genpark-personal-agent-longevity-biomarker-velocity-skill
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Calculates Levine PhenoAge biological age, aging acceleration velocity, and clinical intervention priorities from standard blood biomarkers.
README.md
Personal Agent Longevity Biomarker Velocity Skill
Zero-dependency Levine PhenoAge biological age acceleration modeler, phenotypic aging velocity calculator, and targeted clinical intervention priority engine.
Architecture
flowchart TD
BloodPanel[Standard 9-Biomarker Panel] --> LevineModel[Levine PhenoAge Gompertz Regression]
LevineModel --> PhenoAge[Biological PhenoAge]
LevineModel --> AgingVelocity[Aging Velocity Ratio]
BloodPanel --> OutlierAudit[Longevity Range Outlier Audit]
OutlierAudit --> RankedInterventions[Prioritized Clinical Protocols]
Quickstart
from client import PersonalAgentLongevityBiomarkerVelocity
agent = PersonalAgentLongevityBiomarkerVelocity()
result = agent.calculate_phenotypic_age(chronological_age=42.0, crp_mg_l=3.2, glucose_mg_dl=108.0)
print(f"Biological Age: {result['phenotypic_age']} yrs (Delta: {result['phenotypic_age_delta']:+} yrs)")
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