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bio-machine-learning-model-validation

85 / 100 · Low risk

Fine to try.

By lilinji/GeneTind-Life-Skills (GitHub) · data · 17 stars · scanned at commit 908229c

Validates predictive models on omics and biomedical data with nested cross-validation, group/batch/temporal-aware splits, the full data-leakage taxonomy, probability calibration, decision-curve net benefit, optimism correction, sample-size planning, and TRIPOD+AI reporting. Use when estimating model performance honestly, choosing a CV scheme, detecting leakage, or judging whether reported discrimination means the model is actually useful. For feature selection itself see machine-learning/biomar…

Works with any agent that supports SKILL.md skills.

What this skill can do

Install

Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.

if [ -e ~/.agents/skills/'bio-machine-learning-model-validation' ] || [ -L ~/.agents/skills/'bio-machine-learning-model-validation' ]; then echo 'A skill folder named bio-machine-learning-model-validation already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/lilinji/GeneTind-Life-Skills' "$d" && git -C "$d" checkout --quiet '908229c955510a1841b216e8bf58f6b22818d4dc' -- 'skills/bio-machine-learning-model-validation' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/bio-machine-learning-model-validation' ~/.agents/skills/'bio-machine-learning-model-validation' && rm -rf "$d"; fi

Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'bio-machine-learning-model-validation' ~/.claude/skills/'bio-machine-learning-model-validation' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

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