{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001163061,0.0004142608,0.0007438838,0.0001976206,0.0002487867,0.0000678138,0.00005561721,0.0001490857,0.0001497606],"category_scores_gemma":[0.000464001,0.0003591088,0.0001420734,0.0006060394,0.0001957328,0.0002431374,0.0001559948,0.0004342694,0.00006814527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001225957,"about_ca_system_score_gemma":0.0004323594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001159153,"about_ca_topic_score_gemma":0.002588009,"domain_scores_codex":[0.9971917,0.0002090714,0.0004660985,0.00079034,0.0007051917,0.0006375477],"domain_scores_gemma":[0.9977852,0.0001345823,0.00004447735,0.0005867038,0.0006452142,0.0008038692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004217576,0.0003634574,0.9793659,0.0003483765,0.00005680914,0.00008106941,0.000355026,8.238159e-7,0.00004139199,0.00006359356,0.01864403,0.0002577527],"study_design_scores_gemma":[0.003709038,0.0002737572,0.9230825,0.0003607386,0.0001134449,0.00003736989,0.001502854,0.00004555903,0.00006187347,0.00003031374,0.07043791,0.00034458],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.917477,0.001106502,0.000003366503,0.07990831,0.00007457843,0.001046,0.0001897101,0.0001302222,0.000064335],"genre_scores_gemma":[0.9903724,0.000009755044,0.001315049,0.007194611,0.0001044693,0.00009317396,0.0003265408,0.00007241148,0.000511651],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07289536,"threshold_uncertainty_score":0.9998861,"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."}}