{"id":"W4376640325","doi":"10.1001/jama.2023.5942","title":"Global Variations in Heart Failure Etiology, Management, and Outcomes","year":2023,"lang":"en","type":"article","venue":"JAMA","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":157,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Heart Institute; University of Ottawa; Mount Sinai Hospital; Hamilton Health Sciences; University of Toronto; McMaster University; Université de Montréal; Population Health Research Institute","funders":"","keywords":"Medicine; Heart failure; Etiology; Ejection fraction; Demography; Epidemiology; Internal medicine; Middle income country; Pediatrics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000142743,0.00008096225,0.0001589611,0.0001295164,0.00003537305,0.00001842376,0.00002661899,0.00005499989,0.00007502965],"category_scores_gemma":[0.00003010412,0.00006562976,0.00003342466,0.0003784361,0.00002211094,0.00005620618,0.00007126431,0.00004846357,0.0002808827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004630823,"about_ca_system_score_gemma":0.000008592195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008051965,"about_ca_topic_score_gemma":0.0002569739,"domain_scores_codex":[0.9994115,0.00002410586,0.000117765,0.0001710002,0.0000897188,0.0001859554],"domain_scores_gemma":[0.9997396,0.00002924391,0.00001289871,0.0001493202,0.00001177447,0.00005715768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001296094,0.00005097754,0.7953,0.00003339102,0.00007505604,0.00008032623,0.00005019927,0.000002316209,0.000004865359,0.01456,0.1855898,0.004240137],"study_design_scores_gemma":[0.001667981,0.00003625413,0.7718894,0.00001646773,0.0000390948,0.000005533376,0.0001332154,0.00006630965,0.000001071824,0.0008266139,0.2252754,0.00004260472],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5769746,0.00005675841,0.0002074457,0.4035247,0.0002044477,0.001129177,0.00001925818,0.0003837338,0.01749985],"genre_scores_gemma":[0.9817714,0.00005332451,0.008469758,0.002086343,0.00005300011,0.00008457835,0.00006855105,0.000008343459,0.007404664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4047968,"threshold_uncertainty_score":0.3610272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01648134228644309,"score_gpt":0.3005713437282073,"score_spread":0.2840900014417642,"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."}}