{"id":"W4280574301","doi":"10.1161/jaha.121.024833","title":"Clinical Prediction Models for Heart Failure Hospitalization in Type 2 Diabetes: A Systematic Review and Meta‐Analysis","year":2022,"lang":"en","type":"review","venue":"Journal of the American Heart Association","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital; McGill University; University of Alberta; McGill University Health Centre","funders":"National Heart, Lung, and Blood Institute","keywords":"Medicine; Heart failure; Type 2 diabetes; Meta-analysis; Diabetes mellitus; Intensive care medicine; MEDLINE; Systematic review; Internal medicine; Cardiology; Endocrinology","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":[0.02476992,0.003331773,0.01545862,0.007711371,0.0005603443,0.003076212,0.003088582,0.002082787,0.002923186],"category_scores_gemma":[0.05795177,0.001332915,0.0424918,0.007770597,0.0007332765,0.001902765,0.001292797,0.002157245,0.0002775953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002542855,"about_ca_system_score_gemma":0.004046472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01035282,"about_ca_topic_score_gemma":0.01287094,"domain_scores_codex":[0.9855292,0.008350766,0.002903497,0.001431728,0.001495175,0.0002895294],"domain_scores_gemma":[0.9356677,0.05449034,0.005902194,0.00137714,0.002248885,0.0003137977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001454478,0.00005426676,0.014297,0.3309027,0.6262947,0.0001097169,0.00007553273,0.002157681,0.00007730882,0.0002635343,0.00128149,0.02303148],"study_design_scores_gemma":[0.000636227,0.0001940599,0.00637462,0.03059228,0.9584464,0.0001073008,0.00003755005,0.001455134,0.00009229919,0.000503623,0.001521714,0.0000387785],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004179967,0.9930931,0.001139887,0.0003626034,0.0001283383,0.0002565957,0.0006165663,0.00004406327,0.0001789561],"genre_scores_gemma":[0.2132519,0.776755,0.00511083,0.001009553,0.0004427743,0.001543849,0.001602664,0.00004603349,0.0002372474],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02476992,"threshold_uncertainty_score":0.1309974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05447732190983982,"score_gpt":0.3645537385766542,"score_spread":0.3100764166668144,"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."}}