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Trial Design

Everything on Aqrab tagged Trial Design — grouped into one landing page so readers can go deeper by problem family instead of bouncing around the archive blind.

Clinical TrialsTrial DesignMethods Critique

Futility Stopping in Clinical Trials: When “No Signal Yet” Starts Pretending the Question Is Answered

A practical guide to futility stopping in clinical trials. Covers conditional power, delayed effects, optimistic design assumptions, and what reviewers should demand before trusting a trial stopped for futility.

2026-07-04·15 min read
Clinical TrialsTrial DesignMethods Critique

Noninferiority Margins: When “Not Much Worse” Starts Giving Away Too Much

A practical guide to noninferiority margins for clinical researchers. Covers margin justification, assay sensitivity, constancy, biocreep, and what reviewers should demand before trusting a noninferiority win.

2026-06-29·16 min read
Clinical TrialsTrial DesignMethods Critique

Stepped-Wedge Cluster Trials: When Rollout Timing Starts Competing With the Intervention

A practical guide to stepped-wedge cluster trials for clinical researchers. Covers secular trends, rollout order, learning effects, contamination, and what reviewers should demand before trusting a tidy implementation-era benefit.

2026-06-27·16 min read
Clinical TrialsTrial DesignMethods Critique

Response-Adaptive Randomization: When a Trial Starts Chasing Its Early Winners

A practical guide to response-adaptive randomization for clinical researchers. Covers delayed outcomes, temporal drift, instability, ethical claims, and what reviewers should demand before trusting an adaptive allocation design.

2026-06-26·15 min read
Clinical TrialsTrial DesignMethods Critique

Adaptive Enrichment Trials: When Precision for One Subgroup Pretends to Be Evidence for Everyone

A practical guide to adaptive enrichment trials for clinical researchers. Covers predictive versus prognostic enrichment, assay timing, multiplicity, external validity, and what reviewers should demand before trusting a biomarker-selected win.

2026-06-19·16 min read
Clinical TrialsTrial DesignMethods Critique

Multiple Testing in Clinical Trials: When One Positive Endpoint Is Just the Loudest Coin Flip

A practical guide to multiple testing in clinical trials for clinical researchers. Covers endpoint families, subgroup fishing, interim looks, alpha control, and what reviewers should demand before trusting a lone positive result.

2026-06-11·16 min read
Clinical TrialsTrial DesignMethods Critique

Early Stopping for Benefit: When a Trial Quits While the Effect Is Still on Its Best Behavior

A practical guide to early stopping for benefit in clinical trials. Covers interim looks, alpha spending, exaggerated effect sizes, immature follow-up, and what reviewers should demand before trusting a triumphant stop.

2026-06-06·16 min read
Clinical EpidemiologyTrial DesignMethods Critique

Subgroup Analysis: When “Personalized” Findings Are Mostly Multiplicity Wearing a Stethoscope

A practical guide to subgroup analysis for clinical researchers. Covers interaction testing, multiplicity, power failure, post hoc storytelling, and what reviewers should demand before trusting treatment-effect heterogeneity claims.

2026-05-14·15 min read
Causal InferenceTrial DesignClinical Trials

Composite Endpoints: When One Trial Outcome Quietly Becomes Four Different Clinical Questions

A practical guide to composite endpoints for clinical researchers. Covers when endpoint bundles improve efficiency, when they distort clinical meaning, how soft components hijack results, and what reviewers should demand before trusting the headline.

2026-05-12·15 min read
Causal InferenceEstimandsTrial Design

Per-Protocol Effects: The Estimand Everyone Wants and the Bias Trap They Usually Build

A practical guide to per-protocol effects for clinical researchers. Covers sustained-adherence estimands, naive as-treated failure, selection bias after protocol deviation, and what reviewers should demand before trusting per-protocol claims.

2026-05-11·15 min read

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