{"id":"W3107915213","doi":"10.1093/ehjci/ehaa946.0929","title":"Differential trajectories in LVEF predicts divergent clinical outcomes in HFrEF patients","year":2020,"lang":"en","type":"article","venue":"European Heart Journal","topic":"Cardiovascular Function and Risk Factors","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Canadian VIGOUR Centre","funders":"Canadian Institutes of Health Research; University of Alberta","keywords":"Medicine; Ejection fraction; Heart failure; Decompensation; Internal medicine; Cardiology; Demographics; Medical record; Retrospective cohort study; Prospective cohort study","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005759529,0.0002761463,0.0002796542,0.0006304156,0.0003937183,0.0006813159,0.0002786971,0.0003848405,0.001506996],"category_scores_gemma":[0.001704965,0.0001373969,0.0002889299,0.0005798943,0.0002448894,0.0005033063,0.0005814504,0.0005289554,0.0002356058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001964869,"about_ca_system_score_gemma":0.0002068374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001308236,"about_ca_topic_score_gemma":0.001753957,"domain_scores_codex":[0.9997136,0.00005336952,0.00004515965,0.00007560812,0.0000397926,0.00007239803],"domain_scores_gemma":[0.9987038,0.0002202642,0.0005846692,0.00008696604,0.0001151709,0.0002891609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003960011,0.000008249441,0.9995787,0.000001175857,0.00000606414,0.00002187894,0.00001067785,0.00001158917,0.00006163689,0.000005262681,0.0000164574,0.0002387215],"study_design_scores_gemma":[0.000003352589,0.00004452568,0.9994978,0.000002603339,0.000005598154,0.0001512817,0.00007231328,0.0001250756,0.00003531252,0.00002185219,0.00003856226,0.000001699643],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994559,0.0000713811,0.00004821786,0.00001773357,0.000002465349,0.000003558722,0.0002156882,0.000001387215,0.0001836722],"genre_scores_gemma":[0.9995254,0.00002014068,0.00003261305,0.00001028988,0.000005213472,0.000003730526,0.0003652294,6.306012e-7,0.00003672373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001506996,"threshold_uncertainty_score":0.005041361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06643349386235392,"score_gpt":0.3147429355488216,"score_spread":0.2483094416864677,"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."}}