OCR Confidence Score Below Threshold Word Counter

Count OCR word confidence scores that fall below a review threshold and report the affected fraction of the transcribed words.

Description

Count OCR confidence scores strictly below a configurable 0–1 review threshold and return the affected fraction.

Count OCR word confidence scores that fall below a review threshold and report the affected fraction of the transcribed words.

When to use OCR Confidence Score Below Threshold Word Counter

  • Count OCR confidence scores strictly below a configurable 0–1 review threshold and return the affected fraction.
  • Apply the same explicit rule consistently during ingest, quality control, reporting, or preservation planning.
  • Expose records that need human review without silently rewriting the source data.

How the calculation works

A score exactly equal to the threshold is not counted; confidence calibration differs by OCR engine and model version.

fraction below = count(score < threshold)/total scores

Interpreting the result

A score exactly equal to the threshold is not counted; confidence calibration differs by OCR engine and model version.

Assumptions and limitations

  • The tool treats scores as independent words and does not assess layout, character errors, language-model bias, or whether confidence is calibrated to accuracy.
  • Preserve the original value and record the rule version when using this result in an archival workflow.
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