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Record W4412580631 · doi:10.53103/cjlls.v5i4.223

The Use of Mother Language Instruction in Enhancing Reading Skills to Public Pre-Primary Children in Rural Tanzania

2025· article· en· W4412580631 on OpenAlexvenueno aff

Bibliographic record

VenueCanadian Journal of Language and Literature Studies · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicEducation Systems and Policy
Canadian institutionsnot available
Fundersnot available
KeywordsTanzaniaReading (process)PsychologyMathematics educationSocioeconomicsSociologyPolitical science

Abstract

fetched live from OpenAlex

Reading skills are a significant schooling issue in Tanzania and other developing nations.Tanzanian rural public primary school pupils to which pre-primary classes are attached have poor reading literacy.The present study investigated the use of the mother language to enhance reading skills in pre-primary children and primary teachers in rural areas.Specifically, the study examined public primary teacher perceptions of using mother language instructions to teach pre-primary classes.The study also assessed pre-primary teachers' perceptions of using the mother language in enhancing reading skills.Interdependence and sociocultural theories (Cummins, 1979;Vygotsky, 1978) guided the study.The study adopted a quantitative approach with a descriptive design.The study involved 226 out of 550 primary teachers who attended the December 2023 face-to-face Diploma in Primary Teacher Education at The Open University of Tanzania from five centres.In Tanzania, the primary teachers are the ones who teach pre-primary classes, and the information was collected using a structured questionnaire with four Likert scale intervals.Data analysis was done using SPSS version 23.Mean and standard deviation were computed.The findings revealed that primary teachers disagree with using the mother language when teaching pre-primary classes.However, the findings showed that most teachers felt that the mother language would easily improve pre-primary children's reading ability.In conclusion.Mother language is essential in enhancing reading skills in preprimary classes.The study recommends the establishment and implementation of a language policy that would mandate the use of both the mother tongue and Kiswahili in the instruction of pre-primary classes.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.320
Threshold uncertainty score0.976

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)0.0000.000

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 head0.010
GPT teacher head0.305
Teacher spread0.296 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
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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