{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002050933,0.0001074957,0.0001373491,0.00006148753,0.001517542,0.00008902599,0.000165374,0.0000324823,0.001552745],"category_scores_gemma":[0.0001541121,0.0001088567,0.00004687415,0.0007512014,0.001280882,0.0001895451,0.00041006,0.0001347375,0.00001052599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004741201,"about_ca_system_score_gemma":0.00005854204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001743615,"about_ca_topic_score_gemma":0.002088178,"domain_scores_codex":[0.9980039,0.0001783411,0.0004303051,0.0004350615,0.0007335645,0.0002188026],"domain_scores_gemma":[0.99917,0.00004656464,0.0002987759,0.0003107482,0.00002652744,0.0001473874],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002726177,0.0003132251,0.8092812,0.0000661485,0.0000536195,0.00005831491,0.005111357,0.005100985,0.07434701,0.01908895,0.08643194,0.0001200324],"study_design_scores_gemma":[0.0007615649,0.0001517324,0.3241724,0.00002346665,0.0001181068,0.0001762083,0.004623988,0.01249436,0.02403123,0.02548349,0.6072588,0.0007046666],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994347,0.00001454492,0.001815952,0.0006263441,0.0004178693,0.0002331217,0.0003899644,0.00004308323,0.00211208],"genre_scores_gemma":[0.9909604,5.188037e-7,0.0003765663,0.00008758998,0.00000856873,0.00002855408,0.002117153,0.000007577929,0.006413121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5208269,"threshold_uncertainty_score":0.9997823,"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."}}