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News/False Confidence: Automated Labels Confound Fairness Audits in Cervical Spine Segmentation
arxiv
PublishedJuly 10, 2026 at 4:00 AM
—neutral

False Confidence: Automated Labels Confound Fairness Audits in Cervical Spine Segmentation

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arXiv:2607.07852v1 Announce Type: cross Abstract: Automated segmentation of cervical-spine MRI is increasingly used in clinical workflows, yet no fairness audit exists for this anatomy. We show that auditing these segmentation tasks is complicated by a common property of modern segmentation datasets

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