{"id":"W3167315278","doi":"10.2196/29681","title":"Virtual Reality for Supporting the Treatment of Depression and Anxiety: Scoping Review","year":2021,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":194,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Massey University","keywords":"Anxiety; Mental health; Depression (economics); Psychiatry; Health care; Cognitive behavioral therapy; Virtual Reality Exposure Therapy; Medicine; Psychology; Clinical psychology","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":[0.007226552,0.00155618,0.004469799,0.01722615,0.001186322,0.003989566,0.002427861,0.003187943,0.006277093],"category_scores_gemma":[0.0315353,0.0007932119,0.005015947,0.01449828,0.001202774,0.00265814,0.002129566,0.001572973,0.0008335992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003307675,"about_ca_system_score_gemma":0.01396281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008305396,"about_ca_topic_score_gemma":0.01571663,"domain_scores_codex":[0.995042,0.001468041,0.00185112,0.0002850702,0.001166612,0.0001870845],"domain_scores_gemma":[0.9726139,0.02124223,0.003029743,0.0003408634,0.002498326,0.0002749424],"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":[0.00009262021,0.00003504651,0.0002414094,0.8427677,0.001312338,0.000164488,0.0004131517,0.000182031,0.0002344401,0.0009108215,0.004329613,0.1493163],"study_design_scores_gemma":[0.00003122272,0.00007193677,0.0006277954,0.9535339,0.005056569,0.0002828104,0.0002769795,0.00006895821,0.0001261252,0.0004543373,0.03945096,0.00001827984],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002826916,0.9979339,0.000187126,0.0002986981,0.0002044571,0.0002681649,0.0001397682,0.00000896971,0.0006763343],"genre_scores_gemma":[0.002633842,0.9958425,0.0004916694,0.0002913998,0.0001031856,0.0003428401,0.0001156551,0.000004436926,0.0001744717],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01722615,"threshold_uncertainty_score":0.03821814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0555542950114707,"score_gpt":0.4204500162482544,"score_spread":0.3648957212367837,"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."}}