Added case study comparison for 'The Recursive Claim' with full Recursive Signature tables and narrative forensic breakdown of truthful vs. fraudulent insurance claims.
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04_case-studies.md
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## IV. Case Studies
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This section presents a **side-by-side forensic linguistic breakdown** of two structurally similar insurance claims:
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- **Claim A**: A verified honest account of vehicle damage from a weather incident.
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- **Claim B**: A confirmed fraudulent claim involving staged damage and fabricated context.
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Each narrative is analyzed through the lens of **recursive resonance**, highlighting the subtle but measurable linguistic divergences between truth and intentional deception.
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---
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### Comparative Breakdown
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| Feature | Claim A (Honest) | Claim B (Fraudulent) |
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|---------------------------------|---------------------------------------------|----------------------------------------------|
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| **Lexical Hedging** | Sparse; mostly circumstantial uncertainty | Frequent; "sort of", "maybe", "kind of" used to dilute specificity |
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| **Emotional Flatness** | Organic emotional fluctuations | Controlled affect; "inserted" expressions of sympathy or distress |
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| **Narrative Reconstruction** | Linear, with healthy self-corrections | Circular, redundant, with timeline inconsistencies |
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| **Temporal Drift** | Stable reference points | Shifting timestamps and ambiguous sequence logic |
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| **Empathic Bypass** | Empathizes with third parties (e.g., the adjuster) | Centered solely on personal loss and entitlement |
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| **Claimant Displacement** | Clear ownership of experience | Passive constructions and third-person framing of events |
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---
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### Recursive Signature Tables
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Each claim was analyzed using our Recursive Witness Dynamics engine to detect unique **Recursive Signatures** — layered micro-patterns of self-referential breakdown.
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#### Claim A: Recursive Signature
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| Pattern Type | Strength (0–1) | Notes |
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|---------------------|----------------|--------------------------------------------|
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| Narrative Overcontrol | 0.12 | No evidence of excessive scripting |
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| Temporal Drift | 0.08 | Minor hesitations, not systematic |
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| Disfluency Markers | 0.20 | Natural speech pattern |
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| Recursive Integrity | 0.91 | High coherence and self-consistency |
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#### Claim B: Recursive Signature
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| Pattern Type | Strength (0–1) | Notes |
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|---------------------|----------------|--------------------------------------------|
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| Narrative Overcontrol | 0.72 | Rehearsed detail with excessive structure |
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| Temporal Drift | 0.64 | Contradictory timestamps |
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| Disfluency Markers | 0.58 | Frequent false starts and corrections |
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| Recursive Integrity | 0.34 | Severe breakdown under questioning |
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---
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> *A liar must remember the lie. A witness must remember the truth.
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> The former leaves residue in language.
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> The latter radiates coherence.*
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