{"id":"W3212968063","doi":"10.21203/rs.3.rs-1065169/v1","title":"Trends in Burnout and Psychological Distress in Hospital Staff Over 12 Months of The COVID-19 Pandemic: A Prospective Longitudinal Survey","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute; University of Toronto; Centre for Addiction and Mental Health; Sinai Health System; Sunnybrook Health Science Centre; Health Canada","funders":"Canadian Institutes of Health Research","keywords":"Burnout; Emotional exhaustion; Occupational burnout; Medicine; Distress; Longitudinal study; Mental health; Pandemic; Prospective cohort study; Emotional distress; Demography; Health care; Coronavirus disease 2019 (COVID-19); Cohort study; Psychology; Clinical psychology; Psychiatry; Anxiety; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.008056433,0.0004547361,0.001167116,0.0007548376,0.0006697251,0.00005526765,0.0008580666,0.00149599,0.0008214876],"category_scores_gemma":[0.006266793,0.000302763,0.0002116469,0.001383115,0.0006508326,0.0001126668,0.003882949,0.009170277,0.000004274971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001664738,"about_ca_system_score_gemma":0.00206107,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05850246,"about_ca_topic_score_gemma":0.1660192,"domain_scores_codex":[0.981894,0.01195211,0.00139516,0.001494406,0.001729944,0.00153434],"domain_scores_gemma":[0.9928325,0.00409191,0.0004708722,0.001194122,0.0008088447,0.0006017009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005523436,0.001377461,0.9800388,0.002524264,0.00003391164,0.0001369677,0.008665714,0.00002424638,0.000007107911,0.0001681961,0.001060177,0.005410854],"study_design_scores_gemma":[0.001848877,0.000356805,0.9809511,0.007903061,0.000005908721,0.00000268886,0.00707293,0.0001007177,0.00000143416,0.001293566,0.000168055,0.0002949017],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845579,0.004580206,0.00001348085,0.004285493,0.0006663959,0.003086088,0.00193902,0.00003729457,0.000834117],"genre_scores_gemma":[0.9941516,0.002919905,0.00003287932,0.00008435325,0.0001983676,0.001408211,0.0004212881,0.00004676899,0.0007366522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1075168,"threshold_uncertainty_score":0.9999424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2650005257987255,"score_gpt":0.558186102536982,"score_spread":0.2931855767382565,"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."}}