{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001205211,0.0001358101,0.0002057031,0.0004549462,0.0002832792,0.0000684424,0.0001936027,0.00004520788,0.00001264051],"category_scores_gemma":[0.0002396173,0.0001455088,0.00003166521,0.0009298279,0.00005743139,0.0001083475,0.0001585331,0.000882101,0.000006419239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003240619,"about_ca_system_score_gemma":0.00010393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002247786,"about_ca_topic_score_gemma":0.0003093532,"domain_scores_codex":[0.9980363,0.0002876838,0.0002842937,0.0002741344,0.0005858726,0.0005317574],"domain_scores_gemma":[0.9992117,0.0003097204,0.00001912626,0.0002309213,0.00005834134,0.0001702191],"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":[0.00005353605,0.00009505425,0.0001136729,0.000116417,0.0000242843,0.00004832674,0.0001593156,0.9535078,0.01266282,0.00114319,0.0006345326,0.03144106],"study_design_scores_gemma":[0.001017004,0.0001040291,0.00008170529,0.00002179645,0.00000185534,0.0000249969,0.0003859317,0.9889371,0.00005423009,0.00612932,0.003094953,0.0001470558],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9532576,0.005889656,0.00572622,0.01436645,0.0004713674,0.001720948,0.0001905456,0.001277373,0.0170999],"genre_scores_gemma":[0.998595,0.0002755277,0.0002997651,0.00005385751,0.00006513755,0.0001478084,0.00002301095,0.00004238301,0.0004975377],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04533744,"threshold_uncertainty_score":0.5933679,"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."}}