{"id":"W4385684037","doi":"10.1111/pan.14736","title":"Development and validation of a multivariable prediction model in pediatric liver transplant patients for predicting intensive care unit length of stay","year":2023,"lang":"en","type":"article","venue":"Pediatric Anesthesia","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"Hospital for Sick Children; HSBC Bank USA","keywords":"Medicine; Odds ratio; Confidence interval; Intensive care unit; Liver transplantation; Logistic regression; Perioperative; Population; Pediatric intensive care unit; Liver disease; Retrospective cohort study; Internal medicine; Transplantation; Surgery; Intensive care medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.000187651,0.0001208629,0.0002603157,0.0004246135,0.00003681958,0.000003173158,0.00004361562,0.0001040037,0.000002168427],"category_scores_gemma":[0.00005966109,0.000110866,0.00004174039,0.0004117454,0.00001449957,0.00008389784,0.00000725589,0.00008040758,6.857526e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003287767,"about_ca_system_score_gemma":0.0001249266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002703388,"about_ca_topic_score_gemma":0.000002931753,"domain_scores_codex":[0.9989399,0.00002004862,0.0004752314,0.0001892692,0.0002164151,0.0001591656],"domain_scores_gemma":[0.9991481,0.0001206355,0.0001746285,0.00008338309,0.0004225205,0.00005072093],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001923393,0.00005086406,0.9853813,0.002660983,0.000009896857,0.000005479721,0.01102987,0.0002336903,0.00003194813,0.00002207138,0.00002798066,0.0003535819],"study_design_scores_gemma":[0.002875147,0.0002888328,0.9713835,0.00008461445,0.0005009412,0.000009090586,0.001547059,0.01308506,0.01004914,0.0000192864,0.0000218845,0.0001354846],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968221,0.0001190408,0.002100007,0.00002292022,0.00001833615,0.0007647066,0.00006131604,0.00007535078,0.00001628995],"genre_scores_gemma":[0.9907213,0.001956589,0.006794962,0.00002303849,0.00004163993,0.00005077416,0.0003639933,0.00002126902,0.00002646146],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01399783,"threshold_uncertainty_score":0.4520985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02666904452438452,"score_gpt":0.2611903823149463,"score_spread":0.2345213377905618,"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."}}