Authors’ Reply: Beyond Visual Consensus: Tiered Reference Framework for AI Cystoscopy Studies - Takeaways - MDSpire

Authors’ Reply: Beyond Visual Consensus: Tiered Reference Framework for AI Cystoscopy Studies

  • By

  • Chung-You Tsai

  • Shi-Wei Huang

  • June 18, 2026

  • 0 min

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  • 1

    The study utilized 401 cystoscopic images from various established educational and clinical sources.

  • 2

    Reference standard diagnoses were determined through a multiphase, consensus-based process involving two urological experts.

  • 3

    In the initial phase, experts reviewed images without source-provided diagnostic labels to assess cystoscopic findings.

  • 4

    The final consensus diagnosis integrated expert review with source-provided diagnostic information to resolve discrepancies.

  • 5

    The study serves as a benchmark for image interpretation and reasoning, not for revalidating original pathological diagnoses.

Original Source(s)

Authors’ Reply: Beyond Visual Consensus: Tiered Reference Framework for AI Cystoscopy Studies

  • by Chung-You Tsai, Shi-Wei Huang

  • June 18, 2026

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