Recurrence of colorectal adenomatous polyps

Disease1 paper3 findings

  • Humans1

Associations

3

XGBoost

upin silico1

1 study
  1. XGBoost predicts recurrence of colorectal adenomatous polyps in silico (AUC 0.849).

    “in the test set, GBM and XGBoost maintained favorable discriminative performance with AUCs of 0.863 and 0.849, respectively.”

    In silicotest set

    Machine Learning-Based Investigation of Factors Influencing Recurrence of Colorectal Adenomatous Polyps: A Retrospective Cohort Study · Cancers · 17 Sep 2026

Gradient boosting machine

upin silico1

1 study
  1. gradient boosting machine predicts recurrence of colorectal adenomatous polyps in silico (AUC 0.863).

    “in the test set, GBM and XGBoost maintained favorable discriminative performance with AUCs of 0.863 and 0.849, respectively.”

    In silicotest set

    Machine Learning-Based Investigation of Factors Influencing Recurrence of Colorectal Adenomatous Polyps: A Retrospective Cohort Study · Cancers · 17 Sep 2026

HDL-C

upin humans1

1 study
  1. HDL-C raises the risk of recurrence of colorectal adenomatous polyps in humans.

    “Abnormal high-density lipoprotein cholesterol (HDL-C), higher baseline polyp count, and larger total polyp volume were independent risk factors for adenoma recurrence.”

    Humanspost-polypectomy

    Machine Learning-Based Investigation of Factors Influencing Recurrence of Colorectal Adenomatous Polyps: A Retrospective Cohort Study · Cancers · 17 Sep 2026

HDL-C →

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