{"id":"W7116685507","doi":"10.3138/jammi-2024-0036","title":"Off-label use of dalbavancin to improve treatment outcomes and reduce health care costs in people who use drugs: A Canadian single-centre quality improvement initiative","year":2025,"lang":"en","type":"article","venue":"Journal of the Association of Medical Microbiology and Infectious Disease Canada","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Dalbavancin; Health care; Pharmacy; Quality management; Medical prescription; Adverse effect; MEDLINE","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.0150872,0.0005440139,0.0004606143,0.00182481,0.001579184,0.002371712,0.001902406,0.0005470644,0.001590398],"category_scores_gemma":[0.02042657,0.0001881173,0.0009392134,0.002212203,0.001113912,0.0005469903,0.00167429,0.001046082,0.0001162729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03508098,"about_ca_system_score_gemma":0.08301317,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6664494,"about_ca_topic_score_gemma":0.7714204,"domain_scores_codex":[0.9807412,0.004282407,0.001050065,0.0007168234,0.01194959,0.001259846],"domain_scores_gemma":[0.961454,0.002964056,0.007520726,0.001047896,0.02022417,0.006789141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001488454,0.00272203,0.3203499,0.001333735,0.0004261887,0.0001648046,0.0008541974,0.001964283,0.002305667,0.001350907,0.02168159,0.6453583],"study_design_scores_gemma":[0.001402482,0.004094836,0.9483591,0.001149574,0.0004946468,0.0003131547,0.0008246108,0.008519283,0.002097892,0.0003803426,0.03227195,0.00009205924],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8432001,0.02632079,0.01549997,0.04529264,0.000938111,0.008111478,0.005401366,0.0007685669,0.05446686],"genre_scores_gemma":[0.963258,0.005416843,0.02317932,0.003337589,0.0002087756,0.0005520438,0.002153208,0.00005082701,0.001843475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3335506,"threshold_uncertainty_score":0.6710298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008745581460777994,"score_gpt":0.259081834131541,"score_spread":0.250336252670763,"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."}}