{"id":"W4361302827","doi":"10.1186/s13223-023-00769-4","title":"Asymptomatic surveillance testing for COVID-19 in health care professional students: lessons learned from a low prevalence setting","year":2023,"lang":"en","type":"article","venue":"Allergy Asthma and Clinical Immunology","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston Health Sciences Centre; Queen's University","funders":"Canadian Institutes of Health Research; Queen's University; Public Health Agency; Public Health Agency of Canada","keywords":"Asymptomatic; Medicine; Pandemic; Coronavirus disease 2019 (COVID-19); Transmission (telecommunications); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Coronavirus; Health care; Asymptomatic carrier; Family medicine; Disease; Internal medicine; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.001676293,0.0001810082,0.0005580257,0.0001343793,0.0002676051,0.00002173251,0.0001706178,0.0002405904,0.00002141958],"category_scores_gemma":[0.01308532,0.0001666439,0.00009651737,0.0003914041,0.0001757414,0.00005407065,0.0002070378,0.0005265177,0.0000261793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001165225,"about_ca_system_score_gemma":0.0005663623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004001312,"about_ca_topic_score_gemma":0.0005967853,"domain_scores_codex":[0.9971917,0.0005835543,0.0009627895,0.0006018539,0.0001902824,0.0004697989],"domain_scores_gemma":[0.9925734,0.006584326,0.0003330904,0.0002661486,0.0001182838,0.0001247943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009244528,0.000503415,0.8058087,0.0008779716,0.0004636596,0.0001040426,0.002362812,0.00002720984,0.004900927,0.0001111832,0.0004190813,0.1834966],"study_design_scores_gemma":[0.006636371,0.001267325,0.9788297,0.0008893997,0.00001048657,0.00004857825,0.003159664,0.003631757,0.0001082682,0.0005353477,0.004656976,0.0002260558],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988463,0.001349978,0.0001923088,0.008550235,0.0005314431,0.0005696099,0.00002444749,0.0002754474,0.00004353455],"genre_scores_gemma":[0.9920474,0.0003262759,0.001602281,0.005398778,0.0001596609,0.0001370197,0.00007073132,0.00003317614,0.0002246584],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1832705,"threshold_uncertainty_score":0.9952279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.110770338159567,"score_gpt":0.4590334592814111,"score_spread":0.3482631211218442,"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."}}