{"id":"W2899704744","doi":"10.2196/10965","title":"Implementations of Virtual Reality for Anxiety-Related Disorders: Systematic Review","year":2018,"lang":"en","type":"review","venue":"JMIR Serious Games","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":160,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Anxiety; Phobias; Virtual Reality Exposure Therapy; Virtual reality; Exposure therapy; Psychology; Specific phobia; Implementation; Clinical psychology; Psychotherapist; Panic disorder; Computer science; Psychiatry; Human–computer interaction","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":[0.001030392,0.00044634,0.00249695,0.0001694289,0.0001514701,0.0001083566,0.00161516,0.0002104476,0.00002011105],"category_scores_gemma":[0.0003136367,0.000343071,0.0008429307,0.001024541,0.0001093918,0.0003038632,0.0002744462,0.0001627759,0.00006715552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001190433,"about_ca_system_score_gemma":0.0004203024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004028013,"about_ca_topic_score_gemma":0.00005012656,"domain_scores_codex":[0.9963701,0.0003493539,0.001901978,0.0006383094,0.0003422367,0.0003980439],"domain_scores_gemma":[0.9957442,0.0003793759,0.001610613,0.001893838,0.0002195199,0.000152407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[5.199295e-7,0.00008043694,5.856266e-8,0.5919502,0.0001767416,1.035344e-7,0.0001470481,1.393794e-7,1.097375e-7,0.01569444,0.008899736,0.3830505],"study_design_scores_gemma":[0.0001376736,0.0002570843,0.000001569736,0.2246831,0.0008644589,0.0000197886,0.00002416412,0.00008468594,5.063619e-7,0.001289962,0.7722839,0.000353079],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[3.492006e-7,0.9592462,0.02948581,0.0002742975,0.0001489958,0.01001548,0.0003739533,0.0001331281,0.0003217936],"genre_scores_gemma":[0.00001355698,0.9928333,0.001342841,0.0001237891,0.00003915811,0.004990912,0.0002957495,0.00003840977,0.0003223233],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7633842,"threshold_uncertainty_score":0.9999021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04295115605138036,"score_gpt":0.3906185377200256,"score_spread":0.3476673816686452,"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."}}