{"id":"W4392775029","doi":"10.1111/aogs.14810","title":"Procedure‐specific simulation for vaginal surgery training: A randomized controlled trial","year":2024,"lang":"en","type":"article","venue":"Acta Obstetricia Et Gynecologica Scandinavica","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Advancing Health Outcomes; University of Calgary; University of Alberta; University of British Columbia","funders":"Royal College of Physicians and Surgeons of Canada","keywords":"Medicine; Randomized controlled trial; Confidence interval; Hysterectomy; Physical therapy; Surgery; Internal medicine","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":[0.005136191,0.001613182,0.004777137,0.0006497964,0.0007124562,0.001269644,0.001581925,0.003134561,0.010747],"category_scores_gemma":[0.006954203,0.0008673841,0.002253485,0.0007185822,0.001772928,0.001321752,0.0007337462,0.002391972,0.000877205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001161673,"about_ca_system_score_gemma":0.002800582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001357282,"about_ca_topic_score_gemma":0.001719281,"domain_scores_codex":[0.9960095,0.002565404,0.0003368322,0.000536042,0.0002649958,0.0002872554],"domain_scores_gemma":[0.9966424,0.001520088,0.000772675,0.0002484879,0.0002290764,0.0005872312],"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":[0.9807032,0.009282148,0.0003987222,0.00157135,0.000952169,0.00002275687,0.00004870897,0.0001675592,0.0004006299,0.000122986,0.0003535553,0.005976157],"study_design_scores_gemma":[0.96098,0.03719534,0.0005479525,0.0001028822,0.0004715218,0.000007321777,0.0000166945,0.0002366924,0.00009148315,0.00008977585,0.0002529595,0.000007278674],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9439235,0.009717176,0.002326112,0.001225872,0.0019687,0.03729295,0.00105443,0.0002438117,0.002247493],"genre_scores_gemma":[0.916746,0.00424018,0.006260228,0.001209047,0.0009097405,0.06711355,0.0006297815,0.00002323617,0.002868293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.010747,"threshold_uncertainty_score":0.03595227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.078145075115773,"score_gpt":0.3518897298368265,"score_spread":0.2737446547210535,"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."}}