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Record W4400775112 · doi:10.5539/ies.v17n4p40

Strategies for Developing Quality Community Schools under the Office of the Basic Education Commission

2024· article· en· W4400775112 on OpenAlex
Niruch Phetphan, Wannika Chalakbang, Apisit Somsrisuk

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

VenueInternational Education Studies · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicEducation and Character Development
Canadian institutionsnot available
Fundersnot available
KeywordsCommissionQuality (philosophy)Mathematics educationPedagogyPsychologyPolitical scienceSociologyMedical educationMedicine

Abstract

fetched live from OpenAlex

The purposes of this research aimed to develop and validate the suitability, possibility and benefits of strategies implementation, and create a user manual of the strategies of quality community schools under the Office of the Basic Education Commission. This study was conducted in five phases. The first phase was the intensive review of the components of quality community schools using relevant documents, research analysis and multiple case studies of the outstanding quality community schools, and an interview with experts. The second phase was the exploration of the needs of the development of quality community schools under the Office of the Basic Education Commission using a 5-rating scale questionnaire to explore the current condition and desirable condition of 192 administrators and the head of academic affairs department of schools under the Office of the Basic Education Commission. The participants were selected using multi-stage sampling. The third phase was the development of the quality community school development strategies through focus group discussion of nine qualified experts and scholars. The fourth phase was the validation of suitability, possibility and benefits of the quality community school development strategies by 7 participants of experts and stakeholders of the quality community schools. And the last phase was creating and validating the user manual of the strategies implementation. Statistics used in data analysis were mean, standard deviation, percentage and Priority Needs Index (PNImodified).

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)0.001
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 score0.807
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.253
GPT teacher head0.524
Teacher spread0.271 · 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