{"id":"W4310588782","doi":"10.1503/cjs.014322","title":"2022 Canadian Surgery Forum Sept. 15–17, 2022","year":2022,"lang":"en","type":"review","venue":"Canadian Journal of Surgery","topic":"Abdominal Trauma and Injuries","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute; Toronto General Hospital; Kingston Health Sciences Centre; Université Laval; Princess Margaret Cancer Centre; Health Sciences North; Surrey Memorial Hospital; Fraser Health; Carleton University; Vancouver Coastal Health Research Institute; Canadian Armed Forces; St. Joseph’s Healthcare Hamilton; University of Ottawa; Dalhousie University; Hamilton Health Sciences; Western University; Nova Scotia Health Authority; Alberta Health Services; Vancouver General Hospital; McGill University Health Centre; St Joseph's Health Care; McGill University; London Health Sciences Centre; Sunnybrook Health Science Centre; University of Calgary; Health Sciences Centre; Ottawa Hospital; Sault Area Hospital; University of Toronto; Memorial University of Newfoundland; Université du Québec à Montréal; Vancouver Coastal Health; Université de Sherbrooke; University of Manitoba; University Health Network; University of Alberta; University of Saskatchewan; NOSM University; University of British Columbia; Canadian Medical Protective Association; McMaster University; Queen's University","funders":"Engineering and Physical Sciences Research Council","keywords":"Medicine; Fascia; Ventral hernia; Transversus abdominis; Abdominal wall; Watchful waiting; Surgery; Abdomen; General surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002688924,0.0007584216,0.004928393,0.005747284,0.0006406672,0.0001185779,0.0004795384,0.0005240318,0.03435912],"category_scores_gemma":[0.001579505,0.0006942026,0.00370055,0.001546267,0.0002664781,0.0002820814,0.00003715921,0.002536,0.0000936522],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003045357,"about_ca_system_score_gemma":0.08270385,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1103476,"about_ca_topic_score_gemma":0.4277715,"domain_scores_codex":[0.994292,0.0004259663,0.002378895,0.0004622653,0.0007790084,0.001661882],"domain_scores_gemma":[0.9903051,0.002000863,0.001421823,0.0006801979,0.0002841722,0.005307903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001563968,0.00001196899,0.001380824,0.00194132,0.0004259306,0.01046996,0.00003588026,1.530349e-7,4.90622e-8,0.00001901427,0.5630433,0.4226559],"study_design_scores_gemma":[0.00009883777,0.00007714528,0.000205867,0.007428515,0.001288149,0.009060325,0.0003978617,2.772525e-7,4.691908e-7,0.00002735656,0.9808167,0.0005984556],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000141154,0.9851753,0.000001097584,0.001731057,0.005792833,0.0003921277,0.0006671074,0.00001341536,0.00608591],"genre_scores_gemma":[0.0001662093,0.988555,0.00001964994,0.002089542,0.001593375,0.00003985638,0.000458775,0.000204957,0.006872676],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4220575,"threshold_uncertainty_score":0.9997652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1060906865907111,"score_gpt":0.3102959424976379,"score_spread":0.2042052559069268,"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."}}