{"id":"W3164401599","doi":"10.1016/j.annepidem.2021.05.004","title":"The impact of the COVID-19 pandemic on mental health of nurses in British Columbia, Canada using trends analysis across three time points","year":2021,"lang":"en","type":"article","venue":"Annals of Epidemiology","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada Auto Workers; Institute for Work & Health; University of British Columbia; Public Health Ontario; University of Toronto; University of British Columbia Hospital","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Medicine; Coronavirus disease 2019 (COVID-19); Pandemic; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Mental health; Virology; Psychiatry; Pathology; Disease; Outbreak; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004156318,0.0001311753,0.001108133,0.00007314461,0.0002180357,0.000005138964,0.000345552,0.0001377008,0.0007114026],"category_scores_gemma":[0.001861336,0.000120162,0.0004644969,0.0009737157,0.0004231685,0.00002427223,0.0001288804,0.0002412162,0.000001050953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007734525,"about_ca_system_score_gemma":0.003360037,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9929482,"about_ca_topic_score_gemma":0.9976879,"domain_scores_codex":[0.9950013,0.002408672,0.001260475,0.0003925178,0.0001650636,0.0007719889],"domain_scores_gemma":[0.9942765,0.00376242,0.0009919418,0.0006479798,0.00008811464,0.0002330216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001288162,0.0001577426,0.9514635,0.00003445187,0.0004760748,0.000006808151,0.0005024562,0.0006519605,0.00004446987,0.00004768727,0.03221418,0.01427182],"study_design_scores_gemma":[0.0005975137,0.0003151932,0.9940416,0.00004746038,0.00002797088,0.00004396643,0.0005665582,0.0003083948,0.000008129442,0.0008353641,0.003117497,0.00009031307],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884344,0.002654683,0.000009587083,0.00657563,0.0003923619,0.0001875714,0.001543945,0.000005033674,0.0001967415],"genre_scores_gemma":[0.9887931,0.0004629548,0.00001421636,0.009858966,0.00002597788,0.000007613236,0.00008298082,0.00001140101,0.0007427713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0425781,"threshold_uncertainty_score":0.7789359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2341992250392433,"score_gpt":0.53498756317732,"score_spread":0.3007883381380767,"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."}}