{"id":"W4385662025","doi":"10.1002/ehf2.14459","title":"Temporal Trends in Evidence Supporting Therapeutic Interventions in Heart Failure and Other European Society of Cardiology Guidelines","year":2023,"lang":"en","type":"article","venue":"ESC Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Care Foundation","funders":"","keywords":"Medicine; Heart failure; Atrial fibrillation; Guideline; Internal medicine; Cardiology; Psychological intervention; Myocardial infarction; Pulmonary embolism; Pathology","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":[0.001660369,0.0002195402,0.0006035009,0.0004275135,0.00005147022,0.00001882625,0.00008118511,0.0001073963,0.0001710461],"category_scores_gemma":[0.00009785101,0.0001854915,0.0003457717,0.000889074,0.0001062861,0.0001256748,0.0001287851,0.0002619647,0.00006746707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005337596,"about_ca_system_score_gemma":0.00004722372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003233854,"about_ca_topic_score_gemma":0.0009061766,"domain_scores_codex":[0.997888,0.0002795583,0.0007654826,0.0004133831,0.0002137917,0.0004398381],"domain_scores_gemma":[0.9993125,0.00009418671,0.00008934285,0.0003324518,0.00006831064,0.0001031817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002804115,0.00005864086,0.7261015,0.000266378,0.00009369462,0.00005087632,0.0005760424,0.00005751757,0.002596115,0.00005649635,0.2675656,0.002549097],"study_design_scores_gemma":[0.002084919,0.0003829774,0.3667173,0.001524003,0.00009066353,0.00006169995,0.002148755,0.0005409694,0.0001913234,0.00005223675,0.6259781,0.0002270926],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6580179,0.001206851,0.0001909351,0.3387749,0.0001485864,0.0009714112,0.00001936281,0.000264842,0.0004052049],"genre_scores_gemma":[0.9871225,0.00004842034,0.009797421,0.00109431,0.0001556344,0.00004046798,0.00003784358,0.00004166177,0.001661771],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3593842,"threshold_uncertainty_score":0.7564125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1311045848104759,"score_gpt":0.3965351848929359,"score_spread":0.26543060008246,"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."}}