medicine3 papersavg year 2025weak evidence

Disparities remain, particularly in low-and middle-income countries, where healthcare inequities and socioeconomic barriers compound stigma

Research gap analysis derived from 3 medicine papers in our local library.

The gap

The study notes that disparities remain, particularly in low-and middle-income countries, where healthcare inequities and socioeconomic barriers compound stigma. The study identifies a lack of correlation between the volume of publications and global health HIV-related indicators, highlighting the need to translate evidence into actionable strategies.

Evidence profile

Sourced from the stated challenges and limitations section of the source papers, classified as general, drawn from work published between 2024 and 2025, spanning 3 journals. Those papers have been cited 13 times in total.

Research trend

Established — well-defined area with open sub-problems.

Supporting evidence — 3 representative gaps

  • Identifying Health Care Services Offered in the HIV Care Continuum via a Machine Learning–Based Topic Modeling Approach: Exploratory Literature Review (2025) · JMIR Public Health and Surveillance · cited 3× · doi

    HIV-specific barriers, including stigma, discrimination in health care settings, and individual risk factors, exacerbate the vulnerability of people living with HIV to dropping out of care. The study faced the challenge of analyzing a large number of studies, with 11,269 articles screened and 204 studies meeting the inclusion criteria. The distribution of topics exhibited a distinct pattern, with health care service diversity being the highest in the earlier stages of the HIV care continuum and becoming increasingly limited in the later stages.

    generalstated challenges
    Keywords: hiv-specific barriers including stigma discrimination health care settings
  • Effective Messages to Reduce Stigma among People Newly Diagnosed with HIV during Rapid ART Initiation (2024) · International Journal of Environmental Research and Public Health · cited 3× · doi

    We were unable to recruit patients who refused RAPID ART altogether and were therefore unable to explore the role of stigma in the diagnosis and RAPID ART process for those patients. Our samples were recruited in two large urban cities at three well-funded, LGBTQ-affirming, HIV services-providing institutions. Additional research is needed to explore stigma narratives and the impact of stigma on the RAPID process in other regions, rural and suburban settings, and different structural environments (e.g., with different healthcare funding, availability of culturally competent care, and public insurance availability).

    generallimitations sectionevidence 5/5
    Keywords: were unable recruit patients refused rapid art altogether
  • What Has Been Studied About Attitudes and Social Stigma Towards HIV/AIDS? A Global Bibliometric Study with Correlations on Global Health HIV-Related Indicators (2025) · Healthcare · cited 7× · doi

    The study notes that disparities remain, particularly in low-and middle-income countries, where healthcare inequities and socioeconomic barriers compound stigma. The study identifies a lack of correlation between the volume of publications and global health HIV-related indicators, highlighting the need to translate evidence into actionable strategies. The study notes that there is a need to integrate socio-behavioural research, public health strategies, and legal reforms to dismantle stigma effectively.

    generalstated challengesevidence 5/5
    Keywords: study notes disparities remain particularly low-and middle-income countries

Questions about this gap

The study notes that disparities remain, particularly in low-and middle-income countries, where healthcare inequities and socioeconomic barriers compound stigma. The study identifies a lack of… This is supported by 3 representative gap statements extracted from 3 papers, rated weak evidence.

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