{"id":"W162014739","doi":"10.2166/wqrj.2003.004","title":"Sources and Persistence of Fecal Coliform Bacteria in a Rural Watershed","year":2003,"lang":"en","type":"article","venue":"Water Quality Research Journal","topic":"Fecal contamination and water quality","field":"Environmental Science","cited_by":82,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Department of Agriculture; University of Guelph","funders":"Agri-Futures Nova Scotia Association; Department of Agriculture, Nova Scotia","keywords":"Watershed; Environmental science; Fecal coliform; Hydrology (agriculture); Water quality; Drainage basin; STREAMS; Indicator bacteria; Ecology; Geography; Biology; Geology","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.009987137,0.0001095809,0.0002232936,0.000117688,0.000217912,0.0001271429,0.0002385891,0.00007351256,0.002138244],"category_scores_gemma":[0.0002499186,0.00007019917,0.0000751535,0.0001730656,0.0006266724,0.0003717725,0.0001779229,0.0004693469,0.00009506595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001973579,"about_ca_system_score_gemma":0.00002035772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006440748,"about_ca_topic_score_gemma":0.0002103058,"domain_scores_codex":[0.9959973,0.001905025,0.0005097979,0.0001958525,0.0008134876,0.0005785385],"domain_scores_gemma":[0.9993751,0.0001068207,0.00005997389,0.0001587491,0.00005556442,0.000243807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003165703,0.0003023915,0.7451786,0.00008699286,0.00002566672,0.00003498885,0.02051998,0.00001251904,0.2274737,0.0008252899,0.0002994708,0.004923869],"study_design_scores_gemma":[0.002414502,0.0004401866,0.7824686,0.00007838272,0.000007407836,0.0001816544,0.01044457,0.0001231998,0.1831913,0.008109428,0.01216488,0.0003759052],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965866,0.00002179797,0.00003874959,0.001000249,0.00004167011,0.0001404322,0.000003145095,0.0000054338,0.002161922],"genre_scores_gemma":[0.9987498,0.00002481936,0.0002631693,0.00006091183,0.00001599607,0.000005311389,0.000002623626,0.000006713806,0.0008706773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0442824,"threshold_uncertainty_score":0.9987739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1108721107579236,"score_gpt":0.3581759327623379,"score_spread":0.2473038220044143,"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."}}