{"id":"W4387662077","doi":"10.2196/47443","title":"Patient Perceptions of In Vivo Versus Virtual Reality Exposures for the Treatment of Anxiety Disorders: Cross-Sectional Survey Study","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Virtual Reality Exposure Therapy; Phobias; Exposure therapy; Anxiety; Clinical psychology; Specific phobia; Psychology; Medicine; Anxiety disorder; 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":[0.002157383,0.00009228363,0.0001593168,0.0002420258,0.0003100477,0.00007464422,0.0004550267,0.00004430578,0.00001239969],"category_scores_gemma":[0.0001953228,0.0000620029,0.00008789921,0.001485783,0.0002362304,0.0003393323,0.0001740126,0.0001058787,0.000008664691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001848227,"about_ca_system_score_gemma":0.0001413617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001649661,"about_ca_topic_score_gemma":0.002972944,"domain_scores_codex":[0.9979194,0.0004733343,0.0004053761,0.0002278603,0.0006656904,0.0003083495],"domain_scores_gemma":[0.9967722,0.002110698,0.00009506356,0.0005335766,0.0004299715,0.00005852649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001142268,0.008178098,0.7212336,0.00004882657,0.000159705,3.216806e-7,0.1350542,0.004000428,0.0004207276,0.01065623,0.002087694,0.1170179],"study_design_scores_gemma":[0.001138531,0.005537643,0.9737971,0.000003626716,9.619622e-7,1.352947e-7,0.006077886,0.01215299,0.0002110743,0.0004325766,0.0005930323,0.00005438159],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916613,0.000009183635,0.005940783,0.0001118012,0.00008422125,0.001619159,0.0003496228,0.00002066171,0.0002033207],"genre_scores_gemma":[0.9986082,0.000195363,0.0000337954,0.000001655387,0.00001261173,0.001074489,0.00002655927,0.000004869177,0.00004241642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2525635,"threshold_uncertainty_score":0.2528405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1667835983190214,"score_gpt":0.4709667645878309,"score_spread":0.3041831662688095,"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."}}