{"id":"W2025337585","doi":"10.1016/j.jglr.2011.10.004","title":"Escherichia coli toxin and attachment genes in sand at Great Lakes recreational beaches","year":2011,"lang":"en","type":"article","venue":"Journal of Great Lakes Research","topic":"Escherichia coli research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National Oceanic and Atmospheric Administration","keywords":"Escherichia coli; Virulence; Biology; Microbiology; Gene; Population; Enteropathogenic Escherichia coli; Pathogenic Escherichia coli; Indicator organism; Recreation; Ecology; Genetics; Environmental health","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":[0.00009089328,0.0002356024,0.0003109832,0.001011669,0.001044459,0.0007340886,0.0002385165,0.0002808848,0.001524012],"category_scores_gemma":[0.0005205914,0.0003931083,0.0001811941,0.0008162293,0.0004927482,0.0002581952,0.0005485216,0.0003443423,0.000280312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008887757,"about_ca_system_score_gemma":0.0006125779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06455359,"about_ca_topic_score_gemma":0.1614352,"domain_scores_codex":[0.9998333,0.00001842379,0.000007645431,0.00003321983,0.00004356154,0.00006383],"domain_scores_gemma":[0.999483,0.00005488845,0.0001399964,0.00001329971,0.0001635263,0.0001453354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000918124,0.000120647,0.8647414,0.00003305631,0.00003900572,0.0005824825,0.003539582,0.0001139529,0.1260435,0.0001270928,0.0001408762,0.003600411],"study_design_scores_gemma":[0.000002907008,0.00009391757,0.9951929,0.000004121785,0.0000101814,0.00008055243,0.002191985,0.0001147114,0.002139302,0.00002114096,0.0001435045,0.000004631637],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996231,0.00001882199,0.00002045033,0.000006279397,7.353141e-7,0.000001477744,0.00004879584,0.00000102699,0.0002793024],"genre_scores_gemma":[0.9985077,0.0000377695,0.00007333269,0.000007908262,0.000001096024,0.000003652548,0.0001485505,0.000001648955,0.001218462],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06455359,"threshold_uncertainty_score":0.1283557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08066125655265571,"score_gpt":0.3554731751040233,"score_spread":0.2748119185513676,"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."}}