{"id":"W3155000857","doi":"10.22514/sv.2021.060","title":"Why complex surgeries in children are associated with poorer outcomes","year":2021,"lang":"en","type":"article","venue":"Signa Vitae","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Children's Hospital","funders":"","keywords":"Perioperative; Medicine; Intensive care medicine; Quality assurance; Outcome (game theory); Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002106677,0.0002023911,0.0009870777,0.00009254296,0.00005199432,0.00003158337,0.00005527797,0.0001069209,0.0005916648],"category_scores_gemma":[0.0004214415,0.0001453513,0.0002972038,0.0003897762,0.00008950943,0.00006226374,0.00002947209,0.000181425,0.00002899913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006720831,"about_ca_system_score_gemma":0.00008599698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000137498,"about_ca_topic_score_gemma":0.0002021447,"domain_scores_codex":[0.9985967,0.0001465914,0.0002573815,0.0002889216,0.0003752867,0.0003350682],"domain_scores_gemma":[0.9989153,0.0004967731,0.00007407113,0.0002659983,0.0001131917,0.0001346516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006193807,0.0001775281,0.9952577,0.00001101625,0.0002708733,0.000919481,0.000102909,0.000004365771,0.0002783471,0.0003400404,0.002391068,0.0001847457],"study_design_scores_gemma":[0.001807412,0.00005186426,0.9795259,0.00009119543,0.00009682956,0.000106783,0.0002134973,0.000003477444,0.0002953761,0.00001819072,0.01759306,0.0001964286],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9835296,0.0003163208,0.000007657292,0.0110864,0.00006153682,0.0002297519,0.00002126322,0.0000908321,0.00465667],"genre_scores_gemma":[0.9901358,0.00001944005,0.00009197955,0.006866863,0.00004302724,0.00001479807,0.0001952629,0.00003123745,0.002601618],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01573181,"threshold_uncertainty_score":0.6478315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01713595131241252,"score_gpt":0.2455041236139484,"score_spread":0.2283681723015359,"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."}}