{"id":"W2894573129","doi":"10.1097/eja.0000000000000890","title":"The effect of virtual reality bronchoscopy simulator training on performance of bronchoscopic-guided intubation in patients","year":2018,"lang":"en","type":"article","venue":"European Journal of Anaesthesiology","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; Mount Sinai Hospital","funders":"","keywords":"Medicine; Intubation; Checklist; Anesthesia; Airway; Tracheal intubation; Randomized controlled trial; Physical therapy; Airway management; Laryngoscopy; Surgery; Psychology","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":[0.002048551,0.0001129938,0.0003806422,0.0001965837,0.0000659464,0.000003238034,0.0001647054,0.00005931671,0.00002427696],"category_scores_gemma":[0.001174867,0.00007402932,0.00006999743,0.0001876735,0.0002313998,0.00005753736,0.00001393651,0.0003079953,0.000008593508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000109221,"about_ca_system_score_gemma":0.0002221122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001227341,"about_ca_topic_score_gemma":0.000002017195,"domain_scores_codex":[0.9972866,0.001182696,0.0009972914,0.0001209062,0.0002437803,0.000168769],"domain_scores_gemma":[0.997352,0.0009234,0.0008398798,0.0002607496,0.000539035,0.00008492635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002608296,0.00006602555,0.9307838,0.00006452783,0.00002255245,0.000002394753,0.001929067,0.001538911,0.0001983056,0.00003624745,0.0002211183,0.06252874],"study_design_scores_gemma":[0.002325521,0.08329681,0.9104195,0.0004302947,0.00002032192,0.000003114782,0.0001283938,0.0006457216,0.002575715,0.000004876763,0.0001028185,0.00004688746],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986472,0.0000203922,0.0000179683,0.0004187626,0.0004538145,0.0002240897,0.000001428793,0.000004812317,0.0002115714],"genre_scores_gemma":[0.9994355,0.00004482052,0.00008146555,0.0001543288,0.0002481168,8.34929e-7,0.000005124769,0.00001832123,0.00001149869],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08323079,"threshold_uncertainty_score":0.3018828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03221636007148303,"score_gpt":0.3306196567653467,"score_spread":0.2984032966938637,"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."}}