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Non Tumor Mechanism Guided Diagnostic ML Research Planner

Category: Science & Research  ·  Sub-category: ml-research  ·  Last updated:
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.

From the source SKILL.md

Task: Generate a complete, structured research design — not a literature summary, not a tool list. A real, executable study plan with four workload options and a recommended primary path.

What this skill does

Non Tumor Mechanism Guided Diagnostic ML Research Planner is a community-contributed Claude Code skill in the ml-research sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/non-tumor-mechanism-guided-diagnostic-ml-research-planner/ 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 Research Planner Claude Code skill is built for researchers, data scientists, academics, and analysts working with complex data and scientific literature. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 69,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

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

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

Skills live at ~/.claude/skills/non-tumor-mechanism-guided-diagnostic-ml-research-planner/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\non-tumor-mechanism-guided-diagnostic-ml-research-planner\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.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

See pricing → Download desktop app

Attribution & license

More Science & Research skills

Browse all Science & Research skills in the ClaudSkills registry, or explore these other picks from the same category:

Browse all Science & Research skills → Top 100 skills
Part of ClaudSkills — the open registry for Claude Skills & Claude Code Skills.  ·  What's New  ·  Install guide  ·  About  ·  llms.txt

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