{ "patient_id": "medium_0004", "age": 63, "sex": "M", "comorbidities": [ "copd", "afib", "htn" ], "medications": [ { "drug": "benzodiazepine_like", "dose_bucket": "HIGH", "indication": "indication_0", "class_name": "sedative", "requires_taper": true }, { "drug": "opioid_like", "dose_bucket": "LOW", "indication": "indication_1", "class_name": "analgesic", "requires_taper": true }, { "drug": "warfarin_like", "dose_bucket": "LOW", "indication": "indication_2", "class_name": "anticoagulant", "requires_taper": false }, { "drug": "ace_inhibitor_like", "dose_bucket": "LOW", "indication": "indication_3", "class_name": "antihypertensive", "requires_taper": false }, { "drug": "ppi_like", "dose_bucket": "MEDIUM", "indication": "indication_4", "class_name": "gastro", "requires_taper": false }, { "drug": "beta_blocker_like", "dose_bucket": "HIGH", "indication": "indication_5", "class_name": "antihypertensive", "requires_taper": false }, { "drug": "nsaid_like", "dose_bucket": "LOW", "indication": "indication_6", "class_name": "analgesic", "requires_taper": false }, { "drug": "metformin_like", "dose_bucket": "LOW", "indication": "indication_7", "class_name": "glucose_lowering", "requires_taper": false } ], "labs": { "egfr": 49.8, "ast": 87.6, "alt": 49.6, "inr": 2.41, "glucose": 244.4 }, "vitals": { "sbp": 158.0, "dbp": 104.0, "hr": 119.0, "egfr_trend": -1.19, "inr_trend": 0.02, "glucose_trend": -8.07 }, "specialist_conflicts": [ "duplicate_analgesic_strategy", "cardio_vs_pain_med_conflict" ], "prior_ade_history": [], "frailty_score": 0.46, "adherence_estimate": 0.79, "latent_confounders": { "metabolism_variability": 0.223, "social_support_risk": 0.595, "polyprovider_fragmentation": 0.845 }, "monitoring_gaps": [ "missing_followup_bp" ] }