{"id":"W3199569302","doi":"10.2196/29586","title":"Effectiveness and Utility of Virtual Reality Simulation as an Educational Tool for Safe Performance of COVID-19 Diagnostics: Prospective, Randomized Pilot Trial","year":2021,"lang":"en","type":"article","venue":"JMIR Serious Games","topic":"Dental Research and COVID-19","field":"Dentistry","cited_by":91,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung","keywords":"Personal protective equipment; Medicine; Randomized controlled trial; Virtual reality; Hygiene; Health care; Economic shortage; Physical therapy; Coronavirus disease 2019 (COVID-19); Medical education; Medical physics; Computer science; Surgery; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004844037,0.001808417,0.003519102,0.0009066301,0.0007286154,0.00112589,0.001540012,0.002334655,0.006062499],"category_scores_gemma":[0.006174583,0.001042005,0.00213877,0.000646858,0.001746717,0.001292168,0.0009077499,0.002112499,0.0009044731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009814173,"about_ca_system_score_gemma":0.002215013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0012564,"about_ca_topic_score_gemma":0.001184552,"domain_scores_codex":[0.9959125,0.002284011,0.0004085682,0.0006181682,0.0003658324,0.0004109565],"domain_scores_gemma":[0.9936243,0.002857781,0.001304375,0.000561012,0.0004625382,0.001189915],"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":[0.8775995,0.105644,0.001271425,0.0005610482,0.0004829788,0.00002717313,0.0001204315,0.0003968615,0.001568286,0.0000533929,0.0001331311,0.01214162],"study_design_scores_gemma":[0.3751754,0.6190457,0.00390032,0.00004471333,0.0004192241,0.00001188544,0.0000513868,0.0005006739,0.0005763787,0.00005493308,0.0001997564,0.0000196525],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884387,0.0007866113,0.0005984337,0.0000926173,0.0002107718,0.009028148,0.0002876979,0.00005109367,0.0005059286],"genre_scores_gemma":[0.9713382,0.001043858,0.00377516,0.0002033607,0.0003434801,0.02167962,0.0003563037,0.00001516585,0.001244938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006062499,"threshold_uncertainty_score":0.02561802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03174665721745077,"score_gpt":0.3988514905107428,"score_spread":0.367104833293292,"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."}}