Large language model-based system identifies cardiac event data in ca… | HappeningNow.news

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Large language model-based system identifies cardiac event data in cancer patients' electronic health records

Patients with breast and lung cancer are at increased risk of cardiotoxicity, or heart-related damage caused by cancer treatments, because of the proximity of the heart, lungs and breasts.

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A study evaluated large language model–based systems for identifying cardiac events in cancer patients’ electronic health records. In the initial screening, general‑purpose reasoning models—including DeepSeek‑R1‑70b, Llama‑3.3, and Mistral‑Large—showed both high diagnostic accuracy and near‑perfect adherence to required formatting. These three models were selected for further testing in validation cohorts. The work appears in the Journal of Radiation Oncology Biology Physics.

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