{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007215019,0.0002469464,0.0002912912,0.0008352494,0.0005142419,0.0006982231,0.0003206946,0.0003578376,0.00175867],"category_scores_gemma":[0.004614149,0.0002490819,0.0004771813,0.001163492,0.0003243623,0.0004722463,0.0006677143,0.0005595573,0.0001539888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000880553,"about_ca_system_score_gemma":0.001001521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0292883,"about_ca_topic_score_gemma":0.02998471,"domain_scores_codex":[0.9992794,0.0001667987,0.00006472674,0.00007125335,0.0001713148,0.0002465116],"domain_scores_gemma":[0.996479,0.000519062,0.00185941,0.00007145813,0.0004218047,0.0006492425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003625028,0.00001472886,0.9992908,0.000005345602,0.000009451755,0.00009636239,0.00004670895,0.00001374076,0.0000258994,0.00000344062,0.00004585241,0.0004114209],"study_design_scores_gemma":[0.000002917307,0.00006309788,0.9993086,0.000007068767,0.000006881143,0.0002607882,0.000184965,0.0001062211,0.00001207737,0.000008771905,0.00003625366,0.000002368856],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995773,0.00009735655,0.00001781759,0.00005532089,0.000002953593,0.000003943023,0.00009468193,0.000001439745,0.0001492414],"genre_scores_gemma":[0.9997954,0.00004633358,0.00002398643,0.00001428067,0.000005552916,0.000001925754,0.00008620606,3.742705e-7,0.00002588378],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0292883,"threshold_uncertainty_score":0.05823565,"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."}}