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Record W4406037209 · doi:10.24036/abdi.v6i4.928

Pemberdayaan Wanita Tani Melalui Program Pemanfaatan Lahan Pekarangan

2024· article· id· W4406037209 on OpenAlex
Herman Herman, Abdul Azis Ambar, Sobri Sobri

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueAbdi Jurnal Pengabdian dan Pemberdayaan Masyarakat · 2024
Typearticle
Languageid
FieldAgricultural and Biological Sciences
TopicAgricultural Development and Management
Canadian institutionsEncana (Canada)
Fundersnot available
KeywordsAgricultural scienceForestryGeographyEnvironmental science

Abstract

fetched live from OpenAlex

Pemberdayaan wanita tani dalam pemanfaatan lahan pekarangan merupakan salah satu cara untuk memenuhi kebutuhan tanpa harus dibeli. Lahan pekarang bisa menjadi tempat kegiatan usaha tani yang mempunyai peranan besar terhadap pemenuhan kebutuhan keluarga. Tujuan kegiatan pengabdian ini adalah meningkatkan kedsadaran wanita tani melaluai pemanfaatan dan kemampuan wanita tani untuk berpartisipasi secara aktif dan upaya pemberdayaan pemanfaatan lahan pekarangan. Metode yang digunakan adalah dengan metode yang meliputi beberapa tahapan, yaitu persiaan penyuluhan pelatihan, pendampingan, dan evaluasi. Sasaran kegiatan ini adalah wanita tani. Upaya pemanfaatan lahan pekarangan budidaya sayuran sangat berdampak baik bagi wanita tani, mampu memberi kontribusi untuk peningkatan ketersediaan sayuran yang sehat dan bergizi untuk rumah tangga.

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)0.000
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), Insufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.525
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.003
Science and technology studies0.0020.001
Scholarly communication0.0040.002
Open science0.0020.001
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0050.007

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 head0.015
GPT teacher head0.243
Teacher spread0.227 · 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