{"id":"W4322719318","doi":"10.1177/07067437231156254","title":"Sociodemographic Differences in Physician-Based Mental Health and Virtual Care Utilization and Uptake of Virtual Care Among Children and Adolescents During the COVID-19 Pandemic in Ontario, Canada: A Population-Based Study","year":2023,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Centre for Addiction and Mental Health; Ontario Centre of Excellence for Child and Youth Mental Health; Children's Hospital of Eastern Ontario; Mental Health Research Canada; Institute for Clinical Evaluative Sciences; Hospital for Sick Children; Women's College Hospital; University of Toronto","funders":"Canadian Institutes of Health Research","keywords":"Residence; Medicine; Socioeconomic status; Mental health; Pandemic; Poisson regression; Demography; Health care; Population; Confidence interval; Rate ratio; Gerontology; Environmental health; Coronavirus disease 2019 (COVID-19); Psychiatry; Disease","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0005791649,0.0003442196,0.0003390961,0.0009562979,0.001797382,0.0009862164,0.001101347,0.0005004799,0.001695011],"category_scores_gemma":[0.001597726,0.0004696755,0.0008101839,0.002592385,0.0007723045,0.000484034,0.0007485666,0.0007131607,0.0001994467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01600497,"about_ca_system_score_gemma":0.01373199,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9829859,"about_ca_topic_score_gemma":0.9898815,"domain_scores_codex":[0.9991795,0.00005673846,0.00006099321,0.0001314903,0.0002790198,0.0002921658],"domain_scores_gemma":[0.9984422,0.00007575375,0.0006012654,0.00006569722,0.0004126096,0.0004024052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001231465,0.00001282101,0.9987881,0.000008849043,0.00002061508,0.00001964986,0.0003827956,0.00002146234,0.0000343621,0.00001515074,0.0002453301,0.0004387238],"study_design_scores_gemma":[0.000002054646,0.000008747425,0.9990396,0.000009997822,0.000006945588,0.00001754059,0.0006683365,0.00005919248,0.000009069378,0.000003496697,0.000172379,0.000002644666],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952057,0.000267614,0.00005150218,0.0001699216,0.000006833091,0.00003638837,0.00341902,0.000005113739,0.0008377758],"genre_scores_gemma":[0.9979764,0.0001920738,0.00007641072,0.00006010367,0.000004742946,0.00002315606,0.001286067,0.000002931674,0.0003781722],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01701409,"threshold_uncertainty_score":0.1161247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02758744591989919,"score_gpt":0.2977573723783181,"score_spread":0.2701699264584189,"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."}}