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Record W7127938166 · doi:10.63468/sshrr.312

<b>USE</b><b> </b><b>OF</b><b> </b><b>SCHOOL</b><b> </b><b>LIBRARY</b><b> </b><b>IN</b><b> </b><b>DEVELOPMENT</b><b> </b><b>OF</b><b> </b><b>READING CULTURE HABITS</b>

2025· article· W7127938166 on OpenAlexaff
Farhat Shehnaz, Iqra Arsalan

Bibliographic record

VenueSocial Sciences & Humanity Research Review · 2025
Typearticle
Language
FieldSocial Sciences
TopicLibrary Science and Administration
Canadian institutionsLearning Partnership
Fundersnot available
KeywordsReading (process)Thematic analysisQualitative propertyDescriptive statisticsPerceptionMultimethodologyQuantitative researchExtensive reading

Abstract

fetched live from OpenAlex

Background: The global decline in adolescent reading culture, intensified by digital media proliferation, presents a significant pedagogical challenge. School libraries are posited as vital antidotes, yet their efficacy hinges on access, quality, and guided mediation. This is particularly critical in exam-oriented educational systems like Pakistan's. Objectives: This study aimed to (1) explore how secondary students utilize school library reading materials, (2) determine the quantitative relationship between library use and reading culture development, and (3) investigate the mediating role of English Language Teachers (ELTs) in this process. Methods: A convergent mixed-methods design was employed in a private secondary school in Karachi. Quantitative data from 80 students were collected via a closed-ended survey and analyzed using descriptive statistics, Pearson’s correlation, and linear regression in SPSS (v23). Qualitative data from 25 ELTs were gathered through open-ended questionnaires and analyzed using thematic analysis. Results: Quantitative analysis revealed a significant positive correlation between library use and reading culture (*r* = .421, *p* < .000). Regression confirmed library use as a significant predictor (β = .421, *p* < .000), explaining 17.7% of the variance in reading culture. Students primarily used the library for academic tasks (assignments: 85%, research: 78%). Thematic analysis of teacher responses yielded seven core themes: (1) Teachers as Motivators and Guides, (2) Facilitating Physical Access, (3) Student Perception as an Academic Resource, (4) The Digital Disruption, (5) Systemic Constraints, (6) Collaborative Advocacy with Administration, and (7) Pedagogical Integration of Library Resources. Conclusion: While school library use significantly impacts reading culture, its potential is largely confined to academic reinforcement due to systemic constraints: insufficient library periods, outdated collections, and an exam-centric syllabus. ELTs are active, willing mediators but require structured institutional support. Cultivating a genuine, pleasure-based reading culture necessitates a tripartite strategy: administrative investment in relevant, diverse library stocks and schedule allocation; teacher-led pedagogical innovation; and a conscious effort to balance academic and leisure reading within the school ecosystem.

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)0.116
metaresearch head score (Gemma)0.057
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (narrow), Meta-epidemiology (broad), Bibliometrics, Science and technology studies, Scholarly communication, Open science, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesMetaresearch, Meta-epidemiology (narrow), Meta-epidemiology (broad), Bibliometrics, Science and technology studies, Scholarly communication, Open science, Research integrity, Insufficient 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 score0.379
Threshold uncertainty score0.962

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.1160.057
Meta-epidemiology (narrow)0.0700.076
Meta-epidemiology (broad)0.0760.048
Bibliometrics0.0490.124
Science and technology studies0.0790.081
Scholarly communication0.0560.080
Open science0.1120.056
Research integrity0.0490.050
Insufficient payload (model declined to judge)0.0480.039

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 head0.097
GPT teacher head0.373
Teacher spread0.276 · 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

Citations1
Published2025
Admission routes1
Has abstractyes

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