{"id":"W4223519829","doi":"10.2196/35526","title":"Virtual Reality Behavioral Activation for Adults With Major Depressive Disorder: Feasibility Randomized Controlled Trial","year":2022,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Randomized controlled trial; Major depressive disorder; Medicine; Telehealth; Behavioral activation; Virtual reality; Tolerability; Physical therapy; Telemedicine; Psychiatry; Adverse effect; Clinical psychology; Mood; Health care; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004303025,0.001362643,0.003011811,0.0007400119,0.0006968802,0.0009697931,0.00121201,0.002148163,0.008299279],"category_scores_gemma":[0.004687732,0.000939119,0.002326521,0.0006225259,0.00126065,0.001007292,0.0008129679,0.001868883,0.000929312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009938854,"about_ca_system_score_gemma":0.002368648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001726037,"about_ca_topic_score_gemma":0.002955602,"domain_scores_codex":[0.997101,0.001957945,0.0002355271,0.0002811668,0.0001862332,0.0002380905],"domain_scores_gemma":[0.997744,0.0008198505,0.0005631078,0.0002078854,0.0002194363,0.0004458653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9566436,0.02104316,0.0008137132,0.001820626,0.001178181,0.00004504669,0.0001146475,0.0002807787,0.001118512,0.0001487612,0.0005288894,0.01626412],"study_design_scores_gemma":[0.9164987,0.08060785,0.001581838,0.00009685638,0.0003631124,0.00001410305,0.00003582835,0.0002296603,0.0000851873,0.00008264757,0.0003939505,0.00001024292],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8626372,0.006746117,0.003047881,0.001145644,0.001250898,0.1203982,0.001573888,0.0002225813,0.002977632],"genre_scores_gemma":[0.8519827,0.003391914,0.008694508,0.001245465,0.0005995658,0.1314344,0.00057851,0.00001488091,0.002058126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008299279,"threshold_uncertainty_score":0.0277639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02843037364557223,"score_gpt":0.3563206816680189,"score_spread":0.3278903080224467,"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."}}