{ "feature_names": [ "age", "obs_bmi", "obs_systolic_bp", "obs_diastolic_bp", "obs_phq9_score", "obs_testosterone", "obs_smoker", "cond_migraine_with_aura", "cond_stroke", "cond_mi", "cond_dvt", "cond_breast_cancer", "cond_lupus", "cond_thrombophilia", "cond_atrial_fibrillation", "cond_liver_disease", "cond_hypertension", "cond_migraine", "cond_gallstones", "cond_diabetes", "cond_prediabetes", "cond_epilepsy", "cond_chronic_kidney_disease", "cond_sleep_apnea", "cond_pcos", "cond_endometriosis", "cond_depression", "cond_hypothyroidism", "cond_rheumatoid_arthritis", "cond_fibromyalgia", "cond_osteoporosis", "cond_asthma", "med_ever_ocp", "pill_type_binary", "estrogen_dose_mcg", "progestin_dose_mg", "progestin_generation", "androgenic_score", "vte_risk_numeric", "month" ], "patient_features": [ "age", "obs_bmi", "obs_systolic_bp", "obs_diastolic_bp", "obs_phq9_score", "obs_testosterone", "obs_smoker", "cond_migraine_with_aura", "cond_stroke", "cond_mi", "cond_dvt", "cond_breast_cancer", "cond_lupus", "cond_thrombophilia", "cond_atrial_fibrillation", "cond_liver_disease", "cond_hypertension", "cond_migraine", "cond_gallstones", "cond_diabetes", "cond_prediabetes", "cond_epilepsy", "cond_chronic_kidney_disease", "cond_sleep_apnea", "cond_pcos", "cond_endometriosis", "cond_depression", "cond_hypothyroidism", "cond_rheumatoid_arthritis", "cond_fibromyalgia", "cond_osteoporosis", "cond_asthma", "med_ever_ocp" ], "pill_features": [ "pill_type_binary", "estrogen_dose_mcg", "progestin_dose_mg", "progestin_generation", "androgenic_score", "vte_risk_numeric" ], "temporal_features": [ "month" ], "binary_targets": [ "sym_nausea", "sym_headache", "sym_breast_tenderness", "sym_spotting", "sym_mood_worsened", "sym_depression_episode", "sym_anxiety", "sym_libido_decreased", "sym_weight_gain", "sym_acne_improved", "sym_acne_worsened", "sym_hair_loss", "sym_cramps_relieved", "sym_pcos_improvement", "evt_dvt", "evt_pe", "evt_stroke", "still_taking" ], "continuous_targets": [ "satisfaction_score" ], "androgenic_map": { "anti_androgenic": -1, "low": 1, "moderate": 2, "high": 3 }, "vte_map": { "very_low": 1, "low": 2, "low_moderate": 3, "moderate": 4, "high": 5 }, "hyperparams": { "max_iter": 80, "max_leaf_nodes": 31, "learning_rate": 0.05, "seed": 42 }, "training_rows": 444636 }