Predicting gastrointestinal bleeding and audio biomarkers based on machine learning analysis of bowel sounds

doi:10.3748/wjg.v32.i14.115162

Advanced Search

BPG is committed to discovery and dissemination of knowledge

Home / Archive / Volume 32, Issue 14

This Article

(32)

(28)

(0)

(737)

Peer-Review Report of This Article

CrossCheck and Google Search of This Article

Academic Rules and Norms of This Article

Citation of this article

Corresponding Author of This Article

Research Domain of This Article

Article-Type of This Article

Open-Access Policy of This Article

Times Cited Counts in Google of This Article

Journal Information of This Article

Publication Name

World Journal of Gastroenterology

ISSN

1007-9327

Publisher of This Article

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

Prospective Study

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 Gastroenterol. Apr 14, 2026; 32(14): 115162
Published online Apr 14, 2026. doi: 10.3748/wjg.v32.i14.115162

Table 5 Specific sensitivity results of feature subset machine learning

	Sensitivity					Specificity					Accuracy					F1 score
Model	40	35	30	25	20	40	35	30	25	20	40	35	30	25	20	40	35	30	25	20
SVM	0.581	0.774	0.71	0.71	0.71	0.813	0.875	0.875	0.906	0.844	0.698	0.826	0.794	0.81	0.778	0.655	0.814	0.772	0.786	0.759
RF	0.677	0.742	0.742	0.677	0.71	0.688	0.719	0.719	0.719	0.813	0.683	0.73	0.73	0.698	0.762	0.677	0.73	0.73	0.689	0.746
KNN	0.58	0.713	0.516	0.613	0.581	0.75	0.813	0.719	0.719	0.75	0.667	0.714	0.619	0.667	0.667	0.632	0.679	0.571	0.644	0.632
LR	0.702	0.713	0.723	0.713	0.744	0.854	0.854	0.875	0.865	0.875	0.789	0.779	0.8	0.789	0.811	0.773	0.759	0.782	0.767	0.795

SVM: Support vector machine; RF: Random forest; KNN: K-nearest neighbors; LR: Logistic regression.

Full Size Table

Citation: Zhang L, Wang MY, Wei SY, Su C, Hu SY, Ren XY, Liu YP, Liu C, Wan Y. Predicting gastrointestinal bleeding and audio biomarkers based on machine learning analysis of bowel sounds. World J Gastroenterol 2026; 32(14): 115162
URL: https://www.wjgnet.com/1007-9327/full/v32/i14/115162.htm
DOI: https://dx.doi.org/10.3748/wjg.v32.i14.115162

Zhang L, Wang MY, Wei SY, Su C, Hu SY, Ren XY, Liu YP, Liu C, Wan Y. Predicting gastrointestinal bleeding and audio biomarkers based on machine learning analysis of bowel sounds. World J Gastroenterol 2026; 32(14): 115162 [DOI: 10.3748/wjg.v32.i14.115162]

All content on this site: Copyright © 1993-2026 Baishideng Publishing Group Inc, its licensors, and contributors. All rights are reserved, including those for text and data mining, AI training, and similar technologies. For all open access content, the relevant licensing terms apply.