{"id":"W3009135464","doi":"10.1093/clinchem/hvaa080","title":"The SARS-CoV-2 Outbreak: Diagnosis, Infection Prevention, and Public Perception","year":2020,"lang":"en","type":"article","venue":"Clinical Chemistry","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"Provincial Laboratory of Public Health; University of Alberta; University of Alberta Hospital; Alberta Hospital Edmonton","funders":"","keywords":"Outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Betacoronavirus; Medicine; Virology; Public health; Sars virus; Coronavirus; Coronavirus Infections; Environmental health; Pathology; Infectious disease (medical specialty); Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01912852,0.001036752,0.0009649571,0.002004829,0.005282477,0.01195359,0.001357755,0.01151235,0.00482081],"category_scores_gemma":[0.0252636,0.0006672604,0.0008630744,0.0009083356,0.0100662,0.01220246,0.008646147,0.01360858,0.001037511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005020617,"about_ca_system_score_gemma":0.007108127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004726464,"about_ca_topic_score_gemma":0.004825628,"domain_scores_codex":[0.9827228,0.009557563,0.0007512865,0.001299063,0.002943984,0.002725367],"domain_scores_gemma":[0.9772179,0.008090946,0.002683761,0.0004113473,0.003930673,0.007665364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0004534684,0.0006268597,0.04707194,0.002625012,0.0001418361,0.004616743,0.04843391,0.0004321747,0.005628766,0.02045738,0.5756894,0.2938224],"study_design_scores_gemma":[0.00008871716,0.0007848915,0.03732146,0.003079601,0.0001249355,0.003399269,0.130009,0.0009373478,0.001526802,0.03697658,0.7853237,0.000427799],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01766146,0.0348273,0.0006682298,0.935469,0.008065083,0.00001951121,0.00007975708,0.00006233634,0.003147304],"genre_scores_gemma":[0.4208789,0.07180236,0.002300772,0.4671448,0.03330854,0.00007406103,0.0002496059,0.0001082579,0.00413269],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01912852,"threshold_uncertainty_score":0.1011625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4503698175633566,"score_gpt":0.5047544791641088,"score_spread":0.05438466160075212,"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."}}