{"id":"W4281767378","doi":"10.3390/antibiotics11060775","title":"Identifying Targets for Antibiotic Use for the Management of Carbapenem-Resistant Acinetobacter baumannii (CRAb) in Hospitals—A Multi-Centre Nonlinear Time-Series Study","year":2022,"lang":"en","type":"article","venue":"Antibiotics","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"British Columbia Institute of Technology","funders":"","keywords":"Acinetobacter baumannii; Antibiotic resistance; Piperacillin; Tazobactam; Antimicrobial stewardship; Cephalosporin; Medicine; Antibiotics; Carbapenem; Population; Incidence (geometry); Defined daily dose; Acinetobacter; Infection control; Antimicrobial; Intensive care medicine; Microbiology; Biology; Environmental health; Imipenem","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":[],"consensus_categories":[],"category_scores_codex":[0.0005298758,0.0002980972,0.0005143473,0.0001361339,0.0006015772,0.00004162818,0.0005319454,0.0001135813,0.00008144356],"category_scores_gemma":[0.00004139091,0.0002348635,0.0002149569,0.0002745055,0.0001916799,0.0001378679,0.0003630082,0.0002451749,0.00002176161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006653199,"about_ca_system_score_gemma":0.00004252686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001011048,"about_ca_topic_score_gemma":0.0002147774,"domain_scores_codex":[0.9980146,0.0001424635,0.000640983,0.0005144599,0.0001089793,0.0005785546],"domain_scores_gemma":[0.998725,0.0002694572,0.0002895063,0.0005734198,0.000120561,0.00002204411],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009740302,0.01936777,0.5048937,0.004928175,0.01237699,0.0004208106,0.0147057,0.00216993,0.3964259,0.005630482,0.02452866,0.004811579],"study_design_scores_gemma":[0.03166004,0.004968049,0.6643876,0.001095499,0.00326203,0.00003935218,0.08341574,0.002426793,0.1335187,0.0001528514,0.07255429,0.002519136],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896902,0.003350784,0.001327811,0.0003190062,0.001126397,0.003520803,0.0005795772,0.00005073965,0.00003466681],"genre_scores_gemma":[0.9853074,0.0003027716,0.004651561,0.00008029299,0.00002819867,0.000005073494,0.0002154396,0.00005666758,0.009352626],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2629073,"threshold_uncertainty_score":0.9577457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01908374797050668,"score_gpt":0.2622586219563016,"score_spread":0.2431748739857949,"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."}}