Deep self-organizing competitive neural network for magnetically controlled capsule endoscopy-based auxiliary diagnosis of clinically significant gastric lesions

doi:10.12998/wjcc.126704

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World Journal of Clinical Cases

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2307-8960

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Baishideng Publishing Group Inc, 7041 Koll Center Parkway, Suite 160, Pleasanton, CA 94566, USA

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Copyright: ©Author(s) 2026. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution-NonCommercial (CC BY-NC 4.0) license. No commercial re-use. See permissions. Published by Baishideng Publishing Group Inc.

World J Clin Cases. Sep 26, 2026; 14(27): 126704
Published online Sep 26, 2026. doi: 10.12998/wjcc.126704

Table 1 Statistical analysis of the constructed dataset

		Symptoms
		AP	AD	ADis	H	AR	GERD	Hem
Feature	Mean	810	341	714	60	193	113	121
	Women	1176	417	923	74	265	134	94
	Total	1986	758	1637	134	458	247	215
	Age interval	9-99	14-92	12-92	23-87	13-88	13-92	22-93
Report	GC	11	4	11	1	1	3	0
	AG	35	21	53	9	16	9	7
	GU	146	41	89	6	26	10	30
	GP	217	111	204	15	45	42	28
	NAG	203	77	202	23	61	57	12
	SG	1618	580	1242	103	347	155	184
	AGM	83	28	65	8	25	12	15
	YWM	60	20	47	8	15	10	11
	VV	4	1	0	1	1	0	3
	BS	51	19	34	4	11	3	40
	AGA	157	85	191	22	66	27	30
	OGA	20	11	11	5	7	3	2
	BR	820	328	721	53	207	103	63

AP: Abdominal pain; AD: Abdominal distension; ADis: Abdominal discomfort; H: Heartburn; AR: Acid regurgitation; GERD: Gastroesophageal reflux; Hem: Bleeding; GC: Gastric cancer; AG: Atrophic gastritis; GU: Gastric ulcer; GP: Gastric polyps; NAG: Non-atrophic gastritis; SG: Erosive gastritis; AGM: Abnormal gastric mucosa; YWM: Yellow-white macules; VV: Varices; AGA: Abnormal gastric antrum; OGA: Other gastric abnormalities; BR: Bile reflux.

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Citation: Song YY, Wang CM, Chen ZY, Xu PJ, Zhang J. Deep self-organizing competitive neural network for magnetically controlled capsule endoscopy-based auxiliary diagnosis of clinically significant gastric lesions. World J Clin Cases 2026; 14(27): 126704
URL: https://www.wjgnet.com/2307-8960/full/v14/i27/126704.htm
DOI: https://dx.doi.org/10.12998/wjcc.126704

Song YY, Wang CM, Chen ZY, Xu PJ, Zhang J. Deep self-organizing competitive neural network for magnetically controlled capsule endoscopy-based auxiliary diagnosis of clinically significant gastric lesions. World J Clin Cases 2026; 14(27): 126704 [DOI: 10.12998/wjcc.126704]

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