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Record W7083013475 · doi:10.5281/zenodo.17185167

THE NEED FOR EARLY CHILDHOOD EDUCATORS AND PARENTS PARTNERSHIP IN EARLY CHILDHOOD EDUCATION IN NIGERIA

2025· article· en· W7083013475 on OpenAlexaff

Bibliographic record

VenueZenodo (CERN European Organization for Nuclear Research) · 2025
Typearticle
Languageen
FieldComputer Science
TopicGeochemistry and Geologic Mapping
Canadian institutionsEducation and Early Childhood Development
Fundersnot available
KeywordsGeneral partnershipEarly childhoodGuardianEarly childhood educationQuality (philosophy)Child developmentEarly childhood intervention

Abstract

fetched live from OpenAlex

It has been observed that most early childhood education providers in Nigeria seem not the understand the roles of parents and guardian in providing quality education for early childhood pupils. Quality early childhood programs can change the trajectory of a child’s health and well-being. Early years education lays a solid foundation for a child’s lifelong learning journey. It shapes their cognitive, social, and emotional development in so many ways. This will be possible when there is synergy between the school, teacher and the parents/guardian. Partnership involves parents, families and practitioners working together to benefit children. Each recognizes, respects and values what the other does and says. Partnership involves responsibility on both sides. This paper looked at the two important building blocks of positive partnerships between the school, teacher and the parents; family centered and communication. The paper also discussed the need for partnership in early childhood education in Nigeria and how to promote partnership among school management early childhood educators and parents. The paper recommends that all early childhood education schools in Nigeria should constitute a formidable parent-teachers forum, while the Nigerian Association of Early Childhood Education providers should collaborate with relevant authorizes to organize seminars and workshops for parents/guardian on their roles and responsibilities to support their child’s education and collaborate with all institutions offering Early Childhood to organize Seminars/workshop for early child educators on how to partner with parents

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.005
metaresearch head score (Gemma)0.006
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.009
Threshold uncertainty score0.024

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0080.002
Scholarly communication0.0050.004
Open science0.0010.005
Research integrity0.0020.004
Insufficient payload (model declined to judge)0.0060.000

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 head0.014
GPT teacher head0.239
Teacher spread0.225 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
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

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