{"id":"W2985166481","doi":"10.1186/s12888-019-2309-y","title":"Depression in middle and older adulthood: the role of immigration, nutrition, and other determinants of health in the Canadian longitudinal study on aging","year":2019,"lang":"en","type":"article","venue":"BMC Psychiatry","topic":"Migration, Health and Trauma","field":"Psychology","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; Canadian Association for Co-operative Education; MacEwan University; University of Toronto; Kwantlen Polytechnic University","funders":"Canadian Institutes of Health Research; Government of Canada; Fulbright Canada","keywords":"Medicine; Demography; Socioeconomic status; Depression (economics); Anthropometry; Gerontology; Immigration; Cohort; Longitudinal study; Cohort study; Logistic regression; Cross-sectional study; Center for Epidemiologic Studies Depression Scale; Environmental health; Psychiatry; Population; Anxiety; Depressive symptoms; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001890757,0.000315222,0.0004464255,0.001268463,0.002446469,0.001022694,0.0009956757,0.0004780605,0.001003973],"category_scores_gemma":[0.002369742,0.0002476181,0.0006121956,0.003707056,0.0005174872,0.0004214007,0.0009119561,0.0009174052,0.0001126029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009133432,"about_ca_system_score_gemma":0.01440202,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9832575,"about_ca_topic_score_gemma":0.989962,"domain_scores_codex":[0.999186,0.00008705301,0.00005161804,0.0001118476,0.000290478,0.0002730113],"domain_scores_gemma":[0.9987714,0.00006398679,0.0002228295,0.00005057039,0.0005160851,0.0003750863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004705919,0.00001796432,0.9949179,0.00002770113,0.00006092358,0.000028668,0.0004245781,0.00002969668,0.0000382886,0.00008114011,0.001061162,0.00326505],"study_design_scores_gemma":[0.000002703964,0.000006533141,0.9990122,0.00003562073,0.00002135369,0.00001608731,0.0003929052,0.00007022449,0.000008682004,0.00001854126,0.0004116055,0.000003566545],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9826006,0.006687672,0.0001636791,0.001783253,0.00006823341,0.00007823759,0.005899798,0.000009735874,0.002708585],"genre_scores_gemma":[0.9943027,0.002622412,0.0002152001,0.0001948756,0.00001813113,0.00002951686,0.002130365,0.000002927416,0.0004838474],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01674253,"threshold_uncertainty_score":0.06626797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03517848576457446,"score_gpt":0.3412563337504737,"score_spread":0.3060778479858993,"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."}}