{"id":"W3105873222","doi":"10.1093/jacamr/dlaa087","title":"Factors influencing choices of empirical antibiotic treatment for bacterial infections in a scenario-based survey in Vietnam","year":2020,"lang":"en","type":"article","venue":"JAC-Antimicrobial Resistance","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute for Health and Care Research; Wellcome Trust","keywords":"Medicine; Genitourinary system; Psychological intervention; Antibiotics; Regimen; Antimicrobial stewardship; Sepsis; Family medicine; Internal medicine; Intensive care medicine; Antibiotic resistance; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001912444,0.0001830651,0.0001982509,0.0003721006,0.0004289739,0.0006819389,0.0003088391,0.0003814774,0.001526178],"category_scores_gemma":[0.005868008,0.0002829214,0.00025128,0.0005868739,0.0003660502,0.0004594432,0.0005065872,0.0005179392,0.0001238143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001413916,"about_ca_system_score_gemma":0.001606491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04570434,"about_ca_topic_score_gemma":0.03941324,"domain_scores_codex":[0.998508,0.0008893596,0.0001368077,0.0001323499,0.0001073795,0.0002261298],"domain_scores_gemma":[0.9954777,0.001551673,0.001511751,0.00008967987,0.0003920029,0.0009772474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005672515,0.0001405102,0.9935962,0.00004814651,0.00002788181,0.0002024038,0.003839811,0.0001452476,0.0001126307,0.00005080549,0.00029048,0.001489243],"study_design_scores_gemma":[0.00001936192,0.0003152321,0.9733517,0.0000994926,0.00001319077,0.0003536909,0.02309901,0.001606408,0.00009756786,0.00008478832,0.000938093,0.00002152951],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994975,0.00003149734,0.00002900482,0.000148569,0.000001769751,0.00001370168,0.0001044302,4.842642e-7,0.0001730635],"genre_scores_gemma":[0.9997336,0.00005628485,0.00004338205,0.00004559938,0.000001005783,0.000008847375,0.00007590513,3.602704e-7,0.00003503703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04570434,"threshold_uncertainty_score":0.09087664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05813877844062538,"score_gpt":0.3023676895715599,"score_spread":0.2442289111309345,"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."}}