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Record W2954262647 · doi:10.21009/jiv.1302.4

AKSESIBILITAS ANAK MENGIKUTI PENDIDIKAN ANAK USIA DINI DI KABUPATEN SUMEDANG

2018· article· en· W2954262647 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
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

VenueJIV-Jurnal Ilmiah Visi · 2018
Typearticle
Languageen
FieldSocial Sciences
TopicChild Development and Education
Canadian institutionsnot available
Fundersnot available
KeywordsEarly childhood educationEarly childhoodPsychologyDevelopmental psychology

Abstract

fetched live from OpenAlex

The early age is a substantial period in human development. The long-term benefit from participating in the early childhood education programs is increasing opportunities for the children to complete their higher education in order to get the better welfare future. In Sumedang regency - the location of this study - the children’s participations in joining the early childhood education programs had not been optimized yet. Approximately 47% of the children aged 4-6 years had not participated in the early childhood education programs yet. Thus, it was significant to seek out the factors influencing the children’s accessibilities to participate in the early childhood education programs in Sumedang regency in order to find out the alternative policy to increase their accessibilities to participate in the early childhoodeducation programs. The research was conducted in 2017 using the quantitative method. The data were obtained from the “2015 Susenas” which involved 300 respondents. The data analysis was performed by using the logistic regression with the 12th version of STATA software. The findings showed that the children’s accessibilities to participate in the early childhood education programs in Sumedang regency was determined by the educational background of the head of family, the marital status of the parents, the head of the family’s income, the number of the family members, and the children’s domicile. Giving knowledge about the importance of early childhood education to the lower educational background parents and enlarging the early childhood schools’ facilities and infrastructures especially in rural areas of Sumedang regency still needed to be improved in order to have better human resources in the future. 
 References
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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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.337
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.001

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 head0.034
GPT teacher head0.363
Teacher spread0.329 · 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