aperivue/medsci-skills · skills/uncertainty-imaging/SKILL.md

uncertainty-imaging skillA

uncertainty-imaging is agent-read markdown (skill) from aperivue/medsci-skills: Design or audit the uncertainty-quantification, out-of-distribution (OOD) detection, and selective-prediction layer of a medical-imaging model framed for deployment — so a clinical-use claim carries calibrated per-case uncertainty (MC-dropout / deep ensemble / conformal / Bayesian), an OOD guard validated on a held-out OOD set, an abstention rule at a pre-specified operating point, and uncertainty checked under distribution shift. Emits an uncertainty manifest and a deterministic gate that flags.

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add aperivue/medsci-skills/uncertainty-imaging@git:20260704.bebcb0d
Exact content
mdr add aperivue/medsci-skills/uncertainty-imaging@sha256:0ff26311b9b372a0

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_pj5l236cfwmqutxe.svg)](https://markdownregistry.com/a/art_pj5l236cfwmqutxe)

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Versions

versioncommittedcommitsizeaudit
git:20260704.bebcb0d latest2026-07-04 bebcb0d 8,224 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (8224 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

aperivue/medsci-skills · 306 stars · license MIT · pushed 2026-09-15 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_pj5l236cfwmqutxe
GET https://markdownregistry.com/api/v1/resolve?ref=aperivue/medsci-skills/uncertainty-imaging
GET https://markdownregistry.com/api/v1/blob/0ff26311b9b372a074751d9b64c5fc20ec7440aabe76fd17c3f2e09d54d4a080

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.