bio-machine-learning-biomarker-discovery
85 / 100 · Low risk
Fine to try.
Selects biomarker features from high-dimensional omics data using Boruta all-relevant selection, mRMR, LASSO/elastic-net, and stability selection, while controlling the leakage, irreproducibility, and correlated-feature traps that make most published signatures fail to replicate. Use when identifying candidate biomarkers, deciding between an all-relevant and a minimal-optimal selector, or judging whether a selected gene set is reproducible. For unbiased performance estimation of the resulting m…
What this skill can do
Downloads and installs other software
Install
Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.
if [ -e ~/.agents/skills/'bio-machine-learning-biomarker-discovery' ] || [ -L ~/.agents/skills/'bio-machine-learning-biomarker-discovery' ]; then echo 'A skill folder named bio-machine-learning-biomarker-discovery 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 "$d" checkout --quiet '908229c955510a1841b216e8bf58f6b22818d4dc' -- 'skills/bio-machine-learning-biomarker-discovery' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/bio-machine-learning-biomarker-discovery' ~/.agents/skills/'bio-machine-learning-biomarker-discovery' && 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-biomarker-discovery' ~/.claude/skills/'bio-machine-learning-biomarker-discovery' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.
Badge for your README
[](https://zalavijaysinh.github.io/skilltrust/repos/lilinji/GeneTind-Life-Skills/)
Score history
| Date | Version | Score |
|---|---|---|
| 2026-11-11 | 908229c | 85 |