{"id":"W1928709554","doi":"10.1111/jam.12969","title":"Investigation on the temporal variation and source tracking of faecal bacteria in a forest dominated watershed (Comox Lake), British Columbia, Canada","year":2015,"lang":"en","type":"article","venue":"Journal of Applied Microbiology","topic":"Fecal contamination and water quality","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada; Ministry of Environment; Public Health Agency; Public Health Agency of Canada; World Health Organization","keywords":"Feces; Watershed; Escherichia coli; Wildlife; Fecal coliform; Biology; Veterinary medicine; Bacteria; Environmental science; Ecology; Animal science; Water quality; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0008214933,0.00005532704,0.0001663798,0.00001861757,0.00003427814,0.00003375279,0.000104375,0.00006618063,0.00009266948],"category_scores_gemma":[0.00004845872,0.00005140625,0.00001617994,0.00007944129,0.0001312593,0.00006004078,0.00003869663,0.0001385289,0.000001542924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000148315,"about_ca_system_score_gemma":0.00005661152,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2665585,"about_ca_topic_score_gemma":0.9044522,"domain_scores_codex":[0.9992172,0.0001321017,0.0003643166,0.00009881915,0.00007539504,0.0001121438],"domain_scores_gemma":[0.9995162,0.00006849988,0.0002786347,0.00005531248,0.00002445769,0.00005686502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002799011,0.00008210156,0.46439,0.00001708943,0.00002670326,0.00001910624,0.004045401,0.0004290167,0.5214861,0.00007263421,0.004967115,0.004184796],"study_design_scores_gemma":[0.001680102,0.0001839433,0.9812509,0.00003051684,0.00001136475,0.00008603376,0.0004324477,0.0001214727,0.01159079,0.0009444692,0.003546722,0.0001212173],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991821,0.000003248081,0.00007374043,0.0004239085,0.00006892424,0.000121652,0.000008902506,0.000002007873,0.0001155233],"genre_scores_gemma":[0.999377,9.88106e-7,0.0001536684,0.0003784668,0.00001484524,0.000001893066,0.00001672018,0.000004335048,0.0000520925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6378937,"threshold_uncertainty_score":0.7383255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0197528585432538,"score_gpt":0.1901701077587316,"score_spread":0.1704172492154777,"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."}}