{"id":"W3196331115","doi":"10.1071/ma21031","title":"Escherichia coli: placing resistance to third-generation cephalosporins and fluoroquinolones in Australia and New Zealand into perspective","year":2021,"lang":"en","type":"article","venue":"Microbiology Australia","topic":"Urinary Tract Infections Management","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institute of Environmental Science and Research; Institute of Infection and Immunity; University of Queensland; University of Melbourne","keywords":"Antibiotic resistance; Cephalosporin; Antibiotics; Medicine; Intensive care medicine; Antimicrobial; Broad spectrum; Psychological intervention; Microbiology; Biology; Nursing","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001409289,0.0001979955,0.0003102822,0.0001706311,0.00008110989,0.00003170337,0.0000443573,0.0001793891,0.0001342302],"category_scores_gemma":[0.00006889408,0.0002060556,0.0000308552,0.0003121851,0.00009815722,0.00009869046,0.00007859049,0.0002696356,0.00004484732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002171054,"about_ca_system_score_gemma":0.00006348949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002576102,"about_ca_topic_score_gemma":0.01024032,"domain_scores_codex":[0.9987978,0.00008405626,0.0002609788,0.0005193031,0.00004142497,0.0002964761],"domain_scores_gemma":[0.9994679,0.00002646085,0.00005713486,0.0002184715,0.00008676322,0.0001432667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001955469,0.0002693031,0.1147024,0.00006242913,0.0001130122,0.0002681056,0.0019632,0.00003056945,0.8586985,0.001637746,0.02202355,0.00003568464],"study_design_scores_gemma":[0.003384563,0.001231715,0.8131217,0.0002422026,0.0002237978,0.0005635234,0.001103723,0.000007509881,0.1255748,0.0006881418,0.05330129,0.0005569643],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942082,0.0002510998,0.00005183655,0.004704116,0.0002412006,0.0003744984,0.00001037764,0.00003798488,0.0001206409],"genre_scores_gemma":[0.9541754,0.00005708122,0.006104196,0.0002792211,0.0001464711,0.00002056679,0.00005720506,0.00001374431,0.03914607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7331237,"threshold_uncertainty_score":0.8402705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04391916147367977,"score_gpt":0.314108441562261,"score_spread":0.2701892800885812,"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."}}