{"id":"W2089157351","doi":"10.1097/sih.0b013e31826230d4","title":"Does Surgical “Warming up” Improve Laparoscopic Simulator Performance?","year":2012,"lang":"en","type":"article","venue":"Simulation in Healthcare The Journal of the Society for Simulation in Healthcare","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Obstetrics and gynaecology; Randomized controlled trial; Physical therapy; Laparoscopy; Warming up; Surgery; Pregnancy","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":[0.0006218193,0.0002682262,0.0003235176,0.00008925881,0.0001025973,0.0001767369,0.0001763154,0.0002878631,0.002436052],"category_scores_gemma":[0.00240832,0.0001094263,0.0002359159,0.0000516872,0.0002462291,0.0001718722,0.0001743923,0.0002494089,0.000234218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007129081,"about_ca_system_score_gemma":0.0002079237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009652204,"about_ca_topic_score_gemma":0.0001756064,"domain_scores_codex":[0.9997479,0.0001309513,0.00002232152,0.00002955553,0.00003585723,0.0000334311],"domain_scores_gemma":[0.9984965,0.0006638641,0.0004831999,0.00006546175,0.00005681767,0.0002342501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.1003164,0.02661328,0.269899,0.003764317,0.0008970614,0.0002427679,0.001004726,0.002195527,0.1135221,0.000178714,0.001643323,0.4797228],"study_design_scores_gemma":[0.002779511,0.2618699,0.7055894,0.0002939099,0.0006355477,0.0003694977,0.0004740028,0.002183959,0.02290811,0.0002217168,0.002621646,0.00005284357],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991477,0.0002898697,0.0002179766,0.00007238376,0.00001921976,0.00002696804,0.00001606019,0.000008520782,0.0002014084],"genre_scores_gemma":[0.9985008,0.0003763574,0.0007214514,0.00007171684,0.00005661416,0.00004539217,0.00004964706,0.000001982028,0.0001760678],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002436052,"threshold_uncertainty_score":0.008149385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05004471201613171,"score_gpt":0.3818527182670138,"score_spread":0.3318080062508821,"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."}}