{"id":"W3112779867","doi":"10.4103/wsp.wsp_45_20","title":"Mental Health and Healthcare in Canada during the COVID-19 Epidemic: A Social Perspective","year":2020,"lang":"en","type":"article","venue":"World Social Psychiatry","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Humber River Regional Hospital; Canadian Mental Health Association; University of Toronto","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Perspective (graphical); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Mental health; Health care; Pandemic; Sociology; Psychology; Medicine; Virology; Political science; Psychiatry; Computer science; Outbreak; Disease; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":false,"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":[0.002030713,0.0002831136,0.0005067335,0.002193175,0.020343,0.009275761,0.001831868,0.002821566,0.005381787],"category_scores_gemma":[0.005170443,0.000327081,0.0006774866,0.003662687,0.006271908,0.002651091,0.00622343,0.006897495,0.0002063617],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1797245,"about_ca_system_score_gemma":0.3048142,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9937906,"about_ca_topic_score_gemma":0.9978681,"domain_scores_codex":[0.9948478,0.0006416818,0.0001227276,0.0001557762,0.0008962073,0.003335799],"domain_scores_gemma":[0.9916974,0.0004195906,0.0005308717,0.00006330631,0.00190314,0.005385598],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002864361,0.0007323787,0.4830339,0.0006332938,0.0003308665,0.003615954,0.1750574,0.001169277,0.0006808708,0.07218275,0.1534242,0.1088526],"study_design_scores_gemma":[0.00004506106,0.0001543381,0.4094858,0.001420505,0.0001421716,0.0007253696,0.4392251,0.001112829,0.0002021042,0.007732045,0.1395228,0.0002317506],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4091183,0.01506011,0.0003709464,0.5123684,0.001667807,0.000149075,0.002143392,0.00003917667,0.05908285],"genre_scores_gemma":[0.9533451,0.01283068,0.0004686629,0.02660109,0.0006677707,0.00006880031,0.0004422303,0.00002967809,0.005545961],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1797245,"threshold_uncertainty_score":0.9514033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06607385996095592,"score_gpt":0.4176568447135508,"score_spread":0.3515829847525949,"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."}}