{"id":"W4402616828","doi":"10.2196/64494","title":"Using Extended Reality to Enhance Effectiveness and Group Identification in Remote Group Therapy for Anxiety Disorders: A Critical Analysis","year":2024,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Interactivity; Anxiety; Group psychotherapy; Virtual reality; Identification (biology); Psychology; Virtual Reality Exposure Therapy; Social anxiety; Psychotherapist; Appeal; Exposure therapy; Computer science; Clinical psychology; Multimedia; Human–computer interaction; Psychiatry","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":[0.07442605,0.0006390513,0.001072495,0.005262724,0.003170636,0.00456466,0.001645159,0.0009072835,0.005151736],"category_scores_gemma":[0.1536251,0.0004448816,0.001631418,0.002012848,0.004276081,0.005497619,0.00316801,0.00219028,0.0002976064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01023926,"about_ca_system_score_gemma":0.008894911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002215653,"about_ca_topic_score_gemma":0.004423203,"domain_scores_codex":[0.9451407,0.04450492,0.002630402,0.001089952,0.005527352,0.001106681],"domain_scores_gemma":[0.7268561,0.2393736,0.007310036,0.003451216,0.02171154,0.001297414],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.003549058,0.001719414,0.01396245,0.02047608,0.0008002102,0.0005200355,0.2062665,0.0003731435,0.001823121,0.04398661,0.007415105,0.6991084],"study_design_scores_gemma":[0.002738046,0.02588121,0.1436241,0.08029339,0.008765082,0.00173165,0.5453581,0.003536462,0.01672185,0.02513458,0.1456168,0.0005986999],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7330151,0.08867488,0.03265455,0.02059879,0.002010898,0.03476892,0.0005424906,0.000131093,0.08760333],"genre_scores_gemma":[0.9334983,0.02632659,0.02684255,0.001881722,0.0003665075,0.00767621,0.0001183285,0.00007519132,0.003214551],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07442605,"threshold_uncertainty_score":0.3936073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.116553322839434,"score_gpt":0.5827788355295244,"score_spread":0.4662255126900904,"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."}}