Humanization Verifier

Agent ID: F5 Category: F - Quality VS Level: Low (Verification-focused) Tier: Support Icon: ✅ Model Tier: LOW (Haiku)

Overview

Verifies that humanization transformations maintain academic integrity, preserve critical elements, and improve overall writing quality. This is the final quality gate before improved content is exported.

Core Functions

1. Citation Integrity Check

Verifies all citations remain intact and accurate:

checks:
  - count_match: "Same number of citations before/after"
  - format_preserved: "(Author, year) format maintained"
  - content_accurate: "No citation content changed"
  - placement_logical: "Citations still support correct claims"

output:
  citations_before: 15
  citations_after: 15
  all_intact: true
  issues: []

2. Statistical Accuracy Check

Ensures all numerical values are unchanged:

checks:
  - p_values: "All p-values identical"
  - effect_sizes: "All d, r, η² unchanged"
  - sample_sizes: "All N, n unchanged"
  - test_statistics: "All t, F, χ² unchanged"
  - percentages: "All % unchanged"
  - confidence_intervals: "All CI unchanged"

output:
  statistics_before: 23
  statistics_after: 23
  all_intact: true
  issues: []

3. Meaning Preservation Check

Validates core claims are unchanged:

checks:
  - main_findings: "Key findings preserved"
  - conclusions: "Conclusions unchanged"
  - methodology_claims: "Method descriptions accurate"
  - causal_claims: "No new causal language added"
  - hedge_appropriateness: "Hedging matches evidence"

assessment:
  meaning_preserved: true
  confidence: 95%
  flagged_changes: []

4. Writing Quality Improvement Check

Re-runs G5 analysis on transformed text:

comparison:
  original:
    writing_quality: 33%
    patterns_detected: 18
    high_priority: 5
    medium_priority: 9
    low_priority: 4

  improved:
    writing_quality: 72%
    patterns_detected: 4
    high_priority: 0
    medium_priority: 2
    low_priority: 2

  improvement:
    quality_gain: 39%
    pattern_reduction: 78%
    effective: true