{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006567761,0.0003835652,0.0003205604,0.001042158,0.0002814705,0.0005978799,0.0004019199,0.0004150569,0.001845937],"category_scores_gemma":[0.004430464,0.0002833747,0.0004686261,0.0009519474,0.0003236255,0.0006105553,0.0006826021,0.0008080332,0.0002894524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002117488,"about_ca_system_score_gemma":0.0005509137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002428537,"about_ca_topic_score_gemma":0.002431511,"domain_scores_codex":[0.9994629,0.0001311376,0.00008093865,0.00008896206,0.000145814,0.00009027276],"domain_scores_gemma":[0.9978337,0.0004140945,0.001249784,0.0000590694,0.0001718206,0.0002716055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000005314745,0.000003056414,0.9996785,0.000002210539,0.000003783675,0.00003591425,0.000007524628,0.00001412314,0.00001486022,0.000001839989,0.00001801403,0.0002149462],"study_design_scores_gemma":[0.00000250854,0.00005663613,0.9982968,0.00001194069,0.00001336255,0.001108632,0.0001275721,0.0002375262,0.00006991754,0.00001006018,0.00006310768,0.0000019572],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990896,0.0002981359,0.000121438,0.00005490631,0.000006483203,0.000008857466,0.0001887947,0.000006694605,0.0002251356],"genre_scores_gemma":[0.9993398,0.000154627,0.0001750492,0.00001220426,0.000009939793,0.000006143377,0.0002618164,0.000001800721,0.00003870493],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002428537,"threshold_uncertainty_score":0.00617522,"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."}}