{"id":"W3136810172","doi":"10.1093/clinchem/hvab051","title":"AACC Practical Recommendations for Implementing and Interpreting SARS-CoV-2 Emergency Use Authorization and Laboratory-Developed Test Serologic Testing in Clinical Laboratories","year":2021,"lang":"en","type":"article","venue":"Clinical Chemistry","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Serology; Medicine; Medical laboratory; Test (biology); Authorization; Pandemic; Coronavirus disease 2019 (COVID-19); Immunology; Computer science; Pathology; Antibody; Infectious disease (medical specialty); Biology","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"],"consensus_categories":[],"category_scores_codex":[0.002574715,0.0002096831,0.0004935034,0.00003528619,0.0002031493,0.0001130315,0.00005299496,0.0003471476,0.00001995366],"category_scores_gemma":[0.1690365,0.0002162473,0.00007192784,0.0006541456,0.0001291856,0.0002495509,0.0002037018,0.0007634928,0.000002170352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004086928,"about_ca_system_score_gemma":0.000424134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006053153,"about_ca_topic_score_gemma":0.00002977644,"domain_scores_codex":[0.9968357,0.0001830647,0.001807018,0.0006939067,0.0001262685,0.0003540471],"domain_scores_gemma":[0.9914866,0.006732584,0.00050829,0.0002459697,0.0009118794,0.0001146517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005733331,0.0002210714,0.8119255,0.0001667046,0.00003357116,0.00004011417,0.00005391173,2.459693e-8,0.181934,0.00003793142,0.0008277944,0.00470203],"study_design_scores_gemma":[0.008538486,0.0008013671,0.1667299,0.001309409,0.0005305941,0.0004704716,0.003140711,0.01154247,0.7140468,0.0008319039,0.09083661,0.001221301],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956687,0.00009492671,0.0007507669,0.002521466,0.0003468473,0.0002467332,0.00003944941,0.0001306602,0.0002004299],"genre_scores_gemma":[0.9459176,0.00007465133,0.05174662,0.001652509,0.0004257411,0.00004255287,0.00006436372,0.00003685135,0.00003912639],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6451956,"threshold_uncertainty_score":0.8818309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2727747006299862,"score_gpt":0.4901374334422809,"score_spread":0.2173627328122948,"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."}}