aipoch

226 mods across 2 repositories, 6.9k stars between them.

aipoch/medical-research-skills

Skill Claude CodeCodex

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

not rated 2.0k +21 29d ago A SkillSpector: pass 29 tokens original MIT

aipoch/medical-research-skills

Skill Claude CodeCodex

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

not rated 2.0k +21 29d ago A SkillSpector: pass 36 tokens original MIT

aipoch/medical-research-skills

Skill Claude CodeCodex

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 fit vs method tolerance, or finding a realistic submission target after a rejection. Also triggers on "where should I submit this…

not rated 2.0k +21 29d ago A SkillSpector: pass 102 tokens original MIT

aipoch/medical-research-skills

Skill Claude CodeCodex

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

not rated 2.0k +21 29d ago A SkillSpector: pass 28 tokens original MIT

lightgbm-analysis

53

aipoch/medical-research-skills

Skill Claude CodeCodex

Use when training a LightGBM model on tabular data in R and returning model metrics, feature importance ranking tables, and feature importance plots.

not rated 2.0k +21 29d ago A SkillSpector: pass 34 tokens original MIT

xgboost-analysis

54

aipoch/medical-research-skills

Skill Claude CodeCodex

Use when building XGBoost models on tabular data and returning feature importance ranking outputs. Supports binary classification and regression with automatic task detection, train-test split, performance tables, feature importance ranking tables, and PNG importance plots.

not rated 2.0k +21 29d ago A SkillSpector: pass 50 tokens original MIT

aipoch/medical-research-skills

Skill Claude CodeCodex needs its repo

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 datasets without…

not rated 2.0k +21 29d ago A SkillSpector: pass 57 tokens original MIT

cerna-analysis

56

aipoch/medical-research-skills

Skill Claude CodeCodex needs its repo

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 single output directory. NOT for: differential expression, single-cell analysis, enrichment analysis, or workflows without a key gene…

not rated 2.0k +21 29d ago A SkillSpector: pass 68 tokens original MIT

aipoch/medical-research-skills

Skill Claude CodeCodex

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 case group against one control group, and generating structured tables plus immune-fraction plots. NOT for single-cell RNA-seq…

not rated 2.0k +21 29d ago A SkillSpector: pass 92 tokens original MIT

aipoch/medical-research-skills

Skill Claude CodeCodex needs its repo

Use when identifying stable sample subtypes from bulk expression matrices with ConsensusClusterPlus, including PAC-based model selection and consensus matrix/CDF visualization. NOT for: differential expression analysis, single-cell clustering workflows, or non-expression tables.

not rated 2.0k +21 29d ago A SkillSpector: warn 51 tokens original MIT

aipoch/medical-research-skills

Skill Claude CodeCodex needs its repo

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 construction, or…

not rated 2.0k +21 29d ago A SkillSpector: warn 64 tokens original MIT

aipoch/medical-research-skills

Skill Claude CodeCodex

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 evaluation summaries, and exports of feature-importance tables and figures.

not rated 2.0k +21 29d ago A SkillSpector: pass 46 tokens original MIT

aipoch/medical-research-skills

Skill Claude CodeCodex

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 include DEG analysis, volcano plot, clustered heatmap, limma-based two-group comparison, and case-vs-control screening. NOT for…

not rated 2.0k +21 29d ago A SkillSpector: pass 96 tokens original MIT

aipoch/medical-research-skills

Skill Claude CodeCodex needs its repo

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.

not rated 2.0k +21 29d ago A SkillSpector: pass 58 tokens original MIT

aipoch/medical-research-skills

Skill Claude CodeCodex needs its repo

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 coefficient path and cross-validation plots. Trigger keywords: elastic net, glmnet, feature selection, binary classification…

not rated 2.0k +21 29d ago A SkillSpector: warn 83 tokens original MIT

aipoch/medical-research-skills

Skill Claude CodeCodex

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 score boxplots plus significance tables when a sample group file is supplied. Trigger keywords: ESTIMATE, immune score, stromal score…

not rated 2.0k +21 29d ago A SkillSpector: pass 90 tokens original MIT

aipoch/medical-research-skills

Skill Claude CodeCodex needs its repo

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, heatmap, and time-dependent ROC curves. NOT for: model training, feature selection, nomogram construction, calibration analysis…

not rated 2.0k +21 29d ago A SkillSpector: pass 66 tokens original MIT

aipoch/medical-research-skills

Skill Claude CodeCodex

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.

not rated 2.0k +21 29d ago A SkillSpector: pass 63 tokens original MIT

gokegg-analysis

67

aipoch/medical-research-skills

Skill Claude CodeCodex

Use when performing GO and KEGG enrichment on a gene list from bulk RNA-seq or microarray studies, then generating a combined GO/KEGG dot chart. NOT for single-cell RNA-seq, methylation data, or non-expression data.

not rated 2.0k +21 29d ago A SkillSpector: pass 55 tokens original MIT

gsea

68

aipoch/medical-research-skills

Skill Claude CodeCodex

Run GSEA on a ranked gene list and produce the enrichment table, running-score table, and enrichment plots.

not rated 2.0k +21 29d ago A SkillSpector: pass 25 tokens original MIT

aipoch/medical-research-skills

Skill Claude CodeCodex

Use this skill to run GSVA or ssGSEA pathway-level differential analysis from a bulk expression matrix and a sample group file, then generate a heatmap from the saved GSVA result object. Trigger keywords: GSVA, ssGSEA, pathway enrichment, KEGG pathway analysis, MSigDB. NOT for: gene-level differential expression…

not rated 2.0k +21 29d ago A SkillSpector: pass 88 tokens original MIT

aipoch/medical-research-skills

Skill Claude CodeCodex needs its repo

Use when building a sample-level hierarchical clustering dendrogram from a bulk expression matrix and sample annotation table, especially for QC, batch inspection, or sample similarity assessment. Trigger keywords: hierarchical clustering, dendrogram, sample QC, batch inspection, sample similarity. NOT for…

not rated 2.0k +21 29d ago A SkillSpector: pass 74 tokens original MIT

aipoch/medical-research-skills

Skill Claude CodeCodex needs its repo

Run immune pathway GSVA or ssGSEA analysis from a bulk expression matrix, a sample group file, and a local immune Reactome gene-set table, then export differential pathway results and a heatmap for two-group comparison.

not rated 2.0k +21 29d ago A SkillSpector: pass 50 tokens original MIT

km-survival-curve

72

aipoch/medical-research-skills

Skill Claude CodeCodex

Use when generating Kaplan-Meier survival curves from tabular survival data containing time, event status, and a precomputed risk group. Supports command-line parameter input, parameter validation, automatic time-unit handling, single-file PDF figure export, and session metadata capture.

not rated 2.0k +21 29d ago A SkillSpector: pass 57 tokens original MIT

At most 3 mods per repository are shown here, and a mod shipped inside a plugin is left to that plugin's page — the rest are on their repository pages: