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Record W2997066723

Menciptakan Home Literacy bagi Anak Usia Dini di Era Digital

2017· article· id· W2997066723 on OpenAlex
Eti Nurhayati, Maulidya Ulfah

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

VenueEarly childhood education · 2017
Typearticle
Languageid
FieldComputer Science
TopicEducational Methods and Media Use
Canadian institutionsnot available
Fundersnot available
KeywordsLiteracyEarly childhoodFamily literacyDigital literacyCritical literacyEarly childhood educationPsychologyPedagogySociologyDevelopmental psychology
DOInot available

Abstract

fetched live from OpenAlex

Abstract There has been a change of family in this digital era such as the structure, roles, and responsibilities of parents in early childhood education, including in literacy. The change will continue to occur in family life, but parental responsibility together in child care and education is an ideal condition that must be created in the family, which is not replaced by the technology in this digital era. This paper aims to: (1) identify some changes in family life in the digital era, (2) offer home literacy programs for early childhood in the digital era, including: the urgency of developing literacy for early childhood, the role of parents in home literacy, creating home literacy, and implementing home literacy. Home literacy is an alternative solution for early childhood in developing potential in his/ her golden age. The role of parents in home literacy are to provide means and facilities, to design the environment at home, and actively to engage in literacy activities as a mentor or friend in the activity

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 categoriesMeta-epidemiology (narrow), Science and technology studies, Scholarly communication, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.873
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0070.007
Open science0.0020.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.001

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 head0.017
GPT teacher head0.307
Teacher spread0.290 · 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