{"id":"W3174868730","doi":"10.4212/cjhp.v75i1.3250","title":"Patterns of Antimicrobial Use in an Outpatient Hemodialysis Unit","year":2022,"lang":"en","type":"article","venue":"The Canadian Journal of Hospital Pharmacy","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; University of Toronto; University Health Network","funders":"","keywords":"Antimicrobial; Medicine; Medical prescription; Hemodialysis; Internal medicine; Observational study; Cephalosporin; Retrospective cohort study; Antibiotics; Defined daily dose; Intensive care medicine; Surgery; Emergency medicine; Pharmacology; Microbiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0004525138,0.0001552647,0.0002869402,0.001010997,0.0003791136,0.0006611166,0.0003455991,0.0003302488,0.001319963],"category_scores_gemma":[0.003353006,0.0001983757,0.0002411599,0.001239464,0.0002372635,0.0003754279,0.0003881447,0.0003829793,0.0001858625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006263932,"about_ca_system_score_gemma":0.0005997928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00332776,"about_ca_topic_score_gemma":0.004077183,"domain_scores_codex":[0.9991004,0.0001833724,0.0001998834,0.0001470864,0.0002504774,0.0001188175],"domain_scores_gemma":[0.9950603,0.0007703115,0.003230586,0.00008696235,0.0003047013,0.0005470159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004349757,0.00003747748,0.9972993,0.00002118637,0.00001276876,0.0003539945,0.0002050799,0.00002329987,0.000223963,0.000009759936,0.0001094229,0.001660365],"study_design_scores_gemma":[0.000007116286,0.0001789829,0.9955516,0.0000331435,0.00001482996,0.002693172,0.0007417002,0.000199595,0.000182427,0.0000158475,0.0003754552,0.000005942983],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990221,0.000207987,0.00006762474,0.00005091577,0.00000371517,0.00001237846,0.0002278968,0.000005867345,0.0004015795],"genre_scores_gemma":[0.9994262,0.0001501036,0.0001431876,0.00003572781,0.000009683624,0.000009100324,0.0001617008,0.000002029395,0.0000622566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00332776,"threshold_uncertainty_score":0.006616771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02194655658252216,"score_gpt":0.2488592979163036,"score_spread":0.2269127413337814,"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."}}