{"id":"W3040317899","doi":"10.1177/0018578720936585","title":"Developing a Tool for Prospective Assessment of Treatment Appropriateness in Urinary Tract Infections","year":2020,"lang":"en","type":"article","venue":"Hospital Pharmacy","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fraser Health; University of British Columbia; Surrey Memorial Hospital","funders":"","keywords":"Medicine; Antimicrobial stewardship; Concordance; Audit; Guideline; Intensive care medicine; Nitrofurantoin; Empiric therapy; Cohen's kappa; Antibiotic resistance; Antibiotics; Internal medicine; Alternative medicine; Accounting; Pathology","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":[0.154548,0.001486461,0.00229512,0.01227205,0.001473038,0.004007736,0.002256695,0.001273894,0.001830645],"category_scores_gemma":[0.2910399,0.001042911,0.002966972,0.007629318,0.001275211,0.004925309,0.004305784,0.002184507,0.0009530209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003105548,"about_ca_system_score_gemma":0.01050869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002268608,"about_ca_topic_score_gemma":0.003595558,"domain_scores_codex":[0.8384815,0.08626975,0.04254459,0.004409011,0.02619785,0.002097346],"domain_scores_gemma":[0.5828186,0.2479047,0.03870717,0.02194363,0.1051278,0.003498117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"design_other","study_design_scores_codex":[0.0009729527,0.001155469,0.303402,0.00283786,0.0005570911,0.0003815122,0.00714719,0.004177132,0.002742168,0.00307192,0.01781249,0.6557422],"study_design_scores_gemma":[0.00126151,0.006882437,0.7079911,0.007604817,0.001407745,0.003693801,0.01494904,0.1375433,0.02896226,0.01468098,0.07392129,0.00110183],"study_design_candidate":"design_other","study_design_consensus":"design_other","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.4218134,0.00168583,0.4993275,0.003110808,0.001077314,0.04273589,0.005103128,0.006595385,0.01855068],"genre_scores_gemma":[0.3332895,0.000546116,0.6440834,0.0003263109,0.0001123521,0.01792252,0.002730019,0.0001918053,0.0007979836],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.154548,"threshold_uncertainty_score":0.8173378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0297654550343162,"score_gpt":0.3283353296336294,"score_spread":0.2985698745993132,"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."}}