{"id":"W4403201722","doi":"10.3389/fpubh.2024.1394798","title":"Longitudinal wastewater-based surveillance of SARS-CoV-2 during 2023 in Ethiopia","year":2024,"lang":"en","type":"article","venue":"Frontiers in Public Health","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Centers for Disease Control and Prevention; Association of Public Health Laboratories; Global Fund to Fight AIDS, Tuberculosis and Malaria","keywords":"Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Coronavirus disease 2019 (COVID-19); Wastewater; Environmental health; 2019-20 coronavirus outbreak; Sars virus; Medicine; Environmental science; Virology; Business; Geography; Environmental engineering; Outbreak; Infectious disease (medical specialty); Pathology","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":[0.001720291,0.0001773867,0.0005367905,0.001093057,0.00004850266,0.00004158108,0.0001172398,0.0001372957,0.000010995],"category_scores_gemma":[0.000470565,0.0001716314,0.00008434519,0.00151311,0.00008224965,0.000138722,0.0000348022,0.0006075212,0.00001215421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006283557,"about_ca_system_score_gemma":0.0009703696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001010079,"about_ca_topic_score_gemma":0.0005157739,"domain_scores_codex":[0.9977378,0.0001990495,0.0006853793,0.0004335201,0.0003263472,0.0006178575],"domain_scores_gemma":[0.9993511,0.00009310274,0.0001072863,0.000296303,0.00006383575,0.00008839326],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001566955,0.0002631928,0.9419261,0.003159427,0.00006295748,0.0003073438,0.001003016,0.00001804616,0.03332385,0.0001076608,0.005741725,0.01392995],"study_design_scores_gemma":[0.007436265,0.0008712225,0.7057372,0.003572623,0.0000151698,0.0002362959,0.001073214,0.04244538,0.1946642,0.0003362361,0.04285216,0.0007601357],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887421,0.00117799,0.001742986,0.005246042,0.001647416,0.0003534978,0.00001203306,0.000156773,0.0009211266],"genre_scores_gemma":[0.9955959,0.00003359394,0.003253952,0.0008517768,0.0001149259,0.00002520382,0.00001183359,0.00003483789,0.00007796508],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.236189,"threshold_uncertainty_score":0.6998927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07747569299227486,"score_gpt":0.3422874431734904,"score_spread":0.2648117501812156,"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."}}