{"id":"W2030713520","doi":"10.1007/s00464-013-3241-8","title":"Simulation-based training improves the operative performance of totally extraperitoneal (TEP) laparoscopic inguinal hernia repair: a prospective randomized controlled trial","year":2013,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":51,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre; Jewish General Hospital; Bamfield Marine Sciences Centre; McGill University","funders":"McGill University","keywords":"Medicine; Inguinal hernia; Randomized controlled trial; Abdominal surgery; Laparoscopy; General surgery; Hepatology; Surgery; Laparoscopic surgery; Hernia","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001894731,0.001729213,0.003143984,0.0003916223,0.0006493967,0.001189846,0.001380799,0.003153425,0.006364529],"category_scores_gemma":[0.004760429,0.0009139042,0.002745921,0.0005207808,0.001223097,0.0008865758,0.0008007472,0.002876663,0.0005709776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009473171,"about_ca_system_score_gemma":0.001619293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002433048,"about_ca_topic_score_gemma":0.001534365,"domain_scores_codex":[0.9984458,0.0008052769,0.0001497201,0.0002933129,0.0001155779,0.0001903575],"domain_scores_gemma":[0.9968901,0.001313131,0.0007585027,0.0002298696,0.0001543528,0.0006539843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9643161,0.02028448,0.002522005,0.000951984,0.00239919,0.00002551279,0.00006639901,0.0006559612,0.0005148146,0.00006967162,0.0003187994,0.007875053],"study_design_scores_gemma":[0.800603,0.1821241,0.01072158,0.0002368195,0.003252991,0.00002640619,0.00007372566,0.001929822,0.000368519,0.0001968049,0.000420754,0.00004550019],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947079,0.002277304,0.0003742338,0.0002972425,0.0004116749,0.0009677655,0.0002377065,0.0000391339,0.0006868699],"genre_scores_gemma":[0.9950396,0.001391712,0.0007810735,0.0002401756,0.0002916331,0.001290724,0.0003713905,0.000006390942,0.0005871197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006364529,"threshold_uncertainty_score":0.02129143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01870653266944526,"score_gpt":0.3112884376901444,"score_spread":0.2925819050206991,"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."}}