Skip to content

Aperivue/medsci-skills

25 skills · 266 stars · 64 forks · MIT

Star and fork counts belong to the repository as a whole, not to any one skill in it. Launch7 has not executed or installed this repository.

Clone it

git clone --depth 1 https://github.com/Aperivue/medsci-skills

Skills in this repository

  • academic-aio

    Run this skill when the user is working on any of: - Drafting or revising a title, abstract, structured-summary box, or plain-language…

    AperivueIncludes 6 scripts
  • analyze-stats

    Statistical analysis for medical research papers.

    AperivueIncludes 42 scripts
  • author-strategy

    PubMed author profile analysis.

    AperivueIncludes 6 scripts
  • check-reporting

    Check manuscript compliance with medical research reporting guidelines.

    AperivueIncludes 14 scripts
  • clean-data

    Interactive data profiling and cleaning assistant for medical research.

    AperivueIncludes 6 scripts
  • deidentify

    De-identify clinical research data before LLM-assisted analysis.

    AperivueIncludes 2 scripts
  • explainability

    You produced (or are about to produce) saliency / Grad-CAM / attention maps and want them reported to the standard a reviewer expects.

    AperivueInstructions only
  • fill-protocol

    Fill institutional Word form templates (.doc/.docx) for IRB protocols, ethics applications, grant proposals, and other structured research…

    AperivueIncludes 7 scripts
  • find-cohort-gap

    Research gap finder for longitudinal cohort databases.

    AperivueIncludes 2 scripts
  • fulltext-retrieval

    Batch download open-access PDFs by DOI using legitimate OA APIs (Unpaywall, PMC, OpenAlex, Crossref).

    AperivueIncludes 7 scripts
  • generate-codebook

    Generate a citable data dictionary / codebook from a tabular dataset (CSV/TSV/Excel/Parquet/Stata/SAS).

    AperivueIncludes 2 scripts
  • humanize

    Detect and remove AI writing patterns from academic manuscripts and response-to-reviewers letters.

    AperivueIncludes 4 scripts
  • lit-sync

    After /search-lit completes — sync the produced .bib into Zotero + Obsidian.

    AperivueIncludes 4 scripts
  • make-figures

    Generate publication-ready figures and visual abstracts for medical research papers.

    AperivueIncludes 21 scripts
  • manage-refs

    Cross-cutting reference manager for medical manuscripts.

    AperivueIncludes 26 scripts
  • meta-analysis

    Systematic review and meta-analysis pipeline for medical research.

    AperivueIncludes 18 scripts
  • model-card

    A trained model needs a Model Card / Datasheet for a repo, Hugging Face card, or manuscript supplement

    AperivueIncludes 3 scripts
  • model-evaluation

    You have held-out predictions + ground truth and need task-correct metrics with CIs, calibration, and subgroup slices, plus a per-case…

    AperivueInstructions only
  • model-validation

    A trained imaging model (in-house, vendor, or open-weights) needs a clinical-validation study designed or audited before submission.

    AperivueInstructions only
  • preprocess-imaging

    You have a data manifest (one row per image/slice with a patient/subject ID) and want a leakage-safe preprocessing plan + a…

    AperivueInstructions only
  • present-paper

    Academic presentation preparation — paper-driven (journal club, grand rounds, seminar) and lecture/teaching decks (course material,…

    AperivueIncludes 33 scripts
  • radiomics-ml

    You have a radiomics or clinical/tabular feature table and want to build a random-forest / XGBoost clinical prediction model that will pass…

    AperivueIncludes 4 scripts
  • render-pdf-doc

    Render academic Markdown documents (English or Korean) to publication-quality PDF via pandoc + xelatex.

    AperivueIncludes 7 scripts
  • revise

    Parse peer reviewer comments and generate a structured Response to Reviewers document with tracked manuscript changes.

    AperivueIncludes 5 scripts
  • self-review

    Pre-submission self-review for the user's own manuscripts, applying a reviewer perspective.

    AperivueIncludes 97 scripts