Practical guides · Page 13

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Check Schema Compatibility Before Combining Repository Exports

Read the declared schema version and preserve new controlled values when importing research metadata.

Align Original and Translated Article Titles

Save language and title role when matching records across multilingual citation sources.

Choose Between Online and Print Publication Dates

Document which publication event determines a review cutoff and retain both dates when available.

Check ORCID Format Before Linking Author Records

Validate the identifier structure and then verify the evidence connecting it to the intended contributor.

Report a Paired Mean Difference

Use the standard deviation of within-person differences and a Student t interval for a paired mean estimate.

Build a Crosswalk Between PMID, PMCID, and DOI

Keep identifier namespaces explicit when joining PubMed citations to articles held in PMC.

Inventory Reuse Permissions for a PMC Text Collection

Record article-level license evidence and separate permitted uses when assembling a text corpus.

Check the Poisson Mean–Variance Assumption

Separate heterogeneous exposure from residual overdispersion before trusting a simple Poisson rate comparison.

Compare Independent Poisson Rates

Check event counts, exposure units, and log-Wald assumptions before comparing two event rates.

Prevent Leakage in Prediction Validation

Keep preprocessing, model selection, and outcome timing inside a reproducible validation design.

Trace a Correction Back to the Extracted Result

Follow linked notices, identify which value changed, and propagate the correction through the review.

Inspect How PubMed Translated a Search

Read the translated query and test whether a field tag or mapped phrase changed the records retrieved.