{"id":"W3136876193","doi":"10.1515/cclm-2021-0234","title":"Assay requirements for COVID-19 testing: serology vs. rapid antigen tests","year":2021,"lang":"en","type":"article","venue":"Clinical Chemistry and Laboratory Medicine (CCLM)","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network; Mount Sinai Hospital","funders":"","keywords":"Serology; Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Gold standard (test); Antigen; Virology; Immunology; Pandemic; Medicine; Diagnostic test; 2019-20 coronavirus outbreak; Antibody; Disease; Biology; Infectious disease (medical specialty); Internal medicine; Pediatrics; Outbreak","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002519828,0.0003017834,0.0008500852,0.00003433479,0.0002333322,0.00001771794,0.0001285133,0.0004566896,0.0003441324],"category_scores_gemma":[0.07129233,0.0002638775,0.0001079307,0.0005794372,0.0006197577,0.00006400396,0.00008869861,0.0006406367,0.00001117809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006774934,"about_ca_system_score_gemma":0.001063271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007675078,"about_ca_topic_score_gemma":0.000003390208,"domain_scores_codex":[0.9972041,0.0001906519,0.001043072,0.0008292172,0.0002980538,0.0004348704],"domain_scores_gemma":[0.9938775,0.00376158,0.0003397696,0.0005397664,0.0008136281,0.0006677659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005729259,0.0004021146,0.268122,0.001297568,0.0002158358,0.0006288523,0.0001008264,6.741898e-7,0.6967074,0.00002015902,0.02553025,0.006401425],"study_design_scores_gemma":[0.01668394,0.001583417,0.02459707,0.0006611213,0.0005915652,0.0007408478,0.0005303099,0.0005968515,0.3466207,0.0004350465,0.6063461,0.0006130431],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832742,0.001984947,0.00054188,0.008181134,0.0006712814,0.0003871161,0.00003940063,0.0002892604,0.004630822],"genre_scores_gemma":[0.924513,0.0002010817,0.003146669,0.06755833,0.003499736,0.00006898014,0.0001276987,0.00007095838,0.0008135159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5808159,"threshold_uncertainty_score":0.9999813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2060194617126042,"score_gpt":0.4470061977620374,"score_spread":0.2409867360494332,"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."}}