{"id":"W3158036058","doi":"10.1016/j.genhosppsych.2021.04.012","title":"Psychological impact of the COVID-19 pandemic on hospital workers over time: Relationship to occupational role, living with children and elders, and modifiable factors","year":2021,"lang":"en","type":"article","venue":"General Hospital Psychiatry","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":79,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute; Sunnybrook Health Science Centre; Sinai Health System; Public Health Ontario; University of Toronto","funders":"Canadian Institutes of Health Research","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Occupational safety and health; Medicine; Gerontology; Psychology; Psychiatry; Virology; Disease","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":[],"consensus_categories":[],"category_scores_codex":[0.0003354925,0.0002800357,0.0003274579,0.00008526987,0.0009144396,0.00002239884,0.000169905,0.0003402636,0.0003212047],"category_scores_gemma":[0.0003923584,0.000165774,0.0001182206,0.0003495487,0.0001194459,0.0001223096,0.0001862808,0.0008095074,0.00001299015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001510963,"about_ca_system_score_gemma":0.0009598071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001027643,"about_ca_topic_score_gemma":0.0001679929,"domain_scores_codex":[0.9975936,0.000478871,0.000466746,0.0005674692,0.0003901744,0.000503161],"domain_scores_gemma":[0.9982291,0.000522844,0.0002592977,0.0003848399,0.0001121238,0.0004918343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001003261,0.0002022369,0.9890333,0.00004140661,0.0000567718,5.950972e-7,0.0009528022,0.000240104,0.00001743283,0.0004910392,0.008599568,0.0002644423],"study_design_scores_gemma":[0.0007297755,0.0006353974,0.9960714,0.0006373763,0.00002240709,0.000005035782,0.0007414809,0.00004510476,7.39751e-7,0.0008411026,0.0000306313,0.000239527],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922278,0.0008844172,0.00004695855,0.004676054,0.000752162,0.0008645274,0.000277969,0.00005099277,0.0002191141],"genre_scores_gemma":[0.9960703,0.00005482211,0.0009379271,0.001756401,0.0004103199,0.00005163661,0.00007254726,0.00002957222,0.0006164942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008568937,"threshold_uncertainty_score":0.7033222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04279663493049102,"score_gpt":0.4066505647911393,"score_spread":0.3638539298606482,"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."}}