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Agent skills

Reusable instructions for compatible AI agents.

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Agent skill

ggplot2 Fundamentals

Create publication-quality scientific figures with ggplot2 including scatter plots, boxplots, heatmaps, and multi-panel layouts. Use when creating static figures for papers, presentations, or reports in R.

ClaudeCodexOpenClawData & Analytics
David-Li04063
Apache-2.0View resource
Agent skill

Format Citations

Format citations across academic styles (APA 7, Chicago, Vancouver, IEEE) using CSL processors and R tooling. Convert between citation styles, generate in-text citations and reference lists, and validate formatting against style guides using citeproc, knitcitations, and Quarto's built-in citation...

OpenClawEducation & Research
pjt22243
Agent skill

Manage Bibliography

Create, merge, and deduplicate BibTeX bibliography files using R packages (RefManageR, bibtex). Parse .bib files into structured R objects, merge multiple bibliographies with deduplication by DOI or title similarity, generate entries from DOI/ISBN/arXiv ID, and export clean sorted .bib files. Use...

ClaudeCodexOpenClawData & Analytics
pjt22243
Agent skill

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 curves, and exporting summary outputs. NOT for: survival calibration, ROC-only discrimination analysis, nomogram ...

OpenClawData & Analytics
aipoch2,022
Agent skill

Time-Dependent ROC Analysis

Use when performing time-dependent ROC curve analysis for survival data with follow-up time, event status, and a numeric marker. Supports CSV/TXT/TSV/Excel input, `risk_score` as the default marker unless `--marker_col` is provided, parameter validation, standardized output directories, AUC table...

OpenClawData & Analytics
aipoch2,022
Agent skill

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. NOT for: single-cell integration, raw FASTQ processing, differential expression without batch labels, or data...

OpenClawData & Analytics
aipoch2,022
Agent skill

Gene Protein Expression Matrix Normalization

Use when normalizing bulk gene or protein expression matrices with log2 transform, z-score standardization, or min-max scaling before downstream visualization or exploratory analysis. NOT for count-model normalization such as TPM/DESeq2 size factors, batch correction, or single-cell preprocessing.

OpenClawData & Analytics
aipoch2,022
Agent skill

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 visualization. NOT for:single-cell RNA-seq, methylation analysis, non-expression data.

OpenClawData & Analytics
aipoch2,022
Agent skill

ROC Diagnostic Performance

Use when evaluating diagnostic biomarker performance from case-control expression data with logistic regression and ROC curves, exporting coefficient and AUC tables together with a ROC PDF. NOT for: survival analysis, time-to-event outcomes, multiclass classification, calibration curves, decision...

OpenClawData & Analytics
aipoch2,022

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