{"id":"W4396682816","doi":"10.2196/51932","title":"Evaluating the Effects of a Self-Help Mobile Phone App on Worry and Rumination Experienced by Young Adults: Randomized Controlled Trial","year":2024,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Movement Disorders","funders":"","keywords":"Worry; Rumination; Randomized controlled trial; Anxiety; Psychological intervention; Clinical psychology; Intervention (counseling); Mental health; Psychology; Depression (economics); Medicine; Psychiatry; Cognition; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003209166,0.001926481,0.005285549,0.0009055164,0.0008419922,0.001691646,0.001354184,0.00332339,0.01182657],"category_scores_gemma":[0.005696787,0.001051112,0.003782702,0.0007699295,0.0012902,0.001440716,0.0007275437,0.003195648,0.001133752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001043082,"about_ca_system_score_gemma":0.001882945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002498179,"about_ca_topic_score_gemma":0.004159362,"domain_scores_codex":[0.9978968,0.001034565,0.0002818125,0.000373496,0.0001986156,0.00021469],"domain_scores_gemma":[0.9977374,0.0009791668,0.0005467459,0.0001510827,0.0002018314,0.0003837099],"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":[0.979114,0.005964183,0.0002885977,0.003434116,0.002151591,0.00002968476,0.00005426485,0.00009524486,0.0005449171,0.00006098362,0.000331957,0.00793033],"study_design_scores_gemma":[0.9784544,0.01950293,0.0005222448,0.0001320026,0.0008982282,0.000007356688,0.00001677311,0.0001131214,0.0001067669,0.00004976662,0.0001899444,0.000006512681],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9062087,0.018784,0.002081345,0.00157037,0.003647299,0.06000629,0.002841847,0.0005086305,0.004351552],"genre_scores_gemma":[0.9048594,0.009006459,0.005669754,0.001589484,0.001456979,0.07162683,0.00100791,0.00004364731,0.004739525],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01182657,"threshold_uncertainty_score":0.03956383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02681973000445541,"score_gpt":0.4417509662417098,"score_spread":0.4149312362372544,"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."}}