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Record W4385077198 · doi:10.47119/ijrp1001291720235280

Parental Involvement and Mathematics Academic Performance of Grade 2 Learners

2023· article· en· W4385077198 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

VenueInternational Journal of Research Publications · 2023
Typearticle
Languageen
FieldComputer Science
TopicEducational Methods and Media Use
Canadian institutionsnot available
Fundersnot available
KeywordsQuarter (Canadian coin)Stratified samplingMathematics educationPsychologyAcademic achievementDevelopmental psychologyMathematicsStatistics

Abstract

fetched live from OpenAlex

Parenting involves providing a supportive home environment that fosters learning. This paper examines the parental involvement and the Mathematics academic performance of Grade 2 learners of Balingasag Central District. Specifically, it is geared to determine the extent of parental involvement, the Mathematics academic performance of Grade 2 Learners for the Second Quarter of the School Year 2022-2023, and the relationship between parental involvement and Mathematics academic performance. The instrument used was an adapted questionnaire by Grover (2015). It employed the descriptive-correlation research design using Stratified Random Sampling among one hundred fifty (150) parents respondents. The statistical tools were the mean, standard deviation, frequency, percentage, and Pearson Correlation Coefficient. The study found that the level of parental involvement in parenting, communicating, learning at home, decision-making, volunteering, and collaborating with the community was High. They have a Satisfactory level of learners Mathematics Academic Performance. All six types of Epstein parental involvement were significant in the Mathematics Academic Performance of Grade 2 learners. Thus, parents may continue to be involved in their childrens education and overall development by helping them with homework, attending school events, communicating with teachers, volunteering at school, participating in parent-teacher associations, and supporting their childrens extracurricular activities.

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)0.003
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: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.547
Threshold uncertainty score0.233

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0010.000
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 head0.247
GPT teacher head0.505
Teacher spread0.258 · 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