{"id":"W1977708228","doi":"10.1016/j.jglr.2014.06.003","title":"Effect of hydrological and geophysical factors on formation of standing water and FIB reservoirs at a Lake Michigan beach","year":2014,"lang":"en","type":"article","venue":"Journal of Great Lakes Research","topic":"Fecal contamination and water quality","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Wisconsin Sea Grant Institute, University of Wisconsin; U.S. Environmental Protection Agency","keywords":"Indicator bacteria; Surface runoff; Hydrology (agriculture); Environmental science; Water quality; Impervious surface; Water table; Surface water; Groundwater; Geology; Fecal coliform; Ecology; Environmental engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002325695,0.0001366536,0.0001451036,0.0004587646,0.000895364,0.0007813609,0.0003214175,0.0003210834,0.002112527],"category_scores_gemma":[0.0006532407,0.0001976313,0.0002013377,0.0003386492,0.0005014218,0.0003805205,0.0005179166,0.0003290165,0.0001714343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001344901,"about_ca_system_score_gemma":0.0007786917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07408934,"about_ca_topic_score_gemma":0.2322267,"domain_scores_codex":[0.9998382,0.00003611544,0.00001155493,0.00002963537,0.00002941411,0.00005499279],"domain_scores_gemma":[0.9993993,0.0001349487,0.0001000063,0.00001678913,0.00009085706,0.0002580727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006116435,0.0001675547,0.9847366,0.000009122138,0.00005974369,0.0004267881,0.0005832195,0.0003546647,0.00991493,0.00007021143,0.0002268853,0.002838546],"study_design_scores_gemma":[0.000005064008,0.000124374,0.9980121,0.000001745312,0.00001389674,0.00002768457,0.0007195955,0.0003965759,0.0005582372,0.00001050659,0.0001265775,0.000003591673],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995323,0.000005539376,0.00001262947,0.00001768435,6.72772e-7,0.000001946486,0.00003835867,0.00000174891,0.0003890614],"genre_scores_gemma":[0.9994786,0.000008027524,0.00003318057,0.000007636416,0.000001096097,0.000002159122,0.00005248539,0.000001029614,0.0004158695],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07408934,"threshold_uncertainty_score":0.1473162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04068756767146149,"score_gpt":0.3216906437203729,"score_spread":0.2810030760489114,"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."}}