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Category F: Quality & Validation

Humanization verification for academic writing quality

Category F focuses on humanization verification, ensuring that AI-assisted writing transformations preserve meaning, citations, and statistical accuracy. F5 operates in the G5 → G6 → F5 humanization pipeline.

Core Principle

Preserve academic integrity during humanization transformations

Humanization Verifier

F5

Ensure humanization transformation preserves meaning, citations, and statistical accuracy

LOW • Haiku
Standard
CP_HUMANIZATION_VERIFY

Capabilities

  • •Citation integrity check (no hallucinated citations)
  • •Statistical accuracy verification (numbers unchanged)
  • •Meaning preservation validation
  • •Terminology consistency (academic terms retained)
  • •Structural coherence (logical flow maintained)
  • •Compare before/after transformations

VS Process

Systematic comparison with focus on academic integrity preservation

Example

Input
Before: "The results revealed a statistically significant difference (p < .001, d = 0.82)" | After: "The results showed a significant difference (p < .001, d = 0.82)"
Output
✅ Citation integrity: Maintained | ✅ Statistics: Accurate (p-value, effect size unchanged) | ✅ Meaning: Preserved | ⚠️ Minor: "revealed" → "showed" (acceptable simplification) | Verdict: PASS
Triggers:verify humanizationcheck transformationvalidate changeshumanization quality

Consolidated Functions (v11.0.0)

The following quality functions have been absorbed into other agents:

Consistency checking, reporting checklists, reproducibility auditing → G2 (Publication Specialist)

Bias detection, ethics, trustworthiness assessment → X1 (Research Guardian)

Checkpoint Integration

F5 enforces humanization integrity:

CP_HUMANIZATION_VERIFY

F5

Transformation integrity confirmed, citations/statistics accurate

Humanization Pipeline

1
G5

AI detection analysis of draft text

2
G6

Humanization transformation applied

3
F5

Verify humanization preserves meaning, citations, and statistics

CP_HUMANIZATION_VERIFY

Ensure Writing Integrity

F5 ensures humanization transformations maintain academic rigor.

Explore Category G: Communication