{"id":"W3200833517","doi":"10.2166/wh.2021.021","title":"Microbial water quality at contrasting recreational areas in a mixed-use watershed in eastern Canada","year":2021,"lang":"en","type":"article","venue":"Journal of Water and Health","topic":"Fecal contamination and water quality","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada; Public Health Agency of Canada; Toronto Public Health; Ministry of Environment; Natural Resources Canada","funders":"","keywords":"Recreation; Watershed; Cryptosporidium; Water quality; Waterborne diseases; Indicator bacteria; Human pathogen; Indicator organism; Fecal coliform; Salmonella; Pollution; Environmental health; Environmental science; Geography; Ecology; Biology; Veterinary medicine; Feces; Environmental engineering; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00149871,0.000094212,0.000267075,0.00003976285,0.0000719102,0.00003723706,0.00006276326,0.0000399656,0.0003458589],"category_scores_gemma":[0.00002817512,0.00005806955,0.00003185478,0.00004398063,0.00003525729,0.0002182025,0.00009442052,0.0001826662,0.00000661959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006544291,"about_ca_system_score_gemma":0.00009899983,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.274863,"about_ca_topic_score_gemma":0.7945476,"domain_scores_codex":[0.9982175,0.0003617733,0.0006828429,0.0001581016,0.0002654539,0.0003143702],"domain_scores_gemma":[0.9996002,0.00003882288,0.00009764104,0.00006673543,0.00003208144,0.000164567],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001387954,0.00007720759,0.9824888,0.0000446445,0.000006523331,0.0001074527,0.003699464,0.00007477745,0.01128,0.000006890417,0.0006519605,0.001423518],"study_design_scores_gemma":[0.001365485,0.00004390256,0.9769747,0.00006382055,0.000002213822,0.00007000323,0.0002082029,0.00007537737,0.01711358,0.0001002989,0.003881095,0.0001013801],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897396,0.00002648443,0.00003486448,0.009884794,0.0001522959,0.00006684718,0.00000686357,0.000001752598,0.00008650337],"genre_scores_gemma":[0.9971109,0.00001985985,0.0001167288,0.002035732,0.00004135433,9.507014e-7,0.00003066794,0.000005048791,0.0006387574],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5196846,"threshold_uncertainty_score":0.7299657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04964150571954162,"score_gpt":0.291922295509132,"score_spread":0.2422807897895903,"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."}}