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CALIBRA is evaluated on a documented three-cohort semi-synthetic benchmark with controlled distribution shift, informative missingness, and sealed target patients to verify the method and reproducible pipeline under controlled shift, but do not establish clinical effectiveness.
The findings of TRUST LONGSYNTH support a transparent privacy utility fairness evaluation protocol, not clinical validity or unconditional release safety, and motivate governed external validation on real multi site records.
VINTAGE-TS, a revision-aware adaptation of a time-series foundation model that distinguishes observation time from information-availability time is proposed, a revision-aware adaptation of a time-series foundation model that distinguishes observation time from information-availability time.
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