Clinical decision support for precolonoscopy cancer triage: A rule-out-oriented machine learning model for colorectal cancer risk

doi:10.4251/wjgo.121970

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World Journal of Gastrointestinal Oncology

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1948-5204

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

Retrospective Cohort 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 Gastrointest Oncol. Sep 15, 2026; 18(9): 121970
Published online Sep 15, 2026. doi: 10.4251/wjgo.121970

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Figure 2 Precision-recall curves based on out-of-fold predicted probabilities from repeated stratified cross-validation. The dashed horizontal line indicates the baseline precision equal to the outcome prevalence (1.43%). Area under the precision-recall curve values are reported in the text/Table 2. PR: Precision-recall; SHAP: SHapley Additive exPlanations.

Citation: Polat YH, Kayaalp M. Clinical decision support for precolonoscopy cancer triage: A rule-out-oriented machine learning model for colorectal cancer risk. World J Gastrointest Oncol 2026; 18(9): 121970
URL: https://www.wjgnet.com/1948-5204/full/v18/i9/121970.htm
DOI: https://dx.doi.org/10.4251/wjgo.121970