{"id":"W4220803254","doi":"10.1007/s00268-022-06529-6","title":"Surgical Simulation Training for Medical Students: Strategies and Implications in Botswana","year":2022,"lang":"en","type":"article","venue":"World Journal of Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto; Vancouver General Hospital; Royal Columbian Hospital","funders":"","keywords":"Cardiothoracic surgery; Vascular surgery; Abdominal surgery; Cardiac surgery; Medicine; Training (meteorology); Medical education; General surgery; Surgery; Geography","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":[0.002466683,0.00007713915,0.0003666677,0.000464335,0.0001203917,0.00004470864,0.00007529897,0.00002968287,0.0005639171],"category_scores_gemma":[0.0003576139,0.00006796496,0.0001427206,0.0004131253,0.0000433492,0.0001604227,0.00003644174,0.0003246762,2.95662e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000664571,"about_ca_system_score_gemma":0.0003229002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003001682,"about_ca_topic_score_gemma":0.000008545779,"domain_scores_codex":[0.9983184,0.00009329539,0.0006587396,0.0001086613,0.0006524891,0.0001684039],"domain_scores_gemma":[0.9965067,0.002961068,0.0002027369,0.00006249499,0.00008306286,0.000183937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002460617,0.0006982614,0.7018838,0.00006874887,0.0001945128,0.0008450429,0.001505903,0.02817009,0.00002306928,0.007117641,0.0003890735,0.2566433],"study_design_scores_gemma":[0.009185577,0.0001894194,0.8094257,0.0002496546,0.00008931168,0.0008051592,0.004992075,0.01104186,0.000002931656,0.00238912,0.161411,0.0002182614],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934422,0.0005984331,0.0005192779,0.004177399,0.0001880775,0.0001468884,0.000003391684,0.00001361774,0.0009107441],"genre_scores_gemma":[0.9991487,0.00004032048,0.0001035135,0.0004102021,0.0001833505,0.00001203306,0.000009336904,0.00001116057,0.00008133223],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.256425,"threshold_uncertainty_score":0.6174497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1061041790033909,"score_gpt":0.3962538547452882,"score_spread":0.2901496757418973,"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."}}