Bible BookLooks Evaluation

Content classification evidence lab

Bible BookLooks Evaluation

A passage-level content classification hub for loaded Bible translations, using the same content-based rating framework so versions can be inspected and compared.

  • Source basis: NIV + KJV + ESV
  • Comparison-ready
  • Passage-level evidence
  • Method documented

The point

Classification, not theological judgment.

This project applies a content-based rating framework to passages across the loaded NIV, KJV, and ESV evaluations. The purpose is classification and review, not theological endorsement or rejection.

The central question is whether the same standard is applied consistently and whether readers can inspect the evidence trail themselves.

Rating system

Levels 0 through 5

Level 0

For Everyone

Content is appropriate for all ages.

Level 1

Child Guidance

Some content may not be appropriate for very young children.

Level 2

Teen Guidance

Some content may not be appropriate for children under 13.

Level 3

Minor Restricted

Under 18 requires guidance of a parent or guardian.

Level 4

No Minors

Adult content. No child under 18.

Level 5

Aberrant Content

Adult only.

Findings at a glance

Generated from parsed evidence records

Evidence records

438Parsed passage records

Books with Level 2+ triggers

55Generated by book

Books with no 2+ triggers

11Preserved in metadata

Level 5 records

22Highest severity class
Level 2: 39 Level 3: 310 Level 4: 67 Level 5: 22
Old Testament: 352 New Testament: 86

Browse the evidence

Inspect classifications passage by passage.

Search references, books, categories, and rationale text. Policy-dependent and wording-sensitive records are labeled instead of buried.

Translation comparison

Same references, multiple translations.

NIV, KJV, and ESV are loaded against the same 438 canonical passage records. The comparison view flags wording-sensitive rationale changes while preserving the shared rating standard.

Additional translations can be added later against the same canonical passage keys.

Read the method and limitations