{"id":"W2040956329","doi":"10.1097/01.ta.0000240450.12424.59","title":"Traumatic Abdominal Wall Hernia: Epidemiology and Clinical Implications","year":2006,"lang":"en","type":"article","venue":"The Journal of Trauma: Injury, Infection, and Critical Care","topic":"Hernia repair and management","field":"Medicine","cited_by":145,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Vector Institute; Sunnybrook Health Science Centre","funders":"","keywords":"Laparotomy; Medicine; Surgery; Occult; Hernia; General surgery; Laparoscopy; Bowel resection; Trauma center; Retrospective cohort study","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":[0.001628842,0.0001332558,0.0004561823,0.00008413466,0.0002117137,0.00001686972,0.00006056264,0.0001232179,0.00005265119],"category_scores_gemma":[0.0006541905,0.00008410116,0.0001792932,0.00008091959,0.000412748,0.00008456345,0.00002622389,0.0004320766,0.000005279257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004388916,"about_ca_system_score_gemma":0.00004513585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002514066,"about_ca_topic_score_gemma":0.000182361,"domain_scores_codex":[0.9982749,0.000384638,0.0008416506,0.0001384353,0.0001344163,0.0002259973],"domain_scores_gemma":[0.9982151,0.0009347438,0.0001326415,0.000177999,0.0003354461,0.000204071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001092558,0.0009599788,0.8442462,0.0009536775,0.000349183,0.00003305826,0.001140399,0.00001318923,0.0001704388,0.02242869,0.02477616,0.1038364],"study_design_scores_gemma":[0.001207726,0.002012834,0.9733227,0.00008227062,0.00111972,0.001268458,0.0006263594,0.00006253796,0.00002072566,0.01017028,0.01000005,0.0001062835],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9746977,0.002164147,0.003931497,0.01662063,0.0002270778,0.0002234917,0.000006892555,0.00002700378,0.00210157],"genre_scores_gemma":[0.9971077,0.0007663075,0.0004946681,0.001026087,0.0005287574,0.000004303929,0.00000256005,0.00001242975,0.00005721382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1290765,"threshold_uncertainty_score":0.3429546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04846773735357301,"score_gpt":0.4037951480443472,"score_spread":0.3553274106907742,"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."}}