{"id":"W2280656826","doi":"10.1055/s-0035-1556815","title":"Development of a Model Identifying Fontan Patients at High Risk for Failed Early Extubation in the Operating Room","year":2015,"lang":"en","type":"article","venue":"The Thoracic and Cardiovascular Surgeon","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Confidence interval; Perioperative; Odds ratio; Logistic regression; Intubation; Surgery; Fontan procedure; Concomitant; Hypoplastic left heart syndrome; Anesthesia; Internal medicine; Heart disease","routes":{"ca_aff":true,"ca_fund":false,"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":[0.002113756,0.0001216939,0.0003398859,0.00004919627,0.0002228564,0.00001954238,0.00006581571,0.00003638963,0.000001475718],"category_scores_gemma":[0.0001689088,0.00007214575,0.0002185831,0.0001286159,0.00003596359,0.00007636783,0.00009359772,0.0000824951,0.000002519144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006764421,"about_ca_system_score_gemma":0.00007112582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001991808,"about_ca_topic_score_gemma":0.0001883688,"domain_scores_codex":[0.9986932,0.0001829963,0.0002768435,0.0001914206,0.0004782859,0.0001772649],"domain_scores_gemma":[0.9993114,0.00008142921,0.00004988874,0.0003153521,0.0001868722,0.00005499237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001020936,0.0001869596,0.3054509,0.0004128169,0.001929558,0.00001257987,0.051355,0.0008137655,0.0001210038,0.00004278646,0.0001196616,0.6385339],"study_design_scores_gemma":[0.00432061,0.0001938736,0.9597993,0.000306621,0.001967024,0.00001190809,0.01025426,0.02041935,0.001137046,0.0005624524,0.0006578884,0.0003696059],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928351,0.00332354,0.002664001,0.00002746776,0.000053107,0.0009123684,0.00001218799,0.00001315603,0.0001590827],"genre_scores_gemma":[0.9986449,0.00006646218,0.0009955436,0.0000173012,0.00002955404,0.0001501143,0.00002154557,0.0000143634,0.00006024769],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6543484,"threshold_uncertainty_score":0.2942019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05005702953865114,"score_gpt":0.2960784311593547,"score_spread":0.2460214016207035,"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."}}