{"id":"W4372291693","doi":"10.2196/43240","title":"Adverse Effects of Virtual and Augmented Reality Interventions in Psychiatry: Systematic Review","year":2023,"lang":"en","type":"review","venue":"JMIR Mental Health","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":94,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"PsycINFO; Adverse effect; Psychological intervention; Modalities; Systematic review; Medicine; Mental health; MEDLINE; Inclusion (mineral); Psychiatry; Psychology; Internal medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001441495,0.0003076384,0.002389994,0.0003009465,0.00008846232,0.00002476565,0.0006318689,0.0001040772,0.00000196966],"category_scores_gemma":[0.00009578041,0.000245927,0.0004116454,0.001279556,0.00004751262,0.0001728935,0.0003541639,0.0002615666,0.00004440256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003833427,"about_ca_system_score_gemma":0.0004761319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002493701,"about_ca_topic_score_gemma":0.0001969368,"domain_scores_codex":[0.9961869,0.0008593373,0.001825285,0.0004893757,0.0003191386,0.000319989],"domain_scores_gemma":[0.9974292,0.000210106,0.00120684,0.0009004647,0.00002412651,0.0002292422],"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":[5.397544e-7,0.0001901233,3.506592e-7,0.9102384,0.00004181863,8.855527e-7,0.0001110759,2.253692e-8,1.435776e-8,0.007488415,0.001639505,0.08028881],"study_design_scores_gemma":[0.0002221899,0.000335816,0.00004585179,0.9898662,0.0001235442,0.00001971318,0.00003133467,0.00003894244,4.230458e-8,0.0001247384,0.00901708,0.0001745589],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002897663,0.989415,0.0008055815,0.0006455749,0.0002880901,0.008629104,0.0001075589,0.00007849788,0.00002764665],"genre_scores_gemma":[0.00001613641,0.9978092,0.0002465405,0.0002604951,0.00001333426,0.001375969,0.0001265217,0.00002127794,0.0001305698],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.08011425,"threshold_uncertainty_score":0.9999993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0705470156543754,"score_gpt":0.4383258889562353,"score_spread":0.3677788733018599,"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."}}