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Record W4409476520 · doi:10.56921/cpkm.v4i1.293

Board Game Training: Professional Development for Facilitators at Eka Learning Center (ELC) Lhokseumawe

2025· article· en· W4409476520 on OpenAlexaff
Ainol Mardhiah, Lathifatuddini Lathifatuddini, Ulfi Hayati, Hayatul Muna

Bibliographic record

VenueCatimore Jurnal Pengabdian Kepada Masyarakat · 2025
Typearticle
Languageen
FieldComputer Science
TopicEducational Methods and Media Use
Canadian institutionsKootenay Association for Science & Technology
Fundersnot available
KeywordsCenter (category theory)Training (meteorology)Professional developmentMedical educationPsychologyMedicineGeographyChemistryCrystallography

Abstract

fetched live from OpenAlex

Eka Learning Center (ELC), a non-formal education institution in Lhokseumawe, Aceh, faces challenges in maintaining student focus and engagement. To address this, a training program was conducted to equip facilitators with the skills to use board games as interactive learning tools. The program consisted of needs analysis, training in board game creation, implementation mentoring, and evaluation. Findings indicate that the use of board games significantly enhances student focus and engagement, creating a more interactive and stimulating learning environment. Facilitators also improved their competencies in innovative teaching methods. The developed board game is currently being prepared for intellectual property registration, reflecting its potential for broader application. This initiative not only strengthens the learning experience at ELC but also promotes innovation in non-formal education, contributing to the advancement of local educational practices.

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.813
Threshold uncertainty score1.000

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 science0.0010.000
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 head0.041
GPT teacher head0.329
Teacher spread0.288 · 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 designNot applicable
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

Citations0
Published2025
Admission routes1
Has abstractyes

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