MétaCan
Menu
Back to cohort
Record W4411355544 · doi:10.47175/rielsj.v6i2.1172

Development and Validation of Digitalized, Contextualized Reading Materials for Grade 3 Learners

2025· article· en· W4411355544 on OpenAlexaff
Dyvalinluz Galgo Macatigue, Ma. Gloria E. Liquido

Bibliographic record

VenueRandwick International of Education and Linguistics Science Journal · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicTechnology-Enhanced Education Studies
Canadian institutionsNortel (Canada)
Fundersnot available
KeywordsReading (process)Computer scienceNatural language processingMathematics educationPsychologyLinguisticsPhilosophy

Abstract

fetched live from OpenAlex

This study developed and evaluated digitalized contextualized reading materials in English for Grade 3 learners of Libas Elementary School in the Division of Agusan del Norte during the school year 2024-2025. The descriptive-development method of research was used in the study, as it was most appropriate to use since the study concentrated with the development and evaluation of the digitalized, contextualized reading materials in Grade 3. Based on the findings, there are (3) three competences namely; homonyms, homographs, and hyponyms in English 3 that could be developed into digitalized contextualized reading materials based on the least learned skills in the third quarter examination of school year 2024-2025. In addition, the five experts evaluated the materials as Very Satisfactory in terms of content quality, instructional quality, technical quality and other finding includes conceptual, factual, grammatical and/or typographical errors. Comments and suggestions were offered by the five respondents to further improved the developed digitalized, contextualized reading materials for Grade 3 learners.

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)0.010
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.843
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.010
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
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 head0.035
GPT teacher head0.407
Teacher spread0.372 · 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 designTheoretical or conceptual
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

Explore more

Same venueRandwick International of Education and Linguistics Science JournalSame topicTechnology-Enhanced Education StudiesFrench-language works237,207