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Record W4366318371 · doi:10.5114/fmpcr.2023.125494

The role of Community Health Centres (CHCs) in promoting the provision of Primary Health Care services in Rural Areas

2023· article· en· W4366318371 on OpenAlexaboutno aff
Muhammad Sukri Saud, Hendro Margono, Asia Asfaq, Akhlaq Ahmad

Bibliographic record

VenueFamily Medicine & Primary Care Review · 2023
Typearticle
Languageen
FieldHealth Professions
TopicGlobal Health Workforce Issues
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineCommunity healthPrimary health carePrimary careHealth careRural healthFamily medicineEnvironmental medicineTraditional medicineRural areaAlternative medicineNursingEnvironmental healthPublic healthPopulationEconomic growth

Abstract

fetched live from OpenAlex

F -literature Search, G -Funds CollectionBackground.Community Health Centres (CHCs) are often operated by Non-Governmental Organisations (NGOs) to facilitate primary health care services in rural communities and remote areas.Objectives.The study aims to examine the beneficiaries of NGO programmes by knowing their socio-economic demographic status, how CHCs are providing basic and primary health care services, and to get to know the beneficiaries' satisfaction with the provision of health care services.Material and methods.The preliminary study opted for quantitative research to compile the responses of beneficiaries of the International Non-Governmental Organisations working in rural communities of Pakistan.The data was collected by a survey method and purposive random sampling techniques were deployed. Results.The results of the study were analysed using SPSS v.26 and Jamovi.The results show that villagers are living in remote or rural areas where access to medical services are rarely provided by the Government.However, the results show that respondents easily get health treatment, medication, access to health-related services, and participate in community awareness health campaigns regarding preventive measures against illness and disease, as well as receiving health sessions for the betterment of the rural community.Conclusions.CHCs provide essential Primary and Secondary Health Care services to uplift local communities.It was also found that community health centres are a priority for the public in achieving quality health services and gaining awareness regarding health issues at large in society.

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)0.009
metaresearch head score (Gemma)0.019
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.032
Threshold uncertainty score0.063

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0090.019
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.002
Science and technology studies0.0010.002
Scholarly communication0.0020.002
Open science0.0010.002
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0050.001

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 head0.041
GPT teacher head0.420
Teacher spread0.379 · 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 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

Citations2
Published2023
Admission routes1
Has abstractyes

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