{"id":"W3164383324","doi":"10.1101/2021.05.21.21257600","title":"Infection control, occupational and public health measures including mRNA-based vaccination against SARS-CoV-2 infections to protect healthcare workers from variants of concern: a 14-month observational study using surveillance data","year":2021,"lang":"en","type":"preprint","venue":"medRxiv","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Vancouver Coastal Health","funders":"","keywords":"Medicine; Vaccination; Health care; Pandemic; Population; Infection control; Environmental health; Coronavirus disease 2019 (COVID-19); Demography; Immunology; Internal medicine; Infectious disease (medical specialty); Surgery; Disease","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001411709,0.0004987151,0.000377115,0.0007383022,0.0009206297,0.0008134173,0.00079478,0.0005801136,0.0007373586],"category_scores_gemma":[0.002853181,0.0003957262,0.0006932354,0.001303534,0.0004533389,0.0003541925,0.000589202,0.0006712196,0.0001765269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003190347,"about_ca_system_score_gemma":0.004529159,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5334209,"about_ca_topic_score_gemma":0.5295143,"domain_scores_codex":[0.9985524,0.0004129045,0.0001519768,0.0003048915,0.000281295,0.0002964795],"domain_scores_gemma":[0.9973736,0.0002698234,0.0009083133,0.0002074823,0.000673343,0.00056739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005930213,0.0000679203,0.9989936,0.00001173746,0.00006408324,0.00001536249,0.00009955087,0.00004770512,0.00005265169,0.000004428981,0.000100939,0.0004827401],"study_design_scores_gemma":[0.00001106754,0.0001654402,0.9989713,0.00001500424,0.00003237085,0.00002911939,0.0002969076,0.0002263362,0.00005039841,0.000004879988,0.0001931305,0.000003993343],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980747,0.0001463767,0.0001073596,0.00002950058,0.000004771843,0.00005090465,0.001359289,0.000002578093,0.0002245229],"genre_scores_gemma":[0.9978932,0.0001208885,0.0001676171,0.00003788615,0.000007491538,0.000048987,0.001507424,0.00000174498,0.0002148867],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5334209,"threshold_uncertainty_score":0.9386538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4451410414931772,"score_gpt":0.4660834325291295,"score_spread":0.0209423910359523,"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."}}