{"id":"W4220844900","doi":"10.2196/34036","title":"Virtual Reality in Clinical Practice and Research: Viewpoint on Novel Applications for Nursing","year":2022,"lang":"en","type":"article","venue":"JMIR Nursing","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"NIH Clinical Center; National Institutes of Health","keywords":"Virtual reality; Nursing; Clinical Practice; Health care; Instructional simulation; Nursing practice; Medicine; Psychology; Computer science; Human–computer interaction","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":[0.004381663,0.000101668,0.0001758195,0.0002193492,0.0007582353,0.0001671402,0.0005219061,0.00005842349,0.000002414659],"category_scores_gemma":[0.0005755024,0.0001102369,0.00005254681,0.0009280323,0.0002051727,0.0003911991,0.0001448914,0.0006171576,0.000005724137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004683208,"about_ca_system_score_gemma":0.0001933139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000288324,"about_ca_topic_score_gemma":0.000002351866,"domain_scores_codex":[0.9976962,0.0003899147,0.000454237,0.0005826573,0.0004922925,0.0003846883],"domain_scores_gemma":[0.9971076,0.001770435,0.0001403896,0.0006801587,0.0001369524,0.0001644936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000611372,0.001360373,0.000004766055,0.000004662112,0.000002872823,5.515906e-7,0.001652381,0.0001436817,0.0002196082,0.4906698,0.003107427,0.5027727],"study_design_scores_gemma":[0.002622968,0.003127515,0.01776158,0.0003725166,0.00001987561,0.0001373137,0.007263669,0.1348245,0.0002242554,0.1483266,0.6847141,0.0006050961],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00487306,0.00009964273,0.9232201,0.06102706,0.0001824812,0.00227788,0.00003291122,0.00008644639,0.008200401],"genre_scores_gemma":[0.9624438,0.00002163046,0.03376232,0.001643699,0.00019981,0.001792433,0.00001890804,0.00002014481,0.00009720717],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9575708,"threshold_uncertainty_score":0.583181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2535841731525628,"score_gpt":0.5266159740740292,"score_spread":0.2730318009214664,"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."}}