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The Human Variable
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How CYNAERA Pattern GPTs Turn Small Inputs Into Useful, Safe Health Navigation
Infection-associated chronic conditions (IACCs), including Long COVID, ME/CFS, post-treatment Lyme disease syndrome (PTLDS), and related post-infectious syndromes, present a persistent challenge to conventional medical workflows. These conditions are multi-system, fluctuating, and temporally delayed, with symptom expression shaped by environmental exposures, autonomic regulation, immune reactivity, hormonal state, and cumulative demand.
Jan 11


The $3B Snack Hidden in Plain Sight: An Innovation for Functional Nutrition
Here I apply CYNAERA’s analytical framework to the unlikely case of a consumer snack, Frito-Lay’s Baked Lay’s, as an emergent functional-nutrition platform for dysautonomia and MCAS patients. Using CYNAERA’s prevalence modeling (US-CCUC™, S³™, Pathos™, SymCas™, BRAGS™) and global market-behavior analytics, I examine how a legacy brand could reposition a common product into a precision-nutrition solution. A $3 billion opportunity in plain sight.
Oct 17, 2025


Reclassifying MCS and MCAS: Toward Multi-Chemical and Environmental Hypersensitivity Disorders (MCEHD)
This white paper argues that MCS and MCAS are vantage points on a shared hypersensitivity terrain, proposing a new classification, Multi-Chemical and Environmental Hypersensitivity Disorders (MCEHD), that unites them, honors patient ingenuity, and formalizes my frameworks.
Sep 13, 2025


CYNAERA ESA™ Leveraging Local Clinics as Micro-ERs During Disasters
The CYNAERA ESA (Emergency Stabilization Authorization) framework presents a solution. During a declared emergency, ESA enables states and FEMA to pre-authorize qualified clinics to operate as temporary micro-ERs and reimburse those services as emergency protective measures. Critically, ESA does not require new legislation. It strategically aligns existing authorities under the Stafford Act for federal disaster declarations, FEMA Public Assistance Category B for emergency pro
Aug 31, 2025


Corrected National Prevalence Estimates for Infection-Associated Chronic Conditions (IACCs)
After adjusting for significant comorbidity and overlap, we estimate that 65–75 million unique individuals in the United States live with one or more IACCs. This includes approximately 20–25 million individuals with multiple co-occurring conditions. The revised estimates reveal a dramatic undercount across all conditions, particularly for post-viral and neuroimmune syndromes.
Aug 29, 2025


Environmental Triggers of ME/CFS Flares
Myalgic Encephalomyelitis/Chronic Fatigue Syndrome (ME/CFS) is profoundly sensitive to environmental stressors. Pollutants such as polycyclic aromatic hydrocarbons (PAHs), particulate matter (PM₂.₅, PM₁₀), nitrogen dioxide (NO₂), ground-level ozone (O₃), sulfur dioxide (SO₂), and volatile organic compounds (VOCs), combined with weather triggers like heat, cold, barometric pressure swings, mold, humidity, and pollen, drive flares that push patients into cycles of severe disabi
Aug 26, 2025
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