Personal Agent Osteogenic Loading Bone Density Skill

Zero-dependency Frost's Mechanostat bone mechanotransduction modeler, ground reaction force (GRF) osteogenic threshold indexer, and axial loading protocol prescriptor.

Architecture

flowchart TD
    ImpactData[Exercise Type, Bodyweight kg, GRF Multiple, Repetitions] --> MechanoEngine[Bone Mechanostat Engine]
    MechanoEngine --> PeakForce[Peak Force N: BW * 9.81 * GRF]
    MechanoEngine --> ThresholdCheck[Mechanostat Remodeling Threshold: >= 4.2x BW]
    MechanoEngine --> MOIScorer[Mechanotransduction Osteogenic Index: MOI]
    DEXAProfile[Chronological Age & DEXA T-Score] --> BoneClassifier[BMD Category: Normal / Osteopenia / Osteoporosis]
    BoneClassifier --> ProtocolPrescription[Weekly Dynamic Loading Cycles & Nutritional Mandate]

Quickstart

from client import PersonalAgentOsteogenicLoadingBoneDensity

agent = PersonalAgentOsteogenicLoadingBoneDensity()
res = agent.evaluate_osteogenic_stimulus(exercise_type="depth_jump_landing", bodyweight_kg=70.0, repetition_cycles=20)
print(f"MOI: {res['mechanotransduction_osteogenic_index_moi']} | Threshold Met: {res['mechanostat_osteogenic_threshold_met']}")