id	sid	tid	token	lemma	pos
fusus-147	1	1	mfb	mfb	PROPN
fusus-147	1	2	.	.	PROPN
fusus-147	1	3	noor	noor	PROPN
fusus-147	1	4	et	et	PROPN
fusus-147	1	5	al	al	PROPN
fusus-147	1	6	.	.	PROPN
fusus-147	1	7	/future	/future	PROPN
fusus-147	2	1	sustainability	sustainability	PROPN
fusus-147	2	2	february	february	PROPN
fusus-147	2	3	2024|	2024|	PROPN
fusus-147	2	4	volume	volume	NOUN
fusus-147	2	5	02	02	NUM
fusus-147	3	1	|	|	NOUN
fusus-147	3	2	issue	issue	NOUN
fusus-147	3	3	01	01	NUM
fusus-147	4	1	|	|	ADV
fusus-147	4	2	pages	page	VERB
fusus-147	4	3	47	47	NUM
fusus-147	4	4	-	-	SYM
fusus-147	4	5	58	58	NUM
fusus-147	4	6	47	47	NUM
fusus-147	4	7	article	article	NOUN
fusus-147	4	8	machine	machine	NOUN
fusus-147	4	9	learning	learning	NOUN
fusus-147	4	10	in	in	ADP
fusus-147	4	11	high	high	ADJ
fusus-147	4	12	-	-	PUNCT
fusus-147	4	13	entropy	entropy	NOUN
fusus-147	4	14	alloys	alloy	NOUN
fusus-147	4	15	:	:	PUNCT
fusus-147	4	16	phase	phase	NOUN
fusus-147	4	17	formation	formation	NOUN
fusus-147	4	18	predictions	prediction	NOUN
fusus-147	4	19	with	with	ADP
fusus-147	4	20	artificial	artificial	ADJ
fusus-147	4	21	neural	neural	ADJ
fusus-147	4	22	networks	network	NOUN
fusus-147	4	23	md	md	PROPN
fusus-147	4	24	fahel	fahel	PROPN
fusus-147	4	25	bin	bin	PROPN
fusus-147	4	26	noor	noor	PROPN
fusus-147	4	27	*	*	PROPN
fusus-147	4	28	,	,	PUNCT
fusus-147	4	29	nusrat	nusrat	PROPN
fusus-147	4	30	yasmin	yasmin	PROPN
fusus-147	4	31	,	,	PUNCT
fusus-147	4	32	tiglet	tiglet	ADP
fusus-147	4	33	besara	besara	PROPN
fusus-147	4	34	department	department	PROPN
fusus-147	4	35	of	of	ADP
fusus-147	4	36	physics	physics	PROPN
fusus-147	4	37	,	,	PUNCT
fusus-147	4	38	astronomy	astronomy	NOUN
fusus-147	4	39	and	and	CCONJ
fusus-147	4	40	materials	material	NOUN
fusus-147	4	41	science	science	NOUN
fusus-147	4	42	,	,	PUNCT
fusus-147	4	43	missouri	missouri	PROPN
fusus-147	4	44	state	state	PROPN
fusus-147	4	45	university	university	PROPN
fusus-147	4	46	,	,	PUNCT
fusus-147	4	47	usa	usa	PROPN
fusus-147	4	48	a	a	DET
fusus-147	4	49	r	r	NOUN
fusus-147	4	50	t	t	NOUN
fusus-147	5	1	i	i	PRON
fusus-147	5	2	c	c	NOUN
fusus-147	5	3	l	l	NOUN
fusus-147	5	4	e	e	NOUN
fusus-147	6	1	i	i	PRON
fusus-147	6	2	n	n	VERB
fusus-147	6	3	f	f	NOUN
fusus-147	6	4	o	o	NOUN
fusus-147	6	5	article	article	NOUN
fusus-147	6	6	history	history	NOUN
fusus-147	6	7	:	:	PUNCT
fusus-147	6	8	received	receive	VERB
fusus-147	6	9	01	01	NUM
fusus-147	6	10	november	november	PROPN
fusus-147	6	11	2023	2023	NUM
fusus-147	6	12	received	receive	VERB
fusus-147	6	13	in	in	ADP
fusus-147	6	14	revised	revise	VERB
fusus-147	6	15	form	form	NOUN
fusus-147	6	16	30	30	NUM
fusus-147	6	17	november	november	PROPN
fusus-147	6	18	2023	2023	NUM
fusus-147	6	19	accepted	accept	VERB
fusus-147	6	20	06	06	NUM
fusus-147	6	21	december	december	PROPN
fusus-147	6	22	2023	2023	NUM
fusus-147	6	23	keywords	keyword	NOUN
fusus-147	6	24	:	:	PUNCT
fusus-147	6	25	phase	phase	NOUN
fusus-147	6	26	formation	formation	NOUN
fusus-147	6	27	prediction	prediction	NOUN
fusus-147	6	28	,	,	PUNCT
fusus-147	6	29	high	high	ADJ
fusus-147	6	30	entropy	entropy	NOUN
fusus-147	6	31	alloys	alloy	NOUN
fusus-147	6	32	,	,	PUNCT
fusus-147	6	33	artificial	artificial	ADJ
fusus-147	6	34	neural	neural	ADJ
fusus-147	6	35	networks	network	NOUN
fusus-147	6	36	,	,	PUNCT
fusus-147	6	37	machine	machine	NOUN
fusus-147	6	38	learning	learning	NOUN
fusus-147	6	39	*	*	PUNCT
fusus-147	6	40	corresponding	correspond	VERB
fusus-147	6	41	author	author	NOUN
fusus-147	6	42	email	email	NOUN
fusus-147	6	43	address	address	NOUN
fusus-147	6	44	:	:	PUNCT
fusus-147	6	45	mdfahelbin1@missouristate.edu	mdfahelbin1@missouristate.edu	X
fusus-147	6	46	doi	doi	NOUN
fusus-147	6	47	:	:	PUNCT
fusus-147	6	48	10.55670	10.55670	NUM
fusus-147	6	49	/	/	SYM
fusus-147	6	50	fpll.fusus.2.1.5	fpll.fusus.2.1.5	NOUN
fusus-147	6	51	a	a	DET
fusus-147	6	52	b	b	PROPN
fusus-147	6	53	s	s	ADP
fusus-147	6	54	t	t	PROPN
fusus-147	6	55	r	r	NOUN
fusus-147	6	56	a	a	DET
fusus-147	6	57	c	c	NOUN
fusus-147	6	58	t	t	NOUN
fusus-147	6	59	due	due	ADP
fusus-147	6	60	to	to	ADP
fusus-147	6	61	their	their	PRON
fusus-147	6	62	complex	complex	ADJ
fusus-147	6	63	compositions	composition	NOUN
fusus-147	6	64	,	,	PUNCT
fusus-147	6	65	high	high	ADJ
fusus-147	6	66	entropy	entropy	NOUN
fusus-147	6	67	alloys	alloy	NOUN
fusus-147	6	68	(	(	PUNCT
fusus-147	6	69	heas	heas	X
fusus-147	6	70	)	)	PUNCT
fusus-147	6	71	offer	offer	VERB
fusus-147	6	72	a	a	DET
fusus-147	6	73	diverse	diverse	ADJ
fusus-147	6	74	range	range	NOUN
fusus-147	6	75	of	of	ADP
fusus-147	6	76	material	material	NOUN
fusus-147	6	77	properties	property	NOUN
fusus-147	6	78	,	,	PUNCT
fusus-147	6	79	making	make	VERB
fusus-147	6	80	them	they	PRON
fusus-147	6	81	highly	highly	ADV
fusus-147	6	82	adaptable	adaptable	ADJ
fusus-147	6	83	for	for	ADP
fusus-147	6	84	various	various	ADJ
fusus-147	6	85	applications	application	NOUN
fusus-147	6	86	,	,	PUNCT
fusus-147	6	87	including	include	VERB
fusus-147	6	88	those	those	PRON
fusus-147	6	89	crucial	crucial	ADJ
fusus-147	6	90	for	for	ADP
fusus-147	6	91	future	future	ADJ
fusus-147	6	92	sustainability	sustainability	NOUN
fusus-147	6	93	.	.	PUNCT
fusus-147	7	1	phase	phase	NOUN
fusus-147	7	2	engineering	engineering	NOUN
fusus-147	7	3	in	in	ADP
fusus-147	7	4	heas	heas	PROPN
fusus-147	7	5	presents	present	VERB
fusus-147	7	6	a	a	DET
fusus-147	7	7	unique	unique	ADJ
fusus-147	7	8	opportunity	opportunity	NOUN
fusus-147	7	9	to	to	PART
fusus-147	7	10	tailor	tailor	VERB
fusus-147	7	11	materials	material	NOUN
fusus-147	7	12	for	for	ADP
fusus-147	7	13	environmentally	environmentally	ADV
fusus-147	7	14	friendly	friendly	ADJ
fusus-147	7	15	technologies	technology	NOUN
fusus-147	7	16	and	and	CCONJ
fusus-147	7	17	energy	energy	NOUN
fusus-147	7	18	-	-	PUNCT
fusus-147	7	19	efficient	efficient	ADJ
fusus-147	7	20	solutions	solution	NOUN
fusus-147	7	21	.	.	PUNCT
fusus-147	8	1	however	however	ADV
fusus-147	8	2	,	,	PUNCT
fusus-147	8	3	the	the	DET
fusus-147	8	4	challenge	challenge	NOUN
fusus-147	8	5	of	of	ADP
fusus-147	8	6	predicting	predict	VERB
fusus-147	8	7	phase	phase	NOUN
fusus-147	8	8	selection	selection	NOUN
fusus-147	8	9	,	,	PUNCT
fusus-147	8	10	a	a	DET
fusus-147	8	11	key	key	ADJ
fusus-147	8	12	aspect	aspect	NOUN
fusus-147	8	13	in	in	ADP
fusus-147	8	14	harnessing	harness	VERB
fusus-147	8	15	the	the	DET
fusus-147	8	16	full	full	ADJ
fusus-147	8	17	potential	potential	NOUN
fusus-147	8	18	of	of	ADP
fusus-147	8	19	heas	heas	ADV
fusus-147	8	20	for	for	ADP
fusus-147	8	21	sustainable	sustainable	ADJ
fusus-147	8	22	applications	application	NOUN
fusus-147	8	23	,	,	PUNCT
fusus-147	8	24	is	be	AUX
fusus-147	8	25	compounded	compound	VERB
fusus-147	8	26	by	by	ADP
fusus-147	8	27	the	the	DET
fusus-147	8	28	limited	limited	ADJ
fusus-147	8	29	availability	availability	NOUN
fusus-147	8	30	of	of	ADP
fusus-147	8	31	hea	hea	PROPN
fusus-147	8	32	data	data	PROPN
fusus-147	8	33	.	.	PUNCT
fusus-147	9	1	this	this	DET
fusus-147	9	2	study	study	NOUN
fusus-147	9	3	presents	present	VERB
fusus-147	9	4	a	a	DET
fusus-147	9	5	distinctive	distinctive	ADJ
fusus-147	9	6	approach	approach	NOUN
fusus-147	9	7	by	by	ADP
fusus-147	9	8	using	use	VERB
fusus-147	9	9	a	a	DET
fusus-147	9	10	precisely	precisely	ADV
fusus-147	9	11	produced	produce	VERB
fusus-147	9	12	and	and	CCONJ
fusus-147	9	13	selected	select	VERB
fusus-147	9	14	dataset	dataset	NOUN
fusus-147	9	15	to	to	PART
fusus-147	9	16	train	train	VERB
fusus-147	9	17	an	an	DET
fusus-147	9	18	artificial	artificial	ADJ
fusus-147	9	19	neural	neural	ADJ
fusus-147	9	20	network	network	NOUN
fusus-147	9	21	(	(	PUNCT
fusus-147	9	22	ann	ann	PROPN
fusus-147	9	23	)	)	PUNCT
fusus-147	9	24	model	model	NOUN
fusus-147	9	25	.	.	PUNCT
fusus-147	10	1	this	this	DET
fusus-147	10	2	dataset	dataset	NOUN
fusus-147	10	3	,	,	PUNCT
fusus-147	10	4	unlike	unlike	ADP
fusus-147	10	5	prior	prior	ADJ
fusus-147	10	6	studies	study	NOUN
fusus-147	10	7	,	,	PUNCT
fusus-147	10	8	is	be	AUX
fusus-147	10	9	uniquely	uniquely	ADV
fusus-147	10	10	constructed	construct	VERB
fusus-147	10	11	to	to	PART
fusus-147	10	12	contain	contain	VERB
fusus-147	10	13	an	an	DET
fusus-147	10	14	equal	equal	ADJ
fusus-147	10	15	amount	amount	NOUN
fusus-147	10	16	of	of	ADP
fusus-147	10	17	training	training	NOUN
fusus-147	10	18	data	datum	NOUN
fusus-147	10	19	for	for	ADP
fusus-147	10	20	each	each	DET
fusus-147	10	21	phase	phase	NOUN
fusus-147	10	22	in	in	ADP
fusus-147	10	23	heas	hea	NOUN
fusus-147	10	24	,	,	PUNCT
fusus-147	10	25	which	which	PRON
fusus-147	10	26	includes	include	VERB
fusus-147	10	27	single	single	ADJ
fusus-147	10	28	-	-	PUNCT
fusus-147	10	29	phase	phase	NOUN
fusus-147	10	30	solid	solid	ADJ
fusus-147	10	31	solutions	solution	NOUN
fusus-147	10	32	(	(	PUNCT
fusus-147	10	33	ss	ss	NOUN
fusus-147	10	34	)	)	PUNCT
fusus-147	10	35	,	,	PUNCT
fusus-147	10	36	amorphous	amorphous	ADJ
fusus-147	10	37	(	(	PUNCT
fusus-147	10	38	am	am	NOUN
fusus-147	10	39	)	)	PUNCT
fusus-147	10	40	,	,	PUNCT
fusus-147	10	41	and	and	CCONJ
fusus-147	10	42	intermetallic	intermetallic	ADJ
fusus-147	10	43	compounds	compound	NOUN
fusus-147	10	44	(	(	PUNCT
fusus-147	10	45	i	i	NOUN
fusus-147	10	46	m	m	PROPN
fusus-147	10	47	)	)	PUNCT
fusus-147	10	48	.	.	PUNCT
fusus-147	11	1	this	this	DET
fusus-147	11	2	methodology	methodology	NOUN
fusus-147	11	3	is	be	AUX
fusus-147	11	4	relatively	relatively	ADV
fusus-147	11	5	unexplored	unexplored	ADJ
fusus-147	11	6	in	in	ADP
fusus-147	11	7	the	the	DET
fusus-147	11	8	field	field	NOUN
fusus-147	11	9	and	and	CCONJ
fusus-147	11	10	addresses	address	VERB
fusus-147	11	11	the	the	DET
fusus-147	11	12	imbalanced	imbalanced	ADJ
fusus-147	11	13	data	datum	NOUN
fusus-147	11	14	issue	issue	NOUN
fusus-147	11	15	common	common	ADJ
fusus-147	11	16	in	in	ADP
fusus-147	11	17	hea	hea	PROPN
fusus-147	11	18	research	research	NOUN
fusus-147	11	19	.	.	PUNCT
fusus-147	12	1	to	to	PART
fusus-147	12	2	accurately	accurately	ADV
fusus-147	12	3	assess	assess	VERB
fusus-147	12	4	the	the	DET
fusus-147	12	5	model	model	NOUN
fusus-147	12	6	's	's	PART
fusus-147	12	7	performance	performance	NOUN
fusus-147	12	8	,	,	PUNCT
fusus-147	12	9	rigorous	rigorous	ADJ
fusus-147	12	10	cross	cross	NOUN
fusus-147	12	11	-	-	ADJ
fusus-147	12	12	validation	validation	NOUN
fusus-147	12	13	was	be	AUX
fusus-147	12	14	employed	employ	VERB
fusus-147	12	15	to	to	PART
fusus-147	12	16	systematically	systematically	ADV
fusus-147	12	17	adapt	adapt	VERB
fusus-147	12	18	the	the	DET
fusus-147	12	19	model	model	NOUN
fusus-147	12	20	's	's	PART
fusus-147	12	21	hyperparameters	hyperparameter	NOUN
fusus-147	12	22	for	for	ADP
fusus-147	12	23	phase	phase	NOUN
fusus-147	12	24	formation	formation	NOUN
fusus-147	12	25	prediction	prediction	NOUN
fusus-147	12	26	.	.	PUNCT
fusus-147	13	1	the	the	DET
fusus-147	13	2	assessment	assessment	NOUN
fusus-147	13	3	includes	include	VERB
fusus-147	13	4	metrics	metric	NOUN
fusus-147	13	5	such	such	ADJ
fusus-147	13	6	as	as	ADP
fusus-147	13	7	phase	phase	NOUN
fusus-147	13	8	-	-	PUNCT
fusus-147	13	9	wise	wise	ADJ
fusus-147	13	10	accuracy	accuracy	NOUN
fusus-147	13	11	(	(	PUNCT
fusus-147	13	12	am	be	AUX
fusus-147	13	13	86.67	86.67	NUM
fusus-147	13	14	%	%	NOUN
fusus-147	13	15	ss	ss	NOUN
fusus-147	13	16	81.25	81.25	NUM
fusus-147	13	17	%	%	NOUN
fusus-147	13	18	&	&	CCONJ
fusus-147	13	19	i	i	PRON
fusus-147	13	20	m	m	VERB
fusus-147	13	21	82.35	82.35	NUM
fusus-147	13	22	%	%	NOUN
fusus-147	13	23	)	)	PUNCT
fusus-147	13	24	,	,	PUNCT
fusus-147	13	25	confusion	confusion	NOUN
fusus-147	13	26	matrix	matrix	NOUN
fusus-147	13	27	,	,	PUNCT
fusus-147	13	28	and	and	CCONJ
fusus-147	13	29	micro	micro	ADJ
fusus-147	13	30	-	-	NOUN
fusus-147	13	31	f1	f1	ADJ
fusus-147	13	32	score	score	NOUN
fusus-147	13	33	(	(	PUNCT
fusus-147	13	34	0.83	0.83	NUM
fusus-147	13	35	)	)	PUNCT
fusus-147	13	36	,	,	PUNCT
fusus-147	13	37	all	all	PRON
fusus-147	13	38	of	of	ADP
fusus-147	13	39	which	which	PRON
fusus-147	13	40	collectively	collectively	ADV
fusus-147	13	41	demonstrate	demonstrate	VERB
fusus-147	13	42	the	the	DET
fusus-147	13	43	effectiveness	effectiveness	NOUN
fusus-147	13	44	of	of	ADP
fusus-147	13	45	this	this	DET
fusus-147	13	46	approach	approach	NOUN
fusus-147	13	47	.	.	PUNCT
fusus-147	14	1	the	the	DET
fusus-147	14	2	study	study	NOUN
fusus-147	14	3	highlights	highlight	VERB
fusus-147	14	4	the	the	DET
fusus-147	14	5	importance	importance	NOUN
fusus-147	14	6	of	of	ADP
fusus-147	14	7	feature	feature	NOUN
fusus-147	14	8	parameters	parameter	NOUN
fusus-147	14	9	in	in	ADP
fusus-147	14	10	phase	phase	NOUN
fusus-147	14	11	prediction	prediction	NOUN
fusus-147	14	12	for	for	ADP
fusus-147	14	13	heas	hea	NOUN
fusus-147	14	14	,	,	PUNCT
fusus-147	14	15	shedding	shed	VERB
fusus-147	14	16	light	light	NOUN
fusus-147	14	17	on	on	ADP
fusus-147	14	18	the	the	DET
fusus-147	14	19	factors	factor	NOUN
fusus-147	14	20	influencing	influence	VERB
fusus-147	14	21	phase	phase	NOUN
fusus-147	14	22	selection	selection	NOUN
fusus-147	14	23	.	.	PUNCT
fusus-147	15	1	its	its	PRON
fusus-147	15	2	balanced	balanced	ADJ
fusus-147	15	3	dataset	dataset	NOUN
fusus-147	15	4	and	and	CCONJ
fusus-147	15	5	training	training	NOUN
fusus-147	15	6	method	method	NOUN
fusus-147	15	7	notably	notably	ADV
fusus-147	15	8	advance	advance	VERB
fusus-147	15	9	machine	machine	NOUN
fusus-147	15	10	learning	learning	NOUN
fusus-147	15	11	in	in	ADP
fusus-147	15	12	hea	hea	PROPN
fusus-147	15	13	phase	phase	NOUN
fusus-147	15	14	prediction	prediction	NOUN
fusus-147	15	15	,	,	PUNCT
fusus-147	15	16	providing	provide	VERB
fusus-147	15	17	valuable	valuable	ADJ
fusus-147	15	18	insights	insight	NOUN
fusus-147	15	19	for	for	ADP
fusus-147	15	20	material	material	NOUN
fusus-147	15	21	design	design	NOUN
fusus-147	15	22	amidst	amidst	ADP
fusus-147	15	23	challenges	challenge	NOUN
fusus-147	15	24	and	and	CCONJ
fusus-147	15	25	data	datum	NOUN
fusus-147	15	26	scarcity	scarcity	NOUN
fusus-147	15	27	in	in	ADP
fusus-147	15	28	the	the	DET
fusus-147	15	29	field	field	NOUN
fusus-147	15	30	.	.	PUNCT
fusus-147	16	1	1	1	X
fusus-147	16	2	.	.	X
fusus-147	16	3	introduction	introduction	NOUN
fusus-147	16	4	recently	recently	ADV
fusus-147	16	5	,	,	PUNCT
fusus-147	16	6	multi	multi	ADJ
fusus-147	16	7	-	-	ADJ
fusus-147	16	8	principle	principle	ADJ
fusus-147	16	9	element	element	NOUN
fusus-147	16	10	alloys	alloy	NOUN
fusus-147	16	11	(	(	PUNCT
fusus-147	16	12	mpeas	mpea	NOUN
fusus-147	16	13	)	)	PUNCT
fusus-147	16	14	have	have	AUX
fusus-147	16	15	been	be	AUX
fusus-147	16	16	different	different	ADJ
fusus-147	16	17	from	from	ADP
fusus-147	16	18	conventional	conventional	ADJ
fusus-147	16	19	metal	metal	NOUN
fusus-147	16	20	alloys	alloy	NOUN
fusus-147	16	21	,	,	PUNCT
fusus-147	16	22	as	as	SCONJ
fusus-147	16	23	these	these	DET
fusus-147	16	24	alloys	alloy	NOUN
fusus-147	16	25	consist	consist	VERB
fusus-147	16	26	of	of	ADP
fusus-147	16	27	an	an	DET
fusus-147	16	28	equal	equal	ADJ
fusus-147	16	29	proportion	proportion	NOUN
fusus-147	16	30	of	of	ADP
fusus-147	16	31	individual	individual	ADJ
fusus-147	16	32	principal	principal	ADJ
fusus-147	16	33	elements	element	NOUN
fusus-147	16	34	[	[	X
fusus-147	16	35	1	1	NUM
fusus-147	16	36	]	]	PUNCT
fusus-147	16	37	.	.	PUNCT
fusus-147	17	1	mpea	mpea	PROPN
fusus-147	17	2	is	be	AUX
fusus-147	17	3	commonly	commonly	ADV
fusus-147	17	4	mentioned	mention	VERB
fusus-147	17	5	interchangeably	interchangeably	ADV
fusus-147	17	6	with	with	ADP
fusus-147	17	7	high	high	ADJ
fusus-147	17	8	entropy	entropy	NOUN
fusus-147	17	9	alloy	alloy	NOUN
fusus-147	17	10	(	(	PUNCT
fusus-147	17	11	hea	hea	PROPN
fusus-147	17	12	)	)	PUNCT
fusus-147	17	13	in	in	ADP
fusus-147	17	14	the	the	DET
fusus-147	17	15	literature	literature	NOUN
fusus-147	17	16	[	[	X
fusus-147	17	17	2–4	2–4	NUM
fusus-147	17	18	]	]	PUNCT
fusus-147	17	19	.	.	PUNCT
fusus-147	18	1	due	due	ADP
fusus-147	18	2	to	to	ADP
fusus-147	18	3	its	its	PRON
fusus-147	18	4	remarkable	remarkable	ADJ
fusus-147	18	5	properties	property	NOUN
fusus-147	18	6	,	,	PUNCT
fusus-147	18	7	high	high	ADJ
fusus-147	18	8	entropy	entropy	NOUN
fusus-147	18	9	alloys	alloy	NOUN
fusus-147	18	10	are	be	AUX
fusus-147	18	11	characterized	characterize	VERB
fusus-147	18	12	as	as	ADP
fusus-147	18	13	novel	novel	NOUN
fusus-147	18	14	and	and	CCONJ
fusus-147	18	15	promising	promising	ADJ
fusus-147	18	16	materials	material	NOUN
fusus-147	18	17	class	class	NOUN
fusus-147	18	18	.	.	PUNCT
fusus-147	19	1	these	these	DET
fusus-147	19	2	alloys	alloy	NOUN
fusus-147	19	3	tend	tend	VERB
fusus-147	19	4	to	to	PART
fusus-147	19	5	have	have	VERB
fusus-147	19	6	complex	complex	ADJ
fusus-147	19	7	chemical	chemical	NOUN
fusus-147	19	8	compositions	composition	NOUN
fusus-147	19	9	containing	contain	VERB
fusus-147	19	10	several	several	ADJ
fusus-147	19	11	components	component	NOUN
fusus-147	19	12	[	[	X
fusus-147	19	13	5–8	5–8	NOUN
fusus-147	19	14	]	]	PUNCT
fusus-147	19	15	.	.	PUNCT
fusus-147	20	1	nonetheless	nonetheless	ADV
fusus-147	20	2	,	,	PUNCT
fusus-147	20	3	the	the	DET
fusus-147	20	4	hea	hea	PROPN
fusus-147	20	5	definition	definition	NOUN
fusus-147	20	6	limits	limit	VERB
fusus-147	20	7	the	the	DET
fusus-147	20	8	number	number	NOUN
fusus-147	20	9	of	of	ADP
fusus-147	20	10	species	specie	NOUN
fusus-147	20	11	to	to	ADP
fusus-147	20	12	a	a	DET
fusus-147	20	13	minimum	minimum	NOUN
fusus-147	20	14	of	of	ADP
fusus-147	20	15	four	four	NUM
fusus-147	20	16	.	.	PUNCT
fusus-147	21	1	in	in	ADP
fusus-147	21	2	comparison	comparison	NOUN
fusus-147	21	3	,	,	PUNCT
fusus-147	21	4	only	only	ADV
fusus-147	21	5	two	two	NUM
fusus-147	21	6	species	specie	NOUN
fusus-147	21	7	of	of	ADP
fusus-147	21	8	identical	identical	ADJ
fusus-147	21	9	atomic	atomic	ADJ
fusus-147	21	10	concentrations	concentration	NOUN
fusus-147	21	11	can	can	AUX
fusus-147	21	12	comprise	comprise	VERB
fusus-147	21	13	an	an	DET
fusus-147	21	14	mpea	mpea	NOUN
fusus-147	21	15	.	.	PUNCT
fusus-147	22	1	we	we	PRON
fusus-147	22	2	opt	opt	VERB
fusus-147	22	3	to	to	PART
fusus-147	22	4	constantly	constantly	ADV
fusus-147	22	5	use	use	VERB
fusus-147	22	6	the	the	DET
fusus-147	22	7	term	term	NOUN
fusus-147	22	8	hea	hea	NOUN
fusus-147	22	9	in	in	ADP
fusus-147	22	10	this	this	DET
fusus-147	22	11	paper	paper	NOUN
fusus-147	22	12	because	because	SCONJ
fusus-147	22	13	of	of	ADP
fusus-147	22	14	its	its	PRON
fusus-147	22	15	broader	broad	ADJ
fusus-147	22	16	classification	classification	NOUN
fusus-147	23	1	[	[	X
fusus-147	23	2	3	3	NUM
fusus-147	23	3	,	,	PUNCT
fusus-147	23	4	9	9	NUM
fusus-147	23	5	]	]	PUNCT
fusus-147	23	6	.	.	PUNCT
fusus-147	24	1	phase	phase	NOUN
fusus-147	24	2	engineering	engineering	NOUN
fusus-147	24	3	is	be	AUX
fusus-147	24	4	a	a	DET
fusus-147	24	5	strategic	strategic	ADJ
fusus-147	24	6	approach	approach	NOUN
fusus-147	24	7	that	that	PRON
fusus-147	24	8	employs	employ	VERB
fusus-147	24	9	various	various	ADJ
fusus-147	24	10	phase	phase	NOUN
fusus-147	24	11	structures	structure	NOUN
fusus-147	24	12	found	find	VERB
fusus-147	24	13	in	in	ADP
fusus-147	24	14	heas	heas	PROPN
fusus-147	24	15	to	to	PART
fusus-147	24	16	achieve	achieve	VERB
fusus-147	24	17	remarkable	remarkable	ADJ
fusus-147	24	18	performance	performance	NOUN
fusus-147	24	19	configuration	configuration	NOUN
fusus-147	24	20	[	[	X
fusus-147	24	21	10	10	NUM
fusus-147	24	22	]	]	PUNCT
fusus-147	24	23	.	.	PUNCT
fusus-147	25	1	this	this	DET
fusus-147	25	2	approach	approach	NOUN
fusus-147	25	3	offers	offer	VERB
fusus-147	25	4	an	an	DET
fusus-147	25	5	abundance	abundance	NOUN
fusus-147	25	6	of	of	ADP
fusus-147	25	7	potential	potential	NOUN
fusus-147	25	8	to	to	PART
fusus-147	25	9	modify	modify	VERB
fusus-147	25	10	heas	heas	ADV
fusus-147	25	11	for	for	ADP
fusus-147	25	12	specific	specific	ADJ
fusus-147	25	13	applications	application	NOUN
fusus-147	25	14	,	,	PUNCT
fusus-147	25	15	producing	produce	VERB
fusus-147	25	16	materials	material	NOUN
fusus-147	25	17	that	that	PRON
fusus-147	25	18	are	be	AUX
fusus-147	25	19	precisely	precisely	ADV
fusus-147	25	20	tuned	tune	VERB
fusus-147	25	21	to	to	PART
fusus-147	25	22	meet	meet	VERB
fusus-147	25	23	various	various	ADJ
fusus-147	25	24	technological	technological	ADJ
fusus-147	25	25	requirements	requirement	NOUN
fusus-147	25	26	.	.	PUNCT
fusus-147	26	1	heas	heas	PROPN
fusus-147	26	2	can	can	AUX
fusus-147	26	3	exhibit	exhibit	VERB
fusus-147	26	4	a	a	DET
fusus-147	26	5	wide	wide	ADJ
fusus-147	26	6	range	range	NOUN
fusus-147	26	7	of	of	ADP
fusus-147	26	8	desirable	desirable	ADJ
fusus-147	26	9	characteristics	characteristic	NOUN
fusus-147	26	10	,	,	PUNCT
fusus-147	26	11	including	include	VERB
fusus-147	26	12	elevated	elevated	ADJ
fusus-147	26	13	strength	strength	NOUN
fusus-147	26	14	for	for	ADP
fusus-147	26	15	high	high	ADJ
fusus-147	26	16	load	load	NOUN
fusus-147	26	17	-	-	PUNCT
fusus-147	26	18	bearing	bear	VERB
fusus-147	26	19	capacity	capacity	NOUN
fusus-147	26	20	,	,	PUNCT
fusus-147	26	21	increased	increase	VERB
fusus-147	26	22	hardness	hardness	NOUN
fusus-147	26	23	for	for	ADP
fusus-147	26	24	improved	improved	ADJ
fusus-147	26	25	durability	durability	NOUN
fusus-147	26	26	,	,	PUNCT
fusus-147	26	27	heightened	heighten	VERB
fusus-147	26	28	ductility	ductility	NOUN
fusus-147	26	29	for	for	ADP
fusus-147	26	30	improved	improved	ADJ
fusus-147	26	31	deformability	deformability	NOUN
fusus-147	26	32	,	,	PUNCT
fusus-147	26	33	robust	robust	ADJ
fusus-147	26	34	wear	wear	NOUN
fusus-147	26	35	resistance	resistance	NOUN
fusus-147	26	36	against	against	ADP
fusus-147	26	37	future	future	ADJ
fusus-147	26	38	sustainability	sustainability	NOUN
fusus-147	26	39	open	open	ADJ
fusus-147	26	40	access	access	NOUN
fusus-147	26	41	journal	journal	PROPN
fusus-147	26	42	https://doi.org/10.55670/fpll.fusus.2.1.5	https://doi.org/10.55670/fpll.fusus.2.1.5	VERB
fusus-147	27	1	february	february	PROPN
fusus-147	27	2	2024|	2024|	PROPN
fusus-147	27	3	volume	volume	NOUN
fusus-147	27	4	02	02	NUM
fusus-147	28	1	|	|	NOUN
fusus-147	28	2	issue	issue	NOUN
fusus-147	28	3	01	01	NUM
fusus-147	29	1	|	|	NOUN
fusus-147	29	2	pages	page	NOUN
fusus-147	29	3	4758	4758	NUM
fusus-147	29	4	journal	journal	NOUN
fusus-147	29	5	homepage	homepage	NOUN
fusus-147	29	6	:	:	PUNCT
fusus-147	29	7	https://fupubco.com/fusus	https://fupubco.com/fusus	PROPN
fusus-147	29	8	issn	issn	PROPN
fusus-147	29	9	2995	2995	NUM
fusus-147	29	10	-	-	SYM
fusus-147	29	11	0473	0473	NUM
fusus-147	29	12	mailto:mdfahelbin1@missouristate.edu	mailto:mdfahelbin1@missouristate.edu	PROPN
fusus-147	29	13	https://doi.org/10.55670/fpll.fusus.2.1.5	https://doi.org/10.55670/fpll.fusus.2.1.5	VERB
fusus-147	29	14	https://fupubco.com/fusus	https://fupubco.com/fusus	PROPN
fusus-147	29	15	mfb	mfb	PROPN
fusus-147	29	16	.	.	PROPN
fusus-147	30	1	noor	noor	PROPN
fusus-147	30	2	et	et	PROPN
fusus-147	30	3	al	al	PROPN
fusus-147	30	4	.	.	PROPN
fusus-147	30	5	/future	/future	PROPN
fusus-147	31	1	sustainability	sustainability	PROPN
fusus-147	31	2	february	february	PROPN
fusus-147	31	3	2024|	2024|	PROPN
fusus-147	31	4	volume	volume	NOUN
fusus-147	31	5	02	02	NUM
fusus-147	32	1	|	|	NOUN
fusus-147	32	2	issue	issue	NOUN
fusus-147	32	3	01	01	NUM
fusus-147	33	1	|	|	ADV
fusus-147	33	2	pages	page	VERB
fusus-147	33	3	47	47	NUM
fusus-147	33	4	-	-	SYM
fusus-147	33	5	58	58	NUM
fusus-147	33	6	48	48	NUM
fusus-147	33	7	abrasion	abrasion	NOUN
fusus-147	33	8	,	,	PUNCT
fusus-147	33	9	immense	immense	ADJ
fusus-147	33	10	environmental	environmental	ADJ
fusus-147	33	11	corrosion	corrosion	NOUN
fusus-147	33	12	resistance	resistance	NOUN
fusus-147	33	13	,	,	PUNCT
fusus-147	33	14	and	and	CCONJ
fusus-147	33	15	exceptional	exceptional	ADJ
fusus-147	33	16	catalytic	catalytic	ADJ
fusus-147	33	17	characteristics	characteristic	NOUN
fusus-147	33	18	that	that	PRON
fusus-147	33	19	enable	enable	VERB
fusus-147	33	20	various	various	ADJ
fusus-147	33	21	chemical	chemical	ADJ
fusus-147	33	22	reactions	reaction	NOUN
fusus-147	33	23	[	[	X
fusus-147	33	24	11–23	11–23	NUM
fusus-147	33	25	]	]	PUNCT
fusus-147	33	26	.	.	PUNCT
fusus-147	34	1	specific	specific	ADJ
fusus-147	34	2	mechanical	mechanical	ADJ
fusus-147	34	3	properties	property	NOUN
fusus-147	34	4	can	can	AUX
fusus-147	34	5	be	be	AUX
fusus-147	34	6	targeted	target	VERB
fusus-147	34	7	utilizing	utilize	VERB
fusus-147	34	8	the	the	DET
fusus-147	34	9	phases	phase	NOUN
fusus-147	34	10	present	present	ADJ
fusus-147	34	11	in	in	ADP
fusus-147	34	12	heas	hea	NOUN
fusus-147	34	13	.	.	PUNCT
fusus-147	35	1	these	these	DET
fusus-147	35	2	phases	phase	NOUN
fusus-147	35	3	consist	consist	VERB
fusus-147	35	4	of	of	ADP
fusus-147	35	5	amorphous	amorphous	ADJ
fusus-147	35	6	(	(	PUNCT
fusus-147	35	7	am	am	NOUN
fusus-147	35	8	)	)	PUNCT
fusus-147	35	9	,	,	PUNCT
fusus-147	35	10	intermetallic	intermetallic	ADJ
fusus-147	35	11	compounds	compound	NOUN
fusus-147	35	12	(	(	PUNCT
fusus-147	35	13	i	i	NOUN
fusus-147	35	14	m	m	PROPN
fusus-147	35	15	)	)	PUNCT
fusus-147	35	16	,	,	PUNCT
fusus-147	35	17	single	single	ADJ
fusus-147	35	18	-	-	PUNCT
fusus-147	35	19	phase	phase	NOUN
fusus-147	35	20	solid	solid	ADJ
fusus-147	35	21	solutions	solution	NOUN
fusus-147	35	22	(	(	PUNCT
fusus-147	35	23	ss	ss	NOUN
fusus-147	35	24	)	)	PUNCT
fusus-147	35	25	,	,	PUNCT
fusus-147	35	26	and	and	CCONJ
fusus-147	35	27	hybrid	hybrid	ADJ
fusus-147	35	28	ss	ss	NOUN
fusus-147	35	29	and	and	CCONJ
fusus-147	35	30	i	i	PRON
fusus-147	35	31	m	m	VERB
fusus-147	35	32	phases	phase	NOUN
fusus-147	35	33	[	[	X
fusus-147	35	34	6,24–26	6,24–26	NOUN
fusus-147	35	35	]	]	PUNCT
fusus-147	35	36	.	.	PUNCT
fusus-147	36	1	predicting	predict	VERB
fusus-147	36	2	phase	phase	NOUN
fusus-147	36	3	selection	selection	NOUN
fusus-147	36	4	is	be	AUX
fusus-147	36	5	essential	essential	ADJ
fusus-147	36	6	for	for	ADP
fusus-147	36	7	designing	design	VERB
fusus-147	36	8	hea	hea	NOUN
fusus-147	36	9	,	,	PUNCT
fusus-147	36	10	though	though	SCONJ
fusus-147	36	11	the	the	DET
fusus-147	36	12	mechanism	mechanism	NOUN
fusus-147	36	13	behind	behind	ADP
fusus-147	36	14	predicting	predict	VERB
fusus-147	36	15	phase	phase	NOUN
fusus-147	36	16	selection	selection	NOUN
fusus-147	36	17	is	be	AUX
fusus-147	36	18	crucial	crucial	ADJ
fusus-147	36	19	in	in	ADP
fusus-147	36	20	tailored	tailor	VERB
fusus-147	36	21	hea	hea	PROPN
fusus-147	36	22	design	design	NOUN
fusus-147	36	23	,	,	PUNCT
fusus-147	36	24	yet	yet	CCONJ
fusus-147	36	25	the	the	DET
fusus-147	36	26	mechanisms	mechanism	NOUN
fusus-147	36	27	underlying	underlie	VERB
fusus-147	36	28	phase	phase	NOUN
fusus-147	36	29	formation	formation	NOUN
fusus-147	36	30	are	be	AUX
fusus-147	36	31	uncertain	uncertain	ADJ
fusus-147	36	32	.	.	PUNCT
fusus-147	37	1	additionally	additionally	ADV
fusus-147	37	2	,	,	PUNCT
fusus-147	37	3	the	the	DET
fusus-147	37	4	properties	property	NOUN
fusus-147	37	5	of	of	ADP
fusus-147	37	6	heas	heas	PROPN
fusus-147	37	7	are	be	AUX
fusus-147	37	8	significantly	significantly	ADV
fusus-147	37	9	impacted	impact	VERB
fusus-147	37	10	by	by	ADP
fusus-147	37	11	the	the	DET
fusus-147	37	12	phase	phase	NOUN
fusus-147	37	13	structure	structure	NOUN
fusus-147	37	14	,	,	PUNCT
fusus-147	37	15	and	and	CCONJ
fusus-147	37	16	despite	despite	SCONJ
fusus-147	37	17	improvements	improvement	NOUN
fusus-147	37	18	,	,	PUNCT
fusus-147	37	19	designing	design	VERB
fusus-147	37	20	hea	hea	NOUN
fusus-147	37	21	phases	phase	NOUN
fusus-147	37	22	is	be	AUX
fusus-147	37	23	still	still	ADV
fusus-147	37	24	challenging	challenging	ADJ
fusus-147	37	25	and	and	CCONJ
fusus-147	37	26	time	time	NOUN
fusus-147	37	27	-	-	PUNCT
fusus-147	37	28	consuming	consume	VERB
fusus-147	37	29	[	[	X
fusus-147	37	30	1	1	NUM
fusus-147	37	31	,	,	PUNCT
fusus-147	37	32	5	5	NUM
fusus-147	37	33	,	,	PUNCT
fusus-147	37	34	6	6	NUM
fusus-147	37	35	]	]	PUNCT
fusus-147	37	36	.	.	PUNCT
fusus-147	38	1	machine	machine	NOUN
fusus-147	38	2	learning	learning	NOUN
fusus-147	38	3	has	have	AUX
fusus-147	38	4	become	become	VERB
fusus-147	38	5	an	an	DET
fusus-147	38	6	important	important	ADJ
fusus-147	38	7	tool	tool	NOUN
fusus-147	38	8	to	to	PART
fusus-147	38	9	help	help	VERB
fusus-147	38	10	with	with	ADP
fusus-147	38	11	material	material	NOUN
fusus-147	38	12	design	design	NOUN
fusus-147	38	13	[	[	X
fusus-147	38	14	27–29	27–29	NUM
fusus-147	38	15	]	]	PUNCT
fusus-147	38	16	.	.	PUNCT
fusus-147	39	1	machine	machine	NOUN
fusus-147	39	2	learning	learning	PROPN
fusus-147	39	3	,	,	PUNCT
fusus-147	39	4	inclusive	inclusive	ADJ
fusus-147	39	5	of	of	ADP
fusus-147	39	6	deep	deep	ADJ
fusus-147	39	7	learning	learning	NOUN
fusus-147	39	8	,	,	PUNCT
fusus-147	39	9	requires	require	VERB
fusus-147	39	10	extracting	extract	VERB
fusus-147	39	11	features	feature	NOUN
fusus-147	39	12	from	from	ADP
fusus-147	39	13	large	large	ADJ
fusus-147	39	14	datasets	dataset	NOUN
fusus-147	39	15	to	to	PART
fusus-147	39	16	recapitulate	recapitulate	VERB
fusus-147	39	17	the	the	DET
fusus-147	39	18	relationships	relationship	NOUN
fusus-147	39	19	,	,	PUNCT
fusus-147	39	20	which	which	PRON
fusus-147	39	21	also	also	ADV
fusus-147	39	22	offers	offer	VERB
fusus-147	39	23	the	the	DET
fusus-147	39	24	chance	chance	NOUN
fusus-147	39	25	to	to	PART
fusus-147	39	26	predict	predict	VERB
fusus-147	39	27	the	the	DET
fusus-147	39	28	phase	phase	NOUN
fusus-147	39	29	formation	formation	NOUN
fusus-147	39	30	of	of	ADP
fusus-147	39	31	heas	heas	ADV
fusus-147	39	32	focusing	focus	VERB
fusus-147	39	33	on	on	ADP
fusus-147	39	34	existing	exist	VERB
fusus-147	39	35	research	research	NOUN
fusus-147	39	36	data	datum	NOUN
fusus-147	39	37	by	by	ADP
fusus-147	39	38	using	use	VERB
fusus-147	39	39	a	a	DET
fusus-147	39	40	range	range	NOUN
fusus-147	39	41	of	of	ADP
fusus-147	39	42	deep	deep	ADJ
fusus-147	39	43	learning	learning	NOUN
fusus-147	39	44	.	.	PUNCT
fusus-147	40	1	several	several	ADJ
fusus-147	40	2	studies	study	NOUN
fusus-147	40	3	reveal	reveal	VERB
fusus-147	40	4	intriguing	intriguing	ADJ
fusus-147	40	5	outcomes	outcome	NOUN
fusus-147	40	6	in	in	ADP
fusus-147	40	7	phase	phase	NOUN
fusus-147	40	8	formation	formation	NOUN
fusus-147	40	9	prediction	prediction	NOUN
fusus-147	40	10	by	by	ADP
fusus-147	40	11	compiling	compile	VERB
fusus-147	40	12	data	datum	NOUN
fusus-147	40	13	on	on	ADP
fusus-147	40	14	heas	heas	ADV
fusus-147	40	15	and	and	CCONJ
fusus-147	40	16	developing	develop	VERB
fusus-147	40	17	deep	deep	ADJ
fusus-147	40	18	learning	learning	NOUN
fusus-147	40	19	algorithms	algorithm	NOUN
fusus-147	40	20	[	[	X
fusus-147	40	21	30	30	NUM
fusus-147	40	22	,	,	PUNCT
fusus-147	40	23	31	31	NUM
fusus-147	40	24	]	]	PUNCT
fusus-147	40	25	.	.	PUNCT
fusus-147	41	1	for	for	ADP
fusus-147	41	2	predicting	predict	VERB
fusus-147	41	3	phase	phase	NOUN
fusus-147	41	4	formation	formation	NOUN
fusus-147	41	5	,	,	PUNCT
fusus-147	41	6	zhu	zhu	PROPN
fusus-147	41	7	et	et	PROPN
fusus-147	41	8	al	al	PROPN
fusus-147	41	9	.	.	PUNCT
fusus-147	42	1	[	[	X
fusus-147	42	2	5	5	NUM
fusus-147	42	3	]	]	PUNCT
fusus-147	42	4	have	have	AUX
fusus-147	42	5	introduced	introduce	VERB
fusus-147	42	6	a	a	DET
fusus-147	42	7	deep	deep	ADJ
fusus-147	42	8	neural	neural	ADJ
fusus-147	42	9	network	network	NOUN
fusus-147	42	10	(	(	PUNCT
fusus-147	42	11	dnn	dnn	PROPN
fusus-147	42	12	)	)	PUNCT
fusus-147	42	13	architecture	architecture	NOUN
fusus-147	42	14	using	use	VERB
fusus-147	42	15	a	a	DET
fusus-147	42	16	residual	residual	ADJ
fusus-147	42	17	network	network	NOUN
fusus-147	42	18	(	(	PUNCT
fusus-147	42	19	resnet	resnet	NOUN
fusus-147	42	20	)	)	PUNCT
fusus-147	42	21	,	,	PUNCT
fusus-147	42	22	which	which	PRON
fusus-147	42	23	achieves	achieve	VERB
fusus-147	42	24	81.9	81.9	NUM
fusus-147	42	25	%	%	NOUN
fusus-147	42	26	overall	overall	ADJ
fusus-147	42	27	accuracy	accuracy	NOUN
fusus-147	42	28	.	.	PUNCT
fusus-147	43	1	an	an	DET
fusus-147	43	2	ann	ann	PROPN
fusus-147	43	3	model	model	NOUN
fusus-147	43	4	is	be	AUX
fusus-147	43	5	utilized	utilize	VERB
fusus-147	43	6	in	in	ADP
fusus-147	43	7	islam	islam	PROPN
fusus-147	43	8	et	et	PROPN
fusus-147	43	9	al	al	PROPN
fusus-147	43	10	.	.	PROPN
fusus-147	43	11	's	's	PART
fusus-147	43	12	study	study	NOUN
fusus-147	43	13	for	for	ADP
fusus-147	43	14	phase	phase	NOUN
fusus-147	43	15	prediction	prediction	NOUN
fusus-147	43	16	,	,	PUNCT
fusus-147	43	17	with	with	ADP
fusus-147	43	18	99	99	NUM
fusus-147	43	19	%	%	NOUN
fusus-147	43	20	accuracy	accuracy	NOUN
fusus-147	43	21	on	on	ADP
fusus-147	43	22	training	training	NOUN
fusus-147	43	23	data	datum	NOUN
fusus-147	43	24	,	,	PUNCT
fusus-147	43	25	while	while	SCONJ
fusus-147	43	26	the	the	DET
fusus-147	43	27	practical	practical	ADJ
fusus-147	43	28	prediction	prediction	NOUN
fusus-147	43	29	accuracy	accuracy	NOUN
fusus-147	43	30	was	be	AUX
fusus-147	43	31	below	below	ADP
fusus-147	43	32	80	80	NUM
fusus-147	43	33	%	%	NOUN
fusus-147	43	34	.	.	PUNCT
fusus-147	44	1	[	[	X
fusus-147	44	2	1	1	NUM
fusus-147	44	3	]	]	PUNCT
fusus-147	44	4	.	.	PUNCT
fusus-147	45	1	several	several	ADJ
fusus-147	45	2	algorithms	algorithm	NOUN
fusus-147	45	3	were	be	AUX
fusus-147	45	4	employed	employ	VERB
fusus-147	45	5	,	,	PUNCT
fusus-147	45	6	including	include	VERB
fusus-147	45	7	logistic	logistic	ADJ
fusus-147	45	8	regression	regression	NOUN
fusus-147	45	9	,	,	PUNCT
fusus-147	45	10	decision	decision	NOUN
fusus-147	45	11	tree	tree	NOUN
fusus-147	45	12	,	,	PUNCT
fusus-147	45	13	support	support	NOUN
fusus-147	45	14	vector	vector	NOUN
fusus-147	45	15	machine	machine	NOUN
fusus-147	45	16	(	(	PUNCT
fusus-147	45	17	svm	svm	ADJ
fusus-147	45	18	)	)	PUNCT
fusus-147	45	19	classifier	classifier	NOUN
fusus-147	45	20	,	,	PUNCT
fusus-147	45	21	random	random	ADJ
fusus-147	45	22	forest	forest	NOUN
fusus-147	45	23	,	,	PUNCT
fusus-147	45	24	gradient	gradient	ADJ
fusus-147	45	25	boosting	boost	VERB
fusus-147	45	26	classifier	classifier	NOUN
fusus-147	45	27	,	,	PUNCT
fusus-147	45	28	and	and	CCONJ
fusus-147	45	29	ann	ann	PROPN
fusus-147	45	30	in	in	ADP
fusus-147	45	31	y.v	y.v	PROPN
fusus-147	45	32	.	.	PROPN
fusus-147	46	1	krishna	krishna	PROPN
fusus-147	46	2	et	et	PROPN
fusus-147	46	3	al	al	PROPN
fusus-147	46	4	.	.	PROPN
fusus-147	46	5	’s	’s	PART
fusus-147	46	6	research	research	NOUN
fusus-147	46	7	work	work	NOUN
fusus-147	47	1	[	[	X
fusus-147	47	2	32	32	NUM
fusus-147	47	3	]	]	PUNCT
fusus-147	47	4	,	,	PUNCT
fusus-147	47	5	ann	ann	PROPN
fusus-147	47	6	has	have	AUX
fusus-147	47	7	demonstrated	demonstrate	VERB
fusus-147	47	8	the	the	DET
fusus-147	47	9	best	good	ADJ
fusus-147	47	10	accuracy	accuracy	NOUN
fusus-147	47	11	of	of	ADP
fusus-147	47	12	more	more	ADJ
fusus-147	47	13	than	than	ADP
fusus-147	47	14	80	80	NUM
fusus-147	47	15	%	%	NOUN
fusus-147	47	16	for	for	ADP
fusus-147	47	17	the	the	DET
fusus-147	47	18	test	test	NOUN
fusus-147	47	19	data	datum	NOUN
fusus-147	47	20	among	among	ADP
fusus-147	47	21	these	these	DET
fusus-147	47	22	algorithms	algorithm	NOUN
fusus-147	47	23	.	.	PUNCT
fusus-147	48	1	new	new	ADJ
fusus-147	48	2	alloys	alloy	NOUN
fusus-147	48	3	were	be	AUX
fusus-147	48	4	synthesized	synthesize	VERB
fusus-147	48	5	and	and	CCONJ
fusus-147	48	6	characterized	characterize	VERB
fusus-147	48	7	to	to	PART
fusus-147	48	8	validate	validate	VERB
fusus-147	48	9	the	the	DET
fusus-147	48	10	predictions	prediction	NOUN
fusus-147	48	11	that	that	PRON
fusus-147	48	12	ann	ann	PROPN
fusus-147	48	13	is	be	AUX
fusus-147	48	14	the	the	DET
fusus-147	48	15	most	most	ADV
fusus-147	48	16	accurate	accurate	ADJ
fusus-147	48	17	prediction	prediction	NOUN
fusus-147	48	18	method	method	NOUN
fusus-147	48	19	in	in	ADP
fusus-147	48	20	the	the	DET
fusus-147	48	21	studied	study	VERB
fusus-147	48	22	alloy	alloy	NOUN
fusus-147	48	23	system	system	NOUN
fusus-147	48	24	.	.	PUNCT
fusus-147	49	1	k	k	X
fusus-147	49	2	-	-	PUNCT
fusus-147	49	3	nearest	near	ADJ
fusus-147	49	4	neighbors	neighbor	NOUN
fusus-147	49	5	(	(	PUNCT
fusus-147	49	6	knn	knn	PROPN
fusus-147	49	7	)	)	PUNCT
fusus-147	49	8	,	,	PUNCT
fusus-147	49	9	svm	svm	PROPN
fusus-147	49	10	,	,	PUNCT
fusus-147	49	11	and	and	CCONJ
fusus-147	49	12	ann	ann	PROPN
fusus-147	49	13	are	be	AUX
fusus-147	49	14	the	the	DET
fusus-147	49	15	three	three	NUM
fusus-147	49	16	machine	machine	NOUN
fusus-147	49	17	learning	learn	VERB
fusus-147	49	18	algorithms	algorithm	NOUN
fusus-147	49	19	used	use	VERB
fusus-147	49	20	in	in	ADP
fusus-147	49	21	the	the	DET
fusus-147	49	22	study	study	NOUN
fusus-147	49	23	by	by	ADP
fusus-147	49	24	huang	huang	PROPN
fusus-147	49	25	et	et	PROPN
fusus-147	49	26	al	al	PROPN
fusus-147	49	27	.	.	PUNCT
fusus-147	50	1	[	[	X
fusus-147	50	2	33	33	NUM
fusus-147	50	3	]	]	PUNCT
fusus-147	50	4	,	,	PUNCT
fusus-147	50	5	and	and	CCONJ
fusus-147	50	6	ann	ann	PROPN
fusus-147	50	7	exhibits	exhibit	VERB
fusus-147	50	8	superior	superior	ADJ
fusus-147	50	9	testing	testing	NOUN
fusus-147	50	10	accuracy	accuracy	NOUN
fusus-147	50	11	than	than	ADP
fusus-147	50	12	other	other	ADJ
fusus-147	50	13	models	model	NOUN
fusus-147	50	14	for	for	ADP
fusus-147	50	15	predicting	predict	VERB
fusus-147	50	16	phases	phase	NOUN
fusus-147	50	17	in	in	ADP
fusus-147	50	18	new	new	ADJ
fusus-147	50	19	heas	hea	NOUN
fusus-147	50	20	.	.	PUNCT
fusus-147	51	1	in	in	ADP
fusus-147	51	2	uttam	uttam	PROPN
fusus-147	51	3	et	et	PROPN
fusus-147	51	4	al	al	PROPN
fusus-147	51	5	.	.	PROPN
fusus-147	51	6	's	's	PART
fusus-147	51	7	[	[	X
fusus-147	51	8	31	31	NUM
fusus-147	51	9	]	]	PUNCT
fusus-147	51	10	study	study	NOUN
fusus-147	51	11	,	,	PUNCT
fusus-147	51	12	the	the	DET
fusus-147	51	13	use	use	NOUN
fusus-147	51	14	of	of	ADP
fusus-147	51	15	a	a	DET
fusus-147	51	16	neural	neural	ADJ
fusus-147	51	17	network	network	NOUN
fusus-147	51	18	(	(	PUNCT
fusus-147	51	19	nn	nn	NOUN
fusus-147	51	20	)	)	PUNCT
fusus-147	51	21	model	model	NOUN
fusus-147	51	22	is	be	AUX
fusus-147	51	23	introduced	introduce	VERB
fusus-147	51	24	for	for	ADP
fusus-147	51	25	the	the	DET
fusus-147	51	26	first	first	ADJ
fusus-147	51	27	time	time	NOUN
fusus-147	51	28	to	to	PART
fusus-147	51	29	predict	predict	VERB
fusus-147	51	30	the	the	DET
fusus-147	51	31	hardness	hardness	NOUN
fusus-147	51	32	of	of	ADP
fusus-147	51	33	a	a	DET
fusus-147	51	34	refractory	refractory	NOUN
fusus-147	51	35	high	high	ADJ
fusus-147	51	36	entropy	entropy	NOUN
fusus-147	51	37	alloy	alloy	NOUN
fusus-147	51	38	(	(	PUNCT
fusus-147	51	39	rheas	rheas	NOUN
fusus-147	51	40	)	)	PUNCT
fusus-147	51	41	,	,	PUNCT
fusus-147	51	42	and	and	CCONJ
fusus-147	51	43	the	the	DET
fusus-147	51	44	prediction	prediction	NOUN
fusus-147	51	45	is	be	AUX
fusus-147	51	46	verified	verify	VERB
fusus-147	51	47	through	through	ADP
fusus-147	51	48	experimental	experimental	ADJ
fusus-147	51	49	synthesis	synthesis	NOUN
fusus-147	51	50	and	and	CCONJ
fusus-147	51	51	microstructural	microstructural	ADJ
fusus-147	51	52	analysis	analysis	NOUN
fusus-147	51	53	.	.	PUNCT
fusus-147	52	1	this	this	DET
fusus-147	52	2	model	model	NOUN
fusus-147	52	3	successfully	successfully	ADV
fusus-147	52	4	applies	apply	VERB
fusus-147	52	5	to	to	ADP
fusus-147	52	6	various	various	ADJ
fusus-147	52	7	alloys	alloy	NOUN
fusus-147	52	8	to	to	PART
fusus-147	52	9	predict	predict	VERB
fusus-147	52	10	hardness	hardness	NOUN
fusus-147	52	11	,	,	PUNCT
fusus-147	52	12	which	which	PRON
fusus-147	52	13	is	be	AUX
fusus-147	52	14	consistent	consistent	ADJ
fusus-147	52	15	with	with	ADP
fusus-147	52	16	available	available	ADJ
fusus-147	52	17	experimental	experimental	ADJ
fusus-147	52	18	results	result	NOUN
fusus-147	52	19	.	.	PUNCT
fusus-147	53	1	in	in	ADP
fusus-147	53	2	another	another	DET
fusus-147	53	3	recent	recent	ADJ
fusus-147	53	4	study	study	NOUN
fusus-147	53	5	[	[	X
fusus-147	53	6	24	24	NUM
fusus-147	53	7	]	]	PUNCT
fusus-147	53	8	,	,	PUNCT
fusus-147	53	9	the	the	DET
fusus-147	53	10	predictive	predictive	ADJ
fusus-147	53	11	accuracy	accuracy	NOUN
fusus-147	53	12	of	of	ADP
fusus-147	53	13	an	an	DET
fusus-147	53	14	ann	ann	PROPN
fusus-147	53	15	model	model	NOUN
fusus-147	53	16	in	in	ADP
fusus-147	53	17	determining	determine	VERB
fusus-147	53	18	phase	phase	NOUN
fusus-147	53	19	selection	selection	NOUN
fusus-147	53	20	across	across	ADP
fusus-147	53	21	three	three	NUM
fusus-147	53	22	distinct	distinct	ADJ
fusus-147	53	23	alloy	alloy	NOUN
fusus-147	53	24	types	type	NOUN
fusus-147	53	25	is	be	AUX
fusus-147	53	26	evaluated	evaluate	VERB
fusus-147	53	27	.	.	PUNCT
fusus-147	54	1	it	it	PRON
fusus-147	54	2	emphasizes	emphasize	VERB
fusus-147	54	3	the	the	DET
fusus-147	54	4	extensive	extensive	ADJ
fusus-147	54	5	impact	impact	NOUN
fusus-147	54	6	of	of	ADP
fusus-147	54	7	atomic	atomic	ADJ
fusus-147	54	8	size	size	NOUN
fusus-147	54	9	differences	difference	NOUN
fusus-147	54	10	(	(	PUNCT
fusus-147	54	11	δ	δ	NOUN
fusus-147	54	12	)	)	PUNCT
fusus-147	54	13	on	on	ADP
fusus-147	54	14	the	the	DET
fusus-147	54	15	phases	phase	NOUN
fusus-147	54	16	within	within	ADP
fusus-147	54	17	am	am	PROPN
fusus-147	54	18	,	,	PUNCT
fusus-147	54	19	ss	ss	NOUN
fusus-147	54	20	,	,	PUNCT
fusus-147	54	21	and	and	CCONJ
fusus-147	54	22	i	i	PRON
fusus-147	54	23	m	m	VERB
fusus-147	54	24	alloys	alloy	NOUN
fusus-147	54	25	.	.	PUNCT
fusus-147	55	1	the	the	DET
fusus-147	55	2	research	research	NOUN
fusus-147	55	3	effectively	effectively	ADV
fusus-147	55	4	forecasts	forecast	VERB
fusus-147	55	5	the	the	DET
fusus-147	55	6	phases	phase	NOUN
fusus-147	55	7	in	in	ADP
fusus-147	55	8	two	two	NUM
fusus-147	55	9	novel	novel	ADJ
fusus-147	55	10	alloys	alloy	NOUN
fusus-147	55	11	by	by	ADP
fusus-147	55	12	leveraging	leverage	VERB
fusus-147	55	13	this	this	DET
fusus-147	55	14	learning	learning	NOUN
fusus-147	55	15	model	model	NOUN
fusus-147	55	16	in	in	ADP
fusus-147	55	17	conjunction	conjunction	NOUN
fusus-147	55	18	with	with	ADP
fusus-147	55	19	a	a	DET
fusus-147	55	20	combination	combination	NOUN
fusus-147	55	21	of	of	ADP
fusus-147	55	22	three	three	NUM
fusus-147	55	23	or	or	CCONJ
fusus-147	55	24	four	four	NUM
fusus-147	55	25	key	key	ADJ
fusus-147	55	26	parameters	parameter	NOUN
fusus-147	55	27	with	with	ADP
fusus-147	55	28	confirmation	confirmation	NOUN
fusus-147	55	29	through	through	ADP
fusus-147	55	30	x	x	ADJ
fusus-147	55	31	-	-	NOUN
fusus-147	55	32	ray	ray	NOUN
fusus-147	55	33	diffraction	diffraction	NOUN
fusus-147	55	34	.	.	PUNCT
fusus-147	56	1	this	this	DET
fusus-147	56	2	approach	approach	NOUN
fusus-147	56	3	provides	provide	VERB
fusus-147	56	4	a	a	DET
fusus-147	56	5	potentially	potentially	ADV
fusus-147	56	6	promising	promising	ADJ
fusus-147	56	7	tool	tool	NOUN
fusus-147	56	8	for	for	ADP
fusus-147	56	9	advancing	advance	VERB
fusus-147	56	10	the	the	DET
fusus-147	56	11	composition	composition	NOUN
fusus-147	56	12	design	design	NOUN
fusus-147	56	13	and	and	CCONJ
fusus-147	56	14	phase	phase	NOUN
fusus-147	56	15	selection	selection	NOUN
fusus-147	56	16	of	of	ADP
fusus-147	56	17	novel	novel	ADJ
fusus-147	56	18	alloys	alloy	NOUN
fusus-147	56	19	.	.	PUNCT
fusus-147	57	1	while	while	SCONJ
fusus-147	57	2	the	the	DET
fusus-147	57	3	field	field	NOUN
fusus-147	57	4	is	be	AUX
fusus-147	57	5	extending	extend	VERB
fusus-147	57	6	,	,	PUNCT
fusus-147	57	7	challenges	challenge	NOUN
fusus-147	57	8	continue	continue	VERB
fusus-147	57	9	in	in	ADP
fusus-147	57	10	predicting	predict	VERB
fusus-147	57	11	hea	hea	PROPN
fusus-147	57	12	phases	phase	NOUN
fusus-147	57	13	,	,	PUNCT
fusus-147	57	14	such	such	ADJ
fusus-147	57	15	as	as	ADP
fusus-147	57	16	advancing	advance	VERB
fusus-147	57	17	deep	deep	ADJ
fusus-147	57	18	learning	learning	NOUN
fusus-147	57	19	algorithms	algorithm	NOUN
fusus-147	57	20	and	and	CCONJ
fusus-147	57	21	dealing	deal	VERB
fusus-147	57	22	with	with	ADP
fusus-147	57	23	a	a	DET
fusus-147	57	24	lack	lack	NOUN
fusus-147	57	25	of	of	ADP
fusus-147	57	26	experimental	experimental	ADJ
fusus-147	57	27	data	datum	NOUN
fusus-147	57	28	.	.	PUNCT
fusus-147	58	1	given	give	VERB
fusus-147	58	2	the	the	DET
fusus-147	58	3	vast	vast	ADJ
fusus-147	58	4	unexplored	unexplored	ADJ
fusus-147	58	5	compositional	compositional	ADJ
fusus-147	58	6	design	design	NOUN
fusus-147	58	7	space	space	NOUN
fusus-147	58	8	,	,	PUNCT
fusus-147	58	9	developing	develop	VERB
fusus-147	58	10	efficient	efficient	ADJ
fusus-147	58	11	machine	machine	NOUN
fusus-147	58	12	learning	learn	VERB
fusus-147	58	13	algorithms	algorithm	NOUN
fusus-147	58	14	based	base	VERB
fusus-147	58	15	on	on	ADP
fusus-147	58	16	existing	exist	VERB
fusus-147	58	17	data	datum	NOUN
fusus-147	58	18	becomes	become	VERB
fusus-147	58	19	crucial	crucial	ADJ
fusus-147	58	20	for	for	ADP
fusus-147	58	21	precise	precise	ADJ
fusus-147	58	22	hea	hea	NOUN
fusus-147	58	23	phase	phase	NOUN
fusus-147	58	24	prediction	prediction	NOUN
fusus-147	58	25	.	.	PUNCT
fusus-147	59	1	this	this	DET
fusus-147	59	2	work	work	NOUN
fusus-147	59	3	presents	present	VERB
fusus-147	59	4	an	an	DET
fusus-147	59	5	ann	ann	PROPN
fusus-147	59	6	model	model	NOUN
fusus-147	59	7	that	that	PRON
fusus-147	59	8	tackles	tackle	VERB
fusus-147	59	9	the	the	DET
fusus-147	59	10	challenge	challenge	NOUN
fusus-147	59	11	of	of	ADP
fusus-147	59	12	training	training	NOUN
fusus-147	59	13	with	with	ADP
fusus-147	59	14	balanced	balanced	ADJ
fusus-147	59	15	data	datum	NOUN
fusus-147	59	16	for	for	ADP
fusus-147	59	17	each	each	DET
fusus-147	59	18	phase	phase	NOUN
fusus-147	59	19	in	in	ADP
fusus-147	59	20	heas	hea	NOUN
fusus-147	59	21	,	,	PUNCT
fusus-147	59	22	contrasting	contrast	VERB
fusus-147	59	23	the	the	DET
fusus-147	59	24	frequent	frequent	ADJ
fusus-147	59	25	problem	problem	NOUN
fusus-147	59	26	of	of	ADP
fusus-147	59	27	unbalanced	unbalanced	ADJ
fusus-147	59	28	datasets	dataset	NOUN
fusus-147	59	29	in	in	ADP
fusus-147	59	30	past	past	ADJ
fusus-147	59	31	research	research	NOUN
fusus-147	59	32	.	.	PUNCT
fusus-147	60	1	the	the	DET
fusus-147	60	2	objective	objective	NOUN
fusus-147	60	3	is	be	AUX
fusus-147	60	4	to	to	PART
fusus-147	60	5	determine	determine	VERB
fusus-147	60	6	the	the	DET
fusus-147	60	7	hyperparameters	hyperparameter	NOUN
fusus-147	60	8	that	that	PRON
fusus-147	60	9	maximize	maximize	VERB
fusus-147	60	10	predictive	predictive	ADJ
fusus-147	60	11	accuracy	accuracy	NOUN
fusus-147	60	12	and	and	CCONJ
fusus-147	60	13	generality	generality	NOUN
fusus-147	60	14	when	when	SCONJ
fusus-147	60	15	predicting	predict	VERB
fusus-147	60	16	phase	phase	NOUN
fusus-147	60	17	selection	selection	NOUN
fusus-147	60	18	in	in	ADP
fusus-147	60	19	new	new	ADJ
fusus-147	60	20	heas	hea	NOUN
fusus-147	60	21	,	,	PUNCT
fusus-147	60	22	utilizing	utilize	VERB
fusus-147	60	23	a	a	DET
fusus-147	60	24	balanced	balanced	ADJ
fusus-147	60	25	dataset	dataset	NOUN
fusus-147	60	26	.	.	PUNCT
fusus-147	61	1	in	in	ADP
fusus-147	61	2	this	this	DET
fusus-147	61	3	study	study	NOUN
fusus-147	61	4	for	for	ADP
fusus-147	61	5	hea	hea	X
fusus-147	61	6	phase	phase	NOUN
fusus-147	61	7	formation	formation	NOUN
fusus-147	61	8	prediction	prediction	NOUN
fusus-147	61	9	,	,	PUNCT
fusus-147	61	10	an	an	DET
fusus-147	61	11	ann	ann	PROPN
fusus-147	61	12	model	model	NOUN
fusus-147	61	13	architecture	architecture	NOUN
fusus-147	61	14	is	be	AUX
fusus-147	61	15	optimized	optimize	VERB
fusus-147	61	16	for	for	ADP
fusus-147	61	17	the	the	DET
fusus-147	61	18	current	current	ADJ
fusus-147	61	19	balanced	balanced	ADJ
fusus-147	61	20	dataset	dataset	NOUN
fusus-147	61	21	and	and	CCONJ
fusus-147	61	22	fine	fine	ADV
fusus-147	61	23	-	-	PUNCT
fusus-147	61	24	tuned	tune	VERB
fusus-147	61	25	hyperparameters	hyperparameter	NOUN
fusus-147	61	26	such	such	ADJ
fusus-147	61	27	as	as	ADP
fusus-147	61	28	batch	batch	NOUN
fusus-147	61	29	size	size	NOUN
fusus-147	61	30	,	,	PUNCT
fusus-147	61	31	learning	learn	VERB
fusus-147	61	32	rate	rate	NOUN
fusus-147	61	33	,	,	PUNCT
fusus-147	61	34	epochs	epoch	NOUN
fusus-147	61	35	,	,	PUNCT
fusus-147	61	36	and	and	CCONJ
fusus-147	61	37	dropout	dropout	NOUN
fusus-147	61	38	rate	rate	NOUN
fusus-147	61	39	.	.	PUNCT
fusus-147	62	1	the	the	DET
fusus-147	62	2	model	model	NOUN
fusus-147	62	3	's	's	PART
fusus-147	62	4	performance	performance	NOUN
fusus-147	62	5	is	be	AUX
fusus-147	62	6	evaluated	evaluate	VERB
fusus-147	62	7	on	on	ADP
fusus-147	62	8	the	the	DET
fusus-147	62	9	final	final	ADJ
fusus-147	62	10	test	test	NOUN
fusus-147	62	11	set	set	VERB
fusus-147	62	12	by	by	ADP
fusus-147	62	13	measuring	measure	VERB
fusus-147	62	14	phase	phase	NOUN
fusus-147	62	15	-	-	PUNCT
fusus-147	62	16	wise	wise	ADJ
fusus-147	62	17	accuracy	accuracy	NOUN
fusus-147	62	18	,	,	PUNCT
fusus-147	62	19	originating	originate	VERB
fusus-147	62	20	a	a	DET
fusus-147	62	21	confusion	confusion	NOUN
fusus-147	62	22	matrix	matrix	NOUN
fusus-147	62	23	,	,	PUNCT
fusus-147	62	24	and	and	CCONJ
fusus-147	62	25	determining	determine	VERB
fusus-147	62	26	the	the	DET
fusus-147	62	27	micro	micro	ADJ
fusus-147	62	28	-	-	NOUN
fusus-147	62	29	f1	f1	ADJ
fusus-147	62	30	score	score	NOUN
fusus-147	62	31	,	,	PUNCT
fusus-147	62	32	and	and	CCONJ
fusus-147	62	33	the	the	DET
fusus-147	62	34	results	result	NOUN
fusus-147	62	35	are	be	AUX
fusus-147	62	36	then	then	ADV
fusus-147	62	37	compared	compare	VERB
fusus-147	62	38	with	with	ADP
fusus-147	62	39	prior	prior	ADJ
fusus-147	62	40	studies	study	NOUN
fusus-147	62	41	.	.	PUNCT
fusus-147	63	1	the	the	DET
fusus-147	63	2	study	study	NOUN
fusus-147	63	3	also	also	ADV
fusus-147	63	4	analyses	analyse	VERB
fusus-147	63	5	the	the	DET
fusus-147	63	6	significance	significance	NOUN
fusus-147	63	7	of	of	ADP
fusus-147	63	8	feature	feature	NOUN
fusus-147	63	9	parameters	parameter	NOUN
fusus-147	63	10	in	in	ADP
fusus-147	63	11	phase	phase	NOUN
fusus-147	63	12	prediction	prediction	NOUN
fusus-147	63	13	outcomes	outcome	NOUN
fusus-147	63	14	,	,	PUNCT
fusus-147	63	15	clarifying	clarify	VERB
fusus-147	63	16	the	the	DET
fusus-147	63	17	relative	relative	ADJ
fusus-147	63	18	importance	importance	NOUN
fusus-147	63	19	of	of	ADP
fusus-147	63	20	physical	physical	ADJ
fusus-147	63	21	parameters	parameter	NOUN
fusus-147	63	22	influencing	influence	VERB
fusus-147	63	23	phase	phase	NOUN
fusus-147	63	24	selection	selection	NOUN
fusus-147	63	25	.	.	PUNCT
fusus-147	64	1	2	2	X
fusus-147	64	2	.	.	X
fusus-147	64	3	computational	computational	ADJ
fusus-147	64	4	methods	method	NOUN
fusus-147	64	5	the	the	DET
fusus-147	64	6	hea	hea	PROPN
fusus-147	64	7	dataset	dataset	VERB
fusus-147	64	8	underwent	underwent	NOUN
fusus-147	64	9	preprocessing	preprocessing	NOUN
fusus-147	64	10	and	and	CCONJ
fusus-147	64	11	preparation	preparation	NOUN
fusus-147	64	12	using	use	VERB
fusus-147	64	13	conventional	conventional	ADJ
fusus-147	64	14	data	datum	NOUN
fusus-147	64	15	science	science	NOUN
fusus-147	64	16	techniques	technique	NOUN
fusus-147	64	17	prior	prior	ADV
fusus-147	64	18	to	to	ADP
fusus-147	64	19	being	be	AUX
fusus-147	64	20	utilized	utilize	VERB
fusus-147	64	21	to	to	PART
fusus-147	64	22	train	train	VERB
fusus-147	64	23	the	the	DET
fusus-147	64	24	model	model	NOUN
fusus-147	64	25	.	.	PUNCT
fusus-147	65	1	three	three	NUM
fusus-147	65	2	distinct	distinct	ADJ
fusus-147	65	3	datasets	dataset	NOUN
fusus-147	65	4	from	from	ADP
fusus-147	65	5	various	various	ADJ
fusus-147	65	6	earlier	early	ADJ
fusus-147	65	7	studies	study	NOUN
fusus-147	65	8	[	[	X
fusus-147	65	9	34–36	34–36	NUM
fusus-147	65	10	]	]	PUNCT
fusus-147	65	11	were	be	AUX
fusus-147	65	12	selected	select	VERB
fusus-147	65	13	and	and	CCONJ
fusus-147	65	14	employed	employ	VERB
fusus-147	65	15	to	to	PART
fusus-147	65	16	construct	construct	VERB
fusus-147	65	17	the	the	DET
fusus-147	65	18	ann	ann	PROPN
fusus-147	65	19	-	-	PUNCT
fusus-147	65	20	based	base	VERB
fusus-147	65	21	model	model	NOUN
fusus-147	65	22	.	.	PUNCT
fusus-147	66	1	a	a	DET
fusus-147	66	2	dataset	dataset	NOUN
fusus-147	66	3	of	of	ADP
fusus-147	66	4	240	240	NUM
fusus-147	66	5	heas	hea	NOUN
fusus-147	66	6	was	be	AUX
fusus-147	66	7	obtained	obtain	VERB
fusus-147	66	8	after	after	ADP
fusus-147	66	9	the	the	DET
fusus-147	66	10	elimination	elimination	NOUN
fusus-147	66	11	of	of	ADP
fusus-147	66	12	redundant	redundant	ADJ
fusus-147	66	13	samples	sample	NOUN
fusus-147	66	14	and	and	CCONJ
fusus-147	66	15	sections	section	NOUN
fusus-147	66	16	with	with	ADP
fusus-147	66	17	incomplete	incomplete	ADJ
fusus-147	66	18	or	or	CCONJ
fusus-147	66	19	duplicated	duplicate	VERB
fusus-147	66	20	data	datum	NOUN
fusus-147	66	21	.	.	PUNCT
fusus-147	67	1	an	an	DET
fusus-147	67	2	instance	instance	NOUN
fusus-147	67	3	of	of	ADP
fusus-147	67	4	randomly	randomly	ADV
fusus-147	67	5	selected	select	VERB
fusus-147	67	6	five	five	NUM
fusus-147	67	7	rows	row	NOUN
fusus-147	67	8	of	of	ADP
fusus-147	67	9	the	the	DET
fusus-147	67	10	dataset	dataset	NOUN
fusus-147	67	11	is	be	AUX
fusus-147	67	12	presented	present	VERB
fusus-147	67	13	in	in	ADP
fusus-147	67	14	the	the	DET
fusus-147	67	15	pandas	panda	NOUN
fusus-147	67	16	dataframe	dataframe	ADJ
fusus-147	67	17	format	format	NOUN
fusus-147	67	18	in	in	ADP
fusus-147	67	19	table	table	NOUN
fusus-147	67	20	1	1	NUM
fusus-147	67	21	.	.	PUNCT
fusus-147	68	1	in	in	ADP
fusus-147	68	2	this	this	DET
fusus-147	68	3	dataset	dataset	NOUN
fusus-147	68	4	,	,	PUNCT
fusus-147	68	5	there	there	PRON
fusus-147	68	6	are	be	VERB
fusus-147	68	7	an	an	DET
fusus-147	68	8	equal	equal	ADJ
fusus-147	68	9	number	number	NOUN
fusus-147	68	10	of	of	ADP
fusus-147	68	11	80	80	NUM
fusus-147	68	12	data	datum	NOUN
fusus-147	68	13	points	point	NOUN
fusus-147	68	14	for	for	ADP
fusus-147	68	15	each	each	PRON
fusus-147	68	16	of	of	ADP
fusus-147	68	17	the	the	DET
fusus-147	68	18	am	am	NOUN
fusus-147	68	19	,	,	PUNCT
fusus-147	68	20	ss	ss	NOUN
fusus-147	68	21	,	,	PUNCT
fusus-147	68	22	and	and	CCONJ
fusus-147	68	23	i	i	PRON
fusus-147	68	24	m	m	VERB
fusus-147	68	25	phases	phase	NOUN
fusus-147	68	26	.	.	PUNCT
fusus-147	69	1	the	the	DET
fusus-147	69	2	dataset	dataset	NOUN
fusus-147	69	3	consists	consist	VERB
fusus-147	69	4	of	of	ADP
fusus-147	69	5	240	240	NUM
fusus-147	69	6	instances	instance	NOUN
fusus-147	69	7	and	and	CCONJ
fusus-147	69	8	6	6	NUM
fusus-147	69	9	features	feature	NOUN
fusus-147	69	10	,	,	PUNCT
fusus-147	69	11	including	include	VERB
fusus-147	69	12	1	1	NUM
fusus-147	69	13	categorical	categorical	ADJ
fusus-147	69	14	feature	feature	NOUN
fusus-147	69	15	designating	designate	VERB
fusus-147	69	16	different	different	ADJ
fusus-147	69	17	phases	phase	NOUN
fusus-147	69	18	(	(	PUNCT
fusus-147	69	19	am	be	AUX
fusus-147	69	20	,	,	PUNCT
fusus-147	69	21	ss	ss	NOUN
fusus-147	69	22	,	,	PUNCT
fusus-147	69	23	or	or	CCONJ
fusus-147	69	24	i	i	PRON
fusus-147	69	25	m	m	PROPN
fusus-147	69	26	)	)	PUNCT
fusus-147	69	27	and	and	CCONJ
fusus-147	69	28	5	5	NUM
fusus-147	69	29	numeric	numeric	ADJ
fusus-147	69	30	features	feature	NOUN
fusus-147	69	31	representing	represent	VERB
fusus-147	69	32	valence	valence	NOUN
fusus-147	69	33	electron	electron	NOUN
fusus-147	69	34	concentration	concentration	NOUN
fusus-147	69	35	(	(	PUNCT
fusus-147	69	36	vec	vec	PROPN
fusus-147	69	37	)	)	PUNCT
fusus-147	69	38	,	,	PUNCT
fusus-147	69	39	the	the	DET
fusus-147	69	40	difference	difference	NOUN
fusus-147	69	41	in	in	ADP
fusus-147	69	42	electronegativity	electronegativity	NOUN
fusus-147	69	43	difference	difference	NOUN
fusus-147	69	44	(	(	PUNCT
fusus-147	69	45	δχ	δχ	NOUN
fusus-147	69	46	)	)	PUNCT
fusus-147	69	47	,	,	PUNCT
fusus-147	69	48	atomic	atomic	ADJ
fusus-147	69	49	size	size	NOUN
fusus-147	69	50	difference	difference	NOUN
fusus-147	69	51	(	(	PUNCT
fusus-147	69	52	δ	δ	NOUN
fusus-147	69	53	)	)	PUNCT
fusus-147	69	54	,	,	PUNCT
fusus-147	69	55	mixing	mix	VERB
fusus-147	69	56	enthalpy	enthalpy	NOUN
fusus-147	69	57	(	(	PUNCT
fusus-147	69	58	δhmix	δhmix	NOUN
fusus-147	69	59	)	)	PUNCT
fusus-147	69	60	,	,	PUNCT
fusus-147	69	61	and	and	CCONJ
fusus-147	69	62	mixing	mix	VERB
fusus-147	69	63	entropy	entropy	NOUN
fusus-147	69	64	(	(	PUNCT
fusus-147	69	65	δsmix	δsmix	NOUN
fusus-147	69	66	)	)	PUNCT
fusus-147	69	67	.	.	PUNCT
fusus-147	70	1	table	table	NOUN
fusus-147	70	2	1	1	NUM
fusus-147	70	3	.	.	PUNCT
fusus-147	71	1	a	a	DET
fusus-147	71	2	glimpse	glimpse	NOUN
fusus-147	71	3	of	of	ADP
fusus-147	71	4	pandas	panda	NOUN
fusus-147	71	5	displaying	display	VERB
fusus-147	71	6	random	random	ADJ
fusus-147	71	7	5	5	NUM
fusus-147	71	8	instances	instance	NOUN
fusus-147	71	9	of	of	ADP
fusus-147	71	10	the	the	DET
fusus-147	71	11	data	datum	NOUN
fusus-147	71	12	employed	employ	VERB
fusus-147	71	13	in	in	ADP
fusus-147	71	14	this	this	DET
fusus-147	71	15	study	study	NOUN
fusus-147	71	16	.	.	PUNCT
fusus-147	72	1	the	the	DET
fusus-147	72	2	units	unit	NOUN
fusus-147	72	3	for	for	ADP
fusus-147	72	4	δhmix	δhmix	NOUN
fusus-147	72	5	and	and	CCONJ
fusus-147	72	6	δsmix	δsmix	NOUN
fusus-147	72	7	are	be	AUX
fusus-147	72	8	kjmol−1	kjmol−1	PROPN
fusus-147	72	9	and	and	CCONJ
fusus-147	72	10	jk−1mol−1	jk−1mol−1	PROPN
fusus-147	72	11	,	,	PUNCT
fusus-147	72	12	respectively	respectively	ADV
fusus-147	72	13	the	the	DET
fusus-147	72	14	labels	label	NOUN
fusus-147	72	15	were	be	AUX
fusus-147	72	16	encoded	encode	VERB
fusus-147	72	17	into	into	ADP
fusus-147	72	18	integers	integer	NOUN
fusus-147	72	19	and	and	CCONJ
fusus-147	72	20	assigned	assign	VERB
fusus-147	72	21	the	the	DET
fusus-147	72	22	values	value	NOUN
fusus-147	72	23	0	0	NUM
fusus-147	72	24	for	for	ADP
fusus-147	72	25	am	am	NOUN
fusus-147	72	26	,	,	PUNCT
fusus-147	72	27	1	1	NUM
fusus-147	72	28	for	for	ADP
fusus-147	72	29	ss	ss	NOUN
fusus-147	72	30	,	,	PUNCT
fusus-147	72	31	and	and	CCONJ
fusus-147	72	32	2	2	NUM
fusus-147	72	33	for	for	ADP
fusus-147	72	34	i	i	PROPN
fusus-147	72	35	m	m	VERB
fusus-147	72	36	phases	phase	NOUN
fusus-147	72	37	,	,	PUNCT
fusus-147	72	38	respectively	respectively	ADV
fusus-147	72	39	,	,	PUNCT
fusus-147	72	40	to	to	PART
fusus-147	72	41	denote	denote	VERB
fusus-147	72	42	the	the	DET
fusus-147	72	43	alloy	alloy	NOUN
fusus-147	72	44	phases	phase	NOUN
fusus-147	72	45	in	in	ADP
fusus-147	72	46	the	the	DET
fusus-147	72	47	ann	ann	PROPN
fusus-147	72	48	model	model	NOUN
fusus-147	72	49	.	.	PUNCT
fusus-147	73	1	the	the	DET
fusus-147	73	2	formulas	formula	NOUN
fusus-147	73	3	provided	provide	VERB
fusus-147	73	4	below	below	ADV
fusus-147	73	5	are	be	AUX
fusus-147	73	6	used	use	VERB
fusus-147	73	7	to	to	PART
fusus-147	73	8	compute	compute	VERB
fusus-147	73	9	the	the	DET
fusus-147	73	10	numeric	numeric	ADJ
fusus-147	73	11	values	value	NOUN
fusus-147	73	12	for	for	ADP
fusus-147	73	13	the	the	DET
fusus-147	73	14	five	five	NUM
fusus-147	73	15	features	feature	NOUN
fusus-147	73	16	[	[	X
fusus-147	73	17	37–40	37–40	NUM
fusus-147	73	18	]	]	PUNCT
fusus-147	73	19	.	.	PUNCT
fusus-147	74	1	𝑉𝐸𝐶	𝑉𝐸𝐶	AUX
fusus-147	74	2	=	=	SYM
fusus-147	74	3	∑	∑	PUNCT
fusus-147	74	4	𝑐𝑖𝑉𝐸𝐶𝑖	𝑐𝑖𝑉𝐸𝐶𝑖	NOUN
fusus-147	74	5	𝑛	𝑛	PRON
fusus-147	74	6	𝑖=1	𝑖=1	PROPN
fusus-147	74	7	(	(	PUNCT
fusus-147	74	8	1	1	X
fusus-147	74	9	)	)	PUNCT
fusus-147	74	10	∆𝜒	∆𝜒	NOUN
fusus-147	74	11	=	=	PUNCT
fusus-147	74	12	√∑	√∑	PROPN
fusus-147	74	13	𝑐𝑖	𝑐𝑖	NOUN
fusus-147	74	14	(	(	PUNCT
fusus-147	74	15	𝜒𝑖	𝜒𝑖	PROPN
fusus-147	74	16	−	−	PROPN
fusus-147	74	17	𝜒)2𝑛	𝜒)2𝑛	NOUN
fusus-147	74	18	𝑖=1	𝑖=1	PUNCT
fusus-147	74	19	(	(	PUNCT
fusus-147	74	20	2	2	X
fusus-147	74	21	)	)	PUNCT
fusus-147	74	22	mfb	mfb	NOUN
fusus-147	74	23	.	.	PUNCT
fusus-147	75	1	noor	noor	PROPN
fusus-147	75	2	et	et	PROPN
fusus-147	75	3	al	al	PROPN
fusus-147	75	4	.	.	PROPN
fusus-147	75	5	/future	/future	PROPN
fusus-147	76	1	sustainability	sustainability	PROPN
fusus-147	76	2	february	february	PROPN
fusus-147	76	3	2024|	2024|	PROPN
fusus-147	76	4	volume	volume	NOUN
fusus-147	76	5	02	02	NUM
fusus-147	77	1	|	|	NOUN
fusus-147	77	2	issue	issue	NOUN
fusus-147	77	3	01	01	NUM
fusus-147	78	1	|	|	ADV
fusus-147	78	2	pages	page	VERB
fusus-147	78	3	47	47	NUM
fusus-147	78	4	-	-	SYM
fusus-147	78	5	58	58	NUM
fusus-147	78	6	49	49	NUM
fusus-147	78	7	𝛿	𝛿	NOUN
fusus-147	78	8	=	=	NUM
fusus-147	78	9	100	100	NUM
fusus-147	78	10	𝑋	𝑋	PROPN
fusus-147	78	11	√∑	√∑	ADJ
fusus-147	78	12	𝑐𝑖	𝑐𝑖	NOUN
fusus-147	78	13	(	(	PUNCT
fusus-147	78	14	1	1	NUM
fusus-147	78	15	−	−	NOUN
fusus-147	78	16	𝑟𝑖	𝑟𝑖	PRON
fusus-147	78	17	𝑟⁄	𝑟⁄	PROPN
fusus-147	78	18	)	)	PUNCT
fusus-147	79	1	2𝑛	2𝑛	PROPN
fusus-147	79	2	𝑖=1	𝑖=1	PUNCT
fusus-147	79	3	(	(	PUNCT
fusus-147	79	4	3	3	X
fusus-147	79	5	)	)	PUNCT
fusus-147	79	6	δ𝐻𝑚𝑖𝑥	δ𝐻𝑚𝑖𝑥	PROPN
fusus-147	79	7	=	=	SYM
fusus-147	79	8	∑	∑	PROPN
fusus-147	79	9	4𝐻𝑖𝑗	4𝐻𝑖𝑗	NUM
fusus-147	79	10	𝑛	𝑛	PROPN
fusus-147	79	11	𝑖=1,𝑖<𝑗	𝑖=1,𝑖<𝑗	ADJ
fusus-147	79	12	𝑐𝑖𝑐𝑗	𝑐𝑖𝑐𝑗	PROPN
fusus-147	79	13	(	(	PUNCT
fusus-147	79	14	4	4	X
fusus-147	79	15	)	)	PUNCT
fusus-147	79	16	δ𝑆𝑚𝑖𝑥	δ𝑆𝑚𝑖𝑥	PROPN
fusus-147	79	17	=	=	SYM
fusus-147	79	18	−𝑅	−𝑅	PROPN
fusus-147	79	19	∑	∑	PUNCT
fusus-147	79	20	𝑐𝑖	𝑐𝑖	PROPN
fusus-147	79	21	𝑙𝑛𝑐𝑖	𝑙𝑛𝑐𝑖	PROPN
fusus-147	79	22	𝑛	𝑛	PRON
fusus-147	79	23	𝑖=1	𝑖=1	PROPN
fusus-147	79	24	(	(	PUNCT
fusus-147	79	25	5	5	NUM
fusus-147	79	26	)	)	PUNCT
fusus-147	79	27	here	here	ADV
fusus-147	79	28	,	,	PUNCT
fusus-147	79	29	ci	ci	PROPN
fusus-147	79	30	(	(	PUNCT
fusus-147	79	31	where	where	SCONJ
fusus-147	79	32	0	0	X
fusus-147	79	33	<	<	X
fusus-147	79	34	ci	ci	X
fusus-147	79	35	<	<	X
fusus-147	79	36	1	1	X
fusus-147	79	37	)	)	PUNCT
fusus-147	79	38	denotes	denote	VERB
fusus-147	79	39	the	the	DET
fusus-147	79	40	atomic	atomic	ADJ
fusus-147	79	41	concentrations	concentration	NOUN
fusus-147	79	42	of	of	ADP
fusus-147	79	43	the	the	DET
fusus-147	79	44	i	i	PROPN
fusus-147	79	45	-	-	PUNCT
fusus-147	79	46	th	th	X
fusus-147	79	47	element	element	NOUN
fusus-147	79	48	,	,	PUNCT
fusus-147	79	49	while	while	SCONJ
fusus-147	79	50	n	n	PRON
fusus-147	79	51	represents	represent	VERB
fusus-147	79	52	the	the	DET
fusus-147	79	53	total	total	ADJ
fusus-147	79	54	number	number	NOUN
fusus-147	79	55	of	of	ADP
fusus-147	79	56	components	component	NOUN
fusus-147	79	57	within	within	ADP
fusus-147	79	58	a	a	DET
fusus-147	79	59	hea	hea	X
fusus-147	79	60	.	.	PUNCT
fusus-147	80	1	veci	veci	PROPN
fusus-147	80	2	and	and	CCONJ
fusus-147	80	3	ri	ri	PROPN
fusus-147	80	4	signifies	signify	VERB
fusus-147	80	5	the	the	DET
fusus-147	80	6	atomic	atomic	ADJ
fusus-147	80	7	concentration	concentration	NOUN
fusus-147	80	8	,	,	PUNCT
fusus-147	80	9	vec	vec	NOUN
fusus-147	80	10	,	,	PUNCT
fusus-147	80	11	and	and	CCONJ
fusus-147	80	12	atomic	atomic	ADJ
fusus-147	80	13	radius	radius	NOUN
fusus-147	80	14	of	of	ADP
fusus-147	80	15	each	each	DET
fusus-147	80	16	species	specie	NOUN
fusus-147	80	17	of	of	ADP
fusus-147	80	18	the	the	DET
fusus-147	80	19	ith	ith	PROPN
fusus-147	80	20	element	element	NOUN
fusus-147	80	21	and	and	CCONJ
fusus-147	80	22	r	r	NOUN
fusus-147	80	23	denotes	denote	NOUN
fusus-147	80	24	the	the	DET
fusus-147	80	25	gas	gas	NOUN
fusus-147	80	26	constant	constant	ADJ
fusus-147	80	27	.	.	PUNCT
fusus-147	81	1	using	use	VERB
fusus-147	81	2	miedema	miedema	PROPN
fusus-147	81	3	's	's	PART
fusus-147	81	4	model	model	NOUN
fusus-147	81	5	,	,	PUNCT
fusus-147	81	6	the	the	DET
fusus-147	81	7	enthalpy	enthalpy	NOUN
fusus-147	81	8	of	of	ADP
fusus-147	81	9	atomic	atomic	ADJ
fusus-147	81	10	pairs	pair	NOUN
fusus-147	81	11	,	,	PUNCT
fusus-147	81	12	is	be	AUX
fusus-147	81	13	calculated	calculate	VERB
fusus-147	81	14	[	[	X
fusus-147	81	15	41	41	NUM
fusus-147	81	16	]	]	PUNCT
fusus-147	81	17	.	.	PUNCT
fusus-147	82	1	𝜒	𝜒	X
fusus-147	82	2	and	and	CCONJ
fusus-147	82	3	𝑟	𝑟	PRON
fusus-147	82	4	refer	refer	VERB
fusus-147	82	5	for	for	ADP
fusus-147	82	6	the	the	DET
fusus-147	82	7	weighted	weight	VERB
fusus-147	82	8	pauling	paule	VERB
fusus-147	82	9	electronegativity	electronegativity	NOUN
fusus-147	82	10	and	and	CCONJ
fusus-147	82	11	atomic	atomic	ADJ
fusus-147	82	12	radius	radius	NOUN
fusus-147	82	13	,	,	PUNCT
fusus-147	82	14	respectively	respectively	ADV
fusus-147	82	15	,	,	PUNCT
fusus-147	82	16	written	write	VERB
fusus-147	82	17	as	as	SCONJ
fusus-147	82	18	follows	follow	VERB
fusus-147	82	19	.	.	PUNCT
fusus-147	83	1	𝜒	𝜒	X
fusus-147	83	2	=	=	PUNCT
fusus-147	83	3	∑	∑	PUNCT
fusus-147	83	4	𝑐𝑖𝜒𝑖	𝑐𝑖𝜒𝑖	NOUN
fusus-147	83	5	𝑛	𝑛	PROPN
fusus-147	83	6	𝑖=1	𝑖=1	PROPN
fusus-147	83	7	(	(	PUNCT
fusus-147	83	8	6	6	NUM
fusus-147	83	9	)	)	PUNCT
fusus-147	83	10	𝑟	𝑟	NOUN
fusus-147	83	11	=	=	SYM
fusus-147	83	12	∑	∑	PUNCT
fusus-147	83	13	𝑐𝑖𝑟𝑖	𝑐𝑖𝑟𝑖	NOUN
fusus-147	83	14	𝑛	𝑛	PRON
fusus-147	83	15	𝑖=1	𝑖=1	PROPN
fusus-147	83	16	(	(	PUNCT
fusus-147	83	17	7	7	X
fusus-147	83	18	)	)	PUNCT
fusus-147	83	19	the	the	DET
fusus-147	83	20	data	datum	NOUN
fusus-147	83	21	undergo	undergo	VERB
fusus-147	83	22	preprocessing	preprocessing	NOUN
fusus-147	83	23	for	for	ADP
fusus-147	83	24	feature	feature	NOUN
fusus-147	83	25	values	value	NOUN
fusus-147	83	26	before	before	ADP
fusus-147	83	27	training	train	VERB
fusus-147	83	28	the	the	DET
fusus-147	83	29	architecture	architecture	NOUN
fusus-147	83	30	.	.	PUNCT
fusus-147	84	1	using	use	VERB
fusus-147	84	2	the	the	DET
fusus-147	84	3	pandas	panda	NOUN
fusus-147	84	4	library	library	NOUN
fusus-147	84	5	[	[	X
fusus-147	84	6	42	42	NUM
fusus-147	84	7	]	]	PUNCT
fusus-147	84	8	,	,	PUNCT
fusus-147	84	9	these	these	DET
fusus-147	84	10	values	value	NOUN
fusus-147	84	11	are	be	AUX
fusus-147	84	12	normalized	normalize	VERB
fusus-147	84	13	and	and	CCONJ
fusus-147	84	14	scaled	scale	VERB
fusus-147	84	15	them	they	PRON
fusus-147	84	16	between	between	ADP
fusus-147	84	17	0	0	NUM
fusus-147	84	18	and	and	CCONJ
fusus-147	84	19	1	1	NUM
fusus-147	84	20	,	,	PUNCT
fusus-147	84	21	as	as	SCONJ
fusus-147	84	22	shown	show	VERB
fusus-147	84	23	below	below	ADV
fusus-147	84	24	:	:	PUNCT
fusus-147	85	1	𝑋𝑛𝑒𝑤	𝑋𝑛𝑒𝑤	PROPN
fusus-147	85	2	=	=	PUNCT
fusus-147	86	1	𝑋𝑖	𝑋𝑖	NOUN
fusus-147	86	2	−𝑋𝑚𝑖𝑛,𝑖	−𝑋𝑚𝑖𝑛,𝑖	SYM
fusus-147	86	3	𝑋𝑚𝑎𝑥,𝑖−	𝑋𝑚𝑎𝑥,𝑖−	ADJ
fusus-147	86	4	𝑋𝑚𝑖𝑛,𝑖	𝑋𝑚𝑖𝑛,𝑖	ADP
fusus-147	86	5	(	(	PUNCT
fusus-147	86	6	8)	8)	NUM
fusus-147	86	7	where	where	SCONJ
fusus-147	86	8	,	,	PUNCT
fusus-147	86	9	xnew	xnew	PROPN
fusus-147	86	10	represents	represent	VERB
fusus-147	86	11	to	to	ADP
fusus-147	86	12	the	the	DET
fusus-147	86	13	normalized	normalize	VERB
fusus-147	86	14	feature	feature	NOUN
fusus-147	86	15	,	,	PUNCT
fusus-147	86	16	xi	xi	PROPN
fusus-147	86	17	refers	refer	VERB
fusus-147	86	18	to	to	ADP
fusus-147	86	19	the	the	DET
fusus-147	86	20	actual	actual	ADJ
fusus-147	86	21	feature	feature	NOUN
fusus-147	86	22	information	information	NOUN
fusus-147	86	23	,	,	PUNCT
fusus-147	86	24	xmin	xmin	NOUN
fusus-147	86	25	,	,	PUNCT
fusus-147	86	26	i	i	PRON
fusus-147	86	27	and	and	CCONJ
fusus-147	86	28	xmax	xmax	PROPN
fusus-147	86	29	,	,	PUNCT
fusus-147	86	30	i	i	PRON
fusus-147	86	31	stand	stand	VERB
fusus-147	86	32	for	for	ADP
fusus-147	86	33	the	the	DET
fusus-147	86	34	minimum	minimum	ADJ
fusus-147	86	35	and	and	CCONJ
fusus-147	86	36	maximum	maximum	ADJ
fusus-147	86	37	values	value	NOUN
fusus-147	86	38	respectively	respectively	ADV
fusus-147	86	39	.	.	PUNCT
fusus-147	87	1	through	through	ADP
fusus-147	87	2	this	this	DET
fusus-147	87	3	normalization	normalization	NOUN
fusus-147	87	4	procedure	procedure	NOUN
fusus-147	87	5	,	,	PUNCT
fusus-147	87	6	dimensionless	dimensionless	NOUN
fusus-147	87	7	numeric	numeric	ADJ
fusus-147	87	8	features	feature	NOUN
fusus-147	87	9	are	be	AUX
fusus-147	87	10	generated	generate	VERB
fusus-147	87	11	,	,	PUNCT
fusus-147	87	12	which	which	PRON
fusus-147	87	13	ensures	ensure	VERB
fusus-147	87	14	effective	effective	ADJ
fusus-147	87	15	uniform	uniform	NOUN
fusus-147	87	16	numeric	numeric	ADJ
fusus-147	87	17	scaling	scaling	NOUN
fusus-147	87	18	and	and	CCONJ
fusus-147	87	19	consistent	consistent	ADJ
fusus-147	87	20	treatment	treatment	NOUN
fusus-147	87	21	of	of	ADP
fusus-147	87	22	all	all	DET
fusus-147	87	23	features	feature	NOUN
fusus-147	87	24	.	.	PUNCT
fusus-147	88	1	a	a	DET
fusus-147	88	2	layer	layer	NOUN
fusus-147	88	3	of	of	ADP
fusus-147	88	4	neurons	neuron	NOUN
fusus-147	88	5	performs	perform	VERB
fusus-147	88	6	computational	computational	ADJ
fusus-147	88	7	task	task	NOUN
fusus-147	88	8	with	with	ADP
fusus-147	88	9	the	the	DET
fusus-147	88	10	ann	ann	PROPN
fusus-147	88	11	model	model	NOUN
fusus-147	88	12	.	.	PUNCT
fusus-147	89	1	the	the	DET
fusus-147	89	2	output	output	NOUN
fusus-147	89	3	of	of	ADP
fusus-147	89	4	each	each	DET
fusus-147	89	5	neuron	neuron	NOUN
fusus-147	89	6	within	within	ADP
fusus-147	89	7	the	the	DET
fusus-147	89	8	hidden	hide	VERB
fusus-147	89	9	layer	layer	NOUN
fusus-147	89	10	is	be	AUX
fusus-147	89	11	denoted	denote	VERB
fusus-147	89	12	by	by	ADP
fusus-147	89	13	aj	aj	PROPN
fusus-147	89	14	,	,	PUNCT
fusus-147	89	15	as	as	SCONJ
fusus-147	89	16	expressed	express	VERB
fusus-147	89	17	in	in	ADP
fusus-147	89	18	the	the	DET
fusus-147	89	19	following	follow	VERB
fusus-147	89	20	equation	equation	NOUN
fusus-147	89	21	.	.	PUNCT
fusus-147	90	1	𝑎𝑗	𝑎𝑗	ADP
fusus-147	90	2	=	=	PUNCT
fusus-147	90	3	∑	∑	PROPN
fusus-147	90	4	𝑥𝑖	𝑥𝑖	NUM
fusus-147	90	5	𝑛	𝑛	PRON
fusus-147	90	6	𝑖=1	𝑖=1	PROPN
fusus-147	91	1	𝑊𝑖𝑗	𝑊𝑖𝑗	PROPN
fusus-147	91	2	+	+	PROPN
fusus-147	91	3	𝑏𝑗	𝑏𝑗	PROPN
fusus-147	91	4	(	(	PUNCT
fusus-147	91	5	9	9	NUM
fusus-147	91	6	)	)	PUNCT
fusus-147	91	7	where	where	SCONJ
fusus-147	91	8	𝑏𝑗	𝑏𝑗	PROPN
fusus-147	91	9	designates	designate	VERB
fusus-147	91	10	the	the	DET
fusus-147	91	11	bias	bias	NOUN
fusus-147	91	12	coefficients	coefficient	NOUN
fusus-147	91	13	and	and	CCONJ
fusus-147	91	14	𝑊𝑖𝑗	𝑊𝑖𝑗	PROPN
fusus-147	91	15	corresponds	correspond	VERB
fusus-147	91	16	to	to	ADP
fusus-147	91	17	the	the	DET
fusus-147	91	18	weights	weight	NOUN
fusus-147	91	19	of	of	ADP
fusus-147	91	20	each	each	DET
fusus-147	91	21	input	input	NOUN
fusus-147	91	22	parameter	parameter	NOUN
fusus-147	91	23	𝑥𝑖	𝑥𝑖	PROPN
fusus-147	91	24	.	.	PUNCT
fusus-147	92	1	google	google	PROPN
fusus-147	92	2	's	's	PART
fusus-147	92	3	tensorflow	tensorflow	NOUN
fusus-147	92	4	[	[	X
fusus-147	92	5	43	43	NUM
fusus-147	92	6	]	]	PUNCT
fusus-147	92	7	is	be	AUX
fusus-147	92	8	a	a	DET
fusus-147	92	9	well	well	ADV
fusus-147	92	10	-	-	PUNCT
fusus-147	92	11	recognized	recognize	VERB
fusus-147	92	12	library	library	NOUN
fusus-147	92	13	in	in	ADP
fusus-147	92	14	this	this	DET
fusus-147	92	15	field	field	NOUN
fusus-147	92	16	and	and	CCONJ
fusus-147	92	17	based	base	VERB
fusus-147	92	18	on	on	ADP
fusus-147	92	19	that	that	PRON
fusus-147	92	20	,	,	PUNCT
fusus-147	92	21	the	the	DET
fusus-147	92	22	machine	machine	NOUN
fusus-147	92	23	learning	learn	VERB
fusus-147	92	24	neural	neural	ADJ
fusus-147	92	25	network	network	NOUN
fusus-147	92	26	architecture	architecture	NOUN
fusus-147	92	27	is	be	AUX
fusus-147	92	28	used	use	VERB
fusus-147	92	29	.	.	PUNCT
fusus-147	93	1	figure	figure	NOUN
fusus-147	93	2	1	1	NUM
fusus-147	93	3	shows	show	VERB
fusus-147	93	4	the	the	DET
fusus-147	93	5	architecture	architecture	NOUN
fusus-147	93	6	used	use	VERB
fusus-147	93	7	in	in	ADP
fusus-147	93	8	this	this	DET
fusus-147	93	9	study	study	NOUN
fusus-147	93	10	which	which	PRON
fusus-147	93	11	encompasses	encompass	VERB
fusus-147	93	12	backpropagation	backpropagation	NOUN
fusus-147	93	13	functions	function	NOUN
fusus-147	93	14	and	and	CCONJ
fusus-147	93	15	several	several	ADJ
fusus-147	93	16	hidden	hidden	ADJ
fusus-147	93	17	layers	layer	NOUN
fusus-147	93	18	.	.	PUNCT
fusus-147	94	1	eq	eq	X
fusus-147	94	2	.	.	PUNCT
fusus-147	95	1	(	(	PUNCT
fusus-147	95	2	9	9	NUM
fusus-147	95	3	)	)	PUNCT
fusus-147	95	4	is	be	AUX
fusus-147	95	5	used	use	VERB
fusus-147	95	6	to	to	PART
fusus-147	95	7	calculate	calculate	VERB
fusus-147	95	8	the	the	DET
fusus-147	95	9	value	value	NOUN
fusus-147	95	10	of	of	ADP
fusus-147	95	11	𝑎𝑗	𝑎𝑗	NOUN
fusus-147	95	12	for	for	ADP
fusus-147	95	13	each	each	DET
fusus-147	95	14	neuron	neuron	NOUN
fusus-147	95	15	which	which	PRON
fusus-147	95	16	is	be	AUX
fusus-147	95	17	related	relate	VERB
fusus-147	95	18	with	with	ADP
fusus-147	95	19	connectionspecific	connectionspecific	NOUN
fusus-147	95	20	weights	weight	NOUN
fusus-147	95	21	.	.	PUNCT
fusus-147	96	1	the	the	DET
fusus-147	96	2	activation	activation	NOUN
fusus-147	96	3	function	function	NOUN
fusus-147	96	4	takes	take	VERB
fusus-147	96	5	it	it	PRON
fusus-147	96	6	as	as	ADP
fusus-147	96	7	an	an	DET
fusus-147	96	8	input	input	NOUN
fusus-147	96	9	value	value	NOUN
fusus-147	96	10	.	.	PUNCT
fusus-147	97	1	five	five	NUM
fusus-147	97	2	features	feature	NOUN
fusus-147	97	3	of	of	ADP
fusus-147	97	4	parameters	parameter	NOUN
fusus-147	97	5	are	be	AUX
fusus-147	97	6	encompassed	encompass	VERB
fusus-147	97	7	as	as	ADP
fusus-147	97	8	input	input	NOUN
fusus-147	97	9	and	and	CCONJ
fusus-147	97	10	the	the	DET
fusus-147	97	11	three	three	NUM
fusus-147	97	12	neurons	neuron	NOUN
fusus-147	97	13	denoting	denote	VERB
fusus-147	97	14	different	different	ADJ
fusus-147	97	15	phases	phase	NOUN
fusus-147	97	16	are	be	AUX
fusus-147	97	17	included	include	VERB
fusus-147	97	18	in	in	ADP
fusus-147	97	19	the	the	DET
fusus-147	97	20	output	output	NOUN
fusus-147	97	21	layer	layer	NOUN
fusus-147	97	22	.	.	PUNCT
fusus-147	98	1	the	the	DET
fusus-147	98	2	leaky	leaky	ADJ
fusus-147	98	3	rectified	rectified	ADJ
fusus-147	98	4	linear	linear	NOUN
fusus-147	98	5	unit	unit	NOUN
fusus-147	98	6	(	(	PUNCT
fusus-147	98	7	lrelu	lrelu	NOUN
fusus-147	98	8	)	)	PUNCT
fusus-147	98	9	activation	activation	NOUN
fusus-147	98	10	function	function	NOUN
fusus-147	98	11	has	have	AUX
fusus-147	98	12	been	be	AUX
fusus-147	98	13	applied	apply	VERB
fusus-147	98	14	within	within	ADP
fusus-147	98	15	the	the	DET
fusus-147	98	16	hidden	hidden	ADJ
fusus-147	98	17	layers	layer	NOUN
fusus-147	98	18	.	.	PUNCT
fusus-147	99	1	the	the	DET
fusus-147	99	2	rectified	rectify	VERB
fusus-147	99	3	linear	linear	PROPN
fusus-147	99	4	unit	unit	NOUN
fusus-147	99	5	(	(	PUNCT
fusus-147	99	6	relu	relu	NOUN
fusus-147	99	7	)	)	PUNCT
fusus-147	100	1	[	[	X
fusus-147	100	2	44	44	NUM
fusus-147	100	3	]	]	PUNCT
fusus-147	100	4	,	,	PUNCT
fusus-147	100	5	illustrated	illustrate	VERB
fusus-147	100	6	in	in	ADP
fusus-147	100	7	figure	figure	NOUN
fusus-147	100	8	2	2	NUM
fusus-147	100	9	,	,	PUNCT
fusus-147	100	10	is	be	AUX
fusus-147	100	11	a	a	DET
fusus-147	100	12	common	common	ADJ
fusus-147	100	13	and	and	CCONJ
fusus-147	100	14	popular	popular	ADJ
fusus-147	100	15	activation	activation	NOUN
fusus-147	100	16	function	function	NOUN
fusus-147	100	17	in	in	ADP
fusus-147	100	18	neural	neural	ADJ
fusus-147	100	19	networks	network	NOUN
fusus-147	100	20	(	(	PUNCT
fusus-147	100	21	nns	nn	NOUN
fusus-147	100	22	)	)	PUNCT
fusus-147	100	23	.	.	PUNCT
fusus-147	101	1	by	by	ADP
fusus-147	101	2	compelling	compelling	ADJ
fusus-147	101	3	precise	precise	ADJ
fusus-147	101	4	tuning	tuning	NOUN
fusus-147	101	5	of	of	ADP
fusus-147	101	6	the	the	DET
fusus-147	101	7	learning	learning	NOUN
fusus-147	101	8	rate	rate	NOUN
fusus-147	101	9	,	,	PUNCT
fusus-147	101	10	it	it	PRON
fusus-147	101	11	can	can	AUX
fusus-147	101	12	extend	extend	VERB
fusus-147	101	13	past	past	ADJ
fusus-147	101	14	predefined	predefine	VERB
fusus-147	101	15	bounds	bound	NOUN
fusus-147	101	16	during	during	ADP
fusus-147	101	17	the	the	DET
fusus-147	101	18	nn	nn	NOUN
fusus-147	101	19	training	training	NOUN
fusus-147	101	20	process	process	NOUN
fusus-147	101	21	because	because	SCONJ
fusus-147	101	22	of	of	ADP
fusus-147	101	23	its	its	PRON
fusus-147	101	24	easiness	easiness	NOUN
fusus-147	101	25	and	and	CCONJ
fusus-147	101	26	subsequent	subsequent	ADJ
fusus-147	101	27	reduction	reduction	NOUN
fusus-147	101	28	in	in	ADP
fusus-147	101	29	training	training	NOUN
fusus-147	101	30	computation	computation	NOUN
fusus-147	101	31	time	time	NOUN
fusus-147	101	32	.	.	PUNCT
fusus-147	102	1	due	due	ADP
fusus-147	102	2	to	to	ADP
fusus-147	102	3	this	this	DET
fusus-147	102	4	issue	issue	NOUN
fusus-147	102	5	,	,	PUNCT
fusus-147	102	6	the	the	DET
fusus-147	102	7	activation	activation	NOUN
fusus-147	102	8	function	function	VERB
fusus-147	102	9	remains	remain	VERB
fusus-147	102	10	inactive	inactive	ADJ
fusus-147	102	11	for	for	ADP
fusus-147	102	12	the	the	DET
fusus-147	102	13	neurons	neuron	NOUN
fusus-147	102	14	within	within	ADP
fusus-147	102	15	the	the	DET
fusus-147	102	16	negative	negative	ADJ
fusus-147	102	17	region	region	NOUN
fusus-147	102	18	during	during	ADP
fusus-147	102	19	the	the	DET
fusus-147	102	20	training	training	NOUN
fusus-147	102	21	process	process	NOUN
fusus-147	102	22	.	.	PUNCT
fusus-147	103	1	by	by	ADP
fusus-147	103	2	assigning	assign	VERB
fusus-147	103	3	a	a	DET
fusus-147	103	4	small	small	ADJ
fusus-147	103	5	constant	constant	ADJ
fusus-147	103	6	value	value	NOUN
fusus-147	103	7	,	,	PUNCT
fusus-147	103	8	like	like	ADP
fusus-147	103	9	0.2	0.2	NUM
fusus-147	103	10	,	,	PUNCT
fusus-147	103	11	to	to	ADP
fusus-147	103	12	the	the	DET
fusus-147	103	13	negative	negative	ADJ
fusus-147	103	14	region	region	NOUN
fusus-147	103	15	,	,	PUNCT
fusus-147	103	16	leaky	leaky	ADJ
fusus-147	103	17	relu	relu	NOUN
fusus-147	103	18	(	(	PUNCT
fusus-147	103	19	lrelu	lrelu	NOUN
fusus-147	103	20	)	)	PUNCT
fusus-147	104	1	[	[	X
fusus-147	104	2	45	45	NUM
fusus-147	104	3	]	]	PUNCT
fusus-147	104	4	,	,	PUNCT
fusus-147	104	5	solves	solve	VERB
fusus-147	104	6	this	this	PRON
fusus-147	104	7	,	,	PUNCT
fusus-147	104	8	as	as	SCONJ
fusus-147	104	9	presented	present	VERB
fusus-147	104	10	in	in	ADP
fusus-147	104	11	figure	figure	NOUN
fusus-147	104	12	2	2	NUM
fusus-147	104	13	.	.	NOUN
fusus-147	104	14	three	three	NUM
fusus-147	104	15	nodes	node	NOUN
fusus-147	104	16	of	of	ADP
fusus-147	104	17	the	the	DET
fusus-147	104	18	model	model	NOUN
fusus-147	104	19	’s	’s	PART
fusus-147	104	20	output	output	NOUN
fusus-147	104	21	layer	layer	NOUN
fusus-147	104	22	represent	represent	VERB
fusus-147	104	23	the	the	DET
fusus-147	104	24	alloy	alloy	NOUN
fusus-147	104	25	phases	phase	NOUN
fusus-147	104	26	which	which	PRON
fusus-147	104	27	receive	receive	VERB
fusus-147	104	28	input	input	NOUN
fusus-147	104	29	from	from	ADP
fusus-147	104	30	the	the	DET
fusus-147	104	31	final	final	ADJ
fusus-147	104	32	hidden	hidden	ADJ
fusus-147	104	33	layer	layer	NOUN
fusus-147	104	34	and	and	CCONJ
fusus-147	104	35	then	then	ADV
fusus-147	104	36	these	these	DET
fusus-147	104	37	nodes	node	NOUN
fusus-147	104	38	employ	employ	VERB
fusus-147	104	39	activation	activation	NOUN
fusus-147	104	40	functions	function	NOUN
fusus-147	104	41	to	to	PART
fusus-147	104	42	predict	predict	VERB
fusus-147	104	43	the	the	DET
fusus-147	104	44	phase	phase	NOUN
fusus-147	104	45	.	.	PUNCT
fusus-147	105	1	the	the	DET
fusus-147	105	2	broadly	broadly	ADV
fusus-147	105	3	used	use	VERB
fusus-147	105	4	activation	activation	NOUN
fusus-147	105	5	function	function	NOUN
fusus-147	105	6	,	,	PUNCT
fusus-147	105	7	softmax	softmax	NOUN
fusus-147	105	8	,	,	PUNCT
fusus-147	105	9	illustrated	illustrate	VERB
fusus-147	105	10	in	in	ADP
fusus-147	105	11	figure	figure	NOUN
fusus-147	105	12	3	3	NUM
fusus-147	105	13	,	,	PUNCT
fusus-147	105	14	was	be	AUX
fusus-147	105	15	utilized	utilize	VERB
fusus-147	105	16	in	in	ADP
fusus-147	105	17	the	the	DET
fusus-147	105	18	output	output	NOUN
fusus-147	105	19	layer	layer	NOUN
fusus-147	105	20	for	for	ADP
fusus-147	105	21	this	this	DET
fusus-147	105	22	classification	classification	NOUN
fusus-147	105	23	.	.	PUNCT
fusus-147	106	1	the	the	DET
fusus-147	106	2	probability	probability	NOUN
fusus-147	106	3	of	of	ADP
fusus-147	106	4	the	the	DET
fusus-147	106	5	input	input	NOUN
fusus-147	106	6	belonging	belong	VERB
fusus-147	106	7	to	to	ADP
fusus-147	106	8	different	different	ADJ
fusus-147	106	9	classes	class	NOUN
fusus-147	106	10	is	be	AUX
fusus-147	106	11	illustrated	illustrate	VERB
fusus-147	106	12	by	by	ADP
fusus-147	106	13	this	this	DET
fusus-147	106	14	normalized	normalize	VERB
fusus-147	106	15	exponential	exponential	ADJ
fusus-147	106	16	function	function	NOUN
fusus-147	106	17	illustrates	illustrate	VERB
fusus-147	106	18	.	.	PUNCT
fusus-147	107	1	generally	generally	ADV
fusus-147	107	2	,	,	PUNCT
fusus-147	107	3	the	the	DET
fusus-147	107	4	softmax	softmax	NOUN
fusus-147	107	5	function	function	NOUN
fusus-147	107	6	[	[	X
fusus-147	107	7	46	46	NUM
fusus-147	107	8	]	]	PUNCT
fusus-147	107	9	is	be	AUX
fusus-147	107	10	expressed	express	VERB
fusus-147	107	11	as	as	ADP
fusus-147	107	12	:	:	PUNCT
fusus-147	107	13	𝜎(𝑦𝑖	𝜎(𝑦𝑖	NOUN
fusus-147	107	14	′	′	NUM
fusus-147	107	15	)	)	PUNCT
fusus-147	108	1	=	=	PUNCT
fusus-147	108	2	𝑒	𝑒	PROPN
fusus-147	108	3	𝑦𝑖	𝑦𝑖	NUM
fusus-147	108	4	′	′	NUM
fusus-147	108	5	∑	∑	PUNCT
fusus-147	108	6	𝑒𝑦𝑖	𝑒𝑦𝑖	PROPN
fusus-147	108	7	′	′	NOUN
fusus-147	108	8	𝑛	𝑛	PRON
fusus-147	108	9	𝑖=1	𝑖=1	PROPN
fusus-147	108	10	(	(	PUNCT
fusus-147	108	11	10	10	NUM
fusus-147	108	12	)	)	PUNCT
fusus-147	108	13	here	here	ADV
fusus-147	108	14	,	,	PUNCT
fusus-147	108	15	𝜎(𝑦𝑖	𝜎(𝑦𝑖	PROPN
fusus-147	108	16	′	′	NUM
fusus-147	108	17	)	)	PUNCT
fusus-147	108	18	denotes	denote	VERB
fusus-147	108	19	the	the	DET
fusus-147	108	20	subsequent	subsequent	ADJ
fusus-147	108	21	probability	probability	NOUN
fusus-147	108	22	and	and	CCONJ
fusus-147	108	23	the	the	DET
fusus-147	108	24	prediction	prediction	NOUN
fusus-147	108	25	vector	vector	NOUN
fusus-147	108	26	is	be	AUX
fusus-147	108	27	referred	refer	VERB
fusus-147	108	28	as	as	ADP
fusus-147	108	29	𝑦𝑖	𝑦𝑖	NUM
fusus-147	108	30	′	′	NUM
fusus-147	108	31	.	.	PUNCT
fusus-147	109	1	consequently	consequently	ADV
fusus-147	109	2	,	,	PUNCT
fusus-147	109	3	the	the	DET
fusus-147	109	4	model	model	NOUN
fusus-147	109	5	's	's	PART
fusus-147	109	6	output	output	NOUN
fusus-147	109	7	was	be	AUX
fusus-147	109	8	contrasted	contrast	VERB
fusus-147	109	9	with	with	ADP
fusus-147	109	10	the	the	DET
fusus-147	109	11	target	target	NOUN
fusus-147	109	12	labels	label	NOUN
fusus-147	109	13	to	to	PART
fusus-147	109	14	assess	assess	VERB
fusus-147	109	15	network	network	NOUN
fusus-147	109	16	's	's	PART
fusus-147	109	17	error	error	NOUN
fusus-147	109	18	.	.	PUNCT
fusus-147	110	1	here	here	ADV
fusus-147	110	2	,	,	PUNCT
fusus-147	110	3	cross	cross	NOUN
fusus-147	110	4	-	-	NOUN
fusus-147	110	5	entropy	entropy	NOUN
fusus-147	110	6	[	[	X
fusus-147	110	7	47	47	NUM
fusus-147	110	8	]	]	PUNCT
fusus-147	110	9	is	be	AUX
fusus-147	110	10	utilized	utilize	VERB
fusus-147	110	11	as	as	ADP
fusus-147	110	12	cost	cost	NOUN
fusus-147	110	13	(	(	PUNCT
fusus-147	110	14	loss	loss	NOUN
fusus-147	110	15	)	)	PUNCT
fusus-147	110	16	function	function	NOUN
fusus-147	110	17	,	,	PUNCT
fusus-147	110	18	which	which	PRON
fusus-147	110	19	resembles	resemble	VERB
fusus-147	110	20	to	to	ADP
fusus-147	110	21	the	the	DET
fusus-147	110	22	negative	negative	ADJ
fusus-147	110	23	logarithm	logarithm	NOUN
fusus-147	110	24	of	of	ADP
fusus-147	110	25	probability	probability	NOUN
fusus-147	110	26	,	,	PUNCT
fusus-147	110	27	and	and	CCONJ
fusus-147	110	28	the	the	DET
fusus-147	110	29	following	follow	VERB
fusus-147	110	30	equation	equation	NOUN
fusus-147	110	31	represents	represent	VERB
fusus-147	110	32	the	the	DET
fusus-147	110	33	function	function	NOUN
fusus-147	110	34	.	.	PUNCT
fusus-147	111	1	𝐻𝑦(𝑦	𝐻𝑦(𝑦	NOUN
fusus-147	111	2	′	′	NOUN
fusus-147	111	3	)	)	PUNCT
fusus-147	112	1	=	=	SYM
fusus-147	113	1	−	−	PROPN
fusus-147	113	2	∑	∑	PUNCT
fusus-147	113	3	𝑦	𝑦	NOUN
fusus-147	113	4	log(𝜎(𝑦𝑖	log(𝜎(𝑦𝑖	ADJ
fusus-147	113	5	′))𝑛	′))𝑛	NOUN
fusus-147	113	6	𝑖=1	𝑖=1	PROPN
fusus-147	114	1	here	here	ADV
fusus-147	114	2	,	,	PUNCT
fusus-147	114	3	𝑦	𝑦	NOUN
fusus-147	114	4	′	′	NUM
fusus-147	114	5	refer	refer	NOUN
fusus-147	114	6	to	to	ADP
fusus-147	114	7	the	the	DET
fusus-147	114	8	prediction	prediction	NOUN
fusus-147	114	9	and	and	CCONJ
fusus-147	114	10	y	y	PROPN
fusus-147	114	11	stand	stand	VERB
fusus-147	114	12	for	for	ADP
fusus-147	114	13	one	one	NUM
fusus-147	114	14	of	of	ADP
fusus-147	114	15	the	the	DET
fusus-147	114	16	three	three	NUM
fusus-147	114	17	target	target	NOUN
fusus-147	114	18	vectors	vector	NOUN
fusus-147	114	19	.	.	PUNCT
fusus-147	115	1	the	the	DET
fusus-147	115	2	neural	neural	ADJ
fusus-147	115	3	network	network	NOUN
fusus-147	115	4	’s	’s	PART
fusus-147	115	5	final	final	ADJ
fusus-147	115	6	output	output	NOUN
fusus-147	115	7	is	be	AUX
fusus-147	115	8	converted	convert	VERB
fusus-147	115	9	into	into	ADP
fusus-147	115	10	a	a	DET
fusus-147	115	11	probability	probability	NOUN
fusus-147	115	12	,	,	PUNCT
fusus-147	115	13	and	and	CCONJ
fusus-147	115	14	then	then	ADV
fusus-147	115	15	,	,	PUNCT
fusus-147	115	16	using	use	VERB
fusus-147	115	17	cross	cross	NOUN
fusus-147	115	18	-	-	NOUN
fusus-147	115	19	entropy	entropy	ADJ
fusus-147	115	20	,	,	PUNCT
fusus-147	115	21	it	it	PRON
fusus-147	115	22	is	be	AUX
fusus-147	115	23	utilized	utilize	VERB
fusus-147	115	24	to	to	PART
fusus-147	115	25	calculate	calculate	VERB
fusus-147	115	26	the	the	DET
fusus-147	115	27	loss	loss	NOUN
fusus-147	115	28	.	.	PUNCT
fusus-147	116	1	the	the	DET
fusus-147	116	2	deviation	deviation	NOUN
fusus-147	116	3	between	between	ADP
fusus-147	116	4	the	the	DET
fusus-147	116	5	actual	actual	ADJ
fusus-147	116	6	distribution	distribution	NOUN
fusus-147	116	7	and	and	CCONJ
fusus-147	116	8	the	the	DET
fusus-147	116	9	model	model	NOUN
fusus-147	116	10	's	's	PART
fusus-147	116	11	expected	expect	VERB
fusus-147	116	12	output	output	NOUN
fusus-147	116	13	distribution	distribution	NOUN
fusus-147	116	14	is	be	AUX
fusus-147	116	15	computed	compute	VERB
fusus-147	116	16	by	by	ADP
fusus-147	116	17	cross	cross	NOUN
fusus-147	116	18	-	-	NOUN
fusus-147	116	19	entropy	entropy	NOUN
fusus-147	116	20	.	.	PUNCT
fusus-147	117	1	afterward	afterward	ADV
fusus-147	117	2	,	,	PUNCT
fusus-147	117	3	the	the	DET
fusus-147	117	4	gradient	gradient	ADJ
fusus-147	117	5	descent	descent	NOUN
fusus-147	117	6	algorithm	algorithm	NOUN
fusus-147	117	7	is	be	AUX
fusus-147	117	8	used	use	VERB
fusus-147	117	9	,	,	PUNCT
fusus-147	117	10	utilizing	utilize	VERB
fusus-147	117	11	a	a	DET
fusus-147	117	12	learning	learning	NOUN
fusus-147	117	13	rate	rate	NOUN
fusus-147	117	14	of	of	ADP
fusus-147	117	15	0.013	0.013	NUM
fusus-147	117	16	,	,	PUNCT
fusus-147	117	17	to	to	PART
fusus-147	117	18	convey	convey	VERB
fusus-147	117	19	back	back	ADP
fusus-147	117	20	this	this	DET
fusus-147	117	21	error	error	NOUN
fusus-147	117	22	through	through	ADP
fusus-147	117	23	the	the	DET
fusus-147	117	24	network	network	NOUN
fusus-147	117	25	.	.	PUNCT
fusus-147	118	1	the	the	DET
fusus-147	118	2	weights	weight	NOUN
fusus-147	118	3	and	and	CCONJ
fusus-147	118	4	bias	bias	NOUN
fusus-147	118	5	are	be	AUX
fusus-147	118	6	initiated	initiate	VERB
fusus-147	118	7	randomly	randomly	ADV
fusus-147	118	8	in	in	ADP
fusus-147	118	9	the	the	DET
fusus-147	118	10	beginning	beginning	NOUN
fusus-147	118	11	of	of	ADP
fusus-147	118	12	the	the	DET
fusus-147	118	13	training	training	NOUN
fusus-147	118	14	process	process	NOUN
fusus-147	118	15	.	.	PUNCT
fusus-147	119	1	the	the	DET
fusus-147	119	2	loss	loss	NOUN
fusus-147	119	3	function	function	NOUN
fusus-147	119	4	is	be	AUX
fusus-147	119	5	minimized	minimize	VERB
fusus-147	119	6	by	by	ADP
fusus-147	119	7	adjusting	adjust	VERB
fusus-147	119	8	them	they	PRON
fusus-147	119	9	at	at	ADP
fusus-147	119	10	each	each	DET
fusus-147	119	11	epoch	epoch	NOUN
fusus-147	119	12	.	.	PUNCT
fusus-147	120	1	the	the	DET
fusus-147	120	2	accuracy	accuracy	NOUN
fusus-147	120	3	of	of	ADP
fusus-147	120	4	the	the	DET
fusus-147	120	5	network	network	NOUN
fusus-147	120	6	is	be	AUX
fusus-147	120	7	quantified	quantify	VERB
fusus-147	120	8	by	by	ADP
fusus-147	120	9	the	the	DET
fusus-147	120	10	number	number	NOUN
fusus-147	120	11	of	of	ADP
fusus-147	120	12	successful	successful	ADJ
fusus-147	120	13	determinations	determination	NOUN
fusus-147	120	14	of	of	ADP
fusus-147	120	15	the	the	DET
fusus-147	120	16	target	target	NOUN
fusus-147	120	17	.	.	PUNCT
fusus-147	121	1	the	the	DET
fusus-147	121	2	hyperparameter	hyperparameter	NOUN
fusus-147	121	3	configuration	configuration	NOUN
fusus-147	121	4	for	for	ADP
fusus-147	121	5	the	the	DET
fusus-147	121	6	artificial	artificial	ADJ
fusus-147	121	7	neural	neural	ADJ
fusus-147	121	8	network	network	NOUN
fusus-147	121	9	(	(	PUNCT
fusus-147	121	10	ann	ann	PROPN
fusus-147	121	11	)	)	PUNCT
fusus-147	121	12	model	model	NOUN
fusus-147	121	13	encompassed	encompass	VERB
fusus-147	121	14	a	a	DET
fusus-147	121	15	range	range	NOUN
fusus-147	121	16	of	of	ADP
fusus-147	121	17	values	value	NOUN
fusus-147	121	18	and	and	CCONJ
fusus-147	121	19	architectures	architecture	NOUN
fusus-147	121	20	,	,	PUNCT
fusus-147	121	21	contributing	contribute	VERB
fusus-147	121	22	to	to	ADP
fusus-147	121	23	the	the	DET
fusus-147	121	24	systematic	systematic	ADJ
fusus-147	121	25	tuning	tuning	NOUN
fusus-147	121	26	process	process	NOUN
fusus-147	121	27	.	.	PUNCT
fusus-147	122	1	for	for	ADP
fusus-147	122	2	the	the	DET
fusus-147	122	3	number	number	NOUN
fusus-147	122	4	of	of	ADP
fusus-147	122	5	hidden	hidden	ADJ
fusus-147	122	6	layers	layer	NOUN
fusus-147	122	7	,	,	PUNCT
fusus-147	122	8	the	the	DET
fusus-147	122	9	model	model	NOUN
fusus-147	122	10	was	be	AUX
fusus-147	122	11	experimented	experiment	VERB
fusus-147	122	12	with	with	ADP
fusus-147	122	13	settings	setting	NOUN
fusus-147	122	14	ranging	range	VERB
fusus-147	122	15	from	from	ADP
fusus-147	122	16	3	3	NUM
fusus-147	122	17	to	to	PART
fusus-147	122	18	5	5	NUM
fusus-147	122	19	layers	layer	NOUN
fusus-147	122	20	,	,	PUNCT
fusus-147	122	21	exploring	explore	VERB
fusus-147	122	22	the	the	DET
fusus-147	122	23	impact	impact	NOUN
fusus-147	122	24	of	of	ADP
fusus-147	122	25	network	network	NOUN
fusus-147	122	26	depth	depth	NOUN
fusus-147	122	27	.	.	PUNCT
fusus-147	123	1	regularization	regularization	NOUN
fusus-147	123	2	techniques	technique	NOUN
fusus-147	123	3	,	,	PUNCT
fusus-147	123	4	such	such	ADJ
fusus-147	123	5	as	as	ADP
fusus-147	123	6	l1	l1	PROPN
fusus-147	123	7	and	and	CCONJ
fusus-147	123	8	l2	l2	NOUN
fusus-147	123	9	,	,	PUNCT
fusus-147	123	10	were	be	AUX
fusus-147	123	11	introduced	introduce	VERB
fusus-147	123	12	within	within	ADP
fusus-147	123	13	the	the	DET
fusus-147	123	14	ranges	range	NOUN
fusus-147	123	15	of	of	ADP
fusus-147	123	16	0.01	0.01	NUM
fusus-147	123	17	to	to	ADP
fusus-147	123	18	0.025	0.025	NUM
fusus-147	123	19	,	,	PUNCT
fusus-147	123	20	allowing	allow	VERB
fusus-147	123	21	for	for	ADP
fusus-147	123	22	the	the	DET
fusus-147	123	23	assessment	assessment	NOUN
fusus-147	123	24	of	of	ADP
fusus-147	123	25	their	their	PRON
fusus-147	123	26	influence	influence	NOUN
fusus-147	123	27	on	on	ADP
fusus-147	123	28	model	model	NOUN
fusus-147	123	29	generalization	generalization	NOUN
fusus-147	123	30	.	.	PUNCT
fusus-147	124	1	similarly	similarly	ADV
fusus-147	124	2	,	,	PUNCT
fusus-147	124	3	the	the	DET
fusus-147	124	4	learning	learning	NOUN
fusus-147	124	5	rate	rate	NOUN
fusus-147	124	6	,	,	PUNCT
fusus-147	124	7	an	an	DET
fusus-147	124	8	essential	essential	ADJ
fusus-147	124	9	factor	factor	NOUN
fusus-147	124	10	in	in	ADP
fusus-147	124	11	optimization	optimization	NOUN
fusus-147	124	12	,	,	PUNCT
fusus-147	124	13	was	be	AUX
fusus-147	124	14	varied	vary	VERB
fusus-147	124	15	between	between	ADP
fusus-147	124	16	0.001	0.001	NUM
fusus-147	124	17	and	and	CCONJ
fusus-147	124	18	0.013	0.013	NUM
fusus-147	124	19	to	to	PART
fusus-147	124	20	identify	identify	VERB
fusus-147	124	21	the	the	DET
fusus-147	124	22	optimal	optimal	ADJ
fusus-147	124	23	balance	balance	NOUN
fusus-147	124	24	between	between	ADP
fusus-147	124	25	convergence	convergence	NOUN
fusus-147	124	26	and	and	CCONJ
fusus-147	124	27	avoiding	avoid	VERB
fusus-147	124	28	local	local	ADJ
fusus-147	124	29	minima	minima	PROPN
fusus-147	124	30	.	.	PUNCT
fusus-147	125	1	dropout	dropout	NOUN
fusus-147	125	2	rates	rate	NOUN
fusus-147	125	3	,	,	PUNCT
fusus-147	125	4	a	a	DET
fusus-147	125	5	regularization	regularization	NOUN
fusus-147	125	6	method	method	NOUN
fusus-147	125	7	to	to	PART
fusus-147	125	8	mitigate	mitigate	VERB
fusus-147	125	9	overfitting	overfitting	NOUN
fusus-147	125	10	,	,	PUNCT
fusus-147	125	11	were	be	AUX
fusus-147	125	12	adjusted	adjust	VERB
fusus-147	125	13	within	within	ADP
fusus-147	125	14	the	the	DET
fusus-147	125	15	range	range	NOUN
fusus-147	125	16	of	of	ADP
fusus-147	125	17	0.1	0.1	NUM
fusus-147	125	18	to	to	PART
fusus-147	125	19	0.4	0.4	NUM
fusus-147	125	20	.	.	PUNCT
fusus-147	126	1	different	different	ADJ
fusus-147	126	2	batch	batch	NOUN
fusus-147	126	3	sizes	size	NOUN
fusus-147	126	4	,	,	PUNCT
fusus-147	126	5	ranging	range	VERB
fusus-147	126	6	from	from	ADP
fusus-147	126	7	8	8	NUM
fusus-147	126	8	to	to	ADP
fusus-147	126	9	120	120	NUM
fusus-147	126	10	,	,	PUNCT
fusus-147	126	11	were	be	AUX
fusus-147	126	12	examined	examine	VERB
fusus-147	126	13	to	to	PART
fusus-147	126	14	evaluate	evaluate	VERB
fusus-147	126	15	their	their	PRON
fusus-147	126	16	effect	effect	NOUN
fusus-147	126	17	on	on	ADP
fusus-147	126	18	model	model	NOUN
fusus-147	126	19	training	training	NOUN
fusus-147	126	20	efficiency	efficiency	NOUN
fusus-147	126	21	and	and	CCONJ
fusus-147	126	22	convergence	convergence	NOUN
fusus-147	126	23	.	.	PUNCT
fusus-147	127	1	these	these	DET
fusus-147	127	2	diverse	diverse	ADJ
fusus-147	127	3	configurations	configuration	NOUN
fusus-147	127	4	and	and	CCONJ
fusus-147	127	5	their	their	PRON
fusus-147	127	6	corresponding	corresponding	ADJ
fusus-147	127	7	results	result	NOUN
fusus-147	127	8	constituted	constitute	VERB
fusus-147	127	9	a	a	DET
fusus-147	127	10	comprehensive	comprehensive	ADJ
fusus-147	127	11	exploration	exploration	NOUN
fusus-147	127	12	of	of	ADP
fusus-147	127	13	the	the	DET
fusus-147	127	14	ann	ann	PROPN
fusus-147	127	15	's	's	PART
fusus-147	127	16	hyperparameters	hyperparameter	NOUN
fusus-147	127	17	to	to	PART
fusus-147	127	18	achieve	achieve	VERB
fusus-147	127	19	the	the	DET
fusus-147	127	20	best	good	ADJ
fusus-147	127	21	predictive	predictive	ADJ
fusus-147	127	22	performance	performance	NOUN
fusus-147	127	23	and	and	CCONJ
fusus-147	127	24	phase	phase	VERB
fusus-147	127	25	wise	wise	ADJ
fusus-147	127	26	accuracy	accuracy	NOUN
fusus-147	127	27	.	.	PUNCT
fusus-147	128	1	after	after	ADP
fusus-147	128	2	training	train	VERB
fusus-147	128	3	the	the	DET
fusus-147	128	4	model	model	NOUN
fusus-147	128	5	with	with	ADP
fusus-147	128	6	the	the	DET
fusus-147	128	7	training	training	NOUN
fusus-147	128	8	dataset	dataset	NOUN
fusus-147	128	9	,	,	PUNCT
fusus-147	128	10	a	a	DET
fusus-147	128	11	distinct	distinct	ADJ
fusus-147	128	12	,	,	PUNCT
fusus-147	128	13	unseen	unseen	ADJ
fusus-147	128	14	test	test	NOUN
fusus-147	128	15	set	set	NOUN
fusus-147	128	16	,	,	PUNCT
fusus-147	128	17	which	which	PRON
fusus-147	128	18	was	be	AUX
fusus-147	128	19	preserved	preserve	VERB
fusus-147	128	20	during	during	ADP
fusus-147	128	21	training	training	NOUN
fusus-147	128	22	,	,	PUNCT
fusus-147	128	23	was	be	AUX
fusus-147	128	24	used	use	VERB
fusus-147	128	25	to	to	PART
fusus-147	128	26	evaluate	evaluate	VERB
fusus-147	128	27	the	the	DET
fusus-147	128	28	model	model	NOUN
fusus-147	128	29	.	.	PUNCT
fusus-147	129	1	the	the	DET
fusus-147	129	2	feedback	feedback	NOUN
fusus-147	129	3	from	from	ADP
fusus-147	129	4	validation	validation	NOUN
fusus-147	129	5	provides	provide	VERB
fusus-147	129	6	guidance	guidance	NOUN
fusus-147	129	7	to	to	PART
fusus-147	129	8	adjust	adjust	VERB
fusus-147	129	9	the	the	DET
fusus-147	129	10	parameter	parameter	NOUN
fusus-147	129	11	.	.	PUNCT
fusus-147	130	1	the	the	DET
fusus-147	130	2	best	good	ADJ
fusus-147	130	3	model	model	NOUN
fusus-147	130	4	is	be	AUX
fusus-147	130	5	chosen	choose	VERB
fusus-147	130	6	after	after	ADP
fusus-147	130	7	demonstration	demonstration	NOUN
fusus-147	130	8	of	of	ADP
fusus-147	130	9	the	the	DET
fusus-147	130	10	optimum	optimum	ADJ
fusus-147	130	11	validation	validation	NOUN
fusus-147	130	12	result	result	NOUN
fusus-147	130	13	.	.	PUNCT
fusus-147	131	1	the	the	DET
fusus-147	131	2	hyperparameters	hyperparameter	NOUN
fusus-147	131	3	are	be	AUX
fusus-147	131	4	described	describe	VERB
fusus-147	131	5	in	in	ADP
fusus-147	131	6	table	table	NOUN
fusus-147	131	7	2	2	NUM
fusus-147	131	8	and	and	CCONJ
fusus-147	131	9	the	the	DET
fusus-147	131	10	test	test	NOUN
fusus-147	131	11	set	set	NOUN
fusus-147	131	12	is	be	AUX
fusus-147	131	13	used	use	VERB
fusus-147	131	14	to	to	PART
fusus-147	131	15	evaluate	evaluate	VERB
fusus-147	131	16	this	this	DET
fusus-147	131	17	model	model	NOUN
fusus-147	131	18	.	.	PUNCT
fusus-147	132	1	mfb	mfb	PROPN
fusus-147	132	2	.	.	PROPN
fusus-147	133	1	noor	noor	PROPN
fusus-147	133	2	et	et	PROPN
fusus-147	133	3	al	al	PROPN
fusus-147	133	4	.	.	PROPN
fusus-147	133	5	/future	/future	PROPN
fusus-147	134	1	sustainability	sustainability	PROPN
fusus-147	134	2	february	february	PROPN
fusus-147	134	3	2024|	2024|	PROPN
fusus-147	134	4	volume	volume	NOUN
fusus-147	134	5	02	02	NUM
fusus-147	135	1	|	|	NOUN
fusus-147	135	2	issue	issue	NOUN
fusus-147	135	3	01	01	NUM
fusus-147	136	1	|	|	ADV
fusus-147	136	2	pages	page	VERB
fusus-147	136	3	47	47	NUM
fusus-147	136	4	-	-	SYM
fusus-147	136	5	58	58	NUM
fusus-147	136	6	50	50	NUM
fusus-147	136	7	figure	figure	NOUN
fusus-147	136	8	2	2	NUM
fusus-147	136	9	.	.	PUNCT
fusus-147	136	10	rectified	rectify	VERB
fusus-147	136	11	linear	linear	PROPN
fusus-147	136	12	unit	unit	NOUN
fusus-147	136	13	(	(	PUNCT
fusus-147	136	14	relu	relu	NOUN
fusus-147	136	15	)	)	PUNCT
fusus-147	136	16	and	and	CCONJ
fusus-147	136	17	leaky	leaky	ADJ
fusus-147	136	18	relu	relu	NOUN
fusus-147	136	19	(	(	PUNCT
fusus-147	136	20	lrelu	lrelu	NOUN
fusus-147	136	21	)	)	PUNCT
fusus-147	136	22	3	3	NUM
fusus-147	136	23	.	.	NOUN
fusus-147	136	24	results	result	NOUN
fusus-147	136	25	and	and	CCONJ
fusus-147	136	26	discussion	discussion	NOUN
fusus-147	136	27	3.1	3.1	NUM
fusus-147	136	28	data	datum	NOUN
fusus-147	136	29	analysis	analysis	NOUN
fusus-147	136	30	comprehending	comprehend	VERB
fusus-147	136	31	the	the	DET
fusus-147	136	32	dataset	dataset	NOUN
fusus-147	136	33	of	of	ADP
fusus-147	136	34	240	240	NUM
fusus-147	136	35	records	record	NOUN
fusus-147	136	36	is	be	AUX
fusus-147	136	37	an	an	DET
fusus-147	136	38	essential	essential	ADJ
fusus-147	136	39	preliminary	preliminary	ADJ
fusus-147	136	40	stage	stage	NOUN
fusus-147	136	41	before	before	ADP
fusus-147	136	42	applying	apply	VERB
fusus-147	136	43	a	a	DET
fusus-147	136	44	machine	machine	NOUN
fusus-147	136	45	learning	learn	VERB
fusus-147	136	46	algorithm	algorithm	NOUN
fusus-147	136	47	.	.	PUNCT
fusus-147	137	1	then	then	ADV
fusus-147	137	2	,	,	PUNCT
fusus-147	137	3	we	we	PRON
fusus-147	137	4	generate	generate	VERB
fusus-147	137	5	a	a	DET
fusus-147	137	6	scatter	scatter	NOUN
fusus-147	137	7	matrix	matrix	NOUN
fusus-147	137	8	plot	plot	NOUN
fusus-147	137	9	using	use	VERB
fusus-147	137	10	the	the	DET
fusus-147	137	11	seaborn	seaborn	NOUN
fusus-147	137	12	package	package	NOUN
fusus-147	137	13	and	and	CCONJ
fusus-147	137	14	then	then	ADV
fusus-147	137	15	compute	compute	VERB
fusus-147	137	16	the	the	DET
fusus-147	137	17	correlation	correlation	NOUN
fusus-147	137	18	matrix	matrix	NOUN
fusus-147	137	19	of	of	ADP
fusus-147	137	20	the	the	DET
fusus-147	137	21	features	feature	NOUN
fusus-147	137	22	using	use	VERB
fusus-147	137	23	pandas	panda	NOUN
fusus-147	137	24	library	library	NOUN
fusus-147	137	25	.	.	PUNCT
fusus-147	138	1	these	these	DET
fusus-147	138	2	two	two	NUM
fusus-147	138	3	matrices	matrix	NOUN
fusus-147	138	4	aid	aid	NOUN
fusus-147	138	5	in	in	ADP
fusus-147	138	6	comprehending	comprehending	ADJ
fusus-147	138	7	feature	feature	NOUN
fusus-147	138	8	relationships	relationship	NOUN
fusus-147	138	9	within	within	ADP
fusus-147	138	10	the	the	DET
fusus-147	138	11	curated	curate	VERB
fusus-147	138	12	hea	hea	PROPN
fusus-147	138	13	dataset	dataset	NOUN
fusus-147	138	14	and	and	CCONJ
fusus-147	138	15	offer	offer	VERB
fusus-147	138	16	both	both	PRON
fusus-147	138	17	qualitative	qualitative	ADJ
fusus-147	138	18	and	and	CCONJ
fusus-147	138	19	quantitative	quantitative	ADJ
fusus-147	138	20	interconnection	interconnection	NOUN
fusus-147	138	21	estimates	estimate	NOUN
fusus-147	138	22	.	.	PUNCT
fusus-147	139	1	our	our	PRON
fusus-147	139	2	prediction	prediction	NOUN
fusus-147	139	3	pertains	pertain	VERB
fusus-147	139	4	to	to	ADP
fusus-147	139	5	the	the	DET
fusus-147	139	6	phases	phase	NOUN
fusus-147	139	7	,	,	PUNCT
fusus-147	139	8	with	with	ADP
fusus-147	139	9	a	a	DET
fusus-147	139	10	specific	specific	ADJ
fusus-147	139	11	emphasis	emphasis	NOUN
fusus-147	139	12	on	on	ADP
fusus-147	139	13	five	five	NUM
fusus-147	139	14	quantitative	quantitative	ADJ
fusus-147	139	15	features	feature	NOUN
fusus-147	139	16	of	of	ADP
fusus-147	139	17	the	the	DET
fusus-147	139	18	hea	hea	PROPN
fusus-147	139	19	compositions	composition	NOUN
fusus-147	139	20	.	.	PUNCT
fusus-147	140	1	to	to	PART
fusus-147	140	2	visualize	visualize	VERB
fusus-147	140	3	the	the	DET
fusus-147	140	4	data	datum	NOUN
fusus-147	140	5	,	,	PUNCT
fusus-147	140	6	we	we	PRON
fusus-147	140	7	employ	employ	VERB
fusus-147	140	8	a	a	DET
fusus-147	140	9	5	5	NUM
fusus-147	140	10	×	×	NOUN
fusus-147	140	11	5	5	NUM
fusus-147	140	12	scatter	scatter	NOUN
fusus-147	140	13	matrix	matrix	NOUN
fusus-147	140	14	plot	plot	NOUN
fusus-147	140	15	,	,	PUNCT
fusus-147	140	16	as	as	SCONJ
fusus-147	140	17	depicted	depict	VERB
fusus-147	140	18	in	in	ADP
fusus-147	140	19	figure	figure	NOUN
fusus-147	140	20	4	4	NUM
fusus-147	140	21	.	.	PUNCT
fusus-147	141	1	the	the	DET
fusus-147	141	2	diagonal	diagonal	ADJ
fusus-147	141	3	subfigures	subfigure	NOUN
fusus-147	141	4	illustrate	illustrate	VERB
fusus-147	141	5	histograms	histogram	NOUN
fusus-147	141	6	of	of	ADP
fusus-147	141	7	phase	phase	NOUN
fusus-147	141	8	distributions	distribution	NOUN
fusus-147	141	9	,	,	PUNCT
fusus-147	141	10	considering	consider	VERB
fusus-147	141	11	individual	individual	ADJ
fusus-147	141	12	utilization	utilization	NOUN
fusus-147	141	13	of	of	ADP
fusus-147	141	14	each	each	PRON
fusus-147	141	15	of	of	ADP
fusus-147	141	16	the	the	DET
fusus-147	141	17	five	five	NUM
fusus-147	141	18	features	feature	NOUN
fusus-147	141	19	.	.	PUNCT
fusus-147	142	1	all	all	DET
fusus-147	142	2	histograms	histogram	NOUN
fusus-147	142	3	within	within	ADP
fusus-147	142	4	subfigures	subfigure	NOUN
fusus-147	142	5	overlap	overlap	NOUN
fusus-147	142	6	,	,	PUNCT
fusus-147	142	7	suggesting	suggest	VERB
fusus-147	142	8	no	no	DET
fusus-147	142	9	isolated	isolated	ADJ
fusus-147	142	10	feature	feature	NOUN
fusus-147	142	11	for	for	ADP
fusus-147	142	12	complete	complete	ADJ
fusus-147	142	13	alloy	alloy	NOUN
fusus-147	142	14	phase	phase	NOUN
fusus-147	142	15	classification	classification	NOUN
fusus-147	142	16	.	.	PUNCT
fusus-147	143	1	correlations	correlation	NOUN
fusus-147	143	2	among	among	ADP
fusus-147	143	3	the	the	DET
fusus-147	143	4	five	five	NUM
fusus-147	143	5	features	feature	NOUN
fusus-147	143	6	influence	influence	NOUN
fusus-147	143	7	phase	phase	NOUN
fusus-147	143	8	selection	selection	NOUN
fusus-147	143	9	in	in	ADP
fusus-147	143	10	heas	hea	NOUN
fusus-147	143	11	,	,	PUNCT
fusus-147	143	12	which	which	PRON
fusus-147	143	13	is	be	AUX
fusus-147	143	14	evident	evident	ADJ
fusus-147	143	15	in	in	ADP
fusus-147	143	16	off	off	ADP
fusus-147	143	17	-	-	PUNCT
fusus-147	143	18	diagonal	diagonal	ADJ
fusus-147	143	19	subfigures	subfigure	NOUN
fusus-147	143	20	of	of	ADP
fusus-147	143	21	figure	figure	NOUN
fusus-147	143	22	4	4	NUM
fusus-147	143	23	.	.	PUNCT
fusus-147	143	24	figure	figure	VERB
fusus-147	143	25	3	3	NUM
fusus-147	143	26	.	.	PUNCT
fusus-147	143	27	softmax	softmax	NOUN
fusus-147	143	28	function	function	PROPN
fusus-147	143	29	figure	figure	NOUN
fusus-147	143	30	1	1	NUM
fusus-147	143	31	.	.	PUNCT
fusus-147	143	32	illustration	illustration	NOUN
fusus-147	143	33	of	of	ADP
fusus-147	143	34	the	the	DET
fusus-147	143	35	artificial	artificial	ADJ
fusus-147	143	36	neural	neural	ADJ
fusus-147	143	37	network	network	NOUN
fusus-147	143	38	(	(	PUNCT
fusus-147	143	39	ann	ann	PROPN
fusus-147	143	40	)	)	PUNCT
fusus-147	143	41	architecture	architecture	NOUN
fusus-147	143	42	designed	design	VERB
fusus-147	143	43	for	for	ADP
fusus-147	143	44	predicting	predict	VERB
fusus-147	143	45	phase	phase	NOUN
fusus-147	143	46	formations	formation	NOUN
fusus-147	143	47	in	in	ADP
fusus-147	143	48	high	high	ADJ
fusus-147	143	49	-	-	PUNCT
fusus-147	143	50	entropy	entropy	NOUN
fusus-147	143	51	alloys	alloy	NOUN
fusus-147	143	52	(	(	PUNCT
fusus-147	143	53	heas	heas	ADV
fusus-147	143	54	)	)	PUNCT
fusus-147	143	55	.	.	PUNCT
fusus-147	144	1	for	for	ADP
fusus-147	144	2	clarity	clarity	NOUN
fusus-147	144	3	,	,	PUNCT
fusus-147	144	4	only	only	ADV
fusus-147	144	5	five	five	NUM
fusus-147	144	6	neurons	neuron	NOUN
fusus-147	144	7	(	(	PUNCT
fusus-147	144	8	illustrated	illustrate	VERB
fusus-147	144	9	as	as	ADP
fusus-147	144	10	circles	circle	NOUN
fusus-147	144	11	)	)	PUNCT
fusus-147	144	12	within	within	ADP
fusus-147	144	13	the	the	DET
fusus-147	144	14	hidden	hidden	ADJ
fusus-147	144	15	layers	layer	NOUN
fusus-147	144	16	are	be	AUX
fusus-147	144	17	depicted	depict	VERB
fusus-147	144	18	.	.	PUNCT
fusus-147	145	1	empty	empty	ADJ
fusus-147	145	2	squares	square	NOUN
fusus-147	145	3	symbolize	symbolize	PROPN
fusus-147	145	4	input	input	NOUN
fusus-147	145	5	features	feature	NOUN
fusus-147	145	6	and	and	CCONJ
fusus-147	145	7	output	output	NOUN
fusus-147	145	8	values	value	NOUN
fusus-147	145	9	.	.	PUNCT
fusus-147	146	1	the	the	DET
fusus-147	146	2	am	am	NOUN
fusus-147	146	3	,	,	PUNCT
fusus-147	146	4	ss	ss	NOUN
fusus-147	146	5	,	,	PUNCT
fusus-147	146	6	and	and	CCONJ
fusus-147	146	7	i	i	PRON
fusus-147	146	8	m	m	VERB
fusus-147	146	9	phases	phase	NOUN
fusus-147	146	10	are	be	AUX
fusus-147	146	11	encoded	encode	VERB
fusus-147	146	12	as	as	ADP
fusus-147	146	13	vectors	vector	NOUN
fusus-147	146	14	0	0	NUM
fusus-147	146	15	,	,	PUNCT
fusus-147	146	16	1	1	NUM
fusus-147	146	17	,	,	PUNCT
fusus-147	146	18	and	and	CCONJ
fusus-147	146	19	2	2	NUM
fusus-147	146	20	,	,	PUNCT
fusus-147	146	21	respectively	respectively	ADV
fusus-147	146	22	.	.	PUNCT
fusus-147	147	1	mfb	mfb	PROPN
fusus-147	147	2	.	.	PROPN
fusus-147	148	1	noor	noor	PROPN
fusus-147	148	2	et	et	PROPN
fusus-147	148	3	al	al	PROPN
fusus-147	148	4	.	.	PROPN
fusus-147	148	5	/future	/future	PROPN
fusus-147	149	1	sustainability	sustainability	PROPN
fusus-147	149	2	february	february	PROPN
fusus-147	149	3	2024|	2024|	PROPN
fusus-147	149	4	volume	volume	NOUN
fusus-147	149	5	02	02	NUM
fusus-147	150	1	|	|	NOUN
fusus-147	150	2	issue	issue	NOUN
fusus-147	150	3	01	01	NUM
fusus-147	151	1	|	|	ADV
fusus-147	151	2	pages	page	VERB
fusus-147	151	3	47	47	NUM
fusus-147	151	4	-	-	SYM
fusus-147	151	5	58	58	NUM
fusus-147	151	6	51	51	NUM
fusus-147	151	7	table	table	NOUN
fusus-147	151	8	2	2	NUM
fusus-147	151	9	.	.	PUNCT
fusus-147	152	1	hyperparameters	hyperparameter	NOUN
fusus-147	152	2	of	of	ADP
fusus-147	152	3	ann	ann	PROPN
fusus-147	152	4	hyperparameter	hyperparameter	NOUN
fusus-147	152	5	value	value	NOUN
fusus-147	152	6	number	number	NOUN
fusus-147	152	7	of	of	ADP
fusus-147	152	8	hidden	hidden	ADJ
fusus-147	152	9	layers	layer	NOUN
fusus-147	152	10	5	5	NUM
fusus-147	152	11	number	number	NOUN
fusus-147	152	12	of	of	ADP
fusus-147	152	13	hidden	hide	VERB
fusus-147	152	14	neurons	neuron	NOUN
fusus-147	152	15	150	150	NUM
fusus-147	152	16	neurons	neuron	NOUN
fusus-147	152	17	regularization	regularization	NOUN
fusus-147	152	18	l1	l1	NOUN
fusus-147	152	19	:	:	PUNCT
fusus-147	152	20	0.025	0.025	NUM
fusus-147	152	21	,	,	PUNCT
fusus-147	152	22	l2	l2	NOUN
fusus-147	152	23	:	:	PUNCT
fusus-147	152	24	0.01	0.01	NUM
fusus-147	152	25	activation	activation	NOUN
fusus-147	152	26	function	function	NOUN
fusus-147	152	27	leakyrelu	leakyrelu	NOUN
fusus-147	152	28	(	(	PUNCT
fusus-147	152	29	alpha=	alpha=	NUM
fusus-147	152	30	0.1	0.1	NUM
fusus-147	152	31	)	)	PUNCT
fusus-147	152	32	dropout	dropout	NOUN
fusus-147	152	33	rate	rate	NOUN
fusus-147	152	34	0.4	0.4	NUM
fusus-147	152	35	batch	batch	NOUN
fusus-147	152	36	size	size	NOUN
fusus-147	152	37	65	65	NUM
fusus-147	152	38	learning	learning	NOUN
fusus-147	152	39	rate	rate	NOUN
fusus-147	152	40	0.013	0.013	NUM
fusus-147	152	41	(	(	PUNCT
fusus-147	152	42	adam	adam	PROPN
fusus-147	152	43	optimizer	optimizer	NOUN
fusus-147	152	44	)	)	PUNCT
fusus-147	152	45	epochs	epoch	VERB
fusus-147	152	46	100	100	NUM
fusus-147	152	47	loss	loss	NOUN
fusus-147	152	48	function	function	NOUN
fusus-147	152	49	categorical	categorical	ADJ
fusus-147	152	50	crossentropy	crossentropy	NOUN
fusus-147	152	51	we	we	PRON
fusus-147	152	52	also	also	ADV
fusus-147	152	53	calculate	calculate	VERB
fusus-147	152	54	the	the	DET
fusus-147	152	55	pearson	pearson	PROPN
fusus-147	152	56	correlation	correlation	NOUN
fusus-147	152	57	coefficient	coefficient	NOUN
fusus-147	152	58	for	for	ADP
fusus-147	152	59	features	feature	NOUN
fusus-147	152	60	x	x	PUNCT
fusus-147	152	61	and	and	CCONJ
fusus-147	152	62	y	y	PROPN
fusus-147	152	63	to	to	PART
fusus-147	152	64	provide	provide	VERB
fusus-147	152	65	a	a	DET
fusus-147	152	66	quantitative	quantitative	ADJ
fusus-147	152	67	description	description	NOUN
fusus-147	152	68	of	of	ADP
fusus-147	152	69	their	their	PRON
fusus-147	152	70	correlations	correlation	NOUN
fusus-147	152	71	[	[	X
fusus-147	152	72	48	48	NUM
fusus-147	152	73	]	]	PUNCT
fusus-147	152	74	.	.	PUNCT
fusus-147	153	1	𝑟𝑥𝑦	𝑟𝑥𝑦	NOUN
fusus-147	154	1	=	=	SYM
fusus-147	154	2	1	1	NUM
fusus-147	154	3	𝑛−1	𝑛−1	NUM
fusus-147	154	4	∑	∑	PUNCT
fusus-147	154	5	(	(	PUNCT
fusus-147	154	6	𝑥𝑖−𝑥)(𝑦𝑖−	𝑥𝑖−𝑥)(𝑦𝑖−	PROPN
fusus-147	154	7	𝑦)𝑛	𝑦)𝑛	PUNCT
fusus-147	154	8	𝑖=1	𝑖=1	PROPN
fusus-147	154	9	𝑆𝑥𝑆𝑦	𝑆𝑥𝑆𝑦	PROPN
fusus-147	154	10	(	(	PUNCT
fusus-147	154	11	12	12	NUM
fusus-147	154	12	)	)	PUNCT
fusus-147	154	13	here	here	ADV
fusus-147	154	14	,	,	PUNCT
fusus-147	154	15	x	x	PUNCT
fusus-147	154	16	and	and	CCONJ
fusus-147	154	17	y	y	PROPN
fusus-147	154	18	represent	represent	VERB
fusus-147	154	19	the	the	DET
fusus-147	154	20	mean	mean	ADJ
fusus-147	154	21	values	value	NOUN
fusus-147	154	22	of	of	ADP
fusus-147	154	23	two	two	NUM
fusus-147	154	24	features	feature	NOUN
fusus-147	154	25	,	,	PUNCT
fusus-147	154	26	while	while	SCONJ
fusus-147	154	27	𝑆𝑥	𝑆𝑥	PROPN
fusus-147	154	28	and	and	CCONJ
fusus-147	154	29	𝑆𝑦	𝑆𝑦	PROPN
fusus-147	154	30	are	be	AUX
fusus-147	154	31	their	their	PRON
fusus-147	154	32	respective	respective	ADJ
fusus-147	154	33	standard	standard	ADJ
fusus-147	154	34	deviations	deviation	NOUN
fusus-147	154	35	.	.	PUNCT
fusus-147	155	1	correlation	correlation	NOUN
fusus-147	155	2	values	value	NOUN
fusus-147	155	3	can	can	AUX
fusus-147	155	4	vary	vary	VERB
fusus-147	155	5	between	between	ADP
fusus-147	155	6	-1	-1	PUNCT
fusus-147	155	7	and	and	CCONJ
fusus-147	155	8	1	1	NUM
fusus-147	155	9	,	,	PUNCT
fusus-147	155	10	indicating	indicate	VERB
fusus-147	155	11	negative	negative	ADJ
fusus-147	155	12	or	or	CCONJ
fusus-147	155	13	positive	positive	ADJ
fusus-147	155	14	relationships	relationship	NOUN
fusus-147	155	15	.	.	PUNCT
fusus-147	156	1	the	the	DET
fusus-147	156	2	computed	compute	VERB
fusus-147	156	3	correlation	correlation	NOUN
fusus-147	156	4	matrix	matrix	NOUN
fusus-147	156	5	elements	element	NOUN
fusus-147	156	6	are	be	AUX
fusus-147	156	7	presented	present	VERB
fusus-147	156	8	in	in	ADP
fusus-147	156	9	figure	figure	NOUN
fusus-147	156	10	5	5	NUM
fusus-147	156	11	.	.	PUNCT
fusus-147	156	12	centering	center	VERB
fusus-147	156	13	on	on	ADP
fusus-147	156	14	the	the	DET
fusus-147	156	15	correlation	correlation	NOUN
fusus-147	156	16	between	between	ADP
fusus-147	156	17	two	two	NUM
fusus-147	156	18	distinct	distinct	ADJ
fusus-147	156	19	features	feature	NOUN
fusus-147	156	20	,	,	PUNCT
fusus-147	156	21	the	the	DET
fusus-147	156	22	matrix	matrix	NOUN
fusus-147	156	23	elements	element	NOUN
fusus-147	156	24	range	range	VERB
fusus-147	156	25	from	from	ADP
fusus-147	156	26	-0.61	-0.61	NOUN
fusus-147	156	27	to	to	ADP
fusus-147	156	28	0.72	0.72	NUM
fusus-147	156	29	.	.	PUNCT
fusus-147	157	1	out	out	ADP
fusus-147	157	2	of	of	ADP
fusus-147	157	3	the	the	DET
fusus-147	157	4	ten	ten	NUM
fusus-147	157	5	distinct	distinct	ADJ
fusus-147	157	6	correlation	correlation	NOUN
fusus-147	157	7	matrix	matrix	NOUN
fusus-147	157	8	elements	element	NOUN
fusus-147	157	9	,	,	PUNCT
fusus-147	157	10	seven	seven	NUM
fusus-147	157	11	exhibit	exhibit	NOUN
fusus-147	157	12	negativity	negativity	NOUN
fusus-147	157	13	,	,	PUNCT
fusus-147	157	14	while	while	SCONJ
fusus-147	157	15	the	the	DET
fusus-147	157	16	remaining	remain	VERB
fusus-147	157	17	are	be	AUX
fusus-147	157	18	positive	positive	ADJ
fusus-147	157	19	.	.	PUNCT
fusus-147	158	1	this	this	DET
fusus-147	158	2	outcome	outcome	NOUN
fusus-147	158	3	also	also	ADV
fusus-147	158	4	exhibits	exhibit	VERB
fusus-147	158	5	resemblance	resemblance	NOUN
fusus-147	158	6	to	to	ADP
fusus-147	158	7	a	a	DET
fusus-147	158	8	prior	prior	ADJ
fusus-147	158	9	study	study	NOUN
fusus-147	158	10	[	[	X
fusus-147	158	11	1	1	NUM
fusus-147	158	12	]	]	PUNCT
fusus-147	158	13	.	.	PUNCT
fusus-147	159	1	in	in	ADP
fusus-147	159	2	the	the	DET
fusus-147	159	3	correlation	correlation	NOUN
fusus-147	159	4	matrix	matrix	NOUN
fusus-147	159	5	and	and	CCONJ
fusus-147	159	6	scatter	scatter	NOUN
fusus-147	159	7	plot	plot	NOUN
fusus-147	159	8	,	,	PUNCT
fusus-147	159	9	of	of	ADP
fusus-147	159	10	electronegativity	electronegativity	NOUN
fusus-147	159	11	difference	difference	NOUN
fusus-147	159	12	(	(	PUNCT
fusus-147	159	13	δχ	δχ	NOUN
fusus-147	159	14	)	)	PUNCT
fusus-147	159	15	and	and	CCONJ
fusus-147	159	16	atomic	atomic	ADJ
fusus-147	159	17	size	size	NOUN
fusus-147	159	18	difference	difference	NOUN
fusus-147	159	19	(	(	PUNCT
fusus-147	159	20	δ	δ	NOUN
fusus-147	159	21	)	)	PUNCT
fusus-147	159	22	,	,	PUNCT
fusus-147	159	23	a	a	DET
fusus-147	159	24	positive	positive	ADJ
fusus-147	159	25	correlation	correlation	NOUN
fusus-147	159	26	is	be	AUX
fusus-147	159	27	observed	observe	VERB
fusus-147	159	28	,	,	PUNCT
fusus-147	159	29	meaning	mean	VERB
fusus-147	159	30	that	that	SCONJ
fusus-147	159	31	δχ	δχ	ADV
fusus-147	159	32	tends	tend	VERB
fusus-147	159	33	to	to	PART
fusus-147	159	34	increase	increase	VERB
fusus-147	159	35	with	with	ADP
fusus-147	159	36	higher	high	ADJ
fusus-147	159	37	values	value	NOUN
fusus-147	159	38	of	of	ADP
fusus-147	159	39	δ	δ	PROPN
fusus-147	159	40	.	.	PUNCT
fusus-147	160	1	additionally	additionally	ADV
fusus-147	160	2	,	,	PUNCT
fusus-147	160	3	both	both	PRON
fusus-147	160	4	δχ	δχ	ADP
fusus-147	160	5	and	and	CCONJ
fusus-147	160	6	δ	δ	PROPN
fusus-147	160	7	show	show	VERB
fusus-147	160	8	negative	negative	ADJ
fusus-147	160	9	correlations	correlation	NOUN
fusus-147	160	10	with	with	ADP
fusus-147	160	11	valence	valence	NOUN
fusus-147	160	12	electron	electron	NOUN
fusus-147	160	13	concentration	concentration	NOUN
fusus-147	160	14	(	(	PUNCT
fusus-147	160	15	vec	vec	NOUN
fusus-147	160	16	)	)	PUNCT
fusus-147	160	17	and	and	CCONJ
fusus-147	160	18	mixing	mix	VERB
fusus-147	160	19	enthalpy	enthalpy	NOUN
fusus-147	160	20	(	(	PUNCT
fusus-147	160	21	δhmix	δhmix	NOUN
fusus-147	160	22	)	)	PUNCT
fusus-147	160	23	.	.	PUNCT
fusus-147	161	1	in	in	ADP
fusus-147	161	2	general	general	ADJ
fusus-147	161	3	,	,	PUNCT
fusus-147	161	4	the	the	DET
fusus-147	161	5	correlation	correlation	NOUN
fusus-147	161	6	matrix	matrix	NOUN
fusus-147	161	7	elements	element	NOUN
fusus-147	161	8	exhibit	exhibit	VERB
fusus-147	161	9	moderate	moderate	ADJ
fusus-147	161	10	magnitudes	magnitude	NOUN
fusus-147	161	11	,	,	PUNCT
fusus-147	161	12	allowing	allow	VERB
fusus-147	161	13	all	all	DET
fusus-147	161	14	five	five	NUM
fusus-147	161	15	features	feature	NOUN
fusus-147	161	16	to	to	PART
fusus-147	161	17	be	be	AUX
fusus-147	161	18	employed	employ	VERB
fusus-147	161	19	collectively	collectively	ADV
fusus-147	161	20	as	as	ADP
fusus-147	161	21	input	input	NOUN
fusus-147	161	22	for	for	ADP
fusus-147	161	23	our	our	PRON
fusus-147	161	24	neural	neural	ADJ
fusus-147	161	25	network	network	NOUN
fusus-147	161	26	architecture	architecture	NOUN
fusus-147	161	27	.	.	PUNCT
fusus-147	162	1	figure	figure	NOUN
fusus-147	162	2	4	4	NUM
fusus-147	162	3	.	.	PUNCT
fusus-147	163	1	the	the	DET
fusus-147	163	2	scatter	scatter	NOUN
fusus-147	163	3	plots	plot	NOUN
fusus-147	163	4	presented	present	VERB
fusus-147	163	5	in	in	ADP
fusus-147	163	6	the	the	DET
fusus-147	163	7	off	off	ADJ
fusus-147	163	8	-	-	PUNCT
fusus-147	163	9	diagonal	diagonal	ADJ
fusus-147	163	10	sections	section	NOUN
fusus-147	163	11	reveal	reveal	VERB
fusus-147	163	12	the	the	DET
fusus-147	163	13	correlations	correlation	NOUN
fusus-147	163	14	among	among	ADP
fusus-147	163	15	the	the	DET
fusus-147	163	16	values	value	NOUN
fusus-147	163	17	of	of	ADP
fusus-147	163	18	the	the	DET
fusus-147	163	19	five	five	NUM
fusus-147	163	20	distinct	distinct	ADJ
fusus-147	163	21	features	feature	NOUN
fusus-147	163	22	.	.	PUNCT
fusus-147	164	1	within	within	ADP
fusus-147	164	2	the	the	DET
fusus-147	164	3	diagonal	diagonal	ADJ
fusus-147	164	4	panels	panel	NOUN
fusus-147	164	5	,	,	PUNCT
fusus-147	164	6	the	the	DET
fusus-147	164	7	histograms	histogram	NOUN
fusus-147	164	8	illustrate	illustrate	VERB
fusus-147	164	9	the	the	DET
fusus-147	164	10	distributions	distribution	NOUN
fusus-147	164	11	of	of	ADP
fusus-147	164	12	the	the	DET
fusus-147	164	13	three	three	NUM
fusus-147	164	14	phases	phase	NOUN
fusus-147	164	15	based	base	VERB
fusus-147	164	16	on	on	ADP
fusus-147	164	17	the	the	DET
fusus-147	164	18	five	five	NUM
fusus-147	164	19	features	feature	NOUN
fusus-147	164	20	.	.	PUNCT
fusus-147	165	1	each	each	DET
fusus-147	165	2	phase	phase	NOUN
fusus-147	165	3	is	be	AUX
fusus-147	165	4	represented	represent	VERB
fusus-147	165	5	using	use	VERB
fusus-147	165	6	varying	vary	VERB
fusus-147	165	7	shapes	shape	NOUN
fusus-147	165	8	and	and	CCONJ
fusus-147	165	9	colors	color	NOUN
fusus-147	165	10	:	:	PUNCT
fusus-147	165	11	a	a	DET
fusus-147	165	12	yellow	yellow	ADJ
fusus-147	165	13	circle	circle	NOUN
fusus-147	165	14	signifies	signifie	NOUN
fusus-147	165	15	amorphous	amorphous	ADJ
fusus-147	165	16	(	(	PUNCT
fusus-147	165	17	am	am	NOUN
fusus-147	165	18	)	)	PUNCT
fusus-147	165	19	,	,	PUNCT
fusus-147	165	20	a	a	DET
fusus-147	165	21	blue	blue	ADJ
fusus-147	165	22	diamond	diamond	NOUN
fusus-147	165	23	represents	represent	VERB
fusus-147	165	24	solid	solid	ADJ
fusus-147	165	25	solution	solution	NOUN
fusus-147	165	26	(	(	PUNCT
fusus-147	165	27	ss	ss	NOUN
fusus-147	165	28	)	)	PUNCT
fusus-147	165	29	,	,	PUNCT
fusus-147	165	30	and	and	CCONJ
fusus-147	165	31	a	a	DET
fusus-147	165	32	red	red	ADJ
fusus-147	165	33	square	square	ADJ
fusus-147	165	34	denotes	denote	NOUN
fusus-147	165	35	intermetallic	intermetallic	ADJ
fusus-147	165	36	(	(	PUNCT
fusus-147	165	37	i	i	NOUN
fusus-147	165	38	m	m	PROPN
fusus-147	165	39	)	)	PUNCT
fusus-147	165	40	.	.	PUNCT
fusus-147	166	1	mfb	mfb	PROPN
fusus-147	166	2	.	.	PROPN
fusus-147	167	1	noor	noor	PROPN
fusus-147	167	2	et	et	PROPN
fusus-147	167	3	al	al	PROPN
fusus-147	167	4	.	.	PROPN
fusus-147	167	5	/future	/future	PROPN
fusus-147	168	1	sustainability	sustainability	PROPN
fusus-147	168	2	february	february	PROPN
fusus-147	168	3	2024|	2024|	PROPN
fusus-147	168	4	volume	volume	NOUN
fusus-147	168	5	02	02	NUM
fusus-147	169	1	|	|	NOUN
fusus-147	169	2	issue	issue	NOUN
fusus-147	169	3	01	01	NUM
fusus-147	170	1	|	|	ADV
fusus-147	170	2	pages	page	VERB
fusus-147	170	3	47	47	NUM
fusus-147	170	4	-	-	SYM
fusus-147	170	5	58	58	NUM
fusus-147	170	6	52	52	NUM
fusus-147	170	7	figure	figure	NOUN
fusus-147	170	8	5	5	NUM
fusus-147	170	9	.	.	PUNCT
fusus-147	170	10	correlation	correlation	NOUN
fusus-147	170	11	matrix	matrix	NOUN
fusus-147	170	12	heatmap	heatmap	NOUN
fusus-147	170	13	of	of	ADP
fusus-147	170	14	the	the	DET
fusus-147	170	15	five	five	NUM
fusus-147	170	16	features	feature	NOUN
fusus-147	170	17	3.2	3.2	NUM
fusus-147	170	18	artificial	artificial	ADJ
fusus-147	170	19	neural	neural	ADJ
fusus-147	170	20	network	network	NOUN
fusus-147	170	21	(	(	PUNCT
fusus-147	170	22	ann	ann	PROPN
fusus-147	170	23	)	)	PUNCT
fusus-147	170	24	results	result	VERB
fusus-147	170	25	the	the	DET
fusus-147	170	26	development	development	NOUN
fusus-147	170	27	of	of	ADP
fusus-147	170	28	all	all	DET
fusus-147	170	29	python	python	NOUN
fusus-147	170	30	network	network	NOUN
fusus-147	170	31	models	model	NOUN
fusus-147	170	32	is	be	AUX
fusus-147	170	33	accomplished	accomplish	VERB
fusus-147	170	34	using	use	VERB
fusus-147	170	35	the	the	DET
fusus-147	170	36	keras	keras	PROPN
fusus-147	170	37	framework	framework	NOUN
fusus-147	170	38	with	with	ADP
fusus-147	170	39	a	a	DET
fusus-147	170	40	tensorflow	tensorflow	NOUN
fusus-147	170	41	backend	backend	NOUN
fusus-147	170	42	for	for	ADP
fusus-147	170	43	anns	ann	NOUN
fusus-147	170	44	.	.	PUNCT
fusus-147	171	1	subsequently	subsequently	ADV
fusus-147	171	2	,	,	PUNCT
fusus-147	171	3	the	the	DET
fusus-147	171	4	hyperparameter	hyperparameter	NOUN
fusus-147	171	5	values	value	NOUN
fusus-147	171	6	are	be	AUX
fusus-147	171	7	adjusted	adjust	VERB
fusus-147	171	8	and	and	CCONJ
fusus-147	171	9	the	the	DET
fusus-147	171	10	optimal	optimal	ADJ
fusus-147	171	11	model	model	NOUN
fusus-147	171	12	and	and	CCONJ
fusus-147	171	13	hyperparameter	hyperparameter	NOUN
fusus-147	171	14	settings	setting	NOUN
fusus-147	171	15	for	for	ADP
fusus-147	171	16	the	the	DET
fusus-147	171	17	ann	ann	PROPN
fusus-147	171	18	model	model	NOUN
fusus-147	171	19	are	be	AUX
fusus-147	171	20	determined	determine	VERB
fusus-147	171	21	through	through	ADP
fusus-147	171	22	a	a	DET
fusus-147	171	23	3	3	NUM
fusus-147	171	24	-	-	ADJ
fusus-147	171	25	fold	fold	ADJ
fusus-147	171	26	cross	cross	ADJ
fusus-147	171	27	-	-	ADJ
fusus-147	171	28	validation	validation	ADJ
fusus-147	171	29	process	process	NOUN
fusus-147	171	30	as	as	SCONJ
fusus-147	171	31	depicted	depict	VERB
fusus-147	171	32	in	in	ADP
fusus-147	171	33	figure	figure	NOUN
fusus-147	171	34	6	6	NUM
fusus-147	171	35	.	.	PUNCT
fusus-147	172	1	the	the	DET
fusus-147	172	2	best	good	ADJ
fusus-147	172	3	parameter	parameter	NOUN
fusus-147	172	4	resulted	result	VERB
fusus-147	172	5	in	in	ADP
fusus-147	172	6	an	an	DET
fusus-147	172	7	average	average	ADJ
fusus-147	172	8	cross	cross	ADJ
fusus-147	172	9	-	-	ADJ
fusus-147	172	10	validation	validation	ADJ
fusus-147	172	11	accuracy	accuracy	NOUN
fusus-147	172	12	of	of	ADP
fusus-147	172	13	86.46	86.46	NUM
fusus-147	172	14	%	%	NOUN
fusus-147	172	15	,	,	PUNCT
fusus-147	172	16	as	as	SCONJ
fusus-147	172	17	detailed	detailed	ADJ
fusus-147	172	18	in	in	ADP
fusus-147	172	19	table	table	NOUN
fusus-147	172	20	2	2	NUM
fusus-147	172	21	.	.	PUNCT
fusus-147	173	1	afterwards	afterwards	ADV
fusus-147	173	2	,	,	PUNCT
fusus-147	173	3	the	the	DET
fusus-147	173	4	ann	ann	PROPN
fusus-147	173	5	architecture	architecture	NOUN
fusus-147	173	6	is	be	AUX
fusus-147	173	7	employed	employ	VERB
fusus-147	173	8	to	to	PART
fusus-147	173	9	train	train	VERB
fusus-147	173	10	on	on	ADP
fusus-147	173	11	80	80	NUM
fusus-147	173	12	%	%	NOUN
fusus-147	173	13	of	of	ADP
fusus-147	173	14	the	the	DET
fusus-147	173	15	developed	develop	VERB
fusus-147	173	16	balanced	balanced	ADJ
fusus-147	173	17	dataset	dataset	NOUN
fusus-147	173	18	and	and	CCONJ
fusus-147	173	19	then	then	ADV
fusus-147	173	20	applied	apply	VERB
fusus-147	173	21	to	to	PART
fusus-147	173	22	test	test	VERB
fusus-147	173	23	the	the	DET
fusus-147	173	24	remaining	remain	VERB
fusus-147	173	25	20	20	NUM
fusus-147	173	26	%	%	NOUN
fusus-147	173	27	of	of	ADP
fusus-147	173	28	the	the	DET
fusus-147	173	29	dataset	dataset	NOUN
fusus-147	173	30	.	.	PUNCT
fusus-147	174	1	this	this	DET
fusus-147	174	2	process	process	NOUN
fusus-147	174	3	is	be	AUX
fusus-147	174	4	visualized	visualize	VERB
fusus-147	174	5	in	in	ADP
fusus-147	174	6	figure	figure	NOUN
fusus-147	174	7	7(a	7(a	NUM
fusus-147	174	8	)	)	PUNCT
fusus-147	174	9	,	,	PUNCT
fusus-147	174	10	(	(	PUNCT
fusus-147	174	11	b	b	X
fusus-147	174	12	)	)	PUNCT
fusus-147	174	13	and	and	CCONJ
fusus-147	174	14	(	(	PUNCT
fusus-147	174	15	c	c	X
fusus-147	174	16	)	)	PUNCT
fusus-147	174	17	illustrating	illustrate	VERB
fusus-147	174	18	the	the	DET
fusus-147	174	19	progression	progression	NOUN
fusus-147	174	20	of	of	ADP
fusus-147	174	21	training	training	NOUN
fusus-147	174	22	loss	loss	NOUN
fusus-147	174	23	and	and	CCONJ
fusus-147	174	24	validation	validation	NOUN
fusus-147	174	25	loss	loss	NOUN
fusus-147	174	26	across	across	ADP
fusus-147	174	27	number	number	NOUN
fusus-147	174	28	of	of	ADP
fusus-147	174	29	epochs	epoch	NOUN
fusus-147	174	30	for	for	ADP
fusus-147	174	31	three	three	NUM
fusus-147	174	32	separate	separate	ADJ
fusus-147	174	33	folds	fold	NOUN
fusus-147	174	34	.	.	PUNCT
fusus-147	175	1	figure	figure	NOUN
fusus-147	175	2	6	6	NUM
fusus-147	175	3	.	.	PUNCT
fusus-147	175	4	training	training	NOUN
fusus-147	175	5	and	and	CCONJ
fusus-147	175	6	testing	testing	NOUN
fusus-147	175	7	process	process	NOUN
fusus-147	175	8	of	of	ADP
fusus-147	175	9	the	the	DET
fusus-147	175	10	ann	ann	PROPN
fusus-147	175	11	model	model	NOUN
fusus-147	175	12	notably	notably	ADV
fusus-147	175	13	,	,	PUNCT
fusus-147	175	14	both	both	CCONJ
fusus-147	175	15	the	the	DET
fusus-147	175	16	training	training	NOUN
fusus-147	175	17	loss	loss	NOUN
fusus-147	175	18	and	and	CCONJ
fusus-147	175	19	validation	validation	NOUN
fusus-147	175	20	loss	loss	NOUN
fusus-147	175	21	curves	curve	NOUN
fusus-147	175	22	exhibit	exhibit	VERB
fusus-147	175	23	a	a	DET
fusus-147	175	24	similar	similar	ADJ
fusus-147	175	25	trajectory	trajectory	NOUN
fusus-147	175	26	,	,	PUNCT
fusus-147	175	27	demonstrating	demonstrate	VERB
fusus-147	175	28	that	that	SCONJ
fusus-147	175	29	the	the	DET
fusus-147	175	30	optimization	optimization	NOUN
fusus-147	175	31	algorithm	algorithm	NOUN
fusus-147	175	32	consistently	consistently	ADV
fusus-147	175	33	updates	update	VERB
fusus-147	175	34	the	the	DET
fusus-147	175	35	weights	weight	NOUN
fusus-147	175	36	of	of	ADP
fusus-147	175	37	hidden	hide	VERB
fusus-147	175	38	layer	layer	NOUN
fusus-147	175	39	neurons	neuron	NOUN
fusus-147	175	40	to	to	PART
fusus-147	175	41	minimize	minimize	VERB
fusus-147	175	42	the	the	DET
fusus-147	175	43	loss	loss	NOUN
fusus-147	175	44	and	and	CCONJ
fusus-147	175	45	enhance	enhance	VERB
fusus-147	175	46	the	the	DET
fusus-147	175	47	learning	learning	NOUN
fusus-147	175	48	process	process	NOUN
fusus-147	175	49	at	at	ADP
fusus-147	175	50	each	each	DET
fusus-147	175	51	epoch	epoch	NOUN
fusus-147	175	52	without	without	ADP
fusus-147	175	53	overfitting	overfitte	VERB
fusus-147	175	54	the	the	DET
fusus-147	175	55	data	datum	NOUN
fusus-147	175	56	.	.	PUNCT
fusus-147	176	1	across	across	ADP
fusus-147	176	2	the	the	DET
fusus-147	176	3	three	three	NUM
fusus-147	176	4	-	-	ADJ
fusus-147	176	5	fold	fold	ADJ
fusus-147	176	6	training	training	NOUN
fusus-147	176	7	set	set	NOUN
fusus-147	176	8	,	,	PUNCT
fusus-147	176	9	the	the	DET
fusus-147	176	10	loss	loss	NOUN
fusus-147	176	11	converges	converge	VERB
fusus-147	176	12	to	to	ADP
fusus-147	176	13	1	1	NUM
fusus-147	176	14	after	after	ADP
fusus-147	176	15	40	40	NUM
fusus-147	176	16	epochs	epoch	NOUN
fusus-147	176	17	,	,	PUNCT
fusus-147	176	18	maintaining	maintain	VERB
fusus-147	176	19	a	a	DET
fusus-147	176	20	consistent	consistent	ADJ
fusus-147	176	21	trend	trend	NOUN
fusus-147	176	22	thereafter	thereafter	ADV
fusus-147	176	23	.	.	PUNCT
fusus-147	177	1	furthermore	furthermore	ADV
fusus-147	177	2	,	,	PUNCT
fusus-147	177	3	it	it	PRON
fusus-147	177	4	's	be	AUX
fusus-147	177	5	important	important	ADJ
fusus-147	177	6	to	to	PART
fusus-147	177	7	highlight	highlight	VERB
fusus-147	177	8	that	that	SCONJ
fusus-147	177	9	when	when	SCONJ
fusus-147	177	10	the	the	DET
fusus-147	177	11	model	model	NOUN
fusus-147	177	12	is	be	AUX
fusus-147	177	13	evaluated	evaluate	VERB
fusus-147	177	14	on	on	ADP
fusus-147	177	15	the	the	DET
fusus-147	177	16	final	final	ADJ
fusus-147	177	17	set	set	NOUN
fusus-147	177	18	of	of	ADP
fusus-147	177	19	data	datum	NOUN
fusus-147	177	20	,	,	PUNCT
fusus-147	177	21	there	there	PRON
fusus-147	177	22	is	be	VERB
fusus-147	177	23	a	a	DET
fusus-147	177	24	noticeable	noticeable	ADJ
fusus-147	177	25	decrease	decrease	NOUN
fusus-147	177	26	in	in	ADP
fusus-147	177	27	the	the	DET
fusus-147	177	28	loss	loss	NOUN
fusus-147	177	29	value	value	NOUN
fusus-147	177	30	.	.	PUNCT
fusus-147	178	1	this	this	DET
fusus-147	178	2	reduction	reduction	NOUN
fusus-147	178	3	brings	bring	VERB
fusus-147	178	4	the	the	DET
fusus-147	178	5	loss	loss	NOUN
fusus-147	178	6	down	down	ADV
fusus-147	178	7	to	to	ADP
fusus-147	178	8	0.5	0.5	NUM
fusus-147	178	9	after	after	ADP
fusus-147	178	10	approximately	approximately	ADV
fusus-147	178	11	30	30	NUM
fusus-147	178	12	epochs	epoch	NOUN
fusus-147	178	13	of	of	ADP
fusus-147	178	14	the	the	DET
fusus-147	178	15	training	training	NOUN
fusus-147	178	16	process	process	NOUN
fusus-147	178	17	.	.	PUNCT
fusus-147	179	1	this	this	DET
fusus-147	179	2	trend	trend	NOUN
fusus-147	179	3	is	be	AUX
fusus-147	179	4	visually	visually	ADV
fusus-147	179	5	represented	represent	VERB
fusus-147	179	6	in	in	ADP
fusus-147	179	7	figure	figure	NOUN
fusus-147	179	8	7(d	7(d	NUM
fusus-147	179	9	)	)	PUNCT
fusus-147	179	10	,	,	PUNCT
fusus-147	179	11	where	where	SCONJ
fusus-147	179	12	the	the	DET
fusus-147	179	13	curve	curve	NOUN
fusus-147	179	14	illustrating	illustrate	VERB
fusus-147	179	15	the	the	DET
fusus-147	179	16	loss	loss	NOUN
fusus-147	179	17	for	for	ADP
fusus-147	179	18	the	the	DET
fusus-147	179	19	final	final	ADJ
fusus-147	179	20	test	test	NOUN
fusus-147	179	21	set	set	NOUN
fusus-147	179	22	which	which	PRON
fusus-147	179	23	closely	closely	ADV
fusus-147	179	24	resembles	resemble	VERB
fusus-147	179	25	the	the	DET
fusus-147	179	26	trajectory	trajectory	NOUN
fusus-147	179	27	observed	observe	VERB
fusus-147	179	28	during	during	ADP
fusus-147	179	29	the	the	DET
fusus-147	179	30	training	training	NOUN
fusus-147	179	31	process	process	NOUN
fusus-147	179	32	.	.	PUNCT
fusus-147	180	1	this	this	PRON
fusus-147	180	2	indicates	indicate	VERB
fusus-147	180	3	that	that	SCONJ
fusus-147	180	4	the	the	DET
fusus-147	180	5	model	model	NOUN
fusus-147	180	6	's	's	PART
fusus-147	180	7	performance	performance	NOUN
fusus-147	180	8	on	on	ADP
fusus-147	180	9	the	the	DET
fusus-147	180	10	test	test	NOUN
fusus-147	180	11	data	datum	NOUN
fusus-147	180	12	does	do	AUX
fusus-147	180	13	n't	not	PART
fusus-147	180	14	show	show	VERB
fusus-147	180	15	any	any	DET
fusus-147	180	16	signs	sign	NOUN
fusus-147	180	17	of	of	ADP
fusus-147	180	18	overfitting	overfitte	VERB
fusus-147	180	19	.	.	PUNCT
fusus-147	181	1	this	this	DET
fusus-147	181	2	consistent	consistent	ADJ
fusus-147	181	3	reduction	reduction	NOUN
fusus-147	181	4	in	in	ADP
fusus-147	181	5	loss	loss	NOUN
fusus-147	181	6	and	and	CCONJ
fusus-147	181	7	the	the	DET
fusus-147	181	8	convergence	convergence	NOUN
fusus-147	181	9	of	of	ADP
fusus-147	181	10	the	the	DET
fusus-147	181	11	curves	curve	NOUN
fusus-147	181	12	emphasize	emphasize	VERB
fusus-147	181	13	the	the	DET
fusus-147	181	14	model	model	NOUN
fusus-147	181	15	's	's	PART
fusus-147	181	16	ability	ability	NOUN
fusus-147	181	17	to	to	PART
fusus-147	181	18	generalize	generalize	VERB
fusus-147	181	19	well	well	ADV
fusus-147	181	20	and	and	CCONJ
fusus-147	181	21	perform	perform	VERB
fusus-147	181	22	effectively	effectively	ADV
fusus-147	181	23	on	on	ADP
fusus-147	181	24	new	new	ADJ
fusus-147	181	25	,	,	PUNCT
fusus-147	181	26	unseen	unseen	ADJ
fusus-147	181	27	data	datum	NOUN
fusus-147	181	28	for	for	ADP
fusus-147	181	29	each	each	PRON
fusus-147	181	30	of	of	ADP
fusus-147	181	31	the	the	DET
fusus-147	181	32	hea	hea	PROPN
fusus-147	181	33	phases	phase	NOUN
fusus-147	181	34	.	.	PUNCT
fusus-147	182	1	in	in	ADP
fusus-147	182	2	figure	figure	NOUN
fusus-147	182	3	8(a	8(a	NUM
fusus-147	182	4	)	)	PUNCT
fusus-147	182	5	,	,	PUNCT
fusus-147	182	6	a	a	DET
fusus-147	182	7	visual	visual	ADJ
fusus-147	182	8	representation	representation	NOUN
fusus-147	182	9	is	be	AUX
fusus-147	182	10	provided	provide	VERB
fusus-147	182	11	for	for	ADP
fusus-147	182	12	the	the	DET
fusus-147	182	13	threefold	threefold	ADJ
fusus-147	182	14	cross	cross	ADJ
fusus-147	182	15	-	-	ADJ
fusus-147	182	16	validation	validation	ADJ
fusus-147	182	17	process	process	NOUN
fusus-147	182	18	that	that	PRON
fusus-147	182	19	was	be	AUX
fusus-147	182	20	employed	employ	VERB
fusus-147	182	21	to	to	PART
fusus-147	182	22	assess	assess	VERB
fusus-147	182	23	the	the	DET
fusus-147	182	24	model	model	NOUN
fusus-147	182	25	’s	’s	PART
fusus-147	182	26	performance	performance	NOUN
fusus-147	182	27	,	,	PUNCT
fusus-147	182	28	showcasing	showcase	VERB
fusus-147	182	29	the	the	DET
fusus-147	182	30	accuracy	accuracy	NOUN
fusus-147	182	31	achieved	achieve	VERB
fusus-147	182	32	for	for	ADP
fusus-147	182	33	each	each	DET
fusus-147	182	34	individual	individual	ADJ
fusus-147	182	35	fold	fold	VERB
fusus-147	182	36	along	along	ADV
fusus-147	182	37	with	with	ADP
fusus-147	182	38	average	average	ADJ
fusus-147	182	39	accuracy	accuracy	NOUN
fusus-147	182	40	while	while	SCONJ
fusus-147	182	41	training	train	VERB
fusus-147	182	42	the	the	DET
fusus-147	182	43	data	datum	NOUN
fusus-147	182	44	.	.	PUNCT
fusus-147	183	1	notably	notably	ADV
fusus-147	183	2	,	,	PUNCT
fusus-147	183	3	the	the	DET
fusus-147	183	4	calculated	calculated	ADJ
fusus-147	183	5	average	average	ADJ
fusus-147	183	6	validation	validation	NOUN
fusus-147	183	7	accuracy	accuracy	NOUN
fusus-147	183	8	across	across	ADP
fusus-147	183	9	all	all	DET
fusus-147	183	10	three	three	NUM
fusus-147	183	11	folds	fold	NOUN
fusus-147	183	12	was	be	AUX
fusus-147	183	13	determined	determine	VERB
fusus-147	183	14	to	to	PART
fusus-147	183	15	be	be	AUX
fusus-147	183	16	86.46	86.46	NUM
fusus-147	183	17	%	%	NOUN
fusus-147	183	18	.	.	PUNCT
fusus-147	184	1	this	this	DET
fusus-147	184	2	approach	approach	NOUN
fusus-147	184	3	of	of	ADP
fusus-147	184	4	three	three	NUM
fusus-147	184	5	-	-	ADJ
fusus-147	184	6	fold	fold	ADJ
fusus-147	184	7	cross	cross	ADJ
fusus-147	184	8	-	-	ADJ
fusus-147	184	9	validation	validation	ADJ
fusus-147	184	10	ensures	ensure	VERB
fusus-147	184	11	proper	proper	ADJ
fusus-147	184	12	evaluation	evaluation	NOUN
fusus-147	184	13	of	of	ADP
fusus-147	184	14	the	the	DET
fusus-147	184	15	model	model	NOUN
fusus-147	184	16	's	's	PART
fusus-147	184	17	effectiveness	effectiveness	NOUN
fusus-147	184	18	across	across	ADP
fusus-147	184	19	different	different	ADJ
fusus-147	184	20	subsets	subset	NOUN
fusus-147	184	21	of	of	ADP
fusus-147	184	22	the	the	DET
fusus-147	184	23	data	datum	NOUN
fusus-147	184	24	.	.	PUNCT
fusus-147	185	1	additionally	additionally	ADV
fusus-147	185	2	,	,	PUNCT
fusus-147	185	3	the	the	DET
fusus-147	185	4	prediction	prediction	NOUN
fusus-147	185	5	of	of	ADP
fusus-147	185	6	phase	phase	NOUN
fusus-147	185	7	-	-	PUNCT
fusus-147	185	8	wise	wise	ADJ
fusus-147	185	9	accuracy	accuracy	NOUN
fusus-147	185	10	on	on	ADP
fusus-147	185	11	the	the	DET
fusus-147	185	12	training	training	NOUN
fusus-147	185	13	datasets	dataset	NOUN
fusus-147	185	14	is	be	AUX
fusus-147	185	15	depicted	depict	VERB
fusus-147	185	16	in	in	ADP
fusus-147	185	17	figure	figure	NOUN
fusus-147	185	18	8(b	8(b	NUM
fusus-147	185	19	)	)	PUNCT
fusus-147	185	20	.	.	PUNCT
fusus-147	186	1	remarkably	remarkably	ADV
fusus-147	186	2	,	,	PUNCT
fusus-147	186	3	the	the	DET
fusus-147	186	4	final	final	ADJ
fusus-147	186	5	validation	validation	NOUN
fusus-147	186	6	set	set	NOUN
fusus-147	186	7	attains	attain	VERB
fusus-147	186	8	a	a	DET
fusus-147	186	9	prediction	prediction	NOUN
fusus-147	186	10	rate	rate	NOUN
fusus-147	186	11	nearing	near	VERB
fusus-147	186	12	83.33	83.33	NUM
fusus-147	186	13	%	%	NOUN
fusus-147	186	14	,	,	PUNCT
fusus-147	186	15	affirming	affirm	VERB
fusus-147	186	16	the	the	DET
fusus-147	186	17	strong	strong	ADJ
fusus-147	186	18	performance	performance	NOUN
fusus-147	186	19	of	of	ADP
fusus-147	186	20	the	the	DET
fusus-147	186	21	developed	develop	VERB
fusus-147	186	22	ann	ann	PROPN
fusus-147	186	23	model	model	NOUN
fusus-147	186	24	and	and	CCONJ
fusus-147	186	25	its	its	PRON
fusus-147	186	26	favorable	favorable	ADJ
fusus-147	186	27	generalization	generalization	NOUN
fusus-147	186	28	capabilities	capability	NOUN
fusus-147	186	29	.	.	PUNCT
fusus-147	187	1	mfb	mfb	NOUN
fusus-147	187	2	.	.	PUNCT
fusus-147	187	3	noor	noor	PROPN
fusus-147	187	4	et	et	PROPN
fusus-147	187	5	al	al	PROPN
fusus-147	187	6	.	.	PROPN
fusus-147	187	7	/future	/future	PROPN
fusus-147	188	1	sustainability	sustainability	PROPN
fusus-147	188	2	february	february	PROPN
fusus-147	188	3	2024|	2024|	PROPN
fusus-147	188	4	volume	volume	NOUN
fusus-147	188	5	02	02	NUM
fusus-147	189	1	|	|	NOUN
fusus-147	189	2	issue	issue	NOUN
fusus-147	189	3	01	01	NUM
fusus-147	190	1	|	|	ADV
fusus-147	190	2	pages	page	VERB
fusus-147	190	3	47	47	NUM
fusus-147	190	4	-	-	SYM
fusus-147	190	5	58	58	NUM
fusus-147	190	6	53	53	NUM
fusus-147	190	7	figure	figure	NOUN
fusus-147	190	8	9	9	NUM
fusus-147	190	9	illustrates	illustrate	VERB
fusus-147	190	10	the	the	DET
fusus-147	190	11	accuracy	accuracy	NOUN
fusus-147	190	12	comparison	comparison	NOUN
fusus-147	190	13	between	between	ADP
fusus-147	190	14	the	the	DET
fusus-147	190	15	training	training	NOUN
fusus-147	190	16	and	and	CCONJ
fusus-147	190	17	validation	validation	NOUN
fusus-147	190	18	processes	process	NOUN
fusus-147	190	19	for	for	ADP
fusus-147	190	20	the	the	DET
fusus-147	190	21	final	final	ADJ
fusus-147	190	22	test	test	NOUN
fusus-147	190	23	set	set	NOUN
fusus-147	190	24	,	,	PUNCT
fusus-147	190	25	revealing	reveal	VERB
fusus-147	190	26	a	a	DET
fusus-147	190	27	positive	positive	ADJ
fusus-147	190	28	correlation	correlation	NOUN
fusus-147	190	29	between	between	ADP
fusus-147	190	30	them	they	PRON
fusus-147	190	31	and	and	CCONJ
fusus-147	190	32	overall	overall	ADJ
fusus-147	190	33	accuracy	accuracy	NOUN
fusus-147	190	34	improvement	improvement	NOUN
fusus-147	190	35	with	with	ADP
fusus-147	190	36	epochs	epoch	NOUN
fusus-147	190	37	.	.	PUNCT
fusus-147	191	1	observing	observe	VERB
fusus-147	191	2	the	the	DET
fusus-147	191	3	training	training	NOUN
fusus-147	191	4	outcomes	outcome	NOUN
fusus-147	191	5	depicted	depict	VERB
fusus-147	191	6	in	in	ADP
fusus-147	191	7	figure	figure	NOUN
fusus-147	191	8	9	9	NUM
fusus-147	191	9	,	,	PUNCT
fusus-147	191	10	it	it	PRON
fusus-147	191	11	's	be	AUX
fusus-147	191	12	evident	evident	ADJ
fusus-147	191	13	that	that	SCONJ
fusus-147	191	14	the	the	DET
fusus-147	191	15	training	training	NOUN
fusus-147	191	16	set	set	NOUN
fusus-147	191	17	accuracy	accuracy	NOUN
fusus-147	191	18	incrementally	incrementally	ADV
fusus-147	191	19	rises	rise	VERB
fusus-147	191	20	as	as	ADP
fusus-147	191	21	iterations	iteration	NOUN
fusus-147	191	22	progress	progress	NOUN
fusus-147	191	23	.	.	PUNCT
fusus-147	192	1	after	after	ADP
fusus-147	192	2	approximately	approximately	ADV
fusus-147	192	3	30	30	NUM
fusus-147	192	4	epochs	epoch	NOUN
fusus-147	192	5	,	,	PUNCT
fusus-147	192	6	the	the	DET
fusus-147	192	7	accuracy	accuracy	NOUN
fusus-147	192	8	stabilizes	stabilize	VERB
fusus-147	192	9	,	,	PUNCT
fusus-147	192	10	suggesting	suggest	VERB
fusus-147	192	11	effective	effective	ADJ
fusus-147	192	12	convergence	convergence	NOUN
fusus-147	192	13	of	of	ADP
fusus-147	192	14	the	the	DET
fusus-147	192	15	model	model	NOUN
fusus-147	192	16	.	.	PUNCT
fusus-147	193	1	the	the	DET
fusus-147	193	2	effectiveness	effectiveness	NOUN
fusus-147	193	3	of	of	ADP
fusus-147	193	4	the	the	DET
fusus-147	193	5	ann	ann	PROPN
fusus-147	193	6	model	model	NOUN
fusus-147	193	7	in	in	ADP
fusus-147	193	8	predicting	predict	VERB
fusus-147	193	9	each	each	PRON
fusus-147	193	10	of	of	ADP
fusus-147	193	11	the	the	DET
fusus-147	193	12	phases	phase	NOUN
fusus-147	193	13	is	be	AUX
fusus-147	193	14	displayed	display	VERB
fusus-147	193	15	in	in	ADP
fusus-147	193	16	figure	figure	NOUN
fusus-147	193	17	10	10	NUM
fusus-147	193	18	.	.	PUNCT
fusus-147	194	1	in	in	ADP
fusus-147	194	2	contrast	contrast	NOUN
fusus-147	194	3	to	to	ADP
fusus-147	194	4	some	some	DET
fusus-147	194	5	other	other	ADJ
fusus-147	194	6	studies	study	NOUN
fusus-147	194	7	that	that	PRON
fusus-147	194	8	typically	typically	ADV
fusus-147	194	9	report	report	VERB
fusus-147	194	10	overall	overall	ADJ
fusus-147	194	11	accuracy	accuracy	NOUN
fusus-147	194	12	,	,	PUNCT
fusus-147	194	13	it	it	PRON
fusus-147	194	14	is	be	AUX
fusus-147	194	15	equally	equally	ADV
fusus-147	194	16	crucial	crucial	ADJ
fusus-147	194	17	to	to	PART
fusus-147	194	18	highlight	highlight	VERB
fusus-147	194	19	phasewise	phasewise	ADJ
fusus-147	194	20	accuracy	accuracy	NOUN
fusus-147	194	21	to	to	PART
fusus-147	194	22	illustrate	illustrate	VERB
fusus-147	194	23	the	the	DET
fusus-147	194	24	model	model	NOUN
fusus-147	194	25	's	's	PART
fusus-147	194	26	competence	competence	NOUN
fusus-147	194	27	and	and	CCONJ
fusus-147	194	28	its	its	PRON
fusus-147	194	29	ability	ability	NOUN
fusus-147	194	30	to	to	PART
fusus-147	194	31	predict	predict	VERB
fusus-147	194	32	various	various	ADJ
fusus-147	194	33	phases	phase	NOUN
fusus-147	194	34	effectively	effectively	ADV
fusus-147	194	35	.	.	PUNCT
fusus-147	195	1	the	the	DET
fusus-147	195	2	results	result	NOUN
fusus-147	195	3	underscore	underscore	VERB
fusus-147	195	4	the	the	DET
fusus-147	195	5	model	model	NOUN
fusus-147	195	6	's	's	PART
fusus-147	195	7	proficiency	proficiency	NOUN
fusus-147	195	8	in	in	ADP
fusus-147	195	9	accurately	accurately	ADV
fusus-147	195	10	predicting	predict	VERB
fusus-147	195	11	distinct	distinct	ADJ
fusus-147	195	12	phases	phase	NOUN
fusus-147	195	13	,	,	PUNCT
fusus-147	195	14	and	and	CCONJ
fusus-147	195	15	notably	notably	ADV
fusus-147	195	16	,	,	PUNCT
fusus-147	195	17	the	the	DET
fusus-147	195	18	phase	phase	NOUN
fusus-147	195	19	-	-	PUNCT
fusus-147	195	20	wise	wise	ADJ
fusus-147	195	21	accuracy	accuracy	NOUN
fusus-147	195	22	reaches	reach	VERB
fusus-147	195	23	impressive	impressive	ADJ
fusus-147	195	24	levels	level	NOUN
fusus-147	195	25	,	,	PUNCT
fusus-147	195	26	with	with	ADP
fusus-147	195	27	am	be	AUX
fusus-147	195	28	achieving	achieve	VERB
fusus-147	195	29	86.67	86.67	NUM
fusus-147	195	30	%	%	NOUN
fusus-147	195	31	,	,	PUNCT
fusus-147	195	32	ss	ss	ADP
fusus-147	195	33	reaching	reach	VERB
fusus-147	195	34	81.25	81.25	NUM
fusus-147	195	35	%	%	NOUN
fusus-147	195	36	,	,	PUNCT
fusus-147	195	37	and	and	CCONJ
fusus-147	195	38	i	i	PRON
fusus-147	195	39	m	m	AUX
fusus-147	195	40	attaining	attain	VERB
fusus-147	195	41	82.35	82.35	NUM
fusus-147	195	42	%	%	NOUN
fusus-147	195	43	.	.	PUNCT
fusus-147	196	1	these	these	DET
fusus-147	196	2	results	result	NOUN
fusus-147	196	3	exemplify	exemplify	VERB
fusus-147	196	4	the	the	DET
fusus-147	196	5	ann	ann	PROPN
fusus-147	196	6	model	model	NOUN
fusus-147	196	7	's	's	PART
fusus-147	196	8	effectiveness	effectiveness	NOUN
fusus-147	196	9	in	in	ADP
fusus-147	196	10	predictive	predictive	ADJ
fusus-147	196	11	performance	performance	NOUN
fusus-147	196	12	,	,	PUNCT
fusus-147	196	13	particularly	particularly	ADV
fusus-147	196	14	when	when	SCONJ
fusus-147	196	15	it	it	PRON
fusus-147	196	16	is	be	AUX
fusus-147	196	17	trained	train	VERB
fusus-147	196	18	on	on	ADP
fusus-147	196	19	a	a	DET
fusus-147	196	20	balanced	balanced	ADJ
fusus-147	196	21	dataset	dataset	NOUN
fusus-147	196	22	for	for	ADP
fusus-147	196	23	each	each	DET
fusus-147	196	24	phase	phase	NOUN
fusus-147	196	25	.	.	PUNCT
fusus-147	197	1	using	use	VERB
fusus-147	197	2	micro	micro	NOUN
fusus-147	197	3	-	-	NOUN
fusus-147	197	4	f1	f1	NOUN
fusus-147	197	5	to	to	PART
fusus-147	197	6	evaluate	evaluate	VERB
fusus-147	197	7	the	the	DET
fusus-147	197	8	prediction	prediction	NOUN
fusus-147	197	9	outcomes	outcome	NOUN
fusus-147	197	10	,	,	PUNCT
fusus-147	197	11	the	the	DET
fusus-147	197	12	test	test	NOUN
fusus-147	197	13	set	set	NOUN
fusus-147	197	14	is	be	AUX
fusus-147	197	15	employed	employ	VERB
fusus-147	197	16	to	to	PART
fusus-147	197	17	validate	validate	VERB
fusus-147	197	18	the	the	DET
fusus-147	197	19	effectiveness	effectiveness	NOUN
fusus-147	197	20	of	of	ADP
fusus-147	197	21	the	the	DET
fusus-147	197	22	ann	ann	PROPN
fusus-147	197	23	model	model	NOUN
fusus-147	197	24	.	.	PUNCT
fusus-147	198	1	the	the	DET
fusus-147	198	2	necessary	necessary	ADJ
fusus-147	198	3	equations	equation	NOUN
fusus-147	198	4	for	for	ADP
fusus-147	198	5	calculating	calculate	VERB
fusus-147	198	6	the	the	DET
fusus-147	198	7	micro	micro	NOUN
fusus-147	198	8	-	-	NOUN
fusus-147	198	9	f1	f1	ADJ
fusus-147	198	10	score	score	NOUN
fusus-147	198	11	are	be	AUX
fusus-147	198	12	provided	provide	VERB
fusus-147	198	13	below	below	ADP
fusus-147	198	14	[	[	X
fusus-147	198	15	5,49]:using	5,49]:using	NUM
fusus-147	198	16	micro	micro	NOUN
fusus-147	198	17	-	-	NOUN
fusus-147	198	18	f1	f1	NOUN
fusus-147	198	19	to	to	PART
fusus-147	198	20	evaluate	evaluate	VERB
fusus-147	198	21	the	the	DET
fusus-147	198	22	prediction	prediction	NOUN
fusus-147	198	23	outcomes	outcome	NOUN
fusus-147	198	24	,	,	PUNCT
fusus-147	198	25	the	the	DET
fusus-147	198	26	test	test	NOUN
fusus-147	198	27	set	set	NOUN
fusus-147	198	28	is	be	AUX
fusus-147	198	29	employed	employ	VERB
fusus-147	198	30	to	to	PART
fusus-147	198	31	validate	validate	VERB
fusus-147	198	32	the	the	DET
fusus-147	198	33	effectiveness	effectiveness	NOUN
fusus-147	198	34	of	of	ADP
fusus-147	198	35	the	the	DET
fusus-147	198	36	ann	ann	PROPN
fusus-147	198	37	model	model	NOUN
fusus-147	198	38	.	.	PUNCT
fusus-147	199	1	the	the	DET
fusus-147	199	2	necessary	necessary	ADJ
fusus-147	199	3	equations	equation	NOUN
fusus-147	199	4	for	for	ADP
fusus-147	199	5	calculating	calculate	VERB
fusus-147	199	6	the	the	DET
fusus-147	199	7	micro	micro	NOUN
fusus-147	199	8	-	-	NOUN
fusus-147	199	9	f1	f1	ADJ
fusus-147	199	10	score	score	NOUN
fusus-147	199	11	are	be	AUX
fusus-147	199	12	provided	provide	VERB
fusus-147	199	13	below	below	ADP
fusus-147	199	14	[	[	X
fusus-147	199	15	5,49	5,49	NUM
fusus-147	199	16	]	]	X
fusus-147	199	17	:	:	PUNCT
fusus-147	200	1	𝑅𝑒𝑐𝑎𝑙𝑙𝑚𝑖𝑐𝑟𝑜	𝑅𝑒𝑐𝑎𝑙𝑙𝑚𝑖𝑐𝑟𝑜	PROPN
fusus-147	200	2	=	=	SYM
fusus-147	200	3	∑	∑	PUNCT
fusus-147	200	4	𝑇𝑃𝑖	𝑇𝑃𝑖	NOUN
fusus-147	200	5	𝑛	𝑛	PROPN
fusus-147	200	6	𝑖=1	𝑖=1	PROPN
fusus-147	200	7	∑	∑	PUNCT
fusus-147	200	8	𝑇𝑃𝑖	𝑇𝑃𝑖	NOUN
fusus-147	200	9	𝑛	𝑛	PROPN
fusus-147	200	10	𝑖=1	𝑖=1	PROPN
fusus-147	200	11	+	+	CCONJ
fusus-147	200	12	∑	∑	ADP
fusus-147	200	13	𝐹𝑁𝑖	𝐹𝑁𝑖	ADJ
fusus-147	200	14	𝑛	𝑛	PRON
fusus-147	200	15	𝑖=1	𝑖=1	PROPN
fusus-147	200	16	(	(	PUNCT
fusus-147	200	17	13	13	NUM
fusus-147	200	18	)	)	PUNCT
fusus-147	200	19	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛𝑚𝑖𝑐𝑟𝑜	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛𝑚𝑖𝑐𝑟𝑜	PROPN
fusus-147	200	20	=	=	PUNCT
fusus-147	200	21	∑	∑	PUNCT
fusus-147	200	22	𝑇𝑃𝑖	𝑇𝑃𝑖	NOUN
fusus-147	200	23	𝑛	𝑛	PROPN
fusus-147	200	24	𝑖=1	𝑖=1	PROPN
fusus-147	200	25	∑	∑	PUNCT
fusus-147	200	26	𝑇𝑃𝑖	𝑇𝑃𝑖	NOUN
fusus-147	200	27	𝑛	𝑛	PROPN
fusus-147	200	28	𝑖=1	𝑖=1	PROPN
fusus-147	200	29	+	+	CCONJ
fusus-147	200	30	∑	∑	PART
fusus-147	200	31	𝐹𝑃𝑖	𝐹𝑃𝑖	NOUN
fusus-147	200	32	𝑛	𝑛	PRON
fusus-147	200	33	𝑖=1	𝑖=1	PROPN
fusus-147	200	34	(	(	PUNCT
fusus-147	200	35	14	14	NUM
fusus-147	200	36	)	)	PUNCT
fusus-147	200	37	𝐹1𝑚𝑖𝑐𝑟𝑜	𝐹1𝑚𝑖𝑐𝑟𝑜	NOUN
fusus-147	201	1	=	=	SYM
fusus-147	201	2	2	2	NUM
fusus-147	201	3	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛𝑚𝑖𝑐𝑟𝑜∗𝑅𝑒𝑐𝑎𝑙𝑙𝑚𝑖𝑐𝑟𝑜	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛𝑚𝑖𝑐𝑟𝑜∗𝑅𝑒𝑐𝑎𝑙𝑙𝑚𝑖𝑐𝑟𝑜	PROPN
fusus-147	201	4	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛𝑚𝑖𝑐𝑟𝑜+𝑅𝑒𝑐𝑎𝑙𝑙𝑚𝑖𝑐𝑟𝑜	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛𝑚𝑖𝑐𝑟𝑜+𝑅𝑒𝑐𝑎𝑙𝑙𝑚𝑖𝑐𝑟𝑜	X
fusus-147	201	5	(	(	PUNCT
fusus-147	201	6	15	15	NUM
fusus-147	201	7	)	)	PUNCT
fusus-147	201	8	here	here	ADV
fusus-147	201	9	,	,	PUNCT
fusus-147	201	10	true	true	ADJ
fusus-147	201	11	positive	positive	ADJ
fusus-147	201	12	(	(	PUNCT
fusus-147	201	13	𝑇𝑃𝑖	𝑇𝑃𝑖	NOUN
fusus-147	201	14	)	)	PUNCT
fusus-147	201	15	means	mean	VERB
fusus-147	201	16	positive	positive	ADJ
fusus-147	201	17	cases	case	NOUN
fusus-147	201	18	correctly	correctly	ADV
fusus-147	201	19	identified	identify	VERB
fusus-147	201	20	as	as	ADP
fusus-147	201	21	positive	positive	ADJ
fusus-147	201	22	cases	case	NOUN
fusus-147	201	23	of	of	ADP
fusus-147	201	24	the	the	DET
fusus-147	201	25	i	i	PROPN
fusus-147	201	26	element	element	NOUN
fusus-147	201	27	,	,	PUNCT
fusus-147	201	28	false	false	ADJ
fusus-147	201	29	positive	positive	ADJ
fusus-147	201	30	(	(	PUNCT
fusus-147	201	31	𝐹𝑃𝑖	𝐹𝑃𝑖	NOUN
fusus-147	201	32	)	)	PUNCT
fusus-147	201	33	means	mean	VERB
fusus-147	201	34	negative	negative	ADJ
fusus-147	201	35	cases	case	NOUN
fusus-147	201	36	is	be	AUX
fusus-147	201	37	incorrectly	incorrectly	ADV
fusus-147	201	38	identified	identify	VERB
fusus-147	201	39	positive	positive	ADJ
fusus-147	201	40	cases	case	NOUN
fusus-147	201	41	of	of	ADP
fusus-147	201	42	the	the	DET
fusus-147	201	43	i	i	PROPN
fusus-147	201	44	element	element	NOUN
fusus-147	201	45	,	,	PUNCT
fusus-147	201	46	true	true	ADJ
fusus-147	201	47	positive	positive	ADJ
fusus-147	201	48	(	(	PUNCT
fusus-147	201	49	𝐹𝑁𝑖	𝐹𝑁𝑖	ADV
fusus-147	201	50	)	)	PUNCT
fusus-147	201	51	means	mean	VERB
fusus-147	201	52	positive	positive	ADJ
fusus-147	201	53	cases	case	NOUN
fusus-147	201	54	is	be	AUX
fusus-147	201	55	incorrectly	incorrectly	ADV
fusus-147	201	56	identified	identify	VERB
fusus-147	201	57	negative	negative	ADJ
fusus-147	201	58	cases	case	NOUN
fusus-147	201	59	of	of	ADP
fusus-147	201	60	the	the	DET
fusus-147	201	61	i	i	PROPN
fusus-147	201	62	element	element	NOUN
fusus-147	201	63	.	.	PUNCT
fusus-147	202	1	𝑅𝑒𝑐𝑎𝑙𝑙𝑚𝑖𝑐𝑟𝑜	𝑅𝑒𝑐𝑎𝑙𝑙𝑚𝑖𝑐𝑟𝑜	NOUN
fusus-147	202	2	measures	measure	VERB
fusus-147	202	3	the	the	DET
fusus-147	202	4	accuracy	accuracy	NOUN
fusus-147	202	5	of	of	ADP
fusus-147	202	6	correctly	correctly	ADV
fusus-147	202	7	predicting	predict	VERB
fusus-147	202	8	actual	actual	ADJ
fusus-147	202	9	positive	positive	ADJ
fusus-147	202	10	samples	sample	NOUN
fusus-147	202	11	within	within	ADP
fusus-147	202	12	the	the	DET
fusus-147	202	13	sample	sample	NOUN
fusus-147	202	14	space	space	NOUN
fusus-147	202	15	.	.	PUNCT
fusus-147	203	1	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛𝑚𝑖𝑐𝑟𝑜	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛𝑚𝑖𝑐𝑟𝑜	PROPN
fusus-147	203	2	quantifies	quantify	VERB
fusus-147	203	3	the	the	DET
fusus-147	203	4	accuracy	accuracy	NOUN
fusus-147	203	5	of	of	ADP
fusus-147	203	6	forecasting	forecast	VERB
fusus-147	203	7	positive	positive	ADJ
fusus-147	203	8	predictions	prediction	NOUN
fusus-147	203	9	.	.	PUNCT
fusus-147	204	1	f1micro	f1micro	PROPN
fusus-147	204	2	is	be	AUX
fusus-147	204	3	the	the	DET
fusus-147	204	4	aggregated	aggregate	VERB
fusus-147	204	5	average	average	NOUN
fusus-147	204	6	that	that	PRON
fusus-147	204	7	considers	consider	VERB
fusus-147	204	8	both	both	DET
fusus-147	204	9	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛𝑚𝑖𝑐𝑟𝑜	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛𝑚𝑖𝑐𝑟𝑜	PROPN
fusus-147	204	10	and	and	CCONJ
fusus-147	204	11	𝑅𝑒𝑐𝑎𝑙𝑙𝑚𝑖𝑐𝑟𝑜.	𝑅𝑒𝑐𝑎𝑙𝑙𝑚𝑖𝑐𝑟𝑜.	PUNCT
fusus-147	204	12	the	the	DET
fusus-147	204	13	micro	micro	PROPN
fusus-147	204	14	f1	f1	PROPN
fusus-147	204	15	score	score	NOUN
fusus-147	204	16	on	on	ADP
fusus-147	204	17	final	final	ADJ
fusus-147	204	18	test	test	NOUN
fusus-147	204	19	set	set	NOUN
fusus-147	204	20	is	be	AUX
fusus-147	204	21	0.83	0.83	NUM
fusus-147	204	22	.	.	PUNCT
fusus-147	205	1	to	to	PART
fusus-147	205	2	assess	assess	VERB
fusus-147	205	3	the	the	DET
fusus-147	205	4	predictive	predictive	ADJ
fusus-147	205	5	performance	performance	NOUN
fusus-147	205	6	of	of	ADP
fusus-147	205	7	the	the	DET
fusus-147	205	8	ann	ann	PROPN
fusus-147	205	9	model	model	NOUN
fusus-147	205	10	for	for	ADP
fusus-147	205	11	each	each	PRON
fusus-147	205	12	of	of	ADP
fusus-147	205	13	the	the	DET
fusus-147	205	14	hea	hea	PROPN
fusus-147	205	15	classes	class	NOUN
fusus-147	205	16	within	within	ADP
fusus-147	205	17	the	the	DET
fusus-147	205	18	dataset	dataset	NOUN
fusus-147	205	19	,	,	PUNCT
fusus-147	205	20	a	a	DET
fusus-147	205	21	confusion	confusion	NOUN
fusus-147	205	22	matrix	matrix	NOUN
fusus-147	205	23	was	be	AUX
fusus-147	205	24	generated	generate	VERB
fusus-147	205	25	using	use	VERB
fusus-147	205	26	a	a	DET
fusus-147	205	27	testing	testing	NOUN
fusus-147	205	28	dataset	dataset	NOUN
fusus-147	205	29	comprising	comprise	VERB
fusus-147	205	30	48	48	NUM
fusus-147	205	31	samples	sample	NOUN
fusus-147	205	32	,	,	PUNCT
fusus-147	205	33	as	as	SCONJ
fusus-147	205	34	illustrated	illustrate	VERB
fusus-147	205	35	in	in	ADP
fusus-147	205	36	figure	figure	NOUN
fusus-147	205	37	11	11	NUM
fusus-147	205	38	.	.	PUNCT
fusus-147	205	39	0	0	NUM
fusus-147	205	40	1	1	NUM
fusus-147	205	41	2	2	NUM
fusus-147	205	42	3	3	NUM
fusus-147	205	43	4	4	NUM
fusus-147	205	44	5	5	NUM
fusus-147	205	45	6	6	NUM
fusus-147	205	46	7	7	NUM
fusus-147	205	47	0	0	NUM
fusus-147	205	48	50	50	NUM
fusus-147	205	49	100	100	NUM
fusus-147	205	50	l	l	NOUN
fusus-147	205	51	o	o	NOUN
fusus-147	205	52	ss	ss	NOUN
fusus-147	205	53	epochs	epoch	NOUN
fusus-147	205	54	training	train	VERB
fusus-147	205	55	loss	loss	NOUN
fusus-147	205	56	validation	validation	NOUN
fusus-147	205	57	loss	loss	NOUN
fusus-147	205	58	0	0	NUM
fusus-147	205	59	1	1	NUM
fusus-147	205	60	2	2	NUM
fusus-147	205	61	3	3	NUM
fusus-147	205	62	4	4	NUM
fusus-147	205	63	5	5	NUM
fusus-147	205	64	6	6	NUM
fusus-147	205	65	7	7	NUM
fusus-147	205	66	0	0	NUM
fusus-147	205	67	50	50	NUM
fusus-147	205	68	100	100	NUM
fusus-147	205	69	l	l	NOUN
fusus-147	205	70	o	o	NOUN
fusus-147	205	71	ss	ss	NOUN
fusus-147	205	72	epochs	epoch	NOUN
fusus-147	205	73	training	train	VERB
fusus-147	205	74	loss	loss	NOUN
fusus-147	205	75	validation	validation	NOUN
fusus-147	205	76	loss	loss	NOUN
fusus-147	206	1	0	0	NUM
fusus-147	206	2	1	1	NUM
fusus-147	206	3	2	2	NUM
fusus-147	206	4	3	3	NUM
fusus-147	206	5	4	4	NUM
fusus-147	206	6	5	5	NUM
fusus-147	206	7	6	6	NUM
fusus-147	206	8	7	7	NUM
fusus-147	206	9	0	0	NUM
fusus-147	206	10	50	50	NUM
fusus-147	206	11	100	100	NUM
fusus-147	206	12	l	l	NOUN
fusus-147	206	13	o	o	NOUN
fusus-147	206	14	ss	ss	NOUN
fusus-147	206	15	epochs	epoch	NOUN
fusus-147	206	16	training	train	VERB
fusus-147	206	17	loss	loss	NOUN
fusus-147	206	18	validation	validation	NOUN
fusus-147	206	19	loss	loss	NOUN
fusus-147	206	20	0	0	NUM
fusus-147	206	21	1	1	NUM
fusus-147	206	22	2	2	NUM
fusus-147	206	23	3	3	NUM
fusus-147	206	24	4	4	NUM
fusus-147	206	25	0	0	NUM
fusus-147	206	26	20	20	NUM
fusus-147	206	27	40	40	NUM
fusus-147	206	28	60	60	NUM
fusus-147	206	29	l	l	NOUN
fusus-147	206	30	o	o	NOUN
fusus-147	206	31	ss	ss	NOUN
fusus-147	206	32	epochs	epoch	NOUN
fusus-147	206	33	training	train	VERB
fusus-147	206	34	loss	loss	NOUN
fusus-147	206	35	validation	validation	NOUN
fusus-147	206	36	loss	loss	NOUN
fusus-147	206	37	figure	figure	NOUN
fusus-147	206	38	7	7	NUM
fusus-147	206	39	.	.	PUNCT
fusus-147	206	40	comparing	compare	VERB
fusus-147	206	41	the	the	DET
fusus-147	206	42	training	training	NOUN
fusus-147	206	43	and	and	CCONJ
fusus-147	206	44	validation	validation	NOUN
fusus-147	206	45	loss	loss	NOUN
fusus-147	206	46	of	of	ADP
fusus-147	206	47	the	the	DET
fusus-147	206	48	ann	ann	PROPN
fusus-147	206	49	model	model	NOUN
fusus-147	206	50	for	for	ADP
fusus-147	206	51	a	a	PRON
fusus-147	206	52	)	)	PUNCT
fusus-147	206	53	fold	fold	NOUN
fusus-147	206	54	1	1	NUM
fusus-147	206	55	,	,	PUNCT
fusus-147	206	56	b	b	NOUN
fusus-147	206	57	)	)	PUNCT
fusus-147	206	58	fold	fold	NOUN
fusus-147	206	59	2	2	NUM
fusus-147	206	60	,	,	PUNCT
fusus-147	206	61	c	c	NOUN
fusus-147	206	62	)	)	PUNCT
fusus-147	206	63	fold	fold	NOUN
fusus-147	206	64	3	3	NUM
fusus-147	206	65	,	,	PUNCT
fusus-147	206	66	and	and	CCONJ
fusus-147	206	67	d	d	X
fusus-147	206	68	)	)	PUNCT
fusus-147	206	69	final	final	ADJ
fusus-147	206	70	test	test	NOUN
fusus-147	206	71	set	set	NOUN
fusus-147	206	72	.	.	PUNCT
fusus-147	207	1	mfb	mfb	PROPN
fusus-147	207	2	.	.	PROPN
fusus-147	208	1	noor	noor	PROPN
fusus-147	208	2	et	et	PROPN
fusus-147	208	3	al	al	PROPN
fusus-147	208	4	.	.	PROPN
fusus-147	208	5	/future	/future	PROPN
fusus-147	209	1	sustainability	sustainability	PROPN
fusus-147	209	2	february	february	PROPN
fusus-147	209	3	2024|	2024|	PROPN
fusus-147	209	4	volume	volume	NOUN
fusus-147	209	5	02	02	NUM
fusus-147	210	1	|	|	NOUN
fusus-147	210	2	issue	issue	NOUN
fusus-147	210	3	01	01	NUM
fusus-147	211	1	|	|	ADV
fusus-147	211	2	pages	page	VERB
fusus-147	211	3	47	47	NUM
fusus-147	211	4	-	-	SYM
fusus-147	211	5	58	58	NUM
fusus-147	211	6	54	54	NUM
fusus-147	211	7	figure	figure	NOUN
fusus-147	211	8	9	9	NUM
fusus-147	211	9	.	.	PUNCT
fusus-147	211	10	comparing	compare	VERB
fusus-147	211	11	the	the	DET
fusus-147	211	12	accuracy	accuracy	NOUN
fusus-147	211	13	of	of	ADP
fusus-147	211	14	the	the	DET
fusus-147	211	15	ann	ann	PROPN
fusus-147	211	16	model	model	NOUN
fusus-147	211	17	between	between	ADP
fusus-147	211	18	the	the	DET
fusus-147	211	19	training	training	NOUN
fusus-147	211	20	set	set	VERB
fusus-147	211	21	and	and	CCONJ
fusus-147	211	22	final	final	ADJ
fusus-147	211	23	validation	validation	NOUN
fusus-147	211	24	set	set	VERB
fusus-147	211	25	figure	figure	NOUN
fusus-147	211	26	10	10	NUM
fusus-147	211	27	.	.	PUNCT
fusus-147	211	28	comparing	compare	VERB
fusus-147	211	29	phase	phase	NOUN
fusus-147	211	30	-	-	PUNCT
fusus-147	211	31	wise	wise	ADJ
fusus-147	211	32	accuracy	accuracy	NOUN
fusus-147	211	33	and	and	CCONJ
fusus-147	211	34	average	average	ADJ
fusus-147	211	35	accuracy	accuracy	NOUN
fusus-147	211	36	found	find	VERB
fusus-147	211	37	for	for	ADP
fusus-147	211	38	the	the	DET
fusus-147	211	39	final	final	ADJ
fusus-147	211	40	test	test	NOUN
fusus-147	211	41	set	set	VERB
fusus-147	211	42	the	the	DET
fusus-147	211	43	confusion	confusion	NOUN
fusus-147	211	44	matrix	matrix	NOUN
fusus-147	211	45	indicates	indicate	VERB
fusus-147	211	46	notably	notably	ADV
fusus-147	211	47	high	high	ADJ
fusus-147	211	48	precision	precision	NOUN
fusus-147	211	49	and	and	CCONJ
fusus-147	211	50	recall	recall	NOUN
fusus-147	211	51	values	value	NOUN
fusus-147	211	52	across	across	ADP
fusus-147	211	53	all	all	DET
fusus-147	211	54	three	three	NUM
fusus-147	211	55	classes	class	NOUN
fusus-147	211	56	of	of	ADP
fusus-147	211	57	hea	hea	PROPN
fusus-147	211	58	,	,	PUNCT
fusus-147	211	59	affirming	affirm	VERB
fusus-147	211	60	the	the	DET
fusus-147	211	61	model	model	NOUN
fusus-147	211	62	's	's	PART
fusus-147	211	63	robustness	robustness	NOUN
fusus-147	211	64	and	and	CCONJ
fusus-147	211	65	generalization	generalization	NOUN
fusus-147	211	66	.	.	PUNCT
fusus-147	212	1	the	the	DET
fusus-147	212	2	variance	variance	NOUN
fusus-147	212	3	between	between	ADP
fusus-147	212	4	the	the	DET
fusus-147	212	5	cross	cross	ADJ
fusus-147	212	6	-	-	ADJ
fusus-147	212	7	validation	validation	ADJ
fusus-147	212	8	accuracy	accuracy	NOUN
fusus-147	212	9	and	and	CCONJ
fusus-147	212	10	the	the	DET
fusus-147	212	11	confusion	confusion	NOUN
fusus-147	212	12	matrix	matrix	NOUN
fusus-147	212	13	accuracy	accuracy	NOUN
fusus-147	212	14	arises	arise	VERB
fusus-147	212	15	because	because	SCONJ
fusus-147	212	16	the	the	DET
fusus-147	212	17	former	former	NOUN
fusus-147	212	18	represents	represent	VERB
fusus-147	212	19	the	the	DET
fusus-147	212	20	average	average	NOUN
fusus-147	212	21	of	of	ADP
fusus-147	212	22	all	all	DET
fusus-147	212	23	validation	validation	NOUN
fusus-147	212	24	accuracies	accuracy	NOUN
fusus-147	212	25	,	,	PUNCT
fusus-147	212	26	while	while	SCONJ
fusus-147	212	27	the	the	DET
fusus-147	212	28	latter	latter	ADJ
fusus-147	212	29	directly	directly	ADV
fusus-147	212	30	reports	report	VERB
fusus-147	212	31	accuracy	accuracy	NOUN
fusus-147	212	32	for	for	ADP
fusus-147	212	33	the	the	DET
fusus-147	212	34	testing	testing	NOUN
fusus-147	212	35	dataset	dataset	NOUN
fusus-147	212	36	that	that	PRON
fusus-147	212	37	has	have	AUX
fusus-147	212	38	been	be	AUX
fusus-147	212	39	kept	keep	VERB
fusus-147	212	40	separate	separate	ADJ
fusus-147	212	41	during	during	ADP
fusus-147	212	42	the	the	DET
fusus-147	212	43	model	model	NOUN
fusus-147	212	44	development	development	NOUN
fusus-147	212	45	process	process	NOUN
fusus-147	212	46	.	.	PUNCT
fusus-147	213	1	the	the	DET
fusus-147	213	2	developed	develop	VERB
fusus-147	213	3	ann	ann	PROPN
fusus-147	213	4	model	model	NOUN
fusus-147	213	5	aims	aim	VERB
fusus-147	213	6	to	to	PART
fusus-147	213	7	predict	predict	VERB
fusus-147	213	8	the	the	DET
fusus-147	213	9	phase	phase	NOUN
fusus-147	213	10	of	of	ADP
fusus-147	213	11	previously	previously	ADV
fusus-147	213	12	unseen	unseen	ADJ
fusus-147	213	13	data	datum	NOUN
fusus-147	213	14	,	,	PUNCT
fusus-147	213	15	and	and	CCONJ
fusus-147	213	16	its	its	PRON
fusus-147	213	17	performance	performance	NOUN
fusus-147	213	18	was	be	AUX
fusus-147	213	19	benchmarked	benchmarke	VERB
fusus-147	213	20	against	against	ADP
fusus-147	213	21	other	other	ADJ
fusus-147	213	22	alternative	alternative	ADJ
fusus-147	213	23	methods	method	NOUN
fusus-147	213	24	,	,	PUNCT
fusus-147	213	25	as	as	SCONJ
fusus-147	213	26	illustrated	illustrate	VERB
fusus-147	213	27	in	in	ADP
fusus-147	213	28	figure	figure	NOUN
fusus-147	213	29	12	12	NUM
fusus-147	213	30	.	.	PUNCT
fusus-147	214	1	among	among	ADP
fusus-147	214	2	the	the	DET
fusus-147	214	3	various	various	ADJ
fusus-147	214	4	machine	machine	NOUN
fusus-147	214	5	learning	learn	VERB
fusus-147	214	6	algorithms	algorithm	NOUN
fusus-147	214	7	assessed	assess	VERB
fusus-147	214	8	for	for	ADP
fusus-147	214	9	accuracy	accuracy	NOUN
fusus-147	214	10	,	,	PUNCT
fusus-147	214	11	our	our	PRON
fusus-147	214	12	developed	develop	VERB
fusus-147	214	13	ann	ann	PROPN
fusus-147	214	14	model	model	NOUN
fusus-147	214	15	demonstrates	demonstrate	VERB
fusus-147	214	16	the	the	DET
fusus-147	214	17	highest	high	ADJ
fusus-147	214	18	accuracy	accuracy	NOUN
fusus-147	214	19	of	of	ADP
fusus-147	214	20	83.33	83.33	NUM
fusus-147	214	21	%	%	NOUN
fusus-147	214	22	.	.	PUNCT
fusus-147	215	1	notably	notably	ADV
fusus-147	215	2	,	,	PUNCT
fusus-147	215	3	while	while	SCONJ
fusus-147	215	4	islam	islam	PROPN
fusus-147	215	5	et	et	PROPN
fusus-147	215	6	al	al	PROPN
fusus-147	215	7	.	.	PUNCT
fusus-147	216	1	[	[	X
fusus-147	216	2	1	1	X
fusus-147	216	3	]	]	PUNCT
fusus-147	216	4	and	and	CCONJ
fusus-147	216	5	krishna	krishna	PROPN
fusus-147	216	6	et	et	PROPN
fusus-147	216	7	al	al	PROPN
fusus-147	216	8	.	.	PUNCT
fusus-147	217	1	[	[	X
fusus-147	217	2	32	32	NUM
fusus-147	217	3	]	]	PUNCT
fusus-147	217	4	also	also	ADV
fusus-147	217	5	utilized	utilize	VERB
fusus-147	217	6	an	an	DET
fusus-147	217	7	ann	ann	PROPN
fusus-147	217	8	model	model	NOUN
fusus-147	217	9	,	,	PUNCT
fusus-147	217	10	their	their	PRON
fusus-147	217	11	datasets	dataset	NOUN
fusus-147	217	12	exhibit	exhibit	VERB
fusus-147	217	13	unequal	unequal	ADJ
fusus-147	217	14	proportions	proportion	NOUN
fusus-147	217	15	of	of	ADP
fusus-147	217	16	data	datum	NOUN
fusus-147	217	17	across	across	ADP
fusus-147	217	18	different	different	ADJ
fusus-147	217	19	hea	hea	PROPN
fusus-147	217	20	phases	phase	NOUN
fusus-147	217	21	.	.	PUNCT
fusus-147	218	1	in	in	ADP
fusus-147	218	2	contrast	contrast	NOUN
fusus-147	218	3	,	,	PUNCT
fusus-147	218	4	our	our	PRON
fusus-147	218	5	ann	ann	PROPN
fusus-147	218	6	model	model	NOUN
fusus-147	218	7	maintains	maintain	VERB
fusus-147	218	8	consistency	consistency	NOUN
fusus-147	218	9	by	by	ADP
fusus-147	218	10	employing	employ	VERB
fusus-147	218	11	the	the	DET
fusus-147	218	12	same	same	ADJ
fusus-147	218	13	number	number	NOUN
fusus-147	218	14	of	of	ADP
fusus-147	218	15	instances	instance	NOUN
fusus-147	218	16	for	for	ADP
fusus-147	218	17	am	be	AUX
fusus-147	218	18	,	,	PUNCT
fusus-147	218	19	i	i	PRON
fusus-147	218	20	m	m	PROPN
fusus-147	218	21	,	,	PUNCT
fusus-147	218	22	and	and	CCONJ
fusus-147	218	23	ss	ss	ADP
fusus-147	218	24	phases	phase	NOUN
fusus-147	218	25	,	,	PUNCT
fusus-147	218	26	and	and	CCONJ
fusus-147	218	27	this	this	DET
fusus-147	218	28	uniformity	uniformity	NOUN
fusus-147	218	29	contributes	contribute	VERB
fusus-147	218	30	to	to	ADP
fusus-147	218	31	the	the	DET
fusus-147	218	32	model	model	NOUN
fusus-147	218	33	's	's	PART
fusus-147	218	34	robust	robust	ADJ
fusus-147	218	35	performance	performance	NOUN
fusus-147	218	36	,	,	PUNCT
fusus-147	218	37	allowing	allow	VERB
fusus-147	218	38	it	it	PRON
fusus-147	218	39	to	to	PART
fusus-147	218	40	achieve	achieve	VERB
fusus-147	218	41	the	the	DET
fusus-147	218	42	noteworthy	noteworthy	ADJ
fusus-147	218	43	accuracy	accuracy	NOUN
fusus-147	218	44	of	of	ADP
fusus-147	218	45	83.33	83.33	NUM
fusus-147	218	46	%	%	NOUN
fusus-147	218	47	,	,	PUNCT
fusus-147	218	48	surpassing	surpass	VERB
fusus-147	218	49	the	the	DET
fusus-147	218	50	accuracy	accuracy	NOUN
fusus-147	218	51	of	of	ADP
fusus-147	218	52	other	other	ADJ
fusus-147	218	53	methods	method	NOUN
fusus-147	218	54	[	[	X
fusus-147	218	55	5,33,50	5,33,50	NUM
fusus-147	218	56	]	]	PUNCT
fusus-147	218	57	,	,	PUNCT
fusus-147	218	58	including	include	VERB
fusus-147	218	59	those	those	PRON
fusus-147	218	60	that	that	PRON
fusus-147	218	61	employed	employ	VERB
fusus-147	218	62	differing	differ	VERB
fusus-147	218	63	dataset	dataset	NOUN
fusus-147	218	64	compositions	composition	NOUN
fusus-147	218	65	.	.	PUNCT
fusus-147	219	1	the	the	DET
fusus-147	219	2	developed	develop	VERB
fusus-147	219	3	ann	ann	PROPN
fusus-147	219	4	model	model	NOUN
fusus-147	219	5	aims	aim	VERB
fusus-147	219	6	to	to	PART
fusus-147	219	7	predict	predict	VERB
fusus-147	219	8	the	the	DET
fusus-147	219	9	phase	phase	NOUN
fusus-147	219	10	of	of	ADP
fusus-147	219	11	previously	previously	ADV
fusus-147	219	12	unseen	unseen	ADJ
fusus-147	219	13	data	datum	NOUN
fusus-147	219	14	,	,	PUNCT
fusus-147	219	15	and	and	CCONJ
fusus-147	219	16	its	its	PRON
fusus-147	219	17	performance	performance	NOUN
fusus-147	219	18	was	be	AUX
fusus-147	219	19	benchmarked	benchmarke	VERB
fusus-147	219	20	against	against	ADP
fusus-147	219	21	other	other	ADJ
fusus-147	219	22	alternative	alternative	ADJ
fusus-147	219	23	methods	method	NOUN
fusus-147	219	24	,	,	PUNCT
fusus-147	219	25	as	as	SCONJ
fusus-147	219	26	illustrated	illustrate	VERB
fusus-147	219	27	in	in	ADP
fusus-147	219	28	figure	figure	NOUN
fusus-147	219	29	12	12	NUM
fusus-147	219	30	.	.	PUNCT
fusus-147	220	1	among	among	ADP
fusus-147	220	2	the	the	DET
fusus-147	220	3	various	various	ADJ
fusus-147	220	4	machine	machine	NOUN
fusus-147	220	5	learning	learn	VERB
fusus-147	220	6	algorithms	algorithm	NOUN
fusus-147	220	7	assessed	assess	VERB
fusus-147	220	8	for	for	ADP
fusus-147	220	9	accuracy	accuracy	NOUN
fusus-147	220	10	,	,	PUNCT
fusus-147	220	11	our	our	PRON
fusus-147	220	12	developed	develop	VERB
fusus-147	220	13	ann	ann	PROPN
fusus-147	220	14	model	model	NOUN
fusus-147	220	15	demonstrates	demonstrate	VERB
fusus-147	220	16	the	the	DET
fusus-147	220	17	highest	high	ADJ
fusus-147	220	18	accuracy	accuracy	NOUN
fusus-147	220	19	of	of	ADP
fusus-147	220	20	83.33	83.33	NUM
fusus-147	220	21	%	%	NOUN
fusus-147	220	22	.	.	PUNCT
fusus-147	221	1	figure	figure	NOUN
fusus-147	221	2	11	11	NUM
fusus-147	221	3	.	.	PUNCT
fusus-147	222	1	confusion	confusion	NOUN
fusus-147	222	2	matrices	matrix	NOUN
fusus-147	222	3	of	of	ADP
fusus-147	222	4	ann	ann	PROPN
fusus-147	222	5	model	model	NOUN
fusus-147	222	6	used	use	VERB
fusus-147	222	7	in	in	ADP
fusus-147	222	8	amorphous	amorphous	ADJ
fusus-147	222	9	,	,	PUNCT
fusus-147	222	10	solid	solid	ADJ
fusus-147	222	11	solution	solution	NOUN
fusus-147	222	12	,	,	PUNCT
fusus-147	222	13	and	and	CCONJ
fusus-147	222	14	intermetallic	intermetallic	ADJ
fusus-147	222	15	phase	phase	NOUN
fusus-147	222	16	prediction	prediction	NOUN
fusus-147	222	17	on	on	ADP
fusus-147	222	18	final	final	ADJ
fusus-147	222	19	test	test	NOUN
fusus-147	222	20	set	set	NOUN
fusus-147	222	21	.	.	PUNCT
fusus-147	223	1	(	(	PUNCT
fusus-147	223	2	b	b	X
fusus-147	223	3	)	)	PUNCT
fusus-147	223	4	(	(	PUNCT
fusus-147	223	5	a	a	DET
fusus-147	223	6	)	)	PUNCT
fusus-147	223	7	figure	figure	NOUN
fusus-147	223	8	8	8	NUM
fusus-147	223	9	.	.	PUNCT
fusus-147	224	1	comparing	compare	VERB
fusus-147	224	2	(	(	PUNCT
fusus-147	224	3	a	a	PRON
fusus-147	224	4	)	)	PUNCT
fusus-147	224	5	fold	fold	ADJ
fusus-147	224	6	-	-	ADJ
fusus-147	224	7	wise	wise	ADJ
fusus-147	224	8	accuracy	accuracy	NOUN
fusus-147	224	9	and	and	CCONJ
fusus-147	224	10	(	(	PUNCT
fusus-147	224	11	b	b	NOUN
fusus-147	224	12	)	)	PUNCT
fusus-147	224	13	average	average	ADJ
fusus-147	224	14	phase	phase	NOUN
fusus-147	224	15	-	-	PUNCT
fusus-147	224	16	wise	wise	ADJ
fusus-147	224	17	accuracy	accuracy	NOUN
fusus-147	224	18	found	find	VERB
fusus-147	224	19	for	for	ADP
fusus-147	224	20	the	the	DET
fusus-147	224	21	cross	cross	ADJ
fusus-147	224	22	-	-	ADJ
fusus-147	224	23	validation	validation	ADJ
fusus-147	224	24	data	datum	NOUN
fusus-147	224	25	employing	employ	VERB
fusus-147	224	26	the	the	DET
fusus-147	224	27	ann	ann	PROPN
fusus-147	224	28	model	model	NOUN
fusus-147	224	29	.	.	PUNCT
fusus-147	225	1	mfb	mfb	PROPN
fusus-147	225	2	.	.	PROPN
fusus-147	226	1	noor	noor	PROPN
fusus-147	226	2	et	et	PROPN
fusus-147	226	3	al	al	PROPN
fusus-147	226	4	.	.	PROPN
fusus-147	226	5	/future	/future	PROPN
fusus-147	227	1	sustainability	sustainability	PROPN
fusus-147	227	2	february	february	PROPN
fusus-147	227	3	2024|	2024|	PROPN
fusus-147	227	4	volume	volume	NOUN
fusus-147	227	5	02	02	NUM
fusus-147	228	1	|	|	NOUN
fusus-147	228	2	issue	issue	NOUN
fusus-147	228	3	01	01	NUM
fusus-147	229	1	|	|	ADV
fusus-147	229	2	pages	page	VERB
fusus-147	229	3	47	47	NUM
fusus-147	229	4	-	-	SYM
fusus-147	229	5	58	58	NUM
fusus-147	229	6	55	55	NUM
fusus-147	229	7	figure	figure	NOUN
fusus-147	229	8	12	12	NUM
fusus-147	229	9	.	.	PUNCT
fusus-147	229	10	evaluating	evaluate	VERB
fusus-147	229	11	the	the	DET
fusus-147	229	12	precision	precision	NOUN
fusus-147	229	13	of	of	ADP
fusus-147	229	14	machine	machine	NOUN
fusus-147	229	15	learning	learn	VERB
fusus-147	229	16	algorithms	algorithm	NOUN
fusus-147	229	17	notably	notably	ADV
fusus-147	229	18	,	,	PUNCT
fusus-147	229	19	while	while	SCONJ
fusus-147	229	20	islam	islam	PROPN
fusus-147	229	21	et	et	PROPN
fusus-147	229	22	al	al	PROPN
fusus-147	229	23	.	.	PUNCT
fusus-147	230	1	[	[	X
fusus-147	230	2	1	1	X
fusus-147	230	3	]	]	PUNCT
fusus-147	230	4	and	and	CCONJ
fusus-147	230	5	krishna	krishna	PROPN
fusus-147	230	6	et	et	PROPN
fusus-147	230	7	al	al	PROPN
fusus-147	230	8	.	.	PUNCT
fusus-147	231	1	[	[	X
fusus-147	231	2	32	32	NUM
fusus-147	231	3	]	]	PUNCT
fusus-147	231	4	also	also	ADV
fusus-147	231	5	utilized	utilize	VERB
fusus-147	231	6	an	an	DET
fusus-147	231	7	ann	ann	PROPN
fusus-147	231	8	model	model	NOUN
fusus-147	231	9	,	,	PUNCT
fusus-147	231	10	their	their	PRON
fusus-147	231	11	datasets	dataset	NOUN
fusus-147	231	12	exhibit	exhibit	VERB
fusus-147	231	13	unequal	unequal	ADJ
fusus-147	231	14	proportions	proportion	NOUN
fusus-147	231	15	of	of	ADP
fusus-147	231	16	data	datum	NOUN
fusus-147	231	17	across	across	ADP
fusus-147	231	18	different	different	ADJ
fusus-147	231	19	hea	hea	PROPN
fusus-147	231	20	phases	phase	NOUN
fusus-147	231	21	.	.	PUNCT
fusus-147	232	1	in	in	ADP
fusus-147	232	2	contrast	contrast	NOUN
fusus-147	232	3	,	,	PUNCT
fusus-147	232	4	our	our	PRON
fusus-147	232	5	ann	ann	PROPN
fusus-147	232	6	model	model	NOUN
fusus-147	232	7	maintains	maintain	VERB
fusus-147	232	8	consistency	consistency	NOUN
fusus-147	232	9	by	by	ADP
fusus-147	232	10	employing	employ	VERB
fusus-147	232	11	the	the	DET
fusus-147	232	12	same	same	ADJ
fusus-147	232	13	number	number	NOUN
fusus-147	232	14	of	of	ADP
fusus-147	232	15	instances	instance	NOUN
fusus-147	232	16	for	for	ADP
fusus-147	232	17	am	be	AUX
fusus-147	232	18	,	,	PUNCT
fusus-147	232	19	i	i	PRON
fusus-147	232	20	m	m	PROPN
fusus-147	232	21	,	,	PUNCT
fusus-147	232	22	and	and	CCONJ
fusus-147	232	23	ss	ss	ADP
fusus-147	232	24	phases	phase	NOUN
fusus-147	232	25	,	,	PUNCT
fusus-147	232	26	and	and	CCONJ
fusus-147	232	27	this	this	DET
fusus-147	232	28	uniformity	uniformity	NOUN
fusus-147	232	29	contributes	contribute	VERB
fusus-147	232	30	to	to	ADP
fusus-147	232	31	the	the	DET
fusus-147	232	32	model	model	NOUN
fusus-147	232	33	's	's	PART
fusus-147	232	34	robust	robust	ADJ
fusus-147	232	35	performance	performance	NOUN
fusus-147	232	36	,	,	PUNCT
fusus-147	232	37	allowing	allow	VERB
fusus-147	232	38	it	it	PRON
fusus-147	232	39	to	to	PART
fusus-147	232	40	achieve	achieve	VERB
fusus-147	232	41	the	the	DET
fusus-147	232	42	noteworthy	noteworthy	ADJ
fusus-147	232	43	accuracy	accuracy	NOUN
fusus-147	232	44	of	of	ADP
fusus-147	232	45	83.33	83.33	NUM
fusus-147	232	46	%	%	NOUN
fusus-147	232	47	,	,	PUNCT
fusus-147	232	48	surpassing	surpass	VERB
fusus-147	232	49	the	the	DET
fusus-147	232	50	accuracy	accuracy	NOUN
fusus-147	232	51	of	of	ADP
fusus-147	232	52	other	other	ADJ
fusus-147	232	53	methods	method	NOUN
fusus-147	232	54	[	[	X
fusus-147	232	55	5,33,50	5,33,50	NUM
fusus-147	232	56	]	]	PUNCT
fusus-147	232	57	,	,	PUNCT
fusus-147	232	58	including	include	VERB
fusus-147	232	59	those	those	PRON
fusus-147	232	60	that	that	PRON
fusus-147	232	61	employed	employ	VERB
fusus-147	232	62	differing	differ	VERB
fusus-147	232	63	dataset	dataset	NOUN
fusus-147	232	64	compositions	composition	NOUN
fusus-147	232	65	.	.	PUNCT
fusus-147	233	1	3.3	3.3	NUM
fusus-147	233	2	relative	relative	ADJ
fusus-147	233	3	feature	feature	NOUN
fusus-147	233	4	impact	impact	NOUN
fusus-147	233	5	assessment	assessment	NOUN
fusus-147	233	6	the	the	DET
fusus-147	233	7	ann	ann	PROPN
fusus-147	233	8	architecture	architecture	NOUN
fusus-147	233	9	was	be	AUX
fusus-147	233	10	used	use	VERB
fusus-147	233	11	to	to	PART
fusus-147	233	12	assess	assess	VERB
fusus-147	233	13	the	the	DET
fusus-147	233	14	relative	relative	ADJ
fusus-147	233	15	significance	significance	NOUN
fusus-147	233	16	of	of	ADP
fusus-147	233	17	the	the	DET
fusus-147	233	18	five	five	NUM
fusus-147	233	19	input	input	NOUN
fusus-147	233	20	features	feature	NOUN
fusus-147	233	21	used	use	VERB
fusus-147	233	22	to	to	PART
fusus-147	233	23	train	train	VERB
fusus-147	233	24	the	the	DET
fusus-147	233	25	model	model	NOUN
fusus-147	233	26	.	.	PUNCT
fusus-147	234	1	to	to	PART
fusus-147	234	2	investigate	investigate	VERB
fusus-147	234	3	this	this	PRON
fusus-147	234	4	,	,	PUNCT
fusus-147	234	5	a	a	DET
fusus-147	234	6	series	series	NOUN
fusus-147	234	7	of	of	ADP
fusus-147	234	8	five	five	NUM
fusus-147	234	9	experiments	experiment	NOUN
fusus-147	234	10	were	be	AUX
fusus-147	234	11	carried	carry	VERB
fusus-147	234	12	out	out	ADP
fusus-147	234	13	,	,	PUNCT
fusus-147	234	14	with	with	ADP
fusus-147	234	15	each	each	DET
fusus-147	234	16	experiment	experiment	NOUN
fusus-147	234	17	systematically	systematically	ADV
fusus-147	234	18	omitting	omit	VERB
fusus-147	234	19	one	one	NUM
fusus-147	234	20	feature	feature	NOUN
fusus-147	234	21	while	while	SCONJ
fusus-147	234	22	keeping	keep	VERB
fusus-147	234	23	the	the	DET
fusus-147	234	24	remaining	remain	VERB
fusus-147	234	25	four	four	NUM
fusus-147	234	26	.	.	PUNCT
fusus-147	235	1	this	this	DET
fusus-147	235	2	procedure	procedure	NOUN
fusus-147	235	3	entailed	entail	VERB
fusus-147	235	4	retraining	retrain	VERB
fusus-147	235	5	the	the	DET
fusus-147	235	6	model	model	NOUN
fusus-147	235	7	and	and	CCONJ
fusus-147	235	8	making	make	VERB
fusus-147	235	9	predictions	prediction	NOUN
fusus-147	235	10	in	in	ADP
fusus-147	235	11	order	order	NOUN
fusus-147	235	12	to	to	PART
fusus-147	235	13	thoroughly	thoroughly	ADV
fusus-147	235	14	investigate	investigate	VERB
fusus-147	235	15	the	the	DET
fusus-147	235	16	impact	impact	NOUN
fusus-147	235	17	on	on	ADP
fusus-147	235	18	the	the	DET
fusus-147	235	19	test	test	NOUN
fusus-147	235	20	set	set	VERB
fusus-147	235	21	accuracy	accuracy	NOUN
fusus-147	235	22	.	.	PUNCT
fusus-147	236	1	the	the	DET
fusus-147	236	2	results	result	NOUN
fusus-147	236	3	of	of	ADP
fusus-147	236	4	these	these	DET
fusus-147	236	5	experiments	experiment	NOUN
fusus-147	236	6	can	can	AUX
fusus-147	236	7	be	be	AUX
fusus-147	236	8	seen	see	VERB
fusus-147	236	9	in	in	ADP
fusus-147	236	10	figure	figure	NOUN
fusus-147	236	11	13	13	NUM
fusus-147	236	12	,	,	PUNCT
fusus-147	236	13	which	which	PRON
fusus-147	236	14	depicts	depict	VERB
fusus-147	236	15	the	the	DET
fusus-147	236	16	decline	decline	NOUN
fusus-147	236	17	in	in	ADP
fusus-147	236	18	accuracy	accuracy	NOUN
fusus-147	236	19	across	across	ADP
fusus-147	236	20	the	the	DET
fusus-147	236	21	five	five	NUM
fusus-147	236	22	scenarios	scenario	NOUN
fusus-147	236	23	mentioned	mention	VERB
fusus-147	236	24	above	above	ADV
fusus-147	236	25	.	.	PUNCT
fusus-147	237	1	this	this	DET
fusus-147	237	2	trend	trend	NOUN
fusus-147	237	3	highlights	highlight	VERB
fusus-147	237	4	an	an	DET
fusus-147	237	5	important	important	ADJ
fusus-147	237	6	observation	observation	NOUN
fusus-147	237	7	:	:	PUNCT
fusus-147	237	8	removing	remove	VERB
fusus-147	237	9	any	any	PRON
fusus-147	237	10	of	of	ADP
fusus-147	237	11	the	the	DET
fusus-147	237	12	five	five	NUM
fusus-147	237	13	features	feature	NOUN
fusus-147	237	14	consistently	consistently	ADV
fusus-147	237	15	resulted	result	VERB
fusus-147	237	16	in	in	ADP
fusus-147	237	17	a	a	DET
fusus-147	237	18	decrease	decrease	NOUN
fusus-147	237	19	in	in	ADP
fusus-147	237	20	the	the	DET
fusus-147	237	21	accuracy	accuracy	NOUN
fusus-147	237	22	of	of	ADP
fusus-147	237	23	the	the	DET
fusus-147	237	24	model	model	NOUN
fusus-147	237	25	,	,	PUNCT
fusus-147	237	26	highlighting	highlight	VERB
fusus-147	237	27	the	the	DET
fusus-147	237	28	significant	significant	ADJ
fusus-147	237	29	influence	influence	NOUN
fusus-147	237	30	that	that	PRON
fusus-147	237	31	each	each	DET
fusus-147	237	32	feature	feature	NOUN
fusus-147	237	33	has	have	VERB
fusus-147	237	34	on	on	ADP
fusus-147	237	35	test	test	NOUN
fusus-147	237	36	accuracy	accuracy	NOUN
fusus-147	238	1	[	[	X
fusus-147	238	2	5,25	5,25	NUM
fusus-147	238	3	]	]	X
fusus-147	238	4	.	.	PUNCT
fusus-147	239	1	when	when	SCONJ
fusus-147	239	2	compared	compare	VERB
fusus-147	239	3	to	to	ADP
fusus-147	239	4	other	other	ADJ
fusus-147	239	5	features	feature	NOUN
fusus-147	239	6	,	,	PUNCT
fusus-147	239	7	differences	difference	NOUN
fusus-147	239	8	in	in	ADP
fusus-147	239	9	atomic	atomic	ADJ
fusus-147	239	10	sizes	size	NOUN
fusus-147	239	11	and	and	CCONJ
fusus-147	239	12	the	the	DET
fusus-147	239	13	concentration	concentration	NOUN
fusus-147	239	14	of	of	ADP
fusus-147	239	15	valence	valence	NOUN
fusus-147	239	16	electrons	electron	NOUN
fusus-147	239	17	have	have	VERB
fusus-147	239	18	a	a	DET
fusus-147	239	19	greater	great	ADJ
fusus-147	239	20	influence	influence	NOUN
fusus-147	239	21	on	on	ADP
fusus-147	239	22	the	the	DET
fusus-147	239	23	accuracy	accuracy	NOUN
fusus-147	239	24	of	of	ADP
fusus-147	239	25	the	the	DET
fusus-147	239	26	model	model	NOUN
fusus-147	239	27	.	.	PUNCT
fusus-147	240	1	notably	notably	ADV
fusus-147	240	2	,	,	PUNCT
fusus-147	240	3	it	it	PRON
fusus-147	240	4	has	have	AUX
fusus-147	240	5	been	be	AUX
fusus-147	240	6	determined	determine	VERB
fusus-147	240	7	that	that	SCONJ
fusus-147	240	8	the	the	DET
fusus-147	240	9	key	key	ADJ
fusus-147	240	10	design	design	NOUN
fusus-147	240	11	parameters	parameter	NOUN
fusus-147	240	12	derived	derive	VERB
fusus-147	240	13	from	from	ADP
fusus-147	240	14	the	the	DET
fusus-147	240	15	current	current	ADJ
fusus-147	240	16	ann	ann	PROPN
fusus-147	240	17	approach	approach	NOUN
fusus-147	240	18	—	—	PUNCT
fusus-147	240	19	the	the	DET
fusus-147	240	20	atomic	atomic	ADJ
fusus-147	240	21	size	size	NOUN
fusus-147	240	22	difference	difference	NOUN
fusus-147	240	23	and	and	CCONJ
fusus-147	240	24	the	the	DET
fusus-147	240	25	valence	valence	NOUN
fusus-147	240	26	electron	electron	NOUN
fusus-147	240	27	concentration	concentration	NOUN
fusus-147	240	28	—	—	PUNCT
fusus-147	240	29	align	align	VERB
fusus-147	240	30	closely	closely	ADV
fusus-147	240	31	with	with	ADP
fusus-147	240	32	the	the	DET
fusus-147	240	33	preexisting	preexist	VERB
fusus-147	240	34	parametric	parametric	ADJ
fusus-147	240	35	guidelines	guideline	NOUN
fusus-147	240	36	for	for	ADP
fusus-147	240	37	hea	hea	X
fusus-147	240	38	phase	phase	NOUN
fusus-147	240	39	formation	formation	NOUN
fusus-147	240	40	.	.	PUNCT
fusus-147	241	1	figure	figure	NOUN
fusus-147	241	2	13	13	NUM
fusus-147	241	3	.	.	PUNCT
fusus-147	242	1	effect	effect	NOUN
fusus-147	242	2	on	on	ADP
fusus-147	242	3	the	the	DET
fusus-147	242	4	test	test	NOUN
fusus-147	242	5	set	set	VERB
fusus-147	242	6	accuracy	accuracy	NOUN
fusus-147	242	7	upon	upon	SCONJ
fusus-147	242	8	the	the	DET
fusus-147	242	9	removal	removal	NOUN
fusus-147	242	10	of	of	ADP
fusus-147	242	11	individual	individual	ADJ
fusus-147	242	12	features	feature	NOUN
fusus-147	242	13	.	.	PUNCT
fusus-147	243	1	this	this	DET
fusus-147	243	2	convergence	convergence	NOUN
fusus-147	243	3	highlights	highlight	VERB
fusus-147	243	4	an	an	DET
fusus-147	243	5	intriguing	intriguing	ADJ
fusus-147	243	6	correlation	correlation	NOUN
fusus-147	243	7	,	,	PUNCT
fusus-147	243	8	confirming	confirm	VERB
fusus-147	243	9	the	the	DET
fusus-147	243	10	developed	developed	ADJ
fusus-147	243	11	ann	ann	PROPN
fusus-147	243	12	method	method	NOUN
fusus-147	243	13	's	's	PART
fusus-147	243	14	reliability	reliability	NOUN
fusus-147	243	15	.	.	PUNCT
fusus-147	244	1	consistent	consistent	ADJ
fusus-147	244	2	with	with	ADP
fusus-147	244	3	hume	hume	NOUN
fusus-147	244	4	-	-	PUNCT
fusus-147	244	5	rothery	rothery	NOUN
fusus-147	244	6	principles	principle	NOUN
fusus-147	244	7	,	,	PUNCT
fusus-147	244	8	the	the	DET
fusus-147	244	9	atomic	atomic	ADJ
fusus-147	244	10	size	size	NOUN
fusus-147	244	11	difference	difference	NOUN
fusus-147	244	12	plays	play	VERB
fusus-147	244	13	a	a	DET
fusus-147	244	14	crucial	crucial	ADJ
fusus-147	244	15	role	role	NOUN
fusus-147	244	16	in	in	ADP
fusus-147	244	17	phase	phase	NOUN
fusus-147	244	18	formation	formation	NOUN
fusus-147	244	19	of	of	ADP
fusus-147	244	20	hea	hea	NOUN
fusus-147	244	21	,	,	PUNCT
fusus-147	244	22	especially	especially	ADV
fusus-147	244	23	in	in	ADP
fusus-147	244	24	case	case	NOUN
fusus-147	244	25	of	of	ADP
fusus-147	244	26	solid	solid	ADJ
fusus-147	244	27	solution	solution	NOUN
fusus-147	244	28	(	(	PUNCT
fusus-147	244	29	ss	ss	NOUN
fusus-147	244	30	)	)	PUNCT
fusus-147	244	31	phase	phase	NOUN
fusus-147	244	32	[	[	X
fusus-147	244	33	5,38,51,52	5,38,51,52	NUM
fusus-147	244	34	]	]	PUNCT
fusus-147	244	35	.	.	PUNCT
fusus-147	245	1	furthermore	furthermore	ADV
fusus-147	245	2	,	,	PUNCT
fusus-147	245	3	the	the	DET
fusus-147	245	4	hume	hume	NOUN
fusus-147	245	5	-	-	PUNCT
fusus-147	245	6	rothery	rothery	NOUN
fusus-147	245	7	principles	principle	NOUN
fusus-147	245	8	show	show	VERB
fusus-147	245	9	that	that	SCONJ
fusus-147	245	10	the	the	DET
fusus-147	245	11	number	number	NOUN
fusus-147	245	12	of	of	ADP
fusus-147	245	13	valence	valence	NOUN
fusus-147	245	14	electrons	electron	NOUN
fusus-147	245	15	per	per	ADP
fusus-147	245	16	atom	atom	NOUN
fusus-147	245	17	is	be	AUX
fusus-147	245	18	critical	critical	ADJ
fusus-147	245	19	in	in	ADP
fusus-147	245	20	determining	determine	VERB
fusus-147	245	21	the	the	DET
fusus-147	245	22	stability	stability	NOUN
fusus-147	245	23	of	of	ADP
fusus-147	245	24	solid	solid	ADJ
fusus-147	245	25	solutions	solution	NOUN
fusus-147	245	26	in	in	ADP
fusus-147	245	27	metal	metal	NOUN
fusus-147	245	28	binary	binary	NOUN
fusus-147	245	29	systems	system	NOUN
fusus-147	245	30	[	[	X
fusus-147	245	31	5,52–54	5,52–54	NUM
fusus-147	245	32	]	]	PUNCT
fusus-147	245	33	,	,	PUNCT
fusus-147	245	34	and	and	CCONJ
fusus-147	245	35	this	this	DET
fusus-147	245	36	stability	stability	NOUN
fusus-147	245	37	in	in	ADP
fusus-147	245	38	the	the	DET
fusus-147	245	39	mentioned	mention	VERB
fusus-147	245	40	systems	system	NOUN
fusus-147	245	41	hinges	hinge	NOUN
fusus-147	245	42	on	on	ADP
fusus-147	245	43	electron	electron	NOUN
fusus-147	245	44	density	density	NOUN
fusus-147	245	45	,	,	PUNCT
fusus-147	245	46	specifically	specifically	ADV
fusus-147	245	47	where	where	SCONJ
fusus-147	245	48	peaks	peak	NOUN
fusus-147	245	49	in	in	ADP
fusus-147	245	50	the	the	DET
fusus-147	245	51	density	density	NOUN
fusus-147	245	52	of	of	ADP
fusus-147	245	53	states	state	NOUN
fusus-147	245	54	occur	occur	VERB
fusus-147	245	55	,	,	PUNCT
fusus-147	245	56	coinciding	coincide	VERB
fusus-147	245	57	with	with	ADP
fusus-147	245	58	the	the	DET
fusus-147	245	59	point	point	NOUN
fusus-147	245	60	where	where	SCONJ
fusus-147	245	61	the	the	DET
fusus-147	245	62	fermi	fermi	NOUN
fusus-147	245	63	sphere	sphere	NOUN
fusus-147	245	64	intersects	intersect	VERB
fusus-147	245	65	the	the	DET
fusus-147	245	66	brillouin	brillouin	NOUN
fusus-147	245	67	zone	zone	PROPN
fusus-147	245	68	boundary	boundary	NOUN
fusus-147	245	69	.	.	PUNCT
fusus-147	246	1	as	as	ADP
fusus-147	246	2	a	a	DET
fusus-147	246	3	result	result	NOUN
fusus-147	246	4	,	,	PUNCT
fusus-147	246	5	the	the	DET
fusus-147	246	6	structure	structure	NOUN
fusus-147	246	7	becomes	become	VERB
fusus-147	246	8	stable	stable	ADJ
fusus-147	246	9	at	at	ADP
fusus-147	246	10	a	a	DET
fusus-147	246	11	specific	specific	ADJ
fusus-147	246	12	electron	electron	NOUN
fusus-147	246	13	concentration	concentration	NOUN
fusus-147	246	14	level	level	NOUN
fusus-147	246	15	.	.	PUNCT
fusus-147	247	1	while	while	SCONJ
fusus-147	247	2	atomic	atomic	ADJ
fusus-147	247	3	radius	radius	NOUN
fusus-147	247	4	and	and	CCONJ
fusus-147	247	5	mfb	mfb	NOUN
fusus-147	247	6	.	.	PROPN
fusus-147	247	7	noor	noor	PROPN
fusus-147	247	8	et	et	PROPN
fusus-147	247	9	al	al	PROPN
fusus-147	247	10	.	.	PROPN
fusus-147	247	11	/future	/future	PROPN
fusus-147	248	1	sustainability	sustainability	PROPN
fusus-147	248	2	february	february	PROPN
fusus-147	248	3	2024|	2024|	PROPN
fusus-147	248	4	volume	volume	NOUN
fusus-147	248	5	02	02	NUM
fusus-147	249	1	|	|	NOUN
fusus-147	249	2	issue	issue	NOUN
fusus-147	249	3	01	01	NUM
fusus-147	250	1	|	|	ADV
fusus-147	250	2	pages	page	VERB
fusus-147	250	3	47	47	NUM
fusus-147	250	4	-	-	SYM
fusus-147	250	5	58	58	NUM
fusus-147	250	6	56	56	NUM
fusus-147	250	7	electronegativity	electronegativity	NOUN
fusus-147	250	8	differences	difference	NOUN
fusus-147	250	9	are	be	AUX
fusus-147	250	10	not	not	PART
fusus-147	250	11	always	always	ADV
fusus-147	250	12	conclusive	conclusive	ADJ
fusus-147	250	13	predictors	predictor	NOUN
fusus-147	250	14	of	of	ADP
fusus-147	250	15	outcomes	outcome	NOUN
fusus-147	250	16	,	,	PUNCT
fusus-147	250	17	they	they	PRON
fusus-147	250	18	're	be	AUX
fusus-147	250	19	both	both	PRON
fusus-147	250	20	highly	highly	ADV
fusus-147	250	21	indicative	indicative	ADJ
fusus-147	250	22	parameters	parameter	NOUN
fusus-147	250	23	in	in	ADP
fusus-147	250	24	the	the	DET
fusus-147	250	25	design	design	NOUN
fusus-147	250	26	of	of	ADP
fusus-147	250	27	hea	hea	PROPN
fusus-147	250	28	compositions	composition	NOUN
fusus-147	250	29	[	[	X
fusus-147	250	30	51–54	51–54	NUM
fusus-147	250	31	]	]	PUNCT
fusus-147	250	32	,	,	PUNCT
fusus-147	250	33	underscoring	underscore	VERB
fusus-147	250	34	the	the	DET
fusus-147	250	35	significance	significance	NOUN
fusus-147	250	36	of	of	ADP
fusus-147	250	37	considering	consider	VERB
fusus-147	250	38	electronic	electronic	ADJ
fusus-147	250	39	structure	structure	NOUN
fusus-147	250	40	alongside	alongside	ADP
fusus-147	250	41	other	other	ADJ
fusus-147	250	42	material	material	NOUN
fusus-147	250	43	properties	property	NOUN
fusus-147	250	44	when	when	SCONJ
fusus-147	250	45	designing	design	VERB
fusus-147	250	46	heas	heas	ADV
fusus-147	250	47	.	.	PUNCT
fusus-147	251	1	4	4	X
fusus-147	251	2	.	.	X
fusus-147	251	3	conclusion	conclusion	NOUN
fusus-147	251	4	in	in	ADP
fusus-147	251	5	this	this	DET
fusus-147	251	6	study	study	NOUN
fusus-147	251	7	,	,	PUNCT
fusus-147	251	8	a	a	DET
fusus-147	251	9	carefully	carefully	ADV
fusus-147	251	10	developed	develop	VERB
fusus-147	251	11	ann	ann	PROPN
fusus-147	251	12	model	model	NOUN
fusus-147	251	13	was	be	AUX
fusus-147	251	14	introduced	introduce	VERB
fusus-147	251	15	to	to	PART
fusus-147	251	16	address	address	VERB
fusus-147	251	17	the	the	DET
fusus-147	251	18	persistent	persistent	ADJ
fusus-147	251	19	challenge	challenge	NOUN
fusus-147	251	20	of	of	ADP
fusus-147	251	21	imbalanced	imbalanced	ADJ
fusus-147	251	22	datasets	dataset	NOUN
fusus-147	251	23	when	when	SCONJ
fusus-147	251	24	predicting	predict	VERB
fusus-147	251	25	phase	phase	NOUN
fusus-147	251	26	selection	selection	NOUN
fusus-147	251	27	in	in	ADP
fusus-147	251	28	heas	hea	NOUN
fusus-147	251	29	.	.	PUNCT
fusus-147	252	1	through	through	ADP
fusus-147	252	2	a	a	DET
fusus-147	252	3	rigorous	rigorous	ADJ
fusus-147	252	4	optimization	optimization	NOUN
fusus-147	252	5	process	process	NOUN
fusus-147	252	6	encompassing	encompass	VERB
fusus-147	252	7	various	various	ADJ
fusus-147	252	8	hyperparameters	hyperparameter	NOUN
fusus-147	252	9	,	,	PUNCT
fusus-147	252	10	the	the	DET
fusus-147	252	11	ann	ann	PROPN
fusus-147	252	12	model	model	NOUN
fusus-147	252	13	was	be	AUX
fusus-147	252	14	developed	develop	VERB
fusus-147	252	15	using	use	VERB
fusus-147	252	16	a	a	DET
fusus-147	252	17	balanced	balanced	ADJ
fusus-147	252	18	dataset	dataset	NOUN
fusus-147	252	19	,	,	PUNCT
fusus-147	252	20	resulting	result	VERB
fusus-147	252	21	in	in	ADP
fusus-147	252	22	excellent	excellent	ADJ
fusus-147	252	23	predictive	predictive	ADJ
fusus-147	252	24	performance	performance	NOUN
fusus-147	252	25	.	.	PUNCT
fusus-147	253	1	using	use	VERB
fusus-147	253	2	a	a	DET
fusus-147	253	3	three	three	NUM
fusus-147	253	4	-	-	ADJ
fusus-147	253	5	fold	fold	ADJ
fusus-147	253	6	cross	cross	ADJ
fusus-147	253	7	-	-	ADJ
fusus-147	253	8	validation	validation	ADJ
fusus-147	253	9	strategy	strategy	NOUN
fusus-147	253	10	,	,	PUNCT
fusus-147	253	11	the	the	DET
fusus-147	253	12	model	model	NOUN
fusus-147	253	13	's	's	PART
fusus-147	253	14	effectiveness	effectiveness	NOUN
fusus-147	253	15	was	be	AUX
fusus-147	253	16	carefully	carefully	ADV
fusus-147	253	17	evaluated	evaluate	VERB
fusus-147	253	18	.	.	PUNCT
fusus-147	254	1	the	the	DET
fusus-147	254	2	results	result	NOUN
fusus-147	254	3	showed	show	VERB
fusus-147	254	4	an	an	DET
fusus-147	254	5	impressive	impressive	ADJ
fusus-147	254	6	average	average	ADJ
fusus-147	254	7	validation	validation	NOUN
fusus-147	254	8	accuracy	accuracy	NOUN
fusus-147	254	9	of	of	ADP
fusus-147	254	10	86.46	86.46	NUM
fusus-147	254	11	%	%	NOUN
fusus-147	254	12	across	across	ADP
fusus-147	254	13	all	all	DET
fusus-147	254	14	three	three	NUM
fusus-147	254	15	folds	fold	NOUN
fusus-147	254	16	and	and	CCONJ
fusus-147	254	17	eventually	eventually	ADV
fusus-147	254	18	led	lead	VERB
fusus-147	254	19	to	to	ADP
fusus-147	254	20	a	a	DET
fusus-147	254	21	high	high	ADJ
fusus-147	254	22	prediction	prediction	NOUN
fusus-147	254	23	rate	rate	NOUN
fusus-147	254	24	of	of	ADP
fusus-147	254	25	nearly	nearly	ADV
fusus-147	254	26	83.33	83.33	NUM
fusus-147	254	27	%	%	NOUN
fusus-147	254	28	on	on	ADP
fusus-147	254	29	the	the	DET
fusus-147	254	30	final	final	ADJ
fusus-147	254	31	test	test	NOUN
fusus-147	254	32	set	set	NOUN
fusus-147	254	33	,	,	PUNCT
fusus-147	254	34	highlighting	highlight	VERB
fusus-147	254	35	the	the	DET
fusus-147	254	36	model	model	NOUN
fusus-147	254	37	's	's	PART
fusus-147	254	38	robustness	robustness	NOUN
fusus-147	254	39	and	and	CCONJ
fusus-147	254	40	capacity	capacity	NOUN
fusus-147	254	41	for	for	ADP
fusus-147	254	42	generalization	generalization	NOUN
fusus-147	254	43	.	.	PUNCT
fusus-147	255	1	this	this	DET
fusus-147	255	2	study	study	NOUN
fusus-147	255	3	also	also	ADV
fusus-147	255	4	emphasized	emphasize	VERB
fusus-147	255	5	the	the	DET
fusus-147	255	6	importance	importance	NOUN
fusus-147	255	7	of	of	ADP
fusus-147	255	8	phase	phase	NOUN
fusus-147	255	9	-	-	PUNCT
fusus-147	255	10	wise	wise	ADJ
fusus-147	255	11	accuracy	accuracy	NOUN
fusus-147	255	12	,	,	PUNCT
fusus-147	255	13	with	with	ADP
fusus-147	255	14	the	the	DET
fusus-147	255	15	ann	ann	PROPN
fusus-147	255	16	model	model	NOUN
fusus-147	255	17	achieving	achieve	VERB
fusus-147	255	18	remarkable	remarkable	ADJ
fusus-147	255	19	accuracy	accuracy	NOUN
fusus-147	255	20	levels	level	NOUN
fusus-147	255	21	for	for	ADP
fusus-147	255	22	the	the	DET
fusus-147	255	23	studied	study	VERB
fusus-147	255	24	hea	hea	PROPN
fusus-147	255	25	phases	phase	NOUN
fusus-147	255	26	(	(	PUNCT
fusus-147	255	27	86.67	86.67	NUM
fusus-147	255	28	%	%	NOUN
fusus-147	255	29	for	for	ADP
fusus-147	255	30	am	am	NOUN
fusus-147	255	31	,	,	PUNCT
fusus-147	255	32	81.25	81.25	NUM
fusus-147	255	33	%	%	NOUN
fusus-147	255	34	for	for	ADP
fusus-147	255	35	ss	ss	NOUN
fusus-147	255	36	,	,	PUNCT
fusus-147	255	37	and	and	CCONJ
fusus-147	255	38	82.35	82.35	NUM
fusus-147	255	39	%	%	NOUN
fusus-147	255	40	for	for	ADP
fusus-147	255	41	i	i	PRON
fusus-147	255	42	m	m	PROPN
fusus-147	255	43	)	)	PUNCT
fusus-147	255	44	.	.	PUNCT
fusus-147	256	1	a	a	DET
fusus-147	256	2	detailed	detailed	ADJ
fusus-147	256	3	confusion	confusion	NOUN
fusus-147	256	4	matrix	matrix	NOUN
fusus-147	256	5	analysis	analysis	NOUN
fusus-147	256	6	also	also	ADV
fusus-147	256	7	confirmed	confirm	VERB
fusus-147	256	8	the	the	DET
fusus-147	256	9	model	model	NOUN
fusus-147	256	10	's	's	PART
fusus-147	256	11	robustness	robustness	NOUN
fusus-147	256	12	across	across	ADP
fusus-147	256	13	all	all	DET
fusus-147	256	14	classes	class	NOUN
fusus-147	256	15	,	,	PUNCT
fusus-147	256	16	highlighting	highlight	VERB
fusus-147	256	17	its	its	PRON
fusus-147	256	18	precision	precision	NOUN
fusus-147	256	19	and	and	CCONJ
fusus-147	256	20	recall	recall	PROPN
fusus-147	256	21	balance	balance	NOUN
fusus-147	256	22	,	,	PUNCT
fusus-147	256	23	while	while	SCONJ
fusus-147	256	24	comparison	comparison	NOUN
fusus-147	256	25	against	against	ADP
fusus-147	256	26	alternative	alternative	ADJ
fusus-147	256	27	methods	method	NOUN
fusus-147	256	28	demonstrated	demonstrate	VERB
fusus-147	256	29	its	its	PRON
fusus-147	256	30	superior	superior	ADJ
fusus-147	256	31	accuracy	accuracy	NOUN
fusus-147	256	32	,	,	PUNCT
fusus-147	256	33	and	and	CCONJ
fusus-147	256	34	the	the	DET
fusus-147	256	35	micro	micro	ADJ
fusus-147	256	36	-	-	NOUN
fusus-147	256	37	f1	f1	ADJ
fusus-147	256	38	score	score	NOUN
fusus-147	256	39	validated	validate	VERB
fusus-147	256	40	the	the	DET
fusus-147	256	41	model	model	NOUN
fusus-147	256	42	's	's	PART
fusus-147	256	43	effectiveness	effectiveness	NOUN
fusus-147	256	44	with	with	ADP
fusus-147	256	45	a	a	DET
fusus-147	256	46	score	score	NOUN
fusus-147	256	47	of	of	ADP
fusus-147	256	48	0.83	0.83	NUM
fusus-147	256	49	on	on	ADP
fusus-147	256	50	the	the	DET
fusus-147	256	51	final	final	ADJ
fusus-147	256	52	test	test	NOUN
fusus-147	256	53	set	set	NOUN
fusus-147	256	54	.	.	PUNCT
fusus-147	257	1	notably	notably	ADV
fusus-147	257	2	,	,	PUNCT
fusus-147	257	3	this	this	PRON
fusus-147	257	4	was	be	AUX
fusus-147	257	5	accomplished	accomplish	VERB
fusus-147	257	6	by	by	ADP
fusus-147	257	7	maintaining	maintain	VERB
fusus-147	257	8	dataset	dataset	NOUN
fusus-147	257	9	balance	balance	NOUN
fusus-147	257	10	for	for	ADP
fusus-147	257	11	each	each	DET
fusus-147	257	12	phase	phase	NOUN
fusus-147	257	13	,	,	PUNCT
fusus-147	257	14	which	which	PRON
fusus-147	257	15	distinguished	distinguish	VERB
fusus-147	257	16	this	this	DET
fusus-147	257	17	approach	approach	NOUN
fusus-147	257	18	from	from	ADP
fusus-147	257	19	previous	previous	ADJ
fusus-147	257	20	studies	study	NOUN
fusus-147	257	21	that	that	PRON
fusus-147	257	22	frequently	frequently	ADV
fusus-147	257	23	used	use	VERB
fusus-147	257	24	imbalanced	imbalanced	ADJ
fusus-147	257	25	datasets	dataset	NOUN
fusus-147	257	26	and	and	CCONJ
fusus-147	257	27	did	do	AUX
fusus-147	257	28	n't	not	PART
fusus-147	257	29	mention	mention	VERB
fusus-147	257	30	phase	phase	NOUN
fusus-147	257	31	-	-	PUNCT
fusus-147	257	32	wise	wise	ADJ
fusus-147	257	33	accuracy	accuracy	NOUN
fusus-147	257	34	which	which	PRON
fusus-147	257	35	is	be	AUX
fusus-147	257	36	very	very	ADV
fusus-147	257	37	important	important	ADJ
fusus-147	257	38	to	to	PART
fusus-147	257	39	showcase	showcase	VERB
fusus-147	257	40	the	the	DET
fusus-147	257	41	model	model	NOUN
fusus-147	257	42	's	's	PART
fusus-147	257	43	ability	ability	NOUN
fusus-147	257	44	for	for	ADP
fusus-147	257	45	generalization	generalization	NOUN
fusus-147	257	46	.	.	PUNCT
fusus-147	258	1	furthermore	furthermore	ADV
fusus-147	258	2	,	,	PUNCT
fusus-147	258	3	the	the	DET
fusus-147	258	4	study	study	NOUN
fusus-147	258	5	investigated	investigate	VERB
fusus-147	258	6	the	the	DET
fusus-147	258	7	relative	relative	ADJ
fusus-147	258	8	importance	importance	NOUN
fusus-147	258	9	of	of	ADP
fusus-147	258	10	input	input	NOUN
fusus-147	258	11	features	feature	NOUN
fusus-147	258	12	,	,	PUNCT
fusus-147	258	13	identifying	identify	VERB
fusus-147	258	14	that	that	PRON
fusus-147	258	15	atomic	atomic	ADJ
fusus-147	258	16	size	size	NOUN
fusus-147	258	17	difference	difference	NOUN
fusus-147	258	18	and	and	CCONJ
fusus-147	258	19	valence	valence	NOUN
fusus-147	258	20	electron	electron	NOUN
fusus-147	258	21	concentration	concentration	NOUN
fusus-147	258	22	played	play	VERB
fusus-147	258	23	critical	critical	ADJ
fusus-147	258	24	roles	role	NOUN
fusus-147	258	25	in	in	ADP
fusus-147	258	26	test	test	NOUN
fusus-147	258	27	accuracy	accuracy	NOUN
fusus-147	258	28	,	,	PUNCT
fusus-147	258	29	in	in	ADP
fusus-147	258	30	line	line	NOUN
fusus-147	258	31	with	with	ADP
fusus-147	258	32	established	establish	VERB
fusus-147	258	33	guidelines	guideline	NOUN
fusus-147	258	34	for	for	ADP
fusus-147	258	35	hea	hea	X
fusus-147	258	36	phase	phase	NOUN
fusus-147	258	37	formation	formation	NOUN
fusus-147	258	38	and	and	CCONJ
fusus-147	258	39	reinforcing	reinforce	VERB
fusus-147	258	40	the	the	DET
fusus-147	258	41	developed	developed	ADJ
fusus-147	258	42	ann	ann	PROPN
fusus-147	258	43	method	method	NOUN
fusus-147	258	44	's	's	PART
fusus-147	258	45	reliability	reliability	NOUN
fusus-147	258	46	.	.	PUNCT
fusus-147	259	1	it	it	PRON
fusus-147	259	2	should	should	AUX
fusus-147	259	3	also	also	ADV
fusus-147	259	4	be	be	AUX
fusus-147	259	5	noted	note	VERB
fusus-147	259	6	that	that	SCONJ
fusus-147	259	7	including	include	VERB
fusus-147	259	8	more	more	ADJ
fusus-147	259	9	data	datum	NOUN
fusus-147	259	10	for	for	ADP
fusus-147	259	11	each	each	DET
fusus-147	259	12	phase	phase	NOUN
fusus-147	259	13	can	can	AUX
fusus-147	259	14	contribute	contribute	VERB
fusus-147	259	15	to	to	ADP
fusus-147	259	16	even	even	ADV
fusus-147	259	17	higher	high	ADJ
fusus-147	259	18	model	model	NOUN
fusus-147	259	19	performance	performance	NOUN
fusus-147	259	20	,	,	PUNCT
fusus-147	259	21	providing	provide	VERB
fusus-147	259	22	an	an	DET
fusus-147	259	23	exciting	exciting	ADJ
fusus-147	259	24	potential	potential	NOUN
fusus-147	259	25	for	for	ADP
fusus-147	259	26	further	further	ADJ
fusus-147	259	27	predictive	predictive	ADJ
fusus-147	259	28	accuracy	accuracy	NOUN
fusus-147	259	29	improvement	improvement	NOUN
fusus-147	259	30	.	.	PUNCT
fusus-147	260	1	overall	overall	ADV
fusus-147	260	2	,	,	PUNCT
fusus-147	260	3	this	this	DET
fusus-147	260	4	study	study	NOUN
fusus-147	260	5	not	not	PART
fusus-147	260	6	only	only	ADV
fusus-147	260	7	provides	provide	VERB
fusus-147	260	8	an	an	DET
fusus-147	260	9	effective	effective	ADJ
fusus-147	260	10	solution	solution	NOUN
fusus-147	260	11	to	to	ADP
fusus-147	260	12	an	an	DET
fusus-147	260	13	existing	exist	VERB
fusus-147	260	14	issue	issue	NOUN
fusus-147	260	15	in	in	ADP
fusus-147	260	16	materials	material	NOUN
fusus-147	260	17	science	science	NOUN
fusus-147	260	18	,	,	PUNCT
fusus-147	260	19	but	but	CCONJ
fusus-147	260	20	it	it	PRON
fusus-147	260	21	also	also	ADV
fusus-147	260	22	provides	provide	VERB
fusus-147	260	23	critical	critical	ADJ
fusus-147	260	24	insights	insight	NOUN
fusus-147	260	25	into	into	ADP
fusus-147	260	26	the	the	DET
fusus-147	260	27	impact	impact	NOUN
fusus-147	260	28	of	of	ADP
fusus-147	260	29	physical	physical	ADJ
fusus-147	260	30	parameters	parameter	NOUN
fusus-147	260	31	on	on	ADP
fusus-147	260	32	phase	phase	NOUN
fusus-147	260	33	selection	selection	NOUN
fusus-147	260	34	,	,	PUNCT
fusus-147	260	35	making	make	VERB
fusus-147	260	36	it	it	PRON
fusus-147	260	37	invaluable	invaluable	ADJ
fusus-147	260	38	for	for	ADP
fusus-147	260	39	future	future	ADJ
fusus-147	260	40	alloy	alloy	NOUN
fusus-147	260	41	design	design	NOUN
fusus-147	260	42	and	and	CCONJ
fusus-147	260	43	engineering	engineering	NOUN
fusus-147	260	44	efforts	effort	NOUN
fusus-147	260	45	.	.	PUNCT
fusus-147	261	1	ethical	ethical	ADJ
fusus-147	261	2	issue	issue	NOUN
fusus-147	261	3	the	the	DET
fusus-147	261	4	authors	author	NOUN
fusus-147	261	5	are	be	AUX
fusus-147	261	6	aware	aware	ADJ
fusus-147	261	7	of	of	ADP
fusus-147	261	8	and	and	CCONJ
fusus-147	261	9	comply	comply	ADJ
fusus-147	261	10	with	with	ADP
fusus-147	261	11	best	good	ADJ
fusus-147	261	12	practices	practice	NOUN
fusus-147	261	13	in	in	ADP
fusus-147	261	14	publication	publication	NOUN
fusus-147	261	15	ethics	ethic	NOUN
fusus-147	261	16	,	,	PUNCT
fusus-147	261	17	specifically	specifically	ADV
fusus-147	261	18	with	with	ADP
fusus-147	261	19	regard	regard	NOUN
fusus-147	261	20	to	to	ADP
fusus-147	261	21	authorship	authorship	NOUN
fusus-147	261	22	(	(	PUNCT
fusus-147	261	23	avoidance	avoidance	NOUN
fusus-147	261	24	of	of	ADP
fusus-147	261	25	guest	guest	NOUN
fusus-147	261	26	authorship	authorship	NOUN
fusus-147	261	27	)	)	PUNCT
fusus-147	261	28	,	,	PUNCT
fusus-147	261	29	dual	dual	ADJ
fusus-147	261	30	submission	submission	NOUN
fusus-147	261	31	,	,	PUNCT
fusus-147	261	32	manipulation	manipulation	NOUN
fusus-147	261	33	of	of	ADP
fusus-147	261	34	figures	figure	NOUN
fusus-147	261	35	,	,	PUNCT
fusus-147	261	36	competing	compete	VERB
fusus-147	261	37	interests	interest	NOUN
fusus-147	261	38	,	,	PUNCT
fusus-147	261	39	and	and	CCONJ
fusus-147	261	40	compliance	compliance	NOUN
fusus-147	261	41	with	with	ADP
fusus-147	261	42	policies	policy	NOUN
fusus-147	261	43	on	on	ADP
fusus-147	261	44	research	research	NOUN
fusus-147	261	45	ethics	ethic	NOUN
fusus-147	261	46	.	.	PUNCT
fusus-147	262	1	the	the	DET
fusus-147	262	2	authors	author	NOUN
fusus-147	262	3	adhere	adhere	VERB
fusus-147	262	4	to	to	ADP
fusus-147	262	5	publication	publication	NOUN
fusus-147	262	6	requirements	requirement	NOUN
fusus-147	262	7	that	that	SCONJ
fusus-147	262	8	the	the	DET
fusus-147	262	9	submitted	submit	VERB
fusus-147	262	10	work	work	NOUN
fusus-147	262	11	is	be	AUX
fusus-147	262	12	original	original	ADJ
fusus-147	262	13	and	and	CCONJ
fusus-147	262	14	has	have	AUX
fusus-147	262	15	not	not	PART
fusus-147	262	16	been	be	AUX
fusus-147	262	17	published	publish	VERB
fusus-147	262	18	elsewhere	elsewhere	ADV
fusus-147	262	19	.	.	PUNCT
fusus-147	263	1	data	datum	NOUN
fusus-147	263	2	availability	availability	NOUN
fusus-147	263	3	statement	statement	NOUN
fusus-147	263	4	the	the	DET
fusus-147	263	5	manuscript	manuscript	NOUN
fusus-147	263	6	includes	include	VERB
fusus-147	263	7	existing	exist	VERB
fusus-147	263	8	data	datum	NOUN
fusus-147	263	9	,	,	PUNCT
fusus-147	263	10	and	and	CCONJ
fusus-147	263	11	additional	additional	ADJ
fusus-147	263	12	data	datum	NOUN
fusus-147	263	13	that	that	PRON
fusus-147	263	14	support	support	VERB
fusus-147	263	15	the	the	DET
fusus-147	263	16	findings	finding	NOUN
fusus-147	263	17	of	of	ADP
fusus-147	263	18	this	this	DET
fusus-147	263	19	study	study	NOUN
fusus-147	263	20	are	be	AUX
fusus-147	263	21	openly	openly	ADV
fusus-147	263	22	available	available	ADJ
fusus-147	263	23	in	in	ADP
fusus-147	263	24	high	high	ADJ
fusus-147	263	25	-	-	PUNCT
fusus-147	263	26	entropy	entropy	NOUN
fusus-147	263	27	-	-	PUNCT
fusus-147	263	28	alloy	alloy	NOUN
fusus-147	263	29	-	-	PUNCT
fusus-147	263	30	phase	phase	NOUN
fusus-147	263	31	-	-	PUNCT
fusus-147	263	32	prediction	prediction	NOUN
fusus-147	263	33	-	-	PUNCT
fusus-147	263	34	using	using	NOUN
fusus-147	263	35	-	-	PUNCT
fusus-147	263	36	balanceddataset	balanceddataset	NOUN
fusus-147	263	37	at	at	ADP
fusus-147	263	38	https://github.com/fahel-bin-noor/high-entropyalloy-phase-prediction-using-balanced-dataset	https://github.com/fahel-bin-noor/high-entropyalloy-phase-prediction-using-balanced-dataset	NOUN
fusus-147	263	39	.	.	PUNCT
fusus-147	264	1	conflict	conflict	NOUN
fusus-147	264	2	of	of	ADP
fusus-147	264	3	interest	interest	NOUN
fusus-147	264	4	the	the	DET
fusus-147	264	5	authors	author	NOUN
fusus-147	264	6	declare	declare	VERB
fusus-147	264	7	no	no	DET
fusus-147	264	8	potential	potential	ADJ
fusus-147	264	9	conflict	conflict	NOUN
fusus-147	264	10	of	of	ADP
fusus-147	264	11	interest	interest	NOUN
fusus-147	264	12	.	.	PUNCT
fusus-147	265	1	references	reference	NOUN
fusus-147	265	2	[	[	X
fusus-147	265	3	1	1	NUM
fusus-147	265	4	]	]	X
fusus-147	265	5	n.	n.	PROPN
fusus-147	265	6	islam	islam	PROPN
fusus-147	265	7	,	,	PUNCT
fusus-147	265	8	w.	w.	PROPN
fusus-147	265	9	huang	huang	PROPN
fusus-147	265	10	,	,	PUNCT
fusus-147	265	11	h.l	h.l	PROPN
fusus-147	265	12	.	.	PROPN
fusus-147	265	13	zhuang	zhuang	PROPN
fusus-147	265	14	,	,	PUNCT
fusus-147	265	15	machine	machine	NOUN
fusus-147	265	16	learning	learn	VERB
fusus-147	265	17	for	for	ADP
fusus-147	265	18	phase	phase	NOUN
fusus-147	265	19	selection	selection	NOUN
fusus-147	265	20	in	in	ADP
fusus-147	265	21	multi	multi	ADJ
fusus-147	265	22	-	-	ADJ
fusus-147	265	23	principal	principal	ADJ
fusus-147	265	24	element	element	NOUN
fusus-147	265	25	alloys	alloy	NOUN
fusus-147	265	26	,	,	PUNCT
fusus-147	265	27	computational	computational	ADJ
fusus-147	265	28	materials	material	NOUN
fusus-147	265	29	science	science	NOUN
fusus-147	265	30	.	.	PUNCT
fusus-147	266	1	150	150	NUM
fusus-147	266	2	(	(	PUNCT
fusus-147	266	3	2018	2018	NUM
fusus-147	266	4	)	)	PUNCT
fusus-147	266	5	230	230	NUM
fusus-147	266	6	–	–	PUNCT
fusus-147	266	7	235	235	NUM
fusus-147	266	8	.	.	PUNCT
fusus-147	266	9	https://doi.org/10.1016/j.commatsci.2018.04.003	https://doi.org/10.1016/j.commatsci.2018.04.003	NOUN
fusus-147	266	10	.	.	PUNCT
fusus-147	267	1	[	[	X
fusus-147	267	2	2	2	NUM
fusus-147	267	3	]	]	SYM
fusus-147	267	4	d.b	d.b	PROPN
fusus-147	267	5	.	.	PROPN
fusus-147	267	6	miracle	miracle	PROPN
fusus-147	267	7	,	,	PUNCT
fusus-147	267	8	o.n	o.n	PROPN
fusus-147	267	9	.	.	PROPN
fusus-147	267	10	senkov	senkov	PROPN
fusus-147	267	11	,	,	PUNCT
fusus-147	267	12	a	a	DET
fusus-147	267	13	critical	critical	ADJ
fusus-147	267	14	review	review	NOUN
fusus-147	267	15	of	of	ADP
fusus-147	267	16	high	high	ADJ
fusus-147	267	17	entropy	entropy	NOUN
fusus-147	267	18	alloys	alloy	NOUN
fusus-147	267	19	and	and	CCONJ
fusus-147	267	20	related	related	ADJ
fusus-147	267	21	concepts	concept	NOUN
fusus-147	267	22	,	,	PUNCT
fusus-147	267	23	acta	acta	PROPN
fusus-147	267	24	materialia	materialia	PROPN
fusus-147	267	25	.	.	PUNCT
fusus-147	268	1	122	122	NUM
fusus-147	268	2	(	(	PUNCT
fusus-147	268	3	2017	2017	NUM
fusus-147	268	4	)	)	PUNCT
fusus-147	268	5	448–511	448–511	NUM
fusus-147	268	6	.	.	PUNCT
fusus-147	269	1	https://doi.org/10.1016/j.actamat.2016.08.081	https://doi.org/10.1016/j.actamat.2016.08.081	NOUN
fusus-147	269	2	.	.	PUNCT
fusus-147	270	1	[	[	X
fusus-147	270	2	3	3	NUM
fusus-147	270	3	]	]	X
fusus-147	270	4	j.-w	j.-w	PROPN
fusus-147	270	5	.	.	PUNCT
fusus-147	271	1	yeh	yeh	PROPN
fusus-147	271	2	,	,	PUNCT
fusus-147	271	3	s.-k	s.-k	PROPN
fusus-147	271	4	.	.	PUNCT
fusus-147	272	1	chen	chen	PROPN
fusus-147	272	2	,	,	PUNCT
fusus-147	272	3	s.-j	s.-j	PROPN
fusus-147	272	4	.	.	PUNCT
fusus-147	273	1	lin	lin	PROPN
fusus-147	273	2	,	,	PUNCT
fusus-147	273	3	j.-y	j.-y	PROPN
fusus-147	273	4	.	.	PUNCT
fusus-147	274	1	gan	gan	PROPN
fusus-147	274	2	,	,	PUNCT
fusus-147	274	3	t.-s	t.-s	PROPN
fusus-147	274	4	.	.	PUNCT
fusus-147	275	1	chin	chin	PROPN
fusus-147	275	2	,	,	PUNCT
fusus-147	275	3	t.-t	t.-t	NOUN
fusus-147	275	4	.	.	PUNCT
fusus-147	276	1	shun	shun	PROPN
fusus-147	276	2	,	,	PUNCT
fusus-147	276	3	c.-h	c.-h	PROPN
fusus-147	276	4	.	.	PUNCT
fusus-147	276	5	tsau	tsau	PROPN
fusus-147	276	6	,	,	PUNCT
fusus-147	276	7	s.-y	s.-y	NOUN
fusus-147	276	8	.	.	PUNCT
fusus-147	277	1	chang	chang	PROPN
fusus-147	277	2	,	,	PUNCT
fusus-147	277	3	nanostructured	nanostructure	VERB
fusus-147	277	4	highentropy	highentropy	NOUN
fusus-147	277	5	alloys	alloy	NOUN
fusus-147	277	6	with	with	ADP
fusus-147	277	7	multiple	multiple	ADJ
fusus-147	277	8	principal	principal	ADJ
fusus-147	277	9	elements	element	NOUN
fusus-147	277	10	:	:	PUNCT
fusus-147	277	11	novel	novel	ADJ
fusus-147	277	12	alloy	alloy	NOUN
fusus-147	277	13	design	design	NOUN
fusus-147	277	14	concepts	concept	NOUN
fusus-147	277	15	and	and	CCONJ
fusus-147	277	16	outcomes	outcome	NOUN
fusus-147	277	17	,	,	PUNCT
fusus-147	277	18	advanced	advanced	ADJ
fusus-147	277	19	engineering	engineering	NOUN
fusus-147	277	20	materials	material	NOUN
fusus-147	277	21	.	.	PUNCT
fusus-147	278	1	6	6	NUM
fusus-147	278	2	(	(	PUNCT
fusus-147	278	3	2004	2004	NUM
fusus-147	278	4	)	)	PUNCT
fusus-147	278	5	299–303	299–303	NUM
fusus-147	278	6	.	.	PUNCT
fusus-147	279	1	https://doi.org/10.1002/adem.200300567	https://doi.org/10.1002/adem.200300567	ADJ
fusus-147	279	2	.	.	PUNCT
fusus-147	280	1	[	[	X
fusus-147	280	2	4	4	X
fusus-147	280	3	]	]	PUNCT
fusus-147	280	4	b.	b.	PROPN
fusus-147	280	5	cantor	cantor	PROPN
fusus-147	280	6	,	,	PUNCT
fusus-147	280	7	i.t.h	i.t.h	PROPN
fusus-147	280	8	.	.	PUNCT
fusus-147	280	9	chang	chang	PROPN
fusus-147	280	10	,	,	PUNCT
fusus-147	280	11	p.	p.	NOUN
fusus-147	280	12	knight	knight	NOUN
fusus-147	280	13	,	,	PUNCT
fusus-147	280	14	a.j.b	a.j.b	NOUN
fusus-147	280	15	.	.	PUNCT
fusus-147	281	1	vincent	vincent	PROPN
fusus-147	281	2	,	,	PUNCT
fusus-147	281	3	microstructural	microstructural	ADJ
fusus-147	281	4	development	development	NOUN
fusus-147	281	5	in	in	ADP
fusus-147	281	6	equiatomic	equiatomic	ADJ
fusus-147	281	7	multicomponent	multicomponent	NOUN
fusus-147	281	8	alloys	alloy	NOUN
fusus-147	281	9	,	,	PUNCT
fusus-147	281	10	materials	material	NOUN
fusus-147	281	11	science	science	NOUN
fusus-147	281	12	and	and	CCONJ
fusus-147	281	13	engineering	engineering	NOUN
fusus-147	281	14	:	:	PUNCT
fusus-147	281	15	a.	a.	NOUN
fusus-147	281	16	375–377	375–377	NUM
fusus-147	281	17	(	(	PUNCT
fusus-147	281	18	2004	2004	NUM
fusus-147	281	19	)	)	PUNCT
fusus-147	282	1	213–218	213–218	NUM
fusus-147	282	2	.	.	PUNCT
fusus-147	283	1	https://doi.org/10.1016/j.msea.2003.10.257	https://doi.org/10.1016/j.msea.2003.10.257	NOUN
fusus-147	283	2	.	.	PUNCT
fusus-147	284	1	[	[	X
fusus-147	284	2	5	5	NUM
fusus-147	284	3	]	]	PUNCT
fusus-147	284	4	w.	w.	PROPN
fusus-147	284	5	zhu	zhu	PROPN
fusus-147	284	6	,	,	PUNCT
fusus-147	284	7	w.	w.	PROPN
fusus-147	284	8	huo	huo	PROPN
fusus-147	284	9	,	,	PUNCT
fusus-147	284	10	s.	s.	PROPN
fusus-147	284	11	wang	wang	PROPN
fusus-147	284	12	,	,	PUNCT
fusus-147	284	13	x.	x.	PROPN
fusus-147	284	14	wang	wang	PROPN
fusus-147	284	15	,	,	PUNCT
fusus-147	284	16	k.	k.	PROPN
fusus-147	284	17	ren	ren	PROPN
fusus-147	284	18	,	,	PUNCT
fusus-147	284	19	s.	s.	PROPN
fusus-147	284	20	tan	tan	PROPN
fusus-147	284	21	,	,	PUNCT
fusus-147	284	22	f.	f.	PROPN
fusus-147	284	23	fang	fang	PROPN
fusus-147	284	24	,	,	PUNCT
fusus-147	284	25	z.	z.	PROPN
fusus-147	284	26	xie	xie	PROPN
fusus-147	284	27	,	,	PUNCT
fusus-147	284	28	j.	j.	PROPN
fusus-147	284	29	jiang	jiang	PROPN
fusus-147	284	30	,	,	PUNCT
fusus-147	284	31	phase	phase	NOUN
fusus-147	284	32	formation	formation	NOUN
fusus-147	284	33	prediction	prediction	NOUN
fusus-147	284	34	of	of	ADP
fusus-147	284	35	high	high	ADJ
fusus-147	284	36	-	-	PUNCT
fusus-147	284	37	entropy	entropy	NOUN
fusus-147	284	38	alloys	alloy	NOUN
fusus-147	284	39	:	:	PUNCT
fusus-147	284	40	a	a	DET
fusus-147	284	41	deep	deep	ADJ
fusus-147	284	42	learning	learning	NOUN
fusus-147	284	43	study	study	NOUN
fusus-147	284	44	,	,	PUNCT
fusus-147	284	45	journal	journal	NOUN
fusus-147	284	46	of	of	ADP
fusus-147	284	47	materials	material	NOUN
fusus-147	284	48	research	research	NOUN
fusus-147	284	49	and	and	CCONJ
fusus-147	284	50	technology	technology	NOUN
fusus-147	284	51	.	.	PUNCT
fusus-147	285	1	18	18	NUM
fusus-147	285	2	(	(	PUNCT
fusus-147	285	3	2022	2022	NUM
fusus-147	285	4	)	)	PUNCT
fusus-147	285	5	800	800	NUM
fusus-147	285	6	–	–	PUNCT
fusus-147	285	7	809	809	NUM
fusus-147	285	8	.	.	PUNCT
fusus-147	286	1	https://doi.org/10.1016/j.jmrt.2022.01.172	https://doi.org/10.1016/j.jmrt.2022.01.172	NOUN
fusus-147	286	2	.	.	PUNCT
fusus-147	287	1	[	[	X
fusus-147	287	2	6	6	NUM
fusus-147	287	3	]	]	X
fusus-147	287	4	y.	y.	PROPN
fusus-147	287	5	zhang	zhang	PROPN
fusus-147	287	6	,	,	PUNCT
fusus-147	287	7	t.t	t.t	PROPN
fusus-147	287	8	.	.	PROPN
fusus-147	287	9	zuo	zuo	PROPN
fusus-147	287	10	,	,	PUNCT
fusus-147	287	11	z.	z.	PROPN
fusus-147	287	12	tang	tang	PROPN
fusus-147	287	13	,	,	PUNCT
fusus-147	287	14	m.c	m.c	PROPN
fusus-147	287	15	.	.	PROPN
fusus-147	287	16	gao	gao	PROPN
fusus-147	287	17	,	,	PUNCT
fusus-147	287	18	k.a	k.a	PROPN
fusus-147	287	19	.	.	PROPN
fusus-147	287	20	dahmen	dahmen	PROPN
fusus-147	287	21	,	,	PUNCT
fusus-147	287	22	p.k	p.k	PROPN
fusus-147	287	23	.	.	PROPN
fusus-147	287	24	liaw	liaw	PROPN
fusus-147	287	25	,	,	PUNCT
fusus-147	287	26	z.p	z.p	PROPN
fusus-147	287	27	.	.	PROPN
fusus-147	287	28	lu	lu	PROPN
fusus-147	287	29	,	,	PUNCT
fusus-147	287	30	microstructures	microstructure	NOUN
fusus-147	287	31	and	and	CCONJ
fusus-147	287	32	properties	property	NOUN
fusus-147	287	33	of	of	ADP
fusus-147	287	34	highentropy	highentropy	ADJ
fusus-147	287	35	alloys	alloy	NOUN
fusus-147	287	36	,	,	PUNCT
fusus-147	287	37	progress	progress	NOUN
fusus-147	287	38	in	in	ADP
fusus-147	287	39	materials	material	NOUN
fusus-147	287	40	science	science	NOUN
fusus-147	287	41	.	.	PUNCT
fusus-147	288	1	61	61	NUM
fusus-147	288	2	(	(	PUNCT
fusus-147	288	3	2014	2014	NUM
fusus-147	288	4	)	)	PUNCT
fusus-147	288	5	1–93	1–93	PROPN
fusus-147	288	6	.	.	PUNCT
fusus-147	289	1	https://doi.org/10.1016/j.pmatsci.2013.10.001	https://doi.org/10.1016/j.pmatsci.2013.10.001	PROPN
fusus-147	289	2	.	.	PUNCT
fusus-147	290	1	[	[	X
fusus-147	290	2	7	7	X
fusus-147	290	3	]	]	X
fusus-147	290	4	b.	b.	PROPN
fusus-147	290	5	gludovatz	gludovatz	PROPN
fusus-147	290	6	,	,	PUNCT
fusus-147	290	7	a.	a.	NOUN
fusus-147	290	8	hohenwarter	hohenwarter	PROPN
fusus-147	290	9	,	,	PUNCT
fusus-147	290	10	d.	d.	PROPN
fusus-147	290	11	catoor	catoor	PROPN
fusus-147	290	12	,	,	PUNCT
fusus-147	290	13	e.h	e.h	PROPN
fusus-147	290	14	.	.	PROPN
fusus-147	290	15	chang	chang	PROPN
fusus-147	290	16	,	,	PUNCT
fusus-147	290	17	e.p	e.p	PROPN
fusus-147	290	18	.	.	PROPN
fusus-147	290	19	george	george	PROPN
fusus-147	290	20	,	,	PUNCT
fusus-147	290	21	r.o	r.o	PROPN
fusus-147	290	22	.	.	PROPN
fusus-147	290	23	ritchie	ritchie	PROPN
fusus-147	290	24	,	,	PUNCT
fusus-147	290	25	a	a	DET
fusus-147	290	26	fracture	fracture	NOUN
fusus-147	290	27	-	-	PUNCT
fusus-147	290	28	resistant	resistant	ADJ
fusus-147	290	29	highentropy	highentropy	NOUN
fusus-147	290	30	alloy	alloy	NOUN
fusus-147	290	31	for	for	ADP
fusus-147	290	32	cryogenic	cryogenic	NOUN
fusus-147	290	33	applications	application	NOUN
fusus-147	290	34	,	,	PUNCT
fusus-147	290	35	science	science	NOUN
fusus-147	290	36	.	.	PUNCT
fusus-147	291	1	345	345	NUM
fusus-147	291	2	(	(	PUNCT
fusus-147	291	3	2014	2014	NUM
fusus-147	291	4	)	)	PUNCT
fusus-147	291	5	1153–1158	1153–1158	NUM
fusus-147	291	6	.	.	PUNCT
fusus-147	292	1	https://doi.org/10.1126/science.1254581	https://doi.org/10.1126/science.1254581	PROPN
fusus-147	292	2	.	.	PUNCT
fusus-147	293	1	[	[	X
fusus-147	293	2	8	8	NUM
fusus-147	293	3	]	]	X
fusus-147	293	4	w.	w.	PROPN
fusus-147	293	5	huo	huo	PROPN
fusus-147	293	6	,	,	PUNCT
fusus-147	293	7	f.	f.	PROPN
fusus-147	293	8	fang	fang	PROPN
fusus-147	293	9	,	,	PUNCT
fusus-147	293	10	x.	x.	PROPN
fusus-147	293	11	liu	liu	PROPN
fusus-147	293	12	,	,	PUNCT
fusus-147	293	13	s.	s.	PROPN
fusus-147	293	14	tan	tan	PROPN
fusus-147	293	15	,	,	PUNCT
fusus-147	293	16	z.	z.	PROPN
fusus-147	293	17	xie	xie	PROPN
fusus-147	293	18	,	,	PUNCT
fusus-147	293	19	j.	j.	PROPN
fusus-147	293	20	jiang	jiang	PROPN
fusus-147	293	21	,	,	PUNCT
fusus-147	293	22	remarkable	remarkable	ADJ
fusus-147	293	23	strain	strain	NOUN
fusus-147	293	24	-	-	PUNCT
fusus-147	293	25	rate	rate	NOUN
fusus-147	293	26	sensitivity	sensitivity	NOUN
fusus-147	293	27	of	of	ADP
fusus-147	293	28	nanotwinned	nanotwinned	ADJ
fusus-147	293	29	cocrfeni	cocrfeni	NOUN
fusus-147	293	30	alloys	alloy	NOUN
fusus-147	293	31	,	,	PUNCT
fusus-147	293	32	applied	applied	ADJ
fusus-147	293	33	physics	physics	NOUN
fusus-147	293	34	letters	letter	NOUN
fusus-147	293	35	.	.	PUNCT
fusus-147	294	1	114	114	NUM
fusus-147	294	2	(	(	PUNCT
fusus-147	294	3	2019	2019	NUM
fusus-147	294	4	)	)	PUNCT
fusus-147	294	5	101904	101904	NUM
fusus-147	294	6	.	.	PUNCT
fusus-147	295	1	https://doi.org/10.1063/1.5088921	https://doi.org/10.1063/1.5088921	PROPN
fusus-147	295	2	.	.	PUNCT
fusus-147	296	1	[	[	X
fusus-147	296	2	9	9	NUM
fusus-147	296	3	]	]	PUNCT
fusus-147	296	4	e.g.	e.g.	ADV
fusus-147	296	5	reineke	reineke	ADJ
fusus-147	296	6	,	,	PUNCT
fusus-147	296	7	o.t	o.t	PROPN
fusus-147	296	8	.	.	PROPN
fusus-147	296	9	inal	inal	ADJ
fusus-147	296	10	,	,	PUNCT
fusus-147	296	11	crystallization	crystallization	NOUN
fusus-147	296	12	behavior	behavior	NOUN
fusus-147	296	13	of	of	ADP
fusus-147	296	14	amorphous	amorphous	ADJ
fusus-147	296	15	ni50nb50	ni50nb50	ADV
fusus-147	296	16	on	on	ADP
fusus-147	296	17	continuous	continuous	ADJ
fusus-147	296	18	heating	heating	NOUN
fusus-147	296	19	,	,	PUNCT
fusus-147	296	20	materials	material	NOUN
fusus-147	296	21	science	science	NOUN
fusus-147	296	22	and	and	CCONJ
fusus-147	296	23	engineering	engineering	NOUN
fusus-147	296	24	.	.	PUNCT
fusus-147	297	1	57	57	NUM
fusus-147	297	2	(	(	PUNCT
fusus-147	297	3	1983	1983	NUM
fusus-147	297	4	)	)	PUNCT
fusus-147	297	5	223	223	NUM
fusus-147	297	6	–	–	PUNCT
fusus-147	297	7	231	231	NUM
fusus-147	297	8	.	.	PUNCT
fusus-147	298	1	https://doi.org/10.1016/0025-5416(83)902124	https://doi.org/10.1016/0025-5416(83)902124	PROPN
fusus-147	298	2	.	.	PUNCT
fusus-147	299	1	[	[	X
fusus-147	299	2	10	10	NUM
fusus-147	299	3	]	]	PUNCT
fusus-147	299	4	x.	x.	PROPN
fusus-147	299	5	chang	chang	PROPN
fusus-147	299	6	,	,	PUNCT
fusus-147	299	7	m.	m.	PROPN
fusus-147	299	8	zeng	zeng	PROPN
fusus-147	299	9	,	,	PUNCT
fusus-147	299	10	k.	k.	PROPN
fusus-147	299	11	liu	liu	PROPN
fusus-147	299	12	,	,	PUNCT
fusus-147	299	13	l.	l.	PROPN
fusus-147	299	14	fu	fu	PROPN
fusus-147	299	15	,	,	PUNCT
fusus-147	299	16	phase	phase	NOUN
fusus-147	299	17	engineering	engineering	NOUN
fusus-147	299	18	of	of	ADP
fusus-147	299	19	high	high	ADJ
fusus-147	299	20	-	-	PUNCT
fusus-147	299	21	entropy	entropy	NOUN
fusus-147	299	22	alloys	alloy	NOUN
fusus-147	299	23	,	,	PUNCT
fusus-147	299	24	advanced	advanced	ADJ
fusus-147	299	25	materials	material	NOUN
fusus-147	299	26	.	.	PUNCT
fusus-147	300	1	32	32	NUM
fusus-147	300	2	(	(	PUNCT
fusus-147	300	3	2020	2020	NUM
fusus-147	300	4	)	)	PUNCT
fusus-147	300	5	1907226	1907226	NUM
fusus-147	300	6	.	.	PUNCT
fusus-147	301	1	https://doi.org/10.1002/adma.201907226	https://doi.org/10.1002/adma.201907226	INTJ
fusus-147	301	2	.	.	PUNCT
fusus-147	302	1	[	[	X
fusus-147	302	2	11	11	NUM
fusus-147	302	3	]	]	PUNCT
fusus-147	302	4	w.	w.	PROPN
fusus-147	302	5	huo	huo	PROPN
fusus-147	302	6	,	,	PUNCT
fusus-147	302	7	x.	x.	PROPN
fusus-147	302	8	liu	liu	PROPN
fusus-147	302	9	,	,	PUNCT
fusus-147	302	10	s.	s.	PROPN
fusus-147	302	11	tan	tan	PROPN
fusus-147	302	12	,	,	PUNCT
fusus-147	302	13	f.	f.	PROPN
fusus-147	302	14	fang	fang	PROPN
fusus-147	302	15	,	,	PUNCT
fusus-147	302	16	z.	z.	PROPN
fusus-147	302	17	xie	xie	PROPN
fusus-147	302	18	,	,	PUNCT
fusus-147	302	19	j.	j.	PROPN
fusus-147	302	20	shang	shang	PROPN
fusus-147	302	21	,	,	PUNCT
fusus-147	302	22	j.	j.	PROPN
fusus-147	302	23	jiang	jiang	PROPN
fusus-147	302	24	,	,	PUNCT
fusus-147	302	25	ultrahigh	ultrahigh	ADJ
fusus-147	302	26	hardness	hardness	NOUN
fusus-147	302	27	and	and	CCONJ
fusus-147	302	28	high	high	ADJ
fusus-147	302	29	electrical	electrical	ADJ
fusus-147	302	30	resistivity	resistivity	NOUN
fusus-147	302	31	in	in	ADP
fusus-147	302	32	nano	nano	NOUN
fusus-147	302	33	-	-	PUNCT
fusus-147	302	34	twinned	twin	VERB
fusus-147	302	35	,	,	PUNCT
fusus-147	302	36	nanocrystalline	nanocrystalline	ADJ
fusus-147	302	37	high	high	ADJ
fusus-147	302	38	-	-	PUNCT
fusus-147	302	39	entropy	entropy	NOUN
fusus-147	302	40	alloy	alloy	NOUN
fusus-147	302	41	films	film	NOUN
fusus-147	302	42	,	,	PUNCT
fusus-147	302	43	applied	apply	VERB
fusus-147	302	44	surface	surface	NOUN
fusus-147	302	45	science	science	NOUN
fusus-147	302	46	.	.	PUNCT
fusus-147	303	1	439	439	NUM
fusus-147	303	2	(	(	PUNCT
fusus-147	303	3	2018	2018	NUM
fusus-147	303	4	)	)	PUNCT
fusus-147	303	5	222–225	222–225	NUM
fusus-147	303	6	.	.	PUNCT
fusus-147	304	1	https://doi.org/10.1016/j.apsusc.2018.01.050	https://doi.org/10.1016/j.apsusc.2018.01.050	PROPN
fusus-147	304	2	.	.	PUNCT
fusus-147	305	1	[	[	X
fusus-147	305	2	12	12	NUM
fusus-147	305	3	]	]	PUNCT
fusus-147	305	4	z.	z.	PROPN
fusus-147	305	5	li	li	PROPN
fusus-147	305	6	,	,	PUNCT
fusus-147	305	7	k.g	k.g	PROPN
fusus-147	305	8	.	.	PROPN
fusus-147	305	9	pradeep	pradeep	PROPN
fusus-147	305	10	,	,	PUNCT
fusus-147	305	11	y.	y.	PROPN
fusus-147	305	12	deng	deng	PROPN
fusus-147	305	13	,	,	PUNCT
fusus-147	305	14	d.	d.	PROPN
fusus-147	305	15	raabe	raabe	PROPN
fusus-147	305	16	,	,	PUNCT
fusus-147	305	17	c.c	c.c	PROPN
fusus-147	305	18	.	.	PROPN
fusus-147	305	19	tasan	tasan	NOUN
fusus-147	305	20	,	,	PUNCT
fusus-147	305	21	metastable	metastable	ADJ
fusus-147	305	22	high	high	ADJ
fusus-147	305	23	-	-	PUNCT
fusus-147	305	24	entropy	entropy	NOUN
fusus-147	305	25	dual	dual	ADJ
fusus-147	305	26	-	-	PUNCT
fusus-147	305	27	phase	phase	NOUN
fusus-147	305	28	alloys	alloy	NOUN
fusus-147	305	29	overcome	overcome	VERB
fusus-147	305	30	https://github.com/fahel-bin-noor/high-entropy-alloy-phase-prediction-using-balanced-dataset	https://github.com/fahel-bin-noor/high-entropy-alloy-phase-prediction-using-balanced-dataset	ADV
fusus-147	305	31	https://github.com/fahel-bin-noor/high-entropy-alloy-phase-prediction-using-balanced-dataset	https://github.com/fahel-bin-noor/high-entropy-alloy-phase-prediction-using-balanced-dataset	PROPN
fusus-147	305	32	mfb	mfb	PROPN
fusus-147	305	33	.	.	PUNCT
fusus-147	306	1	noor	noor	PROPN
fusus-147	306	2	et	et	PROPN
fusus-147	306	3	al	al	PROPN
fusus-147	306	4	.	.	PROPN
fusus-147	306	5	/future	/future	PROPN
fusus-147	307	1	sustainability	sustainability	PROPN
fusus-147	307	2	february	february	PROPN
fusus-147	307	3	2024|	2024|	PROPN
fusus-147	307	4	volume	volume	NOUN
fusus-147	307	5	02	02	NUM
fusus-147	308	1	|	|	NOUN
fusus-147	308	2	issue	issue	NOUN
fusus-147	308	3	01	01	NUM
fusus-147	309	1	|	|	ADV
fusus-147	309	2	pages	page	VERB
fusus-147	309	3	47	47	NUM
fusus-147	309	4	-	-	SYM
fusus-147	309	5	58	58	NUM
fusus-147	309	6	57	57	NUM
fusus-147	309	7	the	the	DET
fusus-147	309	8	strength	strength	NOUN
fusus-147	309	9	–	–	PUNCT
fusus-147	309	10	ductility	ductility	NOUN
fusus-147	309	11	trade	trade	NOUN
fusus-147	309	12	-	-	PUNCT
fusus-147	309	13	off	off	NOUN
fusus-147	309	14	,	,	PUNCT
fusus-147	309	15	nature	nature	NOUN
fusus-147	309	16	.	.	PUNCT
fusus-147	310	1	534	534	NUM
fusus-147	310	2	(	(	PUNCT
fusus-147	310	3	2016	2016	NUM
fusus-147	310	4	)	)	PUNCT
fusus-147	310	5	227–230	227–230	NUM
fusus-147	310	6	.	.	PUNCT
fusus-147	311	1	https://doi.org/10.1038/nature17981	https://doi.org/10.1038/nature17981	NOUN
fusus-147	311	2	.	.	PUNCT
fusus-147	312	1	[	[	X
fusus-147	312	2	13	13	NUM
fusus-147	312	3	]	]	PUNCT
fusus-147	312	4	w.	w.	PROPN
fusus-147	312	5	huo	huo	PROPN
fusus-147	312	6	,	,	PUNCT
fusus-147	312	7	h.	h.	PROPN
fusus-147	312	8	zhou	zhou	PROPN
fusus-147	312	9	,	,	PUNCT
fusus-147	312	10	f.	f.	PROPN
fusus-147	312	11	fang	fang	PROPN
fusus-147	312	12	,	,	PUNCT
fusus-147	312	13	x.	x.	PROPN
fusus-147	312	14	hu	hu	PROPN
fusus-147	312	15	,	,	PUNCT
fusus-147	312	16	z.	z.	PROPN
fusus-147	312	17	xie	xie	PROPN
fusus-147	312	18	,	,	PUNCT
fusus-147	312	19	j.	j.	PROPN
fusus-147	312	20	jiang	jiang	PROPN
fusus-147	312	21	,	,	PUNCT
fusus-147	312	22	strainrate	strainrate	ADJ
fusus-147	312	23	effect	effect	NOUN
fusus-147	312	24	upon	upon	SCONJ
fusus-147	312	25	the	the	DET
fusus-147	312	26	tensile	tensile	NOUN
fusus-147	312	27	behavior	behavior	NOUN
fusus-147	312	28	of	of	ADP
fusus-147	312	29	cocrfeni	cocrfeni	PROPN
fusus-147	312	30	high	high	ADJ
fusus-147	312	31	-	-	PUNCT
fusus-147	312	32	entropy	entropy	NOUN
fusus-147	312	33	alloys	alloy	NOUN
fusus-147	312	34	,	,	PUNCT
fusus-147	312	35	materials	material	NOUN
fusus-147	312	36	science	science	NOUN
fusus-147	312	37	and	and	CCONJ
fusus-147	312	38	engineering	engineering	NOUN
fusus-147	312	39	:	:	PUNCT
fusus-147	312	40	a.	a.	NOUN
fusus-147	312	41	689	689	NUM
fusus-147	312	42	(	(	PUNCT
fusus-147	312	43	2017	2017	NUM
fusus-147	312	44	)	)	PUNCT
fusus-147	312	45	366–369	366–369	NUM
fusus-147	312	46	.	.	PUNCT
fusus-147	313	1	https://doi.org/10.1016/j.msea.2017.02.077	https://doi.org/10.1016/j.msea.2017.02.077	PROPN
fusus-147	313	2	.	.	PUNCT
fusus-147	314	1	[	[	X
fusus-147	314	2	14	14	NUM
fusus-147	314	3	]	]	X
fusus-147	314	4	w.	w.	PROPN
fusus-147	314	5	huo	huo	PROPN
fusus-147	314	6	,	,	PUNCT
fusus-147	314	7	h.	h.	PROPN
fusus-147	314	8	shi	shi	PROPN
fusus-147	314	9	,	,	PUNCT
fusus-147	314	10	x.	x.	PROPN
fusus-147	314	11	ren	ren	PROPN
fusus-147	314	12	,	,	PUNCT
fusus-147	314	13	j.	j.	PROPN
fusus-147	314	14	zhang	zhang	PROPN
fusus-147	314	15	,	,	PUNCT
fusus-147	314	16	microstructure	microstructure	ADJ
fusus-147	314	17	and	and	CCONJ
fusus-147	314	18	wear	wear	VERB
fusus-147	314	19	behavior	behavior	NOUN
fusus-147	314	20	of	of	ADP
fusus-147	314	21	cocrfemnnbni	cocrfemnnbni	ADJ
fusus-147	314	22	high	high	ADJ
fusus-147	314	23	-	-	PUNCT
fusus-147	314	24	entropy	entropy	NOUN
fusus-147	314	25	alloy	alloy	NOUN
fusus-147	314	26	coating	coating	NOUN
fusus-147	314	27	by	by	ADP
fusus-147	314	28	tig	tig	NOUN
fusus-147	314	29	cladding	cladding	NOUN
fusus-147	314	30	,	,	PUNCT
fusus-147	314	31	advances	advance	NOUN
fusus-147	314	32	in	in	ADP
fusus-147	314	33	materials	material	NOUN
fusus-147	314	34	science	science	NOUN
fusus-147	314	35	and	and	CCONJ
fusus-147	314	36	engineering	engineering	NOUN
fusus-147	314	37	.	.	PUNCT
fusus-147	315	1	2015	2015	NUM
fusus-147	315	2	(	(	PUNCT
fusus-147	315	3	2015	2015	NUM
fusus-147	315	4	)	)	PUNCT
fusus-147	315	5	e647351	e647351	NOUN
fusus-147	315	6	.	.	PUNCT
fusus-147	316	1	https://doi.org/10.1155/2015/647351	https://doi.org/10.1155/2015/647351	NOUN
fusus-147	316	2	.	.	PUNCT
fusus-147	317	1	[	[	X
fusus-147	317	2	15	15	NUM
fusus-147	317	3	]	]	X
fusus-147	317	4	y.	y.	PROPN
fusus-147	317	5	shi	shi	PROPN
fusus-147	317	6	,	,	PUNCT
fusus-147	317	7	l.	l.	PROPN
fusus-147	317	8	collins	collins	PROPN
fusus-147	317	9	,	,	PUNCT
fusus-147	317	10	r.	r.	PROPN
fusus-147	317	11	feng	feng	PROPN
fusus-147	317	12	,	,	PUNCT
fusus-147	317	13	c.	c.	PROPN
fusus-147	317	14	zhang	zhang	PROPN
fusus-147	317	15	,	,	PUNCT
fusus-147	317	16	n.	n.	PROPN
fusus-147	317	17	balke	balke	PROPN
fusus-147	317	18	,	,	PUNCT
fusus-147	317	19	p.k	p.k	PROPN
fusus-147	317	20	.	.	PROPN
fusus-147	317	21	liaw	liaw	PROPN
fusus-147	317	22	,	,	PUNCT
fusus-147	317	23	b.	b.	PROPN
fusus-147	317	24	yang	yang	PROPN
fusus-147	317	25	,	,	PUNCT
fusus-147	317	26	homogenization	homogenization	NOUN
fusus-147	317	27	of	of	ADP
fusus-147	317	28	alxcocrfeni	alxcocrfeni	ADJ
fusus-147	317	29	highentropy	highentropy	NOUN
fusus-147	317	30	alloys	alloy	NOUN
fusus-147	317	31	with	with	ADP
fusus-147	317	32	improved	improved	ADJ
fusus-147	317	33	corrosion	corrosion	NOUN
fusus-147	317	34	resistance	resistance	NOUN
fusus-147	317	35	,	,	PUNCT
fusus-147	317	36	corrosion	corrosion	NOUN
fusus-147	317	37	science	science	NOUN
fusus-147	317	38	.	.	PUNCT
fusus-147	318	1	133	133	NUM
fusus-147	318	2	(	(	PUNCT
fusus-147	318	3	2018	2018	NUM
fusus-147	318	4	)	)	PUNCT
fusus-147	319	1	120–131	120–131	NUM
fusus-147	319	2	.	.	PUNCT
fusus-147	320	1	https://doi.org/10.1016/j.corsci.2018.01.030	https://doi.org/10.1016/j.corsci.2018.01.030	NOUN
fusus-147	320	2	.	.	PUNCT
fusus-147	321	1	[	[	X
fusus-147	321	2	16	16	NUM
fusus-147	321	3	]	]	X
fusus-147	321	4	s.	s.	PROPN
fusus-147	321	5	wang	wang	PROPN
fusus-147	321	6	,	,	PUNCT
fusus-147	321	7	w.	w.	PROPN
fusus-147	321	8	huo	huo	PROPN
fusus-147	321	9	,	,	PUNCT
fusus-147	321	10	f.	f.	PROPN
fusus-147	321	11	fang	fang	PROPN
fusus-147	321	12	,	,	PUNCT
fusus-147	321	13	z.	z.	PROPN
fusus-147	321	14	xie	xie	PROPN
fusus-147	321	15	,	,	PUNCT
fusus-147	321	16	j.k	j.k	PROPN
fusus-147	321	17	.	.	PROPN
fusus-147	321	18	shang	shang	PROPN
fusus-147	321	19	,	,	PUNCT
fusus-147	321	20	j.	j.	PROPN
fusus-147	321	21	jiang	jiang	PROPN
fusus-147	321	22	,	,	PUNCT
fusus-147	321	23	high	high	ADJ
fusus-147	321	24	entropy	entropy	NOUN
fusus-147	321	25	alloy	alloy	NOUN
fusus-147	321	26	/	/	SYM
fusus-147	321	27	c	c	NOUN
fusus-147	321	28	nanoparticles	nanoparticle	NOUN
fusus-147	321	29	derived	derive	VERB
fusus-147	321	30	from	from	ADP
fusus-147	321	31	polymetallic	polymetallic	ADJ
fusus-147	321	32	mof	mof	NOUN
fusus-147	321	33	as	as	ADP
fusus-147	321	34	promising	promise	VERB
fusus-147	321	35	electrocatalysts	electrocatalyst	NOUN
fusus-147	321	36	for	for	ADP
fusus-147	321	37	alkaline	alkaline	NOUN
fusus-147	321	38	oxygen	oxygen	NOUN
fusus-147	321	39	evolution	evolution	NOUN
fusus-147	321	40	reaction	reaction	NOUN
fusus-147	321	41	,	,	PUNCT
fusus-147	321	42	chemical	chemical	NOUN
fusus-147	321	43	engineering	engineering	NOUN
fusus-147	321	44	journal	journal	NOUN
fusus-147	321	45	.	.	PUNCT
fusus-147	322	1	429	429	NUM
fusus-147	322	2	(	(	PUNCT
fusus-147	322	3	2022	2022	NUM
fusus-147	322	4	)	)	PUNCT
fusus-147	322	5	132410	132410	NUM
fusus-147	322	6	.	.	PUNCT
fusus-147	323	1	https://doi.org/10.1016/j.cej.2021.132410	https://doi.org/10.1016/j.cej.2021.132410	PROPN
fusus-147	323	2	.	.	PUNCT
fusus-147	324	1	[	[	X
fusus-147	324	2	17	17	NUM
fusus-147	324	3	]	]	X
fusus-147	324	4	md.f	md.f	NOUN
fusus-147	324	5	.	.	PUNCT
fusus-147	325	1	bin	bin	PROPN
fusus-147	325	2	noor	noor	PROPN
fusus-147	325	3	,	,	PUNCT
fusus-147	325	4	b.	b.	PROPN
fusus-147	325	5	mallick	mallick	PROPN
fusus-147	325	6	,	,	PUNCT
fusus-147	325	7	a.	a.	PROPN
fusus-147	325	8	habib	habib	PROPN
fusus-147	325	9	,	,	PUNCT
fusus-147	325	10	heat	heat	NOUN
fusus-147	325	11	storage	storage	NOUN
fusus-147	325	12	system	system	NOUN
fusus-147	325	13	:	:	PUNCT
fusus-147	325	14	a	a	DET
fusus-147	325	15	modern	modern	ADJ
fusus-147	325	16	way	way	NOUN
fusus-147	325	17	to	to	PART
fusus-147	325	18	reuse	reuse	VERB
fusus-147	325	19	and	and	CCONJ
fusus-147	325	20	recycle	recycle	VERB
fusus-147	325	21	energy	energy	NOUN
fusus-147	325	22	to	to	PART
fusus-147	325	23	reduce	reduce	VERB
fusus-147	325	24	thermal	thermal	ADJ
fusus-147	325	25	pollution	pollution	NOUN
fusus-147	325	26	,	,	PUNCT
fusus-147	325	27	in	in	ADP
fusus-147	325	28	:	:	PUNCT
fusus-147	325	29	international	international	ADJ
fusus-147	325	30	conference	conference	NOUN
fusus-147	325	31	on	on	ADP
fusus-147	325	32	mechanical	mechanical	ADJ
fusus-147	325	33	,	,	PUNCT
fusus-147	325	34	industrial	industrial	ADJ
fusus-147	325	35	and	and	CCONJ
fusus-147	325	36	energy	energy	NOUN
fusus-147	325	37	engineering	engineering	NOUN
fusus-147	325	38	,	,	PUNCT
fusus-147	325	39	2018	2018	NUM
fusus-147	325	40	.	.	PUNCT
fusus-147	326	1	[	[	X
fusus-147	326	2	18	18	NUM
fusus-147	326	3	]	]	X
fusus-147	326	4	a.s	a.s	PROPN
fusus-147	326	5	.	.	PROPN
fusus-147	326	6	lakhnot	lakhnot	PROPN
fusus-147	326	7	,	,	PUNCT
fusus-147	326	8	r.a	r.a	PROPN
fusus-147	326	9	.	.	PROPN
fusus-147	326	10	panchal	panchal	PROPN
fusus-147	326	11	,	,	PUNCT
fusus-147	326	12	j.	j.	PROPN
fusus-147	326	13	datta	datta	PROPN
fusus-147	326	14	,	,	PUNCT
fusus-147	326	15	v.	v.	PROPN
fusus-147	326	16	mahajani	mahajani	PROPN
fusus-147	326	17	,	,	PUNCT
fusus-147	326	18	k.	k.	PROPN
fusus-147	326	19	bhimani	bhimani	PROPN
fusus-147	326	20	,	,	PUNCT
fusus-147	326	21	r.	r.	PROPN
fusus-147	326	22	jain	jain	PROPN
fusus-147	326	23	,	,	PUNCT
fusus-147	326	24	d.	d.	PROPN
fusus-147	326	25	datta	datta	PROPN
fusus-147	326	26	,	,	PUNCT
fusus-147	326	27	n.	n.	PROPN
fusus-147	326	28	koratkar	koratkar	PROPN
fusus-147	326	29	,	,	PUNCT
fusus-147	326	30	intercalation	intercalation	NOUN
fusus-147	326	31	hosts	host	NOUN
fusus-147	326	32	for	for	ADP
fusus-147	326	33	multivalent	multivalent	NOUN
fusus-147	326	34	-	-	PUNCT
fusus-147	326	35	ion	ion	NOUN
fusus-147	326	36	batteries	battery	NOUN
fusus-147	326	37	,	,	PUNCT
fusus-147	326	38	small	small	ADJ
fusus-147	326	39	structures	structure	NOUN
fusus-147	326	40	.	.	PUNCT
fusus-147	327	1	4	4	NUM
fusus-147	327	2	(	(	PUNCT
fusus-147	327	3	2023	2023	NUM
fusus-147	327	4	)	)	PUNCT
fusus-147	327	5	2200290	2200290	NUM
fusus-147	327	6	.	.	PUNCT
fusus-147	328	1	https://doi.org/10.1002/sstr.202200290	https://doi.org/10.1002/sstr.202200290	X
fusus-147	328	2	.	.	PUNCT
fusus-147	329	1	[	[	X
fusus-147	329	2	19	19	NUM
fusus-147	329	3	]	]	X
fusus-147	329	4	j.	j.	PROPN
fusus-147	329	5	datta	datta	PROPN
fusus-147	329	6	,	,	PUNCT
fusus-147	329	7	n.	n.	PROPN
fusus-147	329	8	koratkar	koratkar	PROPN
fusus-147	329	9	,	,	PUNCT
fusus-147	329	10	d.	d.	PROPN
fusus-147	329	11	datta	datta	PROPN
fusus-147	329	12	,	,	PUNCT
fusus-147	329	13	open	open	ADJ
fusus-147	329	14	-	-	PUNCT
fusus-147	329	15	tunneled	tunneled	ADJ
fusus-147	329	16	oxides	oxide	NOUN
fusus-147	329	17	as	as	ADP
fusus-147	329	18	intercalation	intercalation	NOUN
fusus-147	329	19	host	host	NOUN
fusus-147	329	20	for	for	ADP
fusus-147	329	21	multivalent	multivalent	NOUN
fusus-147	329	22	ion	ion	NOUN
fusus-147	329	23	(	(	PUNCT
fusus-147	329	24	ca	ca	NOUN
fusus-147	329	25	and	and	CCONJ
fusus-147	329	26	al	al	PROPN
fusus-147	329	27	)	)	PUNCT
fusus-147	329	28	batteries	battery	NOUN
fusus-147	329	29	:	:	PUNCT
fusus-147	329	30	a	a	DET
fusus-147	329	31	dft	dft	PROPN
fusus-147	329	32	study	study	NOUN
fusus-147	329	33	,	,	PUNCT
fusus-147	329	34	(	(	PUNCT
fusus-147	329	35	2023	2023	NUM
fusus-147	329	36	)	)	PUNCT
fusus-147	329	37	.	.	PUNCT
fusus-147	330	1	https://doi.org/10.48550/arxiv.2303.12301	https://doi.org/10.48550/arxiv.2303.12301	PROPN
fusus-147	330	2	.	.	PUNCT
fusus-147	331	1	[	[	X
fusus-147	331	2	20	20	NUM
fusus-147	331	3	]	]	X
fusus-147	331	4	z.u	z.u	PROPN
fusus-147	331	5	.	.	PROPN
fusus-147	331	6	mahmud	mahmud	PROPN
fusus-147	331	7	,	,	PUNCT
fusus-147	331	8	s.	s.	PROPN
fusus-147	331	9	karmakar	karmakar	PROPN
fusus-147	331	10	,	,	PUNCT
fusus-147	331	11	a.	a.	PROPN
fusus-147	331	12	haque	haque	PROPN
fusus-147	331	13	,	,	PUNCT
fusus-147	331	14	k.c	k.c	PROPN
fusus-147	331	15	.	.	PROPN
fusus-147	331	16	ghosh	ghosh	PROPN
fusus-147	331	17	,	,	PUNCT
fusus-147	331	18	a	a	DET
fusus-147	331	19	study	study	NOUN
fusus-147	331	20	of	of	ADP
fusus-147	331	21	fabrication	fabrication	NOUN
fusus-147	331	22	and	and	CCONJ
fusus-147	331	23	characterization	characterization	NOUN
fusus-147	331	24	of	of	ADP
fusus-147	331	25	naxmno2	naxmno2	NOUN
fusus-147	331	26	as	as	ADP
fusus-147	331	27	a	a	DET
fusus-147	331	28	cathode	cathode	NOUN
fusus-147	331	29	material	material	NOUN
fusus-147	331	30	for	for	ADP
fusus-147	331	31	sodium	sodium	NOUN
fusus-147	331	32	-	-	PUNCT
fusus-147	331	33	ion	ion	NOUN
fusus-147	331	34	battery	battery	NOUN
fusus-147	331	35	,	,	PUNCT
fusus-147	331	36	mrs	mrs	PROPN
fusus-147	331	37	advances	advance	NOUN
fusus-147	331	38	.	.	PUNCT
fusus-147	332	1	(	(	PUNCT
fusus-147	332	2	2023	2023	NUM
fusus-147	332	3	)	)	PUNCT
fusus-147	332	4	.	.	PUNCT
fusus-147	333	1	https://doi.org/10.1557/s43580023-00611-4	https://doi.org/10.1557/s43580023-00611-4	NOUN
fusus-147	333	2	.	.	PUNCT
fusus-147	334	1	[	[	X
fusus-147	334	2	21	21	NUM
fusus-147	334	3	]	]	X
fusus-147	334	4	m.s	m.s	PROPN
fusus-147	334	5	.	.	PUNCT
fusus-147	335	1	uddin	uddin	PROPN
fusus-147	335	2	,	,	PUNCT
fusus-147	335	3	r.a	r.a	PROPN
fusus-147	335	4	.	.	PROPN
fusus-147	335	5	mayanovic	mayanovic	PROPN
fusus-147	335	6	,	,	PUNCT
fusus-147	335	7	m.	m.	NOUN
fusus-147	335	8	benamara	benamara	PROPN
fusus-147	335	9	,	,	PUNCT
fusus-147	335	10	on	on	ADP
fusus-147	335	11	the	the	DET
fusus-147	335	12	synthesis	synthesis	NOUN
fusus-147	335	13	and	and	CCONJ
fusus-147	335	14	characterization	characterization	NOUN
fusus-147	335	15	of	of	ADP
fusus-147	335	16	bimagnetic	bimagnetic	ADJ
fusus-147	335	17	coo	coo	NOUN
fusus-147	335	18	/	/	SYM
fusus-147	335	19	nife2o4	nife2o4	ADJ
fusus-147	335	20	heterostructured	heterostructured	ADJ
fusus-147	335	21	nanoparticles	nanoparticle	NOUN
fusus-147	335	22	,	,	PUNCT
fusus-147	335	23	aip	aip	PROPN
fusus-147	335	24	advances	advance	VERB
fusus-147	335	25	.	.	PUNCT
fusus-147	336	1	13	13	NUM
fusus-147	336	2	(	(	PUNCT
fusus-147	336	3	2023	2023	NUM
fusus-147	336	4	)	)	PUNCT
fusus-147	336	5	025314	025314	NUM
fusus-147	336	6	.	.	PUNCT
fusus-147	337	1	https://doi.org/10.1063/9.0000561	https://doi.org/10.1063/9.0000561	PROPN
fusus-147	337	2	.	.	PUNCT
fusus-147	338	1	[	[	X
fusus-147	338	2	22	22	NUM
fusus-147	338	3	]	]	X
fusus-147	338	4	m.t	m.t	PROPN
fusus-147	338	5	.	.	PROPN
fusus-147	338	6	islam	islam	PROPN
fusus-147	338	7	,	,	PUNCT
fusus-147	338	8	m.s	m.s	PROPN
fusus-147	338	9	.	.	PROPN
fusus-147	338	10	rabbi	rabbi	PROPN
fusus-147	338	11	,	,	PUNCT
fusus-147	338	12	m.s	m.s	PROPN
fusus-147	338	13	.	.	PUNCT
fusus-147	338	14	uddin	uddin	PROPN
fusus-147	338	15	,	,	PUNCT
fusus-147	338	16	noise	noise	NOUN
fusus-147	338	17	reduction	reduction	NOUN
fusus-147	338	18	of	of	ADP
fusus-147	338	19	helicopter	helicopter	NOUN
fusus-147	338	20	rotor	rotor	NOUN
fusus-147	338	21	blades	blade	NOUN
fusus-147	338	22	by	by	ADP
fusus-147	338	23	using	use	VERB
fusus-147	338	24	spoiler	spoiler	NOUN
fusus-147	338	25	,	,	PUNCT
fusus-147	338	26	aip	aip	PROPN
fusus-147	338	27	conference	conference	NOUN
fusus-147	338	28	proceedings	proceeding	NOUN
fusus-147	338	29	.	.	PUNCT
fusus-147	339	1	2121	2121	NUM
fusus-147	339	2	(	(	PUNCT
fusus-147	339	3	2019	2019	NUM
fusus-147	339	4	)	)	PUNCT
fusus-147	339	5	040014	040014	NUM
fusus-147	339	6	.	.	PUNCT
fusus-147	340	1	https://doi.org/10.1063/1.5115885	https://doi.org/10.1063/1.5115885	NOUN
fusus-147	340	2	.	.	PUNCT
fusus-147	341	1	[	[	X
fusus-147	341	2	23	23	NUM
fusus-147	341	3	]	]	X
fusus-147	341	4	n.	n.	PROPN
fusus-147	341	5	yasmin	yasmin	PROPN
fusus-147	341	6	,	,	PUNCT
fusus-147	341	7	m.f.b	m.f.b	PROPN
fusus-147	341	8	.	.	PUNCT
fusus-147	341	9	noor	noor	PROPN
fusus-147	341	10	,	,	PUNCT
fusus-147	341	11	t.	t.	PROPN
fusus-147	341	12	besara	besara	NOUN
fusus-147	341	13	,	,	PUNCT
fusus-147	341	14	structure	structure	NOUN
fusus-147	341	15	and	and	CCONJ
fusus-147	341	16	magnetism	magnetism	NOUN
fusus-147	341	17	of	of	ADP
fusus-147	341	18	the	the	DET
fusus-147	341	19	new	new	ADJ
fusus-147	341	20	cage	cage	NOUN
fusus-147	341	21	-	-	PUNCT
fusus-147	341	22	structured	structure	VERB
fusus-147	341	23	compound	compound	NOUN
fusus-147	341	24	hfmn2zn20	hfmn2zn20	NOUN
fusus-147	341	25	,	,	PUNCT
fusus-147	341	26	(	(	PUNCT
fusus-147	341	27	2023	2023	NUM
fusus-147	341	28	)	)	PUNCT
fusus-147	341	29	.	.	PUNCT
fusus-147	342	1	https://doi.org/10.48550/arxiv.2306.01146	https://doi.org/10.48550/arxiv.2306.01146	PROPN
fusus-147	342	2	.	.	PUNCT
fusus-147	343	1	[	[	X
fusus-147	343	2	24	24	NUM
fusus-147	343	3	]	]	PUNCT
fusus-147	343	4	l.	l.	PROPN
fusus-147	343	5	wang	wang	PROPN
fusus-147	343	6	,	,	PUNCT
fusus-147	343	7	p.	p.	PROPN
fusus-147	343	8	li	li	PROPN
fusus-147	343	9	,	,	PUNCT
fusus-147	343	10	w.	w.	PROPN
fusus-147	343	11	zhang	zhang	PROPN
fusus-147	343	12	,	,	PUNCT
fusus-147	343	13	f.	f.	PROPN
fusus-147	343	14	wan	wan	PROPN
fusus-147	343	15	,	,	PUNCT
fusus-147	343	16	j.	j.	PROPN
fusus-147	343	17	wu	wu	PROPN
fusus-147	343	18	,	,	PUNCT
fusus-147	343	19	l.	l.	PROPN
fusus-147	343	20	yong	yong	PROPN
fusus-147	343	21	,	,	PUNCT
fusus-147	343	22	x.	x.	PROPN
fusus-147	343	23	liu	liu	PROPN
fusus-147	343	24	,	,	PUNCT
fusus-147	343	25	prediction	prediction	NOUN
fusus-147	343	26	of	of	ADP
fusus-147	343	27	phase	phase	NOUN
fusus-147	343	28	selection	selection	NOUN
fusus-147	343	29	of	of	ADP
fusus-147	343	30	amorphous	amorphous	ADJ
fusus-147	343	31	alloys	alloy	NOUN
fusus-147	343	32	and	and	CCONJ
fusus-147	343	33	high	high	ADJ
fusus-147	343	34	entropy	entropy	NOUN
fusus-147	343	35	alloys	alloy	NOUN
fusus-147	343	36	by	by	ADP
fusus-147	343	37	artificial	artificial	ADJ
fusus-147	343	38	neural	neural	ADJ
fusus-147	343	39	network	network	NOUN
fusus-147	343	40	,	,	PUNCT
fusus-147	343	41	computational	computational	ADJ
fusus-147	343	42	materials	material	NOUN
fusus-147	343	43	science	science	NOUN
fusus-147	343	44	.	.	PUNCT
fusus-147	344	1	223	223	NUM
fusus-147	344	2	(	(	PUNCT
fusus-147	344	3	2023	2023	NUM
fusus-147	344	4	)	)	PUNCT
fusus-147	344	5	112129	112129	NUM
fusus-147	344	6	.	.	PUNCT
fusus-147	345	1	https://doi.org/10.1016/j.commatsci.2023.112129	https://doi.org/10.1016/j.commatsci.2023.112129	NOUN
fusus-147	345	2	.	.	PUNCT
fusus-147	346	1	[	[	X
fusus-147	346	2	25	25	NUM
fusus-147	346	3	]	]	SYM
fusus-147	346	4	s.y	s.y	PROPN
fusus-147	346	5	.	.	PROPN
fusus-147	346	6	lee	lee	PROPN
fusus-147	346	7	,	,	PUNCT
fusus-147	346	8	s.	s.	PROPN
fusus-147	346	9	byeon	byeon	PROPN
fusus-147	346	10	,	,	PUNCT
fusus-147	346	11	h.s	h.s	PROPN
fusus-147	346	12	.	.	PROPN
fusus-147	346	13	kim	kim	PROPN
fusus-147	346	14	,	,	PUNCT
fusus-147	346	15	h.	h.	PROPN
fusus-147	346	16	jin	jin	PROPN
fusus-147	346	17	,	,	PUNCT
fusus-147	346	18	s.	s.	PROPN
fusus-147	346	19	lee	lee	PROPN
fusus-147	346	20	,	,	PUNCT
fusus-147	346	21	deep	deep	ADJ
fusus-147	346	22	learning	learning	NOUN
fusus-147	346	23	-	-	PUNCT
fusus-147	346	24	based	base	VERB
fusus-147	346	25	phase	phase	NOUN
fusus-147	346	26	prediction	prediction	NOUN
fusus-147	346	27	of	of	ADP
fusus-147	346	28	high	high	ADJ
fusus-147	346	29	-	-	PUNCT
fusus-147	346	30	entropy	entropy	NOUN
fusus-147	346	31	alloys	alloy	NOUN
fusus-147	346	32	:	:	PUNCT
fusus-147	346	33	optimization	optimization	NOUN
fusus-147	346	34	,	,	PUNCT
fusus-147	346	35	generation	generation	NOUN
fusus-147	346	36	,	,	PUNCT
fusus-147	346	37	and	and	CCONJ
fusus-147	346	38	explanation	explanation	NOUN
fusus-147	346	39	,	,	PUNCT
fusus-147	346	40	materials	material	NOUN
fusus-147	346	41	&	&	CCONJ
fusus-147	346	42	design	design	NOUN
fusus-147	346	43	.	.	PUNCT
fusus-147	347	1	197	197	NUM
fusus-147	347	2	(	(	PUNCT
fusus-147	347	3	2021	2021	NUM
fusus-147	347	4	)	)	PUNCT
fusus-147	347	5	109260	109260	NUM
fusus-147	347	6	.	.	PUNCT
fusus-147	348	1	https://doi.org/10.1016/j.matdes.2020.109260	https://doi.org/10.1016/j.matdes.2020.109260	NOUN
fusus-147	348	2	.	.	PUNCT
fusus-147	349	1	[	[	X
fusus-147	349	2	26	26	NUM
fusus-147	349	3	]	]	X
fusus-147	349	4	b.	b.	PROPN
fusus-147	349	5	mallick	mallick	PROPN
fusus-147	349	6	,	,	PUNCT
fusus-147	349	7	r.	r.	PROPN
fusus-147	349	8	das	das	PROPN
fusus-147	349	9	,	,	PUNCT
fusus-147	349	10	s.	s.	PROPN
fusus-147	349	11	banik	banik	PROPN
fusus-147	349	12	,	,	PUNCT
fusus-147	349	13	md.f	md.f	NOUN
fusus-147	349	14	.	.	PUNCT
fusus-147	350	1	bin	bin	PROPN
fusus-147	350	2	noor	noor	PROPN
fusus-147	350	3	,	,	PUNCT
fusus-147	350	4	a.	a.	NOUN
fusus-147	350	5	habib	habib	PROPN
fusus-147	350	6	,	,	PUNCT
fusus-147	350	7	performance	performance	NOUN
fusus-147	350	8	enhancement	enhancement	NOUN
fusus-147	350	9	of	of	ADP
fusus-147	350	10	an	an	DET
fusus-147	350	11	automobile	automobile	NOUN
fusus-147	350	12	radiator	radiator	NOUN
fusus-147	350	13	by	by	ADP
fusus-147	350	14	using	use	VERB
fusus-147	350	15	a	a	DET
fusus-147	350	16	nozzle	nozzle	NOUN
fusus-147	350	17	arrangement	arrangement	NOUN
fusus-147	350	18	,	,	PUNCT
fusus-147	350	19	international	international	ADJ
fusus-147	350	20	journal	journal	NOUN
fusus-147	350	21	of	of	ADP
fusus-147	350	22	innovative	innovative	ADJ
fusus-147	350	23	technology	technology	NOUN
fusus-147	350	24	and	and	CCONJ
fusus-147	350	25	exploring	explore	VERB
fusus-147	350	26	engineering	engineering	NOUN
fusus-147	350	27	.	.	PUNCT
fusus-147	351	1	x	x	PUNCT
fusus-147	351	2	(	(	PUNCT
fusus-147	351	3	2019	2019	NUM
fusus-147	351	4	)	)	PUNCT
fusus-147	351	5	.	.	PUNCT
fusus-147	352	1	[	[	X
fusus-147	352	2	27	27	NUM
fusus-147	352	3	]	]	X
fusus-147	352	4	f.	f.	PROPN
fusus-147	352	5	aydin	aydin	PROPN
fusus-147	352	6	,	,	PUNCT
fusus-147	352	7	r.	r.	PROPN
fusus-147	352	8	durgut	durgut	PROPN
fusus-147	352	9	,	,	PUNCT
fusus-147	352	10	estimation	estimation	NOUN
fusus-147	352	11	of	of	ADP
fusus-147	352	12	wear	wear	NOUN
fusus-147	352	13	performance	performance	NOUN
fusus-147	352	14	of	of	ADP
fusus-147	352	15	az91	az91	PROPN
fusus-147	352	16	alloy	alloy	NOUN
fusus-147	352	17	under	under	ADP
fusus-147	352	18	dry	dry	ADJ
fusus-147	352	19	sliding	slide	VERB
fusus-147	352	20	conditions	condition	NOUN
fusus-147	352	21	using	use	VERB
fusus-147	352	22	machine	machine	NOUN
fusus-147	352	23	learning	learning	NOUN
fusus-147	352	24	methods	method	NOUN
fusus-147	352	25	,	,	PUNCT
fusus-147	352	26	transactions	transaction	NOUN
fusus-147	352	27	of	of	ADP
fusus-147	352	28	nonferrous	nonferrous	ADJ
fusus-147	352	29	metals	metal	NOUN
fusus-147	352	30	society	society	NOUN
fusus-147	352	31	of	of	ADP
fusus-147	352	32	china	china	PROPN
fusus-147	352	33	.	.	PUNCT
fusus-147	353	1	31	31	NUM
fusus-147	353	2	(	(	PUNCT
fusus-147	353	3	2021	2021	NUM
fusus-147	353	4	)	)	PUNCT
fusus-147	353	5	125	125	NUM
fusus-147	353	6	–	–	PUNCT
fusus-147	353	7	137	137	NUM
fusus-147	353	8	.	.	PUNCT
fusus-147	353	9	https://doi.org/10.1016/s10036326(20)65482-6	https://doi.org/10.1016/s10036326(20)65482-6	NOUN
fusus-147	353	10	.	.	PUNCT
fusus-147	354	1	[	[	X
fusus-147	354	2	28	28	NUM
fusus-147	354	3	]	]	X
fusus-147	354	4	j.	j.	PROPN
fusus-147	354	5	datta	datta	PROPN
fusus-147	354	6	,	,	PUNCT
fusus-147	354	7	d.	d.	PROPN
fusus-147	354	8	datta	datta	PROPN
fusus-147	354	9	,	,	PUNCT
fusus-147	354	10	v.	v.	PROPN
fusus-147	354	11	sharma	sharma	PROPN
fusus-147	354	12	,	,	PUNCT
fusus-147	354	13	transferable	transferable	ADJ
fusus-147	354	14	and	and	CCONJ
fusus-147	354	15	robust	robust	ADJ
fusus-147	354	16	machine	machine	NOUN
fusus-147	354	17	learning	learning	NOUN
fusus-147	354	18	model	model	NOUN
fusus-147	354	19	for	for	ADP
fusus-147	354	20	predicting	predict	VERB
fusus-147	354	21	stability	stability	NOUN
fusus-147	354	22	of	of	ADP
fusus-147	354	23	si	si	PROPN
fusus-147	354	24	anodes	anode	NOUN
fusus-147	354	25	for	for	ADP
fusus-147	354	26	multivalent	multivalent	NOUN
fusus-147	354	27	cation	cation	NOUN
fusus-147	354	28	batteries	battery	NOUN
fusus-147	354	29	,	,	PUNCT
fusus-147	354	30	j	j	PROPN
fusus-147	354	31	mater	mater	NOUN
fusus-147	354	32	sci	sci	PROPN
fusus-147	354	33	.	.	PROPN
fusus-147	355	1	58	58	NUM
fusus-147	355	2	(	(	PUNCT
fusus-147	355	3	2023	2023	NUM
fusus-147	355	4	)	)	PUNCT
fusus-147	355	5	11085–11099	11085–11099	NUM
fusus-147	355	6	.	.	PUNCT
fusus-147	356	1	https://doi.org/10.1007/s10853-023-08705-y	https://doi.org/10.1007/s10853-023-08705-y	X
fusus-147	356	2	.	.	PUNCT
fusus-147	357	1	[	[	X
fusus-147	357	2	29	29	NUM
fusus-147	357	3	]	]	X
fusus-147	357	4	k.g	k.g	PROPN
fusus-147	357	5	.	.	PROPN
fusus-147	357	6	naik	naik	PROPN
fusus-147	357	7	,	,	PUNCT
fusus-147	357	8	b.s	b.s	PROPN
fusus-147	357	9	.	.	PROPN
fusus-147	357	10	vishnugopi	vishnugopi	PROPN
fusus-147	357	11	,	,	PUNCT
fusus-147	357	12	j.	j.	PROPN
fusus-147	357	13	datta	datta	PROPN
fusus-147	357	14	,	,	PUNCT
fusus-147	357	15	d.	d.	PROPN
fusus-147	357	16	datta	datta	PROPN
fusus-147	357	17	,	,	PUNCT
fusus-147	357	18	p.p	p.p	PROPN
fusus-147	357	19	.	.	PROPN
fusus-147	357	20	mukherjee	mukherjee	PROPN
fusus-147	357	21	,	,	PUNCT
fusus-147	357	22	electro	electro	NOUN
fusus-147	357	23	-	-	PUNCT
fusus-147	357	24	chemo	chemo	NOUN
fusus-147	357	25	-	-	PUNCT
fusus-147	357	26	mechanical	mechanical	ADJ
fusus-147	357	27	challenges	challenge	NOUN
fusus-147	357	28	and	and	CCONJ
fusus-147	357	29	perspective	perspective	NOUN
fusus-147	357	30	in	in	ADP
fusus-147	357	31	lithium	lithium	NOUN
fusus-147	357	32	metal	metal	NOUN
fusus-147	357	33	batteries	battery	NOUN
fusus-147	357	34	,	,	PUNCT
fusus-147	357	35	applied	apply	VERB
fusus-147	357	36	mechanics	mechanic	NOUN
fusus-147	357	37	reviews	review	NOUN
fusus-147	357	38	.	.	PUNCT
fusus-147	358	1	75	75	NUM
fusus-147	358	2	(	(	PUNCT
fusus-147	358	3	2023	2023	NUM
fusus-147	358	4	)	)	PUNCT
fusus-147	358	5	.	.	PUNCT
fusus-147	359	1	https://doi.org/10.1115/1.4057039	https://doi.org/10.1115/1.4057039	PROPN
fusus-147	359	2	.	.	PUNCT
fusus-147	360	1	[	[	X
fusus-147	360	2	30	30	NUM
fusus-147	360	3	]	]	X
fusus-147	360	4	r.	r.	PROPN
fusus-147	360	5	machaka	machaka	PROPN
fusus-147	360	6	,	,	PUNCT
fusus-147	360	7	machine	machine	NOUN
fusus-147	360	8	learning	learning	NOUN
fusus-147	360	9	-	-	PUNCT
fusus-147	360	10	based	base	VERB
fusus-147	360	11	prediction	prediction	NOUN
fusus-147	360	12	of	of	ADP
fusus-147	360	13	phases	phase	NOUN
fusus-147	360	14	in	in	ADP
fusus-147	360	15	high	high	ADJ
fusus-147	360	16	-	-	PUNCT
fusus-147	360	17	entropy	entropy	NOUN
fusus-147	360	18	alloys	alloy	NOUN
fusus-147	360	19	,	,	PUNCT
fusus-147	360	20	computational	computational	ADJ
fusus-147	360	21	materials	material	NOUN
fusus-147	360	22	science	science	NOUN
fusus-147	360	23	.	.	PUNCT
fusus-147	361	1	188	188	NUM
fusus-147	361	2	(	(	PUNCT
fusus-147	361	3	2021	2021	NUM
fusus-147	361	4	)	)	PUNCT
fusus-147	361	5	110244	110244	NUM
fusus-147	361	6	.	.	PUNCT
fusus-147	362	1	https://doi.org/10.1016/j.commatsci.2020.110244	https://doi.org/10.1016/j.commatsci.2020.110244	PROPN
fusus-147	362	2	.	.	PUNCT
fusus-147	363	1	[	[	X
fusus-147	363	2	31	31	NUM
fusus-147	363	3	]	]	X
fusus-147	363	4	u.	u.	NOUN
fusus-147	363	5	bhandari	bhandari	PROPN
fusus-147	363	6	,	,	PUNCT
fusus-147	363	7	md.r	md.r	NUM
fusus-147	363	8	.	.	PUNCT
fusus-147	364	1	rafi	rafi	PROPN
fusus-147	364	2	,	,	PUNCT
fusus-147	364	3	c.	c.	PROPN
fusus-147	364	4	zhang	zhang	PROPN
fusus-147	364	5	,	,	PUNCT
fusus-147	364	6	s.	s.	PROPN
fusus-147	364	7	yang	yang	PROPN
fusus-147	364	8	,	,	PUNCT
fusus-147	364	9	yield	yield	NOUN
fusus-147	364	10	strength	strength	NOUN
fusus-147	364	11	prediction	prediction	NOUN
fusus-147	364	12	of	of	ADP
fusus-147	364	13	high	high	ADJ
fusus-147	364	14	-	-	PUNCT
fusus-147	364	15	entropy	entropy	NOUN
fusus-147	364	16	alloys	alloy	NOUN
fusus-147	364	17	using	use	VERB
fusus-147	364	18	machine	machine	NOUN
fusus-147	364	19	learning	learning	NOUN
fusus-147	364	20	,	,	PUNCT
fusus-147	364	21	materials	material	NOUN
fusus-147	364	22	today	today	NOUN
fusus-147	364	23	communications	communication	NOUN
fusus-147	364	24	.	.	PUNCT
fusus-147	365	1	26	26	NUM
fusus-147	365	2	(	(	PUNCT
fusus-147	365	3	2021	2021	NUM
fusus-147	365	4	)	)	PUNCT
fusus-147	365	5	101871	101871	NUM
fusus-147	365	6	.	.	PUNCT
fusus-147	366	1	https://doi.org/10.1016/j.mtcomm.2020.101871	https://doi.org/10.1016/j.mtcomm.2020.101871	PROPN
fusus-147	366	2	.	.	PUNCT
fusus-147	367	1	[	[	X
fusus-147	367	2	32	32	NUM
fusus-147	367	3	]	]	X
fusus-147	367	4	y.v	y.v	PROPN
fusus-147	367	5	.	.	PROPN
fusus-147	367	6	krishna	krishna	PROPN
fusus-147	367	7	,	,	PUNCT
fusus-147	367	8	u.k	u.k	PROPN
fusus-147	367	9	.	.	PROPN
fusus-147	367	10	jaiswal	jaiswal	PROPN
fusus-147	367	11	,	,	PUNCT
fusus-147	367	12	r.m	r.m	PROPN
fusus-147	367	13	.	.	PROPN
fusus-147	367	14	r	r	NOUN
fusus-147	367	15	,	,	PUNCT
fusus-147	367	16	machine	machine	NOUN
fusus-147	367	17	learning	learn	VERB
fusus-147	367	18	approach	approach	NOUN
fusus-147	367	19	to	to	PART
fusus-147	367	20	predict	predict	VERB
fusus-147	367	21	new	new	ADJ
fusus-147	367	22	multiphase	multiphase	PROPN
fusus-147	367	23	high	high	ADJ
fusus-147	367	24	entropy	entropy	PROPN
fusus-147	367	25	alloys	alloy	NOUN
fusus-147	367	26	,	,	PUNCT
fusus-147	367	27	scripta	scripta	PROPN
fusus-147	367	28	materialia	materialia	PROPN
fusus-147	367	29	.	.	PUNCT
fusus-147	368	1	197	197	NUM
fusus-147	368	2	(	(	PUNCT
fusus-147	368	3	2021	2021	NUM
fusus-147	368	4	)	)	PUNCT
fusus-147	368	5	113804	113804	NUM
fusus-147	368	6	.	.	PUNCT
fusus-147	369	1	https://doi.org/10.1016/j.scriptamat.2021.113804	https://doi.org/10.1016/j.scriptamat.2021.113804	NOUN
fusus-147	369	2	.	.	PUNCT
fusus-147	370	1	[	[	X
fusus-147	370	2	33	33	NUM
fusus-147	370	3	]	]	PUNCT
fusus-147	370	4	w.	w.	PROPN
fusus-147	370	5	huang	huang	PROPN
fusus-147	370	6	,	,	PUNCT
fusus-147	370	7	p.	p.	PROPN
fusus-147	370	8	martin	martin	PROPN
fusus-147	370	9	,	,	PUNCT
fusus-147	370	10	h.l	h.l	PROPN
fusus-147	370	11	.	.	PROPN
fusus-147	370	12	zhuang	zhuang	PROPN
fusus-147	370	13	,	,	PUNCT
fusus-147	370	14	machine	machine	NOUN
fusus-147	370	15	-	-	PUNCT
fusus-147	370	16	learning	learn	VERB
fusus-147	370	17	phase	phase	NOUN
fusus-147	370	18	prediction	prediction	NOUN
fusus-147	370	19	of	of	ADP
fusus-147	370	20	high	high	ADJ
fusus-147	370	21	-	-	PUNCT
fusus-147	370	22	entropy	entropy	NOUN
fusus-147	370	23	alloys	alloy	NOUN
fusus-147	370	24	,	,	PUNCT
fusus-147	370	25	acta	acta	PROPN
fusus-147	370	26	materialia	materialia	PROPN
fusus-147	370	27	.	.	PUNCT
fusus-147	371	1	169	169	NUM
fusus-147	371	2	(	(	PUNCT
fusus-147	371	3	2019	2019	NUM
fusus-147	371	4	)	)	PUNCT
fusus-147	372	1	225–236	225–236	NUM
fusus-147	372	2	.	.	PUNCT
fusus-147	372	3	https://doi.org/10.1016/j.actamat.2019.03.012	https://doi.org/10.1016/j.actamat.2019.03.012	PROPN
fusus-147	372	4	.	.	PUNCT
fusus-147	373	1	[	[	X
fusus-147	373	2	34	34	NUM
fusus-147	373	3	]	]	X
fusus-147	373	4	s.	s.	PROPN
fusus-147	373	5	guo	guo	PROPN
fusus-147	373	6	,	,	PUNCT
fusus-147	373	7	c.t	c.t	PROPN
fusus-147	373	8	.	.	PROPN
fusus-147	373	9	liu	liu	PROPN
fusus-147	373	10	,	,	PUNCT
fusus-147	373	11	phase	phase	NOUN
fusus-147	373	12	stability	stability	NOUN
fusus-147	373	13	in	in	ADP
fusus-147	373	14	high	high	ADJ
fusus-147	373	15	entropy	entropy	NOUN
fusus-147	373	16	alloys	alloy	NOUN
fusus-147	373	17	:	:	PUNCT
fusus-147	373	18	formation	formation	NOUN
fusus-147	373	19	of	of	ADP
fusus-147	373	20	solid	solid	ADJ
fusus-147	373	21	-	-	PUNCT
fusus-147	373	22	solution	solution	NOUN
fusus-147	373	23	phase	phase	NOUN
fusus-147	373	24	or	or	CCONJ
fusus-147	373	25	amorphous	amorphous	ADJ
fusus-147	373	26	phase	phase	NOUN
fusus-147	373	27	,	,	PUNCT
fusus-147	373	28	progress	progress	NOUN
fusus-147	373	29	in	in	ADP
fusus-147	373	30	natural	natural	ADJ
fusus-147	373	31	science	science	NOUN
fusus-147	373	32	:	:	PUNCT
fusus-147	373	33	materials	material	NOUN
fusus-147	373	34	international	international	ADJ
fusus-147	373	35	.	.	PUNCT
fusus-147	374	1	21	21	NUM
fusus-147	374	2	(	(	PUNCT
fusus-147	374	3	2011	2011	NUM
fusus-147	374	4	)	)	PUNCT
fusus-147	375	1	433–446	433–446	NUM
fusus-147	375	2	.	.	PUNCT
fusus-147	375	3	https://doi.org/10.1016/s1002-0071(12)60080-x	https://doi.org/10.1016/s1002-0071(12)60080-x	NOUN
fusus-147	375	4	.	.	PUNCT
fusus-147	376	1	[	[	X
fusus-147	376	2	35	35	NUM
fusus-147	376	3	]	]	X
fusus-147	376	4	c.e	c.e	PROPN
fusus-147	376	5	.	.	PROPN
fusus-147	376	6	precker	precker	PROPN
fusus-147	376	7	,	,	PUNCT
fusus-147	376	8	a.	a.	PROPN
fusus-147	376	9	gregores	gregores	PROPN
fusus-147	376	10	coto	coto	PROPN
fusus-147	376	11	,	,	PUNCT
fusus-147	376	12	s.	s.	PROPN
fusus-147	376	13	muíños	muíños	VERB
fusus-147	376	14	landín	landín	ADJ
fusus-147	376	15	,	,	PUNCT
fusus-147	376	16	materials	material	NOUN
fusus-147	376	17	for	for	ADP
fusus-147	376	18	design	design	NOUN
fusus-147	376	19	open	open	ADJ
fusus-147	376	20	repository	repository	NOUN
fusus-147	376	21	.	.	PUNCT
fusus-147	377	1	high	high	ADJ
fusus-147	377	2	entropy	entropy	NOUN
fusus-147	377	3	alloys	alloy	NOUN
fusus-147	377	4	,	,	PUNCT
fusus-147	377	5	(	(	PUNCT
fusus-147	377	6	2021	2021	NUM
fusus-147	377	7	)	)	PUNCT
fusus-147	377	8	.	.	PUNCT
fusus-147	378	1	https://doi.org/10.5281/zenodo.6403257	https://doi.org/10.5281/zenodo.6403257	NOUN
fusus-147	378	2	.	.	PUNCT
fusus-147	379	1	[	[	X
fusus-147	379	2	36	36	NUM
fusus-147	379	3	]	]	X
fusus-147	379	4	r.	r.	PROPN
fusus-147	379	5	machaka	machaka	PROPN
fusus-147	379	6	,	,	PUNCT
fusus-147	379	7	dataset	dataset	VERB
fusus-147	379	8	for	for	ADP
fusus-147	379	9	high	high	ADJ
fusus-147	379	10	-	-	PUNCT
fusus-147	379	11	entropy	entropy	NOUN
fusus-147	379	12	alloys	alloy	NOUN
fusus-147	379	13	phases	phase	NOUN
fusus-147	379	14	,	,	PUNCT
fusus-147	379	15	3	3	NUM
fusus-147	379	16	(	(	PUNCT
fusus-147	379	17	2021	2021	NUM
fusus-147	379	18	)	)	PUNCT
fusus-147	379	19	.	.	PUNCT
fusus-147	380	1	https://doi.org/10.17632/7fhwrgfh2s.3	https://doi.org/10.17632/7fhwrgfh2s.3	NOUN
fusus-147	380	2	.	.	PUNCT
fusus-147	381	1	[	[	X
fusus-147	381	2	37	37	NUM
fusus-147	381	3	]	]	X
fusus-147	381	4	s.	s.	PROPN
fusus-147	381	5	fang	fang	PROPN
fusus-147	381	6	,	,	PUNCT
fusus-147	381	7	x.	x.	PROPN
fusus-147	381	8	xiao	xiao	PROPN
fusus-147	381	9	,	,	PUNCT
fusus-147	381	10	l.	l.	PROPN
fusus-147	381	11	xia	xia	PROPN
fusus-147	381	12	,	,	PUNCT
fusus-147	381	13	w.	w.	PROPN
fusus-147	381	14	li	li	PROPN
fusus-147	381	15	,	,	PUNCT
fusus-147	381	16	y.	y.	PROPN
fusus-147	381	17	dong	dong	PROPN
fusus-147	381	18	,	,	PUNCT
fusus-147	381	19	relationship	relationship	NOUN
fusus-147	381	20	between	between	ADP
fusus-147	381	21	the	the	DET
fusus-147	381	22	widths	width	NOUN
fusus-147	381	23	of	of	ADP
fusus-147	381	24	supercooled	supercoole	VERB
fusus-147	381	25	liquid	liquid	ADJ
fusus-147	381	26	regions	region	NOUN
fusus-147	381	27	and	and	CCONJ
fusus-147	381	28	bond	bond	NOUN
fusus-147	381	29	parameters	parameter	NOUN
fusus-147	381	30	of	of	ADP
fusus-147	381	31	mg	mg	PROPN
fusus-147	381	32	-	-	PUNCT
fusus-147	381	33	based	base	VERB
fusus-147	381	34	bulk	bulk	ADJ
fusus-147	381	35	metallic	metallic	ADJ
fusus-147	381	36	glasses	glass	NOUN
fusus-147	381	37	,	,	PUNCT
fusus-147	381	38	journal	journal	NOUN
fusus-147	381	39	of	of	ADP
fusus-147	381	40	non	non	ADJ
fusus-147	381	41	crystalline	crystalline	NOUN
fusus-147	381	42	solids	solid	NOUN
fusus-147	381	43	.	.	PUNCT
fusus-147	382	1	321	321	NUM
fusus-147	382	2	(	(	PUNCT
fusus-147	382	3	2003	2003	NUM
fusus-147	382	4	)	)	PUNCT
fusus-147	382	5	120	120	NUM
fusus-147	382	6	–	–	SYM
fusus-147	382	7	125	125	NUM
fusus-147	382	8	.	.	PUNCT
fusus-147	382	9	https://doi.org/10.1016/s00223093(03)00155-8	https://doi.org/10.1016/s00223093(03)00155-8	PROPN
fusus-147	382	10	.	.	PUNCT
fusus-147	383	1	mfb	mfb	PROPN
fusus-147	383	2	.	.	PROPN
fusus-147	384	1	noor	noor	PROPN
fusus-147	384	2	et	et	PROPN
fusus-147	384	3	al	al	PROPN
fusus-147	384	4	.	.	PROPN
fusus-147	384	5	/future	/future	PROPN
fusus-147	385	1	sustainability	sustainability	PROPN
fusus-147	385	2	february	february	PROPN
fusus-147	385	3	2024|	2024|	PROPN
fusus-147	385	4	volume	volume	NOUN
fusus-147	385	5	02	02	NUM
fusus-147	386	1	|	|	NOUN
fusus-147	386	2	issue	issue	NOUN
fusus-147	386	3	01	01	NUM
fusus-147	387	1	|	|	ADV
fusus-147	387	2	pages	page	VERB
fusus-147	387	3	47	47	NUM
fusus-147	387	4	-	-	SYM
fusus-147	387	5	58	58	NUM
fusus-147	387	6	58	58	NUM
fusus-147	388	1	[	[	X
fusus-147	388	2	38	38	NUM
fusus-147	388	3	]	]	X
fusus-147	388	4	y.	y.	PROPN
fusus-147	388	5	zhang	zhang	PROPN
fusus-147	388	6	,	,	PUNCT
fusus-147	388	7	y.	y.	PROPN
fusus-147	388	8	zhou	zhou	PROPN
fusus-147	388	9	,	,	PUNCT
fusus-147	388	10	j.	j.	PROPN
fusus-147	388	11	lin	lin	PROPN
fusus-147	388	12	,	,	PUNCT
fusus-147	388	13	g.	g.	PROPN
fusus-147	388	14	chen	chen	PROPN
fusus-147	388	15	,	,	PUNCT
fusus-147	388	16	p.	p.	PROPN
fusus-147	388	17	liaw	liaw	PROPN
fusus-147	388	18	,	,	PUNCT
fusus-147	388	19	solid‐	solid‐	VERB
fusus-147	388	20	solution	solution	NOUN
fusus-147	388	21	phase	phase	NOUN
fusus-147	388	22	formation	formation	NOUN
fusus-147	388	23	rules	rule	NOUN
fusus-147	388	24	for	for	ADP
fusus-147	388	25	multi‐component	multi‐component	ADJ
fusus-147	388	26	alloys	alloy	NOUN
fusus-147	388	27	,	,	PUNCT
fusus-147	388	28	advanced	advanced	ADJ
fusus-147	388	29	engineering	engineering	NOUN
fusus-147	388	30	materials	material	NOUN
fusus-147	388	31	.	.	PUNCT
fusus-147	389	1	10	10	NUM
fusus-147	389	2	(	(	PUNCT
fusus-147	389	3	2008	2008	NUM
fusus-147	389	4	)	)	PUNCT
fusus-147	390	1	534–538	534–538	NUM
fusus-147	390	2	.	.	PUNCT
fusus-147	391	1	https://doi.org/10.1002/adem.200700240	https://doi.org/10.1002/adem.200700240	NOUN
fusus-147	391	2	.	.	PUNCT
fusus-147	392	1	[	[	X
fusus-147	392	2	39	39	NUM
fusus-147	392	3	]	]	X
fusus-147	392	4	c.t	c.t	PROPN
fusus-147	392	5	.	.	PROPN
fusus-147	392	6	liu	liu	PROPN
fusus-147	392	7	,	,	PUNCT
fusus-147	392	8	physical	physical	ADJ
fusus-147	392	9	metallurgy	metallurgy	NOUN
fusus-147	392	10	and	and	CCONJ
fusus-147	392	11	mechanical	mechanical	ADJ
fusus-147	392	12	properties	property	NOUN
fusus-147	392	13	of	of	ADP
fusus-147	392	14	ductile	ductile	NOUN
fusus-147	392	15	ordered	order	VERB
fusus-147	392	16	alloys	alloy	NOUN
fusus-147	392	17	(	(	PUNCT
fusus-147	392	18	fe	fe	X
fusus-147	392	19	,	,	PUNCT
fusus-147	392	20	co	co	NOUN
fusus-147	392	21	,	,	PUNCT
fusus-147	392	22	ni)3	ni)3	PROPN
fusus-147	392	23	v	v	NOUN
fusus-147	392	24	,	,	PUNCT
fusus-147	392	25	international	international	ADJ
fusus-147	392	26	metals	metal	NOUN
fusus-147	392	27	reviews	review	NOUN
fusus-147	392	28	.	.	PUNCT
fusus-147	393	1	29	29	NUM
fusus-147	393	2	(	(	PUNCT
fusus-147	393	3	1984	1984	NUM
fusus-147	393	4	)	)	PUNCT
fusus-147	393	5	168–194	168–194	NUM
fusus-147	393	6	.	.	PUNCT
fusus-147	394	1	https://doi.org/10.1179/imtr.1984.29.1.168	https://doi.org/10.1179/imtr.1984.29.1.168	NOUN
fusus-147	394	2	.	.	PUNCT
fusus-147	395	1	[	[	X
fusus-147	395	2	40	40	NUM
fusus-147	395	3	]	]	X
fusus-147	395	4	j.h	j.h	PROPN
fusus-147	395	5	.	.	PROPN
fusus-147	395	6	zhu	zhu	PROPN
fusus-147	395	7	,	,	PUNCT
fusus-147	395	8	p.k	p.k	PROPN
fusus-147	395	9	.	.	PROPN
fusus-147	395	10	liaw	liaw	PROPN
fusus-147	395	11	,	,	PUNCT
fusus-147	395	12	c.t	c.t	PROPN
fusus-147	395	13	.	.	PROPN
fusus-147	395	14	liu	liu	PROPN
fusus-147	395	15	,	,	PUNCT
fusus-147	395	16	effect	effect	NOUN
fusus-147	395	17	of	of	ADP
fusus-147	395	18	electron	electron	NOUN
fusus-147	395	19	concentration	concentration	NOUN
fusus-147	395	20	on	on	ADP
fusus-147	395	21	the	the	DET
fusus-147	395	22	phase	phase	NOUN
fusus-147	395	23	stability	stability	NOUN
fusus-147	395	24	of	of	ADP
fusus-147	395	25	nbcr2	nbcr2	NOUN
fusus-147	395	26	-	-	PUNCT
fusus-147	395	27	based	base	VERB
fusus-147	395	28	laves	lave	NOUN
fusus-147	395	29	phase	phase	NOUN
fusus-147	395	30	alloys	alloy	NOUN
fusus-147	395	31	,	,	PUNCT
fusus-147	395	32	materials	material	NOUN
fusus-147	395	33	science	science	NOUN
fusus-147	395	34	and	and	CCONJ
fusus-147	395	35	engineering	engineering	NOUN
fusus-147	395	36	:	:	PUNCT
fusus-147	395	37	a.	a.	NOUN
fusus-147	395	38	239–240	239–240	NUM
fusus-147	395	39	(	(	PUNCT
fusus-147	395	40	1997	1997	NUM
fusus-147	395	41	)	)	PUNCT
fusus-147	396	1	260–264	260–264	NUM
fusus-147	396	2	.	.	PUNCT
fusus-147	397	1	https://doi.org/10.1016/s0921-5093(97)00590-x	https://doi.org/10.1016/s0921-5093(97)00590-x	NOUN
fusus-147	397	2	.	.	PUNCT
fusus-147	398	1	[	[	X
fusus-147	398	2	41	41	NUM
fusus-147	398	3	]	]	X
fusus-147	398	4	classification	classification	NOUN
fusus-147	398	5	of	of	ADP
fusus-147	398	6	bulk	bulk	ADJ
fusus-147	398	7	metallic	metallic	ADJ
fusus-147	398	8	glasses	glass	NOUN
fusus-147	398	9	by	by	ADP
fusus-147	398	10	atomic	atomic	ADJ
fusus-147	398	11	size	size	NOUN
fusus-147	398	12	difference	difference	NOUN
fusus-147	398	13	,	,	PUNCT
fusus-147	398	14	heat	heat	NOUN
fusus-147	398	15	of	of	ADP
fusus-147	398	16	mixing	mixing	NOUN
fusus-147	398	17	and	and	CCONJ
fusus-147	398	18	period	period	NOUN
fusus-147	398	19	of	of	ADP
fusus-147	398	20	constituent	constituent	ADJ
fusus-147	398	21	elements	element	NOUN
fusus-147	398	22	and	and	CCONJ
fusus-147	398	23	its	its	PRON
fusus-147	398	24	application	application	NOUN
fusus-147	398	25	to	to	ADP
fusus-147	398	26	characterization	characterization	NOUN
fusus-147	398	27	of	of	ADP
fusus-147	398	28	the	the	DET
fusus-147	398	29	main	main	ADJ
fusus-147	398	30	alloying	alloying	NOUN
fusus-147	398	31	element	element	NOUN
fusus-147	398	32	,	,	PUNCT
fusus-147	398	33	(	(	PUNCT
fusus-147	398	34	n.d	n.d	PROPN
fusus-147	398	35	.	.	PROPN
fusus-147	398	36	)	)	PUNCT
fusus-147	398	37	.	.	PUNCT
fusus-147	399	1	https://www.jstage.jst.go.jp/article/matertrans/46/	https://www.jstage.jst.go.jp/article/matertrans/46/	ADJ
fusus-147	399	2	12/46_12_2817/_article	12/46_12_2817/_article	NOUN
fusus-147	399	3	(	(	PUNCT
fusus-147	399	4	accessed	access	VERB
fusus-147	399	5	august	august	PROPN
fusus-147	399	6	25	25	NUM
fusus-147	399	7	,	,	PUNCT
fusus-147	399	8	2023	2023	NUM
fusus-147	399	9	)	)	PUNCT
fusus-147	399	10	.	.	PUNCT
fusus-147	400	1	[	[	X
fusus-147	400	2	42	42	NUM
fusus-147	400	3	]	]	X
fusus-147	400	4	w.	w.	PROPN
fusus-147	400	5	mckinney	mckinney	PROPN
fusus-147	400	6	,	,	PUNCT
fusus-147	400	7	python	python	NOUN
fusus-147	400	8	for	for	ADP
fusus-147	400	9	data	data	NOUN
fusus-147	400	10	analysis	analysis	NOUN
fusus-147	400	11	:	:	PUNCT
fusus-147	400	12	data	datum	NOUN
fusus-147	400	13	wrangling	wrangle	VERB
fusus-147	400	14	with	with	ADP
fusus-147	400	15	pandas	panda	NOUN
fusus-147	400	16	,	,	PUNCT
fusus-147	400	17	numpy	numpy	NOUN
fusus-147	400	18	,	,	PUNCT
fusus-147	400	19	and	and	CCONJ
fusus-147	400	20	ipython	ipython	NOUN
fusus-147	400	21	,	,	PUNCT
fusus-147	400	22	second	second	ADJ
fusus-147	400	23	edition	edition	NOUN
fusus-147	400	24	,	,	PUNCT
fusus-147	400	25	o’reilly	o’reilly	ADV
fusus-147	400	26	media	medium	NOUN
fusus-147	400	27	,	,	PUNCT
fusus-147	400	28	inc	inc	PROPN
fusus-147	400	29	.	.	PROPN
fusus-147	400	30	,	,	PUNCT
fusus-147	400	31	2017	2017	NUM
fusus-147	400	32	.	.	PUNCT
fusus-147	401	1	[	[	X
fusus-147	401	2	43	43	NUM
fusus-147	401	3	]	]	PUNCT
fusus-147	401	4	m.	m.	NOUN
fusus-147	401	5	abadi	abadi	PROPN
fusus-147	401	6	,	,	PUNCT
fusus-147	401	7	p.	p.	PROPN
fusus-147	401	8	barham	barham	PROPN
fusus-147	401	9	,	,	PUNCT
fusus-147	401	10	j.	j.	PROPN
fusus-147	401	11	chen	chen	PROPN
fusus-147	401	12	,	,	PUNCT
fusus-147	401	13	z.	z.	PROPN
fusus-147	401	14	chen	chen	PROPN
fusus-147	401	15	,	,	PUNCT
fusus-147	401	16	a.	a.	PROPN
fusus-147	401	17	davis	davis	PROPN
fusus-147	401	18	,	,	PUNCT
fusus-147	401	19	j.	j.	PROPN
fusus-147	401	20	dean	dean	PROPN
fusus-147	401	21	,	,	PUNCT
fusus-147	401	22	m.	m.	NOUN
fusus-147	401	23	devin	devin	PROPN
fusus-147	401	24	,	,	PUNCT
fusus-147	401	25	s.	s.	PROPN
fusus-147	401	26	ghemawat	ghemawat	PROPN
fusus-147	401	27	,	,	PUNCT
fusus-147	401	28	g.	g.	PROPN
fusus-147	401	29	irving	irving	PROPN
fusus-147	401	30	,	,	PUNCT
fusus-147	401	31	m.	m.	NOUN
fusus-147	401	32	isard	isard	PROPN
fusus-147	401	33	,	,	PUNCT
fusus-147	401	34	m.	m.	PROPN
fusus-147	401	35	kudlur	kudlur	PROPN
fusus-147	401	36	,	,	PUNCT
fusus-147	401	37	j.	j.	PROPN
fusus-147	401	38	levenberg	levenberg	PROPN
fusus-147	401	39	,	,	PUNCT
fusus-147	401	40	r.	r.	PROPN
fusus-147	401	41	monga	monga	PROPN
fusus-147	401	42	,	,	PUNCT
fusus-147	401	43	s.	s.	PROPN
fusus-147	401	44	moore	moore	PROPN
fusus-147	401	45	,	,	PUNCT
fusus-147	401	46	d.g	d.g	PROPN
fusus-147	401	47	.	.	PROPN
fusus-147	401	48	murray	murray	PROPN
fusus-147	401	49	,	,	PUNCT
fusus-147	401	50	b.	b.	PROPN
fusus-147	401	51	steiner	steiner	PROPN
fusus-147	401	52	,	,	PUNCT
fusus-147	401	53	p.	p.	PROPN
fusus-147	401	54	tucker	tucker	PROPN
fusus-147	401	55	,	,	PUNCT
fusus-147	401	56	v.	v.	PROPN
fusus-147	401	57	vasudevan	vasudevan	PROPN
fusus-147	401	58	,	,	PUNCT
fusus-147	401	59	p.	p.	PROPN
fusus-147	401	60	warden	warden	PROPN
fusus-147	401	61	,	,	PUNCT
fusus-147	401	62	m.	m.	NOUN
fusus-147	401	63	wicke	wicke	PROPN
fusus-147	401	64	,	,	PUNCT
fusus-147	401	65	y.	y.	PROPN
fusus-147	401	66	yu	yu	PROPN
fusus-147	401	67	,	,	PUNCT
fusus-147	401	68	x.	x.	PROPN
fusus-147	401	69	zheng	zheng	PROPN
fusus-147	401	70	,	,	PUNCT
fusus-147	401	71	tensorflow	tensorflow	NOUN
fusus-147	401	72	:	:	PUNCT
fusus-147	401	73	a	a	DET
fusus-147	401	74	system	system	NOUN
fusus-147	401	75	for	for	ADP
fusus-147	401	76	large	large	ADJ
fusus-147	401	77	-	-	PUNCT
fusus-147	401	78	scale	scale	NOUN
fusus-147	401	79	machine	machine	NOUN
fusus-147	401	80	learning	learning	NOUN
fusus-147	401	81	,	,	PUNCT
fusus-147	401	82	in	in	ADP
fusus-147	401	83	:	:	PUNCT
fusus-147	401	84	proceedings	proceeding	NOUN
fusus-147	401	85	of	of	ADP
fusus-147	401	86	the	the	DET
fusus-147	401	87	12th	12th	ADJ
fusus-147	401	88	usenix	usenix	PROPN
fusus-147	401	89	conference	conference	NOUN
fusus-147	401	90	on	on	ADP
fusus-147	401	91	operating	operating	NOUN
fusus-147	401	92	systems	system	NOUN
fusus-147	401	93	design	design	NOUN
fusus-147	401	94	and	and	CCONJ
fusus-147	401	95	implementation	implementation	NOUN
fusus-147	401	96	,	,	PUNCT
fusus-147	401	97	usenix	usenix	PROPN
fusus-147	401	98	association	association	PROPN
fusus-147	401	99	,	,	PUNCT
fusus-147	401	100	usa	usa	PROPN
fusus-147	401	101	,	,	PUNCT
fusus-147	401	102	2016	2016	NUM
fusus-147	401	103	:	:	PUNCT
fusus-147	402	1	pp	pp	ADP
fusus-147	402	2	.	.	PUNCT
fusus-147	403	1	265–283	265–283	NUM
fusus-147	403	2	.	.	PUNCT
fusus-147	404	1	[	[	X
fusus-147	404	2	44	44	NUM
fusus-147	404	3	]	]	SYM
fusus-147	404	4	m.m	m.m	PROPN
fusus-147	404	5	.	.	PROPN
fusus-147	404	6	lau	lau	PROPN
fusus-147	404	7	,	,	PUNCT
fusus-147	404	8	k.	k.	PROPN
fusus-147	404	9	hann	hann	PROPN
fusus-147	404	10	lim	lim	PROPN
fusus-147	404	11	,	,	PUNCT
fusus-147	404	12	review	review	NOUN
fusus-147	404	13	of	of	ADP
fusus-147	404	14	adaptive	adaptive	ADJ
fusus-147	404	15	activation	activation	NOUN
fusus-147	404	16	function	function	NOUN
fusus-147	404	17	in	in	ADP
fusus-147	404	18	deep	deep	ADJ
fusus-147	404	19	neural	neural	ADJ
fusus-147	404	20	network	network	NOUN
fusus-147	404	21	,	,	PUNCT
fusus-147	404	22	in	in	ADP
fusus-147	404	23	:	:	PUNCT
fusus-147	404	24	2018	2018	NUM
fusus-147	404	25	ieeeembs	ieeeembs	ADJ
fusus-147	404	26	conference	conference	NOUN
fusus-147	404	27	on	on	ADP
fusus-147	404	28	biomedical	biomedical	ADJ
fusus-147	404	29	engineering	engineering	NOUN
fusus-147	404	30	and	and	CCONJ
fusus-147	404	31	sciences	science	NOUN
fusus-147	404	32	(	(	PUNCT
fusus-147	404	33	iecbes	iecbe	NOUN
fusus-147	404	34	)	)	PUNCT
fusus-147	404	35	,	,	PUNCT
fusus-147	404	36	2018	2018	NUM
fusus-147	404	37	:	:	PUNCT
fusus-147	404	38	pp	pp	ADP
fusus-147	404	39	.	.	PUNCT
fusus-147	405	1	686–690	686–690	NUM
fusus-147	405	2	.	.	PUNCT
fusus-147	406	1	https://doi.org/10.1109/iecbes.2018.8626714	https://doi.org/10.1109/iecbes.2018.8626714	PROPN
fusus-147	406	2	.	.	PUNCT
fusus-147	407	1	[	[	X
fusus-147	407	2	45	45	NUM
fusus-147	407	3	]	]	X
fusus-147	407	4	a.l	a.l	PROPN
fusus-147	407	5	.	.	PROPN
fusus-147	407	6	maas	maas	PROPN
fusus-147	407	7	,	,	PUNCT
fusus-147	407	8	rectifier	rectifier	NOUN
fusus-147	407	9	nonlinearities	nonlinearitie	NOUN
fusus-147	407	10	improve	improve	VERB
fusus-147	407	11	neural	neural	ADJ
fusus-147	407	12	network	network	NOUN
fusus-147	407	13	acoustic	acoustic	ADJ
fusus-147	407	14	models	model	NOUN
fusus-147	407	15	,	,	PUNCT
fusus-147	407	16	in	in	ADP
fusus-147	407	17	:	:	PUNCT
fusus-147	407	18	2013	2013	NUM
fusus-147	407	19	.	.	PUNCT
fusus-147	408	1	https://www.semanticscholar.org/paper/rectifiernonlinearities-improve-neural-networkmaas/367f2c63a6f6a10b3b64b8729d601e69337ee3	https://www.semanticscholar.org/paper/rectifiernonlinearities-improve-neural-networkmaas/367f2c63a6f6a10b3b64b8729d601e69337ee3	PROPN
fusus-147	408	2	cc	cc	PROPN
fusus-147	408	3	(	(	PUNCT
fusus-147	408	4	accessed	access	VERB
fusus-147	408	5	august	august	PROPN
fusus-147	408	6	30	30	NUM
fusus-147	408	7	,	,	PUNCT
fusus-147	408	8	2023	2023	NUM
fusus-147	408	9	)	)	PUNCT
fusus-147	408	10	.	.	PUNCT
fusus-147	409	1	[	[	X
fusus-147	409	2	46	46	NUM
fusus-147	409	3	]	]	X
fusus-147	409	4	e.	e.	PROPN
fusus-147	409	5	byvatov	byvatov	PROPN
fusus-147	409	6	,	,	PUNCT
fusus-147	409	7	u.	u.	PROPN
fusus-147	409	8	fechner	fechner	PROPN
fusus-147	409	9	,	,	PUNCT
fusus-147	409	10	j.	j.	PROPN
fusus-147	409	11	sadowski	sadowski	PROPN
fusus-147	409	12	,	,	PUNCT
fusus-147	409	13	g.	g.	PROPN
fusus-147	409	14	schneider	schneider	PROPN
fusus-147	409	15	,	,	PUNCT
fusus-147	409	16	comparison	comparison	NOUN
fusus-147	409	17	of	of	ADP
fusus-147	409	18	support	support	NOUN
fusus-147	409	19	vector	vector	NOUN
fusus-147	409	20	machine	machine	NOUN
fusus-147	409	21	and	and	CCONJ
fusus-147	409	22	artificial	artificial	ADJ
fusus-147	409	23	neural	neural	ADJ
fusus-147	409	24	network	network	NOUN
fusus-147	409	25	systems	system	NOUN
fusus-147	409	26	for	for	ADP
fusus-147	409	27	drug	drug	NOUN
fusus-147	409	28	/	/	SYM
fusus-147	409	29	nondrug	nondrug	NOUN
fusus-147	409	30	classification	classification	NOUN
fusus-147	409	31	,	,	PUNCT
fusus-147	409	32	j	j	PROPN
fusus-147	409	33	chem	chem	PROPN
fusus-147	409	34	inf	inf	PROPN
fusus-147	409	35	comput	comput	PROPN
fusus-147	409	36	sci	sci	PROPN
fusus-147	409	37	.	.	PROPN
fusus-147	410	1	43	43	NUM
fusus-147	410	2	(	(	PUNCT
fusus-147	410	3	2003	2003	NUM
fusus-147	410	4	)	)	PUNCT
fusus-147	410	5	1882–1889	1882–1889	NUM
fusus-147	410	6	.	.	PUNCT
fusus-147	411	1	https://doi.org/10.1021/ci0341161	https://doi.org/10.1021/ci0341161	X
fusus-147	411	2	.	.	PUNCT
fusus-147	412	1	[	[	X
fusus-147	412	2	47	47	NUM
fusus-147	412	3	]	]	PUNCT
fusus-147	412	4	l.	l.	PROPN
fusus-147	412	5	devroye	devroye	PROPN
fusus-147	412	6	,	,	PUNCT
fusus-147	412	7	l.	l.	PROPN
fusus-147	412	8	györfi	györfi	PROPN
fusus-147	412	9	,	,	PUNCT
fusus-147	412	10	g.	g.	PROPN
fusus-147	412	11	lugosi	lugosi	PROPN
fusus-147	412	12	,	,	PUNCT
fusus-147	412	13	a	a	DET
fusus-147	412	14	probabilistic	probabilistic	ADJ
fusus-147	412	15	theory	theory	NOUN
fusus-147	412	16	of	of	ADP
fusus-147	412	17	pattern	pattern	NOUN
fusus-147	412	18	recognition	recognition	NOUN
fusus-147	412	19	,	,	PUNCT
fusus-147	412	20	3	3	X
fusus-147	412	21	.	.	PUNCT
fusus-147	412	22	print	print	NOUN
fusus-147	412	23	,	,	PUNCT
fusus-147	412	24	springer	springer	NOUN
fusus-147	412	25	,	,	PUNCT
fusus-147	412	26	new	new	PROPN
fusus-147	412	27	york	york	PROPN
fusus-147	412	28	,	,	PUNCT
fusus-147	412	29	ny	ny	PROPN
fusus-147	412	30	,	,	PUNCT
fusus-147	412	31	2008	2008	NUM
fusus-147	412	32	.	.	PUNCT
fusus-147	413	1	[	[	X
fusus-147	413	2	48	48	NUM
fusus-147	413	3	]	]	SYM
fusus-147	413	4	j.d	j.d	PROPN
fusus-147	413	5	.	.	PROPN
fusus-147	413	6	kelleher	kelleher	PROPN
fusus-147	413	7	,	,	PUNCT
fusus-147	413	8	b.m	b.m	PROPN
fusus-147	413	9	.	.	PROPN
fusus-147	413	10	namee	namee	PROPN
fusus-147	413	11	,	,	PUNCT
fusus-147	413	12	a.	a.	NOUN
fusus-147	413	13	d’arcy	d’arcy	PROPN
fusus-147	413	14	,	,	PUNCT
fusus-147	413	15	fundamentals	fundamental	NOUN
fusus-147	413	16	of	of	ADP
fusus-147	413	17	machine	machine	NOUN
fusus-147	413	18	learning	learn	VERB
fusus-147	413	19	for	for	ADP
fusus-147	413	20	predictive	predictive	ADJ
fusus-147	413	21	data	datum	NOUN
fusus-147	413	22	analytics	analytic	NOUN
fusus-147	413	23	,	,	PUNCT
fusus-147	413	24	(	(	PUNCT
fusus-147	413	25	n.d	n.d	PROPN
fusus-147	413	26	.	.	PROPN
fusus-147	413	27	)	)	PUNCT
fusus-147	413	28	.	.	PUNCT
fusus-147	414	1	[	[	X
fusus-147	414	2	49	49	NUM
fusus-147	414	3	]	]	PUNCT
fusus-147	414	4	p.	p.	NOUN
fusus-147	414	5	vateekul	vateekul	PROPN
fusus-147	414	6	,	,	PUNCT
fusus-147	414	7	m.	m.	NOUN
fusus-147	414	8	kubat	kubat	PROPN
fusus-147	414	9	,	,	PUNCT
fusus-147	414	10	fast	fast	ADJ
fusus-147	414	11	induction	induction	NOUN
fusus-147	414	12	of	of	ADP
fusus-147	414	13	multiple	multiple	ADJ
fusus-147	414	14	decision	decision	NOUN
fusus-147	414	15	trees	tree	NOUN
fusus-147	414	16	in	in	ADP
fusus-147	414	17	text	text	NOUN
fusus-147	414	18	categorization	categorization	NOUN
fusus-147	414	19	from	from	ADP
fusus-147	414	20	large	large	ADJ
fusus-147	414	21	scale	scale	NOUN
fusus-147	414	22	,	,	PUNCT
fusus-147	414	23	imbalanced	imbalanced	ADJ
fusus-147	414	24	,	,	PUNCT
fusus-147	414	25	and	and	CCONJ
fusus-147	414	26	multi	multi	ADJ
fusus-147	414	27	-	-	ADJ
fusus-147	414	28	label	label	ADJ
fusus-147	414	29	data	datum	NOUN
fusus-147	414	30	,	,	PUNCT
fusus-147	414	31	in	in	ADP
fusus-147	414	32	:	:	PUNCT
fusus-147	414	33	ieee	ieee	NOUN
fusus-147	414	34	computer	computer	NOUN
fusus-147	414	35	society	society	NOUN
fusus-147	414	36	,	,	PUNCT
fusus-147	414	37	2009	2009	NUM
fusus-147	414	38	:	:	PUNCT
fusus-147	415	1	pp	pp	ADP
fusus-147	415	2	.	.	PUNCT
fusus-147	416	1	320–325	320–325	NUM
fusus-147	416	2	.	.	PUNCT
fusus-147	417	1	https://doi.org/10.1109/icdmw.2009.94	https://doi.org/10.1109/icdmw.2009.94	PROPN
fusus-147	417	2	.	.	PUNCT
fusus-147	418	1	[	[	X
fusus-147	418	2	50	50	NUM
fusus-147	418	3	]	]	PUNCT
fusus-147	418	4	a.	a.	NOUN
fusus-147	418	5	oñate	oñate	NOUN
fusus-147	418	6	,	,	PUNCT
fusus-147	418	7	j.p	j.p	PROPN
fusus-147	418	8	.	.	PROPN
fusus-147	418	9	sanhueza	sanhueza	PROPN
fusus-147	418	10	,	,	PUNCT
fusus-147	418	11	d.	d.	PROPN
fusus-147	418	12	zegpi	zegpi	PROPN
fusus-147	418	13	,	,	PUNCT
fusus-147	418	14	v.	v.	PROPN
fusus-147	418	15	tuninetti	tuninetti	PROPN
fusus-147	418	16	,	,	PUNCT
fusus-147	418	17	j.	j.	PROPN
fusus-147	418	18	ramirez	ramirez	PROPN
fusus-147	418	19	,	,	PUNCT
fusus-147	418	20	c.	c.	PROPN
fusus-147	418	21	medina	medina	PROPN
fusus-147	418	22	,	,	PUNCT
fusus-147	418	23	m.	m.	NOUN
fusus-147	418	24	melendrez	melendrez	PROPN
fusus-147	418	25	,	,	PUNCT
fusus-147	418	26	d.	d.	PROPN
fusus-147	418	27	rojas	rojas	PROPN
fusus-147	418	28	,	,	PUNCT
fusus-147	418	29	supervised	supervise	VERB
fusus-147	418	30	machine	machine	NOUN
fusus-147	418	31	learning	learning	NOUN
fusus-147	418	32	-	-	PUNCT
fusus-147	418	33	based	base	VERB
fusus-147	418	34	multi	multi	ADJ
fusus-147	418	35	-	-	ADJ
fusus-147	418	36	class	class	ADJ
fusus-147	418	37	phase	phase	NOUN
fusus-147	418	38	prediction	prediction	NOUN
fusus-147	418	39	in	in	ADP
fusus-147	418	40	high	high	ADJ
fusus-147	418	41	-	-	PUNCT
fusus-147	418	42	entropy	entropy	NOUN
fusus-147	418	43	alloys	alloy	NOUN
fusus-147	418	44	using	use	VERB
fusus-147	418	45	robust	robust	ADJ
fusus-147	418	46	databases	database	NOUN
fusus-147	418	47	,	,	PUNCT
fusus-147	418	48	journal	journal	NOUN
fusus-147	418	49	of	of	ADP
fusus-147	418	50	alloys	alloy	NOUN
fusus-147	418	51	and	and	CCONJ
fusus-147	418	52	compounds	compound	NOUN
fusus-147	418	53	.	.	PUNCT
fusus-147	419	1	962	962	NUM
fusus-147	419	2	(	(	PUNCT
fusus-147	419	3	2023	2023	NUM
fusus-147	419	4	)	)	PUNCT
fusus-147	419	5	171224	171224	NUM
fusus-147	419	6	.	.	PUNCT
fusus-147	420	1	https://doi.org/10.1016/j.jallcom.2023.171224	https://doi.org/10.1016/j.jallcom.2023.171224	PROPN
fusus-147	420	2	.	.	PUNCT
fusus-147	421	1	[	[	X
fusus-147	421	2	51	51	NUM
fusus-147	421	3	]	]	PUNCT
fusus-147	421	4	a.	a.	NOUN
fusus-147	421	5	takeuchi	takeuchi	PROPN
fusus-147	421	6	,	,	PUNCT
fusus-147	421	7	a.	a.	NOUN
fusus-147	421	8	inoue	inoue	PROPN
fusus-147	421	9	,	,	PUNCT
fusus-147	421	10	classification	classification	NOUN
fusus-147	421	11	of	of	ADP
fusus-147	421	12	bulk	bulk	ADJ
fusus-147	421	13	metallic	metallic	ADJ
fusus-147	421	14	glasses	glass	NOUN
fusus-147	421	15	by	by	ADP
fusus-147	421	16	atomic	atomic	ADJ
fusus-147	421	17	size	size	NOUN
fusus-147	421	18	difference	difference	NOUN
fusus-147	421	19	,	,	PUNCT
fusus-147	421	20	heat	heat	NOUN
fusus-147	421	21	of	of	ADP
fusus-147	421	22	mixing	mixing	NOUN
fusus-147	421	23	and	and	CCONJ
fusus-147	421	24	period	period	NOUN
fusus-147	421	25	of	of	ADP
fusus-147	421	26	constituent	constituent	ADJ
fusus-147	421	27	elements	element	NOUN
fusus-147	421	28	and	and	CCONJ
fusus-147	421	29	its	its	PRON
fusus-147	421	30	application	application	NOUN
fusus-147	421	31	to	to	ADP
fusus-147	421	32	characterization	characterization	NOUN
fusus-147	421	33	of	of	ADP
fusus-147	421	34	the	the	DET
fusus-147	421	35	main	main	ADJ
fusus-147	421	36	alloying	alloying	NOUN
fusus-147	421	37	element	element	NOUN
fusus-147	421	38	,	,	PUNCT
fusus-147	421	39	materials	material	NOUN
fusus-147	421	40	transactions	transaction	NOUN
fusus-147	421	41	.	.	PUNCT
fusus-147	422	1	46	46	NUM
fusus-147	422	2	(	(	PUNCT
fusus-147	422	3	2005	2005	NUM
fusus-147	422	4	)	)	PUNCT
fusus-147	422	5	2817–2829	2817–2829	NUM
fusus-147	422	6	.	.	PUNCT
fusus-147	423	1	https://doi.org/10.2320/matertrans.46.2817	https://doi.org/10.2320/matertrans.46.2817	PROPN
fusus-147	423	2	.	.	PUNCT
fusus-147	424	1	[	[	X
fusus-147	424	2	52	52	NUM
fusus-147	424	3	]	]	X
fusus-147	424	4	m.g	m.g	PROPN
fusus-147	424	5	.	.	PROPN
fusus-147	424	6	poletti	poletti	PROPN
fusus-147	424	7	,	,	PUNCT
fusus-147	424	8	l.	l.	PROPN
fusus-147	424	9	battezzati	battezzati	PROPN
fusus-147	424	10	,	,	PUNCT
fusus-147	424	11	electronic	electronic	ADJ
fusus-147	424	12	and	and	CCONJ
fusus-147	424	13	thermodynamic	thermodynamic	ADJ
fusus-147	424	14	criteria	criterion	NOUN
fusus-147	424	15	for	for	ADP
fusus-147	424	16	the	the	DET
fusus-147	424	17	occurrence	occurrence	NOUN
fusus-147	424	18	of	of	ADP
fusus-147	424	19	high	high	ADJ
fusus-147	424	20	entropy	entropy	NOUN
fusus-147	424	21	alloys	alloy	NOUN
fusus-147	424	22	in	in	ADP
fusus-147	424	23	metallic	metallic	ADJ
fusus-147	424	24	systems	system	NOUN
fusus-147	424	25	,	,	PUNCT
fusus-147	424	26	acta	acta	PROPN
fusus-147	424	27	materialia	materialia	PROPN
fusus-147	424	28	.	.	PUNCT
fusus-147	425	1	75	75	NUM
fusus-147	425	2	(	(	PUNCT
fusus-147	425	3	2014	2014	NUM
fusus-147	425	4	)	)	PUNCT
fusus-147	426	1	297–306	297–306	NUM
fusus-147	426	2	.	.	PUNCT
fusus-147	427	1	https://doi.org/10.1016/j.actamat.2014.04.033	https://doi.org/10.1016/j.actamat.2014.04.033	VERB
fusus-147	427	2	.	.	PUNCT
fusus-147	428	1	[	[	X
fusus-147	428	2	53	53	NUM
fusus-147	428	3	]	]	X
fusus-147	428	4	u.	u.	NOUN
fusus-147	428	5	mizutani	mizutani	PROPN
fusus-147	428	6	,	,	PUNCT
fusus-147	428	7	h.	h.	PROPN
fusus-147	428	8	sato	sato	PROPN
fusus-147	428	9	,	,	PUNCT
fusus-147	428	10	t.b	t.b	PROPN
fusus-147	428	11	.	.	PROPN
fusus-147	428	12	massalski	massalski	PROPN
fusus-147	428	13	,	,	PUNCT
fusus-147	428	14	the	the	DET
fusus-147	428	15	original	original	ADJ
fusus-147	428	16	concepts	concept	NOUN
fusus-147	428	17	of	of	ADP
fusus-147	428	18	the	the	DET
fusus-147	428	19	hume	hume	NOUN
fusus-147	428	20	-	-	PUNCT
fusus-147	428	21	rothery	rothery	NOUN
fusus-147	428	22	rule	rule	NOUN
fusus-147	428	23	extended	extend	VERB
fusus-147	428	24	to	to	ADP
fusus-147	428	25	alloys	alloy	NOUN
fusus-147	428	26	and	and	CCONJ
fusus-147	428	27	compounds	compound	NOUN
fusus-147	428	28	whose	whose	DET
fusus-147	428	29	bonding	bonding	NOUN
fusus-147	428	30	is	be	AUX
fusus-147	428	31	metallic	metallic	ADJ
fusus-147	428	32	,	,	PUNCT
fusus-147	428	33	ionic	ionic	ADJ
fusus-147	428	34	,	,	PUNCT
fusus-147	428	35	or	or	CCONJ
fusus-147	428	36	covalent	covalent	NOUN
fusus-147	428	37	,	,	PUNCT
fusus-147	428	38	or	or	CCONJ
fusus-147	428	39	a	a	DET
fusus-147	428	40	changing	change	VERB
fusus-147	428	41	mixture	mixture	NOUN
fusus-147	428	42	of	of	ADP
fusus-147	428	43	these	these	PRON
fusus-147	428	44	,	,	PUNCT
fusus-147	428	45	progress	progress	NOUN
fusus-147	428	46	in	in	ADP
fusus-147	428	47	materials	material	NOUN
fusus-147	428	48	science	science	NOUN
fusus-147	428	49	.	.	PUNCT
fusus-147	429	1	120	120	NUM
fusus-147	429	2	(	(	PUNCT
fusus-147	429	3	2021	2021	NUM
fusus-147	429	4	)	)	PUNCT
fusus-147	429	5	100719	100719	NUM
fusus-147	429	6	.	.	PUNCT
fusus-147	430	1	https://doi.org/10.1016/j.pmatsci.2020.100719	https://doi.org/10.1016/j.pmatsci.2020.100719	PROPN
fusus-147	430	2	.	.	PUNCT
fusus-147	431	1	[	[	X
fusus-147	431	2	54	54	NUM
fusus-147	431	3	]	]	PUNCT
fusus-147	431	4	s.	s.	PROPN
fusus-147	431	5	guo	guo	PROPN
fusus-147	431	6	,	,	PUNCT
fusus-147	431	7	c.	c.	PROPN
fusus-147	431	8	ng	ng	PROPN
fusus-147	431	9	,	,	PUNCT
fusus-147	431	10	j.	j.	PROPN
fusus-147	431	11	lu	lu	PROPN
fusus-147	431	12	,	,	PUNCT
fusus-147	431	13	c.t	c.t	PROPN
fusus-147	431	14	.	.	PROPN
fusus-147	431	15	liu	liu	PROPN
fusus-147	431	16	,	,	PUNCT
fusus-147	431	17	effect	effect	NOUN
fusus-147	431	18	of	of	ADP
fusus-147	431	19	valence	valence	NOUN
fusus-147	431	20	electron	electron	NOUN
fusus-147	431	21	concentration	concentration	NOUN
fusus-147	431	22	on	on	ADP
fusus-147	431	23	stability	stability	NOUN
fusus-147	431	24	of	of	ADP
fusus-147	431	25	fcc	fcc	PROPN
fusus-147	431	26	or	or	CCONJ
fusus-147	431	27	bcc	bcc	PROPN
fusus-147	431	28	phase	phase	NOUN
fusus-147	431	29	in	in	ADP
fusus-147	431	30	high	high	ADJ
fusus-147	431	31	entropy	entropy	NOUN
fusus-147	431	32	alloys	alloy	NOUN
fusus-147	431	33	,	,	PUNCT
fusus-147	431	34	journal	journal	NOUN
fusus-147	431	35	of	of	ADP
fusus-147	431	36	applied	applied	ADJ
fusus-147	431	37	physics	physic	NOUN
fusus-147	431	38	.	.	PUNCT
fusus-147	432	1	109	109	NUM
fusus-147	432	2	(	(	PUNCT
fusus-147	432	3	2011	2011	NUM
fusus-147	432	4	)	)	PUNCT
fusus-147	432	5	103505	103505	NUM
fusus-147	432	6	.	.	PUNCT
fusus-147	433	1	https://doi.org/10.1063/1.3587228	https://doi.org/10.1063/1.3587228	PROPN
fusus-147	433	2	.	.	PUNCT
fusus-147	434	1	this	this	DET
fusus-147	434	2	article	article	NOUN
fusus-147	434	3	is	be	AUX
fusus-147	434	4	an	an	DET
fusus-147	434	5	open	open	ADJ
fusus-147	434	6	-	-	PUNCT
fusus-147	434	7	access	access	NOUN
fusus-147	434	8	article	article	NOUN
fusus-147	434	9	distributed	distribute	VERB
fusus-147	434	10	under	under	ADP
fusus-147	434	11	the	the	DET
fusus-147	434	12	terms	term	NOUN
fusus-147	434	13	and	and	CCONJ
fusus-147	434	14	conditions	condition	NOUN
fusus-147	434	15	of	of	ADP
fusus-147	434	16	the	the	DET
fusus-147	434	17	creative	creative	ADJ
fusus-147	434	18	commons	common	NOUN
fusus-147	434	19	attribution	attribution	NOUN
fusus-147	434	20	(	(	PUNCT
fusus-147	434	21	cc	cc	NOUN
fusus-147	434	22	by	by	ADP
fusus-147	434	23	)	)	PUNCT
fusus-147	434	24	license	license	NOUN
fusus-147	434	25	(	(	PUNCT
fusus-147	434	26	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
fusus-147	434	27	)	)	PUNCT
fusus-147	434	28	.	.	PUNCT
fusus-147	435	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
fusus-147	435	2	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN