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Record W4415526274 · doi:10.64506/25fk2v98

Pengabdian Masyarakat Melalui Pelatihan Pembuatan Pokak dalam Meningkatkan Keterampilan dan Penghasilan Masyarakat di Desa Curahtemu Kecamatan Kotaanyar Kabupaten Probolinggo

2025· article· W4415526274 on OpenAlexaff
Isro Puad

Bibliographic record

VenueNusantara Journal of Community Engagement · 2025
Typearticle
Language
FieldSocial Sciences
TopicSMEs Development and Digital Marketing
Canadian institutionsEncana (Canada)
Fundersnot available
KeywordsClass (philosophy)

Abstract

fetched live from OpenAlex

Pelatihan pembuatan pokak telah dilakukan di Desa Curahtemu, Kecamatan Kotaanyar, Kabupaten Probolinggo, dengan tujuan meningkatkan keterampilan dan penghasilan masyarakat. Kegiatan ini melibatkan 20 orang peserta yang dipilih dari masyarakat setempat. Pelatihan dilakukan selama 3 hari dengan metode ceramah, demonstrasi, dan praktek langsung. Hasil dari kegiatan ini menunjukkan bahwa peserta telah memperoleh pengetahuan dan keterampilan dalam membuat pokak, serta telah meningkatkan penghasilan mereka. Kegiatan ini diharapkan dapat menjadi contoh bagi pengembangan keterampilan dan penghasilan masyarakat di daerah lain.

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)0.022
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Scholarly communication, Research integrity
Consensus categoriesMeta-epidemiology (narrow)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.163
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0220.003
Meta-epidemiology (narrow)0.0020.002
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0020.002
Science and technology studies0.0080.001
Scholarly communication0.0030.003
Open science0.0050.002
Research integrity0.0010.008
Insufficient payload (model declined to judge)0.0010.000

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 head0.071
GPT teacher head0.327
Teacher spread0.256 · 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 designQualitative
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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