{"id":"W4404734673","doi":"10.1016/j.cjco.2024.11.019","title":"Economic Burden of Heart Failure Hospitalizations in Canada: A Population-based Study","year":2024,"lang":"en","type":"article","venue":"CJC Open","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"St Joseph's Health Care; Western University; University of British Columbia; Montreal Heart Institute; Heart and Stroke Foundation; Canadian VIGOUR Centre; University of Alberta","funders":"Canadian Institutes of Health Research; Heart and Stroke Foundation of Canada; Novartis","keywords":"Heart failure; Medicine; Population; Medical emergency; Environmental health; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009456374,0.00007173583,0.0002322765,0.00009492561,0.00001966317,0.00003254022,0.00007593683,0.00001523905,0.0005005675],"category_scores_gemma":[0.000009414617,0.0000623654,0.00002403864,0.0001325003,0.000004023987,0.00007470743,0.00004731844,0.0000395985,0.00003204957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005311074,"about_ca_system_score_gemma":0.00102388,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9190235,"about_ca_topic_score_gemma":0.9470084,"domain_scores_codex":[0.9994363,0.00002138107,0.0001935941,0.0001652746,0.00008512833,0.00009828559],"domain_scores_gemma":[0.9997082,0.00002740368,0.00001612165,0.0001891939,0.00001211374,0.00004698963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001629034,0.0001089278,0.9449964,0.00006202666,0.00009912427,0.00006503695,0.0002956421,0.001322522,0.00000938253,0.0005697127,0.05209973,0.0003551785],"study_design_scores_gemma":[0.002203473,0.0003083117,0.8951472,0.0002663918,0.0001592034,0.000001957998,0.002006239,0.004987977,0.00004868947,0.0000534704,0.09466431,0.0001527558],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9809259,0.0000616406,0.0000116516,0.01620986,0.0001136079,0.001751922,0.0000131669,0.00001781464,0.0008944998],"genre_scores_gemma":[0.9983576,7.498115e-7,0.000512349,0.00009967473,0.00003044226,0.00008864301,0.00007590983,0.00001175144,0.0008228954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04984921,"threshold_uncertainty_score":0.5480863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01356542859009086,"score_gpt":0.2881363226622716,"score_spread":0.2745708940721808,"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."}}