{"id":"W2345630829","doi":"10.1007/s00464-016-4942-6","title":"Simulation-trained junior residents perform better than general surgeons on advanced laparoscopic cases","year":2016,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":84,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; St. Michael's Hospital; McGill University","funders":"Imperial College London","keywords":"Medicine; Laparoscopy; Perioperative; Rating scale; Simulation training; Session (web analytics); Surgery; Physical therapy; General surgery; Medical physics; Simulation","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":[0.0009723271,0.0004102652,0.0003709617,0.0004848447,0.000337629,0.0006636255,0.0002832653,0.0005295193,0.009197891],"category_scores_gemma":[0.006182352,0.0002109985,0.0005008891,0.0003029616,0.0001928432,0.000624057,0.0008077702,0.0004110775,0.002565477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000329762,"about_ca_system_score_gemma":0.0008059488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001328391,"about_ca_topic_score_gemma":0.003222354,"domain_scores_codex":[0.9995816,0.0001277976,0.00004059634,0.00005277404,0.00009363952,0.0001035065],"domain_scores_gemma":[0.9958056,0.0009902033,0.0007203856,0.00025494,0.0005579454,0.001670929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002841982,0.003435754,0.7526984,0.0004163363,0.0003008243,0.0005939474,0.001835673,0.003878248,0.005684505,0.0002579916,0.01507842,0.2129779],"study_design_scores_gemma":[0.0001010224,0.004226071,0.9764445,0.0002515977,0.00009330225,0.00151071,0.002278101,0.003112829,0.001925522,0.0005639691,0.009440783,0.00005159052],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911782,0.0005223577,0.0005318522,0.0003547606,0.0001762614,0.00004054966,0.0001746325,0.00005848067,0.006962967],"genre_scores_gemma":[0.9917421,0.0007828042,0.001546267,0.0003738432,0.00006990672,0.00002995728,0.0006101214,0.00002535352,0.004819643],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009197891,"threshold_uncertainty_score":0.03077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03202148837511134,"score_gpt":0.3352147019034411,"score_spread":0.3031932135283298,"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."}}