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Record W4404730302 · doi:10.37134/saecj.vol11.2.8.2022

Enhancing Physical Environment of Child Care Centres in Malaysia Through Legal Analysis

2022· article· en· W4404730302 on OpenAlexaboutno aff
Mashitah Abdul Mutalib

Bibliographic record

VenueSoutheast Asia Early Childhood Journal · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicLinguistic, Cultural, and Literary Studies
Canadian institutionsnot available
Fundersnot available
KeywordsBusinessEnvironmental healthChild careEnvironmental planningNursingMedicineGeography

Abstract

fetched live from OpenAlex

The issue of low quality of child care centres which lead to numbers of unwanted injuries and death of children while in care need to be addressed through legal mechanism. In regulating child care centres in Malaysia, there are certain legal requirements that need to be fulfilled by child care operators. One of the requirements that often neglected is the physical environment. This paper examines the question on whether the physical environment feature in legislative framework of Malaysian child care need improvements. This research is done through doctrinal research analysing the relevant legislations and related documents of Malaysia and other jurisdictions. The laws and regulations in Malaysia involving Child Care Centre Act 1984 and Child Care Centre Regulation 2012 are analysed according to the relevant sections and regulations. The practices from other jurisdictions including Australia, Singapore and Canada are analysed for Malaysia to take lesson from. Recommendations are then made for Malaysia to improve its laws and regulations on physical environment in care centres.

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 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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.283
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0020.000
Scholarly communication0.0000.000
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 head0.006
GPT teacher head0.234
Teacher spread0.228 · 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 teacher head, not a consensus.

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

Citations1
Published2022
Admission routes1
Has abstractyes

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