ClinDet-Bench: Beyond Abstention, Evaluating Judgment Determinability of LLMs in Clinical Decision-Making | ScienceToStartup | ScienceToStartup

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References (50)

[1]

Knowing When to Abstain: Medical LLMs Under Clinical Uncertainty

2026Sravanthi Machcha, Sushrita Yerra et al.

[2]

Assessment of Large Language Models in Clinical Reasoning: A Novel Benchmarking Study

2025Liam G McCoy, R. Swamy et al.

[3]

Do Large Language Models Know When Not to Answer in Medical QA?

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"ClinDet-Bench offers a benchmark for evaluating LLMs' ability to determine judgment sufficiency in clinical scenarios, enhancing safety in high-stakes domains."

Medical AI•Score: 5•View PDF ↗

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ClinDet-Bench: Beyond Abstention, Evaluating Judgment Determinability of LLMs in Clinical Decision-Making

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"ClinDet-Bench offers a benchmark for evaluating LLMs' ability to determine judgment sufficiency in clinical scenarios, enhancing safety in high-stakes domains."

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ClinDet-Bench: Beyond Abstention, Evaluating Judgment Determinability of LLMs in Clinical Decision-Making

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Founder's Pitch

"ClinDet-Bench offers a benchmark for evaluating LLMs' ability to determine judgment sufficiency in clinical scenarios, enhancing safety in high-stakes domains."

Commercial Viability Breakdown

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