{"id":"W4407702961","doi":"10.1037/ccp0000938","title":"A whole-of-society approach to depression prevention during the global pandemic: Preliminary data from three large-scale trials.","year":2025,"lang":"en","type":"article","venue":"Journal of Consulting and Clinical Psychology","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Health Services and Policy Research","funders":"National Institute of Mental Health; National Institutes of Health; Patient-Centered Outcomes Research Institute","keywords":"Pandemic; Psychology; Scale (ratio); Depression (economics); Coronavirus disease 2019 (COVID-19); Clinical psychology; Psychiatry; Psychotherapist; Medicine; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.01101416,0.0006161891,0.00116963,0.0005348947,0.0008181343,0.001490293,0.0008741361,0.001571477,0.008073722],"category_scores_gemma":[0.02395197,0.000302428,0.002118094,0.0008174758,0.0008710236,0.001771162,0.00166689,0.00237707,0.0004903332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001133805,"about_ca_system_score_gemma":0.004071522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003934198,"about_ca_topic_score_gemma":0.009199477,"domain_scores_codex":[0.9929886,0.005369012,0.0006626824,0.0002879869,0.0003873374,0.0003044616],"domain_scores_gemma":[0.9904903,0.005586549,0.001436531,0.0006448975,0.0004937313,0.001348032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.1974817,0.04694186,0.01887145,0.03736437,0.01035182,0.0002089414,0.002076203,0.001357468,0.001576966,0.001115914,0.008241454,0.6744118],"study_design_scores_gemma":[0.5849444,0.279532,0.07376597,0.0218185,0.01208523,0.0002818724,0.003675952,0.001420053,0.001779385,0.001992842,0.01857908,0.0001246372],"study_design_candidate":"randomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8498997,0.06872966,0.003484217,0.01122223,0.001902708,0.04688701,0.002249938,0.0003319454,0.01529253],"genre_scores_gemma":[0.9434384,0.02033649,0.009251866,0.003268411,0.0004669429,0.02158136,0.0006441195,0.00003030308,0.0009821771],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01101416,"threshold_uncertainty_score":0.05824918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2581085092184626,"score_gpt":0.5545826113123848,"score_spread":0.2964741020939223,"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."}}