Non Tumor Mechanism Guided Diagnostic ML

Quality score: 70/100 · Category: Content · Sub-category: content-misc

type:debug

Generates complete conventional non-oncology diagnostic machine-learning research designs from a user-provided disease context, optional mechanism theme, and validation direction. Use when a study centers on disease-vs-control transcriptome comparison, optional mechanism-gene restriction, feature shrinkage, diagnostic model construction, ROC / calibration / DCA evaluation, interpretation layers, and orthogonal validation. Covers five study patterns and always outputs Lite / Standard / Advanced / Publication+ with a recommended primary plan, stepwise workflow, figure plan, validation hierarchy, minimal executable version, publication upgrade path, and strictly verified literature retrieval.

What this skill does

Non Tumor Mechanism Guided Diagnostic ML is a production-ready Claude Code skill (quality score 70/100) in the content-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/non-tumor-mechanism-guided-diagnostic-ml/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when a study centers on disease-vs-control transcriptome comparison, optional mechanism-gene restriction, feature shrinkage, diagnostic model construction, ROC / calibration / DCA evaluation, interpretation layers, and orthogonal validation. Covers five study patterns and always outputs Lite / Standard / Advanced / Publication+ with a recommended primary plan, stepwise workflow, figure plan, validation hierarchy, minimal executable version, publication upgrade path, and strictly verified literature retrieval.

Who uses this skill

The Non Tumor Mechanism Guided Diagnostic ML skill is built for content creators, marketers, copywriters, SEO professionals, and editorial teams. It is part of the open ClaudSkills registry, a community-curated catalog of 15,000+ capabilities you can install for Claude Code — the Claude CLI agent.

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/non-tumor-mechanism-guided-diagnostic-ml
curl -L https://claudskills.com/skills/non-tumor-mechanism-guided-diagnostic-ml/SKILL.md \
  -o ~/.claude/skills/non-tumor-mechanism-guided-diagnostic-ml/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/non-tumor-mechanism-guided-diagnostic-ml/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/non-tumor-mechanism-guided-diagnostic-ml/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\non-tumor-mechanism-guided-diagnostic-ml\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.