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Auxiliary-Data Governance in Breast Ultrasound Segmentation: A Multi-cohort Audit of Annotation Compatibility and Negative Transfer

PubMed — imaging informatics · 31 August 2026 · Journal of imaging informatics in medicine

The Journal of Imaging Informatics in Medicine reports a 2026 study by Ma L focusing on auxiliary-data governance in breast ultrasound segmentation. The research involved a multi-cohort audit examining annotation compatibility and negative transfer.

According to the publication, the investigation provides informatics insights into how auxiliary data behaves during segmentation processes. The findings highlight critical considerations regarding multi-cohort annotation compatibility in medical imaging.

Auxiliary-Data Governance in Breast Ultrasound Segmentation: A Multi-cohort Audit of Annotation Compatibility and Negative Transfer