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Record W4407011255 · doi:10.2196/52351

Access to Health Care and Use of Health Care Services Among Males in Africa: Protocol for a Scoping Review

2025· review· en· W4407011255 on OpenAlexvenueno aff
Nkoleleng Johannah Mashilo, Kelechi Elizabeth Oladimeji, Siphamandla Bonga Gumede, Samanta Tresha Lalla‐Edward

Bibliographic record

VenueJMIR Research Protocols · 2025
Typereview
Languageen
FieldSocial Sciences
TopicGender Roles and Identity Studies
Canadian institutionsnot available
FundersNational Heart, Lung, and Blood Institute
KeywordsHealth careContext (archaeology)ScopusMedicineMEDLINEPsychologyMedical educationPolitical science

Abstract

fetched live from OpenAlex

BACKGROUND: There is a scarcity of data on males' health-seeking behavior, as well as their access to and use of health care services, in Africa. According to some studies, men are less likely than women to seek medical help for issues such as communicable and noncommunicable diseases, depression, substance abuse, physical disabilities, and stressful life events. The study of males' health-seeking behaviors is important, because it allows us to learn about male health, how masculinity encourages underuse of health care services, how this affects males' overall health and well-being, and how cultural values and backgrounds may impact older men's health-seeking behaviors. OBJECTIVE: The objective of this review is to assess evidence on how males access and use health care services and their health knowledge, attitudes, and perceptions to identify gaps for targeted, context-specific strategies to improve males' health and outcomes, particularly in Africa. METHODS: The scoping review process will be guided by the methodology frameworks of the Joanna Briggs Institute and Arksey and O'Malley and will follow the Preferred Reporting Items for Systematic reviews and Meta-analysis Protocols Extension for Scoping Reviews guidelines. The following electronic databases will be systematically searched for evidence published between January 2010 and 2023: PubMed, Scopus, Web of Science, African Journals Online, and Google Scholar. Two reviewers will independently screen full texts and chart the data; a third reviewer will be engaged in the event of disagreement between the 2 independent reviewers. The results of this scoping review will be summarized quantitatively through numerical counts and qualitatively through a narrative synthesis. RESULTS: The electronic database search was conducted between March and April 2023 and redone in April 2024 to include the most recent articles. A total of 114,737 articles were retrieved and 4258 removed as duplicates. After title screening, 337 results remained, and after abstract selection, 140 results remained. As of December 2024, the scoping review was in the full-text screening phase. We plan to complete data extraction, synthesis, and writing of the entire manuscript of the review in January 2025, and then submit it to a journal for peer review and publication in February 2025. CONCLUSIONS: The scoping review results will advance the current knowledge about health-seeking behavior and access to and uptake of health care services among African males. To our knowledge, this scoping review is the first on this topic, and it will identify vital information on the barriers to and facilitators of African males' health care access and uptake. It will also provide information on successful health care programs for males that may be tailored and adopted across different African contexts. TRIAL REGISTRATION: OSF Registries https://osf.io/xz6sr. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID): DERR1-10.2196/52351.

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)0.142
metaresearch head score (Gemma)0.126
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 score0.142
Threshold uncertainty score0.752

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.1420.126
Meta-epidemiology (narrow)0.0060.007
Meta-epidemiology (broad)0.0140.016
Bibliometrics0.0180.016
Science and technology studies0.0070.007
Scholarly communication0.0080.010
Open science0.0070.008
Research integrity0.0110.009
Insufficient payload (model declined to judge)0.0970.017

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 head0.686
GPT teacher head0.703
Teacher spread0.017 · 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

Citations4
Published2025
Admission routes1
Has abstractyes

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