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Clinical Trials

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

Clinical TrialsStudy DesignMethods Critique

Small Number of Clusters: When 500 Patients Still Behave Like 10 Sites

A practical guide to inference with a small number of clusters in clinical research. Learn why patients inside the same site are not independent evidence, why default cluster-robust standard errors can be too optimistic, and what reviewers should demand before trusting a cluster-level result.

2026-07-30·14 min read
Clinical TrialsReal-World EvidenceMethods Critique

Bayesian Borrowing: When Historical Data Starts Spending Credibility It Did Not Earn

A practical guide to Bayesian borrowing for clinical researchers. Covers exchangeability, commensurate priors, historical controls, calendar-time drift, and what reviewers should demand before trusting extra certainty borrowed from earlier data.

2026-07-13·16 min read
Study DesignClinical TrialsMethods Critique

Informative Cluster Size: When the Biggest Sites Start Writing the Result

A practical guide to informative cluster size for clinical researchers. Covers why larger centers can quietly dominate treatment effects, how weighting changes the estimand, and what reviewers should demand before trusting clustered results.

2026-07-11·15 min read
Clinical TrialsOutcome MeasurementMethods Critique

Baseline Adjustment in Randomized Trials: Why Change From Baseline Keeps Losing to ANCOVA

A practical guide to baseline adjustment in randomized trials. Covers ANCOVA versus change scores, percent change traps, responder thresholds, and what reviewers should demand before trusting a tidy efficacy claim.

2026-07-10·15 min read
Missing DataClinical TrialsMethods Critique

Complete-Case Analysis: When Missing Data Quietly Changes the Study Population

A practical guide to complete-case analysis for clinical researchers. Covers when dropping incomplete records changes the study population, how endpoint missingness becomes selection bias, and what reviewers should demand before trusting the estimate.

2026-07-07·15 min read
Clinical TrialsAdaptive DesignsMethods Critique

Platform Trials: When a Shared Control Stops Being the Same Comparison

A practical guide to platform trials for clinical researchers. Covers nonconcurrent controls, changing standard of care, case-mix drift, and what reviewers should demand before trusting an adaptive-trial headline.

2026-07-06·16 min read
Survival AnalysisClinical TrialsMethods Critique

Nonproportional Hazards: When One Hazard Ratio Pretends the Treatment Effect Never Changes

A practical guide to nonproportional hazards for clinical researchers. Covers delayed effects, crossing curves, waning benefit, why one hazard ratio can mislead, and what reviewers should demand instead.

2026-07-05·16 min read
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 TrialsBiomarkersMethods Critique

Surrogate Endpoints: When a Biomarker Improvement Pretends to Be Patient Benefit

A practical guide to surrogate endpoints for clinical researchers. Covers validated versus merely plausible surrogates, classic failure modes, and what reviewers should demand before trusting a biomarker-driven trial claim.

2026-06-17·16 min read
Clinical TrialsMissing DataMethods Critique

Jump-to-Reference Imputation: When Missing Outcomes Start Borrowing the Control Arm's Future

A practical guide to jump-to-reference imputation for clinical researchers. Covers what J2R assumes after treatment discontinuation, when it helps sensitivity analysis, and when it quietly answers the wrong estimand.

2026-06-12·15 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
Missing DataClinical TrialsMethods Critique

Last Observation Carried Forward: When Yesterday's Outcome Pretends the Patient Stopped Changing

A practical guide to last observation carried forward for clinical researchers. Covers why LOCF fails as missing-data strategy, how it can exaggerate or dilute treatment effects, and what reviewers should demand instead.

2026-06-10·16 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
Real-World EvidenceClinical TrialsMethods Critique

External Control Arms: When a Comparison Group Arrives from Another Universe

A practical guide to external control arms for clinical researchers. Covers historical and real-world comparators, design drift, prognostic imbalance, endpoint mismatch, and what reviewers should demand before trusting single-arm success stories.

2026-06-04·17 min read
Clinical TrialsOncologyMethods Critique

Treatment Switching in Oncology Trials: When Overall Survival Becomes a Rescue Protocol Audit

A practical guide to treatment switching in oncology trials for clinical researchers. Covers crossover, overall survival dilution, ITT versus hypothetical estimands, RPSFTM, IPCW, two-stage estimation, and what reviewers should demand before trusting an adjusted survival claim.

2026-05-30·17 min read
Clinical TrialsStudy DesignMethods Critique

Run-In Periods: When Your Trial Randomizes the Easy Patients First

A practical guide to run-in periods for clinical researchers. Covers adherence enrichment, tolerability selection, estimand drift, external validity, and what reviewers should demand before trusting a polished randomized cohort.

2026-05-29·16 min read
Clinical TrialsOutcome MeasurementMethods Critique

Responder Analyses: When a Cutoff Turns a Clinical Gradient into a Headline

A practical guide to responder analyses for clinical researchers. Covers dichotomizing continuous outcomes, post hoc thresholds, baseline dependence, power loss, and what reviewers should demand before trusting "X% achieved response" claims.

2026-05-26·16 min read
Clinical TrialsReporting BiasMethods Critique

Outcome Switching: When the Primary Endpoint Moves After the Results Get Interesting

A practical guide to outcome switching for clinical researchers. Covers endpoint shopping, selective reporting, protocol drift, and what reviewers should demand before trusting a late-breaking primary outcome.

2026-05-20·16 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

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