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The Pathologist / Issues / 2025 / Aug / Which Generative AI Model is the Best Diagnostician / Notecards
Technology and innovation Digital and computational pathology

Which Generative AI Model is the Best Diagnostician?

Comparative evaluation highlights current limitations and potential of LMMs in chest CT diagnostics

08/11/2025 News 1 min read
article Full Article Summary Notecard

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  1. Study evaluates LMMs for lung cancer CT scan diagnostics.

  2. Models tested include GPT-4V, LLaVA-1.5, and BiomedCLIP.

  3. GPT-4V had the highest agreement of 75 percent.

  4. Accuracy for NCCN risk assessment was under 50 percent.

  5. LLaVA-1.5 produced the most consistent descriptive results.

  6. Models exhibited hallucinations and alignment issues.

  7. Future improvements needed through collaboration with radiology professionals.

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