Scene graph-guided uncertainty decomposition improves confidence calibration in surgical visual question answering - Scorecard - MDSpire

Scene graph-guided uncertainty decomposition improves confidence calibration in surgical visual question answering

  • By

  • Junzhuo Song

  • Yaoxue Xu

  • Zihan Zhu

  • Junshuang Zhou

  • Yuhaohang He

  • Xirui Chen

  • Yunsen Liang

  • Wei Chen

  • Qiurui Liu

  • Jun Li

  • June 5, 2026

  • 0 min

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Clinical Scorecard: Enhancing Confidence Calibration in Surgical Visual Question Answering through Scene Graph-Informed Uncertainty Decomposition

At a Glance

CategoryDetail
Condition
Key MechanismsScene graph-guided uncertainty decomposition into object-level, relation-level, and scene-level components.
Target Population
Care Setting

Key Highlights

    Guideline-Based Recommendations

    Diagnosis

      Management

        Monitoring & Follow-up

          Risks

            Patient & Prescribing Data

            Clinical Best Practices

              Related Resources & Content

              Original Source(s)

              Scene graph-guided uncertainty decomposition improves confidence calibration in surgical visual question answering

              • by Junzhuo Song, Yaoxue Xu, Zihan Zhu, Junshuang Zhou, Yuhaohang He, Xirui Chen, Yunsen Liang, Wei Chen, Qiurui Liu, Jun Li

              • June 5, 2026

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