{"id":"W4311234333","doi":"10.1177/10731911221138930","title":"The Eight-Item Center for Epidemiological Studies Depression Scale in the English Longitudinal Study of Aging: Longitudinal and Gender Invariance, Sum Score Models, and External Associations","year":2022,"lang":"en","type":"article","venue":"Assessment","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"NIHR Cambridge Biomedical Research Centre; Cundill Centre for Child and Youth Depression; National Institute for Health and Care Research; Department of Health and Social Care; Wellcome Trust","keywords":"Psychology; Longitudinal study; Measurement invariance; Center for Epidemiologic Studies Depression Scale; Depression (economics); Epidemiology; Population; Clinical psychology; Psychometrics; Psychiatry; Developmental psychology; Demography; Confirmatory factor analysis; Depressive symptoms; Medicine; Anxiety; Statistics; Structural equation modeling; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004260538,0.000102367,0.000265581,0.00003378125,0.002254748,0.00007719023,0.0002326896,0.00003371873,0.000006514694],"category_scores_gemma":[0.0003383311,0.00005978559,0.00004382151,0.0001323991,0.000148471,0.0001527225,0.0002567166,0.0002343595,3.160694e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001680189,"about_ca_system_score_gemma":0.00009517439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001308166,"about_ca_topic_score_gemma":0.00672606,"domain_scores_codex":[0.99758,0.000996378,0.0003638705,0.0002577613,0.0004460699,0.0003559073],"domain_scores_gemma":[0.9968825,0.002644756,0.0001786671,0.0001323914,0.000104927,0.00005678366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001285468,0.0002284159,0.9636964,0.00002333232,0.00003496673,0.000001741361,0.01708257,0.00008627668,1.37349e-7,0.01774265,0.0006161043,0.0004746081],"study_design_scores_gemma":[0.0005540088,0.00009530634,0.9184403,0.00001596013,0.00002670176,7.550217e-7,0.07127457,0.0004310121,1.291187e-7,0.008365778,0.000731187,0.00006424107],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927984,0.002202118,0.0003064318,0.002987096,0.0003260497,0.0009272419,0.00003843396,0.000009937317,0.0004042246],"genre_scores_gemma":[0.9979993,0.0008233198,0.0002626085,0.0003507065,0.0001207748,0.0003929601,0.000004444677,0.000004788161,0.00004116525],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.054192,"threshold_uncertainty_score":0.9990442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2508825796586657,"score_gpt":0.4538288189161054,"score_spread":0.2029462392574398,"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."}}