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Self-supervision drives representational convergence in medical foundation models more than clinical supervision
arXiv cs.CL — Computation and Language
Factual evidence
What the source reports
Research finds self-supervision, not clinical supervision, primarily drives representational convergence in medical foundation models, affecting their clinical usability.
Inspect the evidence
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- Enterprise AI
- Publisher and source type
- arXiv cs.CL — Computation and Language · RESEARCH
- Published by source
- 12 October 2026
- Collected by OneBench
- 23 Jul 2026, 09:07 UK
Stored source excerpt
arXiv:2607.20274v1 Announce Type: cross Abstract: Medical image encoders from different groups are increasingly treated as interchangeable, on the assumption that scale and clinical supervision concentrate…
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