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Evidence Mapping · yogsoth-ai | DecimalAI

researchby yogsoth-ai

Evidence Mapping

yogsoth-ai/evidence-mapping

Source yogsoth-ai/de-anthropocentric-research-engine ↗License Apache-2.0

Systematic evidence map construction — search, classify, locate gaps, visualize. Combines concept-matrix-construction, gap-keyword-extraction, evidence-grading, and egm-construction SOPs.

NewMaintained

Automatic

Research pack

Last verified 8/22/2026

What it changes

Passed 15 of 19 test cases with the skill, and 15 of 19 without it.

Without skill77%

With skill77%

Checks it passed that the model alone missed

Verifies gap candidates using targeted keyword extraction from full texts
Constructs an articles by concepts matrix before generating the evidence gap map

2 fixed15 passed either way3 still failing2 broke

Pass-rate lift: 0 pp
Tokens: +49%
Agent turns: 0%
Response time: +20%

Model gemini-3.6-flashMeasured 8/22/2026v117 of 22 cases passed with skill · 19 comparable

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/yogsoth-ai-evidence-mapping/SKILL.md https://app.decimal.ai/s/yogsoth-ai-evidence-mapping/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add yogsoth-ai-evidence-mapping, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/yogsoth-ai-evidence-mapping/ and pins it in .decimal/skills.lock

decimalai skills add yogsoth-ai-evidence-mapping

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/yogsoth-ai-evidence-mapping/SKILL.md https://app.decimal.ai/s/yogsoth-ai-evidence-mapping/SKILL.md

Raw file: /s/yogsoth-ai-evidence-mapping/SKILL.md ↗ · machine-readable summary at /s/yogsoth-ai-evidence-mapping.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 2 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 2

Prompt

After noticing that mobile app monitoring has no entries under 'elderly patients over 80' in our concept matrix, what step verifies whether this is a true literature gap?

What was checked, without and with the skill
Checked	Without skill	With skill
Verifies gap candidates using targeted keyword extraction from full texts	Missed	Passed

case-13 · gemini-3.6-flash · 8/22/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md47 linessingle file

Evidence Mapping

Systematically build evidence maps to reveal structural gaps.

Operations

concept-matrix-construction — articles × concepts coverage visualization
gap-keyword-extraction — gap-indicating sentence identification
evidence-grading — quality assessment of available evidence
egm-construction — structured evidence gap map output

Available SOPs

Subagent: concept-matrix-construction, gap-keyword-extraction, evidence-grading, egm-construction Import: paper-overview, paper-search

Execution Guidance

Build concept matrix first (articles × concepts), identify empty cells as gap candidates, verify with keyword extraction from full texts, grade evidence quality in populated cells, construct final EGM for structural view.

Minimum Yield

<HARD-GATE>
- concept-matrix: >= 1 constructed
- gap-keyword passes: >= 3
- evidence grading: >= 5 items graded
- EGM: >= 1 constructed
</HARD-GATE>

Available SOPs

Optional, no fixed order; the final leaf is always a sop.

SOP	When to use
concept-matrix-construction	Build articles × concepts coverage matrix to visualize research landscape and identify empty cells as gap candidates.

Track record

Benchmark

15 / 19

test cases passed, vs 15 / 19 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

yogsoth-ai / de-anthropocentric-research-engine

skills/evidence-mapping/SKILL.md

View on GitHub ↗

License Apache-2.0Imported 8/3/2026Version v1

Other skills for the same job

Published skills whose descriptions closely match this one, with their headline benchmark lift.

yogsoth-ai/egm-constructionBuild structured Evidence Gap Maps — define axes (intervention × outcome or method × domain), place gaps in cells, annotate with evidence density and quality.Close match+4 pp pass-rate lift

More skills from the same source and nearby in the registry, with their headline benchmark lift.

Ready to supercharge your AI agents?

See it in action

What's inside

Evidence Mapping

Operations

Available SOPs

Execution Guidance

Minimum Yield

Available SOPs

Track record

Benchmark

Adoption

SkillSafety

Source

Other skills for the same job

Related skills