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  ⚡  EEG PARADOX DECODER  ⚡
  Clinical Pattern Detection System

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CLINICAL SUMMARY REPORT
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Subject ID:     anonymous
Files Processed: 2

Source Files:
  1. EO.edf
  2. EC.edf

File:           EO.edf
Protocol:       single_paired
Report Date:    2026-03-04 00:49:24
System Version: 1.0.4

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

HOW TO READ THIS REPORT
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This report describes EEG-derived patterns and network dynamics.
It does not constitute diagnosis and must be interpreted in clinical context.

  • "Severity" reflects statistical deviation, not pathology
  • "Health Scores" indicate relative regulatory efficiency
  • Clinical correlation is required for interpretation


All rule-based detections are subordinate to visual EEG confirmation by a trained clinician. Automated pattern detection identifies candidates, not conclusions.
Phenotypes describe EEG functional patterns and are not diagnostic labels or substitutes for medical or psychiatric diagnosis.

Note: Amplitude thresholds represent typical clinical ranges and should be interpreted relative to montage, impedance, and signal quality.
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CLINICAL BUCKETS
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  REGULATORY LOAD:
    • Low Theta/Beta (O1 EO) (Occipital)
    • Very Low Theta/Beta (O1 EC) (Occipital)
    • Low Theta/Beta (O1 EO, Vigilance) (Occipital)

  AROUSAL IMBALANCE:
    • F3 Low Alpha (EO) (Frontal)
    • F4 Low Alpha (EO) (Frontal)
    • Occipital Alpha Suppression (PTSD/Trauma) (Occipital)
    • F3 Low Alpha (EC) (Frontal)
    • PTSD/CPTSD Low Alpha (F3 EC) (Frontal)

  INTEGRATION / COORDINATION:
    • Other (Frontal)
    • Frontal Alpha Asymmetry (EO) - Mild (Frontal)
    • Frontal Alpha Asymmetry (EO) - Moderate (Frontal)
    • Frontal Alpha Asymmetry (EO) - Severe (Frontal)
    • Other (Central)


EXECUTIVE SUMMARY
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Clinical Priority: HIGH
  High-deviation findings present – clinical review recommended

Total Significant Findings: 50
  • Severe: 50

Top Findings:
  1. F3 Low Alpha (EO) at F3
     Severity: SEVERE | Confidence: 1.00 (z=-4.30)
     Note: Multiple Gunkelman phenotypes detected; consider integrated review and shared focus.
  2. F3 Migraine Active Phase (EO) at F3
     Severity: SEVERE | Confidence: 1.00 (z=-4.30)
     Note: Multiple Gunkelman phenotypes detected; consider integrated review and shared focus.
  3. Frontal Alpha Asymmetry (EO) - Mild at F3
     Severity: SEVERE | Confidence: 1.00 (z=-4.30)
     Note: Multiple Gunkelman phenotypes detected; consider integrated review and shared focus.
  4. Frontal Alpha Asymmetry (EO) - Moderate at F3
     Severity: SEVERE | Confidence: 1.00 (z=-4.30)
     Note: Multiple Gunkelman phenotypes detected; consider integrated review and shared focus.
  5. Frontal Alpha Asymmetry (EO) - Severe at F3
     Severity: SEVERE | Confidence: 1.00 (z=-4.30)
     Note: Multiple Gunkelman phenotypes detected; consider integrated review and shared focus.

Primary Treatment Targets:
  1. F3 Low Alpha (EO) at F3 (Frontal Network)
  2. F3 Migraine Active Phase (EO) at F3 (Frontal Network)
  3. Frontal Alpha Asymmetry (EO) - Mild at F3 (Frontal Network)

DATA QUALITY ASSESSMENT
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Overall Quality Score: 7.0/10.0 (Good)

Strengths:
  • Comprehensive site coverage (19 sites)
  • Stable vigilance state

Quality Considerations: None significant

Recommendation: Good quality data, minor improvements possible

NORMATIVE COMPARISONS
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Key metrics compared to normative databases (z-scores and percentiles):

| Site | Metric | Value | Z-Score | Percentile | Classification |
|------|--------|-------|---------|------------|----------------|


Legend:
  z-score: Standard deviations from mean (|z|≥2.5=Severe, |z|≥2.0=Abnormal, |z|≥1.5=Moderate, |z|≥1.0=Mild)
  percentile: Percentage of population below this value
  Classification: Normal (|z|<1.0), Mild (|z|≥1.0), Moderate (|z|≥1.5), Abnormal (|z|≥2.0), Severe (|z|≥2.5)

EO/EC REACTIVITY ANALYSIS
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Alpha Reactivity (Eye Opening/Closing):

Site          | EO Alpha | EC Alpha | Reactivity % | Classification
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★ O1           |    1.98 |    4.21 | 53.1%        | Normal
★ O2           |    2.12 |    4.35 | 51.3%        | Normal
★ P3           |    1.87 |    2.95 | 36.7%        | Normal
★ P4           |    1.90 |    3.45 | 45.0%        | Normal
  C3           |    2.18 |    3.12 | 30.1%        | Normal
  C4           |    1.88 |    3.14 | 40.0%        | Normal
  Cz           |    2.14 |    3.35 | 36.3%        | Normal
  F3           |    1.92 |    2.92 | 34.3%        | Normal
  F4           |    1.95 |    3.15 | 38.0%        | Normal
  F7           |    1.63 |    2.44 | 33.3%        | Normal
  F8           |    1.64 |    2.67 | 38.7%        | Normal
  Fp1          |    1.64 |    2.51 | 34.7%        | Normal
  Fp2          |    1.66 |    2.65 | 37.4%        | Normal
  Fz           |    2.03 |    3.15 | 35.5%        | Normal
  P7           |    1.65 |    2.95 | 43.9%        | Normal
  P8           |    1.73 |    3.58 | 51.7%        | Normal
  Pz           |    2.09 |    3.29 | 36.5%        | Normal
  T7           |    1.78 |    2.42 | 26.5%        | Reduced
  T8           |    1.42 |    2.41 | 41.2%        | Normal

Legend:
  ★ = Recommended site for reactivity analysis
  Normal: 30-100% (healthy alpha suppression)
  Reduced: 10-30% (mild impairment)
  Blunted: <10% (significant impairment)
  Excessive: >100% (hyperarousal pattern)

NORMATIVE DEVIATIONS
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Detailed comparison to normative databases:

Site: Cz
  • Theta (EO): 21.23 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 25.00 | cuban: 20.00 | averageadult: 21.00
    → Reduced theta at Cz (z=-2.80)
  • Delta (EO): 45.37 (threshold: N/A, Abnormal, norm: cuban2ndwave)
    Comparison: swingle: 15.00 | cuban: 12.00 | averageadult: 13.00
    → Reduced delta at Cz (z=-2.08)
  • HiBeta (EO): 7.37 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 12.00
    → Reduced hibeta at Cz (z=-6.50)
  • Gamma (EO): 4.36 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 3.00
    → Reduced gamma at Cz (z=-10.01)
  • Theta/Beta (EO): 1.17 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.20 | cuban: 1.80 | gunkelman: 2.00 | averageadult: 2.00
    → Reduced theta/beta at Cz (z=-2.89)
  • Theta (EC): 15.31 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 25.00 | cuban: 20.00 | averageadult: 21.00
    → Reduced theta at Cz (z=-3.18)
  • Delta (EC): 38.95 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 15.00 | cuban: 12.00 | averageadult: 13.00
    → Reduced delta at Cz (z=-2.53)
  • HiBeta (EC): 6.13 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 12.00
    → Reduced hibeta at Cz (z=-6.62)
  • Gamma (EC): 4.57 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 3.00
    → Reduced gamma at Cz (z=-9.97)
  • Theta/Beta (EC): 0.97 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.20 | cuban: 1.80 | gunkelman: 2.00 | averageadult: 2.00
    → Reduced theta/beta at Cz (z=-3.25)
Site: F3
  • Theta (EO): 19.74 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 21.00 | cuban: 17.00
    → Reduced theta at F3 (z=-3.07)
  • Delta (EO): 41.71 (threshold: N/A, Abnormal, norm: cuban2ndwave)
    Comparison: swingle: 11.00 | cuban: 9.00
    → Reduced delta at F3 (z=-2.03)
  • HiBeta (EO): 9.46 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced hibeta at F3 (z=-6.83)
  • Gamma (EO): 4.84 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.20
    → Reduced gamma at F3 (z=-9.22)
  • Theta/Beta (EO): 0.99 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.10 | cuban: 1.90 | averageadult: 2.00
    → Reduced theta/beta at F3 (z=-3.20)
  • Theta (EC): 15.24 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 21.00 | cuban: 17.00
    → Reduced theta at F3 (z=-3.37)
  • Delta (EC): 40.11 (threshold: N/A, Abnormal, norm: cuban2ndwave)
    Comparison: swingle: 11.00 | cuban: 9.00
    → Reduced delta at F3 (z=-2.12)
  • HiBeta (EC): 6.75 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced hibeta at F3 (z=-7.11)
  • Gamma (EC): 4.90 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.20
    → Reduced gamma at F3 (z=-9.21)
  • Theta/Beta (EC): 0.93 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.10 | cuban: 1.90 | averageadult: 2.00
    → Reduced theta/beta at F3 (z=-3.31)
Site: O1
  • Theta (EO): 18.80 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 18.00 | cuban: 15.00 | averageadult: 16.00
    → Reduced theta at O1 (z=-3.41)
  • Delta (EO): 37.17 (threshold: N/A, Abnormal, norm: cuban2ndwave)
    Comparison: swingle: 10.00 | cuban: 8.00 | averageadult: 9.00
    → Reduced delta at O1 (z=-2.43)
  • HiBeta (EO): 6.39 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced hibeta at O1 (z=-6.43)
  • Gamma (EO): 6.79 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.00
    → Reduced gamma at O1 (z=-7.39)
  • Theta/Beta (EO): 0.92 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.00 | cuban: 1.70 | averageadult: 1.80
    → Reduced theta/beta at O1 (z=-3.64)
  • Theta (EC): 12.20 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 18.00 | cuban: 15.00 | averageadult: 16.00
    → Reduced theta at O1 (z=-3.88)
  • Delta (EC): 23.06 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 10.00 | cuban: 8.00 | averageadult: 9.00
    → Reduced delta at O1 (z=-3.37)
  • HiBeta (EC): 6.08 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced hibeta at O1 (z=-6.46)
  • Gamma (EC): 6.16 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.00
    → Reduced gamma at O1 (z=-7.47)
  • Theta/Beta (EC): 0.75 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.00 | cuban: 1.70 | averageadult: 1.80
    → Reduced theta/beta at O1 (z=-3.89)
Site: Pz
  • Theta (EO): 19.84 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 20.00 | cuban: 19.00
    → Reduced theta at Pz (z=-2.77)
  • HiBeta (EO): 5.38 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced hibeta at Pz (z=-7.80)
  • Gamma (EO): 4.72 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced gamma at Pz (z=-10.36)
  • Theta/Beta (EO): 1.13 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.00 | cuban: 1.80
    → Reduced theta/beta at Pz (z=-3.05)
  • Theta (EC): 15.44 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 20.00 | cuban: 19.00
    → Reduced theta at Pz (z=-3.05)
  • Delta (EC): 35.08 (threshold: N/A, Abnormal, norm: cuban2ndwave)
    Comparison: swingle: 12.00 | cuban: 11.00
    → Reduced delta at Pz (z=-2.41)
  • HiBeta (EC): 4.89 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced hibeta at Pz (z=-7.86)
  • Gamma (EC): 5.00 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced gamma at Pz (z=-10.32)
  • Theta/Beta (EC): 0.93 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.00 | cuban: 1.80
    → Reduced theta/beta at Pz (z=-3.39)
Site: P7
  • Alpha (EO): 14.13 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: cuban: 36.00
    → Reduced alpha at P7 (z=-2.86)
  • HiBeta (EO): 8.65 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced hibeta at P7 (z=-2.55)
  • Gamma (EO): 11.25 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced gamma at P7 (z=-2.90)
  • Theta/Beta (EO): 0.91 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: cuban: 1.80
    → Reduced theta/beta at P7 (z=-3.52)
  • Theta (EC): 12.98 (threshold: N/A, Abnormal, norm: cuban2ndwave)
    Comparison: cuban: 18.00
    → Reduced theta at P7 (z=-2.28)
  • Beta (EC): 19.78 (threshold: N/A, Abnormal, norm: cuban2ndwave)
    Comparison: cuban: 16.00
    → Reduced beta at P7 (z=-2.01)
  • HiBeta (EC): 6.26 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced hibeta at P7 (z=-2.70)
  • Gamma (EC): 8.60 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced gamma at P7 (z=-3.09)
  • Theta/Beta (EC): 0.81 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: cuban: 1.80
    → Reduced theta/beta at P7 (z=-3.68)
Site: Fz
  • Theta (EO): 20.75 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 22.00 | cuban: 18.00 | averageadult: 19.00
    → Reduced theta at Fz (z=-3.15)
  • HiBeta (EO): 8.56 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 10.00
    → Reduced hibeta at Fz (z=-6.92)
  • Gamma (EO): 4.74 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.50
    → Reduced gamma at Fz (z=-10.87)
  • Theta/Beta (EO): 1.09 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.20 | cuban: 1.90 | gunkelman: 2.10 | averageadult: 2.10
    → Reduced theta/beta at Fz (z=-3.18)
  • Theta (EC): 15.84 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 22.00 | cuban: 18.00 | averageadult: 19.00
    → Reduced theta at Fz (z=-3.49)
  • Delta (EC): 39.59 (threshold: N/A, Abnormal, norm: cuban2ndwave)
    Comparison: swingle: 12.00 | cuban: 10.00 | averageadult: 10.00
    → Reduced delta at Fz (z=-2.11)
  • HiBeta (EC): 6.06 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 10.00
    → Reduced hibeta at Fz (z=-7.18)
  • Gamma (EC): 4.50 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.50
    → Reduced gamma at Fz (z=-10.91)
  • Theta/Beta (EC): 1.00 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.20 | cuban: 1.90 | gunkelman: 2.10 | averageadult: 2.10
    → Reduced theta/beta at Fz (z=-3.33)
Site: C3
  • Theta (EO): 20.41 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: cuban: 18.00
    → Reduced theta at C3 (z=-3.31)
  • HiBeta (EO): 6.39 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced hibeta at C3 (z=-7.73)
  • Gamma (EO): 5.17 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced gamma at C3 (z=-9.12)
  • Theta/Beta (EO): 1.15 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: cuban: 1.90
    → Reduced theta/beta at C3 (z=-3.09)
  • Theta (EC): 16.54 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: cuban: 18.00
    → Reduced theta at C3 (z=-3.59)
  • Delta (EC): 40.40 (threshold: N/A, Abnormal, norm: cuban2ndwave)
    Comparison: cuban: 11.00
    → Reduced delta at C3 (z=-2.01)
  • HiBeta (EC): 6.44 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced hibeta at C3 (z=-7.72)
  • Gamma (EC): 5.54 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced gamma at C3 (z=-9.06)
  • Theta/Beta (EC): 0.98 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: cuban: 1.90
    → Reduced theta/beta at C3 (z=-3.39)
Site: Fp2
  • Alpha (EO): 9.54 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 35.00 | cuban: 32.00 | gunkelman: 34.00 | averageadult: 33.00
    → Reduced alpha at Fp2 (z=-3.23)
  • Theta (EO): 14.21 (threshold: N/A, Abnormal, norm: cuban2ndwave)
    Comparison: swingle: 21.00 | cuban: 17.00
    → Reduced theta at Fp2 (z=-2.19)
  • Beta (EO): 12.24 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 18.00 | cuban: 15.00 | gunkelman: 16.00 | averageadult: 16.00
    → Reduced beta at Fp2 (z=-2.61)
  • HiBeta (EO): 5.72 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced hibeta at Fp2 (z=-2.74)
  • Gamma (EO): 4.31 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.20
    → Reduced gamma at Fp2 (z=-3.41)
  • Theta/Beta (EO): 1.08 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.10 | cuban: 1.90 | averageadult: 2.00
    → Reduced theta/beta at Fp2 (z=-3.17)
  • Alpha (EC): 15.87 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 35.00 | cuban: 32.00 | gunkelman: 34.00 | averageadult: 33.00
    → Reduced alpha at Fp2 (z=-2.72)
  • Theta (EC): 13.53 (threshold: N/A, Abnormal, norm: cuban2ndwave)
    Comparison: swingle: 21.00 | cuban: 17.00
    → Reduced theta at Fp2 (z=-2.24)
  • Beta (EC): 10.71 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 18.00 | cuban: 15.00 | gunkelman: 16.00 | averageadult: 16.00
    → Reduced beta at Fp2 (z=-2.74)
  • HiBeta (EC): 4.36 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced hibeta at Fp2 (z=-2.83)
  • Gamma (EC): 4.78 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.20
    → Reduced gamma at Fp2 (z=-3.38)
  • Theta/Beta (EC): 1.12 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.10 | cuban: 1.90 | averageadult: 2.00
    → Reduced theta/beta at Fp2 (z=-3.09)
Site: Fp1
  • Alpha (EO): 9.29 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 35.00 | cuban: 32.00 | gunkelman: 34.00 | averageadult: 33.00
    → Reduced alpha at Fp1 (z=-3.25)
  • Theta (EO): 12.52 (threshold: N/A, Abnormal, norm: cuban2ndwave)
    Comparison: swingle: 21.00 | cuban: 17.00
    → Reduced theta at Fp1 (z=-2.32)
  • Beta (EO): 12.74 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 18.00 | cuban: 15.00 | gunkelman: 16.00 | averageadult: 16.00
    → Reduced beta at Fp1 (z=-2.58)
  • HiBeta (EO): 6.08 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced hibeta at Fp1 (z=-2.72)
  • Gamma (EO): 4.23 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.20
    → Reduced gamma at Fp1 (z=-3.42)
  • Theta/Beta (EO): 0.99 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.10 | cuban: 1.90 | averageadult: 2.00
    → Reduced theta/beta at Fp1 (z=-3.20)
  • Alpha (EC): 15.34 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 35.00 | cuban: 32.00 | gunkelman: 34.00 | averageadult: 33.00
    → Reduced alpha at Fp1 (z=-2.76)
  • Theta (EC): 13.83 (threshold: N/A, Abnormal, norm: cuban2ndwave)
    Comparison: swingle: 21.00 | cuban: 17.00
    → Reduced theta at Fp1 (z=-2.21)
  • Beta (EC): 11.53 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 18.00 | cuban: 15.00 | gunkelman: 16.00 | averageadult: 16.00
    → Reduced beta at Fp1 (z=-2.67)
  • HiBeta (EC): 4.50 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced hibeta at Fp1 (z=-2.82)
  • Gamma (EC): 5.01 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.20
    → Reduced gamma at Fp1 (z=-3.36)
  • Theta/Beta (EC): 1.10 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.10 | cuban: 1.90 | averageadult: 2.00
    → Reduced theta/beta at Fp1 (z=-3.01)
Site: P4
  • Theta (EO): 20.55 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: cuban: 18.00
    → Reduced theta at P4 (z=-3.02)
  • Delta (EO): 42.78 (threshold: N/A, Abnormal, norm: cuban2ndwave)
    Comparison: cuban: 10.00
    → Reduced delta at P4 (z=-2.19)
  • HiBeta (EO): 6.68 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced hibeta at P4 (z=-7.37)
  • Gamma (EO): 4.90 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced gamma at P4 (z=-9.41)
  • Theta/Beta (EO): 1.09 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: cuban: 1.80
    → Reduced theta/beta at P4 (z=-3.17)
  • Theta (EC): 13.48 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: cuban: 18.00
    → Reduced theta at P4 (z=-3.46)
  • Delta (EC): 33.07 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: cuban: 10.00
    → Reduced delta at P4 (z=-2.81)
  • HiBeta (EC): 4.98 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced hibeta at P4 (z=-7.55)
  • Gamma (EC): 5.36 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced gamma at P4 (z=-9.34)
  • Theta/Beta (EC): 0.88 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: cuban: 1.80
    → Reduced theta/beta at P4 (z=-3.52)
Site: T7
  • Alpha (EO): 13.67 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 30.00 | cuban: 28.00 | averageadult: 28.00
    → Reduced alpha at T7 (z=-2.90)
  • Beta (EO): 17.04 (threshold: N/A, Abnormal, norm: cuban2ndwave)
    Comparison: swingle: 15.00 | cuban: 14.00 | averageadult: 14.00
    → Reduced beta at T7 (z=-2.23)
  • HiBeta (EO): 6.73 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced hibeta at T7 (z=-2.67)
  • Gamma (EO): 7.98 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.00
    → Reduced gamma at T7 (z=-3.14)
  • Theta/Beta (EO): 1.06 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.00 | cuban: 1.80
    → Reduced theta/beta at T7 (z=-3.29)
  • Alpha (EC): 20.49 (threshold: N/A, Abnormal, norm: cuban2ndwave)
    Comparison: swingle: 30.00 | cuban: 28.00 | averageadult: 28.00
    → Reduced alpha at T7 (z=-2.35)
  • Theta (EC): 14.73 (threshold: N/A, Abnormal, norm: cuban2ndwave)
    Comparison: swingle: 19.00 | cuban: 16.00 | averageadult: 17.00
    → Reduced theta at T7 (z=-2.15)
  • Beta (EC): 15.53 (threshold: N/A, Abnormal, norm: cuban2ndwave)
    Comparison: swingle: 15.00 | cuban: 14.00 | averageadult: 14.00
    → Reduced beta at T7 (z=-2.35)
  • HiBeta (EC): 5.96 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced hibeta at T7 (z=-2.72)
  • Gamma (EC): 8.77 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.00
    → Reduced gamma at T7 (z=-3.08)
  • Theta/Beta (EC): 0.97 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.00 | cuban: 1.80
    → Reduced theta/beta at T7 (z=-3.44)
Site: T8
  • Alpha (EO): 12.84 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 30.00 | cuban: 28.00 | averageadult: 28.00
    → Reduced alpha at T8 (z=-2.96)
  • Beta (EO): 16.24 (threshold: N/A, Abnormal, norm: cuban2ndwave)
    Comparison: swingle: 15.00 | cuban: 14.00 | averageadult: 14.00
    → Reduced beta at T8 (z=-2.29)
  • HiBeta (EO): 7.40 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced hibeta at T8 (z=-2.63)
  • Gamma (EO): 6.62 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.00
    → Reduced gamma at T8 (z=-3.24)
  • Theta/Beta (EO): 1.06 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.00 | cuban: 1.80
    → Reduced theta/beta at T8 (z=-3.27)
  • Alpha (EC): 23.31 (threshold: N/A, Abnormal, norm: cuban2ndwave)
    Comparison: swingle: 30.00 | cuban: 28.00 | averageadult: 28.00
    → Reduced alpha at T8 (z=-2.12)
  • Theta (EC): 12.16 (threshold: N/A, Abnormal, norm: cuban2ndwave)
    Comparison: swingle: 19.00 | cuban: 16.00 | averageadult: 17.00
    → Reduced theta at T8 (z=-2.34)
  • Beta (EC): 15.25 (threshold: N/A, Abnormal, norm: cuban2ndwave)
    Comparison: swingle: 15.00 | cuban: 14.00 | averageadult: 14.00
    → Reduced beta at T8 (z=-2.37)
  • HiBeta (EC): 5.56 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced hibeta at T8 (z=-2.75)
  • Gamma (EC): 8.06 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.00
    → Reduced gamma at T8 (z=-3.14)
  • Theta/Beta (EC): 0.89 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.00 | cuban: 1.80
    → Reduced theta/beta at T8 (z=-3.55)
Site: F4
  • Theta (EO): 19.27 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 21.00 | cuban: 17.00
    → Reduced theta at F4 (z=-3.66)
  • HiBeta (EO): 8.70 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced hibeta at F4 (z=-6.94)
  • Gamma (EO): 4.92 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.20
    → Reduced gamma at F4 (z=-9.27)
  • Theta/Beta (EO): 1.06 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.10 | cuban: 1.90 | averageadult: 2.00
    → Reduced theta/beta at F4 (z=-3.20)
  • Theta (EC): 15.56 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 21.00 | cuban: 17.00
    → Reduced theta at F4 (z=-3.93)
  • HiBeta (EC): 6.26 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced hibeta at F4 (z=-7.19)
  • Gamma (EC): 4.76 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.20
    → Reduced gamma at F4 (z=-9.30)
  • Theta/Beta (EC): 1.01 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.10 | cuban: 1.90 | averageadult: 2.00
    → Reduced theta/beta at F4 (z=-3.29)
Site: O2
  • Theta (EO): 17.07 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 18.00 | cuban: 15.00 | averageadult: 16.00
    → Reduced theta at O2 (z=-3.31)
  • Delta (EO): 38.35 (threshold: N/A, Abnormal, norm: cuban2ndwave)
    Comparison: swingle: 10.00 | cuban: 8.00 | averageadult: 9.00
    → Reduced delta at O2 (z=-2.35)
  • HiBeta (EO): 6.31 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced hibeta at O2 (z=-7.58)
  • Gamma (EO): 6.06 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.00
    → Reduced gamma at O2 (z=-7.68)
  • Theta/Beta (EO): 0.91 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.00 | cuban: 1.70 | averageadult: 1.80
    → Reduced theta/beta at O2 (z=-3.45)
  • Theta (EC): 11.47 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 18.00 | cuban: 15.00 | averageadult: 16.00
    → Reduced theta at O2 (z=-3.70)
  • Delta (EC): 25.69 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 10.00 | cuban: 8.00 | averageadult: 9.00
    → Reduced delta at O2 (z=-3.10)
  • HiBeta (EC): 5.16 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced hibeta at O2 (z=-7.70)
  • Gamma (EC): 5.29 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.00
    → Reduced gamma at O2 (z=-7.78)
  • Theta/Beta (EC): 0.78 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.00 | cuban: 1.70 | averageadult: 1.80
    → Reduced theta/beta at O2 (z=-3.67)
Site: F7
  • Alpha (EO): 11.92 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 35.00 | cuban: 32.00 | gunkelman: 34.00 | averageadult: 33.00
    → Reduced alpha at F7 (z=-3.04)
  • Theta (EO): 15.89 (threshold: N/A, Abnormal, norm: cuban2ndwave)
    Comparison: swingle: 21.00 | cuban: 17.00
    → Reduced theta at F7 (z=-2.06)
  • HiBeta (EO): 9.72 (threshold: N/A, Abnormal, norm: cuban2ndwave)
    → Reduced hibeta at F7 (z=-2.48)
  • Gamma (EO): 9.16 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.20
    → Reduced gamma at F7 (z=-3.05)
  • Theta/Beta (EO): 0.87 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.10 | cuban: 1.90 | averageadult: 2.00
    → Reduced theta/beta at F7 (z=-3.41)
  • Alpha (EC): 17.21 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 35.00 | cuban: 32.00 | gunkelman: 34.00 | averageadult: 33.00
    → Reduced alpha at F7 (z=-2.61)
  • Theta (EC): 13.16 (threshold: N/A, Abnormal, norm: cuban2ndwave)
    Comparison: swingle: 21.00 | cuban: 17.00
    → Reduced theta at F7 (z=-2.27)
  • Beta (EC): 15.97 (threshold: N/A, Abnormal, norm: cuban2ndwave)
    Comparison: swingle: 18.00 | cuban: 15.00 | gunkelman: 16.00 | averageadult: 16.00
    → Reduced beta at F7 (z=-2.31)
  • HiBeta (EC): 6.61 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced hibeta at F7 (z=-2.68)
  • Gamma (EC): 9.53 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.20
    → Reduced gamma at F7 (z=-3.03)
  • Theta/Beta (EC): 0.91 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.10 | cuban: 1.90 | averageadult: 2.00
    → Reduced theta/beta at F7 (z=-3.35)
Site: P8
  • Alpha (EO): 14.92 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: cuban: 36.00
    → Reduced alpha at P8 (z=-2.80)
  • Beta (EO): 19.10 (threshold: N/A, Abnormal, norm: cuban2ndwave)
    Comparison: cuban: 16.00
    → Reduced beta at P8 (z=-2.06)
  • HiBeta (EO): 6.51 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced hibeta at P8 (z=-2.69)
  • Gamma (EO): 6.62 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced gamma at P8 (z=-3.24)
  • Theta/Beta (EO): 1.04 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: cuban: 1.80
    → Reduced theta/beta at P8 (z=-3.25)
  • Theta (EC): 11.27 (threshold: N/A, Abnormal, norm: cuban2ndwave)
    Comparison: cuban: 18.00
    → Reduced theta at P8 (z=-2.41)
  • Delta (EC): 29.12 (threshold: N/A, Abnormal, norm: cuban2ndwave)
    Comparison: cuban: 10.00
    → Reduced delta at P8 (z=-2.10)
  • Beta (EC): 17.20 (threshold: N/A, Abnormal, norm: cuban2ndwave)
    Comparison: cuban: 16.00
    → Reduced beta at P8 (z=-2.22)
  • HiBeta (EC): 5.06 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced hibeta at P8 (z=-2.78)
  • Gamma (EC): 6.38 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced gamma at P8 (z=-3.26)
  • Theta/Beta (EC): 0.81 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: cuban: 1.80
    → Reduced theta/beta at P8 (z=-3.64)
Site: P3
  • Theta (EO): 20.04 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: cuban: 18.00
    → Reduced theta at P3 (z=-3.00)
  • Delta (EO): 41.90 (threshold: N/A, Abnormal, norm: cuban2ndwave)
    Comparison: cuban: 10.00
    → Reduced delta at P3 (z=-2.17)
  • HiBeta (EO): 6.18 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced hibeta at P3 (z=-6.83)
  • Gamma (EO): 5.66 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced gamma at P3 (z=-8.42)
  • Theta/Beta (EO): 1.05 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: cuban: 1.80
    → Reduced theta/beta at P3 (z=-3.28)
  • Theta (EC): 16.14 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: cuban: 18.00
    → Reduced theta at P3 (z=-3.26)
  • Delta (EC): 34.18 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: cuban: 10.00
    → Reduced delta at P3 (z=-2.66)
  • HiBeta (EC): 5.22 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced hibeta at P3 (z=-6.92)
  • Gamma (EC): 5.75 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced gamma at P3 (z=-8.41)
  • Theta/Beta (EC): 0.91 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: cuban: 1.80
    → Reduced theta/beta at P3 (z=-3.52)
Site: C4
  • Theta (EO): 21.20 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: cuban: 18.00
    → Reduced theta at C4 (z=-3.12)
  • HiBeta (EO): 9.21 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced hibeta at C4 (z=-6.12)
  • Gamma (EO): 4.80 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced gamma at C4 (z=-9.11)
  • Theta/Beta (EO): 1.10 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: cuban: 1.90
    → Reduced theta/beta at C4 (z=-3.03)
  • Theta (EC): 14.47 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: cuban: 18.00
    → Reduced theta at C4 (z=-3.58)
  • Delta (EC): 36.12 (threshold: N/A, Abnormal, norm: cuban2ndwave)
    Comparison: cuban: 11.00
    → Reduced delta at C4 (z=-2.34)
  • HiBeta (EC): 6.40 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced hibeta at C4 (z=-6.37)
  • Gamma (EC): 5.49 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced gamma at C4 (z=-9.01)
  • Theta/Beta (EC): 0.92 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: cuban: 1.90
    → Reduced theta/beta at C4 (z=-3.34)
Site: F8
  • Alpha (EO): 10.84 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 35.00 | cuban: 32.00 | gunkelman: 34.00 | averageadult: 33.00
    → Reduced alpha at F8 (z=-3.12)
  • Beta (EO): 15.25 (threshold: N/A, Abnormal, norm: cuban2ndwave)
    Comparison: swingle: 18.00 | cuban: 15.00 | gunkelman: 16.00 | averageadult: 16.00
    → Reduced beta at F8 (z=-2.37)
  • HiBeta (EO): 6.84 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced hibeta at F8 (z=-2.67)
  • Gamma (EO): 5.80 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.20
    → Reduced gamma at F8 (z=-3.30)
  • Theta/Beta (EO): 1.08 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.10 | cuban: 1.90 | averageadult: 2.00
    → Reduced theta/beta at F8 (z=-3.17)
  • Alpha (EC): 18.14 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 35.00 | cuban: 32.00 | gunkelman: 34.00 | averageadult: 33.00
    → Reduced alpha at F8 (z=-2.54)
  • Theta (EC): 13.86 (threshold: N/A, Abnormal, norm: cuban2ndwave)
    Comparison: swingle: 21.00 | cuban: 17.00
    → Reduced theta at F8 (z=-2.21)
  • Beta (EC): 12.43 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 18.00 | cuban: 15.00 | gunkelman: 16.00 | averageadult: 16.00
    → Reduced beta at F8 (z=-2.60)
  • HiBeta (EC): 4.72 (threshold: N/A, Severe, norm: cuban2ndwave)
    → Reduced hibeta at F8 (z=-2.80)
  • Gamma (EC): 6.88 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.20
    → Reduced gamma at F8 (z=-3.22)
  • Theta/Beta (EC): 1.06 (threshold: N/A, Severe, norm: cuban2ndwave)
    Comparison: swingle: 2.10 | cuban: 1.90 | averageadult: 2.00
    → Reduced theta/beta at F8 (z=-3.21)

CLINICAL FINDINGS BY BRAIN NETWORK
--------------------------------------------------------------------------------
Detected patterns organized by brain network with z-scores and confidence:

FRONTAL NETWORK
Function: Executive function, attention regulation, working memory
----------------------------------------
  • F3 Low Alpha (EO) at F3 (EO)
    Severity: SEVERE | Confidence: High (1.00) (z=-4.30)
    Metrics: Alpha=1.92
    Deviation: 4.6σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Left frontal alpha deficiency during eyes open may indicate executive dysfunction, language processing issues, or left hemisphere underactivation.
    Note: Assess for executive function, language, or left frontal issues.

  • F3 Migraine Active Phase (EO) at F3 (EO)
    Severity: SEVERE | Confidence: High (1.00) (z=-4.30)
    Metrics: Alpha=1.92
    Deviation: 3.1σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Suppressed alpha at F3 EO may indicate active migraine, cortical depression, or migraine-related cortical dysfunction.
    Note: Migraine treatment and pain management required. Consider acute migraine medications.

  • Frontal Alpha Asymmetry (EO) - Mild at F3 (EO)
    Severity: SEVERE | Confidence: High (1.00) (z=-4.30)
    Metrics: Alpha=1.92, Alpha_Relative=13.60, Beta/Alpha=1.22
    Deviation: 4.6σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Left frontal alpha suppression at F3 during EO. Alpha <25.0 µV, Alpha <15% of total band power, Beta/Alpha >1.2. Note: Full asymmetry requires F3/F4 comparison.
    Note: Protocol Guide:
1. Alpha enhancement at F3.
2. Normalize F3/F4 asymmetry.
3. Assess for depression or emotional regulation issues.
4. Bilateral training protocols.

  • Frontal Alpha Asymmetry (EO) - Moderate at F3 (EO)
    Severity: SEVERE | Confidence: High (1.00) (z=-4.30)
    Metrics: Alpha=1.92, Alpha_Relative=13.60, Beta/Alpha=1.22
    Deviation: 4.6σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Left frontal alpha suppression at F3 during EO. Alpha <22.0 µV, Alpha <15% of total band power, Beta/Alpha >1.2. Note: Full asymmetry requires F3/F4 comparison.
    Note: Protocol Guide:
1. Alpha enhancement at F3.
2. Normalize F3/F4 asymmetry.
3. Assess for depression or emotional regulation issues.
4. Bilateral training protocols.

  • Frontal Alpha Asymmetry (EO) - Severe at F3 (EO)
    Severity: SEVERE | Confidence: High (1.00) (z=-4.30)
    Metrics: Alpha=1.92, Alpha_Relative=13.60, Beta/Alpha=1.22
    Deviation: 4.5σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Left frontal alpha suppression at F3 during EO. Alpha <20.0 µV, Alpha <15% of total band power, Beta/Alpha >1.2. Note: Full asymmetry requires F3/F4 comparison.
    Note: Protocol Guide:
1. Alpha enhancement at F3.
2. Normalize F3/F4 asymmetry.
3. Assess for depression or emotional regulation issues.
4. Bilateral training protocols.

  • F4 Low Alpha (EO) at F4 (EO)
    Severity: SEVERE | Confidence: High (1.00) (z=-4.29)
    Metrics: Alpha=1.95
    Deviation: 4.6σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Right frontal alpha deficiency during eyes open may indicate emotional processing issues, social cognition deficits, or right hemisphere underactivation.
    Note: Assess for emotional processing, social cognition, or right frontal issues.

  • F4 Migraine Active Phase (EO) at F4 (EO)
    Severity: SEVERE | Confidence: High (1.00) (z=-4.29)
    Metrics: Alpha=1.95
    Deviation: 3.0σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Suppressed alpha at F4 EO may indicate active migraine, cortical depression, or migraine-related cortical dysfunction.
    Note: Migraine treatment and pain management required. Consider acute migraine medications.

  • F7 SMR Deficiency (EO) at F7 (EO)
    Severity: SEVERE | Confidence: High (1.00) (z=-3.18)
    Metrics: SMR=1.05
    Deviation: 4.3σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Low sensorimotor rhythm at F7 may indicate left frontal-temporal motor control issues or attention deficits.
    Note: Assess for motor control or attention issues.

  • F7 Left Frontal-Temporal Processing Deficit (EO) at F7 (EO)
    Severity: SEVERE | Confidence: High (1.00) (z=-4.34)
    Metrics: Alpha=1.63
    Deviation: 4.0σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Low alpha at F7 may indicate left frontal-temporal processing deficits, executive dysfunction, or language processing issues.
    Note: Assess for executive function or language processing issues.

  • F7 Left Frontal-Temporal Underarousal (EO) at F7 (EO)
    Severity: SEVERE | Confidence: High (1.00) (z=-3.21)
    Metrics: Beta=2.16
    Deviation: 2.8σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Low beta at F7 may indicate left frontal-temporal underarousal, depression, or cognitive slowing.
    Note: Assess for depression or cognitive slowing.

  • F8 SMR Deficiency (EO) at F8 (EO)
    Severity: SEVERE | Confidence: High (1.00) (z=-3.19)
    Metrics: SMR=1.03
    Deviation: 4.4σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Low sensorimotor rhythm at F8 may indicate right frontal-temporal motor control issues or emotional processing deficits.
    Note: Assess for motor control or emotional processing issues.

  • F8 Right Frontal-Temporal Processing Deficit (EO) at F8 (EO)
    Severity: SEVERE | Confidence: High (1.00) (z=-4.34)
    Metrics: Alpha=1.64
    Deviation: 4.0σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Low alpha at F8 may indicate right frontal-temporal processing deficits, emotional processing issues, or social cognition problems.
    Note: Assess for emotional processing or social cognition issues.

  • F8 Right Frontal-Temporal Underarousal (EO) at F8 (EO)
    Severity: SEVERE | Confidence: High (1.00) (z=-3.27)
    Metrics: Beta=1.94
    Deviation: 3.1σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Low beta at F8 may indicate right frontal-temporal underarousal, depression, or emotional processing slowing.
    Note: Assess for depression or emotional processing issues.

  • F3 Low Alpha (EC) at F3 (EC)
    Severity: SEVERE | Confidence: High (1.00) (z=-4.15)
    Metrics: Alpha=2.92
    Deviation: 4.4σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Left frontal alpha deficiency during eyes closed may indicate poor relaxation response or left hemisphere underactivation.
    Note: Support left frontal relaxation and executive function.

  • F3 Migraine Active Phase (EC) at F3 (EC)
    Severity: SEVERE | Confidence: High (1.00) (z=-4.15)
    Metrics: Alpha=2.92
    Deviation: 2.1σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Suppressed alpha at F3 EC may indicate active migraine, cortical depression, or migraine-related cortical dysfunction.
    Note: Migraine treatment and pain management required. Consider acute migraine medications.

  • PTSD/CPTSD Low Alpha (F3 EC) at F3 (EC)
    Severity: SEVERE | Confidence: High (1.00) (z=-4.15)
    Metrics: Alpha=2.92
    Deviation: 3.2σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Low Alpha at F3 EC may reflect overactivation and restlessness in PTSD/CPTSD.
    Note: Alpha uptrain, support relaxation and focus.

  • F4 Low Alpha (EC) at F4 (EC)
    Severity: SEVERE | Confidence: High (1.00) (z=-4.12)
    Metrics: Alpha=3.15
    Deviation: 4.4σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Right frontal alpha deficiency during eyes closed may indicate poor emotional relaxation response or right hemisphere underactivation.
    Note: Support right frontal relaxation and emotional processing.

  • F4 Migraine Active Phase (EC) at F4 (EC)
    Severity: SEVERE | Confidence: High (1.00) (z=-4.12)
    Metrics: Alpha=3.15
    Deviation: 1.9σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Suppressed alpha at F4 EC may indicate active migraine, cortical depression, or migraine-related cortical dysfunction.
    Note: Migraine treatment and pain management required. Consider acute migraine medications.

  • PTSD/CPTSD Low Alpha (F4 EC) at F4 (EC)
    Severity: SEVERE | Confidence: High (1.00) (z=-4.12)
    Metrics: Alpha=3.15
    Deviation: 3.0σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Low Alpha at F4 EC may indicate chronic hypervigilance and emotional sensitivity in PTSD/CPTSD.
    Note: Alpha uptrain, promote relaxation.

  • PTSD/CPTSD Disrupted Beta (F4 EC) at F4 (EC)
    Severity: SEVERE | Confidence: High (1.00) (z=-3.12)
    Metrics: Beta=2.52
    Deviation: 3.4σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Disrupted Beta at F4 EC may reflect emotional dysregulation (low) or hypervigilance (high) in PTSD/CPTSD.
    Note: Normalize Beta, support emotional balance.


CENTRAL NETWORK
Function: Motor control, sensorimotor integration, attention
----------------------------------------
  • C3 Left Motor Control Deficit (EO) at C3 (EO)
    Severity: SEVERE | Confidence: High (1.00) (z=-2.84)
    Metrics: SMR=1.47
    Deviation: 4.1σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Low SMR at C3 (left central) suggests left motor control deficits, sensorimotor integration problems, or motor planning issues. Seen in motor control disorders, ADHD, or after central injury.
    Note: Assess for motor control or sensorimotor integration issues. Consider SMR uptraining or motor control protocols.

  • C4 Right Motor Control Deficit (EO) at C4 (EO)
    Severity: SEVERE | Confidence: High (1.00) (z=-2.95)
    Metrics: SMR=1.15
    Deviation: 4.3σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Low SMR at C4 (right central) suggests right motor control deficits, sensorimotor integration problems, or motor planning issues. Seen in motor control disorders, ADHD, or after central injury.
    Note: Assess for motor control or sensorimotor integration issues. Consider SMR uptraining or motor control protocols.

  • C3 Left Motor Relaxation Deficit (EC) at C3 (EC)
    Severity: SEVERE | Confidence: High (1.00) (z=-2.77)
    Metrics: SMR=1.68
    Deviation: 4.0σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Low SMR at C3 EC may indicate left motor relaxation deficits, sensorimotor integration problems, or motor control issues. Seen in motor control disorders, ADHD, or sensorimotor processing issues.
    Note: Assess for motor control or sensorimotor integration issues. Consider SMR uptraining or motor control protocols.

  • C4 Right Motor Relaxation Deficit (EC) at C4 (EC)
    Severity: SEVERE | Confidence: High (1.00) (z=-2.78)
    Metrics: SMR=1.65
    Deviation: 4.0σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Low SMR at C4 EC may indicate right motor relaxation deficits, sensorimotor integration problems, or motor control issues. Seen in motor control disorders, ADHD, or sensorimotor processing issues.
    Note: Assess for motor control or sensorimotor integration issues. Consider SMR uptraining or motor control protocols.


PARIETAL NETWORK
Function: Sensory integration, spatial processing, attention
----------------------------------------
  • P3 Left Parietal Relaxation Deficit (EO) at P3 (EO)
    Severity: SEVERE | Confidence: High (1.00) (z=-4.27)
    Metrics: Alpha=1.87
    Deviation: 3.8σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Low alpha at P3 EO may indicate left parietal processing overload or difficulty relaxing parietal cortex. Seen in sensory processing disorders, anxiety, or parietal stress.
    Note: Support parietal relaxation and sensory integration. Consider alpha uptraining or relaxation protocols.

  • P4 Right Parietal Relaxation Deficit (EO) at P4 (EO)
    Severity: SEVERE | Confidence: High (1.00) (z=-4.26)
    Metrics: Alpha=1.90
    Deviation: 3.8σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Low alpha at P4 EO may indicate right parietal processing overload or difficulty relaxing parietal cortex. Seen in sensory processing disorders, anxiety, or parietal stress.
    Note: Support parietal relaxation and sensory integration. Consider alpha uptraining or relaxation protocols.

  • P7 SMR Deficiency (EO) at P7 (EO)
    Severity: SEVERE | Confidence: High (1.00) (z=-3.13)
    Metrics: SMR=1.19
    Deviation: 4.3σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Low sensorimotor rhythm at P7 may indicate left parietal motor control issues or spatial processing deficits.
    Note: Assess for motor control or spatial processing issues.

  • P7 Left Parietal Processing Deficit (EO) at P7 (EO)
    Severity: SEVERE | Confidence: High (1.00) (z=-4.29)
    Metrics: Alpha=1.65
    Deviation: 4.0σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Low alpha at P7 may indicate left parietal processing deficits, spatial processing issues, or attention problems.
    Note: Assess for spatial processing or attention issues.

  • P7 Left Parietal Underarousal (EO) at P7 (EO)
    Severity: SEVERE | Confidence: High (1.00) (z=-3.49)
    Metrics: Beta=2.05
    Deviation: 3.0σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Low beta at P7 may indicate left parietal underarousal, depression, or cognitive slowing.
    Note: Assess for depression or cognitive slowing.

  • T5 SMR Deficiency (EO) at P7 (EO)
    Severity: SEVERE | Confidence: High (1.00) (z=-3.13)
    Metrics: SMR=1.19
    Deviation: 4.3σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Low sensorimotor rhythm at T5 may indicate left temporal motor control issues or auditory processing deficits.
    Note: Assess for motor control or auditory processing issues.

  • T5 Left Temporal Processing Deficit (EO) at P7 (EO)
    Severity: SEVERE | Confidence: High (1.00) (z=-4.29)
    Metrics: Alpha=1.65
    Deviation: 4.0σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Low alpha at T5 may indicate left temporal processing deficits, auditory processing issues, or language comprehension problems.
    Note: Assess for auditory processing or language comprehension issues.

  • T5 Left Temporal Underarousal (EO) at P7 (EO)
    Severity: SEVERE | Confidence: High (1.00) (z=-3.49)
    Metrics: Beta=2.05
    Deviation: 3.0σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Low beta at T5 may indicate left temporal underarousal, depression, or cognitive slowing.
    Note: Assess for depression or cognitive slowing.

  • P8 SMR Deficiency (EO) at P8 (EO)
    Severity: SEVERE | Confidence: High (1.00) (z=-3.10)
    Metrics: SMR=1.26
    Deviation: 4.2σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Low sensorimotor rhythm at P8 may indicate right parietal motor control issues or spatial processing deficits.
    Note: Assess for motor control or spatial processing issues.

  • P8 Right Parietal Processing Deficit (EO) at P8 (EO)
    Severity: SEVERE | Confidence: High (1.00) (z=-4.28)
    Metrics: Alpha=1.73
    Deviation: 3.9σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Low alpha at P8 may indicate right parietal processing deficits, spatial processing issues, or attention problems.
    Note: Assess for spatial processing or attention issues.

  • P8 Right Parietal Underarousal (EO) at P8 (EO)
    Severity: SEVERE | Confidence: High (1.00) (z=-3.51)
    Metrics: Beta=1.96
    Deviation: 3.0σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Low beta at P8 may indicate right parietal underarousal, depression, or cognitive slowing.
    Note: Assess for depression or cognitive slowing.

  • T6 SMR Deficiency (EO) at P8 (EO)
    Severity: SEVERE | Confidence: High (1.00) (z=-3.10)
    Metrics: SMR=1.26
    Deviation: 4.2σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Low sensorimotor rhythm at T6 may indicate right temporal motor control issues or emotional processing deficits.
    Note: Assess for motor control or emotional processing issues.

  • T6 Right Temporal Processing Deficit (EO) at P8 (EO)
    Severity: SEVERE | Confidence: High (1.00) (z=-4.28)
    Metrics: Alpha=1.73
    Deviation: 3.9σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Low alpha at T6 may indicate right temporal processing deficits, emotional processing issues, or social cognition problems.
    Note: Assess for emotional processing or social cognition issues.

  • T6 Right Temporal Underarousal (EO) at P8 (EO)
    Severity: SEVERE | Confidence: High (1.00) (z=-3.51)
    Metrics: Beta=1.96
    Deviation: 3.0σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Low beta at T6 may indicate right temporal underarousal, depression, or cognitive slowing.
    Note: Assess for depression or cognitive slowing.

  • P3 Left Parietal Relaxation Deficit (EC) at P3 (EC)
    Severity: SEVERE | Confidence: High (1.00) (z=-4.13)
    Metrics: Alpha=2.95
    Deviation: 3.2σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Low alpha at P3 EC may indicate left parietal processing overload or difficulty relaxing parietal cortex. Seen in sensory processing disorders, anxiety, or parietal stress.
    Note: Support parietal relaxation and sensory integration. Consider alpha uptraining or relaxation protocols.

  • P4 Right Parietal Relaxation Deficit (EC) at P4 (EC)
    Severity: SEVERE | Confidence: High (1.00) (z=-4.07)
    Metrics: Alpha=3.45
    Deviation: 2.8σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Low alpha at P4 EC may indicate right parietal processing overload or difficulty relaxing parietal cortex. Seen in sensory processing disorders, anxiety, or parietal stress.
    Note: Support parietal relaxation and sensory integration. Consider alpha uptraining or relaxation protocols.


OCCIPITAL NETWORK
Function: Visual processing, alpha generation
----------------------------------------
  • Anxiety Risk at O1 (EO)
    Severity: SEVERE | Confidence: High (1.00) (z=-2.58)
    Metrics: Theta/Beta=0.92
    Deviation: 3.6σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Low T/B EO indicates stress sensitivity or racing thoughts.
    Note: Normalize Theta/Beta to 1.8–2.0.

  • Occipital Alpha Deficiency at O1 (EO)
    Severity: SEVERE | Confidence: High (1.00) (z=-4.50)
    Metrics: Alpha=1.98
    Deviation: 4.8σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Low EO Alpha may indicate visual processing overload or anxiety.
    Note: Alpha uptrain and visual relaxation protocols.

  • Low Theta/Beta (O1 EO) at O1 (EO)
    Severity: SEVERE | Confidence: High (1.00) (z=-2.58)
    Metrics: Theta/Beta=0.92
    Deviation: 3.6σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Theta/Beta ratio during Eyes Open below 1.8 may indicate poor stress tolerance, racing thoughts, and anxiety.
    Note: Normalize Theta/Beta to 1.8–2.2.

  • Very Low Theta/Beta (O1 EC) at O1 (EO)
    Severity: SEVERE | Confidence: High (1.00) (z=-2.58)
    Metrics: Theta/Beta=0.92
    Deviation: 3.6σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Theta/Beta ratio during Eyes Closed around or below 1.5 may indicate sleep disturbance.
    Note: Sleep hygiene and T/B normalization.

  • Occipital Alpha Suppression (PTSD/Trauma) at O1 (EO)
    Severity: SEVERE | Confidence: High (1.00) (z=-4.50)
    Metrics: Alpha=1.98
    Deviation: 4.7σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Suppressed alpha in O1 may indicate hyperalertness, hypervigilance, or visual flashbacks in PTSD/trauma.
    Note: Support alpha normalization and trauma-focused protocols.

  • O1 Migraine Active Phase (EO) at O1 (EO)
    Severity: SEVERE | Confidence: High (1.00) (z=-4.50)
    Metrics: Alpha=1.98
    Deviation: 3.0σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Suppressed alpha at O1 EO may indicate active migraine, cortical depression, or migraine-related cortical dysfunction.
    Note: Migraine treatment and pain management required. Consider acute migraine medications.

  • Low Theta/Beta (O1 EO, Vigilance) at O1 (EO)
    Severity: SEVERE | Confidence: High (1.00) (z=-2.58)
    Metrics: Theta/Beta=0.92
    Deviation: 3.6σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Low T/B at O1 EO may indicate poor stress tolerance, anxiety, or reduced vigilance.
    Note: Normalize Theta/Beta, monitor for drowsiness or anxiety.

  • O2 Migraine Active Phase (EO) at O2 (EO)
    Severity: SEVERE | Confidence: High (1.00) (z=-4.49)
    Metrics: Alpha=2.12
    Deviation: 2.9σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Suppressed alpha at O2 EO may indicate active migraine, cortical depression, or migraine-related cortical dysfunction.
    Note: Migraine treatment and pain management required. Consider acute migraine medications.

  • Very Low Theta/Beta (O1 EC) at O1 (EC)
    Severity: SEVERE | Confidence: High (1.00) (z=-3.16)
    Metrics: Theta/Beta=0.75
    Deviation: 3.9σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Theta/Beta ratio during Eyes Closed around or below 1.5 may indicate sleep disturbance.
    Note: Sleep hygiene and T/B normalization.

  • Occipital Alpha Suppression (PTSD/Trauma) at O1 (EC)
    Severity: SEVERE | Confidence: High (1.00) (z=-4.22)
    Metrics: Alpha=4.21
    Deviation: 4.3σ beyond reference threshold (clear deviation)
    Signal Quality: All checks passed
    Details: Suppressed alpha in O1 may indicate hyperalertness, hypervigilance, or visual flashbacks in PTSD/trauma.
    Note: Support alpha normalization and trauma-focused protocols.


CONNECTIVITY ANALYSIS
--------------------------------------------------------------------------------
Phase-Amplitude Coupling (PAC), Network Coherence, and Multivariate Connectivity:

Phase-Amplitude Coupling (PAC):
  Alpha Beta Pac: 38 finding(s)
  Delta Theta Pac: 38 finding(s)
  Beta Gamma Pac: 38 finding(s)
  ... and 1 more PAC patterns

Network Coherence: All networks within normal ranges.

PHENOTYPE ANALYSIS
--------------------------------------------------------------------------------
Aggregated patterns representing coordinated brain network activity:

1. Frontal Alpha Suppression Pattern (Alpha low)
   Region: frontal
   Confidence: High (1.00)
   Affected Sites: F3, F4
   Supporting Conditions: 5
   Evidence: {'site': 'F3', 'metric': 'Alpha', 'value': 1.9187361153115163, 'confidence': 1.0}, {'site': 'F3', 'metric': 'Alpha', 'value': 1.9187361153115163, 'confidence': 1.0}, {'site': 'F3', 'metric': 'Alpha', 'value': 1.9187361153115163, 'confidence': 1.0} (+2 more)

2. Occipital Alpha Suppression Pattern (Alpha low)
   Region: occipital
   Confidence: High (1.00)
   Affected Sites: O1
   Supporting Conditions: 2
   Evidence: {'site': 'O1', 'metric': 'Alpha', 'value': 1.9772412895803158, 'confidence': 1.0}, {'site': 'O1', 'metric': 'Alpha', 'value': 1.9772412895803158, 'confidence': 1.0}

3. Occipital Theta Suppression Pattern (Theta low)
   Region: occipital
   Confidence: High (1.00)
   Affected Sites: O1
   Supporting Conditions: 3
   Evidence: {'site': 'O1', 'metric': 'Theta', 'value': 2.1946397463632197, 'confidence': 1.0}, {'site': 'O1', 'metric': 'Theta', 'value': 2.1946397463632197, 'confidence': 1.0}, {'site': 'O1', 'metric': 'Theta', 'value': 2.1946397463632197, 'confidence': 1.0}

4. Frontal SMR Suppression Pattern (SMR low)
   Region: frontal
   Confidence: High (1.00)
   Affected Sites: F7, F8
   Supporting Conditions: 2
   Evidence: {'site': 'F7', 'metric': 'SMR', 'value': 1.0478563141407504, 'confidence': 1.0}, {'site': 'F8', 'metric': 'SMR', 'value': 1.0299605414555986, 'confidence': 1.0}

5. Temporal SMR Suppression Pattern (SMR low)
   Region: temporal
   Confidence: High (1.00)
   Affected Sites: P7, P8
   Supporting Conditions: 4
   Evidence: {'site': 'P7', 'metric': 'SMR', 'value': 1.1857823528240243, 'confidence': 1.0}, {'site': 'P7', 'metric': 'SMR', 'value': 1.1857823528240243, 'confidence': 1.0}, {'site': 'P8', 'metric': 'SMR', 'value': 1.2618881312505614, 'confidence': 1.0} (+1 more)

6. Central Alpha Suppression Pattern (Alpha low)
   Region: central
   Confidence: High (1.00)
   Affected Sites: CZ
   Supporting Conditions: 4

7. Central Beta Suppression Pattern (Beta low)
   Region: central
   Confidence: High (1.00)
   Affected Sites: CZ
   Supporting Conditions: 1

8. Parietal Alpha Suppression Pattern (Alpha low)
   Region: parietal
   Confidence: High (1.00)
   Affected Sites: PZ
   Supporting Conditions: 1

9. Frontal Theta Excess Pattern (Theta high)
   Region: frontal
   Confidence: Moderate (0.53)
   Affected Sites: F7, F8
   Supporting Conditions: 2
   Evidence: {'site': 'F7', 'metric': 'Theta', 'value': 2.1373892458463857, 'confidence': 0.45}, {'site': 'F8', 'metric': 'Theta', 'value': 2.333381444266702, 'confidence': 0.75}

10. Temporal Beta Excess Pattern (Beta high)
   Region: temporal
   Confidence: Low (0.45)
   Affected Sites: P7
   Supporting Conditions: 2
   Evidence: {'site': 'P7', 'metric': 'Beta', 'value': 2.0498213057179324, 'confidence': 0.45}, {'site': 'P7', 'metric': 'Beta', 'value': 2.0498213057179324, 'confidence': 0.45}

... and 11 additional phenotypes

NEGATIVE FINDINGS
--------------------------------------------------------------------------------
Expected patterns that were NOT detected:

These patterns are commonly associated with certain clinical presentations
but were not found in this recording. Their absence may be clinically
significant and should be considered in the context of the full assessment.

1. Elevated HiBeta patterns
   Expected: Often seen in anxiety, hypervigilance, or stress
   Clinical Note: Pattern not detected despite being common in certain presentations

2. Elevated Theta/Beta ratio
   Expected: Common ADHD marker
   Clinical Note: Pattern not detected despite being common in certain presentations

3. Elevated HiBeta patterns
   Expected: Often seen in anxiety, hypervigilance, or stress
   Clinical Note: Pattern not detected despite being common in certain presentations

4. Elevated Theta/Beta ratio
   Expected: Common ADHD marker
   Clinical Note: Pattern not detected despite being common in certain presentations

SITE-SPECIFIC OBSERVATIONS
--------------------------------------------------------------------------------
Findings at individual sites that may not be captured by network-wide analysis:

Alpha Sub-Band Analysis:
  • Cz (EO): Alpha sub-bands balanced (ratio: 1.00)
    Alpha sub-bands relatively balanced
  • Cz (EC): Alpha sub-bands balanced (ratio: 1.00)
    Alpha sub-bands relatively balanced
  • F3 (EO): Alpha sub-bands balanced (ratio: 1.00)
    Alpha sub-bands relatively balanced
  • F3 (EC): Alpha sub-bands balanced (ratio: 1.00)
    Alpha sub-bands relatively balanced
  • O1 (EO): Alpha sub-bands balanced (ratio: 1.00)
    Alpha sub-bands relatively balanced
  • O1 (EC): Alpha sub-bands balanced (ratio: 1.00)
    Alpha sub-bands relatively balanced
  • Pz (EO): Alpha sub-bands balanced (ratio: 1.00)
    Alpha sub-bands relatively balanced
  • Pz (EC): Alpha sub-bands balanced (ratio: 1.00)
    Alpha sub-bands relatively balanced
  • P7 (EO): Alpha sub-bands balanced (ratio: 1.00)
    Alpha sub-bands relatively balanced
  • P7 (EC): Alpha sub-bands balanced (ratio: 1.00)
    Alpha sub-bands relatively balanced
  • Fz (EO): Alpha sub-bands balanced (ratio: 1.00)
    Alpha sub-bands relatively balanced
  • Fz (EC): Alpha sub-bands balanced (ratio: 1.00)
    Alpha sub-bands relatively balanced
  • C3 (EO): Alpha sub-bands balanced (ratio: 1.00)
    Alpha sub-bands relatively balanced
  • C3 (EC): Alpha sub-bands balanced (ratio: 1.00)
    Alpha sub-bands relatively balanced
  • Fp2 (EO): Alpha sub-bands balanced (ratio: 1.00)
    Alpha sub-bands relatively balanced
  • Fp2 (EC): Alpha sub-bands balanced (ratio: 1.00)
    Alpha sub-bands relatively balanced
  • Fp1 (EO): Alpha sub-bands balanced (ratio: 1.00)
    Alpha sub-bands relatively balanced
  • Fp1 (EC): Alpha sub-bands balanced (ratio: 1.00)
    Alpha sub-bands relatively balanced
  • P4 (EO): Alpha sub-bands balanced (ratio: 1.00)
    Alpha sub-bands relatively balanced
  • P4 (EC): Alpha sub-bands balanced (ratio: 1.00)
    Alpha sub-bands relatively balanced
  • T7 (EO): Alpha sub-bands balanced (ratio: 1.00)
    Alpha sub-bands relatively balanced
  • T7 (EC): Alpha sub-bands balanced (ratio: 1.00)
    Alpha sub-bands relatively balanced
  • T8 (EO): Alpha sub-bands balanced (ratio: 1.00)
    Alpha sub-bands relatively balanced
  • T8 (EC): Alpha sub-bands balanced (ratio: 1.00)
    Alpha sub-bands relatively balanced
  • F4 (EO): Alpha sub-bands balanced (ratio: 1.00)
    Alpha sub-bands relatively balanced
  • F4 (EC): Alpha sub-bands balanced (ratio: 1.00)
    Alpha sub-bands relatively balanced
  • O2 (EO): Alpha sub-bands balanced (ratio: 1.00)
    Alpha sub-bands relatively balanced
  • O2 (EC): Alpha sub-bands balanced (ratio: 1.00)
    Alpha sub-bands relatively balanced
  • F7 (EO): Alpha sub-bands balanced (ratio: 1.00)
    Alpha sub-bands relatively balanced
  • F7 (EC): Alpha sub-bands balanced (ratio: 1.00)
    Alpha sub-bands relatively balanced
  • P8 (EO): Alpha sub-bands balanced (ratio: 1.00)
    Alpha sub-bands relatively balanced
  • P8 (EC): Alpha sub-bands balanced (ratio: 1.00)
    Alpha sub-bands relatively balanced
  • P3 (EO): Alpha sub-bands balanced (ratio: 1.00)
    Alpha sub-bands relatively balanced
  • P3 (EC): Alpha sub-bands balanced (ratio: 1.00)
    Alpha sub-bands relatively balanced
  • C4 (EO): Alpha sub-bands balanced (ratio: 1.00)
    Alpha sub-bands relatively balanced
  • C4 (EC): Alpha sub-bands balanced (ratio: 1.00)
    Alpha sub-bands relatively balanced
  • F8 (EO): Alpha sub-bands balanced (ratio: 1.00)
    Alpha sub-bands relatively balanced
  • F8 (EC): Alpha sub-bands balanced (ratio: 1.00)
    Alpha sub-bands relatively balanced

Standalone Site Findings (not explained by network coherence):
  • F3: 8 finding(s)
    - F3 Low Alpha (EO) (severe)
    - F3 Migraine Active Phase (EO) (severe)
    - Frontal Alpha Asymmetry (EO) - Mild (severe)
    ... and 5 more
  • F4: 6 finding(s)
    - F4 Low Alpha (EO) (severe)
    - F4 Migraine Active Phase (EO) (severe)
    - F4 Low Alpha (EC) (severe)
    ... and 3 more
  • C3: 2 finding(s)
    - C3 Left Motor Control Deficit (EO) (severe)
    - C3 Left Motor Relaxation Deficit (EC) (severe)
  • C4: 2 finding(s)
    - C4 Right Motor Control Deficit (EO) (severe)
    - C4 Right Motor Relaxation Deficit (EC) (severe)
  • P3: 2 finding(s)
    - P3 Left Parietal Relaxation Deficit (EO) (severe)
    - P3 Left Parietal Relaxation Deficit (EC) (severe)
  • P4: 2 finding(s)
    - P4 Right Parietal Relaxation Deficit (EO) (severe)
    - P4 Right Parietal Relaxation Deficit (EC) (severe)
  • O1: 9 finding(s)
    - Anxiety Risk (severe)
    - Occipital Alpha Deficiency (severe)
    - Low Theta/Beta (O1 EO) (severe)
    ... and 6 more
  • O2: 1 finding(s)
    - O2 Migraine Active Phase (EO) (severe)
  • F7: 3 finding(s)
    - F7 SMR Deficiency (EO) (severe)
    - F7 Left Frontal-Temporal Processing Deficit (EO) (severe)
    - F7 Left Frontal-Temporal Underarousal (EO) (severe)
  • F8: 3 finding(s)
    - F8 SMR Deficiency (EO) (severe)
    - F8 Right Frontal-Temporal Processing Deficit (EO) (severe)
    - F8 Right Frontal-Temporal Underarousal (EO) (severe)

Note: These sites show amplitude or pattern abnormalities that may not
participate in network-wide coherence patterns, or may represent focal
dysregulation independent of network connectivity.


VIGILANCE ANALYSIS
--------------------------------------------------------------------------------
Global Vigilance: V0 (50.0) - Invalid/Unknown
Instability: Low (0.00 transitions/min)

CLINICAL IMPRESSION
--------------------------------------------------------------------------------
Analysis identified 48 distinct pattern types
across 50 significant detections (filtered and deduplicated).

Pattern Categories:
  • Frontal Alpha Asymmetry: 3 detections
  • site_epoch_rule: 47 detections

⚠️  HIGH-DEVIATION FINDINGS PRESENT:
  • F3 Low Alpha (EO) at F3
  • F3 Migraine Active Phase (EO) at F3
  • Frontal Alpha Asymmetry (EO) - Mild at F3
  • Frontal Alpha Asymmetry (EO) - Moderate at F3
  • Frontal Alpha Asymmetry (EO) - Severe at F3
  ... and 45 more severe findings

Findings suggest inefficient top-down control rather than focal dysfunction.
Clinical correlation with symptoms and history is required.

RECOMMENDATIONS
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1. Clinical Correlation:
   • Review findings in context of patient history and symptoms
   • Consider correlation with behavioral observations
   • Evaluate consistency across multiple recording epochs

2. Further Assessment:
   • Priority evaluation recommended due to severe findings
   • Monitor for changes in patterns over time

3. Interpretation Considerations:
   • Patterns are relative to framework-specific thresholds
   • Multiple overlapping patterns may indicate complex presentation
   • Consider artifact contamination and signal quality
   • Review confidence scores and signal quality indicators
   • Compare findings across multiple normative databases when available
INTERPRETIVE CONFIDENCE
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Overall confidence in pattern interpretation is High, based on
Repeated findings across sites and networks with consistent directionality.

CONFIRMATION ACROSS ANALYSES
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  • Frontal alpha suppression appears in:
    – Systems Analysis
    – Marker Summary
    – EO/EC comparison
  • Theta/Beta elevation appears in:
    – Systems Analysis
    – Marker Summary
    – EO/EC comparison


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END OF REPORT
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REPORT METADATA
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System Version: 1.0.4
Protocol: single_paired
Files Processed: 2
Total Conditions: 145
Norm Violations: 0
Sites Analyzed: 19
Normative Databases: swingle, cuban, cuban2ndwave, gunkelman, thatcher, averageadult

Generated by EEG Paradox Decoder v1.0.4
Copyright (C) 2025 EEG Paradox Clinical System Contributors
Licensed under GNU General Public License v3.0
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