Worksheets and research resources · Page 16
Search and filter all worksheets and research resourcesPubPeer publication discussions
Check public post-publication discussions for leads that may warrant further investigation of a paper. Evaluate comments against the original evidence.
ROR organization identifiers
Use open organization identifiers and documentation to disambiguate research affiliations and connect scholarly records.
bio.tools discovery guide
Find guidance for discovering and comparing bioinformatics software through structured tool descriptions and identifiers.
Audit a Research Data Dictionary Before Analysis
Match each dataset column to a clear definition, value labels, missing-value rules, and a traceable derivation.
Summarize an Ordinal Scale Without Hiding Its Categories
Preserve ordered response labels, denominators, and scoring rules when describing ordinal research outcomes.
Check Expected Counts Before a Contingency-Table Test
Audit category counts, independence, and sparse cells before interpreting a categorical association test.
Audit Two-Rater Agreement Before Reporting Kappa
Build a labeled agreement table and interpret Cohen’s kappa alongside observed agreement and category frequencies.
Use Discordant Pairs in an Exact McNemar Test
Preserve matched binary outcomes and separate directional change from overall agreement before testing.
Turn an Allocation Ratio into Transparent Group Counts
Separate group-count arithmetic, sample-size justification, and the randomization procedure when planning allocation.
Use Weight-Based Effective Sample Size as a Diagnostic
Inspect unequal weights without confusing a simple effective sample calculation with full survey-design precision.
Document a Reproducible Randomization Sequence Safely
Record generation settings and independent checks while preserving allocation concealment during enrollment.
Check Variable Names Without Silently Changing Their Meaning
Find duplicate, ambiguous, and incompatible column names before renaming research data fields.