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Record W4391913256 · doi:10.37034/residu.v2i1.162

Project Tutok 3Rs (Reading, Writing, Arithmetic) in Maybancal Elementary School

2024· article· en· W4391913256 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueJournal of Research and Investigation in Education · 2024
Typearticle
Languageen
FieldComputer Science
TopicEducational Methods and Media Use
Canadian institutionsnot available
Fundersnot available
KeywordsMathematics educationReading (process)PerceptionPsychologyTest (biology)Significant differenceSample (material)Quarter (Canadian coin)Computer scienceMathematicsStatistics

Abstract

fetched live from OpenAlex

The purpose of this study was to investigate and determine the effectiveness of Project Tutok 3Rs (Reading, Writing, Arithmetic) in improving the performance of grade 4 learners and teacher’s perception in Maybancal Elementary School and SPED Center. This study used quantitative types of research to determine the performance of the learners after the implementation of intervention and tested the significant difference before and after the implementation. This is also a 1ualitative type of research for this determined the perception of the learners after the implementation of intervention and had tested the significant difference on the perception before and after the implementation. The respondents of the study were the Grade 4 learners in Maybancal Elementary School and Sped Center. The study was conducted during the Third Quarter of the school year 2021-2022. Tracking the findings, based from the result on Mean and Paired Sample T-test, the study found that Project Tutok 3Rs increased the performance of the learners where the mean percentage of 82% increased to 90%. It was concluded that in Maybancal Elementary School, Project Tutok 3Rs has a great impact in the improvement of learner’s performances in the school.

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.

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)0.005
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: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.368
Threshold uncertainty score0.689

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.001
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 head0.085
GPT teacher head0.456
Teacher spread0.371 · 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