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Record W4417340296 · doi:10.18438/eblip30834

The Role of Community Libraries in Repackaging Scientifically Researched Information for Rural Farming Communities: A Review

2025· article· en· W4417340296 on OpenAlexvenueno aff
Jackline Estomihi Mayende Kiwelu, Patrick Ngulube

Bibliographic record

VenueEvidence Based Library and Information Practice · 2025
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicIndigenous Knowledge Systems and Agriculture
Canadian institutionsnot available
Fundersnot available
KeywordsNarrativeInclusion (mineral)Rural communityDigital libraryInformation and Communications TechnologyRelation (database)Information technology

Abstract

fetched live from OpenAlex

Objective – Scientifically researched information is often found in journal articles, book chapters, and conference papers, which can be technical and challenging for those without training. Repackaging information into a simpler and preferred language can make it easier for undereducated rural communities to access. This narrative review investigates the strategies community libraries can adopt to repackage scientifically researched information for easier access by rural farming communities. This study contributes to the literature gap on research-based information repackaging by community libraries for rural development. Methods – The literature search for this narrative review was conducted across several databases, electronic discovery tools, and individual journal articles. Google Scholar, EBSCOhost, Emerald, AGORA, Scopus, and Wiley collections were searched. Reference lists from various journal articles, book chapters, and conference papers were reviewed to select the desired studies for inclusion in this review. Results – The findings highlight the challenges community libraries face in Africa when repackaging research-based information for farmers, as discussed in relation to those reported in other parts of the world. These challenges include a lack of information and communications technologies (ICT) infrastructure, limited budgets, the absence of relevant policies, low awareness, and inadequate skills among library staff. Additionally, community libraries are scarce in rural areas, and those that exist often lack updated, scientifically researched information. To address these issues, the study proposes strategies such as collaborating, considering community norms and cultures, training community librarians in digital and appropriate repackaging methods, and equipping rural libraries with reliable, research-based information and necessary ICT tools. Conclusions – This study highlights the critical role of information repackaging in enhancing access to scientific farming knowledge for rural communities through community libraries. By translating complex information into user-friendly formats, libraries meet farmers' unique needs effectively. The integration of digital technologies further strengthens this process. The findings extend beyond the African context, as rural libraries worldwide face similar challenges in delivering context-specific knowledge, promoting information literacy, and engaging communities. Thus, the strategies highlighted in this study may be applied globally. Future research should explore the effectiveness of different repackaging strategies, the role of digital tools in various contexts, and the training needs of community librarians to optimize information delivery.

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)0.002
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScholarly communication
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.907
Threshold uncertainty score0.946

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0010.067
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.018
GPT teacher head0.265
Teacher spread0.247 · 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 teacher head, not a consensus.

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
Published2025
Admission routes1
Has abstractyes

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