{"id":"W4406799895","doi":"10.2196/68272","title":"Enhancing Immersion in Virtual Reality–Based Advanced Life Support Training: Randomized Controlled Trial","year":2025,"lang":"en","type":"article","venue":"JMIR Serious Games","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Immersion (mathematics); Randomized controlled trial; Virtual reality; Virtual world; Psychology; Computer science; Human–computer interaction; Medicine; World Wide Web; Mathematics","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":[0.001783361,0.0002744664,0.001959784,0.0005902773,0.00009684148,0.00002692859,0.0001095137,0.0002276307,0.0004320541],"category_scores_gemma":[0.002365696,0.0002369393,0.0004061864,0.0005512271,0.0001092246,0.00009147222,0.00001751268,0.0003465282,0.00001956816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003265747,"about_ca_system_score_gemma":0.003464226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001584787,"about_ca_topic_score_gemma":0.00004922723,"domain_scores_codex":[0.996631,0.0005917059,0.001488076,0.0004639263,0.0003975716,0.0004277616],"domain_scores_gemma":[0.9956957,0.002945106,0.0003727173,0.0004561628,0.0002874108,0.000242892],"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":[0.9886842,0.0003015284,0.0008510922,0.0001713735,0.0000989488,0.0000115404,0.003075539,0.001420509,0.0006703966,0.0003613604,0.0006555066,0.003698032],"study_design_scores_gemma":[0.98343,0.0005153748,0.001828075,0.0004506428,0.0001314591,0.00000156959,0.005816516,0.00624742,0.0006680761,0.0001234043,0.0005960506,0.0001914238],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9714234,0.0002462759,0.0006168878,0.01086681,0.002184349,0.01165592,0.000005655632,0.0001697376,0.002830998],"genre_scores_gemma":[0.9904608,0.00001809119,0.0002571331,0.003750911,0.0002903117,0.003225806,0.0001280645,0.00003102142,0.001837856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01903743,"threshold_uncertainty_score":0.9662105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0233524978825224,"score_gpt":0.3736066065592608,"score_spread":0.3502541086767384,"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."}}