{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007908918,0.00007291883,0.0001840408,0.00005459632,0.0001049602,0.000007386355,0.0001547118,0.0001186786,0.00002595737],"category_scores_gemma":[0.003834044,0.00005676119,0.00007739785,0.0001928253,0.00003287216,0.000005266307,0.00005972407,0.0001357353,2.138146e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007827189,"about_ca_system_score_gemma":0.0007090976,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02922574,"about_ca_topic_score_gemma":0.1882515,"domain_scores_codex":[0.9988102,0.000312227,0.0004655691,0.0001083692,0.0002016015,0.0001020331],"domain_scores_gemma":[0.9986382,0.0001476023,0.0007025361,0.0001408493,0.0002687575,0.0001021095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002471859,0.0002435943,0.9379986,0.0000303752,0.0001046218,0.000001311394,0.00001912887,0.000129392,0.05824262,0.000008831213,0.003048737,0.000148065],"study_design_scores_gemma":[0.001312812,0.0003352115,0.9941733,0.0000465839,0.0001212666,0.000009520791,0.0001401376,0.00004251589,0.002416263,0.00005054955,0.001268881,0.00008291983],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981825,0.00005152699,0.00001237159,0.0009837761,0.0005674171,0.0001471224,0.00004339511,0.00000432204,0.00000760706],"genre_scores_gemma":[0.9995484,0.00002325107,0.000003174486,0.0002274008,0.0001025702,0.000003149935,0.00004201318,0.00000543875,0.00004456086],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1590257,"threshold_uncertainty_score":0.9772387,"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."}}