{"id":"W4416579328","doi":"10.1016/j.genhosppsych.2025.11.009","title":"Immersive virtual reality versus non-immersive serious games for cognitive training in mild cognitive impairment: A systematic review and network meta-analysis","year":2025,"lang":"en","type":"review","venue":"General Hospital Psychiatry","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Humanities and Social Science Fund of Ministry of Education of China; Ministry of Education of the People's Republic of China","keywords":"Montreal Cognitive Assessment; Cognition; Psychological intervention; Cognitive training; Rehabilitation; Randomized controlled trial; Virtual reality; Geriatric Depression Scale","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.005090664,0.002014404,0.01407433,0.003306262,0.0005681975,0.002747502,0.001805383,0.002108571,0.004996843],"category_scores_gemma":[0.01487875,0.0009670657,0.01927369,0.004260344,0.0006967195,0.001443157,0.001555872,0.002122693,0.0003252758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002062366,"about_ca_system_score_gemma":0.003255473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00817726,"about_ca_topic_score_gemma":0.02541052,"domain_scores_codex":[0.9970156,0.000941582,0.001104073,0.0003943069,0.0003903384,0.00015422],"domain_scores_gemma":[0.9934202,0.00483346,0.0011224,0.0001386007,0.0003751059,0.0001103107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00398903,0.0001065831,0.00120468,0.7515653,0.2115708,0.000092606,0.0001764369,0.0002126789,0.0003555515,0.0001469087,0.0007407438,0.02983865],"study_design_scores_gemma":[0.002894644,0.000619841,0.003738715,0.07927915,0.9093179,0.00009841544,0.0001423238,0.0001187816,0.0001626525,0.0002236645,0.003361586,0.00004232246],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003600462,0.9952086,0.0002543053,0.00008719955,0.0001094163,0.0002979065,0.0002268728,0.00001393581,0.0002014483],"genre_scores_gemma":[0.0755007,0.9209507,0.001337331,0.0007397522,0.0001359255,0.0007166431,0.000254276,0.0000179189,0.0003467422],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01407433,"threshold_uncertainty_score":0.02692235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0674214115222554,"score_gpt":0.3642394725222382,"score_spread":0.2968180609999828,"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."}}