EEG Paradox — Signal Patterns & Conditions
Signal Patterns & Clinical Correlates — Session Summary
All outputs are possible correlates only and are not diagnostic. EEG pattern analysis requires clinical interpretation by a qualified clinician. No pattern, marker, or profile presented here constitutes a diagnosis.
⚡ Recording drowsiness detected. Attention and executive pattern results suppressed pending re-recording in more alert state.
⚡ Frontal delta elevation may partially reflect eye blink artifact. Frontal slow-wave patterns interpreted with caution.
⚡ Possible electrode/impedance artifact at site(s): T7-FZ, T7-P7. Site-specific pattern results may be unreliable.
⚠️ NEURODEGENERATIVE CANDIDATE FLAG: Medical review pathway required before any EEG-based interpretation.
8
Patterns
0
Composites
22
Conditions
7
Domains
In the TraceRoute 3D view, use the Overlay dropdown and select Pattern/Condition markers to highlight sites with abnormal markers or that contributed to detected patterns.
Top Hypotheses
Based on detected pattern domains. Not diagnostic.
Attention & Executive Function
conf 85%
Executive control network patterns may suggest attention regulation difficulties, working memory challenges, or executive dysfunction. Interpret with behavioral assessment and clinical history.
Posterior Alpha Slowing, Temporal Alpha Asymmetry, Posterior Alpha Asymmetry, Frontal Hypocoherence
Sleep & Arousal Regulation
conf 85%
Patterns may suggest sleep regulation difficulty, arousal dysregulation, or fatigue-related changes. Sleep assessment and medication review are indicated.
Drowsy Recording Guard, Persistently Low Resting Vigilance
Impulsivity & Arousal Regulation
conf 80%
Patterns may suggest difficulties with impulse control and arousal regulation. Consider ADHD, anxiety, or trauma-related correlates in clinical context.
Global Low Alpha, Elevated Beta/Alpha Ratio
Mood & Emotional Regulation
conf 80%
Patterns may relate to mood regulation, anxiety, or emotional reactivity. Integrate with clinical history and presentation. Not diagnostic.
Global Low Alpha, Elevated Beta/Alpha Ratio
Neurodegenerative Candidate Flag
conf 53%
MOST CONSERVATIVE TIER: Pattern combination may suggest neurodegenerative correlate. This is a candidate flag only and requires medical review pathway. Do not interpret without neurological consultation.
Posterior Alpha Slowing
Symptom Domain Scores
Relative weight of pattern evidence per domain.
Attention & Executive Function6.3
Posterior Alpha Slowing, Temporal Alpha Asymmetry, Posterior Alpha Asymmetry, Frontal Hypocoherence
Sleep & Arousal Regulation3.2
Drowsy Recording Guard, Persistently Low Resting Vigilance
Impulsivity & Arousal Regulation2.4
Global Low Alpha, Elevated Beta/Alpha Ratio
Mood & Emotional Regulation2.4
Global Low Alpha, Elevated Beta/Alpha Ratio
Neurodegenerative Candidate Flag1.6
Posterior Alpha Slowing
Trauma / Dissociation Correlates1.2
Global Low Alpha
Social & Interpersonal Function1.1
Temporal Alpha Asymmetry
Detected Patterns
8 patterns active in this session
Asymmetry
Temporal Alpha Asymmetry
ModerateAsymmetry
Regions: temporalWeight: 1.1ECrest
Evidence markers (1)
asymmetry_Alpha_Relative @ T7-T8 = -38.89 • moderate
Temporal asymmetry protocol; assess language/memory lateralization; consider clinical context
Posterior Alpha Asymmetry
MildAsymmetry
Regions: occipital, parietalWeight: 1.0ECrest
Evidence markers (1)
asymmetry_Alpha_Relative @ O1-O2 = 25.38 • mild
Posterior asymmetry; assess visual processing lateralization; clinical context required
Coherence
Frontal Hypocoherence
ModerateCoherence
Regions: frontalWeight: 1.4EOEC
Evidence markers (3)
wpli_theta @ F3-F4 = 0.0254 [z=-1.34] • moderate
wpli_theta @ F3-FZ = 0.0765 [z=-0.87] • moderate
wpli_theta @ F4-FZ = 0.0133 [z=-1.45] • moderate
Frontal coherence training F3-F4; interhemispheric alpha/theta coherence protocol
Ratio
Elevated Beta/Alpha Ratio
MildRatio
Regions: frontal, centralWeight: 1.2EOECrest
⚡ Elevated beta/alpha may reflect hypervigilance or anxiety correlate. Verify artifact status.
Evidence markers (5)
Beta/Alpha @ F3 = 1.49 [z=1.82] • mild
Beta/Alpha @ F4 = 1.246 [z=0.14] • mild
Beta/Alpha @ FZ = 1.231 [z=0.04] • mild
Alpha_Relative @ O1 = 13.547 [z=-0.23] • mild
Alpha_Relative @ PZ = 14.625 [z=0.06] • mild
Beta/alpha down-regulation; relaxation and alpha uptraining; assess anxiety and hyperarousal in clinical context
Vigilance
Drowsy Recording Guard
SevereVigilance
Regions: globalWeight: 2.0EOEC
⚡ Recording drowsiness detected — attention and executive pattern interpretations may be unreliable. Review recording quality before clinical interpretation.
Evidence markers (1)
vigilance_index @ global = 23.3 • severe
Re-record in more alert state; all attention/executive pattern results should be treated with caution
Persistently Low Resting Vigilance
SevereVigilance
Regions: globalWeight: 1.2EOECrest
Evidence markers (1)
vigilance_index @ global = 23.3 • severe
Assess sleep quality, fatigue, and medication context; arousal upregulation protocol if appropriate
Wave
Posterior Alpha Slowing
MildWave
Regions: parietal, occipitalWeight: 1.6ECrest
Evidence markers (5)
Alpha_Peak_Frequency @ P3 = 8.0 [z=-1.19] • mild
Alpha_Peak_Frequency @ O1 = 8.903 [z=-0.39] • mild
Alpha_Peak_Frequency @ O2 = 8.258 [z=-0.96] • mild
Alpha_Relative @ O1 = 13.547 [z=-0.23] • mild
Alpha_Relative @ O2 = 17.485 [z=0.82] • normal
Assess age context; alpha peak frequency training where appropriate; medical review for significant slowing
Global Low Alpha
MildWave
Regions: frontal, central, parietal, occipitalWeight: 1.2ECrest
Evidence markers (3)
Alpha_Relative @ O1 = 13.547 [z=-0.23] • mild
Alpha_Relative @ CZ = 12.855 [z=-0.41] • mild
Alpha_Relative @ PZ = 14.625 [z=0.06] • mild
Alpha uptraining; relaxation protocols; assess anxiety and hyperarousal state
Possible Condition Correlates
Grouped by evidence tier. Not diagnostic.
All outputs are possible correlates only and are not diagnostic. EEG pattern analysis requires clinical interpretation by a qualified clinician. No pattern, marker, or profile presented here constitutes a diagnosis.
Strong Evidence
Chronic Hyperarousal / Anxiety Correlate
StrongmoderateDecoder Derived
Seen in 1 pattern(s): low_alpha_global
Requires clinical interpretation before any inference.
Frontal Executive Network Weakness
StrongmoderateDecoder Derived
Seen in 1 pattern(s): frontal_hypocoherence
Requires clinical interpretation before any inference.
TBI-Related Alpha Peak Shift
StrongmoderateDecoder Derived
Seen in 1 pattern(s): posterior_alpha_slowing
Requires clinical interpretation before any inference.
Moderate Evidence
ADHD — Network Integration Weakness
ModeratemoderateDecoder Derived
Seen in 1 pattern(s): frontal_hypocoherence
Requires clinical interpretation before any inference.
ADHD-Related Vigilance Drift
ModeratesuggestiveDecoder Derived
Seen in 1 pattern(s): low_vigilance_resting
Requires clinical interpretation before any inference.
Age-Related Alpha Slowing Correlate
ModeratemoderateLocal Registry
Seen in 1 pattern(s): posterior_alpha_slowing
Requires clinical interpretation before any inference.
Anxiety-Spectrum Pattern
ModeratesuggestiveLocal Registry
Seen in 1 pattern(s): beta_alpha_ratio_elevated
Requires clinical interpretation before any inference.
Auditory Processing Lateralization Difference
ModeratesuggestiveLiterature Curated
Seen in 1 pattern(s): temporal_alpha_asymmetry
Requires clinical interpretation before any inference.
Chronic Stress Pattern
ModeratemoderateLocal Registry
Seen in 1 pattern(s): low_alpha_global
Requires clinical interpretation before any inference.
Hyperarousal / Hypervigilance Correlate
ModeratemoderateDecoder Derived
Seen in 1 pattern(s): beta_alpha_ratio_elevated
Requires clinical interpretation before any inference.
Lateralized Memory / Language Processing Difference
ModeratesuggestiveLocal Registry
Seen in 1 pattern(s): temporal_alpha_asymmetry
Requires clinical interpretation before any inference.
Learning Efficiency Difficulty
ModeratesuggestiveLocal Registry
Seen in 1 pattern(s): frontal_hypocoherence
Requires clinical interpretation before any inference.
Medication Effect
ModeratesuggestiveLiterature Curated
Seen in 1 pattern(s): posterior_alpha_slowing
Requires clinical interpretation before any inference.
Medication Effect (sedative/anxiolytic)
ModeratesuggestiveLiterature Curated
Seen in 1 pattern(s): low_vigilance_resting
Requires clinical interpretation before any inference.
PTSD / Trauma-Related Global Hypervigilance
ModeratesuggestiveLocal Registry
Seen in 1 pattern(s): low_alpha_global
Requires clinical interpretation before any inference.
Parkinson's-Spectrum Posterior Slowing Correlate
ModeratesuggestiveDecoder Derived
Seen in 1 pattern(s): posterior_alpha_slowing
Requires clinical interpretation before any inference.
Sleep Dysregulation / Fatigue Correlate
ModeratemoderateLocal Registry
Seen in 1 pattern(s): low_vigilance_resting
Requires clinical interpretation before any inference.
TBI-Related Frontal Disconnection
ModeratemoderateDecoder Derived
Seen in 1 pattern(s): frontal_hypocoherence
Requires clinical interpretation before any inference.
TBI-Related Posterior Asymmetry
ModeratesuggestiveDecoder Derived
Seen in 1 pattern(s): posterior_alpha_asymmetry
Requires clinical interpretation before any inference.
Temporal TBI Signature
ModeratesuggestiveDecoder Derived
Seen in 1 pattern(s): temporal_alpha_asymmetry
Requires clinical interpretation before any inference.
Vigilance / Hypo-Arousal Contribution
ModeratemoderateLocal Registry
Seen in 1 pattern(s): posterior_alpha_slowing
Requires clinical interpretation before any inference.
Visual Processing Lateralization Difference
ModeratesuggestiveLocal Registry
Seen in 1 pattern(s): posterior_alpha_asymmetry
Requires clinical interpretation before any inference.
Network / Connectivity Patterns
1 coherence/PAC patterns
Frontal Hypocoherence
ModerateCoherence
Regions: frontal
Connectivity evidence (3)
wpli_theta F3-F4 = 0.0254 [z=-1.34]
wpli_theta F3-FZ = 0.0765 [z=-0.87]
wpli_theta F4-FZ = 0.0133 [z=-1.45]
Frontal coherence training F3-F4; interhemispheric alpha/theta coherence protocol
Composite Phenotype Profiles
0 profile(s) triggered
All outputs are possible correlates only and are not diagnostic. EEG pattern analysis requires clinical interpretation by a qualified clinician. No pattern, marker, or profile presented here constitutes a diagnosis.
No composite profiles triggered in this session.
Raw Marker Observations
1149 markers
597 abnormal, 552 normal — showing abnormal only below
MetricSiteRegionBandValueZThresholdSeveritySource
vigilance_indexglobalglobalvigilance23.365.0severevigilance
dominant_frequency_shiftglobalglobalclinical2.84550084889643448.0severetbi_engine
alpha_delta_ratioglobalglobalclinical0.330885622990918950.9severetbi_engine
beta_frontoparietal_coherence_lowglobalglobalclinical0.06749100987737250.25severetbi_engine
posterior_alpha_psd_lowglobalglobalclinical1.675444846462733615.0severepd_engine
dominant_frequency_slowingglobalglobalclinical2.84550084889643448.0severepd_engine
Delta_RelativeFP1otherdelta61.9292.2615.0moderatemetrics_by_site
Delta_RelativeFP2otherdelta63.1652.3915.0moderatemetrics_by_site
Delta_RelativeF3frontaldelta29.347-1.3115.0moderatemetrics_by_site
Beta_RelativeF3frontalbeta32.2822.1430.0moderatemetrics_by_site
Delta_RelativeF4frontaldelta41.5720.0315.0moderatemetrics_by_site
Fast/SlowF4frontalratio0.6620.21.2moderatemetrics_by_site
Delta_RelativeC3centraldelta44.4810.3515.0moderatemetrics_by_site
Fast/SlowC3centralratio0.463-0.751.2moderatemetrics_by_site
Delta_RelativeC4centraldelta36.571-0.5215.0moderatemetrics_by_site
SMR_RelativeC4centralsmr4.582-0.898.0moderatemetrics_by_site
Fast/SlowC4centralratio0.7960.841.2moderatemetrics_by_site
Delta_RelativeP3parietaldelta41.9470.0715.0moderatemetrics_by_site
Fast/SlowP3parietalratio0.6580.181.2moderatemetrics_by_site
Delta_RelativeP4parietaldelta34.351-0.7615.0moderatemetrics_by_site
Fast/SlowP4parietalratio0.7780.751.2moderatemetrics_by_site
Delta_RelativeO1occipitaldelta40.405-0.115.0moderatemetrics_by_site
Fast/SlowO1occipitalratio0.6690.231.2moderatemetrics_by_site
Delta_RelativeO2occipitaldelta39.685-0.1815.0moderatemetrics_by_site
Fast/SlowO2occipitalratio0.6320.061.2moderatemetrics_by_site
Delta_RelativeF7frontaldelta34.988-0.6915.0moderatemetrics_by_site
Delta_RelativeF8frontaldelta51.0531.0715.0moderatemetrics_by_site
Alpha_RelativeF8frontalalpha9.591-1.2915.0moderatemetrics_by_site
SMR_RelativeF8frontalsmr4.547-0.918.0moderatemetrics_by_site
Fast/SlowF8frontalratio0.378-1.151.2moderatemetrics_by_site
Delta_RelativeT7temporaldelta38.42-0.3115.0moderatemetrics_by_site
Fast/SlowT7temporalratio0.438-0.861.2moderatemetrics_by_site
Delta_RelativeT8temporaldelta38.969-0.2515.0moderatemetrics_by_site
Fast/SlowT8temporalratio0.6270.031.2moderatemetrics_by_site
Delta_RelativeP7temporaldelta31.319-1.0915.0moderatemetrics_by_site
Delta_RelativeP8temporaldelta35.303-0.6515.0moderatemetrics_by_site
Fast/SlowP8temporalratio0.6690.231.2moderatemetrics_by_site
Delta_RelativeFZotherdelta29.675-1.2715.0moderatemetrics_by_site
SMR_RelativeFZothersmr5.046-0.618.0moderatemetrics_by_site
Fast/SlowFZotherratio0.7770.751.2moderatemetrics_by_site
Delta_RelativeCZotherdelta45.5420.4615.0moderatemetrics_by_site
Fast/SlowCZotherratio0.449-0.821.2moderatemetrics_by_site
Delta_RelativePZotherdelta45.8220.515.0moderatemetrics_by_site
Fast/SlowPZotherratio0.449-0.811.2moderatemetrics_by_site
asymmetry_Alpha_RelativeT7-T8temporalalpha-38.8920.0moderatemetrics_by_site
wpli_thetaFP1-FP2other-othertheta0.0336-1.260.12moderateconnectivity_metrics
wpli_thetaFP1-F4other-frontaltheta0.0432-1.180.12moderateconnectivity_metrics
wpli_thetaFP1-F7other-frontaltheta0.0758-0.880.12moderateconnectivity_metrics
wpli_thetaFP1-T7other-temporaltheta0.0076-1.50.12moderateconnectivity_metrics
wpli_thetaFP1-T8other-temporaltheta0.0485-1.130.12moderateconnectivity_metrics
wpli_thetaFP2-F7other-frontaltheta0.0401-1.20.12moderateconnectivity_metrics
wpli_thetaFP2-T7other-temporaltheta0.034-1.260.12moderateconnectivity_metrics
wpli_thetaF3-F4frontal-frontaltheta0.0254-1.340.12moderateconnectivity_metrics
wpli_thetaF3-T8frontal-temporaltheta0.0391-1.210.12moderateconnectivity_metrics
wpli_thetaF3-P7frontal-temporaltheta0.0337-1.260.12moderateconnectivity_metrics
wpli_thetaF3-FZfrontal-othertheta0.0765-0.870.12moderateconnectivity_metrics
wpli_thetaF4-T7frontal-temporaltheta0.0618-1.010.12moderateconnectivity_metrics
wpli_thetaF4-T8frontal-temporaltheta0.0345-1.250.12moderateconnectivity_metrics
wpli_thetaF4-P7frontal-temporaltheta0.0703-0.930.12moderateconnectivity_metrics
wpli_thetaF4-FZfrontal-othertheta0.0133-1.450.12moderateconnectivity_metrics
wpli_thetaC3-P3central-parietaltheta0.0345-1.250.12moderateconnectivity_metrics
wpli_thetaC3-P4central-parietaltheta0.0304-1.290.12moderateconnectivity_metrics
wpli_thetaC3-F8central-frontaltheta0.0379-1.220.12moderateconnectivity_metrics
wpli_thetaC3-P7central-temporaltheta0.0779-0.860.12moderateconnectivity_metrics
wpli_thetaC3-PZcentral-othertheta0.0399-1.210.12moderateconnectivity_metrics
wpli_thetaC4-P7central-temporaltheta0.0624-1.00.12moderateconnectivity_metrics
wpli_thetaC4-P8central-temporaltheta0.0709-0.920.12moderateconnectivity_metrics
wpli_thetaC4-CZcentral-othertheta0.0277-1.320.12moderateconnectivity_metrics
wpli_thetaP3-P4parietal-parietaltheta0.0433-1.180.12moderateconnectivity_metrics
wpli_thetaP3-P8parietal-temporaltheta0.0454-1.160.12moderateconnectivity_metrics
wpli_thetaP4-F8parietal-frontaltheta0.0555-1.060.12moderateconnectivity_metrics
wpli_thetaP4-P8parietal-temporaltheta0.0169-1.410.12moderateconnectivity_metrics
wpli_thetaF7-T7frontal-temporaltheta0.0338-1.260.12moderateconnectivity_metrics
wpli_thetaF7-T8frontal-temporaltheta0.0649-0.980.12moderateconnectivity_metrics
wpli_thetaF8-P8frontal-temporaltheta0.0103-1.470.12moderateconnectivity_metrics
wpli_thetaF8-PZfrontal-othertheta0.0164-1.420.12moderateconnectivity_metrics
wpli_thetaT7-T8temporal-temporaltheta0.035-1.250.12moderateconnectivity_metrics
wpli_thetaT7-P7temporal-temporaltheta0.0457-1.150.12moderateconnectivity_metrics
wpli_thetaT8-FZtemporal-othertheta0.0732-0.90.12moderateconnectivity_metrics
wpli_thetaP7-P8temporal-temporaltheta0.0731-0.910.12moderateconnectivity_metrics
Pipeline Debug
Detection steps, gate log, artifact summary, registry info
Artifact Guard
EMG Score
0.00
Drowsy Guard
True
Vig Index
23.3
EOG Flag
True
Artifact Severity
high
Suppressed
7
Suppressed: attention_regulation_pattern, waking_delta_excess, theta_beta_ratio_elevated, vigilance_instability, diffuse_theta_excess, frontal_theta_excess, smr_deficit
Context Gate Log
8 patterns passed
Posterior Alpha Slowing — artifact_score_below
Global Low Alpha — state artifact_score_below
Elevated Beta/Alpha Ratio — artifact_score_below
Temporal Alpha Asymmetry — artifact_score_below
Posterior Alpha Asymmetry — artifact_score_below state
Frontal Hypocoherence — artifact_score_below min_connectivity_data
Drowsy Recording Guard — vigilance_data
Persistently Low Resting Vigilance — vigilance_data
Provenance
registry_version: 1.0.0
online_overlay_applied: False
sources_used: ['decoder_derived', 'local_registry']
pattern_count: 8
Disclaimers
All outputs are possible correlates only and are not diagnostic. EEG pattern analysis requires clinical interpretation by a qualified clinician.
No EEG pattern, marker, or profile presented here constitutes a diagnosis. Findings must be integrated with clinical history, behavioral assessment, and examination.
Neurodegenerative flags require medical review pathway before any clinical interpretation.
Drowsiness, medication, and recording quality can significantly alter all EEG metrics. Context is essential for interpretation.