{"id":"W4318320790","doi":"10.1002/aet2.10845","title":"Optimizing simulator‐based training for emergency transesophageal echocardiography: A randomized controlled trial","year":2023,"lang":"en","type":"article","venue":"AEM Education and Training","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Randomized controlled trial; Medicine; Test (biology); Ultrasound; Physical therapy; Clinical endpoint; Surgery; Radiology","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":[0.001902707,0.001251683,0.003469926,0.0004592593,0.0005324954,0.001230727,0.0013132,0.002674259,0.007146233],"category_scores_gemma":[0.004295369,0.0006521567,0.001859821,0.0005377226,0.0009719604,0.001069321,0.0005990173,0.002258166,0.0005496811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007988699,"about_ca_system_score_gemma":0.001699132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001282949,"about_ca_topic_score_gemma":0.001463486,"domain_scores_codex":[0.9983436,0.0009673512,0.0001679482,0.0002507039,0.000112432,0.0001579837],"domain_scores_gemma":[0.9979825,0.0008539778,0.000475107,0.000116087,0.0001421851,0.0004300358],"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":[0.9627656,0.01689349,0.0007337739,0.002024439,0.001681013,0.00002711118,0.00005162535,0.0003077924,0.0005213429,0.000105069,0.000503156,0.01438554],"study_design_scores_gemma":[0.9127612,0.08250498,0.002096507,0.0002328957,0.00116629,0.00001097071,0.00004244389,0.0005647359,0.0001520422,0.0001114664,0.0003415932,0.00001491974],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9800565,0.01013072,0.0008979331,0.0006470561,0.001054911,0.005392891,0.0004451648,0.0001030601,0.001271867],"genre_scores_gemma":[0.9784341,0.003620296,0.002545984,0.0006893432,0.0005636306,0.0127486,0.0003114335,0.00001201104,0.001074555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007146233,"threshold_uncertainty_score":0.02390653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08431219757725435,"score_gpt":0.3992775203787404,"score_spread":0.314965322801486,"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."}}