{"id":"W4246690221","doi":"10.1016/j.cjca.2020.07.144","title":"PHYSICIAN PERSPECTIVES ON THE DIAGNOSIS AND MANAGEMENT OF HEART FAILURE WITH PRESERVED EJECTION FRACTION","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brampton Civic Hospital","funders":"","keywords":"Medicine; Ejection fraction; Heart failure; Heart failure with preserved ejection fraction; Cardiology; Internal medicine; Fraction (chemistry); Intensive care medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.004987096,0.000215369,0.0005330408,0.0009148564,0.002426969,0.001953806,0.0004726557,0.004446914,0.005623],"category_scores_gemma":[0.02067268,0.0002248494,0.0004982136,0.0005822722,0.00113424,0.001198381,0.001207123,0.00473425,0.0005833349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002585921,"about_ca_system_score_gemma":0.004623168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01560513,"about_ca_topic_score_gemma":0.039046,"domain_scores_codex":[0.9962598,0.001793942,0.0003462821,0.0001755288,0.000875981,0.0005484264],"domain_scores_gemma":[0.9845672,0.006321693,0.001438922,0.0001063235,0.003099251,0.004466577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.001430977,0.001003194,0.1107307,0.002049771,0.0002935547,0.03586143,0.02441088,0.001740276,0.003339222,0.01576809,0.5084942,0.2948778],"study_design_scores_gemma":[0.001116802,0.001628489,0.1988253,0.009635394,0.0003835169,0.0357542,0.05424883,0.001482561,0.0007687144,0.01830584,0.677493,0.0003574167],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03782029,0.03912467,0.000481425,0.8773082,0.007141628,0.00002772854,0.0001693231,0.00001373806,0.03791295],"genre_scores_gemma":[0.6320613,0.0966145,0.002799074,0.2194112,0.04397583,0.00004863646,0.00028777,0.00002798121,0.004773533],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01560513,"threshold_uncertainty_score":0.03102857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02371261201069314,"score_gpt":0.2444993617381203,"score_spread":0.2207867497274272,"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."}}