{"id":"W4318774621","doi":"10.1016/j.jchf.2022.12.008","title":"Setting the Diagnosis of Heart Failure","year":2023,"lang":"en","type":"letter","venue":"JACC Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian VIGOUR Centre; University of Alberta","funders":"","keywords":"Medicine; Hazard ratio; Heart failure; Smoking cessation; Internal medicine; Incidence (geometry); Retrospective cohort study; Cohort; Cohort study; Population; Risk factor; National health insurance; Confidence interval; Environmental health; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00293472,0.0009045562,0.001556024,0.0014643,0.007951058,0.005826104,0.001775964,0.0517594,0.01413666],"category_scores_gemma":[0.02217028,0.0008992879,0.001523712,0.0007260941,0.003311842,0.00551367,0.004481802,0.05004317,0.005696063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005315948,"about_ca_system_score_gemma":0.006845749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008292147,"about_ca_topic_score_gemma":0.0190457,"domain_scores_codex":[0.995313,0.001515437,0.0005447222,0.0005197639,0.001150704,0.0009563126],"domain_scores_gemma":[0.9888481,0.003637893,0.0009167721,0.000264845,0.001544108,0.004788261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009176106,0.000174375,0.005399708,0.000108374,0.00005911739,0.03700981,0.0004996012,0.0002180461,0.0005694143,0.0101877,0.9313663,0.01431577],"study_design_scores_gemma":[0.0004458494,0.0003353893,0.009469698,0.002095362,0.000118643,0.05186395,0.004617284,0.00237336,0.0004782132,0.06013706,0.8677558,0.0003093959],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001063534,0.001160784,0.0002329208,0.9714281,0.01741751,0.00001981281,0.00003850668,0.00002320347,0.008615719],"genre_scores_gemma":[0.01109831,0.001199114,0.0005508787,0.9022,0.07885454,0.00003909222,0.00003584769,0.00003452921,0.00598765],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0517594,"threshold_uncertainty_score":0.04729187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02285096655323212,"score_gpt":0.2795452819099499,"score_spread":0.2566943153567178,"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."}}