Research Workbench

Declared category-level audit

Compare observed category labels with a prespecified allowed set.

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Levels and observed labels are case-sensitive after trimming. Use one label per line; do not use | inside a level. Unused allowed levels are retained in the report.

The starting values are hypothetical. Results update as you edit. Use aggregate or synthetic inputs only.

Calculation results

Observed labels
5
Allowed-level counts
Low: 2 | Medium: 0 | High: 1
Unexpected labels
medium, HIGH
Unused allowed levels
Medium
Case-only review hints
medium → Medium | HIGH → High

How to interpret the output

Unexpected and absent categories can reveal coding drift, typos or sampling differences. Case-insensitive suggestions are only review hints and are not applied automatically. This audit does not establish category ordering, merge groups or validate a clinical classification.

Method reference

Source checked 2026-11-06. Read the reproducible calculator validation report.