{"id":"W2696165578","doi":"10.1161/circoutcomes.116.003382","title":"Multitype Events and the Analysis of Heart Failure Readmissions","year":2017,"lang":"en","type":"article","venue":"Circulation Cardiovascular Quality and Outcomes","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian VIGOUR Centre","funders":"","keywords":"Univariate; Emergency department; Event (particle physics); Medicine; Heart failure; Multivariate statistics; Emergency medicine; Statistics; Medical emergency; Internal medicine; Mathematics","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":[0.03675344,0.0006811452,0.0008595978,0.00245717,0.0004887736,0.001427137,0.001102534,0.0006869297,0.004534043],"category_scores_gemma":[0.09075862,0.0002377975,0.0036975,0.00170712,0.0007917277,0.001303146,0.002299429,0.002098564,0.0004052039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007370152,"about_ca_system_score_gemma":0.001093798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009475937,"about_ca_topic_score_gemma":0.001179014,"domain_scores_codex":[0.9690748,0.02504141,0.001444823,0.001654717,0.002241028,0.0005431756],"domain_scores_gemma":[0.8408146,0.1167033,0.02662108,0.01076897,0.002617701,0.002474398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002381843,0.0002981064,0.9298953,0.0003441697,0.00224334,0.0001876596,0.0003995139,0.008756752,0.000193138,0.003459513,0.001323641,0.05051698],"study_design_scores_gemma":[0.0001646361,0.001986991,0.9078701,0.000232764,0.0008440416,0.0005387153,0.0004318368,0.06629378,0.0009936102,0.01835452,0.002201175,0.00008776614],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8903448,0.002855554,0.09694307,0.001316983,0.0002900822,0.0005073362,0.002857102,0.0002721369,0.004612939],"genre_scores_gemma":[0.9868852,0.0002323735,0.01104595,0.0001149704,0.0001097372,0.0003330269,0.0007310562,0.00004440559,0.0005031403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03675344,"threshold_uncertainty_score":0.1943731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05876451496696822,"score_gpt":0.3538737585917932,"score_spread":0.2951092436248249,"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."}}