{"id":"W3216895454","doi":"10.1136/bmjopen-2020-048090","title":"Depressive symptoms in adults in rural and urban regions of Canada: a cross-sectional analysis of the Canadian Longitudinal Study on Aging","year":2021,"lang":"en","type":"article","venue":"BMJ Open","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; University of Victoria; Brandon University; University of Manitoba","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Cross-sectional study; Depressive symptoms; Gerontology; Public health; Environmental health; Epidemiology; Depression (economics); Psychiatry; Nursing; Anxiety","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":[0.00109824,0.0003334307,0.0005180081,0.001365063,0.002320442,0.000920311,0.0009368958,0.0003791991,0.001077078],"category_scores_gemma":[0.001842505,0.0003808041,0.0007097513,0.004952968,0.000415901,0.0003132552,0.0008825538,0.0006560602,0.000168871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01033931,"about_ca_system_score_gemma":0.01545943,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9884998,"about_ca_topic_score_gemma":0.9911755,"domain_scores_codex":[0.99921,0.00007368638,0.00006060202,0.0001563117,0.0003099873,0.0001893809],"domain_scores_gemma":[0.9982623,0.00006984948,0.0003464357,0.00007314539,0.0008863258,0.0003619142],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004960558,0.0000169089,0.9978417,0.00002666394,0.00008245129,0.00002668156,0.0002711057,0.00003345236,0.00006569128,0.00003200319,0.0004947271,0.001059054],"study_design_scores_gemma":[0.000004917682,0.000009238049,0.9993273,0.00001126667,0.00002182524,0.00001798697,0.0002960889,0.00005747542,0.00001091211,0.00000558729,0.00023439,0.000003016572],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888356,0.0009653792,0.0001242805,0.0002336261,0.0000108576,0.00007223478,0.008763697,0.000007038293,0.0009872792],"genre_scores_gemma":[0.9934607,0.0007129298,0.000296773,0.0001185153,0.000006153849,0.00005115052,0.004839032,0.000004342954,0.0005104017],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01150018,"threshold_uncertainty_score":0.07501727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1021293542259208,"score_gpt":0.4842091943511623,"score_spread":0.3820798401252415,"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."}}