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Record W4392110465 · doi:10.51731/cjht.2024.839

Timing of Antibiotic Therapy for Neisseria Gonorrhoeae Infection

2024· article· en· W4392110465 on OpenAlexaboutno aff
Anusree Subramonian, Weiyi Xie, Sarah C. McGill

Bibliographic record

VenueCanadian Journal of Health Technologies · 2024
Typearticle
Languageen
FieldImmunology and Microbiology
TopicReproductive tract infections research
Canadian institutionsnot available
Fundersnot available
KeywordsGonorrheaNeisseria gonorrhoeaeMedicineAntibiotic resistanceAntibioticsAntibiotic therapyEmpiric therapyIntensive care medicineInternal medicineFamily medicineMicrobiologyBiologyAlternative medicinePathology

Abstract

fetched live from OpenAlex

What Is the Issue? Gonorrhea is the second most prevalent sexually transmitted infection in Canada. It is caused by Neisseria gonorrhoeae and can be treated with antibiotic therapy. However, gonorrhoeae has developed antibiotic resistance, which may decrease the efficacy of current therapy. Antibiotic therapy can be administered after a positive gonorrhoeae test, but the turnaround time of laboratory testing may result in patients being lost to follow-up (i.e., not returning to the clinic after test results are available). Presumptive or empiric antibiotic therapy can be given before the laboratory confirmation of gonorrhoeae to individuals at high risk of gonorrhea or those with uncertain follow-up; however, such treatment may lead to overtreating those without N. gonorrhoeae, increasing the risk of antibiotic resistance and possible side effects to the individuals. It is important to understand the ideal timing of antibiotic therapy that balances concerns of antibiotic resistance and timely patient care. What Did We Do? To inform decisions about timing of antibiotic therapy for the treatment of adults and adolescents with suspected uncomplicated gonorrhoeae infection, CADTH sought to identify and summarize literature comparing the clinical effectiveness and safety of delaying antibiotic therapy until confirmatory results of testing for N. gonorrhoeae infection are available, versus empiric treatment before test results are available. A research information specialist conducted a literature search of the peer-reviewed and grey literature published since January 1, 2013. What Did We Find? We did not find any studies directly evaluating the clinical effectiveness and safety of delayed antibiotic treatment compared to presumptive treatment for uncomplicated gonorrhoeae infections in adult and adolescent populations. We included 2 nonrandomized studies that compared the rates of accurate treatment and overtreatment in individuals who received presumptive treatment and those who did not. In the 2 studies, gonorrhoeae test positivity rates in the presumptive treatment group were less than 50%, suggesting that less than half of the patients in this group received accurate presumptive treatment. We also found high overtreatment rates, which were up to 90% in the included studies. The certainty of these findings is very low due to methodological limitations of the included studies. We also identified 5 single-arm studies that evaluated these outcomes in individuals who received presumptive therapy. The findings are generally consistent with the 2 included studies. What Does It Mean? Available evidence points to high rates of overtreatment when presumptive antibiotics are given. Results also suggest that there is value in clinical assessment in detecting gonorrhoeae infections. The downstream clinical effectiveness implications of these results for antimicrobial resistance or increasing spread of N. gonorrhoeae are unclear. Contextual factors, such as the local prevalence of gonorrhoeae infection and potential barriers to care that could hinder post-test follow-up for certain individuals or groups, may also be useful considerations when making decisions about appropriate timing for N. gonorrhoeae antibiotic therapy.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.008
metaresearch head score (Gemma)0.053
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.008
Threshold uncertainty score0.042

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.053
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0020.002
Science and technology studies0.0010.001
Scholarly communication0.0020.003
Open science0.0010.001
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0040.001

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.

Opus teacher head0.060
GPT teacher head0.357
Teacher spread0.297 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreReview

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".

Quick stats

Citations0
Published2024
Admission routes1
Has abstractyes

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