{"id":"W2081436046","doi":"10.1177/1553350609357057","title":"Surgical Abdominal Wall (SAW): A Novel Simulator for Training in Ventral Hernia Repair","year":2009,"lang":"en","type":"article","venue":"Surgical Innovation","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Western University","funders":"","keywords":"Medicine; Abdominal wall; Surgical simulation; Simulation training; Surgery; Hernia; Hernia repair; Laparoscopy; General surgery; Simulation; Medical physics; Computer science","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":[0.0009503291,0.0002214781,0.0005008358,0.0003227381,0.00008337598,0.00002855375,0.00006539458,0.0002435621,0.000261074],"category_scores_gemma":[0.0003230924,0.0001958131,0.0002222501,0.001308163,0.00005485899,0.0001463658,0.00001139828,0.0003487241,0.000013937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000132813,"about_ca_system_score_gemma":0.0001362347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007075664,"about_ca_topic_score_gemma":0.000003432364,"domain_scores_codex":[0.9977782,0.00003827445,0.0008653617,0.0004293941,0.0003871043,0.0005016719],"domain_scores_gemma":[0.99887,0.0004286961,0.0001381491,0.0001788984,0.000240755,0.000143502],"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":[0.02340572,0.003285283,0.03127655,0.0002066242,0.0002289977,0.002431401,0.002438666,0.007791607,0.002646317,0.3387742,0.0002590331,0.5872557],"study_design_scores_gemma":[0.0653563,0.001668035,0.09323396,0.0004043195,0.00009186034,0.0004416693,0.0003590973,0.2929075,0.0004421377,0.003730641,0.5405373,0.0008271496],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989305,0.00005088679,0.0009386404,0.001925148,0.0001530606,0.0006431341,0.000008081821,0.000244085,0.006732008],"genre_scores_gemma":[0.9964721,0.000003204243,0.001587844,0.0008907041,0.0004535016,0.00002709753,0.0001842123,0.00002266048,0.000358718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5864285,"threshold_uncertainty_score":0.7985024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07266987756797294,"score_gpt":0.3581179038148475,"score_spread":0.2854480262468746,"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."}}