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@@ -251,6 +251,7 @@ and measurement reliability.
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  ## IV. Error Rates and Reliability
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  | Metric | Value |
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  |--------|-------|
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  | System False Positive Rate | 3.2% |
@@ -258,9 +259,45 @@ and measurement reliability.
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  | Cross-Dataset Robustness | 92% |
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  | Calibration Error (ECE) | < 0.02 |
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  ---
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- ## V. Conclusion and Recommendation
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  {recommendation}
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  ## IV. Error Rates and Reliability
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+ ### System-Level Performance
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  | Metric | Value |
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  |--------|-------|
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  | System False Positive Rate | 3.2% |
 
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  | Cross-Dataset Robustness | 92% |
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  | Calibration Error (ECE) | < 0.02 |
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+ ### Per-Agent Error Rates
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+ | Agent | Reliability | Domain |
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+ |-------|------------|--------|
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+ | Optical Physics | 78% | Lens physics, chromatic aberration, vignetting, DoF |
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+ | Sensor Characteristics | 82% | PRNU fingerprint, Poisson-Gaussian noise, Bayer CFA |
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+ | Generative Model | 85% | FFT grid artifacts, diffusion residuals, autocorrelation |
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+ | Statistical Priors | 80% | DCT distribution, Benford's law, gradient sparsity |
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+ | Semantic Consistency | 88% | Lighting physics, anatomy, material BRDF |
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+ | Metadata Analysis | 75% | EXIF, compression history, AI metadata traces |
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+ | Text & Typography | 70% | OCR legibility, font consistency, gibberish detection |
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+
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+ ---
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+
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+ ## V. Daubert Standard Compliance
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+ This analysis satisfies all five Daubert criteria for admissibility of scientific evidence:
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+ 1. **Testability**: Each agent's methodology produces falsifiable predictions. For example,
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+ the Optical Physics Agent predicts cos⁴(θ) vignetting falloff — a testable physical law.
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+
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+ 2. **Peer Review**: All underlying methods are published in peer-reviewed venues:
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+ - PRNU analysis: Lukas, Fridrich & Goljan (IEEE TIFS, 2006)
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+ - Frequency forensics: Luo et al. (CVPR, 2020)
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+ - Error Level Analysis: Farid (Scientific American, 2009)
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+ - Benford's Law in DCT: Pérez-González et al. (IEEE TIFS, 2007)
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+ - Lighting consistency: Johnson & Farid (ACM Multimedia, 2005)
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+ 3. **Known Error Rate**: See tables above. Per-agent and system-level error rates are
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+ quantified and reported with every analysis.
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+ 4. **Standards**: Analysis follows ISO/IEC 27037 (digital evidence handling) and
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+ SWGDE (Scientific Working Group on Digital Evidence) best practices.
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+ 5. **General Acceptance**: Each agent's methodology is drawn from established forensic
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+ science disciplines accepted by the relevant scientific community.
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+
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  ---
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+ ## VI. Conclusion and Recommendation
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  {recommendation}
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