{"id":"W2901197232","doi":"10.1002/ejhf.1014","title":"November 2018 at a Glance: From Prediction of Heart Failure in Asymptomatic Subjects to Advanced Chronic Heart Failure","year":2018,"lang":"en","type":"article","venue":"European Journal of Heart Failure","topic":"Cardiovascular Function and Risk Factors","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Medicine; Heart failure; Decompensation; Ejection fraction; Internal medicine; Asymptomatic; Cardiology; Inotrope; Heart failure with preserved ejection fraction; Intensive care medicine","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":[0.002126026,0.000508249,0.0004876727,0.001533876,0.0005640136,0.002410787,0.0005718425,0.001593006,0.02847487],"category_scores_gemma":[0.01433408,0.0002060221,0.0002291999,0.001182377,0.0005227368,0.0009821797,0.0007638326,0.002110502,0.01414862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004651517,"about_ca_system_score_gemma":0.000755403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002882193,"about_ca_topic_score_gemma":0.004452732,"domain_scores_codex":[0.9989867,0.0004342769,0.0001331421,0.000122215,0.0002716433,0.00005206929],"domain_scores_gemma":[0.9946471,0.001824381,0.0005340513,0.0002077402,0.001844832,0.000941896],"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":[0.0004675492,0.0001439743,0.06975084,0.0002765922,0.00003059852,0.0003491846,0.0001062443,0.00008627075,0.0001678063,0.0003606835,0.7951336,0.1331265],"study_design_scores_gemma":[0.0003518383,0.0006585088,0.4181158,0.004994115,0.0001130348,0.003194212,0.000517578,0.001450288,0.0003040374,0.002539554,0.5676585,0.0001024008],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.05881409,0.1596991,0.002898586,0.4563427,0.1625766,0.0004422369,0.02406243,0.0009686865,0.1341956],"genre_scores_gemma":[0.3865615,0.1137305,0.008719426,0.1094344,0.2292685,0.0008682935,0.0286837,0.0006643892,0.1220693],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02847487,"threshold_uncertainty_score":0.09525794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009057426890982911,"score_gpt":0.2340767141572712,"score_spread":0.2250192872662883,"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."}}