{"id":"W4389350848","doi":"10.2196/48916","title":"Effectiveness and User Experience of Virtual Reality for Social Anxiety Disorder: Systematic Review","year":2023,"lang":"en","type":"review","venue":"JMIR Mental Health","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Charles Sturt University","keywords":"Psychological intervention; PsycINFO; Virtual reality; Usability; Social anxiety; Inclusion (mineral); Distress; Medicine; Cochrane Library; User experience design; Systematic review; Clinical psychology; MEDLINE; Psychology; Anxiety; Psychiatry; Randomized controlled trial; Computer science","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":[0.01058003,0.001206528,0.006871392,0.006415114,0.0006872143,0.002919948,0.001979128,0.001763184,0.004257792],"category_scores_gemma":[0.05109259,0.0009014257,0.007724529,0.006171764,0.001046088,0.002295827,0.001570973,0.001264387,0.0002150271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003561896,"about_ca_system_score_gemma":0.007924824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005592242,"about_ca_topic_score_gemma":0.01415275,"domain_scores_codex":[0.987843,0.00571155,0.003529581,0.0005842372,0.002117454,0.0002141326],"domain_scores_gemma":[0.9564279,0.0340616,0.006319715,0.0004823798,0.002335078,0.0003733359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0004821233,0.00004361394,0.0007621077,0.9417209,0.01006174,0.00006259145,0.0003541255,0.00007303021,0.00007854081,0.0001222819,0.0005530776,0.04568586],"study_design_scores_gemma":[0.000635298,0.0008195357,0.005766055,0.9003163,0.08132409,0.0004534538,0.0006748113,0.0001481432,0.0002704022,0.0002108784,0.009323014,0.00005803677],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00336716,0.9950708,0.0001762627,0.000135615,0.00007050101,0.0005758782,0.0002336718,0.00001173855,0.0003584041],"genre_scores_gemma":[0.05373419,0.9429782,0.001112038,0.0004029826,0.00008058007,0.001356642,0.0001825545,0.000007903149,0.0001448643],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01058003,"threshold_uncertainty_score":0.0559532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07436882538387982,"score_gpt":0.443577506646091,"score_spread":0.3692086812622112,"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."}}