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Record W4395961174 · doi:10.29173/cjfy30040

Factors affecting the Academic Performance of Elementary Learners under Nuclear, Extended, and Single Families

2024· article· en· W4395961174 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.

venuePublished in a venue whose home country is Canada.
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

VenueCanadian Journal of Family and Youth / Le Journal Canadien de Famille et de la Jeunesse · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicEducational Practices and Challenges
Canadian institutionsnot available
Fundersnot available
KeywordsMathematics educationPsychology

Abstract

fetched live from OpenAlex

The primary objective of this investigation was to evaluate the various factors that impact the academic performance of students belonging to nuclear, extended, and single-parent families. The research methodology employed in this study was Descriptive Correlational Research Design. A purposive sampling technique was utilized to extract the sample consisting of pupils enrolled in grades 4, 5, and 6. Statistical techniques such as frequency count, percentage mean, standard deviation, and Spearman rank correlation were employed to analyze the collected data and to investigate the correlation between family structure and academic performance. The study identified Parental Education as an essential contributor to students' achievements in the context of this research. The results highlight the intricate interaction between demographic factors and academic performance, emphasizing the need for customized educational policies and interventions that cater to various family models. Hence, it is concluded that the findings emphasize income's pivotal role, especially within Single-Parent profiles, impacting academic outcomes. Parental education significantly influences students' achievements, revealing the intricate interplay of demographics and academic performance. Hence further, recommendations were tailored educational policies targeting economic support, parental engagement, and diverse family structures are crucial for effective interventions and optimal academic outcomes.

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)0.000
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 score0.050
Threshold uncertainty score0.922

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
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 head0.047
GPT teacher head0.314
Teacher spread0.268 · 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