{"id":"W2163519608","doi":"10.1016/j.watres.2013.04.064","title":"Performance of viruses and bacteriophages for fecal source determination in a multi-laboratory, comparative study","year":2013,"lang":"en","type":"article","venue":"Water Research","topic":"Viral gastroenteritis research and epidemiology","field":"Medicine","cited_by":89,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa County Health Department","funders":"","keywords":"Bacteriophage; Norovirus; Biology; Microbiology; Feces; Enterococcus faecium; Virology; Fecal coliform; Enterococcus; Genotyping; Sewage; Virus; Escherichia coli; Genotype; Antibiotics; Gene; Genetics; Environmental science","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":[0.001228724,0.00007846224,0.0003012998,0.0002683153,0.00006303671,0.0000213684,0.00008192658,0.00004356393,0.00005608481],"category_scores_gemma":[0.0002056451,0.00005180083,0.00001969038,0.0001027068,0.0002343436,0.0001510032,0.0001116027,0.0002248143,0.00002746653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000397359,"about_ca_system_score_gemma":0.00002559062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003430865,"about_ca_topic_score_gemma":0.0001266877,"domain_scores_codex":[0.9984782,0.0003880712,0.0002493972,0.0002107731,0.0002197576,0.000453856],"domain_scores_gemma":[0.9993317,0.00004748562,0.00001917624,0.0001339205,0.0003526137,0.0001151792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006718929,0.0004186692,0.6752793,0.0001812042,0.00001598104,0.000006885464,0.002175842,0.000001570651,0.3171809,4.159712e-7,0.0001309267,0.003936416],"study_design_scores_gemma":[0.003570269,0.005930604,0.9323965,0.00008347599,0.00000396554,0.000007260669,0.001686093,0.01704757,0.03894095,0.000005371548,0.0002708012,0.00005707434],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980037,0.00003727604,0.00005038182,0.0002451691,0.00001090402,0.001620453,0.000006259025,0.000006981281,0.00001887104],"genre_scores_gemma":[0.9984231,0.00002373576,0.0007555371,0.00002857155,0.00002325785,0.0004550278,0.000008146619,0.000009228021,0.0002734096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.27824,"threshold_uncertainty_score":0.2112377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1953164745357651,"score_gpt":0.459818943957721,"score_spread":0.264502469421956,"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."}}