Skills · Found in a collection
single-compound-network-toxicology-disease-link-reference-grounded
“Generates complete single-compound network-toxicology research designs from one exposure, one disease or toxic phenotype, and a validation direction. Use when a study centers on one compound–one disease link and needs target collection, overlap construction, enrichment, PPI hub prioritization, docking, optional transcriptomic cross-check, and conservative mechanistic synthesis. 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.” (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
- awesome-med-research-skills/Protocol Design/single-compound-network-toxicology-disease-link-reference-grounded
- Category
- Protocol Design
- Licence
- MIT, as its SKILL.md states
- Files
- SKILL.md and 9 other files
AIPOCH's own audit
AIPOCH's own audit: Production Ready
89 of 100 points in the MedSkillAudit report of 22 April 2026 (skill-auditor@1.0), which AIPOCH keeps in the skill's folder: eval_report_single-compound-network-toxicology-disease-link-reference-grounded_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/single-compound-network-toxicology-disease-link-reference-grounded.md and name it under [skills] in a template:
[skills]
<specialist> = ["aipoch/single-compound-network-toxicology-disease-link-reference-grounded"]e2er then reads that one file as text, and the study's dossier lists the skill as aipoch/single-compound-network-toxicology-disease-link-reference-grounded, which leads back to this page. The folder's 9 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/single-compound-network-toxicology-disease-link-reference-grounded · JSON
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