Measuring the practice of shared-decision making (OPTION12): An Investigation into Open-sourced Smaller LLMs (OS-sLLMs) for Better Privacy and Sustainability
We present LLM4SDM, the first study of open-source smaller language models (OS-sLLMs) for automated assessment of shared decision making (SDM) using the Observer OPTION12 framework. Unlike previous work that relies on large commercial models and the shorter OPTION5 instrument, our study focuses on privacy-preserving locally deployable models and Dutch melanoma consultation transcripts. Using expert-annotated clinical consultations, we evaluate three general-domain and two medical-domain OS-sLLMs during a development-phase pilot study. Results show that general-domain models outperform medical-
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- PossiblePossibly related (embedding) · 46%Towards AI-augmented decision making in psychiatry →
- LinkedLinked via arxiv author · 85%Tamara Wit →
“Measuring the practice of shared-decision making (OPTION12): An Investigation into Open-sourced Smaller LLMs (OS-sLLMs) ”
- LinkedLinked via arxiv author · 85%Lifeng Han →
“Measuring the practice of shared-decision making (OPTION12): An Investigation into Open-sourced Smaller LLMs (OS-sLLMs) ”
- LinkedLinked via arxiv author · 85%Carly Heipon →
“Measuring the practice of shared-decision making (OPTION12): An Investigation into Open-sourced Smaller LLMs (OS-sLLMs) ”
- LinkedLinked via arxiv author · 85%David Lindevelt →
“Measuring the practice of shared-decision making (OPTION12): An Investigation into Open-sourced Smaller LLMs (OS-sLLMs) ”
- LinkedLinked via arxiv author · 85%Anne Stiggelbout →
“Measuring the practice of shared-decision making (OPTION12): An Investigation into Open-sourced Smaller LLMs (OS-sLLMs) ”
- LinkedLinked via arxiv author · 85%Suzan Verberne →
“Measuring the practice of shared-decision making (OPTION12): An Investigation into Open-sourced Smaller LLMs (OS-sLLMs) ”
- PossiblePossibly related (embedding) · 49%Open-source Python library + no-code web dashboard for evaluating oncology AI models at clinical decision thresholds. [P] →