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Record W7118272872 · doi:10.47498/meuseuraya.v4i2.5925

Pelatihan Pembelajaran Mendalam (Deeep Learning) dalam Meningkatkan Kompetensi Kepala Sekolah di Kabupaten Aceh Barat

2025· article· W7118272872 on OpenAlexaff
Hasnadi Hasnadi, Mukhlis Mukhlis

Bibliographic record

VenueMEUSEURAYA - JURNAL PENGABDIAN MASYARAKAT · 2025
Typearticle
Language
FieldSocial Sciences
TopicSchool Leadership and Teacher Performance
Canadian institutionsWiLAN (Canada)
Fundersnot available
Keywordsnot available

Abstract

fetched live from OpenAlex

Pelatihan pembelajaran mendalam bagi kepala sekolah di Kabupaten Aceh Barat bertujuan untuk meningkatkan kompetensi kepala sekolah dan kepemimpinan pendidikan dalam menghadapi tantangan abad ke-21. Kegiatan ini dilatarbelakangi oleh pentingnya pemahaman kepala sekolah terhadap pendekatan pembelajaran mendalam sebagai strategi pembelajaran yang berfokus pada pengembangan dimensi profil lulusan, prinsip, pengalaman belajar dan kerangka pembelajaran mendalam. Pelatihan diselenggarakan oleh Balai Guru Penggerak Provinsi Aceh bekerja sama dengan Dinas Pendidikan dan Kebudayaan Kabupaten Aceh Barat, Cabang Dinas Pendidikan Wilayah Kabupaten Aceh Barat dan STAIN Teungku Dirundeng Meulaboh, melibatkan 32 kepala sekolah dari berbagai jenjang. Metode pelatihan menggunakan pendekatan partisipatif dengan kombinasi sesi sinkronus, asinkronus, refleksi, penugasan mandiri, serta unggah lembar kerja melalui LMS Ruang GTK. Evaluasi dilakukan melalui pretest, postest, kehadiran, keterlibatan aktif, serta kualitas tugas peserta. Hasilnya menunjukkan peningkatan signifikan dalam pemahaman dan kemampuan peserta, serta keberhasilan pelatihan sebagai fondasi menuju transformasi pembelajaran di sekolah

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)0.006
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Scholarly communication, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesMeta-epidemiology (narrow), Research integrity, Insufficient 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 score0.282
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0060.002
Meta-epidemiology (narrow)0.0020.002
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0010.004
Science and technology studies0.0070.002
Scholarly communication0.0020.003
Open science0.0040.001
Research integrity0.0020.008
Insufficient payload (model declined to judge)0.0030.002

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 head0.299
Teacher spread0.276 · 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; both teacher heads agree on what is shown here.

Study designObservational
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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