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Record W2973016084 · doi:10.29062/engagement.v2i2.39

Revitalisasi Kelompok Wanita Tani (KWT) melalui Pemanfaatan Pekarangan Rumah di Desa Metesih Kecamatan Jiwan Kabupaten Madiun

2018· article· en· W2973016084 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.

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

Bibliographic record

VenueEngagement Jurnal Pengabdian Kepada Masyarakat · 2018
Typearticle
Languageen
FieldSocial Sciences
TopicSMEs Development and Digital Marketing
Canadian institutionsEncana (Canada)
Fundersnot available
KeywordsAsset (computer security)BusinessComputer scienceComputer security

Abstract

fetched live from OpenAlex

Farmer Women Groups (KWT/Kelompok Wanita Tani) is one of the organizations in Metesih Village, Jiwan Sub-District, Madiun Regency, East Java, KWT is present in the community to mobilize assets. When students arrived in the village, KWT was empty towards a leadership transition, after students carried out asset mapping, they found many assets, one of the most significant was an organization called KWT. All components of the community agreed to revitalize KWT with its revitalization main program, because by revitalization of KWT helping to strengthen the role of women in people live who had been considered weak, women could not find economic income for their families, with the strengthening of KWT role everything had changed. ABCD (Asset Based Community Development) was used in this research, because this approach was in accordance with the character of the community. Finally, the results obtained from this process namely changing in community mindsets, strengthening the role of KWT in community, increasing the role of women in various sectors and increasing community economic income from corn harvest in their fields.

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)0.007
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Scholarly communication, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient 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 score0.549
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0070.002
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
Science and technology studies0.0040.001
Scholarly communication0.0020.002
Open science0.0020.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0030.001

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 head0.043
GPT teacher head0.303
Teacher spread0.260 · 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