{"id":"W4310530759","doi":"10.1186/s12889-022-14633-4","title":"Symptoms of depression and anxiety, and unmet healthcare needs in adults during the COVID-19 pandemic: a cross-sectional study from the Canadian Longitudinal Study on Aging","year":2022,"lang":"en","type":"article","venue":"BMC Public Health","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Dalhousie University; Public Health Agency of Canada; McMaster University; McGill University; Impact","funders":"Canadian Institutes of Health Research; Government of Canada","keywords":"Medicine; Cross-sectional study; Pandemic; Anxiety; Marital status; Depression (economics); Biostatistics; Public health; Mental health; Longitudinal study; Health care; Epidemiology; Residence; Odds; Hospital Anxiety and Depression Scale; Logistic regression; Gerontology; Psychiatry; Environmental health; Coronavirus disease 2019 (COVID-19); Demography; Population; Nursing; Disease; Infectious disease (medical specialty)","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":[0.001479439,0.0003914577,0.0004790611,0.00107461,0.002377099,0.001169398,0.001165683,0.0006608826,0.001238427],"category_scores_gemma":[0.002301196,0.0004909215,0.0008240329,0.002633928,0.0004392329,0.0005195133,0.0008546709,0.001365567,0.0002315098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005970983,"about_ca_system_score_gemma":0.008641019,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9304479,"about_ca_topic_score_gemma":0.9568516,"domain_scores_codex":[0.9991816,0.0000763798,0.00008311485,0.0001305308,0.0003157334,0.000212569],"domain_scores_gemma":[0.9981967,0.00009173078,0.0003876475,0.00009093641,0.0007903725,0.000442617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002313021,0.00003318524,0.9987379,0.00001421036,0.00003904912,0.00001815551,0.0002690948,0.00001056187,0.00003176696,0.000009248285,0.0003141776,0.000499607],"study_design_scores_gemma":[0.00000316733,0.00001860331,0.9991448,0.00001232533,0.00001566524,0.0000249269,0.0005450087,0.00003531809,0.000007534293,0.000003695846,0.000185304,0.000003610738],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903699,0.0006792986,0.0000804814,0.0002566061,0.0000182301,0.0001194381,0.007382382,0.00000620851,0.001087415],"genre_scores_gemma":[0.9939176,0.0005414867,0.0002421535,0.0002633251,0.00001336695,0.00008727184,0.004491286,0.000003529073,0.000439971],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06955206,"threshold_uncertainty_score":0.1399233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1572164083193694,"score_gpt":0.4496751807806534,"score_spread":0.292458772461284,"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."}}