Practical guides · Page 7
Search and filter all practical guidesPlan What a Prediction Model Does When an Input Is Missing
Validate the actual missing-input workflow instead of assuming complete predictors at deployment.
Treat Recalibration as a Model Update That Needs Evaluation
Preserve the original validation result while testing a justified update to predicted probabilities.
Scale Predictors for Numerical Stability Without Losing Units
Record transformations and back-transform coefficients so numerical convenience does not change the reported effect.
Handle Preprints and Later Journal Versions as Linked Evidence
Separate eligibility, version changes, and duplicate participant data when a study appears before and after journal publication.
Choose the Propensity-Score Target Before Choosing Weights
Connect ATE, ATT and overlap weighting to the population in the research question.
Keep patient, proxy and observer responses distinct
Record who supplied an outcome and avoid silently pooling different perspectives as one measure.
Check questionnaire permissions before implementation
Match the exact instrument, language and administration mode to its current terms of use.
Manage Random Streams in Parallel Simulation Studies
Assign reproducible streams to replicates so parallel workers do not accidentally repeat the same simulated data.
Combine Range Checks with Cross-Field Consistency Rules
Use explicit logical tests to find contradictory research records without automatically deleting unusual values.
Detect Redundant Columns Before Interpreting Regression Coefficients
Check exact dependencies in the fitted design rather than assuming a returned coefficient table identifies every parameter.
Interpret a Ratio of Arithmetic Means Without Calling It a Geometric Ratio
Check the summary definition and meaningful zero before reporting a relative continuous-outcome comparison.
Align questionnaire recall periods with study visits
Check that the reporting window matches the scientific question and remains consistent across assessments.