accessibility-aggregat…
Build comprehensive chromatin accessibility maps by aggregating ATAC-seq and DNase-seq narrowPeak data across multiple ENCODE experiments, donors, and labs.…
Assess the scientific integrity and trustworthiness of publications before relying on their findings. Use this skill whenever evaluating a paper for a workflow, citing a study, building an analysis on published methods, or when a user asks about the reliability of a study.
$ npx -y skills add ammawla/encode-toolkit --skill publication-trust --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/publication-trustContext preview
The summary Claude sees to decide when to auto-load this skill.
Assess the scientific integrity and trustworthiness of publications before relying on their findings. Use this skill whenever evaluating a paper for a workflow, citing a study, building an analysis on published methods, or when a user asks about the reliability of a study.
name: publication-trust description: Assess the scientific integrity and trustworthiness of publications before relying on their findings. Use this skill whenever evaluating a paper for a workflow, citing a study, building an analysis on published methods, or when a user asks about the reliability of a study. Checks for formal retractions, corrections, expressions of concern, and — critically — informal contradictions where subsequent studies failed to reproduce key findings. Integrates with PubMed, bioRxiv, and Consensus to provide a trust assessment. Use this skill for ANY publication evaluation, retraction checking, author reliability assessment, or when a user says "can I trust this paper", "is this study reliable", "has this been refuted", or "check this publication".
Evaluate the scientific integrity and reliability of publications before building analyses on their findings.
Not all published findings are reliable. Problems range from formal retractions (data fabrication, image manipulation) to informal contradictions where independent groups fail to reproduce key claims. In genomics and computational biology, building pipelines or analyses on unreliable findings wastes resources and propagates errors.
**The problem is not always obvious.** Formal retractions are rare compared to the number of problematic papers. More commonly:
This skill provides a systematic approach to detecting these issues.
| Level | Label | Meaning | |-------|-------|---------| | 5 | **High confidence** | No issues found; replicated by independent groups | | 4 | **Standard** | No issues found; not yet independently replicated | | 3 | **Caution advised** | Minor corrections, errata, or partial contradictions exist | | 2 | **Reliability concerns** | Key findings contradicted by independent study, or expression of concern issued | | 1 | **Compromised** | Retracted, or key findings refuted with evidence of methodological problems |
**Default trust level is 4** (standard) — absence of evidence is not evidence of absence. A paper starts at "standard" and moves up with independent replication or down with identified issues.
For any publication being assessed, retrieve full metadata:
get_article_metadata(pmids=["PMID"])
Record:
If starting from a DOI:
convert_article_ids(ids=["DOI"], id_type="doi")
Search PubMed for retraction notices linked to this paper:
search_articles(query="PMID[PMID] AND (Retracted Publication[pt] OR Retraction of Publication[pt])")
Also check the `article_types` field from Step 1 — if it contains "Retracted Publication", the paper has been formally retracted.
**If retracted → Trust Level 1 (Compromised)**
Search for corrections:
search_articles(query="PMID[PMID] AND (Published Erratum[pt] OR Correction[pt])")
Errata can be minor (typo in a table) or major (recalculated results that change conclusions). Read the erratum to distinguish:
search_articles(query="PMID[PMID] AND Expression of Concern[pt]")
An Expression of Concern from a journal editor indicates an active investigation. **Trust Level 2 (Reliability concerns)** until resolved.
This is the most important and most nuanced step. Many problematic findings are never formally retracted — they are contradicted by subsequent independent work.
find_related_articles(pmids=["PMID"], link_type="pubmed_pubmed", max_results=50)
This returns computationally similar articles. From these, search for contradiction signals.
Search PubMed for articles that cite the original AND contain contradiction language:
search_articles(query="\"[key claim from title]\" AND (\"fail to replicate\" OR \"unable to reproduce\" OR \"does not\" OR \"do not support\" OR \"contradicts\" OR \"challenges\" OR \"reanalysis\" OR \"re-analysis\" OR \"not reproducible\" OR \"could not confirm\")")
Also search with the first author's last name + key topic terms:
search_articles(query="[FirstAuthor] [KeyTopic] AND (Comment[pt] OR Letter[pt] OR \"fail\" OR \"does not\")")
Use Consensus to find contradicting evidence:
consensus_search(query="does [key claim from paper] replicate? contradiction evidence")
Contradictions sometimes appear first as preprints:
Search ENCODE, cross-reference 14 databases, run 7 analysis pipelines, and generate publication-ready methods — all from natural language in Claude Code.
Repo: ammawla/encode-toolkit
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