{"id":"W3214905342","doi":"10.2196/34032","title":"Feasibility and Preliminary Efficacy of Web-Based and Mobile Interventions for Common Mental Health Problems in Working Adults: Multi-Arm Randomized Pilot Trial","year":2021,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychological intervention; Randomized controlled trial; Mental health; Medicine; Physical therapy; Population; mHealth; Anxiety; Intervention (counseling); Clinical psychology; Gerontology; Nursing; 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":[0.004522443,0.0001539424,0.0006820576,0.0003728192,0.0002186777,0.00005397692,0.0001437616,0.0000723702,0.00008429744],"category_scores_gemma":[0.0002818077,0.0001416708,0.0002426257,0.0004238144,0.0005062521,0.0002001808,0.0002173692,0.0004156132,0.000005799691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003018335,"about_ca_system_score_gemma":0.0001597289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002441753,"about_ca_topic_score_gemma":0.0007447836,"domain_scores_codex":[0.9954435,0.002108667,0.001244804,0.0003857304,0.0002951499,0.0005221697],"domain_scores_gemma":[0.9969357,0.002138865,0.0002944169,0.0002772738,0.0001772234,0.0001764898],"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":[0.8462279,0.03882985,0.003209277,0.00817327,0.0001636097,0.000004374987,0.02531417,0.000007332289,0.00001972592,0.001537122,0.0009579026,0.0755554],"study_design_scores_gemma":[0.9389663,0.02269749,0.0214661,0.007255816,0.00001026653,0.000009343184,0.005754118,0.002460754,0.0001228615,0.0008817957,0.0002027853,0.0001724176],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.980449,0.00351013,0.0002769871,0.0006864503,0.0003243473,0.01402145,0.0003515946,0.00002726042,0.0003527414],"genre_scores_gemma":[0.9925451,0.00005518688,0.0004092018,0.00002739295,0.00001668065,0.006591212,0.0001847469,0.00001961641,0.0001508081],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09273829,"threshold_uncertainty_score":0.5777169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2270038923962285,"score_gpt":0.5337111775112985,"score_spread":0.30670728511507,"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."}}