{"id":"W2034974355","doi":"10.1097/sla.0b013e3181df0401","title":"Severe Traumatic Injury","year":2010,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"National Heart, Lung, and Blood Institute; Canadian Institutes of Health Research","keywords":"Medicine; MEDLINE; Injury prevention; Poison control; Medical emergency","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002480834,0.00008791045,0.000329753,0.0001074569,0.00003284885,0.000002268102,0.00003487933,0.0000585303,0.0005876111],"category_scores_gemma":[0.0002472659,0.00007134504,0.0002178089,0.00014709,0.00007285997,0.00005529164,0.00001471409,0.0001392339,0.00005101298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001188062,"about_ca_system_score_gemma":0.00005183985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005004806,"about_ca_topic_score_gemma":0.00001638758,"domain_scores_codex":[0.9992577,0.00001022518,0.0002714825,0.0001073202,0.0001702123,0.0001830112],"domain_scores_gemma":[0.9993638,0.0001194841,0.00006054402,0.0002122254,0.0001645711,0.00007934385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001950982,0.0002983417,0.2704128,0.0005510074,0.0002918929,0.00003629901,0.0008301857,2.343674e-7,0.01810679,0.0004443998,0.4517286,0.2571043],"study_design_scores_gemma":[0.0001130624,0.00006026202,0.9349119,0.000133845,0.00004341769,0.00003314156,0.0002905939,0.000002104497,0.01841447,0.0004939758,0.04534249,0.0001607462],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9745559,0.000369185,0.000001399101,0.002566732,0.0006942019,0.00006028945,0.00001145807,0.00003885439,0.02170204],"genre_scores_gemma":[0.9982347,0.0004244857,0.00005985059,0.0005987708,0.0001665616,0.00000591306,0.000006506515,0.00001151961,0.0004916491],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6644991,"threshold_uncertainty_score":0.6433929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2419694953174855,"score_gpt":0.3815224607062728,"score_spread":0.1395529653887873,"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."}}