{"id":"W2147765731","doi":"10.3389/fmicb.2011.00090","title":"The Evolution of Virulence in Non-O157 Shiga Toxin-Producing Escherichia Coli","year":2011,"lang":"en","type":"article","venue":"Frontiers in Microbiology","topic":"Escherichia coli research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg; Public Health Agency of Canada; McMaster University","funders":"","keywords":"Virulence; Serotype; Biology; Outbreak; Shiga toxin; Diarrhea; Disease; Escherichia coli; Microbiology; Whole genome sequencing; Virology; Genome; Genetics; Medicine; Gene","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0005335944,0.0002738984,0.0002784108,0.0006566857,0.0003306132,0.0006965685,0.0004116875,0.0006297949,0.0005197584],"category_scores_gemma":[0.001114194,0.0001911411,0.0002348436,0.0005921761,0.000412638,0.0005370462,0.0006348505,0.0004819522,0.0003034443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005013288,"about_ca_system_score_gemma":0.0003641378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001248027,"about_ca_topic_score_gemma":0.001467744,"domain_scores_codex":[0.9996829,0.00009934036,0.00002100992,0.00004799847,0.00007354023,0.00007530487],"domain_scores_gemma":[0.9993987,0.000167638,0.00009614477,0.00007969738,0.0001422026,0.0001156079],"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":[0.001054812,0.0002988662,0.08926743,0.0001985688,0.00006199591,0.001055666,0.0008443114,0.001133943,0.8572212,0.002143868,0.0002881131,0.04643128],"study_design_scores_gemma":[0.0000416613,0.0009255493,0.9389067,0.00004746046,0.00004565717,0.002372572,0.001267848,0.003394578,0.04525975,0.002172457,0.00551018,0.00005557699],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972875,0.000946074,0.0005649947,0.0001133979,0.000007710978,0.000005725724,0.00005251187,0.000007601529,0.001014493],"genre_scores_gemma":[0.9965127,0.001644072,0.0006864212,0.00008743023,0.00001087075,0.000007578446,0.0002583298,0.00001262769,0.0007799136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001248027,"threshold_uncertainty_score":0.003637433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009048908535234464,"score_gpt":0.2329408109051337,"score_spread":0.2238919023698992,"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."}}