{"id":"W4226190791","doi":"10.2196/35674","title":"Using Mixed Reality Headsets to Deliver Remote Bedside Teaching During the COVID-19 Pandemic: Feasibility Trial of HoloLens 2","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute for Health and Care Research","keywords":"Headset; Trainer; Coronavirus disease 2019 (COVID-19); Medicine; Medical education; Pandemic; Personal protective equipment; Medical emergency; Session (web analytics); Telemedicine; Likert scale; Checklist; Medical physics; Emergency medicine; Psychology; Computer science; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01089749,0.000147022,0.0003480708,0.0004552151,0.001836266,0.00002462674,0.0003177455,0.000080413,0.0002558217],"category_scores_gemma":[0.002824014,0.0001178947,0.0001300814,0.0009071412,0.000222022,0.0001562269,0.0004171695,0.001659617,0.0000106955],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004363243,"about_ca_system_score_gemma":0.001493806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005133292,"about_ca_topic_score_gemma":0.00009497616,"domain_scores_codex":[0.9925289,0.003992778,0.0007747385,0.0003861417,0.001725357,0.0005920523],"domain_scores_gemma":[0.9950715,0.00259601,0.0002232431,0.000899324,0.0007424606,0.0004674091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.08642542,0.001665805,0.6284759,0.002723303,0.0001797043,0.00002806155,0.2447164,0.01509118,0.006738742,0.0004510458,0.007221921,0.00628247],"study_design_scores_gemma":[0.04393831,0.003285851,0.8474842,0.0002592826,0.0000486771,0.0001737003,0.07669258,0.0196201,0.001139998,0.002010073,0.004889166,0.0004581127],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867975,0.00003934519,0.0004131582,0.007938032,0.0002714252,0.004098782,0.0001318976,0.00006014967,0.0002497657],"genre_scores_gemma":[0.9984404,0.000004193325,0.0003740478,0.0005865446,0.0002079621,0.0001960249,0.00005843132,0.00002298227,0.0001093753],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2190082,"threshold_uncertainty_score":0.9994632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4653405174043921,"score_gpt":0.5891975442111821,"score_spread":0.1238570268067899,"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."}}