{"id":"W2002590950","doi":"10.1503/cjs.026012","title":"Current management of penetrating torso trauma: nontherapeutic is not good enough anymore","year":2014,"lang":"en","type":"review","venue":"Canadian Journal of Surgery","topic":"Trauma Management and Diagnosis","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Penetrating trauma; Gynecology; Surgery; Blunt","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001130365,0.0004777143,0.002793173,0.001360425,0.00009056411,0.00006155731,0.0003188235,0.0002061593,0.0004973942],"category_scores_gemma":[0.0000563625,0.0003989065,0.001663577,0.0005140091,0.00009756424,0.0001251938,0.00002029122,0.0005959058,0.0000252089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003483169,"about_ca_system_score_gemma":0.001401931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003858058,"about_ca_topic_score_gemma":0.0004998195,"domain_scores_codex":[0.9966505,0.000128287,0.001813979,0.0003187569,0.0005180066,0.000570529],"domain_scores_gemma":[0.9966395,0.0003884513,0.00146417,0.0004680592,0.000201239,0.0008385232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009881696,0.00006522446,0.001652233,0.0291814,0.001033898,0.0005558509,0.00008611311,2.811813e-7,4.446989e-8,0.0001585883,0.01191195,0.9553446],"study_design_scores_gemma":[0.0003269788,0.0000867163,0.003950449,0.05121624,0.00367555,0.0001509514,0.00007389835,8.222224e-7,0.000002332047,0.000008910219,0.9402049,0.0003022719],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007588822,0.9940937,0.0000164333,0.0003220145,0.001673528,0.0004891767,0.00004862464,0.000008464628,0.002589137],"genre_scores_gemma":[0.01172732,0.9867839,0.0001498942,0.0002266999,0.0007008623,0.00001752428,0.00003837024,0.00008077546,0.0002746764],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9550422,"threshold_uncertainty_score":0.9998463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1611449319086474,"score_gpt":0.3491980111392733,"score_spread":0.1880530792306259,"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."}}