{"id":"W2158146143","doi":"10.1016/j.watres.2009.01.033","title":"Seasonal relationships among indicator bacteria, pathogenic bacteria, Cryptosporidium oocysts, Giardia cysts, and hydrological indices for surface waters within an agricultural landscape","year":2009,"lang":"en","type":"article","venue":"Water Research","topic":"Fecal contamination and water quality","field":"Environmental Science","cited_by":326,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; University of Alberta; Health Canada; Public Health Agency of Canada; Environment and Climate Change Canada; Wilfrid Laurier University; Agriculture and Agri-Food Canada","funders":"Agriculture and Agri-Food Canada; Health Canada; U.S. Environmental Protection Agency","keywords":"Cryptosporidium; Indicator bacteria; Giardia; Biology; Salmonella; Fecal coliform; Bacteria; Listeria monocytogenes; Tributary; Veterinary medicine; Microbiology; Clostridium perfringens; Pathogenic bacteria; Pathogen; Feces; Ecology; Water quality; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002778283,0.00008959275,0.0001763218,0.0004999435,0.0002603033,0.0003766411,0.0001512501,0.0002262783,0.0004110462],"category_scores_gemma":[0.0008843956,0.0001125409,0.0001345031,0.0005522791,0.000380114,0.0003329466,0.0002346863,0.0002041893,0.00005791555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003447556,"about_ca_system_score_gemma":0.0002641996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01038346,"about_ca_topic_score_gemma":0.02742987,"domain_scores_codex":[0.9999049,0.00002292082,0.000008717203,0.00002526839,0.0000160158,0.00002224933],"domain_scores_gemma":[0.9994156,0.0001714583,0.0001672391,0.00002742243,0.00009604357,0.0001222582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00021028,0.00004379793,0.9906173,0.000005754119,0.00003247425,0.00004945186,0.0002396826,0.0002993054,0.006015822,0.00003751248,0.00005874975,0.002389804],"study_design_scores_gemma":[0.000002287196,0.00005507744,0.998822,4.726521e-7,0.000008881177,0.0000324403,0.0001832656,0.0006680808,0.0001481833,0.00002785474,0.00004967293,0.000001761297],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997951,0.00001045766,0.00005376921,0.000006683596,5.537121e-7,0.000001136555,0.00003714439,0.000001907146,0.00009314662],"genre_scores_gemma":[0.9997628,0.000008897853,0.00008384328,0.00000275402,0.000001199843,0.000001631054,0.00007143564,9.829776e-7,0.00006642209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01038346,"threshold_uncertainty_score":0.02064604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05313537267989735,"score_gpt":0.292160952073459,"score_spread":0.2390255793935616,"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."}}