{"id":"W4386874780","doi":"10.3138/jammi-2022-0038","title":"Population-based study of <i>Morganella-Proteus-Providencia</i> group bloodstream infections","year":2023,"lang":"en","type":"article","venue":"Journal of the Association of Medical Microbiology and Infectious Disease Canada","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Inland Hospital","funders":"","keywords":"Providencia; Morganella morganii; Proteus mirabilis; Incidence (geometry); Population; Medicine; Epidemiology; Internal medicine; Demography; Proteus; Pediatrics; Biology; Pseudomonas aeruginosa; Environmental health; Enterobacteriaceae; Genetics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0007922495,0.0002593861,0.000299065,0.0009659206,0.0006448639,0.0006874662,0.0004759285,0.0004529835,0.001125922],"category_scores_gemma":[0.002147506,0.0003651927,0.0003047254,0.001540437,0.0003465191,0.0004601673,0.0004392793,0.0006553521,0.0003257863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001040225,"about_ca_system_score_gemma":0.001220945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0991993,"about_ca_topic_score_gemma":0.08847041,"domain_scores_codex":[0.9991887,0.0002117106,0.00006864723,0.0002029739,0.0002069447,0.0001210791],"domain_scores_gemma":[0.998598,0.0001066396,0.0004354036,0.00009783534,0.0004641945,0.0002978767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002398692,0.0000244882,0.9991753,0.000006856481,0.00004117959,0.00003336871,0.00007396127,0.00001051612,0.00006848499,0.000005806929,0.0001110874,0.0004249706],"study_design_scores_gemma":[0.000004151283,0.00005849283,0.9993324,0.000006298764,0.00002172337,0.0001630834,0.0001863709,0.00004348037,0.00001556944,0.000006310055,0.0001590786,0.000003160869],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977519,0.0002880251,0.0001173657,0.00004723241,0.000006881769,0.00002857129,0.0009702647,0.00000582789,0.0007839024],"genre_scores_gemma":[0.9991809,0.0001541629,0.00008658096,0.00003932139,0.000007064669,0.00001895095,0.0004169579,0.000001542888,0.00009474028],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0991993,"threshold_uncertainty_score":0.1972438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005125326868442997,"score_gpt":0.2248334948693679,"score_spread":0.2197081680009249,"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."}}