{"id":"W2076118592","doi":"10.1097/ta.0b013e318031ccf9","title":"Evidence-Based Validation of the Predictive Value of the American Association for the Surgery of Trauma Kidney Injury Scale","year":2007,"lang":"en","type":"article","venue":"The Journal of Trauma: Injury, Infection, and Critical Care","topic":"Abdominal Trauma and Injuries","field":"Medicine","cited_by":135,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Injury Severity Score; Glasgow Coma Scale; Creatinine; Acute kidney injury; Surgery; Nephrectomy; Blood urea nitrogen; Hematocrit; Kidney; Anesthesia; Internal medicine; Poison control; Injury prevention; 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":[0.003162359,0.0001572942,0.0005128042,0.0001170193,0.0003166179,0.00001527161,0.0001846621,0.0001033508,0.00001426918],"category_scores_gemma":[0.004622531,0.00007304486,0.0005169363,0.0004661576,0.0009998202,0.0001911482,0.00002630394,0.0003903556,1.439463e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001568629,"about_ca_system_score_gemma":0.0003103679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000240225,"about_ca_topic_score_gemma":0.00002585734,"domain_scores_codex":[0.9975775,0.0004537527,0.0009034195,0.0001089063,0.000740034,0.0002163934],"domain_scores_gemma":[0.9929062,0.003903992,0.0009509771,0.0002813721,0.001854637,0.0001027957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01185001,0.0006268477,0.9258918,0.001459008,0.0005151158,6.245615e-7,0.00607616,0.00008046044,0.01631469,0.001006091,0.006519644,0.02965956],"study_design_scores_gemma":[0.0004566167,0.002017415,0.7008425,0.0008865666,0.001416178,0.00002156794,0.003021689,0.00004081466,0.2902952,0.0006242016,0.0003029881,0.0000742148],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918461,0.0005137749,0.001809444,0.004487708,0.0006329622,0.0004512591,0.0001104833,0.000006774984,0.0001414889],"genre_scores_gemma":[0.9988823,0.0002358845,0.00005564261,0.0004158748,0.0003680773,0.000006100411,0.000001876825,0.0000157134,0.00001854947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2739806,"threshold_uncertainty_score":0.5533935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0283306902046232,"score_gpt":0.3321882260372863,"score_spread":0.3038575358326631,"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."}}