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Record W3127308713 · doi:10.51529/ijiece.v5i1.208

Perkembangan Kemampuan Berbicara Anak Usia 5-6 Tahun

2020· article· id· W3127308713 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.

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 · 2020
Typearticle
Languageid
FieldComputer Science
TopicEducational Methods and Media Use
Canadian institutionsnot available
Fundersnot available
KeywordsPronunciationFluencyPsychologySentenceVocabularyCourageGestureDevelopmental psychologyMathematics educationLinguistics

Abstract

fetched live from OpenAlex

This study aims to determine the speaking ability of children aged 5-6 years at the YLPI Marpoyan Islamic Kindergarten. This study uses a descriptive qualitative approach. The subjects in this study were 19 children in group B3 TK YLPI Marpoyan Pekanbaru, Riau. Data analysis was carried out in three stages: data reduction, data display, and conclusion. The results of data analysis, namely aspects of pronunciation, aspects of vocabulary development, aspects of sentence formation, aspects of speech content, and aspects of courage, aspects of fluency, and aspects of expression or gestures develop very well because all children can show the development of children's language skills. The results of this study indicate that the development of speaking skills of children aged 5-6 years in TK YLPI Marpoyan Pekanbaru is developing very well

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)0.000
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), 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 score0.779
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.002

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 head0.023
GPT teacher head0.277
Teacher spread0.254 · 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