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Record W6967767535 · doi:10.5281/zenodo.12731895

HIV/AIDS IN AFRICA AND ITS IMPACT ON GLOBAL HEALTH: BASIC REVIEW

2024· article· en· W6967767535 on OpenAlexaff

Bibliographic record

VenueZenodo (CERN European Organization for Nuclear Research) · 2024
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicHIV/AIDS Impact and Responses
Canadian institutionsTrillium Health Centre
Fundersnot available
KeywordsPandemicTuberculosisGlobal healthTransmission (telecommunications)ChildbirthDeveloping countryHealth careInvestment (military)

Abstract

fetched live from OpenAlex

Abstract: Introduction Africa has the greatest problem of HIV/AIDS in the world, which accounts new major infections and deaths related to AIDS. The burden has caused socio-economic and health consequences, affecting individuals, families, communities, and countries. High prevalence and impact of HIV/AIDS is related to factors like poverty, gender inequality, and limited access to health care and social stigma. The negative effect of HIV/AIDS in Africa extends beyond the continent itself and has greater effect on global health. The continent’s high HIV level adds significant global burden of the disease. The problems facing Africa, includes less resources, bad healthcare systems, and barriers in culture, shows the need for continuous investment and support from the international bodies to effectively address the epidemic. Methods/Approach The researchers gathered secondary data and reports on HIV/AIDS pandemics and epidemics in sub Saharan Africa. A thorough review were made comparing and contrasting findings and conclusions on the various reports from the archives of UNAIDS, W.H.O from 1980 to 2000 in relation to 2023 reports. In all the researchers worked across 120 reports and constructively criticized and accepted findings and conclusions that were similar in about 99% of all works. Findings The majority of reported AIDS cases in sub-Saharan Africa, approximately 91%, are believed to have been acquired through heterosexual transmission. Additionally, HIV transmission through blood transfusions and from mother to child during childbirth (perinatal transmission) has also played a significant role in the spread of the virus across the continent. Among AIDS patients in sub-Saharan Africa, tuberculosis (TB) is the most commonly observed opportunistic infection. Secondly, Africa has been a testing ground for innovative approaches to Human Immune Virus prevention, management, treatment, and care. The African continent has been a leader of bringing many interventions, such as antiretroviral treatment programs, mother-to-child transmission prevention initiatives, and community-based interventions. The skills gotten from these processes in Africa have informed global health policies, helping HIV/AIDS in the world. Furthermore, the effect of HIV/AIDS on major people in Africa, like females, adolescents, and communities, bring the need for major interventions. Addressing the specific challenges faced by these people is important for helping the spread in Africa and the globe, and also growing health equality, equity and the right of human.

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.880
Threshold uncertainty score0.994

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0070.016

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 head0.059
GPT teacher head0.304
Teacher spread0.245 · 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; both teacher heads agree on what is shown here.

Study designNot applicable
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
Published2024
Admission routes1
Has abstractyes

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