Claude Skills · DevOps & Infrastructure
Uncertainty Imaging
Aperivue/medsci-skillsDesign 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 a deployment claim built on point predictions, conformal intervals with unmeasured coverage, and an...
At a glance
This skill is for DevOps & Infrastructure.
/plugin marketplace add Aperivue/medsci-skills
/plugin install uncertainty-imaging
Setup, runtime and requirements describe Aperivue/medsci-skills, the repo this skill ships in.
Also in Aperivue/medsci-skills
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Interactive data profiling and cleaning assistant for medical research. Three-stage workflow (profile, flag, code-generate) with user approv...
Offer your local changes back to the project — a journal profile you added, a checklist item you fixed, a skill you adapted to your departme...
End-to-end cross-national comparison study using KNHANES + NHANES + CHNS (or other parallel surveys). Variable harmonization, parallel weigh...
Literature-grounded variable operationalization for observational research. Turns a data dictionary + research question into a citation-back...
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