{"id":"W4404583505","doi":"10.1093/cid/ciae575","title":"Increased Severity of Multidrug-Resistant <i>Shigella sonnei</i> Infections in People Experiencing Homelessness","year":2024,"lang":"en","type":"article","venue":"Clinical Infectious Diseases","topic":"Escherichia coli research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Coastal Health; St. Paul's Hospital; Kinexus Bioinformatics Corporation (Canada); University of British Columbia","funders":"","keywords":"Shigellosis; Shigella sonnei; Medicine; Population; Bacteremia; Shigella; Epidemiology; Internal medicine; Microbiology; Biology; Antibiotics; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003867644,0.0001588059,0.0002302177,0.0008099627,0.0003423475,0.0005930761,0.0001993197,0.000257974,0.001858741],"category_scores_gemma":[0.001489003,0.0001382182,0.0002674719,0.0006547602,0.0003028706,0.0003389563,0.000439306,0.0003242009,0.0001349414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004088115,"about_ca_system_score_gemma":0.000326386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01213024,"about_ca_topic_score_gemma":0.02036404,"domain_scores_codex":[0.9996972,0.00005667913,0.00003911041,0.00006074813,0.00007794072,0.00006839234],"domain_scores_gemma":[0.9988868,0.00007532495,0.000655078,0.00003499466,0.0001705817,0.0001772152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001525032,0.000004363355,0.9988017,0.000007467452,0.000008680059,0.00003470934,0.00005993218,0.000007594957,0.00007252707,0.000003600196,0.00004381162,0.0009404444],"study_design_scores_gemma":[7.898918e-7,0.00001731124,0.9995089,0.000006775638,0.000004366219,0.0001822866,0.0001615954,0.00002202861,0.00002001835,0.000004777912,0.00007041837,8.562264e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99886,0.0002668411,0.00004049147,0.00006231896,0.000004263747,0.000006242588,0.0002372513,0.000003328364,0.000519137],"genre_scores_gemma":[0.9996179,0.0001243366,0.00003237876,0.00001765536,0.000006210536,0.000001996761,0.0001486384,5.903321e-7,0.00005026921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01213024,"threshold_uncertainty_score":0.02411926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01731188106124465,"score_gpt":0.3490558584791754,"score_spread":0.3317439774179308,"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."}}