{"id":"W4307711977","doi":"10.1186/s12879-022-07768-7","title":"E. coli bacteraemia and antimicrobial resistance following antimicrobial prescribing for urinary tract infection in the community","year":2022,"lang":"en","type":"article","venue":"BMC Infectious Diseases","topic":"Urinary Tract Infections Management","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"Chief Scientist Office, Scottish Government Health and Social Care Directorate; Scottish Government","keywords":"Medicine; Nitrofurantoin; Antimicrobial; Amoxicillin; Internal medicine; Antibiotic resistance; Population; Ciprofloxacin; Antibiotics; Drug resistance; Trimethoprim; Intensive care medicine; Microbiology; Biology; Environmental health","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0007177517,0.0002386614,0.0003142912,0.0003371078,0.001687558,0.0001108426,0.0001351445,0.00005228125,0.00003495978],"category_scores_gemma":[0.0002365974,0.0002306853,0.000265431,0.0004865677,0.00007797742,0.0002903581,0.0001905498,0.000604453,0.000002577144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003776796,"about_ca_system_score_gemma":0.0001358129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005310582,"about_ca_topic_score_gemma":0.0004060439,"domain_scores_codex":[0.9980649,0.000692304,0.0003580454,0.0003116592,0.0002168206,0.0003563121],"domain_scores_gemma":[0.9987397,0.0005368066,0.0001418839,0.0004613471,0.0000443357,0.00007588254],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008720687,0.01310939,0.9781155,0.0009164647,0.0001150481,0.0001092251,0.0007954727,0.0004845449,0.001049292,0.0001354995,0.004138785,0.0001587147],"study_design_scores_gemma":[0.004214472,0.001906761,0.9838076,0.0001496471,0.0004969634,0.0004941832,0.0002619819,0.0001151122,0.0001007913,0.000149622,0.008016433,0.0002863908],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949744,0.0001345009,0.0003249238,0.0002288342,0.0005953208,0.002109284,0.0000897375,0.0001998879,0.001343056],"genre_scores_gemma":[0.9978753,0.00004551698,0.0001213199,0.0006970362,0.0001546021,0.0006774843,0.0001721611,0.00004136423,0.000215267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01120263,"threshold_uncertainty_score":0.9996121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02617698101126191,"score_gpt":0.2778696447037751,"score_spread":0.2516926636925131,"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."}}