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Record W4238501498 · doi:10.32920/ryerson.14653788

Developing a preschool and parent program in a rural Cambodian village : the perspectives of parents

2021· preprint· en· W4238501498 on OpenAlexaff
Melissa Ganhao

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldSocial Sciences
TopicCambodian History and Society
Canadian institutionsToronto Metropolitan University
Fundersnot available
KeywordsGovernment (linguistics)PsychologyEconomic growthEducational attainmentPublic relationsDevelopmental psychologyPolitical sciencePedagogy

Abstract

fetched live from OpenAlex

Educational programs are more likely to be successful when practitioners and parents have a shared vision of goals and expectations for the program, as parents are said to be part of a complex environment that influence the goals, concerns, and expectations they have for their children and their children's educational experiences. This study of parents' perspectives of educational programs was conducted in a rural Cambodian village with the support of a local non-government organization (NGO); an organization that is in the midst of developing preschool and parent programs for the children and families who live in the village. Interviews were conducted with parents to understand parents' goals for their children's future, and their goals for the preschool and parent programs. The study was conducted by utilizing Bronfenbrenner's ecological framework and was informed by the principles of Community Based Research. The study found that parents value education and hope that their children's educational attainment will lead to a favourable career path, that parents want access to preschool and parent programs, and are willing to support the programs through donations of time, money, or food. Parent support through donations indicates parents' willingness to engage with projects, an important aspect of sustainable development.

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)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.015
Threshold uncertainty score0.029

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0040.001
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.032
GPT teacher head0.326
Teacher spread0.294 · 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 designQualitative
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
Published2021
Admission routes1
Has abstractyes

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Same topicCambodian History and SocietyFrench-language works237,207