{"id":"W4321501252","doi":"10.2196/46398","title":"Design and Evaluation of Using Head-Mounted Virtual Reality for Learning Clinical Procedures: Mixed Methods Study","year":2023,"lang":"en","type":"article","venue":"JMIR Serious Games","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministry of Education, India; Ministry of Education - Singapore","keywords":"Usability; Virtual reality; Continuance; System usability scale; Perception; Mixed reality; Medical education; Nursing; Psychology; Medicine; Computer science; Human–computer interaction; Usability engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.00873443,0.0001333514,0.0004137144,0.0001996614,0.0001400919,0.00001595811,0.00005108458,0.0001318196,0.00001681255],"category_scores_gemma":[0.003901615,0.0001269357,0.00005521541,0.0004807094,0.00007241074,0.00006537083,0.00002588878,0.0001859223,0.000001937549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001452513,"about_ca_system_score_gemma":0.001240365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001081977,"about_ca_topic_score_gemma":0.00002237646,"domain_scores_codex":[0.9962781,0.001972167,0.0007323091,0.0003758677,0.0004296261,0.0002118969],"domain_scores_gemma":[0.9954978,0.002696628,0.0003001796,0.0002618498,0.001121755,0.0001218387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001892489,0.0008307016,0.6792409,0.001028503,0.0002680157,0.000002081656,0.02116965,0.05267532,0.003260641,0.00004103035,0.0008052164,0.2387854],"study_design_scores_gemma":[0.002385614,0.001420118,0.5345396,0.000138179,0.0002177995,0.00000449238,0.01591885,0.4447318,0.0002687188,0.0002266436,0.00005388766,0.00009430609],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9824371,0.0001177788,0.01152191,0.0004053661,0.0004041857,0.004962936,0.000003394079,0.0001399012,0.000007417733],"genre_scores_gemma":[0.9814482,0.00001085884,0.01757563,0.00006259818,0.0001830547,0.0005694975,0.00005114976,0.00003436711,0.00006460252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3920565,"threshold_uncertainty_score":0.5176289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2938679737809327,"score_gpt":0.6133170483400074,"score_spread":0.3194490745590747,"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."}}