SMART DIAGNOSTICS · VIVA EVIDENCE PACK

Evidence, image by image.

Precomputed results from YOLO, ViT and ResNet50 U-Net.
Inspect the outputs, record a decision, and keep the evidence together.

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Public review workspace: no sign-in or password is required. Submitted names, credentials, remarks and decisions are visible to everyone. Saved reviews are stored in the hosted database. Drafts stay in this browser. Export JSON after each review session for your own backup.

Research demonstration · clinical readiness not established

Model results, AI technical observations and human review are recorded separately. Dataset labels and AI reviews are not veterinary approvals. Accepting an image output does not validate the system for clinical use.

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I am recording my own review of these images and model outputs. My entered identity is self-reported.

Dataset, model provenance and review method

All samples were selected before inference, using a fixed hash order. Errors are retained. Existing test-label reuse and unknown animal/farm independence limit clinical interpretation.

References for AI observations: WOAH · FMD · WOAH · LSD · Clinical mastitis grading study

Evidence, image by image.

Sample review