{"id":"W4322588512","doi":"10.1136/bmjopen-2022-063771","title":"Occupation and SARS-CoV-2 seroprevalence studies: a systematic review","year":2023,"lang":"en","type":"review","venue":"BMJ Open","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Toronto; University of Waterloo; St. Michael's Hospital; University of Calgary","funders":"Robert Koch Institut; Public Health Agency of Canada","keywords":"Seroprevalence; Medicine; Preparedness; Pandemic; Demography; Epidemiology; Environmental health; Coronavirus disease 2019 (COVID-19); Gerontology; Family medicine; Disease; 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":[],"consensus_categories":[],"category_scores_codex":[0.002013088,0.0002620795,0.003414191,0.0001185181,0.00007916342,0.00006254693,0.0001563487,0.00009774589,0.00001193854],"category_scores_gemma":[0.001853165,0.0001710236,0.0002599497,0.0003792446,0.00002184349,0.0001342736,0.0002337195,0.0001609601,0.000647646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001102552,"about_ca_system_score_gemma":0.0002020955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001859859,"about_ca_topic_score_gemma":0.00001412468,"domain_scores_codex":[0.9978098,0.0003666685,0.001096354,0.0003377078,0.0002546887,0.0001347956],"domain_scores_gemma":[0.998196,0.0002248898,0.00081618,0.0005200967,0.0002084013,0.00003444924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000006908327,0.00001176858,0.000003825212,0.9781864,0.0004546019,0.00001510056,0.00002430748,1.175769e-8,8.354217e-8,0.00003562555,0.003555854,0.01770557],"study_design_scores_gemma":[0.000231571,0.00005829274,0.000005185475,0.9225861,0.007913195,0.0002150219,0.00001108547,0.00003716492,1.430193e-7,0.00001059958,0.06876703,0.0001645387],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[3.518479e-7,0.9532657,0.00004834885,0.00007917437,0.0002192649,0.04579825,0.00001161064,0.00006080003,0.000516549],"genre_scores_gemma":[0.00000112391,0.9870023,0.00005112806,0.0005595698,0.0001242587,0.009526745,0.00007061074,0.00003711917,0.002627108],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.06521118,"threshold_uncertainty_score":0.8324395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4149911528994507,"score_gpt":0.5655541490676712,"score_spread":0.1505629961682206,"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."}}