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Chatbot assistance in precision oncology treatment decision-making
Hannah Burnette1, Kylie Fletcher2, Christine Micheel1
1Vanderbilt University Medical Center and Vanderbilt Ingram Cancer Center, Nashville, TN 37232, United States.
Artificial intelligence (AI) chatbots can offer accurate medical recommendations from complex molecular data. However, they sometimes miss key treatments or suggest non-data-driven options.
Area of Science:
- Oncology
- Bioinformatics
- Medical Artificial Intelligence
Background:
- Artificial intelligence (AI) chatbots show potential in healthcare applications.
- The efficacy of AI chatbots in interpreting complex molecular data for patient care remains largely unevaluated.
Purpose of the Study:
- To assess the accuracy and comprehensiveness of AI chatbot recommendations using combined clinical and molecular data.
- To identify limitations in AI chatbot interpretation of complex genomic profiles in patient scenarios.
Main Methods:
- Evaluation of 50 distinct patient cases integrating clinical and molecular data.
- Analysis of AI chatbot-generated treatment recommendations for accuracy and completeness.
Main Results:
- AI chatbots provided generally accurate and comprehensive recommendations across evaluated patient scenarios.
- Occasional omissions of critical treatment options were noted.
- In cases with multiple mutations, chatbots sometimes suggested non-data-driven treatment options.
Conclusions:
- AI chatbots demonstrate considerable capability in processing molecular data for medical recommendations.
- Further refinement is needed to ensure complete inclusion of all relevant treatment options and avoid non-data-driven suggestions, especially in complex genomic cases.
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