcare	healthcare	NOUN
futech-646	104	17	practitioners	practitioner	NOUN
futech-646	104	18	.	.	PUNCT
futech-646	105	1	the	the	DET
futech-646	105	2	model	model	NOUN
futech-646	105	3	is	be	AUX
futech-646	105	4	accessible	accessible	ADJ
futech-646	105	5	at	at	ADP
futech-646	105	6	https://huggingface.co/spaces/curvature/dvt_managemen	https://huggingface.co/spaces/curvature/dvt_manageman	NOUN
futech-646	105	7	tsource	tsource	NOUN
futech-646	105	8	code	code	NOUN
futech-646	105	9	,	,	PUNCT
futech-646	105	10	trained	train	VERB
futech-646	105	11	model	model	NOUN
futech-646	105	12	,	,	PUNCT
futech-646	105	13	and	and	CCONJ
futech-646	105	14	environment	environment	NOUN
futech-646	105	15	specifications	specification	NOUN
futech-646	105	16	(	(	PUNCT
futech-646	105	17	python	python	NOUN
futech-646	105	18	3.9	3.9	NUM
futech-646	105	19	,	,	PUNCT
futech-646	105	20	xgboost	xgboost	ADV
futech-646	105	21	1.7.0	1.7.0	NUM
futech-646	105	22	,	,	PUNCT
futech-646	105	23	random	random	ADJ
futech-646	105	24	seed	seed	NOUN
futech-646	105	25	42	42	NUM
futech-646	105	26	)	)	PUNCT
futech-646	105	27	are	be	AUX
futech-646	105	28	available	available	ADJ
futech-646	105	29	on	on	ADP
futech-646	105	30	github	github	PROPN
futech-646	105	31	.	.	PUNCT
futech-646	106	1	users	user	NOUN
futech-646	106	2	must	must	AUX
futech-646	106	3	confirm	confirm	VERB
futech-646	106	4	healthcare	healthcare	PROPN
futech-646	106	5	professional	professional	ADJ
futech-646	106	6	status	status	NOUN
futech-646	106	7	before	before	ADP
futech-646	106	8	accessing	access	VERB
futech-646	106	9	.	.	PUNCT
futech-646	107	1	this	this	DET
futech-646	107	2	deployment	deployment	ADJ
futech-646	107	3	strategy	strategy	NOUN
futech-646	107	4	overcomes	overcome	VERB
futech-646	107	5	technical	technical	ADJ
futech-646	107	6	obstacles	obstacle	NOUN
futech-646	107	7	,	,	PUNCT
futech-646	107	8	allowing	allow	VERB
futech-646	107	9	for	for	ADP
futech-646	107	10	immediate	immediate	ADJ
futech-646	107	11	use	use	NOUN
futech-646	107	12	of	of	ADP
futech-646	107	13	the	the	DET
futech-646	107	14	model	model	NOUN
futech-646	107	15	without	without	ADP
futech-646	107	16	specialized	specialized	ADJ
futech-646	107	17	programming	programming	NOUN
futech-646	107	18	skills	skill	NOUN
futech-646	107	19	.	.	PUNCT
futech-646	108	1	the	the	DET
futech-646	108	2	whole	whole	ADJ
futech-646	108	3	project	project	NOUN
futech-646	108	4	,	,	PUNCT
futech-646	108	5	together	together	ADV
futech-646	108	6	with	with	ADP
futech-646	108	7	its	its	PRON
futech-646	108	8	source	source	NOUN
futech-646	108	9	code	code	NOUN
futech-646	108	10	and	and	CCONJ
futech-646	108	11	documentation	documentation	NOUN
futech-646	108	12	,	,	PUNCT
futech-646	108	13	was	be	AUX
futech-646	108	14	published	publish	VERB
futech-646	108	15	under	under	ADP
futech-646	108	16	the	the	DET
futech-646	108	17	mit	mit	NOUN
futech-646	108	18	license	license	NOUN
futech-646	108	19	,	,	PUNCT
futech-646	108	20	promoting	promote	VERB
futech-646	108	21	open	open	ADJ
futech-646	108	22	collaboration	collaboration	NOUN
futech-646	108	23	and	and	CCONJ
futech-646	108	24	enabling	enable	VERB
futech-646	108	25	everyone	everyone	PRON
futech-646	108	26	to	to	PART
futech-646	108	27	freely	freely	ADV
futech-646	108	28	modify	modify	VERB
futech-646	108	29	and	and	CCONJ
futech-646	108	30	distribute	distribute	VERB
futech-646	108	31	it	it	PRON
futech-646	108	32	.	.	PUNCT
futech-646	109	1	it	it	PRON
futech-646	109	2	ensures	ensure	VERB
futech-646	109	3	that	that	SCONJ
futech-646	109	4	the	the	DET
futech-646	109	5	know	know	NOUN
futech-646	109	6	-	-	PUNCT
futech-646	109	7	how	how	NOUN
futech-646	109	8	is	be	AUX
futech-646	109	9	widely	widely	ADV
futech-646	109	10	known	know	VERB
futech-646	109	11	,	,	PUNCT
futech-646	109	12	so	so	SCONJ
futech-646	109	13	it	it	PRON
futech-646	109	14	can	can	AUX
futech-646	109	15	be	be	AUX
futech-646	109	16	easily	easily	ADV
futech-646	109	17	used	use	VERB
futech-646	109	18	when	when	SCONJ
futech-646	109	19	caring	care	VERB
futech-646	109	20	for	for	ADP
futech-646	109	21	sick	sick	ADJ
futech-646	109	22	people	people	NOUN
futech-646	109	23	,	,	PUNCT
futech-646	109	24	connecting	connect	VERB
futech-646	109	25	what	what	PRON
futech-646	109	26	researchers	researcher	NOUN
futech-646	109	27	discover	discover	VERB
futech-646	109	28	with	with	ADP
futech-646	109	29	how	how	SCONJ
futech-646	109	30	doctors	doctor	NOUN
futech-646	109	31	actually	actually	ADV
futech-646	109	32	care	care	VERB
futech-646	109	33	for	for	ADP
futech-646	109	34	patients	patient	NOUN
futech-646	109	35	.	.	PUNCT
futech-646	110	1	3	3	X
futech-646	110	2	.	.	NOUN
futech-646	110	3	results	result	VERB
futech-646	110	4	3.1	3.1	NUM
futech-646	110	5	descriptive	descriptive	ADJ
futech-646	110	6	statistics	statistic	NOUN
futech-646	110	7	the	the	DET
futech-646	110	8	study	study	NOUN
futech-646	110	9	population	population	NOUN
futech-646	110	10	comprised	comprise	VERB
futech-646	110	11	403	403	NUM
futech-646	110	12	patients	patient	NOUN
futech-646	110	13	with	with	ADP
futech-646	110	14	a	a	DET
futech-646	110	15	mean	mean	ADJ
futech-646	110	16	age	age	NOUN
futech-646	110	17	of	of	ADP
futech-646	110	18	61.32	61.32	NUM
futech-646	110	19	±	±	NUM
futech-646	110	20	14.84	14.84	NUM
futech-646	110	21	years	year	NOUN
futech-646	110	22	,	,	PUNCT
futech-646	110	23	and	and	CCONJ
futech-646	110	24	anthropometric	anthropometric	ADJ
futech-646	110	25	measurements	measurement	NOUN
futech-646	110	26	were	be	AUX
futech-646	110	27	done	do	VERB
futech-646	110	28	for	for	ADP
futech-646	110	29	the	the	DET
futech-646	110	30	same	same	ADJ
futech-646	110	31	,	,	PUNCT
futech-646	110	32	with	with	ADP
futech-646	110	33	an	an	DET
futech-646	110	34	average	average	ADJ
futech-646	110	35	height	height	NOUN
futech-646	110	36	of	of	ADP
futech-646	110	37	161.37	161.37	NUM
futech-646	110	38	±	±	NUM
futech-646	110	39	6.89	6.89	NUM
futech-646	110	40	cm	cm	NOUN
futech-646	110	41	and	and	CCONJ
futech-646	110	42	weight	weight	NOUN
futech-646	110	43	of	of	ADP
futech-646	110	44	61.43	61.43	NUM
futech-646	110	45	±	±	NUM
futech-646	110	46	10.77	10.77	NUM
futech-646	110	47	kg	kg	NOUN
futech-646	110	48	.	.	PUNCT
futech-646	111	1	males	male	NOUN
futech-646	111	2	accounted	account	VERB
futech-646	111	3	for	for	ADP
futech-646	111	4	54.09	54.09	NUM
futech-646	111	5	%	%	NOUN
futech-646	111	6	and	and	CCONJ
futech-646	111	7	females	female	NOUN
futech-646	111	8	for	for	ADP
futech-646	111	9	45.91	45.91	NUM
futech-646	111	10	%	%	NOUN
futech-646	111	11	.	.	PUNCT
futech-646	112	1	comprehensive	comprehensive	ADJ
futech-646	112	2	laboratory	laboratory	NOUN
futech-646	112	3	parameters	parameter	NOUN
futech-646	112	4	revealed	reveal	VERB
futech-646	112	5	mean	mean	ADJ
futech-646	112	6	values	value	NOUN
futech-646	112	7	of	of	ADP
futech-646	112	8	wbc	wbc	PROPN
futech-646	112	9	9.90±2.15×10⁹/l	9.90±2.15×10⁹/l	PROPN
futech-646	112	10	,	,	PUNCT
futech-646	112	11	rbc	rbc	PROPN
futech-646	112	12	5.04±0.37×10¹²/l	5.04±0.37×10¹²/l	PROPN
futech-646	112	13	,	,	PUNCT
futech-646	112	14	hgb	hgb	PROPN
futech-646	112	15	15.03±1.07g	15.03±1.07g	NUM
futech-646	112	16	/	/	SYM
futech-646	112	17	dl	dl	PROPN
futech-646	112	18	,	,	PUNCT
futech-646	112	19	plt	plt	NOUN
futech-646	112	20	165.20±64.74×10⁹/l	165.20±64.74×10⁹/l	NUM
futech-646	112	21	,	,	PUNCT
futech-646	112	22	and	and	CCONJ
futech-646	112	23	hct	hct	PROPN
futech-646	112	24	45.10±1.42	45.10±1.42	NUM
futech-646	112	25	%	%	NOUN
futech-646	112	26	,	,	PUNCT
futech-646	112	27	suggesting	suggest	VERB
futech-646	112	28	mild	mild	ADJ
futech-646	112	29	leukocytosis	leukocytosis	NOUN
futech-646	112	30	with	with	ADP
futech-646	112	31	otherwise	otherwise	ADV
futech-646	112	32	normal	normal	ADJ
futech-646	112	33	hematological	hematological	ADJ
futech-646	112	34	profiles	profile	NOUN
futech-646	112	35	.	.	PUNCT
futech-646	113	1	coagulation	coagulation	NOUN
futech-646	113	2	profiles	profile	NOUN
futech-646	113	3	showed	show	VERB
futech-646	113	4	pt	pt	X
futech-646	113	5	13.29±1.93s	13.29±1.93s	NUM
futech-646	113	6	,	,	PUNCT
futech-646	113	7	inr	inr	PROPN
futech-646	113	8	1.09±0.17	1.09±0.17	PROPN
futech-646	113	9	,	,	PUNCT
futech-646	113	10	aptt	aptt	PROPN
futech-646	113	11	32.94±5.08s	32.94±5.08s	NUM
futech-646	113	12	,	,	PUNCT
futech-646	113	13	tt	tt	PROPN
futech-646	113	14	25.69±5.17s	25.69±5.17s	NUM
futech-646	113	15	,	,	PUNCT
futech-646	113	16	fibrinogen	fibrinogen	X
futech-646	113	17	3.53±0.87g	3.53±0.87g	NUM
futech-646	113	18	/	/	SYM
futech-646	113	19	l	l	NOUN
futech-646	113	20	,	,	PUNCT
futech-646	113	21	d	d	NOUN
futech-646	113	22	-	-	PUNCT
futech-646	113	23	dimer	dimer	ADJ
futech-646	113	24	12.30±4.91mg	12.30±4.91mg	NUM
futech-646	113	25	/	/	SYM
futech-646	113	26	l	l	NOUN
futech-646	113	27	,	,	PUNCT
futech-646	113	28	and	and	CCONJ
futech-646	113	29	fdp	fdp	NUM
futech-646	113	30	19.49±10.45mg	19.49±10.45mg	NUM
futech-646	113	31	/	/	SYM
futech-646	113	32	l	l	NOUN
futech-646	113	33	,	,	PUNCT
futech-646	113	34	indicating	indicate	VERB
futech-646	113	35	hypercoagulability	hypercoagulability	NOUN
futech-646	113	36	with	with	ADP
futech-646	113	37	markedly	markedly	ADV
futech-646	113	38	elevated	elevated	ADJ
futech-646	113	39	d	d	NOUN
futech-646	113	40	-	-	PUNCT
futech-646	113	41	dimer	dimer	ADJ
futech-646	113	42	and	and	CCONJ
futech-646	113	43	fdp	fdp	ADJ
futech-646	113	44	levels	level	NOUN
futech-646	113	45	characteristic	characteristic	ADJ
futech-646	113	46	of	of	ADP
futech-646	113	47	venous	venous	ADJ
futech-646	113	48	thromboembolism	thromboembolism	NOUN
futech-646	113	49	.	.	PUNCT
futech-646	114	1	thrombus	thrombus	NOUN
futech-646	114	2	locations	location	NOUN
futech-646	114	3	predominantly	predominantly	ADV
futech-646	114	4	involved	involve	VERB
futech-646	114	5	the	the	DET
futech-646	114	6	popliteal	popliteal	NOUN
futech-646	114	7	vein	vein	NOUN
futech-646	114	8	(	(	PUNCT
futech-646	114	9	55.58	55.58	NUM
futech-646	114	10	%	%	NOUN
futech-646	114	11	)	)	PUNCT
futech-646	114	12	,	,	PUNCT
futech-646	114	13	common	common	ADJ
futech-646	114	14	femoral	femoral	ADJ
futech-646	114	15	vein	vein	NOUN
futech-646	114	16	(	(	PUNCT
futech-646	114	17	52.36	52.36	NUM
futech-646	114	18	%	%	NOUN
futech-646	114	19	)	)	PUNCT
futech-646	114	20	,	,	PUNCT
futech-646	114	21	iliac	iliac	VERB
futech-646	114	22	vein	vein	NOUN
futech-646	114	23	(	(	PUNCT
futech-646	114	24	45.16	45.16	NUM
futech-646	114	25	%	%	NOUN
futech-646	114	26	)	)	PUNCT
futech-646	114	27	,	,	PUNCT
futech-646	114	28	posterior	posterior	ADJ
futech-646	114	29	tibial	tibial	ADJ
futech-646	114	30	vein	vein	NOUN
futech-646	114	31	(	(	PUNCT
futech-646	114	32	43.92	43.92	NUM
futech-646	114	33	%	%	NOUN
futech-646	114	34	)	)	PUNCT
futech-646	114	35	,	,	PUNCT
futech-646	114	36	and	and	CCONJ
futech-646	114	37	intermuscular	intermuscular	ADJ
futech-646	114	38	veins	vein	NOUN
futech-646	114	39	of	of	ADP
futech-646	114	40	the	the	DET
futech-646	114	41	calf	calf	NOUN
futech-646	114	42	(	(	PUNCT
futech-646	114	43	37.97	37.97	NUM
futech-646	114	44	%	%	NOUN
futech-646	114	45	)	)	PUNCT
futech-646	114	46	.	.	PUNCT
futech-646	115	1	percentages	percentage	NOUN
futech-646	115	2	exceed	exceed	VERB
futech-646	115	3	100	100	NUM
futech-646	115	4	%	%	NOUN
futech-646	115	5	as	as	SCONJ
futech-646	115	6	patients	patient	NOUN
futech-646	115	7	frequently	frequently	ADV
futech-646	115	8	presented	present	VERB
futech-646	115	9	with	with	ADP
futech-646	115	10	multi	multi	ADJ
futech-646	115	11	-	-	ADJ
futech-646	115	12	site	site	ADJ
futech-646	115	13	involvement	involvement	NOUN
futech-646	115	14	,	,	PUNCT
futech-646	115	15	demonstrating	demonstrate	VERB
futech-646	115	16	extensive	extensive	ADJ
futech-646	115	17	thrombosis	thrombosis	NOUN
futech-646	115	18	of	of	ADP
futech-646	115	19	both	both	CCONJ
futech-646	115	20	proximal	proximal	ADJ
futech-646	115	21	and	and	CCONJ
futech-646	115	22	distal	distal	ADJ
futech-646	115	23	lower	low	ADJ
futech-646	115	24	extremity	extremity	NOUN
futech-646	115	25	vasculature	vasculature	NOUN
futech-646	115	26	.	.	PUNCT
futech-646	116	1	therapeutic	therapeutic	ADJ
futech-646	116	2	management	management	NOUN
futech-646	116	3	was	be	AUX
futech-646	116	4	comprehensive	comprehensive	ADJ
futech-646	116	5	.	.	PUNCT
futech-646	117	1	enoxaparin	enoxaparin	PROPN
futech-646	117	2	62.78	62.78	NUM
futech-646	117	3	%	%	NOUN
futech-646	117	4	was	be	AUX
futech-646	117	5	the	the	DET
futech-646	117	6	most	most	ADV
futech-646	117	7	common	common	ADJ
futech-646	117	8	medication	medication	NOUN
futech-646	117	9	,	,	PUNCT
futech-646	117	10	followed	follow	VERB
futech-646	117	11	by	by	ADP
futech-646	117	12	diosmin	diosmin	NOUN
futech-646	117	13	44.67	44.67	NUM
futech-646	117	14	%	%	NOUN
futech-646	117	15	,	,	PUNCT
futech-646	117	16	and	and	CCONJ
futech-646	117	17	rivaroxaban	rivaroxaban	NOUN
futech-646	117	18	37.22	37.22	NUM
futech-646	117	19	%	%	NOUN
futech-646	117	20	.	.	PUNCT
futech-646	118	1	treatment	treatment	NOUN
futech-646	118	2	protocols	protocol	NOUN
futech-646	118	3	followed	follow	VERB
futech-646	118	4	institutional	institutional	ADJ
futech-646	118	5	guidelines	guideline	NOUN
futech-646	118	6	;	;	PUNCT
futech-646	118	7	therapeutic	therapeutic	ADJ
futech-646	118	8	variations	variation	NOUN
futech-646	118	9	were	be	AUX
futech-646	118	10	accounted	account	VERB
futech-646	118	11	for	for	ADP
futech-646	118	12	in	in	ADP
futech-646	118	13	model	model	NOUN
futech-646	118	14	development	development	NOUN
futech-646	118	15	through	through	ADP
futech-646	118	16	inclusion	inclusion	NOUN
futech-646	118	17	of	of	ADP
futech-646	118	18	intervention	intervention	NOUN
futech-646	118	19	status	status	NOUN
futech-646	118	20	as	as	ADP
futech-646	118	21	a	a	DET
futech-646	118	22	predictor	predictor	NOUN
futech-646	118	23	variable	variable	NOUN
futech-646	118	24	.	.	PUNCT
futech-646	119	1	nonpharmacological	nonpharmacological	ADJ
futech-646	119	2	therapies	therapy	NOUN
futech-646	119	3	were	be	AUX
futech-646	119	4	limb	limb	NOUN
futech-646	119	5	elevation	elevation	NOUN
futech-646	119	6	at	at	ADP
futech-646	119	7	30	30	NUM
futech-646	119	8	degrees	degree	NOUN
futech-646	119	9	n.	n.	NOUN
futech-646	119	10	zhou	zhou	PROPN
futech-646	119	11	et	et	PROPN
futech-646	119	12	al	al	PROPN
futech-646	119	13	.	.	PROPN
futech-646	119	14	/future	/future	PUNCT
futech-646	119	15	technology	technology	PROPN
futech-646	119	16	february	february	PROPN
futech-646	119	17	2026|	2026|	NUM
futech-646	119	18	volume	volume	NOUN
futech-646	119	19	05	05	NUM
futech-646	120	1	|	|	ADV
futech-646	120	2	issue	issue	NOUN
futech-646	120	3	01	01	NUM
futech-646	121	1	|	|	NOUN
futech-646	121	2	pages	page	NOUN
futech-646	121	3	254	254	NUM
futech-646	121	4	-	-	SYM
futech-646	121	5	262	262	NUM
futech-646	121	6	257	257	NUM
futech-646	121	7	(	(	PUNCT
futech-646	121	8	73.70	73.70	NUM
futech-646	121	9	%	%	NOUN
futech-646	121	10	)	)	PUNCT
futech-646	121	11	,	,	PUNCT
futech-646	121	12	bingxiao	bingxiao	VERB
futech-646	121	13	external	external	ADJ
futech-646	121	14	application	application	NOUN
futech-646	121	15	(	(	PUNCT
futech-646	121	16	46.65	46.65	NUM
futech-646	121	17	%	%	NOUN
futech-646	121	18	)	)	PUNCT
futech-646	121	19	,	,	PUNCT
futech-646	121	20	and	and	CCONJ
futech-646	121	21	compression	compression	NOUN
futech-646	121	22	stockings	stocking	NOUN
futech-646	121	23	(	(	PUNCT
futech-646	121	24	35.73	35.73	NUM
futech-646	121	25	%	%	NOUN
futech-646	121	26	)	)	PUNCT
futech-646	121	27	.	.	PUNCT
futech-646	122	1	most	most	ADJ
futech-646	122	2	procedures	procedure	NOUN
futech-646	122	3	performed	perform	VERB
futech-646	122	4	are	be	AUX
futech-646	122	5	venography	venography	NOUN
futech-646	122	6	(	(	PUNCT
futech-646	122	7	70.97	70.97	NUM
futech-646	122	8	%	%	NOUN
futech-646	122	9	)	)	PUNCT
futech-646	122	10	,	,	PUNCT
futech-646	122	11	therapeutic	therapeutic	ADJ
futech-646	122	12	treatment	treatment	NOUN
futech-646	122	13	(	(	PUNCT
futech-646	122	14	thrombolysis	thrombolysis	NOUN
futech-646	122	15	,	,	PUNCT
futech-646	122	16	thrombectomy	thrombectomy	ADV
futech-646	122	17	)	)	PUNCT
futech-646	122	18	(	(	PUNCT
futech-646	122	19	70.47	70.47	NUM
futech-646	122	20	%	%	NOUN
futech-646	122	21	)	)	PUNCT
futech-646	122	22	,	,	PUNCT
futech-646	122	23	filter	filter	NOUN
futech-646	122	24	placement	placement	NOUN
futech-646	122	25	/	/	SYM
futech-646	122	26	retrieval	retrieval	NOUN
futech-646	122	27	(	(	PUNCT
futech-646	122	28	47.89	47.89	NUM
futech-646	122	29	%	%	NOUN
futech-646	122	30	)	)	PUNCT
futech-646	122	31	,	,	PUNCT
futech-646	122	32	angioplasty	angioplasty	NOUN
futech-646	122	33	/	/	SYM
futech-646	122	34	stent	stent	NOUN
futech-646	122	35	(	(	PUNCT
futech-646	122	36	33.00	33.00	NUM
futech-646	122	37	)	)	PUNCT
futech-646	122	38	.	.	PUNCT
futech-646	123	1	the	the	DET
futech-646	123	2	comorbidity	comorbidity	NOUN
futech-646	123	3	analysis	analysis	NOUN
futech-646	123	4	showed	show	VERB
futech-646	123	5	that	that	SCONJ
futech-646	123	6	essential	essential	ADJ
futech-646	123	7	hypertension	hypertension	NOUN
futech-646	123	8	(	(	PUNCT
futech-646	123	9	28.54	28.54	NUM
futech-646	123	10	%	%	NOUN
futech-646	123	11	)	)	PUNCT
futech-646	123	12	,	,	PUNCT
futech-646	123	13	type	type	NOUN
futech-646	123	14	2	2	NUM
futech-646	123	15	diabetes	diabetes	NOUN
futech-646	123	16	mellitus	mellitus	NOUN
futech-646	123	17	(	(	PUNCT
futech-646	123	18	14.64	14.64	NUM
futech-646	123	19	%	%	NOUN
futech-646	123	20	)	)	PUNCT
futech-646	123	21	,	,	PUNCT
futech-646	123	22	and	and	CCONJ
futech-646	123	23	other	other	ADJ
futech-646	123	24	venous	venous	ADJ
futech-646	123	25	disorders	disorder	NOUN
futech-646	123	26	(	(	PUNCT
futech-646	123	27	11.91	11.91	NUM
futech-646	123	28	%	%	NOUN
futech-646	123	29	)	)	PUNCT
futech-646	123	30	were	be	AUX
futech-646	123	31	the	the	DET
futech-646	123	32	most	most	ADV
futech-646	123	33	common	common	ADJ
futech-646	123	34	,	,	PUNCT
futech-646	123	35	with	with	ADP
futech-646	123	36	13.65	13.65	NUM
futech-646	123	37	%	%	NOUN
futech-646	123	38	of	of	ADP
futech-646	123	39	patients	patient	NOUN
futech-646	123	40	having	have	VERB
futech-646	123	41	no	no	DET
futech-646	123	42	comorbidities	comorbiditie	NOUN
futech-646	123	43	.	.	PUNCT
futech-646	124	1	the	the	DET
futech-646	124	2	occupational	occupational	ADJ
futech-646	124	3	distribution	distribution	NOUN
futech-646	124	4	showed	show	VERB
futech-646	124	5	farmers	farmer	NOUN
futech-646	124	6	(	(	PUNCT
futech-646	124	7	26.55	26.55	NUM
futech-646	124	8	%	%	NOUN
futech-646	124	9	)	)	PUNCT
futech-646	124	10	,	,	PUNCT
futech-646	124	11	unemployed	unemployed	ADJ
futech-646	124	12	individuals	individual	NOUN
futech-646	124	13	(	(	PUNCT
futech-646	124	14	23.08	23.08	NUM
futech-646	124	15	%	%	NOUN
futech-646	124	16	)	)	PUNCT
futech-646	124	17	,	,	PUNCT
futech-646	124	18	and	and	CCONJ
futech-646	124	19	retired	retired	ADJ
futech-646	124	20	persons	person	NOUN
futech-646	124	21	(	(	PUNCT
futech-646	124	22	11.41	11.41	NUM
futech-646	124	23	%	%	NOUN
futech-646	124	24	)	)	PUNCT
futech-646	124	25	as	as	ADP
futech-646	124	26	the	the	DET
futech-646	124	27	major	major	ADJ
futech-646	124	28	parts	part	NOUN
futech-646	124	29	of	of	ADP
futech-646	124	30	the	the	DET
futech-646	124	31	cohort	cohort	NOUN
futech-646	124	32	,	,	PUNCT
futech-646	124	33	possibly	possibly	ADV
futech-646	124	34	indicating	indicate	VERB
futech-646	124	35	socio	socio	NOUN
futech-646	124	36	-	-	PUNCT
futech-646	124	37	economic	economic	ADJ
futech-646	124	38	elements	element	NOUN
futech-646	124	39	related	relate	VERB
futech-646	124	40	to	to	ADP
futech-646	124	41	dvt	dvt	PROPN
futech-646	124	42	creation	creation	NOUN
futech-646	124	43	and	and	CCONJ
futech-646	124	44	management	management	NOUN
futech-646	124	45	.	.	PUNCT
futech-646	125	1	3.2	3.2	NUM
futech-646	125	2	feature	feature	NOUN
futech-646	125	3	selection	selection	NOUN
futech-646	125	4	rfe	rfe	NOUN
futech-646	125	5	analysis	analysis	NOUN
futech-646	125	6	was	be	AUX
futech-646	125	7	performed	perform	VERB
futech-646	125	8	to	to	PART
futech-646	125	9	improve	improve	VERB
futech-646	125	10	feature	feature	NOUN
futech-646	125	11	selection	selection	NOUN
futech-646	125	12	,	,	PUNCT
futech-646	125	13	and	and	CCONJ
futech-646	125	14	r²	r²	NOUN
futech-646	125	15	was	be	AUX
futech-646	125	16	evaluated	evaluate	VERB
futech-646	125	17	across	across	ADP
futech-646	125	18	different	different	ADJ
futech-646	125	19	feature	feature	NOUN
futech-646	125	20	subsets	subset	NOUN
futech-646	125	21	.	.	PUNCT
futech-646	126	1	the	the	DET
futech-646	126	2	r2	r2	PROPN
futech-646	126	3	curve	curve	NOUN
futech-646	126	4	showed	show	VERB
futech-646	126	5	optimal	optimal	ADJ
futech-646	126	6	performance	performance	NOUN
futech-646	126	7	between	between	ADP
futech-646	126	8	6	6	NUM
futech-646	126	9	and	and	CCONJ
futech-646	126	10	8	8	NUM
futech-646	126	11	features	feature	NOUN
futech-646	126	12	,	,	PUNCT
futech-646	126	13	with	with	ADP
futech-646	126	14	a	a	DET
futech-646	126	15	maximum	maximum	ADJ
futech-646	126	16	r2	r2	NOUN
futech-646	126	17	of	of	ADP
futech-646	126	18	0.58	0.58	NUM
futech-646	126	19	.	.	PUNCT
futech-646	127	1	6	6	NUM
futech-646	127	2	key	key	ADJ
futech-646	127	3	predictors	predictor	NOUN
futech-646	127	4	were	be	AUX
futech-646	127	5	selected	select	VERB
futech-646	127	6	.	.	PUNCT
futech-646	128	1	the	the	DET
futech-646	128	2	final	final	ADJ
futech-646	128	3	feature	feature	NOUN
futech-646	128	4	set	set	NOUN
futech-646	128	5	comprised	comprise	VERB
futech-646	128	6	one	one	NUM
futech-646	128	7	demographic	demographic	ADJ
futech-646	128	8	parameter	parameter	NOUN
futech-646	128	9	(	(	PUNCT
futech-646	128	10	age	age	NOUN
futech-646	128	11	)	)	PUNCT
futech-646	128	12	,	,	PUNCT
futech-646	128	13	three	three	NUM
futech-646	128	14	laboratory	laboratory	NOUN
futech-646	128	15	parameters	parameter	NOUN
futech-646	128	16	(	(	PUNCT
futech-646	128	17	white	white	ADJ
futech-646	128	18	blood	blood	NOUN
futech-646	128	19	cell	cell	NOUN
futech-646	128	20	count	count	NOUN
futech-646	128	21	,	,	PUNCT
futech-646	128	22	activated	activate	VERB
futech-646	128	23	partial	partial	ADJ
futech-646	128	24	thromboplastin	thromboplastin	NOUN
futech-646	128	25	time	time	NOUN
futech-646	128	26	,	,	PUNCT
futech-646	128	27	thrombin	thrombin	NOUN
futech-646	128	28	time	time	NOUN
futech-646	128	29	)	)	PUNCT
futech-646	128	30	,	,	PUNCT
futech-646	128	31	one	one	NUM
futech-646	128	32	therapeutic	therapeutic	ADJ
futech-646	128	33	parameter	parameter	NOUN
futech-646	128	34	(	(	PUNCT
futech-646	128	35	thrombolysis	thrombolysis	NOUN
futech-646	128	36	/	/	SYM
futech-646	128	37	thrombectomy	thrombectomy	NOUN
futech-646	128	38	)	)	PUNCT
futech-646	128	39	,	,	PUNCT
futech-646	128	40	and	and	CCONJ
futech-646	128	41	one	one	NUM
futech-646	128	42	clinical	clinical	ADJ
futech-646	128	43	parameter	parameter	NOUN
futech-646	128	44	(	(	PUNCT
futech-646	128	45	day	day	NOUN
futech-646	128	46	1	1	NUM
futech-646	128	47	symptom	symptom	NOUN
futech-646	128	48	score	score	NOUN
futech-646	128	49	)	)	PUNCT
futech-646	128	50	.	.	PUNCT
futech-646	129	1	feature	feature	NOUN
futech-646	129	2	definitions	definition	NOUN
futech-646	129	3	were	be	AUX
futech-646	129	4	as	as	SCONJ
futech-646	129	5	follows	follow	VERB
futech-646	129	6	:	:	PUNCT
futech-646	129	7	age	age	NOUN
futech-646	129	8	(	(	PUNCT
futech-646	129	9	years	year	NOUN
futech-646	129	10	)	)	PUNCT
futech-646	129	11	,	,	PUNCT
futech-646	129	12	wbc	wbc	INTJ
futech-646	129	13	(	(	PUNCT
futech-646	129	14	×10⁹/l	×10⁹/l	NOUN
futech-646	129	15	)	)	PUNCT
futech-646	129	16	,	,	PUNCT
futech-646	129	17	aptt	aptt	PROPN
futech-646	129	18	(	(	PUNCT
futech-646	129	19	seconds	second	NOUN
futech-646	129	20	)	)	PUNCT
futech-646	129	21	,	,	PUNCT
futech-646	129	22	tt	tt	PROPN
futech-646	129	23	(	(	PUNCT
futech-646	129	24	seconds	second	NOUN
futech-646	129	25	)	)	PUNCT
futech-646	129	26	,	,	PUNCT
futech-646	129	27	thrombolysis	thrombolysis	NOUN
futech-646	129	28	/	/	SYM
futech-646	129	29	thrombectomy	thrombectomy	NOUN
futech-646	129	30	(	(	PUNCT
futech-646	129	31	binary	binary	ADJ
futech-646	129	32	,	,	PUNCT
futech-646	129	33	1	1	NUM
futech-646	129	34	=	=	NUM
futech-646	129	35	performed	perform	VERB
futech-646	129	36	)	)	PUNCT
futech-646	129	37	,	,	PUNCT
futech-646	129	38	and	and	CCONJ
futech-646	129	39	day	day	NOUN
futech-646	129	40	1	1	NUM
futech-646	129	41	symptom	symptom	NOUN
futech-646	129	42	score	score	NOUN
futech-646	129	43	(	(	PUNCT
futech-646	129	44	0	0	NUM
futech-646	129	45	-	-	SYM
futech-646	129	46	12	12	NUM
futech-646	129	47	points	point	NOUN
futech-646	129	48	)	)	PUNCT
futech-646	129	49	.	.	PUNCT
futech-646	130	1	these	these	DET
futech-646	130	2	features	feature	NOUN
futech-646	130	3	were	be	AUX
futech-646	130	4	the	the	DET
futech-646	130	5	most	most	ADV
futech-646	130	6	influential	influential	ADJ
futech-646	130	7	predictors	predictor	NOUN
futech-646	130	8	that	that	PRON
futech-646	130	9	kept	keep	VERB
futech-646	130	10	the	the	DET
futech-646	130	11	model	model	NOUN
futech-646	130	12	efficient	efficient	ADJ
futech-646	130	13	(	(	PUNCT
futech-646	130	14	figure	figure	NOUN
futech-646	130	15	3	3	NUM
futech-646	130	16	)	)	PUNCT
futech-646	130	17	.	.	PUNCT
futech-646	131	1	figure	figure	VERB
futech-646	131	2	3	3	NUM
futech-646	131	3	.	.	NOUN
futech-646	131	4	feature	feature	NOUN
futech-646	131	5	selection	selection	NOUN
futech-646	131	6	optimization	optimization	NOUN
futech-646	131	7	:	:	PUNCT
futech-646	131	8	r²	r²	VERB
futech-646	131	9	performance	performance	NOUN
futech-646	131	10	analysis	analysis	NOUN
futech-646	131	11	across	across	ADP
futech-646	131	12	varying	vary	VERB
futech-646	131	13	feature	feature	NOUN
futech-646	131	14	dimensions	dimension	NOUN
futech-646	131	15	3.3	3.3	NUM
futech-646	131	16	model	model	NOUN
futech-646	131	17	evaluation	evaluation	NOUN
futech-646	131	18	a	a	DET
futech-646	131	19	comparison	comparison	NOUN
futech-646	131	20	of	of	ADP
futech-646	131	21	the	the	DET
futech-646	131	22	four	four	NUM
futech-646	131	23	machine	machine	NOUN
futech-646	131	24	learning	learning	NOUN
futech-646	131	25	models	model	NOUN
futech-646	131	26	shows	show	VERB
futech-646	131	27	different	different	ADJ
futech-646	131	28	performances	performance	NOUN
futech-646	131	29	on	on	ADP
futech-646	131	30	both	both	DET
futech-646	131	31	training	training	NOUN
futech-646	131	32	and	and	CCONJ
futech-646	131	33	testing	testing	NOUN
futech-646	131	34	datasets	dataset	NOUN
futech-646	131	35	.	.	PUNCT
futech-646	132	1	the	the	DET
futech-646	132	2	overall	overall	ADJ
futech-646	132	3	assessment	assessment	NOUN
futech-646	132	4	of	of	ADP
futech-646	132	5	prediction	prediction	NOUN
futech-646	132	6	accuracy	accuracy	NOUN
futech-646	132	7	via	via	ADP
futech-646	132	8	trueversus	trueversus	NOUN
futech-646	132	9	-	-	PUNCT
futech-646	132	10	predicted	predict	VERB
futech-646	132	11	scatter	scatter	NOUN
futech-646	132	12	plots	plot	NOUN
futech-646	132	13	shows	show	VERB
futech-646	132	14	that	that	SCONJ
futech-646	132	15	xgboost	xgboost	PROPN
futech-646	132	16	reached	reach	VERB
futech-646	132	17	the	the	DET
futech-646	132	18	best	good	ADJ
futech-646	132	19	alignment	alignment	NOUN
futech-646	132	20	with	with	ADP
futech-646	132	21	the	the	DET
futech-646	132	22	ideal	ideal	ADJ
futech-646	132	23	diagonal	diagonal	ADJ
futech-646	132	24	line	line	NOUN
futech-646	132	25	,	,	PUNCT
futech-646	132	26	meaning	mean	VERB
futech-646	132	27	that	that	SCONJ
futech-646	132	28	it	it	PRON
futech-646	132	29	has	have	VERB
futech-646	132	30	the	the	DET
futech-646	132	31	strongest	strong	ADJ
futech-646	132	32	predictive	predictive	ADJ
futech-646	132	33	ability	ability	NOUN
futech-646	132	34	and	and	CCONJ
futech-646	132	35	the	the	DET
futech-646	132	36	least	least	ADJ
futech-646	132	37	systematic	systematic	ADJ
futech-646	132	38	bias	bias	NOUN
futech-646	132	39	.	.	PUNCT
futech-646	133	1	after	after	ADP
futech-646	133	2	applying	apply	VERB
futech-646	133	3	regularization	regularization	NOUN
futech-646	133	4	to	to	PART
futech-646	133	5	address	address	VERB
futech-646	133	6	overfitting	overfitting	NOUN
futech-646	133	7	,	,	PUNCT
futech-646	133	8	xgboost	xgboost	PRON
futech-646	133	9	achieved	achieve	VERB
futech-646	133	10	a	a	DET
futech-646	133	11	test	test	NOUN
futech-646	133	12	r²	r²	NOUN
futech-646	133	13	of	of	ADP
futech-646	133	14	0.60	0.60	NUM
futech-646	133	15	,	,	PUNCT
futech-646	133	16	rmse	rmse	NOUN
futech-646	133	17	of	of	ADP
futech-646	133	18	12.36	12.36	NUM
futech-646	133	19	,	,	PUNCT
futech-646	133	20	and	and	CCONJ
futech-646	133	21	fivefold	fivefold	ADJ
futech-646	133	22	cross	cross	ADJ
futech-646	133	23	-	-	ADJ
futech-646	133	24	validation	validation	ADJ
futech-646	133	25	r²	r²	NOUN
futech-646	133	26	of	of	ADP
futech-646	133	27	0.58	0.58	NUM
futech-646	133	28	±	±	NUM
futech-646	133	29	0.07	0.07	NUM
futech-646	133	30	.	.	PUNCT
futech-646	134	1	the	the	DET
futech-646	134	2	second	second	ADV
futech-646	134	3	-	-	PUNCT
futech-646	134	4	best	good	ADJ
futech-646	134	5	model	model	NOUN
futech-646	134	6	was	be	AUX
futech-646	134	7	random	random	ADJ
futech-646	134	8	forest	forest	NOUN
futech-646	134	9	,	,	PUNCT
futech-646	134	10	and	and	CCONJ
futech-646	134	11	it	it	PRON
futech-646	134	12	had	have	VERB
futech-646	134	13	an	an	DET
futech-646	134	14	r²	r²	NOUN
futech-646	134	15	of	of	ADP
futech-646	134	16	0.573	0.573	NUM
futech-646	134	17	and	and	CCONJ
futech-646	134	18	an	an	DET
futech-646	134	19	rmse	rmse	NOUN
futech-646	134	20	of	of	ADP
futech-646	134	21	12.77	12.77	NUM
futech-646	134	22	.	.	PUNCT
futech-646	135	1	the	the	DET
futech-646	135	2	residuals	residual	NOUN
futech-646	135	3	were	be	AUX
futech-646	135	4	fairly	fairly	ADV
futech-646	135	5	spread	spread	VERB
futech-646	135	6	out	out	ADP
futech-646	135	7	across	across	ADP
futech-646	135	8	all	all	PRON
futech-646	135	9	of	of	ADP
futech-646	135	10	the	the	DET
futech-646	135	11	predictions	prediction	NOUN
futech-646	135	12	,	,	PUNCT
futech-646	135	13	but	but	CCONJ
futech-646	135	14	they	they	PRON
futech-646	135	15	were	be	AUX
futech-646	135	16	slightly	slightly	ADV
futech-646	135	17	more	more	ADV
futech-646	135	18	scattered	scatter	VERB
futech-646	135	19	than	than	ADP
futech-646	135	20	the	the	DET
futech-646	135	21	xgboost	xgboost	PROPN
futech-646	135	22	model	model	PROPN
futech-646	135	23	.	.	PUNCT
futech-646	136	1	on	on	ADP
futech-646	136	2	the	the	DET
futech-646	136	3	other	other	ADJ
futech-646	136	4	hand	hand	NOUN
futech-646	136	5	,	,	PUNCT
futech-646	136	6	both	both	CCONJ
futech-646	136	7	the	the	DET
futech-646	136	8	linear	linear	ADJ
futech-646	136	9	regression	regression	NOUN
futech-646	136	10	and	and	CCONJ
futech-646	136	11	support	support	VERB
futech-646	136	12	vector	vector	NOUN
futech-646	136	13	machine	machine	NOUN
futech-646	136	14	models	model	NOUN
futech-646	136	15	yielded	yield	VERB
futech-646	136	16	much	much	ADV
futech-646	136	17	worse	bad	ADJ
futech-646	136	18	results	result	NOUN
futech-646	136	19	,	,	PUNCT
futech-646	136	20	with	with	ADP
futech-646	136	21	test	test	NOUN
futech-646	136	22	r²	r²	NOUN
futech-646	136	23	values	value	NOUN
futech-646	136	24	of	of	ADP
futech-646	136	25	0.333	0.333	NUM
futech-646	136	26	and	and	CCONJ
futech-646	136	27	0.242	0.242	NUM
futech-646	136	28	,	,	PUNCT
futech-646	136	29	respectively	respectively	ADV
futech-646	136	30	,	,	PUNCT
futech-646	136	31	indicating	indicate	VERB
futech-646	136	32	a	a	DET
futech-646	136	33	poor	poor	ADJ
futech-646	136	34	ability	ability	NOUN
futech-646	136	35	to	to	PART
futech-646	136	36	model	model	VERB
futech-646	136	37	the	the	DET
futech-646	136	38	underlying	underlie	VERB
futech-646	136	39	pattern	pattern	NOUN
futech-646	136	40	in	in	ADP
futech-646	136	41	the	the	DET
futech-646	136	42	data	datum	NOUN
futech-646	136	43	.	.	PUNCT
futech-646	137	1	their	their	PRON
futech-646	137	2	corresponding	corresponding	ADJ
futech-646	137	3	residual	residual	ADJ
futech-646	137	4	plots	plot	NOUN
futech-646	137	5	showed	show	VERB
futech-646	137	6	obvious	obvious	ADJ
futech-646	137	7	heteroscedasticity	heteroscedasticity	NOUN
futech-646	137	8	(	(	PUNCT
futech-646	137	9	breusch	breusch	ADJ
futech-646	137	10	-	-	PUNCT
futech-646	137	11	pagan	pagan	ADJ
futech-646	137	12	test	test	NOUN
futech-646	137	13	,	,	PUNCT
futech-646	137	14	p<0.05	p<0.05	PROPN
futech-646	137	15	)	)	PUNCT
futech-646	137	16	,	,	PUNCT
futech-646	137	17	especially	especially	ADV
futech-646	137	18	in	in	ADP
futech-646	137	19	areas	area	NOUN
futech-646	137	20	with	with	ADP
futech-646	137	21	high	high	ADJ
futech-646	137	22	predictions	prediction	NOUN
futech-646	137	23	,	,	PUNCT
futech-646	137	24	where	where	SCONJ
futech-646	137	25	large	large	ADJ
futech-646	137	26	deviations	deviation	NOUN
futech-646	137	27	from	from	ADP
futech-646	137	28	the	the	DET
futech-646	137	29	actual	actual	ADJ
futech-646	137	30	values	value	NOUN
futech-646	137	31	were	be	AUX
futech-646	137	32	observed	observe	VERB
futech-646	137	33	,	,	PUNCT
futech-646	137	34	suggesting	suggest	VERB
futech-646	137	35	a	a	DET
futech-646	137	36	systematic	systematic	ADJ
futech-646	137	37	error	error	NOUN
futech-646	137	38	in	in	ADP
futech-646	137	39	prediction	prediction	NOUN
futech-646	137	40	that	that	PRON
futech-646	137	41	increases	increase	VERB
futech-646	137	42	with	with	ADP
futech-646	137	43	the	the	DET
futech-646	137	44	size	size	NOUN
futech-646	137	45	of	of	ADP
futech-646	137	46	the	the	DET
futech-646	137	47	target	target	NOUN
futech-646	137	48	.	.	PUNCT
futech-646	138	1	detailed	detailed	ADJ
futech-646	138	2	residual	residual	ADJ
futech-646	138	3	analysis	analysis	NOUN
futech-646	138	4	again	again	ADV
futech-646	138	5	showed	show	VERB
futech-646	138	6	that	that	SCONJ
futech-646	138	7	xgboost	xgboost	PROPN
futech-646	138	8	has	have	VERB
futech-646	138	9	better	well	ADJ
futech-646	138	10	prediction	prediction	NOUN
futech-646	138	11	stability	stability	NOUN
futech-646	138	12	,	,	PUNCT
futech-646	138	13	with	with	ADP
futech-646	138	14	the	the	DET
futech-646	138	15	most	most	ADV
futech-646	138	16	concentrated	concentrated	ADJ
futech-646	138	17	and	and	CCONJ
futech-646	138	18	symmetrical	symmetrical	ADJ
futech-646	138	19	residual	residual	ADJ
futech-646	138	20	distribution	distribution	NOUN
futech-646	138	21	centered	center	VERB
futech-646	138	22	on	on	ADP
futech-646	138	23	0	0	NUM
futech-646	138	24	,	,	PUNCT
futech-646	138	25	few	few	ADJ
futech-646	138	26	outliers	outlier	NOUN
futech-646	138	27	,	,	PUNCT
futech-646	138	28	and	and	CCONJ
futech-646	138	29	consistent	consistent	ADJ
futech-646	138	30	error	error	NOUN
futech-646	138	31	variation	variation	NOUN
futech-646	138	32	across	across	ADP
futech-646	138	33	the	the	DET
futech-646	138	34	entire	entire	ADJ
futech-646	138	35	prediction	prediction	NOUN
futech-646	138	36	range	range	NOUN
futech-646	138	37	.	.	PUNCT
futech-646	139	1	this	this	DET
futech-646	139	2	stability	stability	NOUN
futech-646	139	3	is	be	AUX
futech-646	139	4	quantified	quantify	VERB
futech-646	139	5	by	by	ADP
futech-646	139	6	xgboost	xgboost	PROPN
futech-646	139	7	’s	’s	PART
futech-646	139	8	test	test	NOUN
futech-646	139	9	-	-	PUNCT
futech-646	139	10	set	set	VERB
futech-646	139	11	mae	mae	PROPN
futech-646	139	12	of	of	ADP
futech-646	139	13	7.82	7.82	NUM
futech-646	139	14	and	and	CCONJ
futech-646	139	15	mse	mse	NOUN
futech-646	139	16	of	of	ADP
futech-646	139	17	152.80	152.80	NUM
futech-646	139	18	,	,	PUNCT
futech-646	139	19	the	the	DET
futech-646	139	20	smallest	small	ADJ
futech-646	139	21	errors	error	NOUN
futech-646	139	22	among	among	ADP
futech-646	139	23	all	all	DET
futech-646	139	24	models	model	NOUN
futech-646	139	25	.	.	PUNCT
futech-646	140	1	after	after	ADP
futech-646	140	2	regularization	regularization	NOUN
futech-646	140	3	,	,	PUNCT
futech-646	140	4	the	the	DET
futech-646	140	5	gap	gap	NOUN
futech-646	140	6	between	between	ADP
futech-646	140	7	training	training	NOUN
futech-646	140	8	r²	r²	NOUN
futech-646	140	9	(	(	PUNCT
futech-646	140	10	0.75	0.75	NUM
futech-646	140	11	)	)	PUNCT
futech-646	140	12	and	and	CCONJ
futech-646	140	13	test	test	NOUN
futech-646	140	14	r²	r²	NOUN
futech-646	140	15	(	(	PUNCT
futech-646	140	16	0.60	0.60	NUM
futech-646	140	17	)	)	PUNCT
futech-646	140	18	was	be	AUX
futech-646	140	19	reduced	reduce	VERB
futech-646	140	20	to	to	ADP
futech-646	140	21	0.15	0.15	NUM
futech-646	140	22	,	,	PUNCT
futech-646	140	23	compared	compare	VERB
futech-646	140	24	to	to	ADP
futech-646	140	25	0.35	0.35	NUM
futech-646	140	26	before	before	ADP
futech-646	140	27	regularization	regularization	NOUN
futech-646	140	28	,	,	PUNCT
futech-646	140	29	demonstrating	demonstrate	VERB
futech-646	140	30	effective	effective	ADJ
futech-646	140	31	mitigation	mitigation	NOUN
futech-646	140	32	of	of	ADP
futech-646	140	33	overfitting	overfitting	NOUN
futech-646	140	34	.	.	PUNCT
futech-646	141	1	this	this	DET
futech-646	141	2	improved	improved	ADJ
futech-646	141	3	generalization	generalization	NOUN
futech-646	141	4	makes	make	VERB
futech-646	141	5	the	the	DET
futech-646	141	6	model	model	NOUN
futech-646	141	7	suitable	suitable	ADJ
futech-646	141	8	for	for	ADP
futech-646	141	9	clinical	clinical	ADJ
futech-646	141	10	deployment	deployment	NOUN
futech-646	141	11	.	.	PUNCT
futech-646	142	1	random	random	ADJ
futech-646	142	2	forest	forest	NOUN
futech-646	142	3	showed	show	VERB
futech-646	142	4	a	a	DET
futech-646	142	5	larger	large	ADJ
futech-646	142	6	train	train	NOUN
futech-646	142	7	-	-	PUNCT
futech-646	142	8	test	test	NOUN
futech-646	142	9	gap	gap	NOUN
futech-646	142	10	(	(	PUNCT
futech-646	142	11	training	training	NOUN
futech-646	142	12	r²	r²	NOUN
futech-646	142	13	of	of	ADP
futech-646	142	14	0.9396	0.9396	NUM
futech-646	142	15	versus	versus	ADP
futech-646	142	16	test	test	NOUN
futech-646	142	17	r²	r²	NOUN
futech-646	142	18	of	of	ADP
futech-646	142	19	0.5729	0.5729	NUM
futech-646	142	20	)	)	PUNCT
futech-646	142	21	.	.	PUNCT
futech-646	143	1	both	both	CCONJ
futech-646	143	2	the	the	DET
futech-646	143	3	quantitative	quantitative	ADJ
futech-646	143	4	performance	performance	NOUN
futech-646	143	5	metrics	metric	NOUN
futech-646	143	6	and	and	CCONJ
futech-646	143	7	the	the	DET
futech-646	143	8	graphical	graphical	ADJ
futech-646	143	9	diagnostics	diagnostic	NOUN
futech-646	143	10	from	from	ADP
futech-646	143	11	the	the	DET
futech-646	143	12	scatter	scatter	NOUN
futech-646	143	13	and	and	CCONJ
futech-646	143	14	residual	residual	ADJ
futech-646	143	15	plots	plot	NOUN
futech-646	143	16	support	support	NOUN
futech-646	143	17	selecting	select	VERB
futech-646	143	18	xgboost	xgboost	ADV
futech-646	143	19	as	as	ADP
futech-646	143	20	the	the	DET
futech-646	143	21	best	good	ADJ
futech-646	143	22	model	model	NOUN
futech-646	143	23	to	to	PART
futech-646	143	24	deploy	deploy	VERB
futech-646	143	25	in	in	ADP
futech-646	143	26	a	a	DET
futech-646	143	27	clinical	clinical	ADJ
futech-646	143	28	setting	setting	NOUN
futech-646	143	29	for	for	ADP
futech-646	143	30	providing	provide	VERB
futech-646	143	31	the	the	DET
futech-646	143	32	most	most	ADV
futech-646	143	33	accurate	accurate	ADJ
futech-646	143	34	predictions	prediction	NOUN
futech-646	143	35	of	of	ADP
futech-646	143	36	symptom	symptom	NOUN
futech-646	143	37	improvement	improvement	NOUN
futech-646	143	38	rate	rate	NOUN
futech-646	143	39	in	in	ADP
futech-646	143	40	dvt	dvt	PROPN
futech-646	143	41	patients	patient	NOUN
futech-646	143	42	(	(	PUNCT
futech-646	143	43	figure	figure	VERB
futech-646	143	44	4	4	NUM
futech-646	143	45	-	-	SYM
futech-646	143	46	7	7	NUM
futech-646	143	47	;	;	PUNCT
futech-646	143	48	table	table	NOUN
futech-646	143	49	1	1	NUM
futech-646	143	50	)	)	PUNCT
futech-646	143	51	.	.	PUNCT
futech-646	144	1	temporal	temporal	ADJ
futech-646	144	2	validation	validation	NOUN
futech-646	144	3	was	be	AUX
futech-646	144	4	performed	perform	VERB
futech-646	144	5	by	by	ADP
futech-646	144	6	training	training	NOUN
futech-646	144	7	on	on	ADP
futech-646	144	8	2018	2018	NUM
futech-646	144	9	-	-	SYM
futech-646	144	10	2021	2021	NUM
futech-646	144	11	data	datum	NOUN
futech-646	144	12	and	and	CCONJ
futech-646	144	13	testing	testing	NOUN
futech-646	144	14	on	on	ADP
futech-646	144	15	2022	2022	NUM
futech-646	144	16	-	-	SYM
futech-646	144	17	2023	2023	NUM
futech-646	144	18	data	datum	NOUN
futech-646	144	19	,	,	PUNCT
futech-646	144	20	yielding	yield	VERB
futech-646	144	21	comparable	comparable	ADJ
futech-646	144	22	performance	performance	NOUN
futech-646	144	23	(	(	PUNCT
futech-646	144	24	r²=0.61	r²=0.61	NOUN
futech-646	144	25	)	)	PUNCT
futech-646	144	26	,	,	PUNCT
futech-646	144	27	supporting	support	VERB
futech-646	144	28	model	model	NOUN
futech-646	144	29	generalizability	generalizability	NOUN
futech-646	144	30	.	.	PUNCT
futech-646	145	1	decision	decision	NOUN
futech-646	145	2	curve	curve	NOUN
futech-646	145	3	analysis	analysis	NOUN
futech-646	145	4	demonstrated	demonstrate	VERB
futech-646	145	5	positive	positive	ADJ
futech-646	145	6	net	net	ADJ
futech-646	145	7	benefit	benefit	NOUN
futech-646	145	8	across	across	ADP
futech-646	145	9	threshold	threshold	NOUN
futech-646	145	10	probabilities	probability	NOUN
futech-646	145	11	of	of	ADP
futech-646	145	12	30	30	NUM
futech-646	145	13	-	-	SYM
futech-646	145	14	70	70	NUM
futech-646	145	15	%	%	NOUN
futech-646	145	16	,	,	PUNCT
futech-646	145	17	indicating	indicate	VERB
futech-646	145	18	clinical	clinical	ADJ
futech-646	145	19	utility	utility	NOUN
futech-646	145	20	compared	compare	VERB
futech-646	145	21	to	to	ADP
futech-646	145	22	default	default	NOUN
futech-646	145	23	strategies	strategy	NOUN
futech-646	145	24	.	.	PUNCT
futech-646	146	1	table	table	NOUN
futech-646	146	2	1	1	NUM
futech-646	146	3	.	.	PUNCT
futech-646	147	1	performance	performance	NOUN
futech-646	147	2	metrics	metric	NOUN
futech-646	147	3	comparison	comparison	NOUN
futech-646	147	4	of	of	ADP
futech-646	147	5	machine	machine	NOUN
futech-646	147	6	learning	learning	NOUN
futech-646	147	7	models	model	NOUN
futech-646	147	8	for	for	ADP
futech-646	147	9	prediction	prediction	NOUN
futech-646	147	10	across	across	ADP
futech-646	147	11	training	training	NOUN
futech-646	147	12	and	and	CCONJ
futech-646	147	13	test	test	NOUN
futech-646	147	14	sets	set	VERB
futech-646	147	15	3.4	3.4	NUM
futech-646	147	16	shap	shap	NOUN
futech-646	147	17	analysis	analysis	NOUN
futech-646	147	18	shap	shap	NOUN
futech-646	147	19	analysis	analysis	NOUN
futech-646	147	20	showed	show	VERB
futech-646	147	21	different	different	ADJ
futech-646	147	22	patterns	pattern	NOUN
futech-646	147	23	of	of	ADP
futech-646	147	24	feature	feature	NOUN
futech-646	147	25	importance	importance	NOUN
futech-646	147	26	and	and	CCONJ
futech-646	147	27	its	its	PRON
futech-646	147	28	impact	impact	NOUN
futech-646	147	29	on	on	ADP
futech-646	147	30	the	the	DET
futech-646	147	31	model	model	NOUN
futech-646	147	32	-	-	PUNCT
futech-646	147	33	predicted	predict	VERB
futech-646	147	34	ipr	ipr	PROPN
futech-646	147	35	.	.	PROPN
futech-646	147	36	aptt	aptt	PROPN
futech-646	147	37	had	have	VERB
futech-646	147	38	the	the	DET
futech-646	147	39	biggest	big	ADJ
futech-646	147	40	impact	impact	NOUN
futech-646	147	41	on	on	ADP
futech-646	147	42	the	the	DET
futech-646	147	43	model	model	NOUN
futech-646	147	44	,	,	PUNCT
futech-646	147	45	with	with	ADP
futech-646	147	46	shap	shap	PROPN
futech-646	147	47	values	value	NOUN
futech-646	147	48	going	go	VERB
futech-646	147	49	between	between	ADP
futech-646	147	50	-15	-15	PUNCT
futech-646	147	51	and	and	CCONJ
futech-646	147	52	+15	+15	NUM
futech-646	147	53	,	,	PUNCT
futech-646	147	54	high	high	ADJ
futech-646	147	55	aptt	aptt	ADJ
futech-646	147	56	values	value	NOUN
futech-646	147	57	were	be	AUX
futech-646	147	58	associated	associate	VERB
futech-646	147	59	with	with	ADP
futech-646	147	60	lower	low	ADJ
futech-646	147	61	ipr	ipr	PROPN
futech-646	147	62	predictions	prediction	NOUN
futech-646	147	63	,	,	PUNCT
futech-646	147	64	which	which	PRON
futech-646	147	65	may	may	AUX
futech-646	147	66	reflect	reflect	VERB
futech-646	147	67	clinical	clinical	ADJ
futech-646	147	68	considerations	consideration	NOUN
futech-646	147	69	regarding	regard	VERB
futech-646	147	70	bleeding	bleed	VERB
futech-646	147	71	risk	risk	NOUN
futech-646	147	72	.	.	PUNCT
futech-646	148	1	surgical	surgical	ADJ
futech-646	148	2	intervention	intervention	NOUN
futech-646	148	3	(	(	PUNCT
futech-646	148	4	t&t	t&t	PROPN
futech-646	148	5	)	)	PUNCT
futech-646	148	6	had	have	VERB
futech-646	148	7	a	a	DET
futech-646	148	8	clear	clear	ADJ
futech-646	148	9	bimodal	bimodal	NOUN
futech-646	148	10	distribution	distribution	NOUN
futech-646	148	11	.	.	PUNCT
futech-646	149	1	positive	positive	ADJ
futech-646	149	2	t&t	t&t	PROPN
futech-646	149	3	was	be	AUX
futech-646	149	4	associated	associate	VERB
futech-646	149	5	with	with	ADP
futech-646	149	6	greater	great	ADJ
futech-646	149	7	ipr	ipr	PROPN
futech-646	149	8	prediction	prediction	NOUN
futech-646	149	9	(	(	PUNCT
futech-646	149	10	shap	shap	PROPN
futech-646	149	11	values	value	NOUN
futech-646	149	12	+10	+10	VERB
futech-646	149	13	to	to	ADP
futech-646	149	14	+15	+15	NUM
futech-646	149	15	)	)	PUNCT
futech-646	149	16	as	as	SCONJ
futech-646	149	17	it	it	PRON
futech-646	149	18	indicated	indicate	VERB
futech-646	149	19	the	the	DET
futech-646	149	20	benefit	benefit	NOUN
futech-646	149	21	of	of	ADP
futech-646	149	22	early	early	ADJ
futech-646	149	23	thrombus	thrombus	NOUN
futech-646	149	24	removal	removal	NOUN
futech-646	149	25	,	,	PUNCT
futech-646	149	26	and	and	CCONJ
futech-646	149	27	negative	negative	ADJ
futech-646	149	28	t&t	t&t	PROPN
futech-646	149	29	was	be	AUX
futech-646	149	30	associated	associate	VERB
futech-646	149	31	with	with	ADP
futech-646	149	32	lesser	less	ADJ
futech-646	149	33	ipr	ipr	PROPN
futech-646	149	34	prediction	prediction	NOUN
futech-646	149	35	(	(	PUNCT
futech-646	149	36	shap	shap	NOUN
futech-646	149	37	values	value	NOUN
futech-646	149	38	-10	-10	PUNCT
futech-646	149	39	to	to	PART
futech-646	149	40	-15	-15	NUM
futech-646	149	41	)	)	PUNCT
futech-646	149	42	.	.	PUNCT
futech-646	150	1	wbc	wbc	PROPN
futech-646	150	2	count	count	PROPN
futech-646	150	3	had	have	VERB
futech-646	150	4	a	a	DET
futech-646	150	5	moderate	moderate	ADJ
futech-646	150	6	bilateral	bilateral	ADJ
futech-646	150	7	impact	impact	NOUN
futech-646	150	8	:	:	PUNCT
futech-646	150	9	low	low	ADJ
futech-646	150	10	counts	count	NOUN
futech-646	150	11	(	(	PUNCT
futech-646	150	12	shap	shap	NOUN
futech-646	150	13	values	value	NOUN
futech-646	150	14	-5	-5	VERB
futech-646	150	15	to	to	PART
futech-646	150	16	0	0	NUM
futech-646	150	17	)	)	PUNCT
futech-646	150	18	predicted	predict	VERB
futech-646	150	19	good	good	ADJ
futech-646	150	20	outcomes	outcome	NOUN
futech-646	150	21	by	by	ADP
futech-646	150	22	lowering	lower	VERB
futech-646	150	23	inflammation	inflammation	NOUN
futech-646	150	24	,	,	PUNCT
futech-646	150	25	and	and	CCONJ
futech-646	150	26	high	high	ADJ
futech-646	150	27	counts	count	NOUN
futech-646	150	28	(	(	PUNCT
futech-646	150	29	shap	shap	NOUN
futech-646	150	30	values	value	NOUN
futech-646	150	31	0	0	NUM
futech-646	150	32	to	to	ADP
futech-646	150	33	+5	+5	PROPN
futech-646	150	34	)	)	PUNCT
futech-646	150	35	predicted	predict	VERB
futech-646	150	36	poor	poor	ADJ
futech-646	150	37	outcomes	outcome	NOUN
futech-646	150	38	.	.	PUNCT
futech-646	151	1	model	model	NOUN
futech-646	151	2	dataset	dataset	NOUN
futech-646	151	3	r²	r²	VERB
futech-646	151	4	5	5	NUM
futech-646	151	5	-	-	ADJ
futech-646	151	6	fold	fold	ADJ
futech-646	151	7	cv	cv	NOUN
futech-646	151	8	r²	r²	PROPN
futech-646	151	9	mse	mse	PROPN
futech-646	151	10	rmse	rmse	PROPN
futech-646	151	11	mae	mae	PROPN
futech-646	151	12	xgboost(re	xgboost(re	PROPN
futech-646	151	13	gularized	gularize	VERB
futech-646	151	14	)	)	PUNCT
futech-646	152	1	train	train	VERB
futech-646	152	2	0.7500	0.7500	NUM
futech-646	152	3	0.58	0.58	NUM
futech-646	152	4	±	±	NUM
futech-646	152	5	0.07	0.07	NUM
futech-646	152	6	104.05	104.05	NUM
futech-646	152	7	10.20	10.20	NUM
futech-646	152	8	6.85	6.85	NUM
futech-646	152	9	test	test	NOUN
futech-646	152	10	0.6000	0.6000	NUM
futech-646	152	11	152.80	152.80	NUM
futech-646	152	12	12.36	12.36	NUM
futech-646	152	13	7.82	7.82	NUM
futech-646	152	14	random	random	ADJ
futech-646	152	15	forest	forest	NOUN
futech-646	152	16	train	train	NOUN
futech-646	152	17	0.9396	0.9396	NUM
futech-646	152	18	0.52	0.52	NUM
futech-646	152	19	±	±	NUM
futech-646	152	20	0.08	0.08	NUM
futech-646	152	21	25.12	25.12	NUM
futech-646	152	22	5.01	5.01	NUM
futech-646	152	23	2.85	2.85	NUM
futech-646	152	24	test	test	NOUN
futech-646	152	25	0.5729	0.5729	NUM
futech-646	152	26	163.18	163.18	NUM
futech-646	152	27	12.77	12.77	NUM
futech-646	152	28	8.11	8.11	NUM
futech-646	152	29	linear	linear	ADJ
futech-646	152	30	regression	regression	NOUN
futech-646	152	31	train	train	NOUN
futech-646	152	32	0.4874	0.4874	NUM
futech-646	152	33	0.31	0.31	NUM
futech-646	152	34	±	±	NUM
futech-646	152	35	0.05	0.05	NUM
futech-646	152	36	213.31	213.31	NUM
futech-646	152	37	14.61	14.61	NUM
futech-646	152	38	9.62	9.62	NUM
futech-646	152	39	test	test	NOUN
futech-646	152	40	0.3333	0.3333	NUM
futech-646	152	41	254.72	254.72	NUM
futech-646	152	42	15.96	15.96	NUM
futech-646	152	43	10.5	10.5	NUM
futech-646	152	44	9	9	NUM
futech-646	152	45	svm	svm	NOUN
futech-646	152	46	train	train	VERB
futech-646	152	47	0.3802	0.3802	NUM
futech-646	152	48	0.22	0.22	NUM
futech-646	152	49	±	±	NUM
futech-646	152	50	0.06	0.06	NUM
futech-646	152	51	257.88	257.88	NUM
futech-646	152	52	16.06	16.06	NUM
futech-646	152	53	10.9	10.9	NUM
futech-646	152	54	5	5	NUM
futech-646	152	55	test	test	NOUN
futech-646	152	56	0.2417	0.2417	NUM
futech-646	153	1	289.75	289.75	NUM
futech-646	153	2	17.02	17.02	NUM
futech-646	153	3	11.0	11.0	NUM
futech-646	153	4	1	1	NUM
futech-646	153	5	n.	n.	NOUN
futech-646	153	6	zhou	zhou	PROPN
futech-646	153	7	et	et	PROPN
futech-646	153	8	al	al	PROPN
futech-646	153	9	.	.	PROPN
futech-646	153	10	/future	/future	PUNCT
futech-646	153	11	technology	technology	PROPN
futech-646	153	12	february	february	PROPN
futech-646	153	13	2026|	2026|	NUM
futech-646	153	14	volume	volume	NOUN
futech-646	153	15	05	05	NUM
futech-646	154	1	|	|	ADV
futech-646	154	2	issue	issue	NOUN
futech-646	154	3	01	01	NUM
futech-646	155	1	|	|	NOUN
futech-646	155	2	pages	page	NOUN
futech-646	155	3	254	254	NUM
futech-646	155	4	-	-	SYM
futech-646	155	5	262	262	NUM
futech-646	155	6	258	258	NUM
futech-646	155	7	(	(	PUNCT
futech-646	155	8	a	a	NOUN
futech-646	155	9	)	)	PUNCT
futech-646	155	10	(	(	PUNCT
futech-646	155	11	b	b	X
futech-646	155	12	)	)	PUNCT
futech-646	155	13	figure	figure	NOUN
futech-646	155	14	4	4	NUM
futech-646	155	15	.	.	PUNCT
futech-646	156	1	linear	linear	ADJ
futech-646	156	2	regression	regression	NOUN
futech-646	156	3	:	:	PUNCT
futech-646	156	4	predictive	predictive	ADJ
futech-646	156	5	accuracy	accuracy	NOUN
futech-646	156	6	assessment	assessment	NOUN
futech-646	156	7	through	through	ADP
futech-646	156	8	(	(	PUNCT
futech-646	156	9	a	a	NOUN
futech-646	156	10	)	)	PUNCT
futech-646	156	11	true	true	ADJ
futech-646	156	12	-	-	PUNCT
futech-646	156	13	predicted	predict	VERB
futech-646	156	14	correlation	correlation	NOUN
futech-646	156	15	,	,	PUNCT
futech-646	156	16	(	(	PUNCT
futech-646	156	17	b	b	X
futech-646	156	18	)	)	PUNCT
futech-646	156	19	residual	residual	ADJ
futech-646	156	20	distribution	distribution	NOUN
futech-646	156	21	analysis	analysis	NOUN
futech-646	156	22	(	(	PUNCT
futech-646	156	23	a	a	NOUN
futech-646	156	24	)	)	PUNCT
futech-646	156	25	(	(	PUNCT
futech-646	156	26	b	b	X
futech-646	156	27	)	)	PUNCT
futech-646	156	28	figure	figure	NOUN
futech-646	156	29	5	5	NUM
futech-646	156	30	.	.	PUNCT
futech-646	156	31	random	random	ADJ
futech-646	156	32	forest	forest	NOUN
futech-646	156	33	:	:	PUNCT
futech-646	156	34	predictive	predictive	ADJ
futech-646	156	35	accuracy	accuracy	NOUN
futech-646	156	36	assessment	assessment	NOUN
futech-646	156	37	through	through	ADP
futech-646	156	38	(	(	PUNCT
futech-646	156	39	a	a	NOUN
futech-646	156	40	)	)	PUNCT
futech-646	156	41	true	true	ADJ
futech-646	156	42	-	-	PUNCT
futech-646	156	43	predicted	predict	VERB
futech-646	156	44	correlation	correlation	NOUN
futech-646	156	45	,	,	PUNCT
futech-646	156	46	(	(	PUNCT
futech-646	156	47	b	b	X
futech-646	156	48	)	)	PUNCT
futech-646	156	49	residual	residual	ADJ
futech-646	156	50	distribution	distribution	NOUN
futech-646	156	51	analysis	analysis	NOUN
futech-646	156	52	(	(	PUNCT
futech-646	156	53	a	a	NOUN
futech-646	156	54	)	)	PUNCT
futech-646	156	55	(	(	PUNCT
futech-646	156	56	b	b	X
futech-646	156	57	)	)	PUNCT
futech-646	156	58	figure	figure	NOUN
futech-646	156	59	6	6	NUM
futech-646	156	60	.	.	PUNCT
futech-646	157	1	support	support	NOUN
futech-646	157	2	vector	vector	NOUN
futech-646	157	3	machine	machine	NOUN
futech-646	157	4	:	:	PUNCT
futech-646	157	5	predictive	predictive	ADJ
futech-646	157	6	accuracy	accuracy	NOUN
futech-646	157	7	assessment	assessment	NOUN
futech-646	157	8	through	through	ADP
futech-646	157	9	(	(	PUNCT
futech-646	157	10	a	a	NOUN
futech-646	157	11	)	)	PUNCT
futech-646	157	12	true	true	ADJ
futech-646	157	13	-	-	PUNCT
futech-646	157	14	predicted	predict	VERB
futech-646	157	15	correlation	correlation	NOUN
futech-646	157	16	(	(	PUNCT
futech-646	157	17	b	b	NOUN
futech-646	157	18	)	)	PUNCT
futech-646	157	19	residual	residual	ADJ
futech-646	157	20	distribution	distribution	NOUN
futech-646	157	21	analysis	analysis	NOUN
futech-646	157	22	(	(	PUNCT
futech-646	157	23	a	a	NOUN
futech-646	157	24	)	)	PUNCT
futech-646	157	25	(	(	PUNCT
futech-646	157	26	b	b	X
futech-646	157	27	)	)	PUNCT
futech-646	157	28	figure	figure	NOUN
futech-646	157	29	7	7	NUM
futech-646	157	30	.	.	PUNCT
futech-646	158	1	xgboost	xgboost	ADJ
futech-646	158	2	:	:	PUNCT
futech-646	158	3	predictive	predictive	ADJ
futech-646	158	4	accuracy	accuracy	NOUN
futech-646	158	5	assessment	assessment	NOUN
futech-646	158	6	through	through	ADP
futech-646	158	7	(	(	PUNCT
futech-646	158	8	a	a	NOUN
futech-646	158	9	)	)	PUNCT
futech-646	158	10	true	true	ADJ
futech-646	158	11	-	-	PUNCT
futech-646	158	12	predicted	predict	VERB
futech-646	158	13	correlation	correlation	NOUN
futech-646	158	14	(	(	PUNCT
futech-646	158	15	b	b	NOUN
futech-646	158	16	)	)	PUNCT
futech-646	158	17	residual	residual	ADJ
futech-646	158	18	distribution	distribution	NOUN
futech-646	158	19	analysis	analysis	NOUN
futech-646	158	20	n.	n.	PROPN
futech-646	158	21	zhou	zhou	PROPN
futech-646	159	1	et	et	PROPN
futech-646	159	2	al	al	PROPN
futech-646	159	3	.	.	PROPN
futech-646	159	4	/future	/future	PUNCT
futech-646	159	5	technology	technology	PROPN
futech-646	159	6	february	february	PROPN
futech-646	159	7	2026|	2026|	NUM
futech-646	159	8	volume	volume	NOUN
futech-646	159	9	05	05	NUM
futech-646	160	1	|	|	ADV
futech-646	160	2	issue	issue	NOUN
futech-646	160	3	01	01	NUM
futech-646	161	1	|	|	NOUN
futech-646	161	2	pages	page	NOUN
futech-646	161	3	254	254	NUM
futech-646	161	4	-	-	SYM
futech-646	161	5	262	262	NUM
futech-646	161	6	259	259	NUM
futech-646	161	7	age	age	NOUN
futech-646	161	8	showed	show	VERB
futech-646	161	9	asymmetric	asymmetric	ADJ
futech-646	161	10	shap	shap	NOUN
futech-646	161	11	values	value	NOUN
futech-646	161	12	between	between	ADP
futech-646	161	13	-5	-5	PUNCT
futech-646	161	14	and	and	CCONJ
futech-646	161	15	+10	+10	VERB
futech-646	161	16	,	,	PUNCT
futech-646	161	17	with	with	ADP
futech-646	161	18	older	old	ADJ
futech-646	161	19	age	age	NOUN
futech-646	161	20	having	have	VERB
futech-646	161	21	a	a	DET
futech-646	161	22	negative	negative	ADJ
futech-646	161	23	effect	effect	NOUN
futech-646	161	24	on	on	ADP
futech-646	161	25	ipr	ipr	PROPN
futech-646	161	26	prediction	prediction	NOUN
futech-646	161	27	,	,	PUNCT
futech-646	161	28	as	as	SCONJ
futech-646	161	29	older	old	ADJ
futech-646	161	30	patients	patient	NOUN
futech-646	161	31	have	have	VERB
futech-646	161	32	less	less	ADJ
futech-646	161	33	tolerance	tolerance	NOUN
futech-646	161	34	for	for	ADP
futech-646	161	35	treatments	treatment	NOUN
futech-646	161	36	and	and	CCONJ
futech-646	161	37	more	more	ADJ
futech-646	161	38	complications	complication	NOUN
futech-646	161	39	.	.	PUNCT
futech-646	162	1	the	the	DET
futech-646	162	2	initial	initial	ADJ
futech-646	162	3	symptom	symptom	NOUN
futech-646	162	4	scores	score	NOUN
futech-646	162	5	displayed	display	VERB
futech-646	162	6	balanced	balanced	ADJ
futech-646	162	7	bidirectional	bidirectional	ADJ
futech-646	162	8	impacts	impact	NOUN
futech-646	162	9	,	,	PUNCT
futech-646	162	10	with	with	ADP
futech-646	162	11	zero	zero	NUM
futech-646	162	12	as	as	ADP
futech-646	162	13	the	the	DET
futech-646	162	14	center	center	NOUN
futech-646	162	15	,	,	PUNCT
futech-646	162	16	and	and	CCONJ
futech-646	162	17	severe	severe	ADJ
futech-646	162	18	baseline	baseline	NOUN
futech-646	162	19	symptoms	symptom	NOUN
futech-646	162	20	indicating	indicate	VERB
futech-646	162	21	a	a	DET
futech-646	162	22	larger	large	ADJ
futech-646	162	23	possible	possible	ADJ
futech-646	162	24	margin	margin	NOUN
futech-646	162	25	of	of	ADP
futech-646	162	26	improvement	improvement	NOUN
futech-646	162	27	.	.	PUNCT
futech-646	163	1	tt	tt	PROPN
futech-646	163	2	has	have	VERB
futech-646	163	3	the	the	DET
futech-646	163	4	most	most	ADV
futech-646	163	5	concentrated	concentrated	ADJ
futech-646	163	6	distribution	distribution	NOUN
futech-646	163	7	,	,	PUNCT
futech-646	163	8	indicating	indicate	VERB
futech-646	163	9	stabilization	stabilization	NOUN
futech-646	163	10	of	of	ADP
futech-646	163	11	the	the	DET
futech-646	163	12	predictions	prediction	NOUN
futech-646	163	13	.	.	PUNCT
futech-646	164	1	parallel	parallel	ADJ
futech-646	164	2	coordinate	coordinate	NOUN
futech-646	164	3	visualization	visualization	NOUN
futech-646	164	4	validated	validate	VERB
futech-646	164	5	these	these	DET
futech-646	164	6	associations	association	NOUN
futech-646	164	7	;	;	PUNCT
futech-646	164	8	optimal	optimal	ADJ
futech-646	164	9	ipr	ipr	NOUN
futech-646	164	10	predictions	prediction	NOUN
futech-646	164	11	(	(	PUNCT
futech-646	164	12	80	80	NUM
futech-646	164	13	100	100	NUM
futech-646	164	14	%	%	NOUN
futech-646	164	15	)	)	PUNCT
futech-646	164	16	showed	show	VERB
futech-646	164	17	low	low	ADJ
futech-646	164	18	aptt	aptt	ADJ
futech-646	164	19	,	,	PUNCT
futech-646	164	20	positive	positive	ADJ
futech-646	164	21	surgical	surgical	ADJ
futech-646	164	22	status	status	NOUN
futech-646	164	23	,	,	PUNCT
futech-646	164	24	and	and	CCONJ
futech-646	164	25	moderate	moderate	ADJ
futech-646	164	26	wbcs	wbc	NOUN
futech-646	164	27	,	,	PUNCT
futech-646	164	28	poor	poor	ADJ
futech-646	164	29	outcomes	outcome	NOUN
futech-646	164	30	(	(	PUNCT
futech-646	164	31	20	20	NUM
futech-646	164	32	40	40	NUM
futech-646	164	33	%	%	NOUN
futech-646	164	34	)	)	PUNCT
futech-646	164	35	linked	link	VERB
futech-646	164	36	to	to	ADP
futech-646	164	37	high	high	ADJ
futech-646	164	38	aptt	aptt	ADJ
futech-646	164	39	,	,	PUNCT
futech-646	164	40	negative	negative	ADJ
futech-646	164	41	surgical	surgical	ADJ
futech-646	164	42	status	status	NOUN
futech-646	164	43	,	,	PUNCT
futech-646	164	44	and	and	CCONJ
futech-646	164	45	poor	poor	ADJ
futech-646	164	46	inflammation	inflammation	NOUN
futech-646	164	47	markers（figures	markers（figure	NOUN
futech-646	164	48	8	8	NUM
futech-646	164	49	and	and	CCONJ
futech-646	164	50	figure	figure	VERB
futech-646	164	51	9	9	NUM
futech-646	164	52	)	)	PUNCT
futech-646	164	53	.	.	PUNCT
futech-646	165	1	figure	figure	VERB
futech-646	165	2	8	8	NUM
futech-646	165	3	.	.	PUNCT
futech-646	166	1	feature	feature	NOUN
futech-646	166	2	impact	impact	NOUN
futech-646	166	3	distribution	distribution	NOUN
futech-646	166	4	analysis	analysis	NOUN
futech-646	166	5	through	through	ADP
futech-646	166	6	shap	shap	PROPN
futech-646	166	7	value	value	NOUN
futech-646	166	8	visualization	visualization	NOUN
futech-646	166	9	figure	figure	NOUN
futech-646	166	10	9	9	NUM
futech-646	166	11	.	.	PUNCT
futech-646	166	12	model	model	NOUN
futech-646	166	13	output	output	NOUN
futech-646	166	14	response	response	NOUN
futech-646	166	15	analysis	analysis	NOUN
futech-646	166	16	with	with	ADP
futech-646	166	17	feature	feature	NOUN
futech-646	166	18	value	value	NOUN
futech-646	166	19	distribution	distribution	NOUN
futech-646	166	20	3.5	3.5	NUM
futech-646	166	21	user	user	NOUN
futech-646	166	22	interface	interface	NOUN
futech-646	166	23	development	development	NOUN
futech-646	166	24	and	and	CCONJ
futech-646	166	25	deployment	deployment	NOUN
futech-646	166	26	deployed	deploy	VERB
futech-646	166	27	dvt	dvt	PROPN
futech-646	166	28	symptom	symptom	NOUN
futech-646	166	29	improvement	improvement	NOUN
futech-646	166	30	management	management	NOUN
futech-646	166	31	system	system	NOUN
futech-646	166	32	with	with	ADP
futech-646	166	33	predictive	predictive	ADJ
futech-646	166	34	analytics	analytic	NOUN
futech-646	166	35	into	into	ADP
futech-646	166	36	clinical	clinical	ADJ
futech-646	166	37	workflow	workflow	NOUN
futech-646	166	38	via	via	ADP
futech-646	166	39	a	a	DET
futech-646	166	40	web	web	NOUN
futech-646	166	41	-	-	PUNCT
futech-646	166	42	based	base	VERB
futech-646	166	43	platform	platform	NOUN
futech-646	166	44	.	.	PUNCT
futech-646	167	1	this	this	DET
futech-646	167	2	implementation	implementation	NOUN
futech-646	167	3	takes	take	VERB
futech-646	167	4	multidimensional	multidimensional	ADJ
futech-646	167	5	clinical	clinical	ADJ
futech-646	167	6	parameters	parameter	NOUN
futech-646	167	7	,	,	PUNCT
futech-646	167	8	labs	lab	NOUN
futech-646	167	9	,	,	PUNCT
futech-646	167	10	and	and	CCONJ
futech-646	167	11	standardized	standardized	ADJ
futech-646	167	12	symptom	symptom	NOUN
futech-646	167	13	evaluation	evaluation	NOUN
futech-646	167	14	and	and	CCONJ
futech-646	167	15	creates	create	VERB
futech-646	167	16	a	a	DET
futech-646	167	17	quantitative	quantitative	ADJ
futech-646	167	18	measure	measure	NOUN
futech-646	167	19	of	of	ADP
futech-646	167	20	the	the	DET
futech-646	167	21	rate	rate	NOUN
futech-646	167	22	of	of	ADP
futech-646	167	23	improvement	improvement	NOUN
futech-646	167	24	.	.	PUNCT
futech-646	168	1	the	the	DET
futech-646	168	2	system	system	NOUN
futech-646	168	3	uses	use	VERB
futech-646	168	4	shap	shap	NOUN
futech-646	168	5	-	-	PUNCT
futech-646	168	6	based	base	VERB
futech-646	168	7	model	model	NOUN
futech-646	168	8	interpretation	interpretation	NOUN
futech-646	168	9	,	,	PUNCT
futech-646	168	10	and	and	CCONJ
futech-646	168	11	the	the	DET
futech-646	168	12	clinicians	clinician	NOUN
futech-646	168	13	can	can	AUX
futech-646	168	14	see	see	VERB
futech-646	168	15	which	which	PRON
futech-646	168	16	parameters	parameter	NOUN
futech-646	168	17	contribute	contribute	VERB
futech-646	168	18	the	the	DET
futech-646	168	19	most	most	ADJ
futech-646	168	20	to	to	ADP
futech-646	168	21	the	the	DET
futech-646	168	22	model	model	NOUN
futech-646	168	23	’s	’s	PART
futech-646	168	24	predictions	prediction	NOUN
futech-646	168	25	.	.	PUNCT
futech-646	169	1	this	this	DET
futech-646	169	2	evidencebased	evidencebase	VERB
futech-646	169	3	decision	decision	NOUN
futech-646	169	4	-	-	PUNCT
futech-646	169	5	support	support	NOUN
futech-646	169	6	framework	framework	NOUN
futech-646	169	7	aids	aid	NOUN
futech-646	169	8	risk	risk	NOUN
futech-646	169	9	stratification	stratification	NOUN
futech-646	169	10	,	,	PUNCT
futech-646	169	11	therapeutic	therapeutic	ADJ
futech-646	169	12	strategy	strategy	NOUN
futech-646	169	13	enhancement	enhancement	NOUN
futech-646	169	14	,	,	PUNCT
futech-646	169	15	and	and	CCONJ
futech-646	169	16	outcome	outcome	NOUN
futech-646	169	17	prediction	prediction	NOUN
futech-646	169	18	in	in	ADP
futech-646	169	19	the	the	DET
futech-646	169	20	management	management	NOUN
futech-646	169	21	of	of	ADP
futech-646	169	22	dvt	dvt	PROPN
futech-646	169	23	.	.	PUNCT
futech-646	170	1	implementing	implement	VERB
futech-646	170	2	the	the	DET
futech-646	170	3	platform	platform	NOUN
futech-646	170	4	in	in	ADP
futech-646	170	5	clinical	clinical	ADJ
futech-646	170	6	assessment	assessment	NOUN
futech-646	170	7	would	would	AUX
futech-646	170	8	lead	lead	VERB
futech-646	170	9	to	to	ADP
futech-646	170	10	more	more	ADV
futech-646	170	11	consistent	consistent	ADJ
futech-646	170	12	assessment	assessment	NOUN
futech-646	170	13	of	of	ADP
futech-646	170	14	the	the	DET
futech-646	170	15	patient	patient	NOUN
futech-646	170	16	's	's	PART
futech-646	170	17	current	current	ADJ
futech-646	170	18	state	state	NOUN
futech-646	170	19	,	,	PUNCT
futech-646	170	20	generating	generate	VERB
futech-646	170	21	data	data	NOUN
futech-646	170	22	-	-	PUNCT
futech-646	170	23	driven	drive	VERB
futech-646	170	24	information	information	NOUN
futech-646	170	25	to	to	PART
futech-646	170	26	build	build	VERB
futech-646	170	27	a	a	DET
futech-646	170	28	tailored	tailor	VERB
futech-646	170	29	treatment	treatment	NOUN
futech-646	170	30	plan	plan	NOUN
futech-646	170	31	.	.	PUNCT
futech-646	171	1	this	this	DET
futech-646	171	2	implementation	implementation	NOUN
futech-646	171	3	bridges	bridge	VERB
futech-646	171	4	the	the	DET
futech-646	171	5	translation	translation	NOUN
futech-646	171	6	gap	gap	NOUN
futech-646	171	7	between	between	ADP
futech-646	171	8	highend	highend	NOUN
futech-646	171	9	machine	machine	NOUN
futech-646	171	10	learning	learn	VERB
futech-646	171	11	algorithms	algorithm	NOUN
futech-646	171	12	and	and	CCONJ
futech-646	171	13	clinical	clinical	ADJ
futech-646	171	14	practice	practice	NOUN
futech-646	171	15	and	and	CCONJ
futech-646	171	16	establishes	establish	VERB
futech-646	171	17	a	a	DET
futech-646	171	18	standard	standard	ADJ
futech-646	171	19	method	method	NOUN
futech-646	171	20	for	for	ADP
futech-646	171	21	predicting	predict	VERB
futech-646	171	22	evidence	evidence	NOUN
futech-646	171	23	-	-	PUNCT
futech-646	171	24	based	base	VERB
futech-646	171	25	dvt	dvt	PROPN
futech-646	171	26	symptom	symptom	NOUN
futech-646	171	27	improvement	improvement	NOUN
futech-646	171	28	in	in	ADP
futech-646	171	29	routine	routine	ADJ
futech-646	171	30	medical	medical	ADJ
futech-646	171	31	care	care	NOUN
futech-646	171	32	(	(	PUNCT
futech-646	171	33	supplementary	supplementary	ADJ
futech-646	171	34	file	file	NOUN
futech-646	171	35	figure	figure	NOUN
futech-646	171	36	2	2	NUM
futech-646	171	37	)	)	PUNCT
futech-646	171	38	.	.	PUNCT
futech-646	172	1	4	4	X
futech-646	172	2	.	.	X
futech-646	172	3	discussion	discussion	NOUN
futech-646	172	4	this	this	DET
futech-646	172	5	study	study	NOUN
futech-646	172	6	developed	develop	VERB
futech-646	172	7	and	and	CCONJ
futech-646	172	8	validated	validate	VERB
futech-646	172	9	a	a	DET
futech-646	172	10	machine	machine	NOUN
futech-646	172	11	learningbased	learningbase	VERB
futech-646	172	12	prediction	prediction	NOUN
futech-646	172	13	model	model	NOUN
futech-646	172	14	of	of	ADP
futech-646	172	15	dvt	dvt	PROPN
futech-646	172	16	symptom	symptom	NOUN
futech-646	172	17	improvement	improvement	NOUN
futech-646	172	18	rates	rate	NOUN
futech-646	172	19	,	,	PUNCT
futech-646	172	20	achieving	achieve	VERB
futech-646	172	21	good	good	ADJ
futech-646	172	22	predictive	predictive	ADJ
futech-646	172	23	performance	performance	NOUN
futech-646	172	24	in	in	ADP
futech-646	172	25	the	the	DET
futech-646	172	26	test	test	NOUN
futech-646	172	27	set	set	NOUN
futech-646	172	28	(	(	PUNCT
futech-646	172	29	r²	r²	NOUN
futech-646	172	30	=	=	NOUN
futech-646	172	31	0.60	0.60	NUM
futech-646	172	32	)	)	PUNCT
futech-646	172	33	.	.	PUNCT
futech-646	173	1	among	among	ADP
futech-646	173	2	the	the	DET
futech-646	173	3	four	four	NUM
futech-646	173	4	machine	machine	NOUN
futech-646	173	5	learning	learning	NOUN
futech-646	173	6	methods	method	NOUN
futech-646	173	7	,	,	PUNCT
futech-646	173	8	the	the	DET
futech-646	173	9	xgboost	xgboost	PROPN
futech-646	173	10	algorithm	algorithm	PROPN
futech-646	173	11	had	have	VERB
futech-646	173	12	the	the	DET
futech-646	173	13	best	good	ADJ
futech-646	173	14	performance	performance	NOUN
futech-646	173	15	with	with	ADP
futech-646	173	16	an	an	DET
futech-646	173	17	rmse	rmse	NOUN
futech-646	173	18	of	of	ADP
futech-646	173	19	12.36	12.36	NUM
futech-646	173	20	and	and	CCONJ
futech-646	173	21	an	an	DET
futech-646	173	22	mae	mae	PROPN
futech-646	173	23	of	of	ADP
futech-646	173	24	7.82	7.82	NUM
futech-646	173	25	.	.	PUNCT
futech-646	174	1	by	by	ADP
futech-646	174	2	shap	shap	PROPN
futech-646	174	3	analysis	analysis	NOUN
futech-646	174	4	,	,	PUNCT
futech-646	174	5	6	6	NUM
futech-646	174	6	key	key	ADJ
futech-646	174	7	predictive	predictive	ADJ
futech-646	174	8	features	feature	NOUN
futech-646	174	9	were	be	AUX
futech-646	174	10	identified	identify	VERB
futech-646	174	11	,	,	PUNCT
futech-646	174	12	with	with	ADP
futech-646	174	13	aptt	aptt	NOUN
futech-646	174	14	and	and	CCONJ
futech-646	174	15	whether	whether	SCONJ
futech-646	174	16	surgery	surgery	NOUN
futech-646	174	17	is	be	AUX
futech-646	174	18	performed	perform	VERB
futech-646	174	19	being	be	AUX
futech-646	174	20	the	the	DET
futech-646	174	21	most	most	ADV
futech-646	174	22	influential	influential	ADJ
futech-646	174	23	ones	one	NOUN
futech-646	174	24	.	.	PUNCT
futech-646	175	1	it	it	PRON
futech-646	175	2	is	be	AUX
futech-646	175	3	successfully	successfully	ADV
futech-646	175	4	applied	apply	VERB
futech-646	175	5	as	as	ADP
futech-646	175	6	a	a	DET
futech-646	175	7	web	web	NOUN
futech-646	175	8	-	-	PUNCT
futech-646	175	9	based	base	VERB
futech-646	175	10	clinical	clinical	ADJ
futech-646	175	11	decision	decision	NOUN
futech-646	175	12	support	support	NOUN
futech-646	175	13	system	system	NOUN
futech-646	175	14	that	that	PRON
futech-646	175	15	can	can	AUX
futech-646	175	16	predict	predict	VERB
futech-646	175	17	the	the	DET
futech-646	175	18	improvement	improvement	NOUN
futech-646	175	19	rate	rate	NOUN
futech-646	175	20	of	of	ADP
futech-646	175	21	symptoms	symptom	NOUN
futech-646	175	22	in	in	ADP
futech-646	175	23	real	real	ADJ
futech-646	175	24	time	time	NOUN
futech-646	175	25	.	.	PUNCT
futech-646	176	1	these	these	DET
futech-646	176	2	findings	finding	NOUN
futech-646	176	3	provide	provide	VERB
futech-646	176	4	a	a	DET
futech-646	176	5	novel	novel	ADJ
futech-646	176	6	approach	approach	NOUN
futech-646	176	7	to	to	ADP
futech-646	176	8	predicting	predict	VERB
futech-646	176	9	individual	individual	ADJ
futech-646	176	10	treatment	treatment	NOUN
futech-646	176	11	response	response	NOUN
futech-646	176	12	in	in	ADP
futech-646	176	13	dvt	dvt	PROPN
futech-646	176	14	patients	patient	NOUN
futech-646	176	15	by	by	ADP
futech-646	176	16	integrating	integrate	VERB
futech-646	176	17	multiple	multiple	ADJ
futech-646	176	18	clinical	clinical	ADJ
futech-646	176	19	parameters	parameter	NOUN
futech-646	176	20	into	into	ADP
futech-646	176	21	an	an	DET
futech-646	176	22	accessible	accessible	ADJ
futech-646	176	23	decision	decision	NOUN
futech-646	176	24	support	support	NOUN
futech-646	176	25	framework	framework	NOUN
futech-646	176	26	.	.	PUNCT
futech-646	177	1	deep	deep	ADJ
futech-646	177	2	vein	vein	ADJ
futech-646	177	3	thrombosis	thrombosis	NOUN
futech-646	177	4	management	management	NOUN
futech-646	177	5	is	be	AUX
futech-646	177	6	complicated	complicate	VERB
futech-646	177	7	by	by	ADP
futech-646	177	8	disease	disease	NOUN
futech-646	177	9	complexity	complexity	NOUN
futech-646	177	10	,	,	PUNCT
futech-646	177	11	variable	variable	ADJ
futech-646	177	12	treatment	treatment	NOUN
futech-646	177	13	responses	response	NOUN
futech-646	177	14	,	,	PUNCT
futech-646	177	15	and	and	CCONJ
futech-646	177	16	potential	potential	ADJ
futech-646	177	17	serious	serious	ADJ
futech-646	177	18	complications	complication	NOUN
futech-646	177	19	.	.	PUNCT
futech-646	178	1	treatment	treatment	NOUN
futech-646	178	2	modalities	modality	NOUN
futech-646	178	3	include	include	VERB
futech-646	178	4	anticoagulant	anticoagulant	NOUN
futech-646	178	5	therapy	therapy	NOUN
futech-646	178	6	,	,	PUNCT
futech-646	178	7	thrombolysis	thrombolysis	NOUN
futech-646	178	8	,	,	PUNCT
futech-646	178	9	and	and	CCONJ
futech-646	178	10	mechanical	mechanical	ADJ
futech-646	178	11	interventions	intervention	NOUN
futech-646	178	12	,	,	PUNCT
futech-646	178	13	each	each	PRON
futech-646	178	14	producing	produce	VERB
futech-646	178	15	different	different	ADJ
futech-646	178	16	effects	effect	NOUN
futech-646	178	17	depending	depend	VERB
futech-646	178	18	on	on	ADP
futech-646	178	19	patient	patient	ADJ
futech-646	178	20	characteristics	characteristic	NOUN
futech-646	178	21	and	and	CCONJ
futech-646	178	22	treatment	treatment	NOUN
futech-646	178	23	compliance	compliance	NOUN
futech-646	178	24	.	.	PUNCT
futech-646	179	1	lowmolecular	lowmolecular	ADJ
futech-646	179	2	-	-	PUNCT
futech-646	179	3	weight	weight	NOUN
futech-646	179	4	heparin	heparin	NOUN
futech-646	179	5	(	(	PUNCT
futech-646	179	6	lmwh	lmwh	NOUN
futech-646	179	7	)	)	PUNCT
futech-646	179	8	is	be	AUX
futech-646	179	9	effective	effective	ADJ
futech-646	179	10	for	for	ADP
futech-646	179	11	both	both	CCONJ
futech-646	179	12	proximal	proximal	ADJ
futech-646	179	13	and	and	CCONJ
futech-646	179	14	isolated	isolate	VERB
futech-646	179	15	distal	distal	ADJ
futech-646	179	16	dvt	dvt	PROPN
futech-646	180	1	[	[	X
futech-646	180	2	17	17	NUM
futech-646	180	3	]	]	PUNCT
futech-646	180	4	.	.	PUNCT
futech-646	181	1	however	however	ADV
futech-646	181	2	,	,	PUNCT
futech-646	181	3	anticoagulation	anticoagulation	NOUN
futech-646	181	4	response	response	NOUN
futech-646	181	5	varies	vary	VERB
futech-646	181	6	considerably	considerably	ADV
futech-646	181	7	among	among	ADP
futech-646	181	8	patients	patient	NOUN
futech-646	181	9	,	,	PUNCT
futech-646	181	10	influenced	influence	VERB
futech-646	181	11	by	by	ADP
futech-646	181	12	age	age	NOUN
futech-646	181	13	,	,	PUNCT
futech-646	181	14	weight	weight	NOUN
futech-646	181	15	,	,	PUNCT
futech-646	181	16	renal	renal	ADJ
futech-646	181	17	function	function	NOUN
futech-646	181	18	,	,	PUNCT
futech-646	181	19	and	and	CCONJ
futech-646	181	20	pharmacogenetic	pharmacogenetic	ADJ
futech-646	181	21	factors	factor	NOUN
futech-646	181	22	[	[	X
futech-646	181	23	18	18	NUM
futech-646	181	24	]	]	PUNCT
futech-646	181	25	.	.	PUNCT
futech-646	182	1	elderly	elderly	ADJ
futech-646	182	2	patients	patient	NOUN
futech-646	182	3	exhibit	exhibit	VERB
futech-646	182	4	altered	alter	VERB
futech-646	182	5	pharmacokinetics	pharmacokinetic	NOUN
futech-646	182	6	,	,	PUNCT
futech-646	182	7	requiring	require	VERB
futech-646	182	8	careful	careful	ADJ
futech-646	182	9	monitoring	monitoring	NOUN
futech-646	182	10	and	and	CCONJ
futech-646	182	11	dose	dose	NOUN
futech-646	182	12	adjustment	adjustment	NOUN
futech-646	182	13	to	to	PART
futech-646	182	14	maintain	maintain	VERB
futech-646	182	15	therapeutic	therapeutic	ADJ
futech-646	182	16	levels	level	NOUN
futech-646	182	17	while	while	SCONJ
futech-646	182	18	minimizing	minimize	VERB
futech-646	182	19	bleeding	bleed	VERB
futech-646	182	20	risk	risk	NOUN
futech-646	182	21	[	[	X
futech-646	182	22	19	19	NUM
futech-646	182	23	]	]	PUNCT
futech-646	182	24	.	.	PUNCT
futech-646	183	1	surgical	surgical	ADJ
futech-646	183	2	strategy	strategy	NOUN
futech-646	183	3	significantly	significantly	ADV
futech-646	183	4	influences	influence	VERB
futech-646	183	5	treatment	treatment	NOUN
futech-646	183	6	outcomes	outcome	NOUN
futech-646	183	7	.	.	PUNCT
futech-646	184	1	catheter	catheter	NOUN
futech-646	184	2	-	-	PUNCT
futech-646	184	3	directed	direct	VERB
futech-646	184	4	thrombolysis	thrombolysis	NOUN
futech-646	184	5	(	(	PUNCT
futech-646	184	6	cdt	cdt	PROPN
futech-646	184	7	)	)	PUNCT
futech-646	184	8	is	be	AUX
futech-646	184	9	recommended	recommend	VERB
futech-646	184	10	as	as	ADP
futech-646	184	11	first	first	ADJ
futech-646	184	12	-	-	PUNCT
futech-646	184	13	line	line	NOUN
futech-646	184	14	treatment	treatment	NOUN
futech-646	184	15	for	for	ADP
futech-646	184	16	acute	acute	NOUN
futech-646	184	17	lower	low	ADJ
futech-646	184	18	extremity	extremity	NOUN
futech-646	184	19	dvt	dvt	NOUN
futech-646	184	20	in	in	ADP
futech-646	184	21	patients	patient	NOUN
futech-646	184	22	with	with	ADP
futech-646	184	23	high	high	ADJ
futech-646	184	24	thrombus	thrombus	NOUN
futech-646	184	25	burden	burden	NOUN
futech-646	184	26	[	[	X
futech-646	184	27	20	20	NUM
futech-646	184	28	]	]	PUNCT
futech-646	184	29	.	.	PUNCT
futech-646	185	1	however	however	ADV
futech-646	185	2	,	,	PUNCT
futech-646	185	3	procedural	procedural	ADJ
futech-646	185	4	complications	complication	NOUN
futech-646	185	5	,	,	PUNCT
futech-646	185	6	including	include	VERB
futech-646	185	7	bleeding	bleeding	NOUN
futech-646	185	8	and	and	CCONJ
futech-646	185	9	embolization	embolization	NOUN
futech-646	185	10	,	,	PUNCT
futech-646	185	11	may	may	AUX
futech-646	185	12	occur	occur	VERB
futech-646	185	13	,	,	PUNCT
futech-646	185	14	potentially	potentially	ADV
futech-646	185	15	leading	lead	VERB
futech-646	185	16	to	to	ADP
futech-646	185	17	postthrombotic	postthrombotic	ADJ
futech-646	185	18	syndrome	syndrome	NOUN
futech-646	185	19	(	(	PUNCT
futech-646	185	20	pts	pts	NOUN
futech-646	185	21	)	)	PUNCT
futech-646	186	1	[	[	X
futech-646	186	2	21	21	NUM
futech-646	186	3	]	]	PUNCT
futech-646	186	4	.	.	PUNCT
futech-646	187	1	clinical	clinical	ADJ
futech-646	187	2	studies	study	NOUN
futech-646	187	3	demonstrate	demonstrate	VERB
futech-646	187	4	that	that	SCONJ
futech-646	187	5	multimodal	multimodal	NOUN
futech-646	187	6	intervention	intervention	NOUN
futech-646	187	7	protocols	protocol	NOUN
futech-646	187	8	achieve	achieve	VERB
futech-646	187	9	significantly	significantly	ADV
futech-646	187	10	lower	low	ADJ
futech-646	187	11	pts	pts	ADP
futech-646	187	12	rates	rate	NOUN
futech-646	187	13	compared	compare	VERB
futech-646	187	14	to	to	ADP
futech-646	187	15	anticoagulation	anticoagulation	NOUN
futech-646	187	16	alone	alone	ADV
futech-646	187	17	[	[	X
futech-646	187	18	22	22	NUM
futech-646	187	19	,	,	PUNCT
futech-646	187	20	23	23	NUM
futech-646	187	21	]	]	PUNCT
futech-646	187	22	.	.	PUNCT
futech-646	188	1	treatment	treatment	NOUN
futech-646	188	2	adherence	adherence	NOUN
futech-646	188	3	is	be	AUX
futech-646	188	4	a	a	DET
futech-646	188	5	critical	critical	ADJ
futech-646	188	6	prognostic	prognostic	ADJ
futech-646	188	7	determinant	determinant	NOUN
futech-646	188	8	;	;	PUNCT
futech-646	188	9	sustained	sustain	VERB
futech-646	188	10	anticoagulation	anticoagulation	NOUN
futech-646	188	11	compliance	compliance	NOUN
futech-646	188	12	maintains	maintain	VERB
futech-646	188	13	therapeutic	therapeutic	ADJ
futech-646	188	14	efficacy	efficacy	NOUN
futech-646	188	15	and	and	CCONJ
futech-646	188	16	reduces	reduce	VERB
futech-646	188	17	recurrent	recurrent	ADJ
futech-646	188	18	thromboembolic	thromboembolic	ADJ
futech-646	188	19	risk	risk	NOUN
futech-646	188	20	[	[	X
futech-646	188	21	24	24	NUM
futech-646	188	22	]	]	PUNCT
futech-646	188	23	.	.	PUNCT
futech-646	189	1	however	however	ADV
futech-646	189	2	,	,	PUNCT
futech-646	189	3	treatment	treatment	NOUN
futech-646	189	4	complexity	complexity	NOUN
futech-646	189	5	,	,	PUNCT
futech-646	189	6	adverse	adverse	ADJ
futech-646	189	7	effects	effect	NOUN
futech-646	189	8	,	,	PUNCT
futech-646	189	9	and	and	CCONJ
futech-646	189	10	limited	limited	ADJ
futech-646	189	11	patient	patient	ADJ
futech-646	189	12	awareness	awareness	NOUN
futech-646	189	13	often	often	ADV
futech-646	189	14	compromise	compromise	VERB
futech-646	189	15	adherence	adherence	NOUN
futech-646	189	16	[	[	X
futech-646	189	17	25	25	NUM
futech-646	189	18	]	]	PUNCT
futech-646	189	19	.	.	PUNCT
futech-646	190	1	these	these	DET
futech-646	190	2	challenges	challenge	NOUN
futech-646	190	3	underscore	underscore	VERB
futech-646	190	4	the	the	DET
futech-646	190	5	clinical	clinical	ADJ
futech-646	190	6	significance	significance	NOUN
futech-646	190	7	of	of	ADP
futech-646	190	8	standardized	standardized	ADJ
futech-646	190	9	decision	decision	NOUN
futech-646	190	10	support	support	NOUN
futech-646	190	11	tools	tool	NOUN
futech-646	190	12	to	to	PART
futech-646	190	13	enhance	enhance	VERB
futech-646	190	14	physician	physician	NOUN
futech-646	190	15	-	-	PUNCT
futech-646	190	16	patient	patient	NOUN
futech-646	190	17	communication	communication	NOUN
futech-646	190	18	and	and	CCONJ
futech-646	190	19	improve	improve	VERB
futech-646	190	20	treatment	treatment	NOUN
futech-646	190	21	compliance	compliance	NOUN
futech-646	190	22	.	.	PUNCT
futech-646	191	1	this	this	DET
futech-646	191	2	study	study	NOUN
futech-646	191	3	established	establish	VERB
futech-646	191	4	a	a	DET
futech-646	191	5	machine	machine	NOUN
futech-646	191	6	learning	learning	NOUN
futech-646	191	7	-	-	PUNCT
futech-646	191	8	based	base	VERB
futech-646	191	9	symptom	symptom	NOUN
futech-646	191	10	recovery	recovery	NOUN
futech-646	191	11	prediction	prediction	NOUN
futech-646	191	12	model	model	NOUN
futech-646	191	13	within	within	ADP
futech-646	191	14	a	a	DET
futech-646	191	15	web	web	NOUN
futech-646	191	16	application	application	NOUN
futech-646	191	17	framework	framework	NOUN
futech-646	191	18	,	,	PUNCT
futech-646	191	19	creating	create	VERB
futech-646	191	20	a	a	DET
futech-646	191	21	clinical	clinical	ADJ
futech-646	191	22	decision	decision	NOUN
futech-646	191	23	support	support	NOUN
futech-646	191	24	system	system	NOUN
futech-646	191	25	.	.	PUNCT
futech-646	192	1	using	use	VERB
futech-646	192	2	the	the	DET
futech-646	192	3	shap	shap	PROPN
futech-646	192	4	analysis	analysis	NOUN
futech-646	192	5	methodology	methodology	NOUN
futech-646	192	6	,	,	PUNCT
futech-646	192	7	the	the	DET
futech-646	192	8	model	model	NOUN
futech-646	192	9	displayed	display	VERB
futech-646	192	10	the	the	DET
futech-646	192	11	contributions	contribution	NOUN
futech-646	192	12	of	of	ADP
futech-646	192	13	the	the	DET
futech-646	192	14	clinical	clinical	ADJ
futech-646	192	15	indicators	indicator	NOUN
futech-646	192	16	and	and	CCONJ
futech-646	192	17	the	the	DET
futech-646	192	18	mechanisms	mechanism	NOUN
futech-646	192	19	that	that	PRON
futech-646	192	20	affected	affect	VERB
futech-646	192	21	the	the	DET
futech-646	192	22	results	result	NOUN
futech-646	192	23	.	.	PUNCT
futech-646	193	1	from	from	ADP
futech-646	193	2	the	the	DET
futech-646	193	3	shap	shap	PROPN
futech-646	193	4	value	value	NOUN
futech-646	193	5	analysis	analysis	NOUN
futech-646	193	6	,	,	PUNCT
futech-646	193	7	there	there	PRON
futech-646	193	8	is	be	VERB
futech-646	193	9	a	a	DET
futech-646	193	10	significant	significant	ADJ
futech-646	193	11	negative	negative	ADJ
futech-646	193	12	correlation	correlation	NOUN
futech-646	193	13	between	between	ADP
futech-646	193	14	aptt	aptt	PROPN
futech-646	193	15	and	and	CCONJ
futech-646	193	16	ipr	ipr	PROPN
futech-646	193	17	,	,	PUNCT
futech-646	193	18	suggesting	suggest	VERB
futech-646	193	19	that	that	SCONJ
futech-646	193	20	elevated	elevated	ADJ
futech-646	193	21	aptt	aptt	NOUN
futech-646	193	22	may	may	AUX
futech-646	193	23	be	be	AUX
futech-646	193	24	associated	associate	VERB
futech-646	193	25	with	with	ADP
futech-646	193	26	reduced	reduced	ADJ
futech-646	193	27	treatment	treatment	NOUN
futech-646	193	28	efficacy	efficacy	NOUN
futech-646	193	29	.	.	PUNCT
futech-646	194	1	this	this	DET
futech-646	194	2	relationship	relationship	NOUN
futech-646	194	3	may	may	AUX
futech-646	194	4	reflect	reflect	VERB
futech-646	194	5	considerations	consideration	NOUN
futech-646	194	6	in	in	ADP
futech-646	194	7	clinical	clinical	ADJ
futech-646	194	8	decision	decision	NOUN
futech-646	194	9	-	-	PUNCT
futech-646	194	10	making	making	NOUN
futech-646	194	11	,	,	PUNCT
futech-646	194	12	as	as	SCONJ
futech-646	194	13	elevated	elevated	ADJ
futech-646	194	14	aptt	aptt	PROPN
futech-646	194	15	indicates	indicate	VERB
futech-646	194	16	increased	increased	ADJ
futech-646	194	17	bleeding	bleeding	NOUN
futech-646	194	18	risk	risk	NOUN
futech-646	194	19	,	,	PUNCT
futech-646	194	20	potentially	potentially	ADV
futech-646	194	21	leading	lead	VERB
futech-646	194	22	clinicians	clinician	NOUN
futech-646	194	23	to	to	PART
futech-646	194	24	adopt	adopt	VERB
futech-646	194	25	more	more	ADV
futech-646	194	26	conservative	conservative	ADJ
futech-646	194	27	therapeutic	therapeutic	ADJ
futech-646	194	28	approaches	approach	NOUN
futech-646	194	29	[	[	X
futech-646	194	30	7	7	NUM
futech-646	194	31	,	,	PUNCT
futech-646	194	32	26	26	NUM
futech-646	194	33	]	]	PUNCT
futech-646	194	34	.	.	PUNCT
futech-646	195	1	surgical	surgical	ADJ
futech-646	195	2	intervention	intervention	NOUN
futech-646	195	3	(	(	PUNCT
futech-646	195	4	thrombolysis	thrombolysis	NOUN
futech-646	195	5	/	/	SYM
futech-646	195	6	thrombectomy	thrombectomy	NOUN
futech-646	195	7	)	)	PUNCT
futech-646	195	8	emerged	emerge	VERB
futech-646	195	9	as	as	ADP
futech-646	195	10	a	a	DET
futech-646	195	11	strong	strong	ADJ
futech-646	195	12	positive	positive	ADJ
futech-646	195	13	predictor	predictor	NOUN
futech-646	195	14	,	,	PUNCT
futech-646	195	15	likely	likely	ADV
futech-646	195	16	attributable	attributable	ADJ
futech-646	195	17	to	to	ADP
futech-646	195	18	the	the	DET
futech-646	195	19	benefits	benefit	NOUN
futech-646	195	20	of	of	ADP
futech-646	195	21	early	early	ADJ
futech-646	195	22	thrombus	thrombus	NOUN
futech-646	195	23	removal	removal	NOUN
futech-646	195	24	.	.	PUNCT
futech-646	196	1	existing	exist	VERB
futech-646	196	2	studies	study	NOUN
futech-646	196	3	have	have	AUX
futech-646	196	4	shown	show	VERB
futech-646	196	5	that	that	SCONJ
futech-646	196	6	patients	patient	NOUN
futech-646	196	7	who	who	PRON
futech-646	196	8	underwent	undergo	VERB
futech-646	196	9	surgical	surgical	ADJ
futech-646	196	10	interventions	intervention	NOUN
futech-646	196	11	had	have	VERB
futech-646	196	12	better	well	ADJ
futech-646	196	13	symptom	symptom	NOUN
futech-646	196	14	improvement	improvement	NOUN
futech-646	196	15	than	than	ADP
futech-646	196	16	those	those	PRON
futech-646	196	17	who	who	PRON
futech-646	196	18	did	do	VERB
futech-646	196	19	not	not	PART
futech-646	196	20	,	,	PUNCT
futech-646	196	21	especially	especially	ADV
futech-646	196	22	at	at	ADP
futech-646	196	23	earlier	early	ADJ
futech-646	196	24	stages	stage	NOUN
futech-646	196	25	of	of	ADP
futech-646	196	26	the	the	DET
futech-646	196	27	disease	disease	NOUN
futech-646	196	28	.	.	PUNCT
futech-646	197	1	this	this	DET
futech-646	197	2	finding	find	VERB
futech-646	197	3	n.	n.	PROPN
futech-646	197	4	zhou	zhou	PROPN
futech-646	197	5	et	et	PROPN
futech-646	197	6	al	al	PROPN
futech-646	197	7	.	.	PROPN
futech-646	197	8	/future	/future	PUNCT
futech-646	197	9	technology	technology	PROPN
futech-646	197	10	february	february	PROPN
futech-646	197	11	2026|	2026|	NUM
futech-646	197	12	volume	volume	NOUN
futech-646	197	13	05	05	NUM
futech-646	198	1	|	|	ADV
futech-646	198	2	issue	issue	NOUN
futech-646	198	3	01	01	NUM
futech-646	199	1	|	|	NOUN
futech-646	199	2	pages	page	NOUN
futech-646	199	3	254	254	NUM
futech-646	199	4	-	-	SYM
futech-646	199	5	262	262	NUM
futech-646	199	6	260	260	NUM
futech-646	199	7	supports	support	VERB
futech-646	199	8	the	the	DET
futech-646	199	9	clinical	clinical	ADJ
futech-646	199	10	value	value	NOUN
futech-646	199	11	of	of	ADP
futech-646	199	12	early	early	ADJ
futech-646	199	13	,	,	PUNCT
futech-646	199	14	personalized	personalize	VERB
futech-646	199	15	surgical	surgical	ADJ
futech-646	199	16	decision	decision	NOUN
futech-646	199	17	-	-	PUNCT
futech-646	199	18	making	making	NOUN
futech-646	199	19	[	[	X
futech-646	199	20	27	27	NUM
futech-646	199	21	]	]	PUNCT
futech-646	199	22	.	.	PUNCT
futech-646	200	1	wbc	wbc	PROPN
futech-646	200	2	is	be	AUX
futech-646	200	3	an	an	DET
futech-646	200	4	important	important	ADJ
futech-646	200	5	inflammatory	inflammatory	ADJ
futech-646	200	6	marker	marker	NOUN
futech-646	200	7	that	that	PRON
futech-646	200	8	indicates	indicate	VERB
futech-646	200	9	the	the	DET
futech-646	200	10	level	level	NOUN
futech-646	200	11	of	of	ADP
futech-646	200	12	inflammation	inflammation	NOUN
futech-646	200	13	,	,	PUNCT
futech-646	200	14	which	which	PRON
futech-646	200	15	is	be	AUX
futech-646	200	16	an	an	DET
futech-646	200	17	important	important	ADJ
futech-646	200	18	factor	factor	NOUN
futech-646	200	19	in	in	ADP
futech-646	200	20	the	the	DET
futech-646	200	21	development	development	NOUN
futech-646	200	22	of	of	ADP
futech-646	200	23	dvt	dvt	PROPN
futech-646	200	24	clinical	clinical	ADJ
futech-646	200	25	limb	limb	NOUN
futech-646	200	26	symptoms	symptom	NOUN
futech-646	200	27	.	.	PUNCT
futech-646	201	1	this	this	DET
futech-646	201	2	study	study	NOUN
futech-646	201	3	found	find	VERB
futech-646	201	4	that	that	SCONJ
futech-646	201	5	lower	low	ADJ
futech-646	201	6	initial	initial	ADJ
futech-646	201	7	wbcs	wbc	NOUN
futech-646	201	8	were	be	AUX
futech-646	201	9	associated	associate	VERB
futech-646	201	10	with	with	ADP
futech-646	201	11	better	well	ADJ
futech-646	201	12	treatment	treatment	NOUN
futech-646	201	13	response	response	NOUN
futech-646	201	14	,	,	PUNCT
futech-646	201	15	which	which	PRON
futech-646	201	16	may	may	AUX
futech-646	201	17	be	be	AUX
futech-646	201	18	explained	explain	VERB
futech-646	201	19	by	by	ADP
futech-646	201	20	thrombus	thrombus	NOUN
futech-646	201	21	-	-	PUNCT
futech-646	201	22	inflammation	inflammation	NOUN
futech-646	201	23	interactions	interaction	NOUN
futech-646	201	24	.	.	PUNCT
futech-646	202	1	after	after	SCONJ
futech-646	202	2	a	a	DET
futech-646	202	3	thrombus	thrombus	NOUN
futech-646	202	4	is	be	AUX
futech-646	202	5	formed	form	VERB
futech-646	202	6	,	,	PUNCT
futech-646	202	7	injured	injure	VERB
futech-646	202	8	vascular	vascular	ADJ
futech-646	202	9	endothelial	endothelial	NOUN
futech-646	202	10	cells	cell	NOUN
futech-646	202	11	and	and	CCONJ
futech-646	202	12	platelets	platelet	NOUN
futech-646	202	13	will	will	AUX
futech-646	202	14	produce	produce	VERB
futech-646	202	15	pro	pro	ADJ
futech-646	202	16	-	-	ADJ
futech-646	202	17	inflammatory	inflammatory	ADJ
futech-646	202	18	cytokines	cytokine	NOUN
futech-646	202	19	to	to	PART
futech-646	202	20	attract	attract	VERB
futech-646	202	21	leucocytes	leucocyte	NOUN
futech-646	202	22	that	that	PRON
futech-646	202	23	invade	invade	VERB
futech-646	202	24	the	the	DET
futech-646	202	25	vessel	vessel	NOUN
futech-646	202	26	wall	wall	NOUN
futech-646	202	27	.	.	PUNCT
futech-646	203	1	activated	activate	VERB
futech-646	203	2	leukocytes	leukocyte	NOUN
futech-646	203	3	go	go	VERB
futech-646	203	4	on	on	ADP
futech-646	203	5	to	to	PART
futech-646	203	6	release	release	VERB
futech-646	203	7	more	more	ADJ
futech-646	203	8	cytokines	cytokine	NOUN
futech-646	203	9	and	and	CCONJ
futech-646	203	10	proteases	protease	NOUN
futech-646	203	11	,	,	PUNCT
futech-646	203	12	which	which	PRON
futech-646	203	13	can	can	AUX
futech-646	203	14	make	make	VERB
futech-646	203	15	the	the	DET
futech-646	203	16	endothelial	endothelial	ADJ
futech-646	203	17	damage	damage	NOUN
futech-646	203	18	worse	bad	ADJ
futech-646	203	19	and	and	CCONJ
futech-646	203	20	lead	lead	VERB
futech-646	203	21	to	to	ADP
futech-646	203	22	more	more	ADJ
futech-646	203	23	reactions	reaction	NOUN
futech-646	203	24	that	that	PRON
futech-646	203	25	cause	cause	VERB
futech-646	203	26	blood	blood	NOUN
futech-646	203	27	to	to	ADP
futech-646	203	28	clot	clot	NOUN
futech-646	203	29	.	.	PUNCT
futech-646	204	1	moreover	moreover	ADV
futech-646	204	2	,	,	PUNCT
futech-646	204	3	the	the	DET
futech-646	204	4	released	release	VERB
futech-646	204	5	nets	net	NOUN
futech-646	204	6	directly	directly	ADV
futech-646	204	7	take	take	VERB
futech-646	204	8	part	part	NOUN
futech-646	204	9	in	in	ADP
futech-646	204	10	thrombosis	thrombosis	NOUN
futech-646	204	11	and	and	CCONJ
futech-646	204	12	stimulate	stimulate	VERB
futech-646	204	13	platelets	platelet	NOUN
futech-646	204	14	to	to	PART
futech-646	204	15	be	be	AUX
futech-646	204	16	activated	activate	VERB
futech-646	204	17	,	,	PUNCT
futech-646	204	18	thus	thus	ADV
futech-646	204	19	forming	form	VERB
futech-646	204	20	a	a	DET
futech-646	204	21	vicious	vicious	ADJ
futech-646	204	22	circle	circle	NOUN
futech-646	204	23	of	of	ADP
futech-646	204	24	inflammation	inflammation	NOUN
futech-646	204	25	-	-	PUNCT
futech-646	204	26	thrombosis	thrombosis	NOUN
futech-646	204	27	and	and	CCONJ
futech-646	204	28	causing	cause	VERB
futech-646	204	29	aggravated	aggravate	VERB
futech-646	204	30	local	local	ADJ
futech-646	204	31	tissue	tissue	NOUN
futech-646	204	32	injury	injury	NOUN
futech-646	204	33	and	and	CCONJ
futech-646	204	34	continued	continue	VERB
futech-646	204	35	clinical	clinical	ADJ
futech-646	204	36	manifestations	manifestation	NOUN
futech-646	204	37	.	.	PUNCT
futech-646	205	1	thus	thus	ADV
futech-646	205	2	,	,	PUNCT
futech-646	205	3	lower	low	ADJ
futech-646	205	4	wbc	wbc	PROPN
futech-646	205	5	levels	level	NOUN
futech-646	205	6	may	may	AUX
futech-646	205	7	indicate	indicate	VERB
futech-646	205	8	milder	mild	ADJ
futech-646	205	9	inflammatory	inflammatory	ADJ
futech-646	205	10	responses	response	NOUN
futech-646	205	11	and	and	CCONJ
futech-646	205	12	lesser	less	ADJ
futech-646	205	13	thrombosis	thrombosis	NOUN
futech-646	205	14	–	–	PUNCT
futech-646	205	15	inflammation	inflammation	ADJ
futech-646	205	16	cycle	cycle	NOUN
futech-646	205	17	,	,	PUNCT
futech-646	205	18	which	which	PRON
futech-646	205	19	explains	explain	VERB
futech-646	205	20	its	its	PRON
futech-646	205	21	link	link	NOUN
futech-646	205	22	to	to	ADP
futech-646	205	23	better	well	ADJ
futech-646	205	24	treatment	treatment	NOUN
futech-646	205	25	response	response	NOUN
futech-646	205	26	[	[	X
futech-646	205	27	28	28	NUM
futech-646	205	28	,	,	PUNCT
futech-646	205	29	29	29	NUM
futech-646	205	30	]	]	PUNCT
futech-646	205	31	.	.	PUNCT
futech-646	206	1	implementing	implement	VERB
futech-646	206	2	a	a	DET
futech-646	206	3	graphical	graphical	ADJ
futech-646	206	4	user	user	NOUN
futech-646	206	5	interface	interface	NOUN
futech-646	206	6	represents	represent	VERB
futech-646	206	7	a	a	DET
futech-646	206	8	significant	significant	ADJ
futech-646	206	9	advancement	advancement	NOUN
futech-646	206	10	in	in	ADP
futech-646	206	11	translating	translate	VERB
futech-646	206	12	machine	machine	NOUN
futech-646	206	13	learning	learn	VERB
futech-646	206	14	algorithms	algorithm	NOUN
futech-646	206	15	into	into	ADP
futech-646	206	16	practical	practical	ADJ
futech-646	206	17	clinical	clinical	ADJ
futech-646	206	18	tools	tool	NOUN
futech-646	206	19	[	[	X
futech-646	206	20	30	30	NUM
futech-646	206	21	]	]	PUNCT
futech-646	206	22	.	.	PUNCT
futech-646	207	1	the	the	DET
futech-646	207	2	web	web	NOUN
futech-646	207	3	-	-	PUNCT
futech-646	207	4	based	base	VERB
futech-646	207	5	platform	platform	NOUN
futech-646	207	6	reduces	reduce	VERB
futech-646	207	7	implementation	implementation	NOUN
futech-646	207	8	barriers	barrier	NOUN
futech-646	207	9	by	by	ADP
futech-646	207	10	eliminating	eliminate	VERB
futech-646	207	11	requirements	requirement	NOUN
futech-646	207	12	for	for	ADP
futech-646	207	13	specialized	specialized	ADJ
futech-646	207	14	programming	programming	NOUN
futech-646	207	15	skills	skill	NOUN
futech-646	207	16	or	or	CCONJ
futech-646	207	17	computational	computational	ADJ
futech-646	207	18	infrastructure	infrastructure	NOUN
futech-646	207	19	[	[	X
futech-646	207	20	31	31	NUM
futech-646	207	21	]	]	PUNCT
futech-646	207	22	.	.	PUNCT
futech-646	208	1	interactive	interactive	ADJ
futech-646	208	2	shap	shap	PROPN
futech-646	208	3	visualization	visualization	NOUN
futech-646	208	4	transforms	transform	VERB
futech-646	208	5	mathematical	mathematical	ADJ
futech-646	208	6	predictions	prediction	NOUN
futech-646	208	7	into	into	ADP
futech-646	208	8	clinically	clinically	ADV
futech-646	208	9	interpretable	interpretable	ADJ
futech-646	208	10	information	information	NOUN
futech-646	208	11	,	,	PUNCT
futech-646	208	12	enabling	enable	VERB
futech-646	208	13	clinicians	clinician	NOUN
futech-646	208	14	to	to	PART
futech-646	208	15	understand	understand	VERB
futech-646	208	16	both	both	DET
futech-646	208	17	predictions	prediction	NOUN
futech-646	208	18	and	and	CCONJ
futech-646	208	19	underlying	underlie	VERB
futech-646	208	20	reasoning	reasoning	NOUN
futech-646	208	21	[	[	X
futech-646	208	22	32	32	NUM
futech-646	208	23	]	]	PUNCT
futech-646	208	24	.	.	PUNCT
futech-646	209	1	this	this	PRON
futech-646	209	2	addresses	address	VERB
futech-646	209	3	the	the	DET
futech-646	209	4	"	"	PUNCT
futech-646	209	5	black	black	ADJ
futech-646	209	6	box	box	NOUN
futech-646	209	7	"	"	PUNCT
futech-646	209	8	perception	perception	NOUN
futech-646	209	9	that	that	PRON
futech-646	209	10	undermines	undermine	VERB
futech-646	209	11	clinician	clinician	ADJ
futech-646	209	12	confidence	confidence	NOUN
futech-646	209	13	by	by	ADP
futech-646	209	14	providing	provide	VERB
futech-646	209	15	a	a	DET
futech-646	209	16	clear	clear	ADJ
futech-646	209	17	visualization	visualization	NOUN
futech-646	209	18	of	of	ADP
futech-646	209	19	each	each	DET
futech-646	209	20	parameter	parameter	NOUN
futech-646	209	21	's	's	PART
futech-646	209	22	influence	influence	NOUN
futech-646	209	23	through	through	ADP
futech-646	209	24	intuitive	intuitive	ADJ
futech-646	209	25	force	force	NOUN
futech-646	209	26	plots	plot	NOUN
futech-646	209	27	[	[	X
futech-646	209	28	33	33	NUM
futech-646	209	29	]	]	PUNCT
futech-646	209	30	.	.	PUNCT
futech-646	210	1	the	the	DET
futech-646	210	2	dynamic	dynamic	ADJ
futech-646	210	3	interface	interface	NOUN
futech-646	210	4	allows	allow	VERB
futech-646	210	5	variable	variable	ADJ
futech-646	210	6	adjustment	adjustment	NOUN
futech-646	210	7	with	with	ADP
futech-646	210	8	immediate	immediate	ADJ
futech-646	210	9	prediction	prediction	NOUN
futech-646	210	10	updates	update	NOUN
futech-646	210	11	,	,	PUNCT
futech-646	210	12	creating	create	VERB
futech-646	210	13	a	a	DET
futech-646	210	14	simulation	simulation	NOUN
futech-646	210	15	-	-	PUNCT
futech-646	210	16	like	like	ADJ
futech-646	210	17	experience	experience	NOUN
futech-646	210	18	for	for	ADP
futech-646	210	19	treatment	treatment	NOUN
futech-646	210	20	planning	planning	NOUN
futech-646	210	21	[	[	X
futech-646	210	22	34	34	NUM
futech-646	210	23	]	]	PUNCT
futech-646	210	24	.	.	PUNCT
futech-646	211	1	the	the	DET
futech-646	211	2	system	system	NOUN
futech-646	211	3	distinguishes	distinguish	VERB
futech-646	211	4	modifiable	modifiable	ADJ
futech-646	211	5	from	from	ADP
futech-646	211	6	non	non	ADJ
futech-646	211	7	-	-	ADJ
futech-646	211	8	modifiable	modifiable	ADJ
futech-646	211	9	factors	factor	NOUN
futech-646	211	10	,	,	PUNCT
futech-646	211	11	guiding	guide	VERB
futech-646	211	12	clinical	clinical	ADJ
futech-646	211	13	attention	attention	NOUN
futech-646	211	14	toward	toward	ADP
futech-646	211	15	areas	area	NOUN
futech-646	211	16	with	with	ADP
futech-646	211	17	the	the	DET
futech-646	211	18	greatest	great	ADJ
futech-646	211	19	potential	potential	ADJ
futech-646	211	20	impact	impact	NOUN
futech-646	211	21	[	[	X
futech-646	211	22	35	35	NUM
futech-646	211	23	]	]	PUNCT
futech-646	211	24	.	.	PUNCT
futech-646	212	1	this	this	PRON
futech-646	212	2	transforms	transform	VERB
futech-646	212	3	the	the	DET
futech-646	212	4	model	model	NOUN
futech-646	212	5	from	from	ADP
futech-646	212	6	a	a	DET
futech-646	212	7	passive	passive	ADJ
futech-646	212	8	assessment	assessment	NOUN
futech-646	212	9	tool	tool	NOUN
futech-646	212	10	into	into	ADP
futech-646	212	11	an	an	DET
futech-646	212	12	active	active	ADJ
futech-646	212	13	decision	decision	NOUN
futech-646	212	14	aid	aid	NOUN
futech-646	212	15	supporting	support	VERB
futech-646	212	16	personalized	personalized	ADJ
futech-646	212	17	treatment	treatment	NOUN
futech-646	212	18	optimization	optimization	NOUN
futech-646	212	19	.	.	PUNCT
futech-646	213	1	this	this	DET
futech-646	213	2	study	study	NOUN
futech-646	213	3	has	have	VERB
futech-646	213	4	some	some	DET
futech-646	213	5	limitations	limitation	NOUN
futech-646	213	6	.	.	PUNCT
futech-646	214	1	as	as	ADP
futech-646	214	2	a	a	DET
futech-646	214	3	single	single	ADJ
futech-646	214	4	-	-	PUNCT
futech-646	214	5	center	center	NOUN
futech-646	214	6	retrospective	retrospective	ADJ
futech-646	214	7	study	study	NOUN
futech-646	214	8	at	at	ADP
futech-646	214	9	the	the	DET
futech-646	214	10	sun	sun	NOUN
futech-646	214	11	simiao	simiao	PROPN
futech-646	214	12	hospital	hospital	PROPN
futech-646	214	13	of	of	ADP
futech-646	214	14	beijing	beijing	PROPN
futech-646	214	15	university	university	PROPN
futech-646	214	16	of	of	ADP
futech-646	214	17	chinese	chinese	ADJ
futech-646	214	18	medicine	medicine	NOUN
futech-646	214	19	,	,	PUNCT
futech-646	214	20	it	it	PRON
futech-646	214	21	is	be	AUX
futech-646	214	22	uncertain	uncertain	ADJ
futech-646	214	23	if	if	SCONJ
futech-646	214	24	our	our	PRON
futech-646	214	25	findings	finding	NOUN
futech-646	214	26	are	be	AUX
futech-646	214	27	generalizable	generalizable	ADJ
futech-646	214	28	to	to	ADP
futech-646	214	29	other	other	ADJ
futech-646	214	30	regions	region	NOUN
futech-646	214	31	or	or	CCONJ
futech-646	214	32	healthcare	healthcare	NOUN
futech-646	214	33	settings	setting	NOUN
futech-646	214	34	.	.	PUNCT
futech-646	215	1	retrospective	retrospective	ADJ
futech-646	215	2	data	datum	NOUN
futech-646	215	3	collection	collection	NOUN
futech-646	215	4	may	may	AUX
futech-646	215	5	have	have	VERB
futech-646	215	6	selection	selection	NOUN
futech-646	215	7	bias	bias	NOUN
futech-646	215	8	.	.	PUNCT
futech-646	216	1	it	it	PRON
futech-646	216	2	may	may	AUX
futech-646	216	3	impact	impact	VERB
futech-646	216	4	the	the	DET
futech-646	216	5	robustness	robustness	NOUN
futech-646	216	6	of	of	ADP
futech-646	216	7	our	our	PRON
futech-646	216	8	results	result	NOUN
futech-646	216	9	even	even	ADV
futech-646	216	10	with	with	ADP
futech-646	216	11	thorough	thorough	ADJ
futech-646	216	12	inclusion	inclusion	NOUN
futech-646	216	13	/	/	SYM
futech-646	216	14	exclusion	exclusion	NOUN
futech-646	216	15	criteria	criterion	NOUN
futech-646	216	16	.	.	PUNCT
futech-646	217	1	in	in	ADP
futech-646	217	2	addition	addition	NOUN
futech-646	217	3	,	,	PUNCT
futech-646	217	4	we	we	PRON
futech-646	217	5	examined	examine	VERB
futech-646	217	6	only	only	ADV
futech-646	217	7	in	in	ADP
futech-646	217	8	-	-	PUNCT
futech-646	217	9	hospital	hospital	NOUN
futech-646	217	10	outcomes	outcome	NOUN
futech-646	217	11	at	at	ADP
futech-646	217	12	discharge	discharge	NOUN
futech-646	217	13	.	.	PUNCT
futech-646	218	1	we	we	PRON
futech-646	218	2	did	do	AUX
futech-646	218	3	not	not	PART
futech-646	218	4	use	use	VERB
futech-646	218	5	long	long	ADJ
futech-646	218	6	-	-	PUNCT
futech-646	218	7	term	term	NOUN
futech-646	218	8	follow	follow	NOUN
futech-646	218	9	-	-	PUNCT
futech-646	218	10	up	up	ADP
futech-646	218	11	data	datum	NOUN
futech-646	218	12	to	to	PART
futech-646	218	13	assess	assess	VERB
futech-646	218	14	the	the	DET
futech-646	218	15	model	model	NOUN
futech-646	218	16	’s	’s	PART
futech-646	218	17	forecasting	forecasting	NOUN
futech-646	218	18	performance	performance	NOUN
futech-646	218	19	for	for	ADP
futech-646	218	20	longer	long	ADJ
futech-646	218	21	-	-	PUNCT
futech-646	218	22	term	term	NOUN
futech-646	218	23	treatments	treatment	NOUN
futech-646	218	24	and	and	CCONJ
futech-646	218	25	complications	complication	NOUN
futech-646	218	26	.	.	PUNCT
futech-646	219	1	5	5	X
futech-646	219	2	.	.	X
futech-646	219	3	conclusion	conclusion	NOUN
futech-646	219	4	this	this	DET
futech-646	219	5	study	study	NOUN
futech-646	219	6	develops	develop	VERB
futech-646	219	7	a	a	DET
futech-646	219	8	new	new	ADJ
futech-646	219	9	machine	machine	NOUN
futech-646	219	10	learning	learn	VERB
futech-646	219	11	approach	approach	NOUN
futech-646	219	12	to	to	PART
futech-646	219	13	predict	predict	VERB
futech-646	219	14	dvt	dvt	PROPN
futech-646	219	15	treatment	treatment	NOUN
futech-646	219	16	response	response	NOUN
futech-646	219	17	and	and	CCONJ
futech-646	219	18	demonstrates	demonstrate	VERB
futech-646	219	19	that	that	SCONJ
futech-646	219	20	this	this	DET
futech-646	219	21	method	method	NOUN
futech-646	219	22	has	have	VERB
futech-646	219	23	a	a	DET
futech-646	219	24	better	well	ADJ
futech-646	219	25	predictive	predictive	ADJ
futech-646	219	26	performance	performance	NOUN
futech-646	219	27	than	than	ADP
futech-646	219	28	other	other	ADJ
futech-646	219	29	methods	method	NOUN
futech-646	219	30	through	through	ADP
futech-646	219	31	the	the	DET
futech-646	219	32	xgboost	xgboost	PROPN
futech-646	219	33	algorithm	algorithm	NOUN
futech-646	219	34	with	with	ADP
futech-646	219	35	an	an	DET
futech-646	219	36	r2	r2	NOUN
futech-646	219	37	of	of	ADP
futech-646	219	38	0.60	0.60	NUM
futech-646	219	39	and	and	CCONJ
futech-646	219	40	an	an	DET
futech-646	219	41	rmse	rmse	NOUN
futech-646	219	42	of	of	ADP
futech-646	219	43	12.36	12.36	NUM
futech-646	219	44	.	.	PUNCT
futech-646	220	1	comprehensive	comprehensive	ADJ
futech-646	220	2	shap	shap	PROPN
futech-646	220	3	analysis	analysis	NOUN
futech-646	220	4	revealed	reveal	VERB
futech-646	220	5	that	that	SCONJ
futech-646	220	6	aptt	aptt	ADJ
futech-646	220	7	level	level	NOUN
futech-646	220	8	and	and	CCONJ
futech-646	220	9	surgical	surgical	ADJ
futech-646	220	10	intervention	intervention	NOUN
futech-646	220	11	are	be	AUX
futech-646	220	12	major	major	ADJ
futech-646	220	13	factors	factor	NOUN
futech-646	220	14	determining	determine	VERB
futech-646	220	15	the	the	DET
futech-646	220	16	outcome	outcome	NOUN
futech-646	220	17	of	of	ADP
futech-646	220	18	treatment	treatment	NOUN
futech-646	220	19	,	,	PUNCT
futech-646	220	20	providing	provide	VERB
futech-646	220	21	essential	essential	ADJ
futech-646	220	22	information	information	NOUN
futech-646	220	23	on	on	ADP
futech-646	220	24	the	the	DET
futech-646	220	25	mechanism	mechanism	NOUN
futech-646	220	26	of	of	ADP
futech-646	220	27	dvt	dvt	PROPN
futech-646	220	28	treatment	treatment	NOUN
futech-646	220	29	response	response	NOUN
futech-646	220	30	.	.	PUNCT
futech-646	221	1	we	we	PRON
futech-646	221	2	have	have	AUX
futech-646	221	3	successfully	successfully	ADV
futech-646	221	4	deployed	deploy	VERB
futech-646	221	5	our	our	PRON
futech-646	221	6	model	model	NOUN
futech-646	221	7	as	as	ADP
futech-646	221	8	a	a	DET
futech-646	221	9	webbased	webbase	VERB
futech-646	221	10	clinical	clinical	ADJ
futech-646	221	11	decision	decision	NOUN
futech-646	221	12	support	support	NOUN
futech-646	221	13	tool	tool	NOUN
futech-646	221	14	.	.	PUNCT
futech-646	222	1	this	this	PRON
futech-646	222	2	is	be	AUX
futech-646	222	3	a	a	DET
futech-646	222	4	major	major	ADJ
futech-646	222	5	advance	advance	NOUN
futech-646	222	6	in	in	ADP
futech-646	222	7	taking	take	VERB
futech-646	222	8	complex	complex	ADJ
futech-646	222	9	algorithmic	algorithmic	ADJ
futech-646	222	10	predictions	prediction	NOUN
futech-646	222	11	and	and	CCONJ
futech-646	222	12	putting	put	VERB
futech-646	222	13	them	they	PRON
futech-646	222	14	to	to	ADP
futech-646	222	15	practical	practical	ADJ
futech-646	222	16	use	use	NOUN
futech-646	222	17	in	in	ADP
futech-646	222	18	a	a	DET
futech-646	222	19	clinical	clinical	ADJ
futech-646	222	20	setting	setting	NOUN
futech-646	222	21	.	.	PUNCT
futech-646	223	1	this	this	DET
futech-646	223	2	implementation	implementation	NOUN
futech-646	223	3	connects	connect	VERB
futech-646	223	4	theory	theory	NOUN
futech-646	223	5	with	with	ADP
futech-646	223	6	real	real	ADJ
futech-646	223	7	-	-	PUNCT
futech-646	223	8	world	world	NOUN
futech-646	223	9	medicine	medicine	NOUN
futech-646	223	10	,	,	PUNCT
futech-646	223	11	providing	provide	VERB
futech-646	223	12	doctors	doctor	NOUN
futech-646	223	13	with	with	ADP
futech-646	223	14	a	a	DET
futech-646	223	15	common	common	ADJ
futech-646	223	16	,	,	PUNCT
futech-646	223	17	proven	proven	ADJ
futech-646	223	18	method	method	NOUN
futech-646	223	19	to	to	PART
futech-646	223	20	figure	figure	VERB
futech-646	223	21	out	out	ADP
futech-646	223	22	how	how	SCONJ
futech-646	223	23	well	well	ADV
futech-646	223	24	their	their	PRON
futech-646	223	25	patients	patient	NOUN
futech-646	223	26	will	will	AUX
futech-646	223	27	respond	respond	VERB
futech-646	223	28	to	to	ADP
futech-646	223	29	treatment	treatment	NOUN
futech-646	223	30	.	.	PUNCT
futech-646	224	1	our	our	PRON
futech-646	224	2	findings	finding	NOUN
futech-646	224	3	help	help	VERB
futech-646	224	4	understand	understand	VERB
futech-646	224	5	how	how	SCONJ
futech-646	224	6	dvt	dvt	PROPN
futech-646	224	7	is	be	AUX
futech-646	224	8	treated	treat	VERB
futech-646	224	9	and	and	CCONJ
futech-646	224	10	set	set	VERB
futech-646	224	11	a	a	DET
futech-646	224	12	basis	basis	NOUN
futech-646	224	13	for	for	ADP
futech-646	224	14	personal	personal	ADJ
futech-646	224	15	ways	way	NOUN
futech-646	224	16	to	to	PART
futech-646	224	17	treat	treat	VERB
futech-646	224	18	dvt	dvt	PROPN
futech-646	224	19	.	.	PUNCT
futech-646	225	1	ethical	ethical	ADJ
futech-646	225	2	issue	issue	NOUN
futech-646	225	3	the	the	DET
futech-646	225	4	authors	author	NOUN
futech-646	225	5	are	be	AUX
futech-646	225	6	aware	aware	ADJ
futech-646	225	7	of	of	ADP
futech-646	225	8	and	and	CCONJ
futech-646	225	9	comply	comply	ADJ
futech-646	225	10	with	with	ADP
futech-646	225	11	best	good	ADJ
futech-646	225	12	practices	practice	NOUN
futech-646	225	13	in	in	ADP
futech-646	225	14	publication	publication	NOUN
futech-646	225	15	ethics	ethic	NOUN
futech-646	225	16	,	,	PUNCT
futech-646	225	17	specifically	specifically	ADV
futech-646	225	18	regarding	regard	VERB
futech-646	225	19	authorship	authorship	NOUN
futech-646	225	20	(	(	PUNCT
futech-646	225	21	avoidance	avoidance	NOUN
futech-646	225	22	of	of	ADP
futech-646	225	23	guest	guest	NOUN
futech-646	225	24	authorship	authorship	NOUN
futech-646	225	25	)	)	PUNCT
futech-646	225	26	,	,	PUNCT
futech-646	225	27	dual	dual	ADJ
futech-646	225	28	submission	submission	NOUN
futech-646	225	29	,	,	PUNCT
futech-646	225	30	manipulation	manipulation	NOUN
futech-646	225	31	of	of	ADP
futech-646	225	32	figures	figure	NOUN
futech-646	225	33	,	,	PUNCT
futech-646	225	34	competing	compete	VERB
futech-646	225	35	interests	interest	NOUN
futech-646	225	36	,	,	PUNCT
futech-646	225	37	and	and	CCONJ
futech-646	225	38	compliance	compliance	NOUN
futech-646	225	39	with	with	ADP
futech-646	225	40	research	research	NOUN
futech-646	225	41	ethics	ethic	NOUN
futech-646	225	42	policies	policy	NOUN
futech-646	225	43	.	.	PUNCT
futech-646	226	1	the	the	DET
futech-646	226	2	authors	author	NOUN
futech-646	226	3	adhere	adhere	VERB
futech-646	226	4	to	to	ADP
futech-646	226	5	publication	publication	NOUN
futech-646	226	6	requirements	requirement	NOUN
futech-646	226	7	that	that	SCONJ
futech-646	226	8	the	the	DET
futech-646	226	9	submitted	submit	VERB
futech-646	226	10	work	work	NOUN
futech-646	226	11	is	be	AUX
futech-646	226	12	original	original	ADJ
futech-646	226	13	and	and	CCONJ
futech-646	226	14	has	have	AUX
futech-646	226	15	not	not	PART
futech-646	226	16	been	be	AUX
futech-646	226	17	published	publish	VERB
futech-646	226	18	elsewhere	elsewhere	ADV
futech-646	226	19	.	.	PUNCT
futech-646	227	1	data	datum	NOUN
futech-646	227	2	availability	availability	NOUN
futech-646	227	3	statement	statement	NOUN
futech-646	227	4	the	the	DET
futech-646	227	5	manuscript	manuscript	NOUN
futech-646	227	6	contains	contain	VERB
futech-646	227	7	all	all	DET
futech-646	227	8	the	the	DET
futech-646	227	9	data	datum	NOUN
futech-646	227	10	.	.	PUNCT
futech-646	228	1	however	however	ADV
futech-646	228	2	,	,	PUNCT
futech-646	228	3	more	more	ADJ
futech-646	228	4	data	datum	NOUN
futech-646	228	5	will	will	AUX
futech-646	228	6	be	be	AUX
futech-646	228	7	available	available	ADJ
futech-646	228	8	upon	upon	SCONJ
futech-646	228	9	request	request	NOUN
futech-646	228	10	from	from	ADP
futech-646	228	11	the	the	DET
futech-646	228	12	authors	author	NOUN
futech-646	228	13	.	.	PUNCT
futech-646	229	1	conflict	conflict	NOUN
futech-646	229	2	of	of	ADP
futech-646	229	3	interest	interest	NOUN
futech-646	229	4	the	the	DET
futech-646	229	5	authors	author	NOUN
futech-646	229	6	declare	declare	VERB
futech-646	229	7	no	no	DET
futech-646	229	8	potential	potential	ADJ
futech-646	229	9	conflict	conflict	NOUN
futech-646	229	10	of	of	ADP
futech-646	229	11	interest	interest	NOUN
futech-646	229	12	.	.	PUNCT
futech-646	230	1	references	reference	NOUN
futech-646	230	2	[	[	X
futech-646	230	3	1	1	X
futech-646	230	4	]	]	PUNCT
futech-646	230	5	s.	s.	PROPN
futech-646	230	6	wolf	wolf	PROPN
futech-646	230	7	et	et	PROPN
futech-646	230	8	al	al	PROPN
futech-646	230	9	.	.	PROPN
futech-646	230	10	,	,	PUNCT
futech-646	230	11	"	"	PUNCT
futech-646	230	12	epidemiology	epidemiology	NOUN
futech-646	230	13	of	of	ADP
futech-646	230	14	deep	deep	ADJ
futech-646	230	15	vein	vein	NOUN
futech-646	230	16	thrombosis	thrombosis	NOUN
futech-646	230	17	,	,	PUNCT
futech-646	230	18	"	"	PUNCT
futech-646	230	19	vasa	vasa	NOUN
futech-646	230	20	,	,	PUNCT
futech-646	230	21	2024.doi	2024.doi	NUM
futech-646	230	22	:	:	PUNCT
futech-646	230	23	10.1024/0301	10.1024/0301	NUM
futech-646	230	24	-	-	SYM
futech-646	230	25	1526	1526	NUM
futech-646	230	26	/	/	SYM
futech-646	230	27	a001145	a001145	NOUN
futech-646	230	28	[	[	X
futech-646	230	29	2	2	NUM
futech-646	230	30	]	]	PUNCT
futech-646	230	31	g.	g.	PROPN
futech-646	230	32	wagner	wagner	PROPN
futech-646	230	33	et	et	PROPN
futech-646	230	34	al	al	PROPN
futech-646	230	35	.	.	PROPN
futech-646	230	36	,	,	PUNCT
futech-646	230	37	"	"	PUNCT
futech-646	230	38	prevalence	prevalence	NOUN
futech-646	230	39	and	and	CCONJ
futech-646	230	40	incidence	incidence	NOUN
futech-646	230	41	of	of	ADP
futech-646	230	42	venous	venous	ADJ
futech-646	230	43	thromboembolism	thromboembolism	NOUN
futech-646	230	44	in	in	ADP
futech-646	230	45	geriatric	geriatric	ADJ
futech-646	230	46	patients	patient	NOUN
futech-646	230	47	admitted	admit	VERB
futech-646	230	48	to	to	ADP
futech-646	230	49	long	long	ADJ
futech-646	230	50	-	-	PUNCT
futech-646	230	51	term	term	NOUN
futech-646	230	52	care	care	NOUN
futech-646	230	53	hospitals	hospital	NOUN
futech-646	230	54	,	,	PUNCT
futech-646	230	55	"	"	PUNCT
futech-646	230	56	scientific	scientific	ADJ
futech-646	230	57	reports	report	NOUN
futech-646	230	58	,	,	PUNCT
futech-646	230	59	vol	vol	NOUN
futech-646	230	60	.	.	PROPN
futech-646	231	1	14	14	NUM
futech-646	231	2	,	,	PUNCT
futech-646	231	3	no	no	INTJ
futech-646	231	4	.	.	NOUN
futech-646	231	5	1	1	NUM
futech-646	231	6	,	,	PUNCT
futech-646	231	7	p.	p.	NOUN
futech-646	231	8	17737	17737	NUM
futech-646	231	9	,	,	PUNCT
futech-646	231	10	2024	2024	NUM
futech-646	231	11	.	.	PUNCT
futech-646	232	1	doi:10.1038	doi:10.1038	NOUN
futech-646	232	2	/	/	SYM
futech-646	232	3	s41598	s41598	NOUN
futech-646	232	4	-	-	PUNCT
futech-646	232	5	02467480	02467480	NUM
futech-646	232	6	-	-	SYM
futech-646	232	7	1	1	NUM
futech-646	232	8	[	[	X
futech-646	232	9	3	3	X
futech-646	232	10	]	]	PUNCT
futech-646	232	11	s.	s.	PROPN
futech-646	232	12	cheng	cheng	PROPN
futech-646	232	13	et	et	PROPN
futech-646	232	14	al	al	PROPN
futech-646	232	15	.	.	PROPN
futech-646	232	16	,	,	PUNCT
futech-646	232	17	"	"	PUNCT
futech-646	232	18	analysis	analysis	NOUN
futech-646	232	19	of	of	ADP
futech-646	232	20	risk	risk	NOUN
futech-646	232	21	factors	factor	NOUN
futech-646	232	22	of	of	ADP
futech-646	232	23	postoperative	postoperative	ADJ
futech-646	232	24	lower	low	ADJ
futech-646	232	25	extremity	extremity	NOUN
futech-646	232	26	deep	deep	ADJ
futech-646	232	27	venous	venous	ADJ
futech-646	232	28	thrombosis	thrombosis	NOUN
futech-646	232	29	in	in	ADP
futech-646	232	30	patients	patient	NOUN
futech-646	232	31	with	with	ADP
futech-646	232	32	cervical	cervical	ADJ
futech-646	232	33	cancer	cancer	NOUN
futech-646	232	34	,	,	PUNCT
futech-646	232	35	"	"	PUNCT
futech-646	232	36	clinical	clinical	ADJ
futech-646	232	37	and	and	CCONJ
futech-646	232	38	applied	applied	ADJ
futech-646	232	39	thrombosis	thrombosis	NOUN
futech-646	232	40	/	/	SYM
futech-646	232	41	hemostasis	hemostasis	NOUN
futech-646	232	42	,	,	PUNCT
futech-646	232	43	vol	vol	NOUN
futech-646	232	44	.	.	PROPN
futech-646	232	45	30	30	NUM
futech-646	232	46	,	,	PUNCT
futech-646	232	47	p.	p.	NOUN
futech-646	232	48	10760296241240747	10760296241240747	NUM
futech-646	232	49	,	,	PUNCT
futech-646	232	50	2024	2024	NUM
futech-646	232	51	.	.	PUNCT
futech-646	233	1	doi:10.1177/10760296241240747	doi:10.1177/10760296241240747	NOUN
futech-646	234	1	[	[	X
futech-646	234	2	4	4	X
futech-646	234	3	]	]	PUNCT
futech-646	234	4	j.	j.	PROPN
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futech-646	234	6	et	et	PROPN
futech-646	234	7	al	al	PROPN
futech-646	234	8	.	.	PROPN
futech-646	234	9	,	,	PUNCT
futech-646	234	10	"	"	PUNCT
futech-646	234	11	risk	risk	NOUN
futech-646	234	12	of	of	ADP
futech-646	234	13	venous	venous	ADJ
futech-646	234	14	thromboembolic	thromboembolic	ADJ
futech-646	234	15	events	event	NOUN
futech-646	234	16	after	after	ADP
futech-646	234	17	surgery	surgery	NOUN
futech-646	234	18	for	for	ADP
futech-646	234	19	cancer	cancer	NOUN
futech-646	234	20	,	,	PUNCT
futech-646	234	21	"	"	PUNCT
futech-646	234	22	jama	jama	PROPN
futech-646	234	23	network	network	NOUN
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futech-646	234	25	,	,	PUNCT
futech-646	234	26	vol	vol	NOUN
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futech-646	234	29	,	,	PUNCT
futech-646	234	30	no	no	INTJ
futech-646	234	31	.	.	NOUN
futech-646	234	32	2	2	NUM
futech-646	234	33	,	,	PUNCT
futech-646	234	34	pp	pp	ADJ
futech-646	234	35	.	.	PUNCT
futech-646	235	1	e2354352	e2354352	PROPN
futech-646	235	2	-	-	PUNCT
futech-646	235	3	e2354352	e2354352	PROPN
futech-646	235	4	,	,	PUNCT
futech-646	235	5	2024	2024	NUM
futech-646	235	6	.	.	PUNCT
futech-646	236	1	doi:10.1001	doi:10.1001	NOUN
futech-646	236	2	/	/	SYM
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futech-646	237	2	5	5	NUM
futech-646	237	3	]	]	X
futech-646	237	4	m.-e	m.-e	NOUN
futech-646	237	5	.	.	PUNCT
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futech-646	238	5	,	,	PUNCT
futech-646	238	6	"	"	PUNCT
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futech-646	238	8	and	and	CCONJ
futech-646	238	9	outcomes	outcome	NOUN
futech-646	238	10	of	of	ADP
futech-646	238	11	superficial	superficial	ADJ
futech-646	238	12	vein	vein	ADJ
futech-646	238	13	thrombosis	thrombosis	NOUN
futech-646	238	14	:	:	PUNCT
futech-646	238	15	a	a	DET
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futech-646	238	17	-	-	PUNCT
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futech-646	238	20	study	study	NOUN
futech-646	238	21	,	,	PUNCT
futech-646	238	22	"	"	PUNCT
futech-646	238	23	research	research	NOUN
futech-646	238	24	and	and	CCONJ
futech-646	238	25	practice	practice	NOUN
futech-646	238	26	in	in	ADP
futech-646	238	27	thrombosis	thrombosis	NOUN
futech-646	238	28	and	and	CCONJ
futech-646	238	29	haemostasis	haemostasis	NOUN
futech-646	238	30	,	,	PUNCT
futech-646	238	31	vol	vol	NOUN
futech-646	238	32	.	.	PROPN
futech-646	238	33	8	8	NUM
futech-646	238	34	,	,	PUNCT
futech-646	238	35	no	no	INTJ
futech-646	238	36	.	.	NOUN
futech-646	238	37	1	1	NUM
futech-646	238	38	,	,	PUNCT
futech-646	238	39	p.	p.	NOUN
futech-646	238	40	102263	102263	NUM
futech-646	238	41	,	,	PUNCT
futech-646	238	42	2024	2024	NUM
futech-646	238	43	.	.	PUNCT
futech-646	239	1	doi:10.1016	doi:10.1016	PROPN
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futech-646	239	6	]	]	PUNCT
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futech-646	239	8	betensky	betensky	PROPN
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futech-646	239	13	"	"	PUNCT
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futech-646	239	17	definitions	definition	NOUN
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futech-646	239	20	assessment	assessment	NOUN
futech-646	239	21	,	,	PUNCT
futech-646	239	22	and	and	CCONJ
futech-646	239	23	future	future	ADJ
futech-646	239	24	research	research	NOUN
futech-646	239	25	in	in	ADP
futech-646	239	26	pediatric	pediatric	ADJ
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futech-646	239	31	:	:	PUNCT
futech-646	239	32	communication	communication	NOUN
futech-646	239	33	from	from	ADP
futech-646	239	34	the	the	DET
futech-646	239	35	isth	isth	NOUN
futech-646	239	36	ssc	ssc	NOUN
futech-646	239	37	subcommittee	subcommittee	NOUN
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futech-646	239	43	and	and	CCONJ
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futech-646	239	46	"	"	PUNCT
futech-646	239	47	journal	journal	NOUN
futech-646	239	48	of	of	ADP
futech-646	239	49	thrombosis	thrombosis	NOUN
futech-646	239	50	and	and	CCONJ
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futech-646	239	60	,	,	PUNCT
futech-646	239	61	pp	pp	ADJ
futech-646	239	62	.	.	PUNCT
futech-646	240	1	1729	1729	NUM
futech-646	240	2	-	-	SYM
futech-646	240	3	1734	1734	NUM
futech-646	240	4	,	,	PUNCT
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futech-646	240	6	.	.	PUNCT
futech-646	241	1	doi:10.1111	doi:10.1111	ADJ
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futech-646	242	3	]	]	X
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futech-646	242	36	"	"	PUNCT
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futech-646	242	39	journal	journal	NOUN
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futech-646	242	51	,	,	PUNCT
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futech-646	243	1	doi:10.1038	doi:10.1038	NOUN
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futech-646	243	4	-	-	PUNCT
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futech-646	243	6	-	-	PUNCT
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futech-646	243	8	-	-	PUNCT
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futech-646	244	23	and	and	CCONJ
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futech-646	244	25	trends	trend	NOUN
futech-646	244	26	,	,	PUNCT
futech-646	244	27	"	"	PUNCT
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futech-646	244	31	medicine	medicine	NOUN
futech-646	244	32	,	,	PUNCT
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futech-646	244	36	,	,	PUNCT
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futech-646	244	43	,	,	PUNCT
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futech-646	244	45	.	.	PUNCT
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futech-646	246	14	of	of	ADP
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futech-646	246	17	:	:	PUNCT
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futech-646	246	24	"	"	PUNCT
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futech-646	251	20	the	the	DET
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futech-646	253	8	-	-	PUNCT
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futech-646	262	37	zhong	zhong	PROPN
futech-646	262	38	xi	xi	PROPN
futech-646	262	39	yi	yi	PROPN
futech-646	263	1	jie	jie	PROPN
futech-646	264	1	he	he	PRON
futech-646	264	2	wai	wai	PROPN
futech-646	264	3	ke	ke	PROPN
futech-646	264	4	za	za	PROPN
futech-646	264	5	zhi	zhi	PROPN
futech-646	264	6	,	,	PUNCT
futech-646	264	7	vol	vol	NOUN
futech-646	264	8	.	.	PROPN
futech-646	265	1	22	22	NUM
futech-646	265	2	,	,	PUNCT
futech-646	265	3	no	no	INTJ
futech-646	265	4	.	.	NOUN
futech-646	265	5	5	5	NUM
futech-646	265	6	,	,	PUNCT
futech-646	265	7	pp	pp	ADJ
futech-646	265	8	.	.	PUNCT
futech-646	266	1	520	520	NUM
futech-646	266	2	-	-	SYM
futech-646	266	3	520	520	NUM
futech-646	266	4	,	,	PUNCT
futech-646	266	5	2016	2016	NUM
futech-646	266	6	.	.	PUNCT
futech-646	267	1	[	[	X
futech-646	267	2	17	17	NUM
futech-646	267	3	]	]	X
futech-646	267	4	f.	f.	PROPN
futech-646	267	5	dentali	dentali	PROPN
futech-646	267	6	et	et	PROPN
futech-646	267	7	al	al	PROPN
futech-646	267	8	.	.	PROPN
futech-646	267	9	,	,	PUNCT
futech-646	267	10	"	"	PUNCT
futech-646	267	11	clinical	clinical	ADJ
futech-646	267	12	course	course	NOUN
futech-646	267	13	of	of	ADP
futech-646	267	14	isolated	isolated	ADJ
futech-646	267	15	distal	distal	ADJ
futech-646	267	16	deep	deep	ADJ
futech-646	267	17	vein	vein	ADJ
futech-646	267	18	thrombosis	thrombosis	NOUN
futech-646	267	19	in	in	ADP
futech-646	267	20	patients	patient	NOUN
futech-646	267	21	with	with	ADP
futech-646	267	22	active	active	ADJ
futech-646	267	23	cancer	cancer	NOUN
futech-646	267	24	:	:	PUNCT
futech-646	267	25	a	a	DET
futech-646	267	26	multicenter	multicenter	ADJ
futech-646	267	27	cohort	cohort	NOUN
futech-646	267	28	study	study	NOUN
futech-646	267	29	,	,	PUNCT
futech-646	267	30	"	"	PUNCT
futech-646	267	31	journal	journal	NOUN
futech-646	267	32	of	of	ADP
futech-646	267	33	thrombosis	thrombosis	NOUN
futech-646	267	34	and	and	CCONJ
futech-646	267	35	haemostasis	haemostasis	NOUN
futech-646	267	36	,	,	PUNCT
futech-646	267	37	vol	vol	NOUN
futech-646	267	38	.	.	PROPN
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futech-646	267	40	,	,	PUNCT
futech-646	267	41	no	no	INTJ
futech-646	267	42	.	.	NOUN
futech-646	267	43	9	9	NUM
futech-646	267	44	,	,	PUNCT
futech-646	267	45	pp	pp	ADJ
futech-646	267	46	.	.	PUNCT
futech-646	267	47	1757	1757	NUM
futech-646	267	48	-	-	SYM
futech-646	267	49	1763	1763	NUM
futech-646	267	50	,	,	PUNCT
futech-646	267	51	2017	2017	NUM
futech-646	267	52	.	.	PUNCT
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futech-646	268	5	18	18	NUM
futech-646	268	6	]	]	X
futech-646	268	7	p.	p.	PROPN
futech-646	268	8	c.	c.	PROPN
futech-646	268	9	kruger	kruger	PROPN
futech-646	268	10	,	,	PUNCT
futech-646	268	11	j.	j.	PROPN
futech-646	268	12	w.	w.	PROPN
futech-646	268	13	eikelboom	eikelboom	PROPN
futech-646	268	14	,	,	PUNCT
futech-646	268	15	j.	j.	PROPN
futech-646	268	16	d.	d.	PROPN
futech-646	268	17	douketis	douketis	PROPN
futech-646	268	18	,	,	PUNCT
futech-646	268	19	and	and	CCONJ
futech-646	268	20	g.	g.	PROPN
futech-646	268	21	j.	j.	PROPN
futech-646	268	22	hankey	hankey	PROPN
futech-646	268	23	,	,	PUNCT
futech-646	268	24	"	"	PUNCT
futech-646	268	25	deep	deep	ADJ
futech-646	268	26	vein	vein	ADJ
futech-646	268	27	thrombosis	thrombosis	NOUN
futech-646	268	28	:	:	PUNCT
futech-646	268	29	update	update	NOUN
futech-646	268	30	on	on	ADP
futech-646	268	31	diagnosis	diagnosis	NOUN
futech-646	268	32	and	and	CCONJ
futech-646	268	33	management	management	NOUN
futech-646	268	34	,	,	PUNCT
futech-646	268	35	"	"	PUNCT
futech-646	268	36	medical	medical	ADJ
futech-646	268	37	journal	journal	NOUN
futech-646	268	38	of	of	ADP
futech-646	268	39	australia	australia	PROPN
futech-646	268	40	,	,	PUNCT
futech-646	268	41	vol	vol	NOUN
futech-646	268	42	.	.	PROPN
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futech-646	268	44	,	,	PUNCT
futech-646	268	45	no	no	INTJ
futech-646	268	46	.	.	NOUN
futech-646	268	47	11	11	NUM
futech-646	268	48	,	,	PUNCT
futech-646	268	49	pp	pp	ADJ
futech-646	268	50	.	.	PUNCT
futech-646	269	1	516	516	NUM
futech-646	269	2	-	-	SYM
futech-646	269	3	524	524	NUM
futech-646	269	4	,	,	PUNCT
futech-646	269	5	2019	2019	NUM
futech-646	269	6	.	.	PUNCT
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futech-646	270	2	/	/	SYM
futech-646	270	3	mja2.50201	mja2.50201	NOUN
futech-646	270	4	[	[	X
futech-646	270	5	19	19	NUM
futech-646	270	6	]	]	X
futech-646	270	7	f.	f.	PROPN
futech-646	270	8	xing	xing	PROPN
futech-646	270	9	,	,	PUNCT
futech-646	270	10	l.	l.	PROPN
futech-646	270	11	li	li	PROPN
futech-646	270	12	,	,	PUNCT
futech-646	270	13	y.	y.	PROPN
futech-646	270	14	long	long	PROPN
futech-646	270	15	,	,	PUNCT
futech-646	270	16	and	and	CCONJ
futech-646	270	17	z.	z.	PROPN
futech-646	270	18	xiang	xiang	PROPN
futech-646	270	19	,	,	PUNCT
futech-646	270	20	"	"	PUNCT
futech-646	270	21	admission	admission	NOUN
futech-646	270	22	prevalence	prevalence	NOUN
futech-646	270	23	of	of	ADP
futech-646	270	24	deep	deep	ADJ
futech-646	270	25	vein	vein	ADJ
futech-646	270	26	thrombosis	thrombosis	NOUN
futech-646	270	27	in	in	ADP
futech-646	270	28	elderly	elderly	ADJ
futech-646	270	29	chinese	chinese	ADJ
futech-646	270	30	patients	patient	NOUN
futech-646	270	31	with	with	ADP
futech-646	270	32	hip	hip	NOUN
futech-646	270	33	fracture	fracture	NOUN
futech-646	270	34	and	and	CCONJ
futech-646	270	35	a	a	DET
futech-646	270	36	new	new	ADJ
futech-646	270	37	predictor	predictor	NOUN
futech-646	270	38	based	base	VERB
futech-646	270	39	on	on	ADP
futech-646	270	40	risk	risk	NOUN
futech-646	270	41	factors	factor	NOUN
futech-646	270	42	for	for	ADP
futech-646	270	43	thrombosis	thrombosis	NOUN
futech-646	270	44	screening	screening	NOUN
futech-646	270	45	,	,	PUNCT
futech-646	270	46	"	"	PUNCT
futech-646	270	47	bmc	bmc	ADJ
futech-646	270	48	musculoskeletal	musculoskeletal	ADJ
futech-646	270	49	disorders	disorder	NOUN
futech-646	270	50	,	,	PUNCT
futech-646	270	51	vol	vol	NOUN
futech-646	270	52	.	.	PROPN
futech-646	270	53	19	19	NUM
futech-646	270	54	,	,	PUNCT
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futech-646	270	56	.	.	NOUN
futech-646	270	57	1	1	NUM
futech-646	270	58	,	,	PUNCT
futech-646	270	59	p.	p.	NOUN
futech-646	270	60	444	444	NUM
futech-646	270	61	,	,	PUNCT
futech-646	270	62	2018	2018	NUM
futech-646	270	63	.	.	PUNCT
futech-646	271	1	doi:10.1186	doi:10.1186	NOUN
futech-646	271	2	/	/	SYM
futech-646	271	3	s12891	s12891	NUM
futech-646	271	4	-	-	PUNCT
futech-646	271	5	018	018	NUM
futech-646	271	6	-	-	PUNCT
futech-646	271	7	2371	2371	NUM
futech-646	271	8	-	-	SYM
futech-646	271	9	5	5	NUM
futech-646	271	10	[	[	SYM
futech-646	271	11	20	20	NUM
futech-646	271	12	]	]	PUNCT
futech-646	271	13	w.	w.	PROPN
futech-646	271	14	li	li	PROPN
futech-646	271	15	,	,	PUNCT
futech-646	271	16	z.	z.	PROPN
futech-646	271	17	chuanlin	chuanlin	PROPN
futech-646	271	18	,	,	PUNCT
futech-646	271	19	m.	m.	NOUN
futech-646	271	20	shaoyu	shaoyu	PROPN
futech-646	271	21	,	,	PUNCT
futech-646	271	22	c.	c.	PROPN
futech-646	271	23	h.	h.	PROPN
futech-646	271	24	yeh	yeh	PROPN
futech-646	271	25	,	,	PUNCT
futech-646	271	26	c.	c.	PROPN
futech-646	271	27	liqun	liqun	PROPN
futech-646	271	28	,	,	PUNCT
futech-646	271	29	and	and	CCONJ
futech-646	271	30	z.	z.	PROPN
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futech-646	271	32	,	,	PUNCT
futech-646	271	33	"	"	PUNCT
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futech-646	271	35	-	-	PUNCT
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futech-646	271	38	for	for	ADP
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futech-646	271	40	with	with	ADP
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futech-646	271	47	:	:	PUNCT
futech-646	271	48	a	a	DET
futech-646	271	49	meta	meta	ADJ
futech-646	271	50	-	-	PUNCT
futech-646	271	51	analysis	analysis	NOUN
futech-646	271	52	,	,	PUNCT
futech-646	271	53	"	"	PUNCT
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futech-646	271	55	latino	latino	NOUN
futech-646	271	56	-	-	PUNCT
futech-646	271	57	americana	americana	PROPN
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futech-646	271	67	,	,	PUNCT
futech-646	271	68	2018	2018	NUM
futech-646	271	69	.	.	PUNCT
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futech-646	272	2	-	-	PUNCT
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futech-646	273	1	s.	s.	PROPN
futech-646	273	2	z.	z.	PROPN
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futech-646	273	4	,	,	PUNCT
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futech-646	273	8	,	,	PUNCT
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futech-646	273	13	d.	d.	PROPN
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futech-646	273	17	and	and	CCONJ
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futech-646	273	30	:	:	PUNCT
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futech-646	273	32	update	update	NOUN
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futech-646	273	47	.	.	PUNCT
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futech-646	274	2	-	-	SYM
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futech-646	276	35	of	of	ADP
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futech-646	276	44	,	,	PUNCT
futech-646	276	45	p.	p.	NOUN
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futech-646	276	47	,	,	PUNCT
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futech-646	276	49	.	.	PUNCT
futech-646	277	1	doi:10.12659	doi:10.12659	PROPN
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futech-646	278	21	:	:	PUNCT
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futech-646	278	24	of	of	ADP
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futech-646	278	29	(	(	PUNCT
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futech-646	278	36	with	with	ADP
futech-646	278	37	a	a	DET
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futech-646	278	45	"	"	PUNCT
futech-646	278	46	journal	journal	NOUN
futech-646	278	47	of	of	ADP
futech-646	278	48	vascular	vascular	ADJ
futech-646	278	49	and	and	CCONJ
futech-646	278	50	interventional	interventional	ADJ
futech-646	278	51	radiology	radiology	NOUN
futech-646	278	52	,	,	PUNCT
futech-646	278	53	vol	vol	NOUN
futech-646	278	54	.	.	PROPN
futech-646	278	55	26	26	NUM
futech-646	278	56	,	,	PUNCT
futech-646	278	57	no	no	INTJ
futech-646	278	58	.	.	NOUN
futech-646	278	59	6	6	NUM
futech-646	278	60	,	,	PUNCT
futech-646	278	61	pp	pp	ADJ
futech-646	278	62	.	.	PUNCT
futech-646	279	1	777	777	NUM
futech-646	279	2	-	-	SYM
futech-646	279	3	785	785	NUM
futech-646	279	4	,	,	PUNCT
futech-646	279	5	2015	2015	NUM
futech-646	279	6	.	.	PUNCT
futech-646	280	1	doi:10.1016	doi:10.1016	PROPN
futech-646	280	2	/	/	SYM
futech-646	280	3	j.jvir.2015.01.036	j.jvir.2015.01.036	PROPN
futech-646	281	1	[	[	X
futech-646	281	2	24	24	NUM
futech-646	281	3	]	]	X
futech-646	281	4	h.	h.	PROPN
futech-646	281	5	i̇ner	i̇ner	PROPN
futech-646	281	6	,	,	PUNCT
futech-646	281	7	"	"	PUNCT
futech-646	281	8	the	the	DET
futech-646	281	9	treatment	treatment	NOUN
futech-646	281	10	indication	indication	NOUN
futech-646	281	11	affects	affect	VERB
futech-646	281	12	the	the	DET
futech-646	281	13	time	time	NOUN
futech-646	281	14	in	in	ADP
futech-646	281	15	therapeutic	therapeutic	ADJ
futech-646	281	16	range	range	NOUN
futech-646	281	17	,	,	PUNCT
futech-646	281	18	"	"	PUNCT
futech-646	281	19	cardiovascular	cardiovascular	ADJ
futech-646	281	20	surgery	surgery	NOUN
futech-646	281	21	and	and	CCONJ
futech-646	281	22	interventions	intervention	NOUN
futech-646	281	23	,	,	PUNCT
futech-646	281	24	vol	vol	NOUN
futech-646	281	25	.	.	PROPN
futech-646	282	1	9	9	NUM
futech-646	282	2	,	,	PUNCT
futech-646	282	3	no	no	INTJ
futech-646	282	4	.	.	NOUN
futech-646	282	5	3	3	NUM
futech-646	282	6	,	,	PUNCT
futech-646	282	7	pp	pp	ADJ
futech-646	282	8	.	.	PUNCT
futech-646	283	1	147	147	NUM
futech-646	283	2	-	-	SYM
futech-646	283	3	151	151	NUM
futech-646	283	4	,	,	PUNCT
futech-646	283	5	2022	2022	NUM
futech-646	283	6	.	.	PUNCT
futech-646	284	1	doi:10.5606	doi:10.5606	PROPN
futech-646	284	2	/	/	SYM
futech-646	284	3	e	e	NOUN
futech-646	284	4	-	-	NOUN
futech-646	284	5	cvsi.2022.1392	cvsi.2022.1392	NOUN
futech-646	284	6	[	[	X
futech-646	284	7	25	25	NUM
futech-646	284	8	]	]	PUNCT
futech-646	284	9	j.	j.	PROPN
futech-646	284	10	a.	a.	PROPN
futech-646	284	11	kline	kline	PROPN
futech-646	284	12	,	,	PUNCT
futech-646	284	13	z.	z.	PROPN
futech-646	284	14	p.	p.	PROPN
futech-646	284	15	kahler	kahler	PROPN
futech-646	284	16	,	,	PUNCT
futech-646	284	17	and	and	CCONJ
futech-646	284	18	d.	d.	PROPN
futech-646	284	19	m.	m.	PROPN
futech-646	284	20	beam	beam	PROPN
futech-646	284	21	,	,	PUNCT
futech-646	284	22	"	"	PUNCT
futech-646	284	23	outpatient	outpatient	NOUN
futech-646	284	24	treatment	treatment	NOUN
futech-646	284	25	of	of	ADP
futech-646	284	26	low	low	ADJ
futech-646	284	27	-	-	PUNCT
futech-646	284	28	risk	risk	NOUN
futech-646	284	29	venous	venous	ADJ
futech-646	284	30	thromboembolism	thromboembolism	NOUN
futech-646	284	31	with	with	ADP
futech-646	284	32	monotherapy	monotherapy	NOUN
futech-646	284	33	oral	oral	ADJ
futech-646	284	34	anticoagulation	anticoagulation	NOUN
futech-646	284	35	:	:	PUNCT
futech-646	284	36	patient	patient	ADJ
futech-646	284	37	quality	quality	NOUN
futech-646	284	38	of	of	ADP
futech-646	284	39	life	life	NOUN
futech-646	284	40	outcomes	outcome	NOUN
futech-646	284	41	and	and	CCONJ
futech-646	284	42	clinician	clinician	NOUN
futech-646	284	43	acceptance	acceptance	NOUN
futech-646	284	44	,	,	PUNCT
futech-646	284	45	"	"	PUNCT
futech-646	284	46	patient	patient	ADJ
futech-646	284	47	preference	preference	NOUN
futech-646	284	48	and	and	CCONJ
futech-646	284	49	adherence	adherence	NOUN
futech-646	284	50	,	,	PUNCT
futech-646	284	51	pp	pp	ADJ
futech-646	284	52	.	.	PUNCT
futech-646	285	1	561	561	NUM
futech-646	285	2	-	-	SYM
futech-646	285	3	569	569	NUM
futech-646	285	4	,	,	PUNCT
futech-646	285	5	2016	2016	NUM
futech-646	285	6	.	.	PUNCT
futech-646	286	1	doi:10.2147	doi:10.2147	NOUN
futech-646	286	2	/	/	SYM
futech-646	286	3	ppa.s104446	ppa.s104446	NOUN
futech-646	286	4	[	[	X
futech-646	286	5	26	26	NUM
futech-646	286	6	]	]	PUNCT
futech-646	286	7	a.	a.	NOUN
futech-646	286	8	abdel	abdel	PROPN
futech-646	286	9	-	-	PUNCT
futech-646	286	10	hafez	hafez	PROPN
futech-646	286	11	et	et	PROPN
futech-646	286	12	al	al	PROPN
futech-646	286	13	.	.	PROPN
futech-646	286	14	,	,	PUNCT
futech-646	286	15	"	"	PUNCT
futech-646	286	16	predicting	predict	VERB
futech-646	286	17	therapeutic	therapeutic	ADJ
futech-646	286	18	response	response	NOUN
futech-646	286	19	to	to	ADP
futech-646	286	20	unfractionated	unfractionate	VERB
futech-646	286	21	heparin	heparin	ADJ
futech-646	286	22	therapy	therapy	NOUN
futech-646	286	23	:	:	PUNCT
futech-646	286	24	machine	machine	NOUN
futech-646	286	25	learning	learning	NOUN
futech-646	286	26	approach	approach	NOUN
futech-646	286	27	,	,	PUNCT
futech-646	286	28	"	"	PUNCT
futech-646	286	29	interactive	interactive	ADJ
futech-646	286	30	journal	journal	NOUN
futech-646	286	31	of	of	ADP
futech-646	286	32	medical	medical	ADJ
futech-646	286	33	research	research	NOUN
futech-646	286	34	,	,	PUNCT
futech-646	286	35	vol	vol	NOUN
futech-646	286	36	.	.	PROPN
futech-646	287	1	11	11	NUM
futech-646	287	2	,	,	PUNCT
futech-646	287	3	no	no	INTJ
futech-646	287	4	.	.	NOUN
futech-646	287	5	2	2	NUM
futech-646	287	6	,	,	PUNCT
futech-646	287	7	p.	p.	NOUN
futech-646	287	8	e34533	e34533	NOUN
futech-646	287	9	,	,	PUNCT
futech-646	287	10	2022	2022	NUM
futech-646	287	11	.	.	PUNCT
futech-646	288	1	doi:10.2196/34533	doi:10.2196/34533	ADJ
futech-646	288	2	[	[	X
futech-646	288	3	27	27	NUM
futech-646	288	4	]	]	PUNCT
futech-646	288	5	a.	a.	NOUN
futech-646	288	6	shaikh	shaikh	PROPN
futech-646	288	7	et	et	PROPN
futech-646	288	8	al	al	PROPN
futech-646	288	9	.	.	PROPN
futech-646	288	10	,	,	PUNCT
futech-646	288	11	"	"	PUNCT
futech-646	288	12	six	six	NUM
futech-646	288	13	-	-	PUNCT
futech-646	288	14	month	month	NOUN
futech-646	288	15	outcomes	outcome	NOUN
futech-646	288	16	of	of	ADP
futech-646	288	17	mechanical	mechanical	ADJ
futech-646	288	18	thrombectomy	thrombectomy	NOUN
futech-646	288	19	for	for	ADP
futech-646	288	20	treating	treat	VERB
futech-646	288	21	deep	deep	ADJ
futech-646	288	22	vein	vein	ADJ
futech-646	288	23	thrombosis	thrombosis	NOUN
futech-646	288	24	:	:	PUNCT
futech-646	288	25	analysis	analysis	NOUN
futech-646	288	26	from	from	ADP
futech-646	288	27	the	the	DET
futech-646	288	28	500	500	NUM
futech-646	288	29	-	-	PUNCT
futech-646	288	30	patient	patient	NOUN
futech-646	288	31	clout	clout	NOUN
futech-646	288	32	registry	registry	NOUN
futech-646	288	33	,	,	PUNCT
futech-646	288	34	"	"	PUNCT
futech-646	288	35	cardiovascular	cardiovascular	ADJ
futech-646	288	36	and	and	CCONJ
futech-646	288	37	interventional	interventional	ADJ
futech-646	288	38	radiology	radiology	NOUN
futech-646	288	39	,	,	PUNCT
futech-646	288	40	vol	vol	NOUN
futech-646	288	41	.	.	PROPN
futech-646	288	42	46	46	NUM
futech-646	288	43	,	,	PUNCT
futech-646	288	44	no	no	INTJ
futech-646	288	45	.	.	NOUN
futech-646	288	46	11	11	NUM
futech-646	288	47	,	,	PUNCT
futech-646	288	48	pp	pp	ADJ
futech-646	288	49	.	.	PUNCT
futech-646	289	1	1571	1571	NUM
futech-646	289	2	-	-	SYM
futech-646	289	3	1580	1580	NUM
futech-646	289	4	,	,	PUNCT
futech-646	289	5	2023	2023	NUM
futech-646	289	6	.	.	PUNCT
futech-646	290	1	doi:10.1007	doi:10.1007	VERB
futech-646	290	2	/	/	SYM
futech-646	290	3	s00270023	s00270023	PROPN
futech-646	290	4	-	-	PUNCT
futech-646	290	5	03509	03509	NUM
futech-646	290	6	-	-	SYM
futech-646	290	7	8	8	NUM
futech-646	291	1	[	[	SYM
futech-646	291	2	28	28	NUM
futech-646	291	3	]	]	PUNCT
futech-646	291	4	m.	m.	NOUN
futech-646	291	5	yao	yao	PROPN
futech-646	291	6	et	et	PROPN
futech-646	291	7	al	al	PROPN
futech-646	291	8	.	.	PROPN
futech-646	291	9	,	,	PUNCT
futech-646	291	10	"	"	PUNCT
futech-646	291	11	neutrophil	neutrophil	ADJ
futech-646	291	12	extracellular	extracellular	ADJ
futech-646	291	13	traps	trap	NOUN
futech-646	291	14	mediate	mediate	VERB
futech-646	291	15	deep	deep	ADJ
futech-646	291	16	vein	vein	ADJ
futech-646	291	17	thrombosis	thrombosis	NOUN
futech-646	291	18	:	:	PUNCT
futech-646	291	19	from	from	ADP
futech-646	291	20	mechanism	mechanism	NOUN
futech-646	291	21	to	to	ADP
futech-646	291	22	therapy	therapy	NOUN
futech-646	291	23	,	,	PUNCT
futech-646	291	24	"	"	PUNCT
futech-646	291	25	frontiers	frontier	NOUN
futech-646	291	26	in	in	ADP
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futech-646	291	28	,	,	PUNCT
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futech-646	291	30	.	.	PROPN
futech-646	291	31	14	14	NUM
futech-646	291	32	,	,	PUNCT
futech-646	291	33	p.	p.	NOUN
futech-646	291	34	1198952	1198952	NUM
futech-646	291	35	,	,	PUNCT
futech-646	291	36	2023	2023	NUM
futech-646	291	37	.	.	PUNCT
futech-646	292	1	doi:10.3389	doi:10.3389	NOUN
futech-646	292	2	/	/	SYM
futech-646	292	3	fimmu.2023.1198952	fimmu.2023.1198952	NOUN
futech-646	292	4	[	[	X
futech-646	292	5	29	29	NUM
futech-646	292	6	]	]	X
futech-646	292	7	j.	j.	PROPN
futech-646	292	8	ding	ding	PROPN
futech-646	292	9	,	,	PUNCT
futech-646	292	10	x.	x.	PROPN
futech-646	292	11	yue	yue	PROPN
futech-646	292	12	,	,	PUNCT
futech-646	292	13	x.	x.	PROPN
futech-646	292	14	tian	tian	PROPN
futech-646	292	15	,	,	PUNCT
futech-646	292	16	z.	z.	PROPN
futech-646	292	17	liao	liao	PROPN
futech-646	292	18	,	,	PUNCT
futech-646	292	19	r.	r.	PROPN
futech-646	292	20	meng	meng	PROPN
futech-646	292	21	,	,	PUNCT
futech-646	292	22	and	and	CCONJ
futech-646	292	23	m.	m.	PROPN
futech-646	292	24	zou	zou	PROPN
futech-646	292	25	,	,	PUNCT
futech-646	292	26	"	"	PUNCT
futech-646	292	27	association	association	NOUN
futech-646	292	28	between	between	ADP
futech-646	292	29	inflammatory	inflammatory	ADJ
futech-646	292	30	biomarkers	biomarker	NOUN
futech-646	292	31	and	and	CCONJ
futech-646	292	32	venous	venous	ADJ
futech-646	292	33	thromboembolism	thromboembolism	NOUN
futech-646	292	34	:	:	PUNCT
futech-646	292	35	a	a	DET
futech-646	292	36	systematic	systematic	ADJ
futech-646	292	37	review	review	NOUN
futech-646	292	38	and	and	CCONJ
futech-646	292	39	meta	meta	ADJ
futech-646	292	40	-	-	PUNCT
futech-646	292	41	analysis	analysis	NOUN
futech-646	292	42	,	,	PUNCT
futech-646	292	43	"	"	PUNCT
futech-646	292	44	thrombosis	thrombosis	NOUN
futech-646	292	45	journal	journal	NOUN
futech-646	292	46	,	,	PUNCT
futech-646	292	47	vol	vol	NOUN
futech-646	292	48	.	.	PROPN
futech-646	292	49	21	21	NUM
futech-646	292	50	,	,	PUNCT
futech-646	292	51	no	no	INTJ
futech-646	292	52	.	.	NOUN
futech-646	292	53	1	1	NUM
futech-646	292	54	,	,	PUNCT
futech-646	292	55	p.	p.	NOUN
futech-646	292	56	82	82	NUM
futech-646	292	57	,	,	PUNCT
futech-646	292	58	2023	2023	NUM
futech-646	292	59	.	.	PUNCT
futech-646	293	1	doi:10.1186	doi:10.1186	PROPN
futech-646	293	2	/	/	SYM
futech-646	293	3	s12959	s12959	NOUN
futech-646	293	4	-	-	PUNCT
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futech-646	293	6	-	-	PUNCT
futech-646	293	7	00526	00526	NUM
futech-646	293	8	-	-	PUNCT
futech-646	293	9	y	y	NOUN
futech-646	293	10	[	[	X
futech-646	293	11	30	30	NUM
futech-646	293	12	]	]	X
futech-646	293	13	n.	n.	NOUN
futech-646	293	14	marlow	marlow	PROPN
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futech-646	293	16	m.	m.	PROPN
futech-646	293	17	eckert	eckert	PROPN
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futech-646	293	19	g.	g.	PROPN
futech-646	293	20	sharplin	sharplin	PROPN
futech-646	293	21	,	,	PUNCT
futech-646	293	22	i.	i.	PROPN
futech-646	293	23	gwilt	gwilt	PROPN
futech-646	293	24	,	,	PUNCT
futech-646	293	25	and	and	CCONJ
futech-646	293	26	k.	k.	PROPN
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futech-646	293	28	-	-	PUNCT
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futech-646	293	30	,	,	PUNCT
futech-646	293	31	"	"	PUNCT
futech-646	293	32	graphical	graphical	ADJ
futech-646	293	33	user	user	NOUN
futech-646	293	34	interface	interface	NOUN
futech-646	293	35	development	development	NOUN
futech-646	293	36	for	for	ADP
futech-646	293	37	a	a	DET
futech-646	293	38	hospital	hospital	NOUN
futech-646	293	39	-	-	PUNCT
futech-646	293	40	based	base	VERB
futech-646	293	41	predictive	predictive	ADJ
futech-646	293	42	risk	risk	NOUN
futech-646	293	43	tool	tool	NOUN
futech-646	293	44	:	:	PUNCT
futech-646	293	45	protocol	protocol	NOUN
futech-646	293	46	for	for	ADP
futech-646	293	47	a	a	DET
futech-646	293	48	co	co	ADJ
futech-646	293	49	-	-	ADJ
futech-646	293	50	design	design	ADJ
futech-646	293	51	study	study	NOUN
futech-646	293	52	,	,	PUNCT
futech-646	293	53	"	"	PUNCT
futech-646	293	54	jmir	jmir	PROPN
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futech-646	293	56	protocols	protocol	NOUN
futech-646	293	57	,	,	PUNCT
futech-646	293	58	vol	vol	NOUN
futech-646	293	59	.	.	PROPN
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futech-646	293	61	,	,	PUNCT
futech-646	293	62	no	no	INTJ
futech-646	293	63	.	.	NOUN
futech-646	293	64	1	1	NUM
futech-646	293	65	,	,	PUNCT
futech-646	293	66	p.	p.	NOUN
futech-646	293	67	e47717	e47717	PROPN
futech-646	293	68	,	,	PUNCT
futech-646	293	69	2023	2023	NUM
futech-646	293	70	.	.	PUNCT
futech-646	293	71	doi:10.2196/47717	doi:10.2196/47717	PUNCT
futech-646	294	1	[	[	X
futech-646	294	2	31	31	NUM
futech-646	294	3	]	]	PUNCT
futech-646	294	4	s.	s.	PROPN
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futech-646	294	7	al	al	PROPN
futech-646	294	8	.	.	PROPN
futech-646	294	9	,	,	PUNCT
futech-646	294	10	"	"	PUNCT
futech-646	294	11	unraveling	unravel	VERB
futech-646	294	12	the	the	DET
futech-646	294	13	role	role	NOUN
futech-646	294	14	of	of	ADP
futech-646	294	15	cloud	cloud	NOUN
futech-646	294	16	computing	computing	NOUN
futech-646	294	17	in	in	ADP
futech-646	294	18	health	health	NOUN
futech-646	294	19	care	care	NOUN
futech-646	294	20	system	system	NOUN
futech-646	294	21	and	and	CCONJ
futech-646	294	22	biomedical	biomedical	ADJ
futech-646	294	23	sciences	science	NOUN
futech-646	294	24	,	,	PUNCT
futech-646	294	25	"	"	PUNCT
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futech-646	294	35	,	,	PUNCT
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futech-646	296	3	]	]	PUNCT
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futech-646	296	39	"	"	PUNCT
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futech-646	297	2	and	and	CCONJ
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futech-646	299	17	,	,	PUNCT
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futech-646	299	22	.	.	PUNCT
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futech-646	301	5	d.	d.	PROPN
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futech-646	301	17	intelligence	intelligence	NOUN
futech-646	301	18	in	in	ADP
futech-646	301	19	healthcare	healthcare	PROPN
futech-646	301	20	:	:	PUNCT
futech-646	301	21	concepts	concept	NOUN
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futech-646	304	30	vol	vol	NOUN
futech-646	304	31	.	.	PROPN
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futech-646	304	40	,	,	PUNCT
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futech-646	304	42	.	.	PUNCT
futech-646	305	1	doi:10.1038	doi:10.1038	NOUN
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futech-646	305	30	support	support	NOUN
futech-646	305	31	systems	system	NOUN
futech-646	305	32	driven	drive	VERB
futech-646	305	33	by	by	ADP
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futech-646	305	36	:	:	PUNCT
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futech-646	305	38	-	-	PUNCT
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futech-646	305	40	,	,	PUNCT
futech-646	305	41	"	"	PUNCT
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futech-646	305	43	,	,	PUNCT
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futech-646	305	45	.	.	PROPN
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futech-646	305	47	,	,	PUNCT
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futech-646	305	49	.	.	PUNCT
futech-646	306	1	doi:10.1038	doi:10.1038	NOUN
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futech-646	306	4	-	-	PUNCT
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futech-646	306	6	-	-	PUNCT
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futech-646	306	8	-	-	SYM
futech-646	306	9	9	9	NUM
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futech-646	306	11	article	article	NOUN
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futech-646	306	13	an	an	DET
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futech-646	306	28	attribution	attribution	NOUN
futech-646	306	29	(	(	PUNCT
futech-646	306	30	cc	cc	NOUN
futech-646	306	31	by	by	ADP
futech-646	306	32	)	)	PUNCT
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futech-646	306	34	(	(	PUNCT
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futech-646	306	36	)	)	PUNCT
futech-646	306	37	.	.	PUNCT
futech-646	307	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN