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The Pathologist / Issues / 2025 / Aug / Machine Learning Predicts Rare Blood Cancer / Notecards
Oncology Research and Innovations Digital and computational pathology Oncology

Machine Learning Predicts Rare Blood Cancer

Researchers used complete blood counts parameters to accurately predict polycythemia vera

08/29/2025 News 1 min read
article Full Article Summary Notecard

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  1. Study in Journal of Clinical Pathology on predicting PV using CBC parameters.

  2. Extreme Gradient Boosting algorithm predicted PV with 94 percent accuracy.

  3. 1,484 adults analyzed; 82 had PV.

  4. Platelet count was the most influential CBC parameter.

  5. EPO levels differed significantly between PV and non-PV groups.

  6. Limitations include incomplete data on confounding factors.

  7. Further research with larger datasets is recommended.

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