accessibility-aggregat…
Build comprehensive chromatin accessibility maps by aggregating ATAC-seq and DNase-seq narrowPeak data across multiple ENCODE…
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.
Claude Code
$ npx -y skills add ammawla/encode-toolkit --skill publication-trust --agent claude-code
Codex
$ npx skills add ammawla/encode-toolkit --skill publication-trust -a codex -y
Cursor
$ npx skills add ammawla/encode-toolkit --skill publication-trust -a cursor -y
Gemini CLI
$ npx skills add ammawla/encode-toolkit --skill publication-trust -a gemini-cli -y
GitHub Copilot
$ npx skills add ammawla/encode-toolkit --skill publication-trust -a github-copilot -y
OpenCode
$ npx skills add ammawla/encode-toolkit --skill publication-trust -a opencode -y
Windsurf
$ npx skills add ammawla/encode-toolkit --skill publication-trust -a windsurf -y
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.
Build comprehensive chromatin accessibility maps by aggregating ATAC-seq and DNase-seq narrowPeak data across multiple ENCODE…
Guide for multi-experiment batch operations: QC screening, batch download, comparison, and report generation across many ENCODE…
Install bioinformatics tools for ENCODE data analysis. Covers CLI tools (BWA, STAR, samtools, MACS2), R/Bioconductor packages…
Guide for integrating CellxGene Census single-cell data with ENCODE bulk experiments. Use when users need cell-type-specific…
Generate proper ENCODE citations for publications, grants, and presentations. Use when the user needs to cite ENCODE data, create…
Guide for annotating ENCODE regulatory variants with ClinVar clinical significance. Use when users need to check if variants in…
Use this skill to extract structured Markdown/JSON from PDFs and document images—tables with cell-level precision, formulas as…
Estimates intracellular metabolic fluxes from steady-state carbon-13 isotope-tracing measurements using validated atom maps,…