{"id":"W4389953428","doi":"10.1161/circ.148.suppl_1.12085","title":"Abstract 12085: Emergency Heart Failure Mortality Risk Grade (EHMRG) Score Quintiles Correlate With Short and Long-Term Healthcare Costs","year":2023,"lang":"en","type":"article","venue":"Circulation","topic":"Healthcare Systems and Practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Institute for Clinical Evaluative Sciences; University of Toronto","funders":"","keywords":"Medicine; Cohort; Emergency medicine; Activity-based costing; Emergency department; Health care; Heart failure; Population; Cohort study; Risk assessment; Framingham Risk Score; Acute care; Demography; Internal medicine; Environmental health; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005605278,0.0003156758,0.0002355694,0.000741194,0.0004262702,0.0007245022,0.0007046128,0.0002967035,0.00505633],"category_scores_gemma":[0.003364559,0.0001396642,0.0005211189,0.001238639,0.0002964242,0.0002734942,0.0005257103,0.0004398209,0.0003838791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003391411,"about_ca_system_score_gemma":0.003582949,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6644596,"about_ca_topic_score_gemma":0.668292,"domain_scores_codex":[0.9995021,0.00006664095,0.00004563597,0.00008351437,0.0001805446,0.0001216342],"domain_scores_gemma":[0.9977464,0.0001937741,0.0009614399,0.0001146068,0.0006345954,0.000349277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003449783,0.000007231985,0.998027,0.000009681046,0.0000477266,0.00001097795,0.00001739591,0.00007166094,0.00002333191,0.00002079621,0.0008110926,0.0009186704],"study_design_scores_gemma":[0.000004523601,0.000005211168,0.9995345,0.000005943531,0.00001466294,0.00002214857,0.00002521099,0.0001800497,0.00001004149,0.00001752128,0.0001787924,0.000001399282],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9795151,0.0003633749,0.0003006201,0.0005259208,0.0000145284,0.00003318927,0.01672546,0.00002053055,0.002501269],"genre_scores_gemma":[0.9931765,0.00008312675,0.0002089997,0.00005388443,0.00001136686,0.00001373428,0.005732273,0.000003690249,0.0007164792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6644596,"threshold_uncertainty_score":0.675033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.141384406278316,"score_gpt":0.4546980082098886,"score_spread":0.3133136019315726,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}