Fit Dose Response — Data skill for Claude Code
Fit dose-response curves and compute IC50/AUC.
How to install Fit Dose Response
Installs to ~/.claude/commands/zamushwani-biomedical-ai-skills-fit-dose-response.md
mkdir -p ~/.claude/commands && curl -fsSL https://raw.githubusercontent.com/zamushwani/biomedical-ai-skills/HEAD/.claude/commands/fit-dose-response.md -o ~/.claude/commands/zamushwani-biomedical-ai-skills-fit-dose-response.md Restart Claude Code, or start a new session, for it to be picked up.
What Fit Dose Response does
description: Fit dose-response curves and compute IC50/AUC. Use when the user has viability data across drug concentrations, or asks about IC50, EC50, or drug sensitivity. argument-hint: [data-file] allowed-tools: Read Grep Glob Bash(Rscript *)
Fit dose-response curves for `$0`.
Follow the `drug-response` skill. The parts that are usually got wrong:
- Report AUC, not IC50, as the primary metric. A drug that plateaus at 60% viability has no IC50 — pipelines substitute the maximu
Alternatives in Data
- Data Contract — This document defines which files belong to the system (auto-updatable) and which belong to the user (never to 32.5k ★
- User Segmentation — Segment users by behavior, JTBD, and needs from feedback data 7.8k ★
- Portaljs Architect — Recommend a data-portal architecture (storage, compute, catalog, access, hosting, metadata) from your needs, t 2.3k ★
Full documentation available on GitHub
View Source RepositoryRelated Skills
Plot Survival
Kaplan-Meier curves and Cox models from clinical data. Use when the user asks about survival, prognosis, hazar
Analyze Cohorts
Perform cohort analysis on user data — retention curves, feature adoption, and engagement trends
Pmf Discovery
Run W1 PMF Discovery. Analyses product-market fit across customer segments using event data, behavioural signa
Market Data
Get real-time token prices and discover trending tokens across 16+ categories (AI, DeFi, memes, Layer 1, ecosy
Massu Data
When user asks about data trends, metrics, analytics, funnel analysis, cohort comparison, entity counts, stora
Query Tcga
Query TCGA/GDC for projects, mutations, or clinical data. Use when the user asks for TCGA cohorts, mutation co
Related Agents
Business Viability
Audits whether the proposed feature moves the business forward — revenue/retention logic, strategic fit, brand
Mmm Reviewer
Adversarial reviewer for a media mix model fit. Use to challenge identification, priors, sensitivity and wheth
Federal Estimator
Compute US federal tax on figures the user supplies — ordinary tax, long-term gains across the preferential ba