{"id":"W4223607927","doi":"10.21203/rs.3.rs-1505764/v1","title":"Asymptomatic Surveillance Testing for COVID-19 in Health Care Professional Students: Lessons learned from a low prevalence setting","year":2022,"lang":"en","type":"preprint","venue":"Research Square","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"Queen's University; Public Health Agency; Public Health Agency of Canada","keywords":"Coronavirus disease 2019 (COVID-19); Asymptomatic; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Medicine; Health care; Pandemic; Psychology; Family medicine; Virology; Political science; Disease; Pathology; Infectious disease (medical specialty); Outbreak","routes":{"ca_aff":true,"ca_fund":true,"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":[0.02872974,0.0005519297,0.0008918029,0.0007917073,0.001941041,0.003446436,0.002575476,0.002301039,0.004213206],"category_scores_gemma":[0.06445639,0.0003820112,0.0006522835,0.0009863409,0.002738399,0.00439276,0.003626539,0.005216054,0.0006767926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004418439,"about_ca_system_score_gemma":0.0145222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0653606,"about_ca_topic_score_gemma":0.1099061,"domain_scores_codex":[0.9883818,0.007704031,0.0005251465,0.0007152879,0.001443989,0.001229779],"domain_scores_gemma":[0.9620028,0.02202129,0.001290191,0.001400744,0.008218046,0.005066971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004593759,0.002346886,0.3577084,0.002578187,0.0002272656,0.002900583,0.02996111,0.001045695,0.001004079,0.009865926,0.1484206,0.4434819],"study_design_scores_gemma":[0.0004635838,0.004003557,0.5452904,0.01449427,0.0006601288,0.002502986,0.1944848,0.003008866,0.002587235,0.05740823,0.1747454,0.0003505878],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3253897,0.01773899,0.009856448,0.6044707,0.00414119,0.0006047194,0.001202342,0.0001404613,0.03645554],"genre_scores_gemma":[0.9123929,0.01682903,0.01762539,0.04435917,0.002240286,0.0005339985,0.0005931442,0.0001275232,0.005298561],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0653606,"threshold_uncertainty_score":0.1519393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3179617400600098,"score_gpt":0.5975115373197959,"score_spread":0.2795497972597861,"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."}}