{"id":"W3012573264","doi":"10.2196/16066","title":"Efficacy of a Virtual Reality Biofeedback Game (DEEP) to Reduce Anxiety and Disruptive Classroom Behavior: Single-Case Study","year":2020,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Behavioral and Psychological Studies","field":"Psychology","cited_by":103,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Radboud Universiteit; ZonMw","keywords":"Anxiety; Psychology; Psychological intervention; Biofeedback; Clinical psychology; Developmental psychology; 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":[0.0002181148,0.0002855005,0.0005600536,0.0000424949,0.0001959807,0.00001843273,0.0001617544,0.000113787,0.000267652],"category_scores_gemma":[0.00001438299,0.0002331558,0.00009650611,0.0003926364,0.000190936,0.00005460383,0.0002194671,0.0003154347,0.00007651827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001117749,"about_ca_system_score_gemma":0.00001636185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001457297,"about_ca_topic_score_gemma":0.000278509,"domain_scores_codex":[0.9974477,0.0004023617,0.0006295238,0.0007846399,0.000251385,0.000484348],"domain_scores_gemma":[0.9987781,0.00007337003,0.0002131355,0.0002999078,0.00003704561,0.0005984428],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.004212283,0.01866772,0.1778165,0.00005917205,0.0001194821,0.000520766,0.2414467,4.590778e-7,0.00235284,0.0001626531,0.009759784,0.5448817],"study_design_scores_gemma":[0.003745292,0.01430418,0.8863328,0.000036428,0.00004970936,0.0003229871,0.09110668,0.000001759504,0.00004393345,0.000006998927,0.003701347,0.0003479059],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906958,0.0002600734,0.00001486777,0.004863025,0.0003412069,0.002990882,0.0002679632,0.00009073508,0.0004754077],"genre_scores_gemma":[0.9977067,0.00002394023,0.00007747983,0.001642771,0.0001246793,0.0002582807,0.00001852073,0.00002260622,0.0001250906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7085163,"threshold_uncertainty_score":0.9507819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2615058944044852,"score_gpt":0.4347900957999399,"score_spread":0.1732842013954547,"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."}}