{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00178867,0.0002041424,0.0008615144,0.00008481014,0.001103231,0.00009015029,0.0004721296,0.00004069396,0.00002502415],"category_scores_gemma":[0.00005924042,0.0001555901,0.0002391518,0.0003011958,0.0000864074,0.0003895816,0.0001845747,0.0001990734,0.000001581218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005894717,"about_ca_system_score_gemma":0.0005221314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001565141,"about_ca_topic_score_gemma":0.0002241591,"domain_scores_codex":[0.9969335,0.0008275241,0.0006833494,0.0005746738,0.0005797951,0.0004011266],"domain_scores_gemma":[0.9981093,0.0003738977,0.0006242126,0.0005869896,0.00008026783,0.0002253488],"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":[0.9691404,0.001960456,0.00003200242,0.000023615,0.00003288434,2.418532e-7,0.00319751,0.00005597895,0.00002040211,0.009832222,0.0008763861,0.01482787],"study_design_scores_gemma":[0.9795952,0.004406003,0.0003116143,0.00001852357,0.00001519816,0.000004198072,0.0007349543,0.01322313,0.0000459467,0.0007987482,0.0006609905,0.0001854531],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8157579,0.00004502686,0.1374233,0.00993599,0.0002465472,0.036111,0.0002314408,0.0001672993,0.00008147887],"genre_scores_gemma":[0.981093,0.000008184916,0.001069518,0.0007126039,0.00004893304,0.01664269,0.0002752016,0.00001378732,0.0001360245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1653351,"threshold_uncertainty_score":0.8485276,"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."}}