Antimicrobial Resistance in Gonorrhea: The Influence of Epidemiologic and Laboratory Surveillance Data on Treatment Guidelines: Alberta, Canada 2001–2007
Bibliographic record
Abstract
OBJECTIVES: To describe the impact of surveillance for antimicrobial resistance (AMR) in Neisseria gonorrhoeae over a 7-year period on treatment guidelines in Alberta, Canada. METHODS: AMR testing data from gonorrhea cases were combined with demographic and risk behavior information collected through surveillance to describe trends and sequential changes to treatment guidelines. RESULTS: Ciprofloxacin resistant gonorrhea (CRG) cultures rose from 1.4% in 2001 to 27.7% in 2007. Of 200 CRG cases, 90% were men, 77% white, median age 29 years (interquartile range: 23-29 years) and 60% were men who have sex with men (MSM). In 2005, only 1 of 28 cases did not fit into travel or MSM categories and treatment guidelines were changed to recommend oral cefixime as the preferred agent in MSM or those with a travel history. Continuous rise in CRG together with locally acquired cases among heterosexuals resulted in ciprofloxacin being removed as a recommended agent for gonorrhea in 2007. CONCLUSIONS: Our data underscores the importance of surveillance in monitoring trends in AMR in gonorrhea so that timely changes to treatment recommendations can be made in response to changing epidemiology.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".