{"id":"W4412751739","doi":"10.1097/pcc.0000000000003793","title":"Clinical and Risk Analytics Associations With Extubation Failure in Children Following Congenital Cardiac Surgery: A Multicenter Retrospective Cohort Study, 2017–2020","year":2025,"lang":"en","type":"article","venue":"Pediatric Critical Care Medicine","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Medicine; Odds ratio; Retrospective cohort study; Cardiac surgery; Cohort; Cohort study; Mechanical ventilation; Internal medicine; Emergency medicine","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":[0.00100324,0.0003941703,0.0005403333,0.0009620329,0.0005890836,0.0007178447,0.0005255247,0.000471162,0.0009402229],"category_scores_gemma":[0.002127141,0.0005415076,0.0006350665,0.001326689,0.0003577234,0.0006936791,0.0007005529,0.0007707506,0.0001799153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006309968,"about_ca_system_score_gemma":0.0008886055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007601019,"about_ca_topic_score_gemma":0.01013645,"domain_scores_codex":[0.9992461,0.00009387798,0.0001137175,0.0002286786,0.0001660152,0.0001515729],"domain_scores_gemma":[0.9978408,0.0002121999,0.001236516,0.0001775118,0.000202573,0.0003304641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003588041,0.00001027685,0.9996123,0.000004796335,0.00001822845,0.00004440416,0.00003070446,0.000007251698,0.00004212959,0.000004973947,0.0000380916,0.0001509117],"study_design_scores_gemma":[0.000007487529,0.0001134864,0.999008,0.000008401244,0.00002861703,0.0003508073,0.0002548439,0.00007180584,0.00003307401,0.000005292674,0.0001148826,0.000003265219],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991504,0.0001430538,0.0000524624,0.00001616289,0.000004547352,0.00001554643,0.0005248039,0.000001617896,0.0000914105],"genre_scores_gemma":[0.9987056,0.0001509024,0.0001298385,0.00002548855,0.00001349021,0.00003733235,0.0008751181,0.000002703364,0.00005954348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007601019,"threshold_uncertainty_score":0.01511353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01257849099679927,"score_gpt":0.3376659878491495,"score_spread":0.3250874968523503,"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."}}