{"id":"W3200240520","doi":"10.1101/2021.09.03.21262885","title":"Prevalence of anti-SARS-CoV-2 immunity in Kazakhstan before the launch of COVID-19 vaccination","year":2021,"lang":"en","type":"preprint","venue":"medRxiv","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; McMaster University Medical Centre","funders":"Nazarbayev University; Ministry of Education and Science of the Republic of Kazakhstan","keywords":"Seroprevalence; Asymptomatic; Medicine; Serology; Vaccination; Cohort; Pandemic; Herd immunity; Immunology; Transmission (telecommunications); Virology; Immunity; Cohort study; Antibody; Coronavirus disease 2019 (COVID-19); Internal medicine; Immune system; Disease; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0005097414,0.0002275119,0.0002604565,0.000430249,0.0005374716,0.0007008821,0.0002870114,0.0003049797,0.001426888],"category_scores_gemma":[0.001002073,0.0001854422,0.0002635854,0.0005579341,0.0004253373,0.0003562129,0.0004084824,0.0003743691,0.0003017655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004686858,"about_ca_system_score_gemma":0.0005969498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01106574,"about_ca_topic_score_gemma":0.009640256,"domain_scores_codex":[0.9995342,0.0001167026,0.00004014682,0.00009352165,0.00005350855,0.0001618963],"domain_scores_gemma":[0.9994221,0.00008240801,0.0002248991,0.00004339111,0.0001182033,0.000109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007591017,0.0000265926,0.9975255,0.00001103744,0.00001573164,0.00009164996,0.0003106433,0.00005183465,0.0004154166,0.00001914458,0.0001181425,0.001338356],"study_design_scores_gemma":[0.000002132313,0.00009023754,0.9988549,0.000005156618,0.000007695528,0.0001504585,0.0005441486,0.00007451199,0.00008870147,0.000008423301,0.0001713777,0.000002341271],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996535,0.00005360033,0.00002749558,0.00002191365,0.000004583987,0.000001875516,0.00009175801,0.00000220869,0.0001431437],"genre_scores_gemma":[0.9998261,0.00001944134,0.000008503271,0.00001421399,0.000003429258,0.000001309174,0.00007287226,3.826477e-7,0.00005363045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01106574,"threshold_uncertainty_score":0.0220027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06769338529549818,"score_gpt":0.3852584761207714,"score_spread":0.3175650908252732,"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."}}