{"id":"W4312976253","doi":"10.1137/21s1460399","title":"Rapid Testing in COVID and Modified SIR Model","year":2022,"lang":"en","type":"article","venue":"SIAM Undergraduate Research Online","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Virology; Computer science; Medicine; Outbreak; Infectious disease (medical specialty)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003379073,0.001664671,0.001943009,0.001675487,0.0005999831,0.001780852,0.002658784,0.002317706,0.008392587],"category_scores_gemma":[0.01352509,0.0006767635,0.001968599,0.0008889803,0.001653193,0.002431715,0.001808861,0.002663198,0.0007332489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001792318,"about_ca_system_score_gemma":0.001636364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01711253,"about_ca_topic_score_gemma":0.008112432,"domain_scores_codex":[0.9981357,0.0005515409,0.00007817065,0.000369398,0.0003360807,0.0005289924],"domain_scores_gemma":[0.9902905,0.006215972,0.001226986,0.0003531159,0.001582325,0.0003310555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001354617,0.00003708228,0.001418663,0.0001001652,0.00005062209,0.0003447078,0.00008349395,0.9499577,0.0007738727,0.04215791,0.001094193,0.003846171],"study_design_scores_gemma":[0.000008735934,0.0000175715,0.0001328775,0.000005214271,0.0000129389,0.00003110323,0.00001224169,0.9948501,0.00008452793,0.004655636,0.000181911,0.000007143341],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09718712,0.00169419,0.8794973,0.002079902,0.0002959851,0.0001754544,0.0009849615,0.0008219445,0.01726309],"genre_scores_gemma":[0.9517314,0.0007275229,0.02704239,0.0002923604,0.0001254279,0.0001921016,0.0004860807,0.0001428847,0.01925984],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01711253,"threshold_uncertainty_score":0.03402585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09688318054987995,"score_gpt":0.3356548742898091,"score_spread":0.2387716937399292,"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."}}