{"id":"W4385585801","doi":"10.2196/46458","title":"Efficacy of a Text-Based Mental Health Coaching App in Improving the Symptoms of Stress, Anxiety, and Depression: Randomized Controlled Trial","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Medical University","keywords":"Anxiety; Mental health; Psychological intervention; Randomized controlled trial; Depression (economics); Clinical psychology; Coaching; Medicine; Intervention (counseling); Psychiatry; Psychology; Internal medicine; Psychotherapist","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00306065,0.001675227,0.005340923,0.001026126,0.001042279,0.001634456,0.001782949,0.003706888,0.01375388],"category_scores_gemma":[0.004181908,0.001028906,0.003349193,0.0009630374,0.001654161,0.001688443,0.0008177992,0.003091082,0.001236667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001224111,"about_ca_system_score_gemma":0.002087285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002346194,"about_ca_topic_score_gemma":0.004163806,"domain_scores_codex":[0.9980593,0.0008265052,0.0002701177,0.0003746295,0.0002270081,0.0002424311],"domain_scores_gemma":[0.9980714,0.0007101592,0.0004800611,0.0001296141,0.0001780538,0.0004306896],"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":[0.9649823,0.01666633,0.0002922396,0.003142252,0.001403936,0.00003646515,0.00005677135,0.0001051364,0.0006699428,0.00006680049,0.0003928712,0.012185],"study_design_scores_gemma":[0.9679118,0.03021776,0.0005800232,0.000135596,0.000615455,0.000006823218,0.00002202221,0.0001415719,0.0001219752,0.00004826373,0.0001907272,0.000007943436],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.909098,0.01533124,0.002043753,0.001668878,0.003364134,0.0623929,0.002131963,0.0004415888,0.003527566],"genre_scores_gemma":[0.8974807,0.00898599,0.005070959,0.002203091,0.001909333,0.07815649,0.0009067605,0.00004107453,0.00524559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01375388,"threshold_uncertainty_score":0.04601133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04482298619962717,"score_gpt":0.4587710920606492,"score_spread":0.413948105861022,"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."}}