{"id":"W4389337832","doi":"10.1186/s12889-023-17239-6","title":"Riding high: seroprevalence of SARS-CoV-2 after 4 pandemic waves in Manitoba, Canada, April 2020–February 2022","year":2023,"lang":"en","type":"article","venue":"BMC Public Health","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Manitoba Health; University of Manitoba","funders":"","keywords":"Seroprevalence; Medicine; Epidemiology; Pandemic; Public health; Transmission (telecommunications); Population; Herd immunity; Outbreak; Demography; Case fatality rate; Vaccination; Virology; Antibody; Coronavirus disease 2019 (COVID-19); Environmental health; Immunology; Disease; Infectious disease (medical specialty); Serology; Internal medicine","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":[0.0005627255,0.0005060351,0.0003043837,0.001485652,0.001861696,0.001298453,0.001356887,0.0006267334,0.001840479],"category_scores_gemma":[0.001212118,0.0004117615,0.0005141398,0.002383541,0.0007713278,0.0004615616,0.0009249023,0.0007343489,0.0003357586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01694375,"about_ca_system_score_gemma":0.01838201,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9912548,"about_ca_topic_score_gemma":0.9935314,"domain_scores_codex":[0.9995297,0.00003475668,0.00002162129,0.00008577163,0.0001534129,0.00017468],"domain_scores_gemma":[0.9989214,0.00003349868,0.0001755574,0.00003512688,0.000521775,0.0003127265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005210304,0.00002367454,0.9958519,0.00001794205,0.0000355997,0.00008211019,0.0004662015,0.00009527909,0.0001829417,0.00002488722,0.001292637,0.001874693],"study_design_scores_gemma":[0.000003408408,0.00001182973,0.9982722,0.00001446218,0.00001151364,0.00003678372,0.0009410391,0.0001259593,0.00003448998,0.000007193531,0.0005357274,0.000005353727],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894031,0.0005583219,0.0001065847,0.0005417478,0.00002351899,0.00005818519,0.007403045,0.00002447928,0.001881044],"genre_scores_gemma":[0.9932081,0.0004204097,0.0001919665,0.0002615784,0.00001358325,0.00003732039,0.003613922,0.000009452086,0.002243619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01694375,"threshold_uncertainty_score":0.1229361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1089830022919937,"score_gpt":0.3625456874685643,"score_spread":0.2535626851765706,"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."}}