Individual skill
clinical-research
Use when designing a prospective clinical study: choosing primary and secondary endpoints, estimating sample size and power, or scoring feasibility before submission. Runs endpoint_selector.py, sample_size_estimator.py and phase_gate_scorer.py; outputs are estimates for a biostatistician to confirm.
research-ops/skills/clinical-research/SKILL.md
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- agentic-ai Repository topic
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- research-ops Declared skill tag
- clinical-research Declared skill tag
- study-design Declared skill tag
- endpoint Declared skill tag
- sample-size Declared skill tag
- power Declared skill tag
- phase-gate Declared skill tag
- biostatistics Declared skill tag
- design Derived category
- research Derived category
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SKILL.mdcore · 10,629 bytesSKILL.mdcore · 10,629 bytesSKILL.mdcore · 10,629 bytesSKILL.mdcore · 10,629 bytesSKILL.mdcore · 10,629 bytesassets/protocol_synopsis_template.mddoc · 1,950 bytesreferences/endpoint_and_power.mddoc · 3,110 bytesreferences/study_design_canon.mddoc · 3,078 bytesreferences/trial_operations.mddoc · 2,957 bytesscripts/ar_evaluator.pyruns · 2,770 bytesscripts/config_loader.pyruns · 4,101 bytesscripts/endpoint_selector.pyruns · 6,783 bytesscripts/onboard.pyruns · 5,551 bytesscripts/phase_gate_scorer.pyruns · 9,390 bytesscripts/sample_size_estimator.pyruns · 8,739 bytes
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# clinical-research
Prospective clinical study DESIGN: endpoints, sample size / power, and phase-gate feasibility. Every output is an **estimate with stated assumptions** routed to a **named human owner**. This skill never gives clinical advice as fact and never substitutes for a biostatistician or regulatory affairs.
## Purpose
R&D clinical teams, medical monitors, and biostatistics functions live at the moment between *we-have-a-hypothesis* and *we-have-a-protocol-ready-for-submission*. This skill structures three of the hardest design decisions:
Three deterministic tools:
1. `sample_size_estimator.py` — Closed-form power / sample-size for two-arm **means** (Cohen's d), **proportions** (normal approximation), and **survival** (Schoenfeld events). Inflates for dropout. Prints an "ESTIMATE — confirm with a biostatistician" banner.
2. `endpoint_selector.py` — Scores candidate endpoints across 5 weighted dimensions (clinical relevance, measurability, regulatory acceptance, sensitivity-to-change, burden) and classifies each as **PRIMARY / KEY-SECONDARY / EXPLORATORY**. Penalizes unvalidated surrogate endpoints.
3. `phase_gate_scorer.py` — Scores a study plan 0-100 across recruitment feasibility, endpoint readiness, statistical power, operational complexity, and budget fit; returns **GO / GO-WITH-CONDITIONS / REDESIGN / NO-GO** plus the named owners who must sign.