{"id":"W2345169472","doi":"10.1021/acs.est.6b00707","title":"Release of<i>Escherichia coli</i>from Foreshore Sand and Pore Water during Intensified Wave Conditions at a Recreational Beach","year":2016,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Fecal contamination and water quality","field":"Environmental Science","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada; Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Intertidal zone; Pore water pressure; Hydrology (agriculture); Erosion; Indicator bacteria; Surface water; Environmental science; Geology; Water quality; Geomorphology; Geotechnical engineering; Oceanography; Ecology; Environmental engineering; Fecal coliform; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002150002,0.000147348,0.000160141,0.0001179036,0.0003548808,0.0000116906,0.0002446852,0.0001119188,0.001884672],"category_scores_gemma":[0.00004574362,0.0000950274,0.0000344486,0.0002127358,0.004292338,0.0003115897,0.0006892717,0.00009348377,0.0001126073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004423556,"about_ca_system_score_gemma":0.00000692119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004503357,"about_ca_topic_score_gemma":0.00002511863,"domain_scores_codex":[0.9984781,0.00003183499,0.0002553364,0.0005233045,0.0003587943,0.0003526819],"domain_scores_gemma":[0.9994556,0.00003213841,0.00008068169,0.0002921505,0.000005108675,0.0001343347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002563988,0.00004910145,0.07439927,0.000001159579,0.000004406892,0.000008258125,0.0002132784,0.000002845545,0.9236951,0.000218445,0.00007084796,0.001311595],"study_design_scores_gemma":[0.0004519142,0.00007755043,0.2926206,0.00001074961,0.00000865222,0.00001925525,0.0001816132,0.00005348953,0.7028158,0.002213371,0.001401695,0.0001452926],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968871,0.00003062574,0.0001294322,0.001730944,0.00004227602,0.0001993574,0.00008704069,0.00004795097,0.0008452464],"genre_scores_gemma":[0.9984335,0.00003341987,0.000403376,0.0001291495,0.000008526489,0.00002828478,0.00005049978,0.000008937405,0.0009043277],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2208793,"threshold_uncertainty_score":0.9990277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01024689104626019,"score_gpt":0.2114920243980662,"score_spread":0.201245133351806,"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."}}