{"id":"W4386153334","doi":"10.1080/08959420.2023.2245672","title":"The Potential of Social Policies in Preventing Dementia: An Ecological Study Using Systematic Review and Meta-Analysis","year":2023,"lang":"en","type":"review","venue":"Journal of Aging & Social Policy","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Outaouais; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Université de Montréal","funders":"","keywords":"Dementia; Meta-analysis; Poverty; Public health; Gerontology; Disease; Systematic review; Public policy; Environmental health; Medicine; Psychology; MEDLINE; Pathology; Economic growth; Political science; Economics","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.01136426,0.0003025043,0.006575427,0.0006003936,0.001579375,0.0002485716,0.0006876905,0.0002162225,0.00001958213],"category_scores_gemma":[0.001296573,0.0001827372,0.002716943,0.002088181,0.0002639138,0.0002083834,0.0001863669,0.0005675222,7.87991e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003867181,"about_ca_system_score_gemma":0.0013275,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008994629,"about_ca_topic_score_gemma":0.004376357,"domain_scores_codex":[0.9900382,0.005350446,0.002899176,0.000203478,0.0008815926,0.0006271545],"domain_scores_gemma":[0.9948503,0.0006430735,0.003979692,0.0001408128,0.0002449099,0.0001412295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.000003589557,0.0005663781,0.0002858069,0.7712887,0.1839134,0.00005418133,0.03296579,0.000006672591,2.012847e-8,0.00686682,0.0001796704,0.003868972],"study_design_scores_gemma":[0.0001680523,0.00005587858,0.00288968,0.008355674,0.9609432,0.000008073992,0.02304198,0.000001772223,3.858993e-9,0.0004313614,0.003800475,0.0003039108],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007166989,0.9944721,0.000002482099,0.003163934,0.0001019635,0.001464234,0.00001976968,0.00001142512,0.00004739482],"genre_scores_gemma":[0.005190606,0.9931484,0.00002069251,0.000356383,0.001087992,0.00003468078,0.000001345913,0.0000274146,0.0001324941],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7770297,"threshold_uncertainty_score":0.9997205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2424065199397166,"score_gpt":0.5216551546768897,"score_spread":0.2792486347371731,"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."}}