{"id":"W3196158049","doi":"10.1002/ehf2.13529","title":"Outcomes and Healthcare Resource Utilization in Adult Congenital Heart Disease Patients with Heart Failure","year":2021,"lang":"en","type":"article","venue":"ESC Heart Failure","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; Toronto General Hospital; University of Toronto; Ted Rogers Centre for Heart Research; University Health Network","funders":"Institute of Circulatory and Respiratory Health; Canadian Institutes of Health Research; Heart and Stroke Foundation of Canada","keywords":"Medicine; Heart failure; Intensive care medicine; Cardiology; Heart disease; Disease; Internal medicine; Health care","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008824752,0.00022013,0.0003434666,0.0008544828,0.0003061943,0.0006520337,0.0003494686,0.0004020964,0.001139058],"category_scores_gemma":[0.003871406,0.0001492859,0.0005899587,0.001386127,0.0002603375,0.0004821323,0.0008217264,0.0005821727,0.0001105656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006570744,"about_ca_system_score_gemma":0.0004996827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01267025,"about_ca_topic_score_gemma":0.01330422,"domain_scores_codex":[0.9991385,0.0002396758,0.0001571026,0.0001789701,0.0001421455,0.0001436834],"domain_scores_gemma":[0.9976137,0.0002962579,0.00144891,0.00008276802,0.0001669933,0.0003914436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002340147,0.00001812621,0.9992913,0.000006772186,0.00004520575,0.00002091438,0.00001572996,0.00004284037,0.00001413664,0.00001266611,0.00006842576,0.0004405179],"study_design_scores_gemma":[0.000004924251,0.00004660922,0.9995108,0.000007990919,0.00001497652,0.00008579462,0.00007620151,0.000171484,0.00001204683,0.00001933411,0.00004765159,0.000002129233],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998281,0.000391037,0.00003730566,0.000112547,0.000006462314,0.000005695108,0.0009064446,0.000001636145,0.0002580338],"genre_scores_gemma":[0.9990091,0.0001267128,0.00003821692,0.00003533601,0.00001002862,0.000005662335,0.0007509048,4.580706e-7,0.00002363038],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01267025,"threshold_uncertainty_score":0.02519298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01357208685697358,"score_gpt":0.2710246194818247,"score_spread":0.2574525326248511,"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."}}