Machine learning-based prediction of gout flares during hospitalization in patients with upper gastrointestinal bleeding: a retrospective cohort study - Scorecard - MDSpire

Machine learning-based prediction of gout flares during hospitalization in patients with upper gastrointestinal bleeding: a retrospective cohort study

  • By

  • Rongrong Chen

  • Sihan Hu

  • Shiyun Lu

  • Mengshi Chen

  • June 10, 2026

  • 0 min

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Clinical Scorecard: Predicting Gout Flares in Hospitalized Patients with Upper Gastrointestinal Bleeding Using Machine Learning: A Retrospective Cohort Analysis

At a Glance

CategoryDetail
Condition
Key Mechanisms
Target PopulationHospitalized adult patients aged ≥18 years with UGIB, excluding those with a history of gout or recent flares.
Care Setting

Key Highlights

  • AUC

Guideline-Based Recommendations

Diagnosis

    Management

      Monitoring & Follow-up

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      Risks

        Patient & Prescribing Data

        Consider discussing alternative treatments such as colchicine or corticosteroids with caution.

        Clinical Best Practices

        • preventive_strategies

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        Original Source(s)

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