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Audit Person-Time Before Calculating an Incidence Rate

Check event definitions, time at risk, and units before expressing events per person-year or person-month.

Run a Unit-of-Analysis Check Before Pooling Results

Find clusters, repeated observations, paired measurements, and shared control groups before treating results as independent.

Pilot Eligibility Criteria Before Full-Text Screening

Turn protocol criteria into reproducible screening decisions with a small, documented pilot.

Pilot a Data-Extraction Form Before Scaling the Review

Test an extraction form against real reporting problems and preserve a traceable path from source to analysis.

Retrieve a Missing Standard Deviation Without Guessing

Distinguish reported, derived, and estimated standard deviations and document the assumptions behind each.

Can You Recruit the Sample Your Study Needs?

Turn a sample-size target into a realistic recruitment discussion, with explicit assumptions for enrollment, loss, and follow-up.

A Missing-Data Audit Before You Choose a Method

Define denominators, count missing values, and record reasons before deciding how to handle incomplete research data.

Choose a Reporting Guideline Before You Draft

Match your report to a guideline, check extensions, and turn the checklist into a manuscript-location map.

What to Include in a Reproducible Analysis Handoff

A practical handoff checklist for data definitions, analysis scripts, software versions, and manuscript outputs.

Keep a Search Log You Can Actually Reproduce

Record database platforms, exact strategies, dates, exports, and decisions throughout a systematic review search.

Recruitment assumptions worksheet

Editable plain-text prompts to document decisions, assumptions, and the next actions for your team.

Missing-data investigation worksheet

Editable plain-text prompts to document decisions, assumptions, and the next actions for your team.