aipoch

medical-research-skills

Hundreds of agent skills for medical research, including protocol design, data analysis, evidence insights, and academic writing.

2k898605 skills

Top skills by aipoch

aipoch

Medical Research Skills

arxiv-preflight

Run a submission-readiness preflight on a manuscript before arXiv upload. Use when the user is preparing an arXiv submission, asks to check a paper before uploading, mentions hallucinated…

aipoch

Medical Research Skills

conference-abstract-writer

Condenses a full study into conference-submission abstract format. Use when adapting a manuscript abstract or study summary to meet a specific conference's word limit, structured format…

aipoch

Medical Research Skills

decision-curve-analysis

Use when evaluating the clinical utility of a binary prediction model from a single clinical CSV file by fitting a logistic decision-curve model, plotting decision and clinical-impact…

aipoch

Medical Research Skills

discussion-composer

Composes a Discussion around key findings, mechanisms, clinical relevance, and limitations. Use when writing or improving a Discussion section for any biomedical manuscript — including…

aipoch

Medical Research Skills

grant-specific-aims-writer

Writes Specific Aims pages for grant applications. Use when drafting or revising the Specific Aims page (NIH R01/R21/R03), NSF Project Summary, or equivalent for any major funding agency…

aipoch

Medical Research Skills

limitation-and-risk-writer

Acknowledges limitations in sample, design, measurement, and validation in a professional way that improves credibility without undermining the whole paper. Use when writing the limitations…

aipoch

Medical Research Skills

skill-auditor

A comprehensive auditor for any agent skill — including Manus, OpenClaw/ClawHub, Claude, LobeHub, or custom SKILL.md-based skills. Use this skill whenever a user wants to evaluate, audit…

aipoch

Medical Research Skills

target-journal-matcher

Matches your study to appropriate journals based on topic, design, and evidence strength. Use when deciding where to submit a manuscript, comparing journal options by impact factor vs scope…

aipoch

Medical Research Skills

figure-legend-writer

Writes complete, publication-grade figure legends that can stand on their own. Use when writing or revising figure legends for any scientific figure — bar charts, line graphs, scatter…

aipoch

Medical Research Skills

poster-storyline-builder

Reorganizes a paper into a storyline suitable for scientific posters. Use when planning the section structure, title hierarchy, figure selection, and live-explanation flow for an academic…

aipoch

Medical Research Skills

author-response-builder

Turns reviewer comments into structured, professional point-by-point responses linked to manuscript revisions, clarifications, rebuttals, and additional analyses.

aipoch

Medical Research Skills

batch-effect-correction

Use when correcting batch effects in merged bulk expression matrices with sample-level batch metadata while preserving biological group structure and generating before-and-after QC plots…

aipoch

Medical Research Skills

cerna-analysis

Use when building a ceRNA regulatory network from a key gene list by combining bundled miRNA-mRNA and miRNA-lncRNA database files, with flat-file CSV exports and PDF visualization in a…

aipoch

Medical Research Skills

cibersort-immune-infiltration-analysis

Use when estimating relative immune cell infiltration from a bulk expression matrix with a CIBERSORT-style nu-SVR deconvolution workflow based on an LM22 signature matrix, comparing one…

aipoch

Medical Research Skills

claim-strength-calibrator

Calibrates manuscript claim strength so wording matches the actual evidence level, study design, and validation status.

aipoch

Medical Research Skills

consensus-clustering-analysis

Use when identifying stable sample subtypes from bulk expression matrices with ConsensusClusterPlus, including PAC-based model selection and consensus matrix/CDF visualization. NOT for…

aipoch

Medical Research Skills

consistency-checker-across-manuscript

Checks consistency across title, abstract, methods, results, figures, tables, and supplements to identify internal contradictions and version drift in biomedical manuscripts.

aipoch

Medical Research Skills

decision-tree-analysis

Use when building a decision tree model in R and generating feature importance ranking outputs. Supports classification and regression, automatic task detection, parameter validation, model…

aipoch

Medical Research Skills

deg-screening-analysis

Use when screening differentially expressed genes from a bulk expression matrix between two user-specified groups, producing DEG tables, a volcano plot, and a clustered heatmap. Triggers…

aipoch

Medical Research Skills

differential-expression-analysis

Use when analyzing bulk RNA-seq or microarray expression data to identify differentially expressed genes between two biological groups (case vs control), with volcano plots and heatmap…

aipoch

Medical Research Skills

elastic-net-feature-selection

Use when selecting predictive genes or other molecular features from bulk expression matrices for binary case-vs-control classification with elastic net logistic regression, including…

aipoch

Medical Research Skills

estimate-immune-score-analysis

Use this skill to compute ESTIMATE immune-related microenvironment scores from a bulk expression matrix, generate an ESTIMATE score heatmap, and optionally generate group-wise ESTIMATE…

aipoch

Medical Research Skills

external-model-validation

Use when validating an existing prognostic risk signature on an external bulk expression cohort with survival outcomes, producing risk scores, Kaplan-Meier curves, risk distribution plots…

2k898AI engineering

aipoch

Medical Research Skills

graphical-abstract-generator

Converts a biomedical study storyline into a graphical abstract and, when direct image capability is available, generates the graphical abstract directly; otherwise it falls back to…

aipoch

Medical Research Skills

introduction-logic-builder

Builds background-gap-objective logic for biomedical manuscript introductions with clear study positioning and disciplined narrative structure.

aipoch

Medical Research Skills

introduction-section-writer

Writes the full Introduction section of a biomedical manuscript based on an approved or sufficiently clear study logic, while preserving evidence boundaries and introduction discipline.

aipoch

Medical Research Skills

latex-manuscript-format-converter

Converts existing manuscript content into LaTeX format aligned with a target journal, conference, or template while preserving manuscript meaning and structural integrity.

aipoch

Medical Research Skills

medical-english-precision-editor

Improves medical English precision without changing the underlying facts, evidence boundaries, or intended scientific meaning.

2k898Healthcare

aipoch

Medical Research Skills

methods-section-writer

Turns your protocol and analysis workflow into publication-ready Methods text. Use when writing or revising the Methods section of a biomedical manuscript, ensuring it complies with…

aipoch

Medical Research Skills

paper-sprint-review

Scrum-inspired paper review, revision, and R&R workflow. Handles docx/tex/md/PDF in English or Chinese. Auto-detects manuscript stage, estimates sprint count, runs multi-lens review…

aipoch

Medical Research Skills

reference-integrity-checker

Checks whether manuscript references are accurately matched to claims, appropriately scoped, and not overextended, misquoted, or second-hand cited.

aipoch

Medical Research Skills

reporting-guideline-compliance-checker

Checks biomedical manuscripts against reporting guidelines such as CONSORT, STROBE, PRISMA, and TRIPOD to identify missing or weak reporting elements before submission or revision.

aipoch

Medical Research Skills

results-section-structurer

Organizes biomedical figures, analyses, and result blocks into a clear Results section structure with disciplined narrative ordering and evidence-aware presentation.

aipoch

Medical Research Skills

results-section-writer

Writes the full Results section of a biomedical manuscript from a sufficiently clear result structure, figure inventory, or analysis summary while preserving evidence boundaries and result…

aipoch

Medical Research Skills

revision-strategy-planner

Builds prioritized manuscript revision plans for major or minor revisions by separating comments that require experiments, analyses, clarification, restructuring, or wording changes.

aipoch

Medical Research Skills

slide-deck-for-lab-meeting

Structures research progress into focused and actionable slides for lab meetings or project reviews without inventing missing content.

aipoch

Medical Research Skills

table-narrative-writer

Converts biomedical table content into clear manuscript or presentation narrative by prioritizing meaningful patterns, contrasts, and interpretation boundaries rather than restating every…

aipoch

Medical Research Skills

title-and-abstract-optimizer

Optimizes manuscript titles and abstracts for information density, factual accuracy, and submission fit in biomedical research writing.

aipoch

Medical Research Skills

cover-letter-drafter

Drafts journal-ready cover letters for manuscript submission. Use when preparing a submission package, communicating the manuscript's contributions and journal fit to editors, or tailoring…

aipoch

Medical Research Skills

lay-summary-for-cross-disciplinary-teams

Rewrites technical research content into a structured lay summary that cross-disciplinary teams can quickly understand and act on. Use when the user wants to explain research to colleagues…