{"id":"W4308683903","doi":"10.1093/schizbullopen/sgac036","title":"Canadian Healthcare System and Individuals with Severe Mental Disorders During Coronavirus Disease 2019: Challenges and Unmet Needs","year":2022,"lang":"en","type":"review","venue":"Schizophrenia Bulletin Open","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"Canadian Institutes of Health Research; Bausch Health; H. Lundbeck A/S; National Natural Science Foundation of China; Purdue University; Biogen; Sunovion; Novo Nordisk; Eisai; Sanofi; Pfizer","keywords":"Mental health; Pandemic; Health care; Population; Medicine; Mental illness; Nursing; Business; Disease; Psychiatry; Environmental health; Coronavirus disease 2019 (COVID-19); Economic growth; 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":[0.00187245,0.0002951456,0.0005759403,0.001349049,0.01503323,0.004338926,0.001775742,0.001520825,0.009985484],"category_scores_gemma":[0.007442903,0.0003305407,0.0007844263,0.003352628,0.002558815,0.002398882,0.004574466,0.003925884,0.0006058862],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06184167,"about_ca_system_score_gemma":0.2054854,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9885396,"about_ca_topic_score_gemma":0.9961248,"domain_scores_codex":[0.9966428,0.0003842947,0.0001028402,0.0001204395,0.0008969416,0.001852633],"domain_scores_gemma":[0.991465,0.0003194331,0.0005912287,0.00008409928,0.002207636,0.005332722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000122319,0.0002903296,0.2938159,0.0008720872,0.000166017,0.001250287,0.04821581,0.0002640178,0.0003156666,0.01373566,0.4284753,0.2124767],"study_design_scores_gemma":[0.00004845035,0.0001048331,0.6437002,0.003199708,0.000128319,0.0006743742,0.1701275,0.0004213454,0.00008237518,0.004490786,0.176841,0.000181122],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.2608116,0.02340467,0.0003429412,0.6106066,0.0021636,0.0002737215,0.00489423,0.00007701268,0.09742565],"genre_scores_gemma":[0.9013749,0.03535083,0.001290844,0.04916454,0.0005268531,0.0001592971,0.002193414,0.00004992907,0.009889418],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.9381583,"threshold_uncertainty_score":0.4486948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07344302454744349,"score_gpt":0.377586868591543,"score_spread":0.3041438440440995,"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."}}