{"id":"W4225625450","doi":"10.1093/cid/ciac256","title":"Introducing the Escalation Antibiogram: A Simple Tool to Inform Changes in Empiric Antimicrobials in the Nonresponding Patient","year":2022,"lang":"en","type":"article","venue":"Clinical Infectious Diseases","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Hospital; Sunnybrook Hospital; Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto","funders":"","keywords":"Medicine; Meropenem; Amikacin; Piperacillin; Ertapenem; De-escalation; Piperacillin/tazobactam; Tazobactam; Tobramycin; Sulfamethoxazole; Internal medicine; Ciprofloxacin; Ceftazidime; Cefotetan; Gentamicin; Imipenem; Antibiotics; Microbiology; Antibiotic resistance; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.00116813,0.0001444041,0.0002907575,0.000208404,0.000547489,0.00004230827,0.000290449,0.00008831274,0.0002727897],"category_scores_gemma":[0.0009027968,0.00009081775,0.0001307381,0.0009673135,0.0001481018,0.0000602869,0.0002612876,0.0004662685,0.00007084265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006973516,"about_ca_system_score_gemma":0.00006922918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001471243,"about_ca_topic_score_gemma":0.0008758103,"domain_scores_codex":[0.9977729,0.0009136212,0.0005643623,0.0003271674,0.00006987496,0.0003520214],"domain_scores_gemma":[0.9982704,0.001145664,0.0001637219,0.0003691143,0.00003059291,0.0000204871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003140867,0.00116364,0.9534838,0.00002617339,0.00006786366,0.00002467674,0.002218152,0.001007079,0.002943661,0.00024304,0.01287709,0.02563076],"study_design_scores_gemma":[0.001087859,0.000788171,0.940457,0.00004737353,0.00005178922,0.00001586354,0.001853111,0.00002674215,0.0004356751,0.0002177846,0.05478,0.0002386627],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950156,0.0005121528,0.00003413313,0.002789466,0.0006976804,0.000722783,0.00005948981,0.00004356434,0.0001251349],"genre_scores_gemma":[0.9949421,0.0000916201,0.000003265901,0.004680526,0.0000759865,0.00004795114,0.00007859214,0.00001118092,0.00006881486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04190291,"threshold_uncertainty_score":0.4210898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02550592131914265,"score_gpt":0.3306452291838887,"score_spread":0.3051393078647461,"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."}}