{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004672797,0.000247999,0.000286879,0.001512768,0.0003529986,0.0007320051,0.0003607422,0.0007440308,0.001758683],"category_scores_gemma":[0.002701452,0.0002160709,0.0001685677,0.001694225,0.0008017542,0.0009505044,0.0004617473,0.0004849905,0.0002540481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002360653,"about_ca_system_score_gemma":0.0003324274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000919547,"about_ca_topic_score_gemma":0.0006886254,"domain_scores_codex":[0.9995812,0.0001467208,0.00006439136,0.00006720373,0.00007580718,0.00006473394],"domain_scores_gemma":[0.9970909,0.0006546725,0.001636374,0.00004804037,0.000195056,0.0003749251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005651212,0.00002786508,0.9932604,0.00004606217,0.00001439589,0.001636297,0.00007608237,0.00006378812,0.0001502414,0.00005395752,0.0002860738,0.004328206],"study_design_scores_gemma":[0.000008028576,0.0001622276,0.9707325,0.00006101621,0.0000140646,0.02749979,0.0007949808,0.0002048206,0.00003930193,0.0001309057,0.000342809,0.000009509471],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921569,0.006010453,0.0001640894,0.0006608568,0.00002316287,0.00001384278,0.0001373918,0.000009966741,0.0008233014],"genre_scores_gemma":[0.9963664,0.003038786,0.0001861892,0.00007717479,0.0001296959,0.000008175116,0.000148428,0.000001411897,0.00004370559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001758683,"threshold_uncertainty_score":0.005883396,"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."}}