{"id":"W4213447301","doi":"10.1128/spectrum.01454-21","title":"Evaluation of the Performance of a Multiplexed Serological Assay in the Detection of SARS-CoV-2 Infections in a Predominantly Vaccinated Population","year":2022,"lang":"en","type":"article","venue":"Microbiology Spectrum","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Advancing Health Outcomes; University of Toronto; Occupational Cancer Research Centre; St. Paul's Hospital; Island Health; Public Health Ontario; University of British Columbia; Memorial University of Newfoundland","funders":"Michael Smith Health Research BC; Government of Canada; Canada's Michael Smith Genome Sciences Centre; BC Children's Hospital","keywords":"Serology; Medicine; Seroprevalence; Vaccination; Seroconversion; Population; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Virology; Coronavirus disease 2019 (COVID-19); Immunology; Internal medicine; Antibody; Disease","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001536185,0.0005517298,0.0002825947,0.0005583349,0.000463956,0.0006671416,0.0004268446,0.0004121087,0.0004537585],"category_scores_gemma":[0.002436242,0.0001966692,0.0001942537,0.0002988162,0.0003586444,0.0001766488,0.000231665,0.0002770593,0.0001752091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001330759,"about_ca_system_score_gemma":0.001151409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1092971,"about_ca_topic_score_gemma":0.1497206,"domain_scores_codex":[0.9990081,0.0002254169,0.00003740718,0.0002334555,0.000342163,0.000153493],"domain_scores_gemma":[0.9988058,0.000326275,0.000217444,0.00006618004,0.0004263763,0.000158028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00109681,0.0003200077,0.910562,0.00005320451,0.0001138801,0.000156701,0.0006130682,0.0008447575,0.07228966,0.00004259244,0.0001709999,0.01373633],"study_design_scores_gemma":[0.00002411827,0.002434802,0.9693282,0.00001167292,0.0000665382,0.0005751232,0.0004121595,0.00738683,0.01922419,0.00001774192,0.0005030743,0.00001553149],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988896,0.0001272233,0.0004550502,0.00001996948,0.000004012213,0.00002204145,0.000131702,0.00001563698,0.00033465],"genre_scores_gemma":[0.9985477,0.00004435493,0.001053845,0.00002257644,0.000003485459,0.00000911024,0.0001072377,0.000001452569,0.0002102708],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1092971,"threshold_uncertainty_score":0.2173218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04538426871613502,"score_gpt":0.3369686360373224,"score_spread":0.2915843673211873,"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."}}