{"id":"W4399564100","doi":"10.1371/journal.pone.0305229","title":"The prevalence of mental health and addiction concerns and factors associated with depression and anxiety during the COVID-19 pandemic in Ontario, Canada: A cross-sectional study","year":2024,"lang":"en","type":"article","venue":"PLoS ONE","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto; Sunnybrook Hospital","funders":"Garry Hurvitz Centre for Brain and Mental Health; Canadian Institutes of Health Research; Sunnybrook Research Institute","keywords":"Cross-sectional study; Pandemic; Anxiety; Depression (economics); Mental health; Coronavirus disease 2019 (COVID-19); Medicine; Addiction; Psychiatry; 2019-20 coronavirus outbreak; Environmental health; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Comorbidity; Virology; Disease; Outbreak; Internal medicine; Pathology","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":[0.0005196881,0.0003179138,0.0002931341,0.0009259996,0.002213583,0.000895949,0.0008784169,0.000443367,0.001479778],"category_scores_gemma":[0.001377512,0.0004558305,0.000522822,0.002090897,0.0007298503,0.0004402318,0.000789046,0.0005857833,0.0001912064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01384702,"about_ca_system_score_gemma":0.01386538,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9860269,"about_ca_topic_score_gemma":0.9907499,"domain_scores_codex":[0.9993419,0.00003920307,0.00005627031,0.00009085869,0.0002752333,0.0001965845],"domain_scores_gemma":[0.9981641,0.0000764079,0.0006576856,0.00004808262,0.0006462599,0.0004075315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001440195,0.00001970929,0.9982305,0.00002695634,0.00001961591,0.00003189745,0.0005764254,0.00001614824,0.00008258086,0.000009858927,0.0002796738,0.0006922497],"study_design_scores_gemma":[0.000001482088,0.00001354708,0.9991357,0.0000124571,0.0000058888,0.00002045495,0.000589438,0.00003198885,0.00001056349,0.000002216118,0.0001735465,0.000002661621],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942051,0.0005315836,0.0000702405,0.0002084401,0.000009565903,0.0000997313,0.003388101,0.000006524356,0.001480787],"genre_scores_gemma":[0.99767,0.0004272009,0.0001152578,0.0001109005,0.000006116611,0.00003655174,0.001023216,0.000002093545,0.0006086652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01397312,"threshold_uncertainty_score":0.1004677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1087041229808236,"score_gpt":0.3699832618106766,"score_spread":0.2612791388298531,"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."}}