Katy Beckermann, Medical Director of GU Clinical Research at Tennessee Oncology, shared on X:
“The bottleneck in RWE and multicenter research isn’t typically the science. It’s turning unstructured data into usable data.
A LLM pulled 28 variables from charts across 10 centers (n=10,327), Benjamin Besse’s Gustave Roussy team, vs manual abstraction in 311 patients.
- LLM error 7.0% vs human 14.2%, p<0.001
- Human review of the LLM lowest-confidence output cut error from 30% to 4.4%
- Retrospective, lung cancer only, built with partner Lifen, not yet prospective
Excited to see more use of such tools in RWE.”

Title: Next-generation multicenter studies: using artificial intelligence to automatically process unstructured health records of patients with lung cancer across multiple institutions
Authors: M. Aldea, L. Zullo, V. Levrat, J. Bennouna, S. Schneider, O. Mercier, E. Mougenot, E. Bergot, C. Dujon, N. Cloarec, C. Audigier Valette, A. Nuccio, M. Deloger, C. Helissey, S. Simon, A. Carpentier, A. Djarallah, P. Rolland, J.C. Louis, L. Ancillon, B. Vignal, F. Rambaud, P. Tessier, L. Chuttoo, K. Siby, A. Poplu, K. Zarca, S. Michiels, F. Barlesi, F. Le Ouay, B. Besse.
Read the full article.
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Katy Beckermann was recognized among OncoDaily’s The 100 Most Influential People in Prostate Cancer in 2025, highlighting his contributions to the field of oncology.
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