AIMC Topic: Polycythemia

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Machine Learning Classifier Using Blood Count Parameters and Erythropoietin to Predict JAK2 Mutations in Patients With Erythrocytosis.

Archives of pathology & laboratory medicine Nov 1, 2025
CONTEXT.—: Differentiating polycythemia vera from other causes of erythrocytosis is a diagnostic challenge. Although most patients with polycythemia vera have Janus kinase 2 (JAK2) mutations, extensive testing is impractical because this is an uncomm...
Humans Machine Learning Female Aged Male Middle Aged Mutation Erythropoietin Janus Kinase 2 Blood Cell Count Polycythemia Vera Polycythemia
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JAKCalc: A machine-learning approach to rationalized JAK2 testing in patients with elevated hemoglobin levels.

Medicine Apr 5, 2024
The demand for Janus Kinase-2 (JAK2) testing has been disproportionate to the low yield of positive results, which highlights the need for more discerning test strategies. The aim of this study is to introduce an artificial intelligence application a...
Humans Artificial Intelligence Machine Learning Algorithms Hemoglobins Janus Kinase 2 Polycythemia
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