{"id":"W4409765237","doi":"10.2196/70160","title":"A Virtual Reality–Based Cognitive Defusion Application for Youth Depression and Anxiety: Mixed Methods Experimental Study","year":2025,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Health and Medical Research Council; Medical Research Council; State Government of Victoria","keywords":"Preprint; Psychology; Anxiety; Mixed reality; Psychotherapist; Cognition; Virtual reality; Computer science; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000959806,0.0001758778,0.0002407156,0.0001296349,0.0005743998,0.00009196097,0.0002658837,0.0000630047,0.000001139891],"category_scores_gemma":[0.00002501089,0.0001620601,0.00005008095,0.0003989954,0.00004903835,0.0002309454,0.0002599942,0.00009768172,0.000001939361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002137706,"about_ca_system_score_gemma":0.0002135224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005037166,"about_ca_topic_score_gemma":0.00004752366,"domain_scores_codex":[0.9981816,0.00033802,0.0003523706,0.0006280315,0.0002077928,0.0002921858],"domain_scores_gemma":[0.999028,0.0001565062,0.0001623563,0.0003983416,0.00005786374,0.0001968977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000241356,0.002390538,0.0006133589,0.0000498209,0.00001929103,1.04241e-7,0.009175139,0.000007127291,0.004470163,0.004777899,0.0006422289,0.977613],"study_design_scores_gemma":[0.02661693,0.01494062,0.1225424,0.0009849478,0.0001044239,0.00001593637,0.1120895,0.5208881,0.184717,0.003724443,0.01157449,0.001801245],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3147096,0.0001822545,0.6800092,0.0009318835,0.0001047264,0.003780979,0.00007419055,0.0001025055,0.0001045962],"genre_scores_gemma":[0.9847014,0.00001341865,0.01250807,0.00118961,0.00002128793,0.001390352,0.0001295012,0.000009880312,0.00003649741],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9758117,"threshold_uncertainty_score":0.6608617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04140265416077608,"score_gpt":0.4392414810476299,"score_spread":0.3978388268868538,"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."}}