{"id":"W2893753676","doi":"10.1186/s40463-018-0309-4","title":"Assessing the role of virtual reality training in Canadian Otolaryngology–Head &amp; Neck Residency Programs: A national survey of program directors and residents","year":2018,"lang":"en","type":"article","venue":"Journal of Otolaryngology - Head and Neck Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Division of Undergraduate Education","keywords":"Medical education; Competence (human resources); Otorhinolaryngology; Apprenticeship; Virtual reality; Medicine; Head and neck; Psychology; Computer science; Surgery; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003026517,0.000188977,0.0001799509,0.001819272,0.001906043,0.0009943045,0.001164031,0.000385475,0.001453631],"category_scores_gemma":[0.00890775,0.000337701,0.0002484648,0.002108467,0.0009435047,0.0006499769,0.001587081,0.0005678437,0.0001517704],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009908644,"about_ca_system_score_gemma":0.02338914,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7932824,"about_ca_topic_score_gemma":0.8775152,"domain_scores_codex":[0.9969881,0.0003899756,0.000195494,0.0002253859,0.001441902,0.000759119],"domain_scores_gemma":[0.9899753,0.0008532113,0.002438641,0.0001583111,0.003421586,0.003152929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004232955,0.0001300599,0.9777161,0.0001037642,0.0000177102,0.00006587655,0.006604312,0.00008575091,0.0003427991,0.00006616156,0.001864778,0.01296033],"study_design_scores_gemma":[0.000002301379,0.00006529403,0.9872251,0.00003502422,0.000005630418,0.00004864561,0.01080178,0.0001402692,0.00005838224,0.000005489085,0.001604476,0.000007734239],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965878,0.0002222236,0.00007773387,0.0006854857,0.000008310248,0.00007070133,0.0005396821,0.000009022556,0.001799014],"genre_scores_gemma":[0.9982374,0.0004531303,0.0003144481,0.0001997662,0.000006888664,0.0000438485,0.0003316834,0.000003266131,0.0004095564],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9900914,"threshold_uncertainty_score":0.41587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09599146546912411,"score_gpt":0.3774300341983309,"score_spread":0.2814385687292068,"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."}}