{"id":"W4399512772","doi":"10.2196/53106","title":"Multidisciplinary Design–Based Multimodal Virtual Reality Simulation in Nursing Education: Mixed Methods Study","year":2024,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Multidisciplinary approach; Computer science; Human–computer interaction; Nursing; Medicine; World Wide Web; Sociology","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":[0.01407252,0.001020806,0.001270401,0.00248533,0.001289877,0.001624532,0.001439127,0.001306874,0.004090518],"category_scores_gemma":[0.01376078,0.0006553412,0.001532523,0.001250649,0.0007829085,0.0009470612,0.001780258,0.0005713609,0.0005988791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001389621,"about_ca_system_score_gemma":0.002822499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008864382,"about_ca_topic_score_gemma":0.00168195,"domain_scores_codex":[0.9852839,0.01077216,0.001047026,0.0008966914,0.00143489,0.0005653496],"domain_scores_gemma":[0.9885958,0.007457377,0.001032364,0.0008819562,0.001564473,0.0004680056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.008391801,0.09542002,0.1879252,0.01072553,0.001513669,0.002153256,0.1139238,0.003446428,0.01219746,0.003583747,0.001728223,0.5589908],"study_design_scores_gemma":[0.007994383,0.3181213,0.3305402,0.007654543,0.002636134,0.004511402,0.2202983,0.01517474,0.02327822,0.005026477,0.06403711,0.0007271881],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9718878,0.001501937,0.01249962,0.0001286156,0.00005567047,0.01153351,0.0002282139,0.000030969,0.002133691],"genre_scores_gemma":[0.9233995,0.002439463,0.03817614,0.0005630839,0.0001105407,0.03263303,0.0003084136,0.00003031152,0.002339628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01407252,"threshold_uncertainty_score":0.07442349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05066213227635712,"score_gpt":0.4907547068297751,"score_spread":0.440092574553418,"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."}}