Skills · Found in a collection
non-tumor-ml-research-planner
“Generates complete non-tumor biomedical machine learning research designs from a user-provided research direction. Always use this skill when users want to plan bioinformatics + ML papers for non-cancer diseases (metabolic, cardiovascular, kidney, inflammatory, autoimmune, infectious, neurological, endocrine, wound healing, chronic multifactor), design diagnostic biomarker studies, combine GEO datasets with feature selection and ML modeling, or generate Lite/Standard/Advanced/Publication+ workload plans. Trigger for:"non-tumor ML study", "bioinformatics paper outside oncology", "key genes and diagnostic model for a disease", "pyroptosis/ferroptosis/senescence/autophagy + disease", "GEO datasets + machine learning", "RF + LASSO diagnostic model", "DEG + feature selection + validation", "immune infiltration + biomarker", "non-cancer biomarker paper". Trigger even for casual phrasings like "I want to study X using machine learning", "help me design a non-tumor bioinformatics paper", or "how do I build a diagnostic model for disease Y".” (the skill's description, quoted from its SKILL.md)
Found on: AIPOCH, Medical Research Skills, github.com/aipoch/medical-research-skills (MIT), version 686e09d of 17 September 2026, read 14 October 2026
AIPOCH's skill
AIPOCH wrote this skill for AI assistants that read SKILL.md files, such as Claude Code and Codex, and keeps it in Medical Research Skills on GitHub; the collection also has an install script for OpenClaw. e2er lists it in Skills so that it can be found next to e2er's own skills; its files stay in AIPOCH's repository.
- Folder
- scientific-skills/Protocol Design/non-tumor-ml-research-planner
- Category
- Protocol Design
- Licence
- MIT, as its SKILL.md states
- Files
- SKILL.md and 4 other files
AIPOCH's own audit
AIPOCH's own audit: Production Ready
No score recorded in the MedSkillAudit report (skill-auditor@1.0), which AIPOCH keeps in the skill's folder: eval_report_non-tumor-ml-research-planner-v2_result.json.
MedSkillAudit is AIPOCH's framework for auditing its medical research skills (skill-auditor). The grade is AIPOCH's assessment of its own skill. e2er has not evaluated this skill.
Can e2er use it?
Not by default: no e2er specialist reads it. e2er's specialists read skills that are single Markdown files, e2er's own and the packs from the RISE catalogue that e2er skills install fetches, and AIPOCH's collection is not in that catalogue.
A specialist can read this skill's instructions if you save its SKILL.md as ~/.e2er/skills/aipoch/non-tumor-ml-research-planner.md and name it under [skills] in a template:
[skills]
<specialist> = ["aipoch/non-tumor-ml-research-planner"]e2er then reads that one file as text, and the study's dossier lists the skill as aipoch/non-tumor-ml-research-planner, which leads back to this page. The folder's 4 other files stay unread.
In Claude Code, Codex or OpenClaw, add the whole folder as the collection's README describes.
More Protocol Design skills in Medical Research Skills
Description
Data model- Discipline
- Biomedical
- Method family
- not specified
- Design
- not specified
- Research stage
- Research design
- Authors
- none: the source is cited on this page
- Usage
- not used in published research yet
- Source
- Found on a list or in a collection · aipoch/medical-research-skills · @686e09dfdb45d9fa1a08664f06bb93769b3c9d91
- Record
- skill:aipoch/non-tumor-ml-research-planner · JSON
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