{"id":"W4206667906","doi":"10.3133/sir20215089","title":"Understanding sources and distribution of Escherichia coli at Lake St. Clair Metropark Beach, Macomb County, Michigan","year":2022,"lang":"en","type":"article","venue":"Scientific investigations report","topic":"Fecal contamination and water quality","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Clair College","funders":"U.S. Geological Survey; National Oceanic and Atmospheric Administration; U.S. Environmental Protection Agency","keywords":"Shore; Hydrology (agriculture); Recreation; National park; Geological survey; Surface water; Geography; Fishery; Environmental science; Archaeology; Oceanography; Geology; Ecology; Environmental engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002037574,0.0002562726,0.00008809207,0.0008622388,0.0008947055,0.0007370338,0.000411509,0.000280558,0.002841892],"category_scores_gemma":[0.0005522815,0.0001965442,0.00009228472,0.0008072878,0.0001302021,0.0004579524,0.0003954589,0.0002555982,0.0005378274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001342949,"about_ca_system_score_gemma":0.001004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2117099,"about_ca_topic_score_gemma":0.5351518,"domain_scores_codex":[0.9997502,0.00002672457,0.00001063765,0.00005603513,0.0001072783,0.00004913366],"domain_scores_gemma":[0.999527,0.00003927222,0.000136299,0.00001025451,0.0002074466,0.00007976784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006177412,0.00009422906,0.930733,0.0000976497,0.000037552,0.0003213759,0.001168751,0.00008984799,0.005724877,0.00009097171,0.01884625,0.04273381],"study_design_scores_gemma":[0.000001758785,0.00004165514,0.9894037,0.00005213069,0.00001015946,0.00007529433,0.001517001,0.0002176095,0.0004937251,0.00001886367,0.008163986,0.000004050423],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9722849,0.002240597,0.0005291009,0.002746436,0.00003084031,0.0001372269,0.006285198,0.00006328715,0.01568232],"genre_scores_gemma":[0.9767234,0.00340344,0.001638633,0.0007187699,0.00007365568,0.0002018904,0.005833079,0.00001796382,0.01138911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2117099,"threshold_uncertainty_score":0.4209552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05634302533478843,"score_gpt":0.2498050348151513,"score_spread":0.1934620094803628,"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."}}