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Record W4412654571 · doi:10.1080/09540121.2025.2534529

Comparing fertility clinic care for individuals and couples living with and affected by HIV and in Canada from 2014 to 2023

2025· article· en· W4412654571 on OpenAlexafffundabout
V. Logan Kennedy, Heather Shapiro, Mona Loutfy

Bibliographic record

VenueAIDS Care · 2025
Typearticle
Languageen
FieldMedicine
TopicHIV/AIDS Research and Interventions
Canadian institutionsSinai Health SystemUniversity of TorontoWomen's College Hospital
FundersCanadian Institutes of Health Research
KeywordsFertilityGeneralizability theoryContext (archaeology)Fertility clinicMedicineViral loadFamily medicineHuman immunodeficiency virus (HIV)ReferralGuidelineFamily planningDemographyPopulationPsychologyEnvironmental healthGeography

Abstract

fetched live from OpenAlex

Access to fertility care, particularly medically assisted conception (MAC), is a reproductive justice concern for individuals with HIV. This longitudinal study investigates MAC access for people with HIV in Canada. Surveys were distributed to medical and laboratory directors from 58 fertility clinics across nine provinces. Responses were initiated by 24/89 (27.0%) participants, representing 19/58 (32.8%) clinics in 7 provinces. Complete responses were received from 16/24 (66.7%) participants. Of the 14 clinics, 8 (57.1%) reported they will see individuals with HIV in consultation, with an additional 2 (10.5%) limiting this to people with an undetectable viral load. Respondents from 11 clinics, who completed the survey, answered questions about access to MAC. 9/11 (81.8%) offer intrauterine insemination if the viral load is undetectable, while 8/11 (62.5%) offer in vitro fertilization (IVF) under the same condition. Only one (9.1%) offers IVF regardless of viral load, 18.2% (2/11) do not offer IVF in the context of HIV. Three-quarters of the respondents were aware of Canadian guidelines related to HIV. Among those adopting guideline recommendations, 75% found them helpful. While the study's low response limits the generalizability, findings suggest that advocacy efforts are warranted to address reproductive rights for people with HIV, emphasizing U = U.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.528
Threshold uncertainty score0.627

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.016
GPT teacher head0.313
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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
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

Citations0
Published2025
Admission routes3
Has abstractyes

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