{"id":"W3158225947","doi":"10.24840/2184-0954_005.001_0001","title":"COVID-19, SARS-CoV-2: Impact on healthcare workers in the pandemic’s initial months: Rapid review","year":2021,"lang":"en","type":"article","venue":"International Journal of Occupational and Environmental Safety","topic":"COVID-19 Pandemic Impacts","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto","keywords":"Pandemic; Medicine; Health care; Personal protective equipment; Stressor; Anxiety; Burnout; Outbreak; Family medicine; Coronavirus disease 2019 (COVID-19); Psychiatry; Virology; Internal medicine; Disease; Clinical psychology; Infectious disease (medical specialty)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001117199,0.0001571985,0.0003185359,0.000165326,0.000075899,0.0000416069,0.0003064392,0.00007125545,0.0006067214],"category_scores_gemma":[0.0006102672,0.0001247919,0.0002001914,0.0001155605,0.00007826339,0.0002608733,0.00006661215,0.0003230796,0.00003347891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001116915,"about_ca_system_score_gemma":0.0002890884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000309553,"about_ca_topic_score_gemma":0.00006013527,"domain_scores_codex":[0.9983615,0.0001022111,0.0008858738,0.0002151432,0.0002636589,0.0001716379],"domain_scores_gemma":[0.9987823,0.0003741298,0.0005539494,0.0001332531,0.00002471653,0.0001317026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001202819,0.0003257194,0.9768279,0.00006849156,0.0002150937,0.0002308955,0.000676683,0.001036857,0.00006954612,0.002046114,0.006483694,0.01081622],"study_design_scores_gemma":[0.001742667,0.0001644342,0.9190516,0.0002966544,0.00001241499,0.0005963928,0.0002490329,0.0001913224,0.00002706389,0.003533768,0.07393484,0.0001998145],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8973891,0.03617938,0.001565737,0.05965648,0.001104361,0.0004234124,0.002135358,0.00001185221,0.00153437],"genre_scores_gemma":[0.9441769,0.01842739,0.00007838759,0.03691946,0.0002226564,0.000005108478,0.0001409236,0.000009529746,0.00001971809],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06745114,"threshold_uncertainty_score":0.6643174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.10692904668245,"score_gpt":0.3724215218355352,"score_spread":0.2654924751530852,"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."}}