known_biases: US veteran cohort (91.6% male, older); single-baseline self-reported FFQ; EHR/ICD-code outcome ascertainment; short follow-up in early analyses invites reverse causation; healthy-user and residual confounding shift all egg-CVD associations from this cohort together.