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Record W6950459100 · doi:10.5281/zenodo.7685388

Behavioral Factors Affecting the Performance of Grade 2 Learners in the New Normal Setting

2023· article· en· W6950459100 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

VenueZenodo (CERN European Organization for Nuclear Research) · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicOnline Learning Methods and Innovations
Canadian institutionsnot available
Fundersnot available
KeywordsRespondentNull hypothesisData collectionGuardianAcademic achievementQuarter (Canadian coin)Correlation

Abstract

fetched live from OpenAlex

This study aimed to determine the learners’ academic performance and the learners’ behavior. The respondents of the study were 49 grade 2 pupils and parents of Lanipao Elementary School. No sampling procedure was considered. Only 1 parent or guardian served as a respondent for every child or learner enrolled in school year 2021-2022. On the other hand, the grade 2 learners’ academic performance in the second quarter was considered. The study sought to answer the parents’ profile in terms of sex, age, parents’ educational attainment, languages/dialects used/spoken at home, and parent’s monthly income, the behavior of the learners in terms of learning behavior, management behavior, and emotional behavior, and the academic performance of the learners. The researcher utilized a researcher-made questionnaire in the data collection process. Contents of the 30-item questionnaire were under survey type. The gathered data were tabulated and analyzed using the following statistical tools, mean and percentage, Spearman rho, Chi-square, and Pearson-r Correlation Coefficient. The study entailed that the parents’ demographic profile was not associated with the learners’ academic performance. Thus, the null hypothesis of no significant relationship between the parents’ profile and learners’ academic performance was not rejected. Furthermore, the academic performance of the learners was unrelated to their learning behavior, management behavior, and emotional behavior. Thus, the null hypothesis of no significant relationship between the level of learners’ behavior and their academic performance was not rejected. An action plan was drawn based on the findings of the study.

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 categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.806
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.002
Science and technology studies0.0030.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.086
GPT teacher head0.364
Teacher spread0.277 · 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