{"id":"W4390096738","doi":"10.21203/rs.3.rs-3778172/v1","title":"Emergence of Potentially Disinfection Resistant, Naturalized Escherichia coli Populations Across Food- and Water-Associated Engineered Environments","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Bacteriophages and microbial interactions","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; Alberta Innovates","keywords":"Ecotype; Biology; Virulence; Ecological niche; Phylogenetic tree; Host (biology); Escherichia coli; Colonization; Niche; Gene; Ecology; Genetics; Habitat","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0003370854,0.0002444667,0.0002380641,0.0003235716,0.0001941626,0.000616032,0.0002512266,0.0003247069,0.0005101896],"category_scores_gemma":[0.0005847249,0.0001335986,0.0002160489,0.0002623559,0.0002806655,0.000233795,0.0005194885,0.0004510047,0.0001374335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003119691,"about_ca_system_score_gemma":0.0003006576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001186921,"about_ca_topic_score_gemma":0.001613554,"domain_scores_codex":[0.9995647,0.00005396979,0.00003166261,0.0001754511,0.00009382646,0.0000804403],"domain_scores_gemma":[0.9996403,0.00006639014,0.0001022375,0.00005128833,0.00008464117,0.00005507632],"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":[0.0003382941,0.0001415152,0.03926597,0.00005677159,0.00003848468,0.0001845813,0.0002332873,0.0002977454,0.950497,0.0002413601,0.0001554844,0.008549448],"study_design_scores_gemma":[0.0000525233,0.001371414,0.582734,0.00003750326,0.00009525502,0.001719492,0.001744637,0.004573595,0.4018664,0.0005622172,0.00519007,0.0000528861],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982954,0.00006200524,0.001057566,0.00002800075,0.00000591883,0.00001317012,0.0002085926,0.00001485279,0.0003145096],"genre_scores_gemma":[0.9957507,0.00009382067,0.002354865,0.00007529376,0.000006381581,0.00002873905,0.000866487,0.00001588934,0.000807743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001186921,"threshold_uncertainty_score":0.002359986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.056356076184488,"score_gpt":0.3604966471717756,"score_spread":0.3041405709872876,"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."}}