the-recursive-claim/first-draft/appendix-a_recursive-pattern-lexicon.md

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# Appendix A: Recursive Pattern Lexicon for Insurance Fraud
This lexicon outlines key recursive linguistic patterns observed in fraudulent insurance claims.
Each entry includes a **name**, **definition**, and **common linguistic markers**.
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### 1. Narrative Overcontrol
**Definition:**
Excessive effort to manage the flow and precision of the story, often signaling anxiety or rehearsed fabrication.
**Markers:**
- Overuse of timestamps (“At exactly 3:07 PM…”)
- Highly structured sequences (“First… Then… Finally…”)
- Repeated self-correction mid-sentence
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### 2. Empathic Bypass
**Definition:**
Failure to acknowledge emotional resonance or human impact, especially when such acknowledgment would be expected.
**Markers:**
- Clinical or distant tone (“The subject proceeded to fall.”)
- Avoidance of “I felt” or “They looked” statements
- Descriptive flatness in scenes involving harm or distress
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### 3. Temporal Drift
**Definition:**
Shifting or vague timelines, often introduced subtly to obscure sequencing or causality.
**Markers:**
- “Sometime later…”
- Ambiguous connectors (“and then,” “after that”)
- Time gaps with no transition
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### 4. Claimant Displacement
**Definition:**
Shifting responsibility or focus from the claimant to external systems, agents, or vague forces.
**Markers:**
- Passive voice (“It was handled by someone else.”)
- Deflection to bureaucracy or error (“The form was confusing.”)
- Focus on institutional failure rather than personal experience
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### 5. Overjustification
**Definition:**
Unnecessary detail used to rationalize or justify behavior beyond the level of inquiry.
**Markers:**
- “I only did it because…”
- Premature defenses (“You might think Im lying, but…”)
- Layered alibis
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### 6. Hedged Truths
**Definition:**
Truths surrounded by uncertainty cues to maintain plausible deniability.
**Markers:**
- “I guess…”, “Maybe…”, “As far as I know…”
- Rising intonation or tentativeness in written phrasing
- Apologetic qualifiers
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### 7. Denial Looping
**Definition:**
Recursive return to denial statements, often escalating or elaborating without provocation.
**Markers:**
- “I swear I didnt…” (repeated multiple times)
- Rejection of implication before it's introduced
- Emphasis on moral character (“Im not the kind of person who…”)
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This lexicon is a living framework.
New patterns are emerging with each recursive forensic case study.
We invite future analysts to contribute, extend, and refine.