{ "schema_version": "1.0", "author": "bhartiben-patel", "location": "Houston, TX (29.76° N, 95.36° W)", "model": { "name": "ACSM_Running_VO2_Equation_Adapted", "source": "American College of Sports Medicine Guidelines (2009)", "formula": "VO2_ml_kg_min = (0.2 * S_m_per_min) + (0.9 * S_m_per_min * G_slope) + 3.5_resting_baseline", "constants": { "resting_vo2": 3.5, "horizontal_cost_coefficient": 0.2, "vertical_cost_coefficient": 0.9, "oxygen_caloric_equivalent": 5.0 }, "environmental_modifiers": { "dry_sea_level": 0.02, "gulf_coast_dawn": 0.05, "summer_peak": 0.08 }, "glycogen_efficiency_states": { "baseline_trained": 12, "elite_adaptation": 15, "supercompensation": 18 } }, "validation": { "test_case": { "mass_kg": 68, "distance_km": 16.09, "pace_min_per_km": 5.0, "expected_velocity_m_per_min": 200, "humidity_factor": 0.05, "efficiency_state": 15 } } }