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Skills/General/lilinji/GeneTind-Life-Skills

bio-expression-matrix-metadata-joins

lilinji/GeneTind-Life-Skills
SkillLoads cleanly

Aligns sample metadata with count matrices and constructs design matrices for downstream DE, handling the alphabetical-reference-level trap (relevel BEFORE…

Scores
80
out of 100 · grade B+

2026-08-22

Works

40% of the score

100/100

  • Loads cleanly: valid frontmatter, required fields present, no dangling references.

Maintained

25% of the score

94/100

  • no commits in the last 12 weeks
  • no license file

Adopted

20% of the score

13/100

  • 8 stars on the source repo.

Documented

15% of the score

91/100

  • 3,326 words with worked examples.
  • Ships 2 bundled files.
Loads cleanly. Every structural check Claude Code needs to register this passed. Last commit today.

Install

npx skills add lilinji/GeneTind-Life-Skills/bio-expression-matrix-metadata-joins

What the check found

Every finding on this listing, and what each one means for whether it loads.
FindingWhat it means
No licenseThe repository ships no license file, so the reuse terms are unclear.

What it says it does

Aligns sample metadata with count matrices and constructs design matrices for downstream DE, handling the alphabetical-reference-level trap (relevel BEFORE DESeq), LRT reduced-model rules, the interaction-term resultsNames trap, continuous-covariate scaling and splines, repeated measures via duplicateCorrelation or dream, high-cardinality categorical pseudo-singular designs, sample swap detection via XIST/RPS4Y1 expression and somalier/NGSCheckMate genotypes, SABV (sex-as-biological-variable) mandate, Simpson's-paradox collapsing of technical replicates, and the `~ 0 + group` parameterization for clean contrasts. Use when building a design matrix, troubleshooting reversed fold-change direction, encoding paired or repeated-measures designs, detecting sample swaps, deciding sex-as-covariate, or aggregating technical replicates.

Every number above came out of reading the file and its repository. Nothing is a judgement call, nothing is a model’s opinion, and nothing can be paid for. The full method is published. Source last committed 2026-08-21.

The record

Type
Skill
Category
General
Repository
lilinji/GeneTind-Life-Skills
Last commit
today · 2026-08-21
Repository stars
8
Installs
not in the skills.sh registry
Licence
none declared
Instruction length
3,326 words
Bundled files
2 · includes scripts
View the source on GitHub

Also in lilinji/GeneTind-Life-Skills

Other artifacts published from the same repository.
ArtifactScoreWhat the check foundTypeReachLast commit
arboretolilinji/GeneTind-Life-Skills
81
No licenseSkill8 starstoday
aws-cdk-developmentlilinji/GeneTind-Life-Skills
81
No licenseSkill8 starstoday
bidslilinji/GeneTind-Life-Skills
81
No licenseSkill8 starstoday
adaptyvlilinji/GeneTind-Life-Skills
80
No licenseSkill8 starstoday
analyze-fastalilinji/GeneTind-Life-Skills
80
No licenseSkill8 starstoday
ancestry-risk-profilerlilinji/GeneTind-Life-Skills
80
No licenseSkill8 starstoday

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