{"id":"W4402759272","doi":"10.3390/pathogens13100822","title":"Clinical Outcomes and Virulence Factors of Shiga Toxin-Producing Escherichia coli (STEC) from Southern Alberta, Canada, from 2020 to 2022","year":2024,"lang":"en","type":"article","venue":"Pathogens","topic":"Escherichia coli research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada; Alberta Health Services; Alberta Health; University of Alberta","funders":"","keywords":"Virulence; Serotype; Escherichia coli; Biology; Shiga toxin; Microbiology; Genetics; Gene","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0002483517,0.0002268792,0.0003617342,0.00002384129,0.00007847106,0.00003480623,0.000255967,0.0001222185,0.00009294978],"category_scores_gemma":[0.001086268,0.0001920977,0.0001178545,0.0001526108,0.00009594989,0.000004130449,0.0004555107,0.0002053607,0.0000107549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000294743,"about_ca_system_score_gemma":0.0003729429,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4146818,"about_ca_topic_score_gemma":0.6345928,"domain_scores_codex":[0.9981506,0.0001433605,0.0003752919,0.0007388862,0.0002780368,0.00031381],"domain_scores_gemma":[0.998826,0.0003529281,0.00006146722,0.0004638879,0.00007443549,0.0002212541],"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":[0.00004824504,0.00003043864,0.4402134,0.00002572196,0.0003361318,0.00001823906,0.0006636557,0.00000715515,0.5554761,0.000005789513,0.002061905,0.001113279],"study_design_scores_gemma":[0.0003481684,0.0002629512,0.9107444,0.00007891602,0.0001110913,6.547659e-7,0.001992453,0.0001929023,0.05298405,0.00005556781,0.03269911,0.0005296855],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941359,0.002782652,0.0001191934,0.0004141509,0.0004075996,0.0002231906,0.001717175,0.00001204539,0.000188061],"genre_scores_gemma":[0.9964935,0.0003053772,0.00108784,0.0003782797,0.0002571458,0.0000247899,0.00009672082,0.00003577815,0.001320579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5024921,"threshold_uncertainty_score":0.7833517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01665728572605411,"score_gpt":0.2900961265672329,"score_spread":0.2734388408411788,"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."}}