MétaCan
Menu
← Back to cohort
Record W4413867048 · doi:10.2196/76971

Experiences of Pregnant Women With a Positive HIV Status in Sub-Saharan Africa: Protocol for a Scoping Review

2025· review· en· W4413867048 on OpenAlexvenueno aff
Esther Lydie Wanko Keutchafo, Sara Bibi Mitha, Firoza Haffejee

Bibliographic record

VenueJMIR Research Protocols · 2025
Typereview
Languageen
FieldMedicine
TopicHIV/AIDS Research and Interventions
Canadian institutionsnot available
Fundersnot available
KeywordsPreprintProtocol (science)Human immunodeficiency virus (HIV)MedicineFamily medicineAlternative medicineGerontologyPsychologyComputer scienceWorld Wide Web

Abstract

fetched live from OpenAlex

BACKGROUND: The World Health Organization reports that HIV and AIDS remain a significant public health concern in sub-Saharan Africa, which hosts over 60% of the global population of people living with HIV. Among these, there were 1.2 million pregnant women with HIV in 2023 who likely experienced challenges related to the pregnancy itself, the fear of infecting their newborn babies, and issues related to HIV stigma and disclosure. However, their experiences have not been summarized to inform tailored interventions to assist them in their journey to delivery. OBJECTIVE: This scoping review aims to synthesize the existing evidence related to the experiences of pregnant women with an HIV-positive status in sub-Saharan African countries. METHODS: A review of the relevant literature will be guided using the Joanna Briggs Institute methodological framework for scoping reviews. Studies will be eligible for inclusion if they report on reactions to a new HIV diagnosis and the management of these reactions. All eligible studies from 2014 to 2025 in English and French will be included. The following databases will be used for the search: PubMed, MEDLINE, EBSCOhost (CINAHL with Full Text), Scopus, and Web of Science. All identified records will be collated and uploaded into EndNote X21 for management. Eligible studies will be screened by 2 independent reviewers, and disagreements will be solved through discussion. Data extracted via a validated data extraction form developed for this review will be analyzed using content analysis and presented in a narrative format. NVivo (version 12) will be used to facilitate the data analysis process. This protocol is aligned with the PRISMA-ScR (Preferred Reporting Items for Systematic Reviews and Meta-Analyses extension for Scoping Reviews) guidelines. RESULTS: We will include studies on timely intervention with antiretroviral therapy, close medical monitoring, careful planning around delivery, and comprehensive support for both mother and child. The findings will be disseminated through medical education conferences and publications. The database search was completed in March 2025, and the results are expected to be published in December 2025. CONCLUSIONS: This review will provide a comprehensive narrative of the experiences of pregnant women with a positive HIV status in sub-Saharan Africa and how they react when they are first diagnosed with HIV, as well as how they manage the news. It is anticipated that there will be evidence of mixed reactions to and balanced management of a new HIV diagnosis among pregnant women. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID): PRR1-10.2196/76971.

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)0.097
metaresearch head score (Gemma)0.076
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Protocol · Consensus signal: Protocol
Teacher disagreement score0.097
Threshold uncertainty score0.512

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0970.076
Meta-epidemiology (narrow)0.0050.006
Meta-epidemiology (broad)0.0110.014
Bibliometrics0.0180.013
Science and technology studies0.0070.006
Scholarly communication0.0080.011
Open science0.0070.009
Research integrity0.0100.008
Insufficient payload (model declined to judge)0.0680.013

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 head0.307
GPT teacher head0.614
Teacher spread0.307 · 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 designSystematic review
Domainnot available
GenreProtocol

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 routes1
Has abstractyes

Explore more

Same venueJMIR Research Protocols→Same topicHIV/AIDS Research and Interventions→French-language works237,207→