Clinical Pattern Detection System

PROTOCOL SUGGESTIONS BASED ON DETECTED PATTERNS

HOW SUGGESTIONS ARE DERIVED

1. 1
   Detected conditions and phenotypes are matched to Swingle and Gunkelman protocol frameworks using metric thresholds and pattern mappings.
2. 2
   Matches are tiered: high-priority -> primary, moderate-priority -> secondary.
3. 3
   Within each tier, suggestions are ordered by priority then confidence.
4. 4
   Duplicate suggestions are removed (strongest instance kept).
5. 5
   Start conservative (e.g. 6-10 min per target) and titrate with response.

PROTOCOL SUGGESTION MATRIX

PRIMARY TARGETS (Address First)

1. 1
   Alpha Normalization (Posterior Primary / Frontal if Asymmetry) Protocol: Consider posterior alpha enhancement (O1, O2, Pz) with natural spread OR frontal alpha normalization if asymmetry present (8-12 Hz) Framework: Swingle Priority: HIGH Typical Response Window: 8-12 sessions (if training is appropriate) Rationale: Frontal alpha is typically lower than posterior alpha in normal wakefulness. If frontal alpha asymmetry (F3 < F4) is present, normalize asymmetry rather than general uptraining. Posterior alpha enhancement is the more standard approach and may allow natural spread to frontal regions. Expected Outcome: Improved regulation, normalized alpha distribution ⚠️ Caution: Frontal alpha training is less commonly used than posterior alpha training. Consider posterior alpha enhancement (O1, O2, Pz) as primary approach, with frontal normalization only if significant asymmetry is present (F3/F4 ratio < 0.7). Based on: Alpha 1.9 < 2.0 at F3, confidence: 100% JUSTIFICATION TRACE: Detected Pattern: Alpha 1.9 < 2.0 at F3 Norm Deviation: {'Alpha': {'operator': '<', 'value': 2.0, 'region': 'frontal'}} Phenotype: — Framework Rule: Swingle / frontal_alpha_low v1.0.0 Priority: high Contraindication Check: seizure_related, high_beta Safety Gate: pass Escalation Tier: Tier 0 — No significant escalation indicators at this time. Alternates: occipital_alpha_low, smr_low If this fails: If alpha does not improve: rule out artifact, check vigilance; consider SMR or coherence before further alpha training.

   Conf: 100

1. 1
   Frontal Network Efficiency Protocol: Posterior alpha enhancement (O1, O2, Pz) with spread OR frontal alpha normalization if asymmetry present (8-12 Hz), regulation training Framework: Gunkelman Priority: HIGH Typical Response Window: 8-12 sessions (if training is appropriate) Rationale: Frontal inefficiency phenotype indicates executive dysfunction. Note: Frontal alpha is typically lower than posterior alpha in normal wakefulness. Posterior alpha enhancement is the more standard approach. If frontal alpha asymmetry (F3 < F4) is present, normalize asymmetry rather than general uptraining. Expected Outcome: Improved frontal network efficiency, better regulation, normalized alpha distribution Based on: Phenotype: Frontal Alpha Suppression Pattern (frontal), confidence: 100% JUSTIFICATION TRACE: Detected Pattern: Phenotype: Frontal Alpha Suppression Pattern (frontal) Norm Deviation: {'metric': 'Alpha', 'region': 'frontal', 'condition': 'low'} Phenotype: Frontal Alpha Suppression Pattern Framework Rule: Gunkelman / frontal_inefficiency v1.0.0 Priority: high Contraindication Check: seizure_related, high_beta Safety Gate: pass Escalation Tier: Tier 0 — No significant escalation indicators at this time. Alternates: under_arousal, attention_deficit If this fails: If frontal efficiency does not improve: reassess phenotype; consider under-arousal or attention-deficit protocols; ensure arousal is stable. Stabilization first: Stabilize arousal and posterior alpha before intensive frontal work.

   Conf: 100

1. 1
   Under-Arousal Correction Protocol: Theta reduction, Beta enhancement, activation protocols Framework: Gunkelman Priority: HIGH Typical Response Window: 12-16 sessions (if training is appropriate) Rationale: Under-arousal phenotype indicates low activation Expected Outcome: Improved arousal, better attention and engagement Based on: Phenotype: Frontal Theta Excess Pattern (frontal), confidence: 52% JUSTIFICATION TRACE: Detected Pattern: Phenotype: Frontal Theta Excess Pattern (frontal) Norm Deviation: {'metric': 'Theta', 'region': 'frontal', 'condition': 'high'} Phenotype: Frontal Theta Excess Pattern Framework Rule: Gunkelman / under_arousal v1.0.0 Priority: high Contraindication Check: seizure_related, high_beta Safety Gate: pass Escalation Tier: Tier 0 — No significant escalation indicators at this time. Alternates: attention_deficit, frontal_inefficiency If this fails: If arousal does not improve: rule out sleepiness and medication; consider attention-deficit protocol if theta/beta also elevated.

   Conf: 52

1. 1
   Hypervigilance Reduction Protocol: Beta reduction, SMR enhancement, regulation protocols Framework: Gunkelman Priority: HIGH Typical Response Window: 12-16 sessions (if training is appropriate) Rationale: Hypervigilance phenotype indicates excessive arousal Expected Outcome: Reduced hypervigilance, improved state regulation Based on: Phenotype: Frontal Beta Excess Pattern (frontal), confidence: 26% JUSTIFICATION TRACE: Detected Pattern: Phenotype: Frontal Beta Excess Pattern (frontal) Norm Deviation: {'metric': 'Beta', 'region': 'frontal', 'condition': 'high'} Phenotype: Frontal Beta Excess Pattern Framework Rule: Gunkelman / hypervigilance v1.0.0 Priority: high Contraindication Check: seizure_related, high_beta Safety Gate: pass Escalation Tier: Tier 0 — No significant escalation indicators at this time. Alternates: anxiety_patterns, frontal_inefficiency If this fails: If hypervigilance persists: extend SMR phase; avoid cognitive load; consider alpha-theta or trauma-informed assessment if history suggests. Stabilization first: SMR and alpha regulation before aggressive beta down-training.

   Conf: 26

SECONDARY TARGETS (After Primary Stabilization)

1. 1
   SMR Enhancement (C3) Protocol: SMR enhancement (12-15 Hz) at central sites Framework: Swingle Typical Response Window: 12-16 sessions (if training is appropriate) Rationale: Low SMR indicates poor sensorimotor regulation Based on: SMR 1.5 < 8.0 at C3, confidence: 100% JUSTIFICATION TRACE: Detected Pattern: SMR 1.5 < 8.0 at C3 Norm Deviation: {'SMR': {'operator': '<', 'value': 8.0, 'region': 'central'}} Phenotype: — Framework Rule: Swingle / smr_low v1.0.0 Priority: moderate Contraindication Check: seizure_related, high_beta Safety Gate: pass Escalation Tier: Tier 0 — No significant escalation indicators at this time. Alternates: theta_beta_elevated_cz, occipital_alpha_low If this fails: If SMR does not increase: check site placement and artifact; consider theta/beta or alpha protocols first for global regulation.

   Conf: 100

1. 1
   SMR Enhancement (C4) Protocol: SMR enhancement (12-15 Hz) at central sites Framework: Swingle Typical Response Window: 12-16 sessions (if training is appropriate) Rationale: Low SMR indicates poor sensorimotor regulation Based on: SMR 1.2 < 8.0 at C4, confidence: 100% JUSTIFICATION TRACE: Detected Pattern: SMR 1.2 < 8.0 at C4 Norm Deviation: {'SMR': {'operator': '<', 'value': 8.0, 'region': 'central'}} Phenotype: — Framework Rule: Swingle / smr_low v1.0.0 Priority: moderate Contraindication Check: seizure_related, high_beta Safety Gate: pass Escalation Tier: Tier 0 — No significant escalation indicators at this time. Alternates: theta_beta_elevated_cz, occipital_alpha_low If this fails: If SMR does not increase: check site placement and artifact; consider theta/beta or alpha protocols first for global regulation.

   Conf: 100

1. 1
   Occipital Alpha Enhancement Protocol: Alpha enhancement (8-12 Hz) at occipital sites Framework: Swingle Typical Response Window: 8-12 sessions (if training is appropriate) Rationale: Occipital alpha deficiency indicates poor reactivity Based on: Alpha 2.0 < 3.0 at O1, confidence: 100% JUSTIFICATION TRACE: Detected Pattern: Alpha 2.0 < 3.0 at O1 Norm Deviation: {'Alpha': {'operator': '<', 'value': 3.0, 'region': 'occipital'}} Phenotype: — Framework Rule: Swingle / occipital_alpha_low v1.0.0 Priority: moderate Contraindication Check: seizure_related, high_beta Safety Gate: pass Escalation Tier: Tier 0 — No significant escalation indicators at this time. Alternates: frontal_alpha_low If this fails: If occipital alpha remains low: assess eyes-open/eyes-closed reactivity and artifact; consider longer baseline or arousal stabilization.

   Conf: 100

1. 1
   Anxiety Reduction Protocols Protocol: Beta reduction, SMR enhancement, relaxation protocols Framework: Gunkelman Typical Response Window: 12-16 sessions (if training is appropriate) Rationale: Anxiety patterns benefit from beta reduction and regulation Based on: Phenotype: Temporal Beta Excess Pattern (temporal), confidence: 45% JUSTIFICATION TRACE: Detected Pattern: Phenotype: Temporal Beta Excess Pattern (temporal) Norm Deviation: {'metric': 'Beta', 'condition': 'high'} Phenotype: Temporal Beta Excess Pattern Framework Rule: Gunkelman / anxiety_patterns v1.0.0 Priority: moderate Contraindication Check: seizure_related, high_beta Safety Gate: pass Escalation Tier: Tier 0 — No significant escalation indicators at this time. Alternates: hypervigilance, smr_low If this fails: If anxiety-related patterns persist: extend SMR and alpha; reduce session intensity; reassess for trauma or hypervigilance. Stabilization first: Regulation and SMR before intensive beta down-training.

   Conf: 45

PROTOCOL OPTIONS & SEQUENCING

1. 1
   Alpha Normalization (Posterior Primary / Frontal if Asymmetry) Alternates (if needed): occipital_alpha_low, smr_low If this fails: If alpha does not improve: rule out artifact, check vigilance; consider SMR or coherence before further alpha training.

1. 1
   Frontal Network Efficiency Alternates (if needed): under_arousal, attention_deficit If this fails: If frontal efficiency does not improve: reassess phenotype; consider under-arousal or attention-deficit protocols; ensure arousal is stable. Stabilization first: Stabilize arousal and posterior alpha before intensive frontal work.

1. 1
   Under-Arousal Correction Alternates (if needed): attention_deficit, frontal_inefficiency If this fails: If arousal does not improve: rule out sleepiness and medication; consider attention-deficit protocol if theta/beta also elevated.

1. 1
   Hypervigilance Reduction Alternates (if needed): anxiety_patterns, frontal_inefficiency If this fails: If hypervigilance persists: extend SMR phase; avoid cognitive load; consider alpha-theta or trauma-informed assessment if history suggests. Stabilization first: SMR and alpha regulation before aggressive beta down-training.

1. 1
   SMR Enhancement (C3) Alternates (if needed): theta_beta_elevated_cz, occipital_alpha_low If this fails: If SMR does not increase: check site placement and artifact; consider theta/beta or alpha protocols first for global regulation.

1. 1
   SMR Enhancement (C4) Alternates (if needed): theta_beta_elevated_cz, occipital_alpha_low If this fails: If SMR does not increase: check site placement and artifact; consider theta/beta or alpha protocols first for global regulation.

1. 1
   Occipital Alpha Enhancement Alternates (if needed): frontal_alpha_low If this fails: If occipital alpha remains low: assess eyes-open/eyes-closed reactivity and artifact; consider longer baseline or arousal stabilization.

CASCADE RATIONALE

• When frontal alpha suppression coexists with theta/beta elevation or under-arousal: posterior alpha enhancement first may support arousal stability; defer intensive frontal work until regulation is adequate.
• When trauma or hypervigilance phenotypes are present: prioritize stabilization and titration; avoid over-activation; safety and regulation before intensity.

• Frontal alpha training is less commonly used than posterior alpha training. Consider posterior alpha enhancement (O1, O2, Pz) as primary approach, with frontal normalization only if significant asymmetry is present (F3/F4 ratio < 0.7).

RESPONSE GATING

No response gating flags. Standard protocol entry applicable.

SESSION SAFETY

Standard protocol entry. Start 6-10 min per target; titrate with response.

• Raise reward band frequency slightly (+0.5 Hz)
• Reduce session duration by 2-3 minutes
• Widen low-frequency inhibit band

• Reduce total session minutes by 30%
• Switch to single-site protocol
• Lower inhibit amplitudes

• Move session to morning if currently afternoon/evening
• Reduce high-beta inhibit threshold
• Add SMR uptrain component if not present

• Pause beta enhancement protocols
• Prioritize SMR or alpha training
• Reduce session intensity (fewer minutes, single site)

PROTOCOL SEQUENCING

• Alpha Normalization (Posterior Primary / Frontal if Asymmetry)

• Frontal Network Efficiency
• Under-Arousal Correction

and clinical judgment. Monitor progress with follow-up assessments.

FRAMEWORK INTEGRATION

• Central midline focus for attention regulation
• Theta/Beta ratio normalization
• Site-specific training protocols

• Phenotype-based protocol selection
• Network efficiency focus
• Regulation and state management

• Both frameworks can be integrated when patterns align
• Prioritize foundational regulation before specific training
• Monitor for interactions between protocols

ALTERNATIVE PROTOCOLS

If primary protocols are not suitable, consider:

Alternative to Consider posterior alpha enhancement (O1, O2, Pz) with natural spread OR frontal alpha normalization if asymmetry present (8-12 Hz):

• Consider SMR training if alpha protocols cause over-arousal
• Consider coherence training for network-level regulation

Alternative to Posterior alpha enhancement (O1, O2, Pz) with spread OR frontal alpha normalization if asymmetry present (8-12 Hz), regulation training:

• Consider SMR training if alpha protocols cause over-arousal
• Consider coherence training for network-level regulation

Alternative to Theta reduction, Beta enhancement, activation protocols:

• Consider alpha or SMR training for foundational regulation
• Consider coherence training for network efficiency

Protocol selection and implementation are the responsibility of the treating clinician.

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