{"id":"W2757496066","doi":"10.1371/journal.pone.0185437","title":"Occurrence, characterization, and potential predictors of verotoxigenic Escherichia coli, Listeria monocytogenes, and Salmonella in surface water used for produce irrigation in the Lower Mainland of British Columbia, Canada","year":2017,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Listeria monocytogenes in Food Safety","field":"Biochemistry, Genetics and Molecular Biology","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Canada; Public Health Agency of Canada; University of British Columbia","funders":"Public Health Agency of Canada; British Columbia Ministry of Agriculture and Lands","keywords":"VTEC; Salmonella; Listeria monocytogenes; Veterinary medicine; Fecal coliform; Biology; Feces; Surface water; Microbiology; Escherichia coli; Water quality; Environmental science; Ecology; Bacteria; Medicine; Environmental engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001969757,0.0003547387,0.000283079,0.001142381,0.001203226,0.001085937,0.000524965,0.0003166814,0.0009201842],"category_scores_gemma":[0.00088295,0.0002544849,0.0001897824,0.00254369,0.0005333097,0.0001821398,0.0004194643,0.0004084306,0.0001546952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007548734,"about_ca_system_score_gemma":0.006985053,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9815886,"about_ca_topic_score_gemma":0.9925421,"domain_scores_codex":[0.9995277,0.00003463445,0.00003796609,0.00008678763,0.000155147,0.0001577407],"domain_scores_gemma":[0.9989279,0.00009691805,0.000196224,0.00002526316,0.000527922,0.0002257299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003880686,0.00002289555,0.9946114,0.00001744639,0.0000138443,0.00009937322,0.0002575125,0.00009133473,0.00143552,0.000008358864,0.0002024627,0.003201067],"study_design_scores_gemma":[0.000001178951,0.00001058841,0.9988306,0.00000598892,0.000004726506,0.00002990987,0.0006842641,0.0001398841,0.0001015076,0.00000238476,0.0001864848,0.000002460315],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986851,0.000154248,0.00005356046,0.00004006653,0.000001566838,0.00001328677,0.0004994813,0.000004026854,0.0005487474],"genre_scores_gemma":[0.9982113,0.0001724884,0.0001413679,0.00003140834,0.000001313211,0.00001020838,0.0006767313,0.000002061925,0.000753134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0184114,"threshold_uncertainty_score":0.05477017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03323080362428112,"score_gpt":0.2389623220624951,"score_spread":0.205731518438214,"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."}}