{"id":"W4387818019","doi":"10.1017/ash.2023.442","title":"SARS-CoV-2 infection among healthcare workers: the role of occupational and household exposures during the first three pandemic waves in Quebec, Canada","year":2023,"lang":"en","type":"article","venue":"Antimicrobial Stewardship & Healthcare Epidemiology","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre intégré universitaire de santé et de services sociaux de la Capitale-Nationale; Institut universitaire de cardiologie et de pneumologie de Québec; Centre Intégré Universitaire de Santé et de Services Sociaux du Saguenay–Lac-Saint-Jean; Centre intégré de santé et de services sociaux de Chaudière-Appalaches; McGill University; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Ministère de la Santé et des Services Sociaux (Québec); Université Laval; Institut National de Santé Publique du Québec","funders":"Ministère de la Santé; Ministère de la Santé et des Services sociaux","keywords":"Pandemic; Health care; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Environmental health; Coronavirus disease 2019 (COVID-19); Occupational exposure; Medicine; 2019-20 coronavirus outbreak; Virology; Economic growth; Outbreak; Disease; Economics; Infectious disease (medical specialty); Pathology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004868292,0.0004303358,0.001283619,0.0001652835,0.0008054146,0.00001592866,0.0004428845,0.0004311791,0.000003573986],"category_scores_gemma":[0.007930493,0.0002717263,0.0001909455,0.0007524026,0.0007060146,0.0001100954,0.000479444,0.0009449776,0.000002569876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006553091,"about_ca_system_score_gemma":0.0005893781,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9730282,"about_ca_topic_score_gemma":0.9984663,"domain_scores_codex":[0.9939026,0.002263979,0.001743734,0.0007324388,0.0002484512,0.001108837],"domain_scores_gemma":[0.9816292,0.01666183,0.0008434451,0.0006175388,0.0001462472,0.0001017313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001683885,0.00002825028,0.9875652,0.0005966442,0.00006948307,0.000007200369,0.0006950894,0.0001974278,0.0001621623,0.001676207,0.007985919,0.000848016],"study_design_scores_gemma":[0.0003311689,0.00007282347,0.9824079,0.0003029811,0.00002222564,0.00001189662,0.0004346026,0.0001938804,0.0002302664,0.01395476,0.001791999,0.0002454935],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9496439,0.001562148,0.00004187542,0.04705157,0.0003604509,0.001028605,0.00009751443,0.0002044653,0.00000947918],"genre_scores_gemma":[0.9929693,0.001247136,0.00008202532,0.005224961,0.0002456991,0.000146158,0.00002374625,0.00004182695,0.00001919944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04332536,"threshold_uncertainty_score":0.9999735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2066906674521112,"score_gpt":0.3949798475118956,"score_spread":0.1882891800597844,"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."}}