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Harmonize Measurement Units Without Losing Provenance

Create a traceable conversion map and verify units, scale factors, and summary statistics before combining data.

Create a Protocol-Deviation Log That Supports Analysis

Record what happened, which protocol rule applied, and how each deviation was assessed without automatically excluding participants.

Define Analysis Populations Before Building Tables

Write explicit membership and grouping rules so participant counts remain traceable across efficacy, safety, and sensitivity analyses.

Paired measurement extraction worksheet

Document the paired population before deriving an SD of change.

Cluster assumptions worksheet

Record the design and evidence behind a cluster approximation; this is not a power calculation.

Measurement agreement planning worksheet

Define acceptable disagreement before inspecting paired results; no patient measurements belong in this blank planning file.

Trial flow and follow-up reconciliation worksheet

Complete a separate copy for each outcome and time point. Use aggregate counts only. Arithmetic balance does not validate the analysis population.

Database join planning and audit worksheet

Plan and validate joins with aggregate diagnostics. Keep real identifiers and row-level records in the approved data environment.

OpenRefine data cleaning

Clean inconsistent labels, transform tabular data, and inspect reproducible operation histories with free, open-source desktop software.

Zenodo research records

Find research data, software, and supporting materials in a public repository. Check each record’s license and file-access conditions before reuse.

ORCID researcher identifiers

Create a free persistent researcher identifier and maintain connections to your research outputs across name or affiliation changes.

OpenAlex research catalog

Explore a free, open catalog connecting scholarly works, researchers, and institutions. Check source records before relying on automated metadata.