{"slug":"aperivue-model-scaffold","source_name":"aperivue/model-scaffold","name":"Aperivue/Model Scaffold","description":"Generate a reproducible, runnable PyTorch training repo for a medical-imaging task — segmentation, classification, detection, image-to-image synthesis, self-supervised pretraining, or fine-tuning a pretrained backbone (transfer learning) — the missing middle link between choosing an architecture and validating a trained model. Emits a patient-level seed-locked split as an auditable artifact, a task-appropriate model, train and evaluate scripts that seed every RNG and infer under eval mode, a con","version":3,"lift":{"pass_rate_delta_pts":39.13,"pass_rate_pct":78.3,"total_cases":23,"passed_cases":18,"tokens_delta_pct":37.5,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-24T22:29:22.176756+00:00"},"skill_score":0.8913,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":39.13,"with_pass_pct":78.3,"without_pass_pct":39.1,"tokens_delta_pct":37.5,"turns_delta_pct":0,"total_cases":23,"cases_aggregated":19,"verdict":"mixed","never_hurt":false,"completed_at":"2026-08-24T22:29:22.176756+00:00","run_id":"8dc5a428-8b56-47af-9873-2cc1d3f0305d","latest_attempt":{"id":"caccdfef-bd24-42a5-a644-0742fec90c4d","runner_model":"gemini-3.6-flash","overall_verdict":"mixed","completed_at":"2026-10-11T07:13:53.182789+00:00","gate":"not_comparable"},"version_number":1,"is_latest_version":false,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":"MIT","install_count":0,"total_uses":14,"total_users":1,"manifest_hash":"3c4f23d1b77b2c8cb199a351698a1879d431265070ac94128902a7c8fa0c97ca","install_name":"aperivue-model-scaffold","version_id":"23d3e4c3-004c-43f9-9c97-a9250b94c9cf","body_sha256":"3c4f23d1b77b2c8cb199a351698a1879d431265070ac94128902a7c8fa0c97ca","render_hash":"6d4f607f20fc13c0c2929f9f63f993761241750d02e9d811b0ffb8da03873c1f","raw_url":"https://app.decimal.ai/s/aperivue-model-scaffold/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/aperivue-model-scaffold"}