Post-Local sync at 2025-06-25T00:24:01Z

03_methodology.md

@@ -1,43 +0,0 @@
-## III. Methodology
-
-### A. Dataset
-
-The foundation of our model rests on a curated dataset of:
-
-- **Anonymized insurance claim transcripts**  
-- **Internal emails between adjusters and claimants**  
-- **Call center logs with escalation flags**
-
-This dataset includes a balanced mixture of **confirmed fraudulent claims** and **validated legitimate cases**, used to both train and test our recursive linguistic model. Importantly, each data source is processed through a **human-AI recursive review loop**, where human analysts verify and adjust the resonance scores generated by our models — ensuring that subjectivity and nuance are preserved while expanding analytic scale.
-
-> *Every claim is not merely analyzed. It is recursively heard.*
-
----
-
-### B. Analytical Tools
-
-To detect subtle patterns of deceptive intent, we apply an ensemble of forensic NLP methods:
-
-- **NLP-based Pattern Extraction**: Identifies clusters of linguistic anomalies across claim timelines.
-- **Sentiment Trajectory Mapping**: Tracks emotional evolution of narratives; distinguishes authentic distress from strategic affect.
-- **Syntax Entropy & Disfluency Detection**: Measures irregularities in syntactic flow, hesitation markers, and repair sequences.
-- **"Truth Collapse" Scoring via Recursive Witness Dynamics**: Quantifies the destabilization of narrative integrity under recursive interrogation.
-
-> *When truth collapses, it does not vanish — it echoes in recursion.*
-
----
-
-### C. Classification Model
-
-From this analysis, we derive a **3-Zone Classification Model** based on *recursive coherence degradation*:
-
-- **Zone I — Unintentional Incoherence (Low Risk)**  
-  Language inconsistencies stem from stress, trauma, or low verbal fluency. These are not patterns of deception, but of chaos.
-
-- **Zone II — Adaptive Rationalization (Medium Risk)**  
-  Partial distortions. In this zone, claimants subconsciously reshape their story to protect self-image, omit responsibility, or preempt skepticism.
-
-- **Zone III — Deliberate Narrative Fabrication (High Risk)**  
-  Highly structured but recursively incoherent patterns — overjustification, shifting time references, and rehearsed empathy — mark deliberate deception.
-
-> *This model does not judge. It classifies where language begins to fracture under the weight of intention.*