# EEG PARADOX REPORT

CLINICAL SNAPSHOT
------------------------------------------------------------
Primary Network Affected: Frontal
Overall Pattern Severity: High deviation
Dominant Features: Alpha suppression, elevated Theta/Beta
Laterality Bias: Left > Right (22:8)
Cross-Network Involvement: Central, Frontal, Occipital, Parietal
Interpretive Confidence: High (consistent findings across sites)

## Table of Contents

1. [Patient Overview](#1-patient-overview)
2. [Global EEG Summary](#2-global-eeg-summary)
2.5. [Vigilance State Analysis](#25-vigilance-state-analysis)
3. [Site-Specific Metrics](#3-site-specific-metrics)
4. [Connectivity Metrics](#4-connectivity-metrics)
5. [Vigilance & Arousal Metrics](#5-vigilance--arousal-metrics)
6. [Advanced Metrics](#6-advanced-metrics)
7. [Statistical Analysis](#7-statistical-analysis)
8. [Phenotype Classification](#8-phenotype-classification)
9. [Neurofeedback Recommendations](#9-neurofeedback-recommendations)
10. [Visualization Appendix](#10-visualization-appendix)
11. [Summary Sheet](#11-summary-sheet)


## Quick Reference Card

**Most Critical Finding**: 🔴 SEVERE F3 Low Alpha (EO) at F3
**Global Vigilance State**: Unknown (V0)
**Primary Phenotype**: Frontal Alpha Suppression Pattern
**Suggested Protocol**: Consider posterior alpha enhancement (O1, O2, Pz) with natural spread OR frontal alpha normalization if asymmetry present (8-12 Hz) (Swingle)


## Key Takeaways

**Summary of Most Important Points:**

1. 30 high-deviation finding(s) detected – clinical review recommended
2. Frontal network shows the most significant patterns (13 findings)
4. Clinical correlation with patient history and symptoms is essential
5. Consider neurofeedback protocols based on network-specific findings

## 1. Patient Overview
- **Client ID**: anonymous
- **Age/Gender**: Not specified, Not specified
- **Session Date**: Not specified
- **Recording Type**: single_paired
- **Normative Framework(s)**: cuban2ndwave

## 2. Global EEG Summary
- **Baseline Rhythms**:
  - Dominant Alpha Frequency: 10.25 Hz
  - Overall Amplitude Range: 4.0-7.1 µV
- **State Markers (Vigilance Model)**:
  - Arousal Level: 50.0 (normal range)
  - Vigilance Level: V0 (confidence: 0.00)
  - Dominant Vigilance State: Drowsy

## 2.5. Vigilance State Analysis

### Global Vigilance State
- **Dominant State**: Drowsy
- **Vigilance Index**: 50.0 (0-100 scale)
- **Level**: V0
- **Confidence**: 0.00

## 3. Site-Specific Metrics
### Site: C3
- Delta (1-4 Hz): 4.39 µV
- Theta (4-8 Hz): 2.84 µV
- Alpha (8-12 Hz): 2.65 µV
- SMR (12-15 Hz): 1.58 µV
- Beta (12-30 Hz): 2.69 µV
- HiBeta (22-30 Hz): 1.68 µV
- Gamma (30+ Hz): 1.54 µV
- Ratios: Theta/Beta=1.06, Alpha/Theta=0.93, Beta/Alpha=1.01, Beta/Total=0.403, Fast/Slow=0.46
- Relative Power: Beta=16.3%, Alpha=16.0%, Theta=18.5%
- **Alpha Sub-Band Analysis**: Ratio=1.000, Pattern=balanced
**Interpretation**: Primary findings: C3 Left Motor Control Deficit (EO), C3 Left Motor Relaxation Deficit (EC)
**Phenotypic Marker**: None identified

### Site: C4
- Delta (1-4 Hz): 3.49 µV
- Theta (4-8 Hz): 2.33 µV
- Alpha (8-12 Hz): 2.51 µV
- SMR (12-15 Hz): 1.40 µV
- Beta (12-30 Hz): 2.33 µV
- HiBeta (22-30 Hz): 1.54 µV
- Gamma (30+ Hz): 1.27 µV
- Ratios: Theta/Beta=1.00, Alpha/Theta=1.08, Beta/Alpha=0.93, Beta/Total=0.408, Fast/Slow=0.53
- Relative Power: Beta=17.4%, Alpha=20.2%, Theta=17.8%
- **Alpha Sub-Band Analysis**: Ratio=1.000, Pattern=balanced
**Interpretation**: Primary findings: C4 Right Motor Control Deficit (EO), C4 Right Motor Relaxation Deficit (EC)
**Phenotypic Marker**: None identified

### Site: Cz
- Delta (1-4 Hz): 4.05 µV
- Theta (4-8 Hz): 2.65 µV
- Alpha (8-12 Hz): 2.75 µV
- SMR (12-15 Hz): 1.44 µV
- Beta (12-30 Hz): 2.49 µV
- HiBeta (22-30 Hz): 1.62 µV
- Gamma (30+ Hz): 1.32 µV
- Ratios: Theta/Beta=1.06, Alpha/Theta=1.04, Beta/Alpha=0.91, Beta/Total=0.389, Fast/Slow=0.45
- Relative Power: Beta=15.8%, Alpha=19.3%, Theta=18.3%
- **Alpha Sub-Band Analysis**: Ratio=1.000, Pattern=balanced
**Interpretation**: Primary findings: Low Alpha (Possible Stress or Trauma), Peniston Low Beta (Alcohol Use), Chemo Brain Alpha Deficiency
**Phenotypic Marker**: None identified

### Site: F3
- Delta (1-4 Hz): 3.64 µV
- Theta (4-8 Hz): 2.37 µV
- Alpha (8-12 Hz): 2.42 µV
- SMR (12-15 Hz): 1.33 µV
- Beta (12-30 Hz): 2.46 µV
- HiBeta (22-30 Hz): 1.61 µV
- Gamma (30+ Hz): 1.26 µV
- Ratios: Theta/Beta=0.96, Alpha/Theta=1.02, Beta/Alpha=1.02, Beta/Total=0.427, Fast/Slow=0.54
- Relative Power: Beta=18.8%, Alpha=17.9%, Theta=17.5%
- **Alpha Sub-Band Analysis**: Ratio=1.000, Pattern=balanced
**Interpretation**: Primary findings: F3 Low Alpha (EO), F3 Migraine Active Phase (EO), Frontal Alpha Asymmetry (EO) - Mild
**Phenotypic Marker**: None identified

### Site: F4
- Delta (1-4 Hz): 3.86 µV
- Theta (4-8 Hz): 2.45 µV
- Alpha (8-12 Hz): 2.55 µV
- SMR (12-15 Hz): 1.48 µV
- Beta (12-30 Hz): 2.37 µV
- HiBeta (22-30 Hz): 1.60 µV
- Gamma (30+ Hz): 1.30 µV
- Ratios: Theta/Beta=1.03, Alpha/Theta=1.04, Beta/Alpha=0.93, Beta/Total=0.397, Fast/Slow=0.47
- Relative Power: Beta=16.3%, Alpha=18.5%, Theta=17.4%
- **Alpha Sub-Band Analysis**: Ratio=1.000, Pattern=balanced
**Interpretation**: Primary findings: F4 Low Alpha (EO), F4 Migraine Active Phase (EO), F4 Low Alpha (EC)
**Phenotypic Marker**: None identified

### Site: F7
- Delta (1-4 Hz): 3.49 µV
- Theta (4-8 Hz): 2.01 µV
- Alpha (8-12 Hz): 2.04 µV
- SMR (12-15 Hz): 1.17 µV
- Beta (12-30 Hz): 2.26 µV
- HiBeta (22-30 Hz): 1.49 µV
- Gamma (30+ Hz): 1.62 µV
- Ratios: Theta/Beta=0.89, Alpha/Theta=1.01, Beta/Alpha=1.11, Beta/Total=0.423, Fast/Slow=0.62
- Relative Power: Beta=18.4%, Alpha=14.6%, Theta=14.5%
- **Alpha Sub-Band Analysis**: Ratio=1.000, Pattern=balanced
**Interpretation**: Primary findings: F7 SMR Deficiency (EO), F7 Left Frontal-Temporal Processing Deficit (EO), F7 Left Frontal-Temporal Underarousal (EO) | ⚠️ CLARIFICATION: While Beta amplitude is elevated overall at F7, the Beta sub-band distribution or relative balance appears deficient, suggesting a regulatory imbalance rather than global excess. This pattern indicates poor Beta regulation or sub-band imbalance (e.g., low vs. high Beta sub-bands), not a true contradiction. | ⚠️ CLARIFICATION: While Alpha amplitude is elevated overall at F7, the Alpha sub-band distribution shows a balanced pattern (ratio: 1.00). The 'deficiency' finding may reflect reactivity, normative comparison, or functional regulation issues rather than absolute power deficiency.
**Phenotypic Marker**: None identified

### Site: F8
- Delta (1-4 Hz): 3.95 µV
- Theta (4-8 Hz): 2.21 µV
- Alpha (8-12 Hz): 2.15 µV
- SMR (12-15 Hz): 1.34 µV
- Beta (12-30 Hz): 2.07 µV
- HiBeta (22-30 Hz): 1.33 µV
- Gamma (30+ Hz): 1.42 µV
- Ratios: Theta/Beta=1.07, Alpha/Theta=0.97, Beta/Alpha=0.96, Beta/Total=0.366, Fast/Slow=0.40
- Relative Power: Beta=13.8%, Alpha=14.5%, Theta=15.8%
- **Alpha Sub-Band Analysis**: Ratio=1.000, Pattern=balanced
**Interpretation**: Primary findings: F8 SMR Deficiency (EO), F8 Right Frontal-Temporal Processing Deficit (EO), F8 Right Frontal-Temporal Underarousal (EO) | ⚠️ CLARIFICATION: While Beta amplitude is elevated overall at F8, the Beta sub-band distribution or relative balance appears deficient, suggesting a regulatory imbalance rather than global excess. This pattern indicates poor Beta regulation or sub-band imbalance (e.g., low vs. high Beta sub-bands), not a true contradiction. | ⚠️ CLARIFICATION: While Alpha amplitude is elevated overall at F8, the Alpha sub-band distribution shows a balanced pattern (ratio: 1.00). The 'deficiency' finding may reflect reactivity, normative comparison, or functional regulation issues rather than absolute power deficiency.
**Phenotypic Marker**: None identified

### Site: Fp1
- Delta (1-4 Hz): 4.46 µV
- Theta (4-8 Hz): 2.14 µV
- Alpha (8-12 Hz): 2.07 µV
- SMR (12-15 Hz): 1.14 µV
- Beta (12-30 Hz): 2.04 µV
- HiBeta (22-30 Hz): 1.34 µV
- Gamma (30+ Hz): 1.27 µV
- Ratios: Theta/Beta=1.05, Alpha/Theta=0.97, Beta/Alpha=0.99, Beta/Total=0.345, Fast/Slow=0.31
- Relative Power: Beta=12.1%, Alpha=12.3%, Theta=13.2%
- **Alpha Sub-Band Analysis**: Ratio=1.000, Pattern=balanced
**Interpretation**: Within normal limits
**Phenotypic Marker**: None identified

### Site: Fp2
- Delta (1-4 Hz): 4.54 µV
- Theta (4-8 Hz): 2.23 µV
- Alpha (8-12 Hz): 2.15 µV
- SMR (12-15 Hz): 1.25 µV
- Beta (12-30 Hz): 2.03 µV
- HiBeta (22-30 Hz): 1.34 µV
- Gamma (30+ Hz): 1.28 µV
- Ratios: Theta/Beta=1.10, Alpha/Theta=0.96, Beta/Alpha=0.94, Beta/Total=0.337, Fast/Slow=0.30
- Relative Power: Beta=11.5%, Alpha=12.7%, Theta=13.9%
- **Alpha Sub-Band Analysis**: Ratio=1.000, Pattern=balanced
**Interpretation**: Within normal limits
**Phenotypic Marker**: None identified

### Site: Fz
- Delta (1-4 Hz): 3.75 µV
- Theta (4-8 Hz): 2.49 µV
- Alpha (8-12 Hz): 2.59 µV
- SMR (12-15 Hz): 1.42 µV
- Beta (12-30 Hz): 2.39 µV
- HiBeta (22-30 Hz): 1.57 µV
- Gamma (30+ Hz): 1.26 µV
- Ratios: Theta/Beta=1.04, Alpha/Theta=1.04, Beta/Alpha=0.92, Beta/Total=0.403, Fast/Slow=0.48
- Relative Power: Beta=16.7%, Alpha=19.4%, Theta=18.3%
- **Alpha Sub-Band Analysis**: Ratio=1.000, Pattern=balanced
**Interpretation**: Primary findings: Frontal Beta Deficiency (Fz EC), PTSD/CPTSD Low Alpha (Fz EC), PTSD/CPTSD Disrupted Beta (Fz EC)
**Phenotypic Marker**: None identified

### Site: O1
- Delta (1-4 Hz): 3.20 µV
- Theta (4-8 Hz): 2.31 µV
- Alpha (8-12 Hz): 3.10 µV
- SMR (12-15 Hz): 1.90 µV
- Beta (12-30 Hz): 2.79 µV
- HiBeta (22-30 Hz): 1.49 µV
- Gamma (30+ Hz): 1.52 µV
- Ratios: Theta/Beta=0.83, Alpha/Theta=1.34, Beta/Alpha=0.90, Beta/Total=0.456, Fast/Slow=0.79
- Relative Power: Beta=21.7%, Alpha=26.2%, Theta=15.5%
- **Alpha Sub-Band Analysis**: Ratio=1.000, Pattern=balanced
**Interpretation**: Primary findings: Anxiety Risk, Occipital Alpha Deficiency, Low Theta/Beta (O1 EO)
**Phenotypic Marker**: None identified

### Site: O2
- Delta (1-4 Hz): 3.32 µV
- Theta (4-8 Hz): 2.22 µV
- Alpha (8-12 Hz): 3.24 µV
- SMR (12-15 Hz): 1.74 µV
- Beta (12-30 Hz): 2.66 µV
- HiBeta (22-30 Hz): 1.42 µV
- Gamma (30+ Hz): 1.42 µV
- Ratios: Theta/Beta=0.83, Alpha/Theta=1.46, Beta/Alpha=0.82, Beta/Total=0.442, Fast/Slow=0.69
- Relative Power: Beta=19.8%, Alpha=28.3%, Theta=14.3%
- **Alpha Sub-Band Analysis**: Ratio=1.000, Pattern=balanced
**Interpretation**: Primary findings: O2 Migraine Active Phase (EO), O2 Low Alpha (EC)
**Phenotypic Marker**: None identified

### Site: P3
- Delta (1-4 Hz): 3.36 µV
- Theta (4-8 Hz): 2.31 µV
- Alpha (8-12 Hz): 2.41 µV
- SMR (12-15 Hz): 1.46 µV
- Beta (12-30 Hz): 2.39 µV
- HiBeta (22-30 Hz): 1.30 µV
- Gamma (30+ Hz): 1.31 µV
- Ratios: Theta/Beta=0.97, Alpha/Theta=1.04, Beta/Alpha=0.99, Beta/Total=0.430, Fast/Slow=0.55
- Relative Power: Beta=18.9%, Alpha=19.2%, Theta=18.1%
- **Alpha Sub-Band Analysis**: Ratio=1.000, Pattern=balanced
**Interpretation**: Primary findings: P3 Left Parietal Relaxation Deficit (EO), P3 Left Parietal Relaxation Deficit (EC)
**Phenotypic Marker**: None identified

### Site: P4
- Delta (1-4 Hz): 3.42 µV
- Theta (4-8 Hz): 2.27 µV
- Alpha (8-12 Hz): 2.68 µV
- SMR (12-15 Hz): 1.56 µV
- Beta (12-30 Hz): 2.33 µV
- HiBeta (22-30 Hz): 1.34 µV
- Gamma (30+ Hz): 1.27 µV
- Ratios: Theta/Beta=0.98, Alpha/Theta=1.18, Beta/Alpha=0.87, Beta/Total=0.406, Fast/Slow=0.52
- Relative Power: Beta=17.3%, Alpha=22.7%, Theta=17.0%
- **Alpha Sub-Band Analysis**: Ratio=1.000, Pattern=balanced
**Interpretation**: Primary findings: P4 Right Parietal Relaxation Deficit (EO), P4 Right Parietal Relaxation Deficit (EC)
**Phenotypic Marker**: None identified

### Site: P7
- Delta (1-4 Hz): 2.87 µV
- Theta (4-8 Hz): 1.94 µV
- Alpha (8-12 Hz): 2.30 µV
- SMR (12-15 Hz): 1.42 µV
- Beta (12-30 Hz): 2.27 µV
- HiBeta (22-30 Hz): 1.35 µV
- Gamma (30+ Hz): 1.56 µV
- Ratios: Theta/Beta=0.85, Alpha/Theta=1.18, Beta/Alpha=0.99, Beta/Total=0.450, Fast/Slow=0.79
- Relative Power: Beta=20.7%, Alpha=20.8%, Theta=15.4%
- **Alpha Sub-Band Analysis**: Ratio=1.000, Pattern=balanced
**Interpretation**: Primary findings: P7 SMR Deficiency (EO), P7 Left Parietal Processing Deficit (EO), P7 Left Parietal Underarousal (EO) | ⚠️ CLARIFICATION: While Beta amplitude is elevated overall at P7, the Beta sub-band distribution or relative balance appears deficient, suggesting a regulatory imbalance rather than global excess. This pattern indicates poor Beta regulation or sub-band imbalance (e.g., low vs. high Beta sub-bands), not a true contradiction. | ⚠️ CLARIFICATION: While Alpha amplitude is elevated overall at P7, the Alpha sub-band distribution shows a balanced pattern (ratio: 1.00). The 'deficiency' finding may reflect reactivity, normative comparison, or functional regulation issues rather than absolute power deficiency.
**Phenotypic Marker**: None identified

### Site: P8
- Delta (1-4 Hz): 3.00 µV
- Theta (4-8 Hz): 2.02 µV
- Alpha (8-12 Hz): 2.65 µV
- SMR (12-15 Hz): 1.47 µV
- Beta (12-30 Hz): 2.22 µV
- HiBeta (22-30 Hz): 1.24 µV
- Gamma (30+ Hz): 1.33 µV
- Ratios: Theta/Beta=0.91, Alpha/Theta=1.31, Beta/Alpha=0.83, Beta/Total=0.417, Fast/Slow=0.63
- Relative Power: Beta=18.1%, Alpha=25.5%, Theta=16.1%
- **Alpha Sub-Band Analysis**: Ratio=1.000, Pattern=balanced
**Interpretation**: Primary findings: P8 SMR Deficiency (EO), P8 Right Parietal Processing Deficit (EO), P8 Right Parietal Underarousal (EO) | ⚠️ CLARIFICATION: While Beta amplitude is elevated overall at P8, the Beta sub-band distribution or relative balance appears deficient, suggesting a regulatory imbalance rather than global excess. This pattern indicates poor Beta regulation or sub-band imbalance (e.g., low vs. high Beta sub-bands), not a true contradiction. | ⚠️ CLARIFICATION: While Alpha amplitude is elevated overall at P8, the Alpha sub-band distribution shows a balanced pattern (ratio: 1.00). The 'deficiency' finding may reflect reactivity, normative comparison, or functional regulation issues rather than absolute power deficiency.
**Phenotypic Marker**: None identified

### Site: Pz
- Delta (1-4 Hz): 3.66 µV
- Theta (4-8 Hz): 2.44 µV
- Alpha (8-12 Hz): 2.69 µV
- SMR (12-15 Hz): 1.54 µV
- Beta (12-30 Hz): 2.40 µV
- HiBeta (22-30 Hz): 1.32 µV
- Gamma (30+ Hz): 1.29 µV
- Ratios: Theta/Beta=1.02, Alpha/Theta=1.10, Beta/Alpha=0.89, Beta/Total=0.403, Fast/Slow=0.47
- Relative Power: Beta=16.7%, Alpha=21.0%, Theta=17.6%
- **Alpha Sub-Band Analysis**: Ratio=1.000, Pattern=balanced
**Interpretation**: Primary findings: Pz Low Alpha (EC)
**Phenotypic Marker**: None identified

### Site: T7
- Delta (1-4 Hz): 3.26 µV
- Theta (4-8 Hz): 2.08 µV
- Alpha (8-12 Hz): 2.10 µV
- SMR (12-15 Hz): 1.28 µV
- Beta (12-30 Hz): 2.04 µV
- HiBeta (22-30 Hz): 1.27 µV
- Gamma (30+ Hz): 1.47 µV
- Ratios: Theta/Beta=1.02, Alpha/Theta=1.01, Beta/Alpha=0.97, Beta/Total=0.400, Fast/Slow=0.53
- Relative Power: Beta=16.3%, Alpha=17.1%, Theta=17.0%
- **Alpha Sub-Band Analysis**: Ratio=1.000, Pattern=balanced
**Interpretation**: Primary findings: T3 Low Alpha (EC), PTSD/CPTSD Low Alpha (T3 EC), PTSD/CPTSD Disrupted Beta (T3 EC)
**Phenotypic Marker**: None identified

### Site: T8
- Delta (1-4 Hz): 2.94 µV
- Theta (4-8 Hz): 1.71 µV
- Alpha (8-12 Hz): 1.91 µV
- SMR (12-15 Hz): 1.16 µV
- Beta (12-30 Hz): 1.77 µV
- HiBeta (22-30 Hz): 1.12 µV
- Gamma (30+ Hz): 1.22 µV
- Ratios: Theta/Beta=0.97, Alpha/Theta=1.12, Beta/Alpha=0.93, Beta/Total=0.390, Fast/Slow=0.51
- Relative Power: Beta=15.7%, Alpha=18.1%, Theta=15.2%
- **Alpha Sub-Band Analysis**: Ratio=1.000, Pattern=balanced
**Interpretation**: Primary findings: T4 Low Alpha (EC), PTSD/CPTSD Low Alpha (T4 EC), PTSD/CPTSD Disrupted Beta (T4 EC)
**Phenotypic Marker**: None identified

## 4. Connectivity Metrics
### Coherence Matrices
- No coherence matrices available

#### Coherence Summary
- **Key Hypo-Coherences** (<0.3): None identified
- **Key Hyper-Coherences** (>0.7): None identified

### Phase-Amplitude Coupling (PAC)
- No PAC data available

### Cross-Frequency Coupling (CFC)
- No CFC data available

## 5. Vigilance & Arousal Metrics
- **Alpha Suppression Response**: Not available (single epoch)
- **Beta Spindling**: Not significant
- **Foggy Thinking Marker**: Not available

## 6. Advanced Metrics
- Detrended Fluctuation Analysis (DFA): Not calculated
- Entropy (Sample, Permutation): Not calculated
- Fractal Dimension (FD): Not calculated
- Phase-Lag Index (PLI): Not calculated (requires multi-channel analysis)

## 7. Statistical Analysis
- **Z-Score Summary (Across Sites & Bands)**:
  - Highest z-scores: Cz Theta (EO) (z=-2.80), Cz Delta (EO) (z=-2.08), Cz HiBeta (EO) (z=-6.50), Cz Gamma (EO) (z=-10.01), Cz Theta/Beta (EO) (z=-2.89), Cz Theta (EC) (z=-3.18), Cz Delta (EC) (z=-2.53), Cz HiBeta (EC) (z=-6.62), Cz Gamma (EC) (z=-9.97), Cz Theta/Beta (EC) (z=-3.25)
  - Notable z-score anomalies: Cz Theta (EO): severe, Cz HiBeta (EO): severe, Cz Gamma (EO): severe, Cz Theta/Beta (EO): severe, Cz Theta (EC): severe, Cz Delta (EC): severe, Cz HiBeta (EC): severe, Cz Gamma (EC): severe, Cz Theta/Beta (EC): severe, F3 Theta (EO): severe

## 8. Phenotype Classification
- **Primary EEG Phenotype(s)**: Frontal Alpha Suppression Pattern
- **Jungian Archetype (Optional)**: Not mapped

## 9. Neurofeedback Recommendations
- **Target Sites**: C3, C4, Cz, F3, F4, F7, F8, Fz, O1, O2
- **Training Bands**: To be determined
- **Protocol Suggestions**:
  - Swingle: Standard protocols
  - Phenotypes: Standard strategies
  - Fisher (Trauma-Oriented): Occipital Alpha Suppression (PTSD/Trauma), Low Alpha (Possible Stress or Trauma)
- **Cascade Model Implications**:
  - Anticipated Downstream Effects: Downstream effects from Frontal Alpha Suppression Pattern pattern, Downstream effects from Occipital Alpha Suppression Pattern pattern, Downstream effects from Occipital Theta Suppression Pattern pattern

## 10. Meta Commentary (Optional)
- Literature Cross-Reference:
  - ADHD: [Budzynski et al., 2009]
  - Depression: [Swingle, 2015]
  - Trauma: [Fisher, 2013]
- System Validation Status: Automated quantitative analysis

## 11. Visualization Appendix
- **Topographical Maps**: Available in visualizations/ directory
  - Band power topomaps (Delta, Theta, Alpha, Beta, Gamma, SMR, HiBeta)
  - Absolute and relative power topomaps
  - Z-score topomaps (clinical significance maps)
  - Multi-band topomap grid
  - Side-by-side EO/EC comparison topomaps
- **FFT Power Spectra**: Available in visualizations/ directory
  - Per-channel frequency spectra (WinEEG-style grid)
  - Color-coded frequency bands
  - Side-by-side EO/EC comparison spectra
- **Vigilance Hypnograms**: Available in visualizations/ directory
  - 7-state vigilance timeline
  - State transitions and confidence plots
  - EO/EC epoch-specific hypnograms (when available)
- **Visualization Manifest**: visualization_manifest.json (lists all generated visualizations)

## 12. Summary Sheet (1-page)
| Marker | Location | Z-score | Interpretation | Protocol |
|--------|----------|---------|----------------|----------|
| Bipolar Disorder - Depressive Episode | F3 | N/A | moderate | Standard |
| Left Frontal Attention Difficulty | F3 | N/A | moderate | Standard |
| F3 Low Alpha (EO) | F3 | N/A | None | Standard |
| F3 Migraine Active Phase (EO) | F3 | N/A | None | Standard |
| Frontal Alpha Asymmetry (EO) - Mild | F3 | N/A | mild | Standard |
| Frontal Alpha Asymmetry (EO) - Moderate | F3 | N/A | moderate | Standard |
| Frontal Alpha Asymmetry (EO) - Severe | F3 | N/A | severe | Standard |
| Bipolar Disorder - Manic Episode | F4 | N/A | moderate | Standard |
| Right Frontal Attention Difficulty | F4 | N/A | moderate | Standard |
| F4 Low Alpha (EO) | F4 | N/A | None | Standard |
| F4 Migraine Active Phase (EO) | F4 | N/A | None | Standard |
| C3 Left Motor Control Deficit | C3 | N/A | moderate | Standard |
| C3 Left Motor Control Deficit (EO) | C3 | N/A | None | Standard |
| C4 Right Motor Control Deficit | C4 | N/A | moderate | Standard |
| C4 Right Motor Control Deficit (EO) | C4 | N/A | None | Standard |
| P3 Left Parietal Processing Deficit | P3 | N/A | moderate | Standard |
| P3 Left Parietal Relaxation Deficit (EO) | P3 | N/A | None | Standard |
| P4 Right Parietal Processing Deficit | P4 | N/A | moderate | Standard |
| P4 Right Parietal Relaxation Deficit (EO) | P4 | N/A | None | Standard |
| Anxiety Risk | O1 | N/A | None | Standard |

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Report generated: 2026-03-04 00:49:24
EEG Paradox Clinical Pattern Detection System