{"id":"W4387220322","doi":"10.3171/2023.8.peds23354","title":"Risk factors associated with in-hospital adverse events: a multicenter observational cohort study of 1853 pediatric patients with traumatic spinal cord injury","year":2023,"lang":"en","type":"article","venue":"Journal of Neurosurgery Pediatrics","topic":"Spinal Cord Injury Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; Hospital for Sick Children; University of Toronto; SickKids Foundation; Institute for Work & Health; St. Michael's Hospital","funders":"","keywords":"Medicine; Spinal cord injury; Emergency medicine; Cohort; Cohort study; Injury Severity Score; Adverse effect; Confounding; Logistic regression; Poison control; Internal medicine; Injury prevention; Spinal cord","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":[0.0009647406,0.0003700291,0.0005276466,0.000916037,0.0005336641,0.0007198231,0.0005231191,0.0003707831,0.0007685873],"category_scores_gemma":[0.002813625,0.0004156905,0.0007665521,0.00184692,0.000289283,0.0008187719,0.0006409474,0.0006765766,0.0001503244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007048817,"about_ca_system_score_gemma":0.001017455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01104033,"about_ca_topic_score_gemma":0.01281187,"domain_scores_codex":[0.999052,0.0002070952,0.0001447098,0.0002377732,0.0002274251,0.0001309322],"domain_scores_gemma":[0.9974352,0.0002315786,0.00172886,0.0001607719,0.0001915998,0.0002521647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001549742,0.00001364306,0.9996613,0.000003335781,0.00002722459,0.00003603797,0.00002779612,0.00001391551,0.00002505905,0.000003708787,0.00002745654,0.0001450463],"study_design_scores_gemma":[0.000005443804,0.00008173969,0.9992282,0.000006305139,0.00002239633,0.0002504001,0.0001790346,0.0001157552,0.00002241191,0.00000455468,0.00008170954,0.000002007683],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991753,0.0001416865,0.00007939232,0.0000246845,0.000003968564,0.00001608171,0.000462946,0.000002083578,0.0000940162],"genre_scores_gemma":[0.9988887,0.0001841106,0.00015307,0.00003188222,0.00001010476,0.00002521379,0.0006719071,0.000001670972,0.00003331739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01104033,"threshold_uncertainty_score":0.02195215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05603113816803136,"score_gpt":0.3367244453539683,"score_spread":0.2806933071859369,"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."}}