{"id":"W2612606918","doi":"10.1097/pec.0000000000001129","title":"Predicting Thoracic Injury in Children With Multitrauma","year":2017,"lang":"en","type":"article","venue":"Pediatric Emergency Care","topic":"Trauma Management and Diagnosis","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Medicine; Intensive care; Intensive care 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001014689,0.0001848172,0.0002265094,0.000224257,0.0002383487,0.00002817431,0.0002399202,0.00008174586,0.000251801],"category_scores_gemma":[0.0001278552,0.0001553132,0.00008361221,0.0002058809,0.00002537025,0.0002396693,0.00009549031,0.0002148767,0.00005172468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000460581,"about_ca_system_score_gemma":0.00004352403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007363425,"about_ca_topic_score_gemma":0.0003551769,"domain_scores_codex":[0.9987357,0.00001752047,0.0002673558,0.0003604826,0.0002975322,0.0003214256],"domain_scores_gemma":[0.9990042,0.000008623633,0.0001581313,0.0006206115,0.00009106709,0.0001173431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006019386,0.00008212027,0.9850323,0.0001372907,0.00003435954,0.0000169668,0.0004338656,0.000004588007,0.000002913245,0.00001038106,0.0008757961,0.01330918],"study_design_scores_gemma":[0.0008189607,0.00017918,0.9980173,0.00002895052,0.0002964746,0.000003159036,0.0002736399,0.00001929423,0.00005339922,0.00001001027,0.0001167596,0.0001829174],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9847295,0.001980857,0.000008066131,0.0001595698,0.0003007469,0.0005960491,0.00001896596,0.00009997116,0.01210631],"genre_scores_gemma":[0.9961364,0.002233732,0.0002900123,0.00002538876,0.0009198083,0.00007380258,0.00003572258,0.00003274075,0.0002524162],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01312626,"threshold_uncertainty_score":0.6333488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01704218145541641,"score_gpt":0.3137974516361036,"score_spread":0.2967552701806872,"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."}}