{"id":"W3205331611","doi":"10.1016/j.jpsychires.2021.10.006","title":"Universal depression prevention: An umbrella review of meta-analyses","year":2021,"lang":"en","type":"review","venue":"Journal of Psychiatric Research","topic":"Physical Activity and Health","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"Cilag; Brain and Behaviour Research Institute, University of Wollongong; National Health and Medical Research Council; Geelong Region Medical Research Foundation; University of Melbourne; Meat and Livestock Australia; Pfizer; Ian Potter Foundation; David and Elaine Potter Foundation; Servier; Eli Lilly and Company; Australian Rotary Health; Sanofi; Medical Research Council; Wilson Foundation","keywords":"CINAHL; Psychological intervention; Meta-analysis; MEDLINE; PsycINFO; Medicine; Depression (economics); Systematic review; Psychiatry; Public health; Nursing","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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005495644,0.0002705588,0.005843712,0.0009812146,0.0001074641,0.00002049257,0.0004895233,0.0002567139,0.001038437],"category_scores_gemma":[0.00064301,0.0001580993,0.003901383,0.002489128,0.00009254444,0.0001234059,0.0001188667,0.002523198,0.00001693085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001954255,"about_ca_system_score_gemma":0.005082564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003904592,"about_ca_topic_score_gemma":0.000003577471,"domain_scores_codex":[0.9918059,0.00345226,0.00179653,0.0003361837,0.002264516,0.0003446146],"domain_scores_gemma":[0.9946005,0.0007254707,0.001788608,0.0006979318,0.001693387,0.0004940658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007473862,0.002308525,0.000004828667,0.3388635,0.006029082,0.0001660267,0.00001438054,4.45047e-7,0.000002861454,0.0001652874,0.02791453,0.6244558],"study_design_scores_gemma":[0.0003769263,0.001781157,0.0000074612,0.1102051,0.03723673,0.0005452938,0.00002644872,0.000001226503,0.00000352972,0.0002176437,0.8494818,0.0001166719],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001734859,0.9963719,0.00005088133,0.0006734219,0.000170911,0.0005827148,0.00001136526,0.000003659341,0.002117746],"genre_scores_gemma":[0.00002023622,0.9964473,0.001500532,0.00004217987,0.001086151,0.000006859303,0.00002108971,0.00003219322,0.0008434241],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8215672,"threshold_uncertainty_score":0.9998748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7704768857842681,"score_gpt":0.6684792807331337,"score_spread":0.1019976050511344,"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."}}