{"id":"W4380871692","doi":"10.2196/41590","title":"Feasibility and Preliminary Efficacy of Digital Interventions for Depressive Symptoms in Working Adults: Multiarm Randomized Controlled Trial","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychological intervention; Randomized controlled trial; Context (archaeology); Medicine; Mental health; Physical therapy; Intervention (counseling); Clinical 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":[0.003808318,0.0001716744,0.001041498,0.0008738482,0.0001489825,0.00009038322,0.0002656133,0.0001273011,0.00006110103],"category_scores_gemma":[0.00263911,0.0001381093,0.000758316,0.0007123556,0.0005502058,0.0004243471,0.0002858241,0.0003897429,0.0000646619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001601761,"about_ca_system_score_gemma":0.00004965144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003210015,"about_ca_topic_score_gemma":0.00002434732,"domain_scores_codex":[0.9960022,0.001071104,0.00151937,0.0003732544,0.0004085808,0.0006255011],"domain_scores_gemma":[0.9893435,0.009584502,0.0003632179,0.0003013571,0.0002704266,0.0001369853],"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":[0.9557222,0.003052535,0.000673276,0.0005816146,0.0002593786,0.000005130155,0.007915462,0.000002506552,0.000001011135,0.002669951,0.00032277,0.02879421],"study_design_scores_gemma":[0.9750753,0.003428774,0.01054989,0.002163511,0.00002391288,0.000002738803,0.002952012,0.001300725,0.00002006495,0.004346736,0.00001822851,0.0001180824],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.972867,0.0005479609,0.0002142468,0.0002331691,0.0005829229,0.02167987,0.0002130372,0.00006509048,0.003596737],"genre_scores_gemma":[0.9835041,0.00001082582,0.00001762871,0.000003871653,0.0000472105,0.01550783,0.0001036382,0.00002239536,0.0007825575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02867613,"threshold_uncertainty_score":0.5631932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1377602842118494,"score_gpt":0.513715513710159,"score_spread":0.3759552294983096,"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."}}