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Aprendizaje Clínicamente Consciente: La Pérdida Ordinal Mejora los Clasificadores de Imágenes Médicas

Arsenii Litvinov¹, Egor Ushakov¹, Sofia Senotrusova¹

¹Trusted AI Research Center, RAS, 109004 Moscow, Russia.

Journal of clinical medicine

|January 10, 2026

Resumen

Las funciones de pérdida conscientes de ordinales mejoran significativamente la precisión de la clasificación BI-RADS para mamografías. Este enfoque refleja mejor la gravedad clínica de las clasificaciones erróneas, mejorando la fiabilidad de la detección temprana del cáncer de mama.

Palabras clave:

detección de cáncer de mama clasificación de riesgo de imágenes mamarias aprendizaje profundo funciones de pérdida clasificación ordinal

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The meaning of illness is individualized to each person who experiences an alteration in health. In contrast, disease is a medical term indicating a pathological change in the structure and function of the body or mind. It is a condition that has specific symptoms and boundaries.
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