MétaCan
Menu
← Back to cohort
Record W4416455245 · doi:10.1177/10872914251399618

Are Clinicians Open to Less Asymptomatic STI Screening for Chlamydia and Gonorrhea in Gay, Bisexual, and Other Men Who Have Sex with Men and the Possibility of Not Treating Positive Diagnoses? A Qualitative Study from Australia

2025· article· en· W4416455245 on OpenAlexaff
Teralynn Ludwick, Tin D. Vo, Lauren Ware, Ethan T Cardwell, Benjamin Riley, Eric P.F. Chow, Jacqueline Coombe, Daniel Grace, Jane S. Hocking, Fabian Yuh Shiong Kong

Bibliographic record

VenueAIDS Patient Care and STDs · 2025
Typearticle
Languageen
FieldImmunology and Microbiology
TopicReproductive tract infections research
Canadian institutionsPublic Health OntarioUniversity of Toronto
Fundersnot available
KeywordsAsymptomaticGonorrheaChlamydiaReproductive healthPublic healthEmpowermentTransmission (telecommunications)Thematic analysis

Abstract

fetched live from OpenAlex

Abstract Evidence from real-world studies suggests that 3-monthly screening for asymptomatic chlamydia/gonorrhoea is not reducing incidence and is driving increased antibiotic use and antimicrobial resistance (AMR). While some countries are recommending less screening, changes to guidelines require clinician buy-in. This study explored the views of Australian sexual health clinicians to changing practices around asymptomatic screening for chlamydia/gonorrhoea in gay, bisexual and other men-who-have-sex-with-men (GBMSM) and attitudes to not automatically treating positive diagnoses. We conducted thematic analysis of 16 semi-structured interviews with clinicians working in a range of settings. Interviews covered: evidence on ‘test and treat’, perspectives on reducing screening and treatment for chlamydia/gonorrhoea in GBMSM, AMR, and managing patient conversations. Clinicians had variable knowledge about the limited effectiveness of asymptomatic screening. Many were open to reduced screening, if provided supporting evidence. Given challenges in reducing medical interventions, they recommended public education to drive changes. While some clinicians supported patient dialogue in treatment decision-making, most felt uncomfortable not treating. Concerns included: ideas about their role as doctors; onward transmission (particularly to women); and, complications/uncomfortable symptoms/patient psychological well-being. AMR considerations were less salient. While the ‘test and treat’ paradigm is engrained, clinicians were open to reduced screening, if provided with clear evidence, but were generally reluctant to not treat. A flexible approach that supports patient empowerment in decision-making about screening frequency and choices around treatment could present a way forward. Changing practice requires education to shift patient/clinician mindsets around what it means to have a positive chlamydia/gonorrhoea diagnosis.

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)0.024
metaresearch head score (Gemma)0.049
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.024
Threshold uncertainty score0.128

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0240.049
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0100.014
Scholarly communication0.0050.005
Open science0.0020.004
Research integrity0.0030.004
Insufficient payload (model declined to judge)0.0010.000

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.

Opus teacher head0.103
GPT teacher head0.442
Teacher spread0.338 · 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 designQualitative
Domainnot available
GenreEmpirical

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

Citations3
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueAIDS Patient Care and STDs→Same topicReproductive tract infections research→French-language works237,207→