{"id":"W4288068195","doi":"10.1371/journal.pone.0272008","title":"High SARS-CoV-2 seroprevalence in Karaganda, Kazakhstan before the launch of COVID-19 vaccination","year":2022,"lang":"en","type":"article","venue":"PLoS ONE","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University Medical Centre","funders":"Nazarbayev University; Ministry of Education and Science of the Republic of Kazakhstan; McMaster University","keywords":"Seroprevalence; Medicine; Vaccination; Serology; Asymptomatic; Cohort; Pandemic; Cohort study; Immunology; Virology; Antibody; Coronavirus disease 2019 (COVID-19); Internal medicine; Infectious disease (medical specialty); Disease","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000519363,0.0002410514,0.0002628629,0.0003819724,0.000711353,0.000759037,0.0002249727,0.0002503552,0.001122544],"category_scores_gemma":[0.0006309628,0.0001965691,0.0002814582,0.000493874,0.0004688795,0.0003444664,0.0004181132,0.0003014616,0.0002278373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004792392,"about_ca_system_score_gemma":0.0007023765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01138449,"about_ca_topic_score_gemma":0.01400997,"domain_scores_codex":[0.9996638,0.00009673883,0.0000311774,0.00007036981,0.00003665533,0.0001011058],"domain_scores_gemma":[0.9996481,0.00004956234,0.0001387268,0.00003369261,0.00006014312,0.00006971417],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007970639,0.00003260029,0.9956141,0.00001640309,0.00002853926,0.0001812796,0.000593168,0.0000597016,0.0009986178,0.00003122678,0.0001208018,0.002243896],"study_design_scores_gemma":[0.000003391682,0.0001016212,0.9982007,0.000006250556,0.00001166406,0.0002895725,0.0009306266,0.00008345958,0.0001270545,0.00001457055,0.0002280843,0.000002971644],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997358,0.00004484178,0.00003182598,0.0000220179,0.000004470171,0.000001569944,0.00004159045,0.000002227734,0.0001155667],"genre_scores_gemma":[0.9998099,0.0000310023,0.00001838222,0.00001840406,0.000003670097,0.000001475442,0.00005385222,4.005389e-7,0.00006291316],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01138449,"threshold_uncertainty_score":0.02263647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08210949776928268,"score_gpt":0.3420503085456092,"score_spread":0.2599408107763266,"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."}}