El_Chaderino

Paradox Methods

Jul 9th, 2025 (edited)
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  1. EEG PARADOX HYBRID MODEL – GPLv3 LICENSED FRAMEWORK
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  4. SUMMARY
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  6. This is a GPLv3 licensed, full-spectrum EEG/Neurofeedback hybrid interpretation and modulation model developed under the EEG Paradox project. It integrates advanced mathematical analysis, symbolic phenotyping, real-time closed-loop neuromodulation, and AI-enhanced interpretation. This model is designed to be software-agnostic and supports global usage across all major EEG acquisition systems and amplifiers, including but not limited to BioExplorer, OpenBCI, BrainMaster, Mitsar, Thought Technology, NeuroField, and more.
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  8. MODEL FEATURES
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  11. ✅ GLOBAL COMPATIBILITY:
  12. • Amp + software agnostic (EDF/CSV/BDF/NG/QEEG formats supported)
  13. • Real-time and post-hoc analysis
  14. • Modular integration with Python, R, MATLAB, and OpenBCI SDKs
  15.  
  16. ✅ KEY ALGORITHMIC MODULES:
  17. • Phase-Amplitude Coupling (PAC) Mapping
  18. • Phase Locking Value (PLV), Phase Lag Index (PLI)
  19. • Real-time Z-Score Streaming with Cross-Nodal Tracking
  20. • Coherence, Cross-Frequency Coupling (CFC), DFA, Fractal Dimension
  21. • Entropy (Shannon, Sample, Permutation)
  22. • Cortical Hub Detection + Graph Theory Mapping
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  24. ✅ AI + GPT-ENHANCED INTERPRETATION:
  25. • Real-time feedback reporting (EEG Paradox Rapid Reporter)
  26. • Symbolic overlay narratives (Jungian + Gunkelman phenotypes)
  27. • Live attention/arousal tagging
  28. • Behavioral timestamp sync (e.g., trauma, fog, disassociation)
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  30. ✅ CLOSED-LOOP ENTRAINMENT:
  31. • Adaptive feedback: Audio, visual, tactile
  32. • Resonant entrainment via phase-synced pulse modulation
  33. • GPL-controlled safe waveform library (binaural, isochronic, modulated pink)
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  35. ✅ ARTIFACT RECOGNITION + INTEGRITY AUDITS:
  36. • EMG, ECG, blink, saccade, jaw
  37. • Null-trend detection for flatline & DC offset
  38. • Compression artifacts (real-time FFT signature matching)
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  40. ✅ NEUROPHENOTYPE MAPS:
  41. • Swingle inspired 23 marker narrative mapping
  42. • Gunkelman inspired EEG phenotype classification
  43. • Fisher-style trauma-archetype alignment
  44. • Archetypal personality embeddings (symbolic models)
  45.  
  46. ✅ RESEARCH + OPEN SCIENCE MODULES:
  47. • Export to JSON/CSV/LaTeX
  48. • Live public dashboard streaming (optional)
  49. • Full GPLv3 rights to replicate, fork, or improve
  50.  
  51. LICENSING + PROTECTION
  52. -----------------------
  53. All modules, symbolic overlays, computational routines, and derivative logic released under:
  54. GNU GENERAL PUBLIC LICENSE v3 (GPLv3)
  55. • You may use, modify, and redistribute with attribution
  56. • Derivative works MUST maintain GPLv3 compatibility
  57. • Commercial use allowed ONLY under GPL terms
  58.  
  59. By incorporating this framework, you agree to maintain transparency, integrity, and open science ethics.
  60.  
  61. AUTHOR NOTE
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  63. Created and expanded publicly by El_Chaderino provide tools built from functional evidence and symbolic depth.
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  65.  
  66. Last Updated: July 2025
  67.  
  68. #EEGParadox #GPLNeurotech #OpenSourceEEG #SymbolicNeuro #PACMapping #Neurofeedback
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