{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0003425507,0.0002168878,0.0003910795,0.00007707741,0.001369591,0.00001674559,0.0002113384,0.00007260127,0.0001991751],"category_scores_gemma":[0.00003446483,0.0002050971,0.00008598185,0.0005945001,0.0001287293,0.0000431854,0.0000865875,0.0006813183,0.00001030567],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.006347352,"about_ca_system_score_gemma":0.01128655,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9552366,"about_ca_topic_score_gemma":0.9942324,"domain_scores_codex":[0.9974253,0.0006078679,0.000454435,0.0005368391,0.0002729578,0.0007026179],"domain_scores_gemma":[0.9988817,0.0001064603,0.0002131844,0.0001195029,0.00001819737,0.0006609716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007641891,0.00009436556,0.4694074,0.0004634288,0.00005751687,0.00001361375,0.2059322,7.299885e-7,0.000002446409,0.07121714,0.250697,0.001350009],"study_design_scores_gemma":[0.004012663,0.0001489329,0.4261624,0.00002900999,0.00001124882,0.00001638272,0.4045976,0.000008965178,2.487868e-7,0.003206045,0.1613736,0.0004329047],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2384168,0.004263689,0.000003936538,0.7536219,0.001445042,0.000701418,0.0001914191,0.00005167838,0.001304112],"genre_scores_gemma":[0.775874,0.00005948379,0.00001999408,0.2224842,0.001209204,0.00004370042,0.00001420752,0.00002581513,0.0002694553],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5374572,"threshold_uncertainty_score":0.9999305,"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."}}