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Record W7117761323 · doi:10.59896/pesolah.v1i2.566

PERAN PEREMPUAN DALAM PENINGKATAN EKONOMI MASYARAKAT DI DESA TEGAL MAJA KECAMATAN TANJUNG, KABUPATEN LOMBOK UTARA

2025· article· W7117761323 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.

fundA Canadian funder is recorded on the work.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueJurnal Pendidikan Sosial dan Humaniora · 2025
Typearticle
Language
FieldAgricultural and Biological Sciences
TopicFood Security and Socioeconomic Dynamics
Canadian institutionsnot available
FundersUniversity of CambridgeInternational Development Research CentreUniversitas Bengkulu
KeywordsEmpowermentQuality (philosophy)Production (economics)Human resourcesWomen's empowermentQualitative researchEconomic impact analysis

Abstract

fetched live from OpenAlex

Women's freedom to innovate and express themselves in this era has both positive and negative impacts. A positive impact is that women can be independent in meeting their economic needs, either as employees or as traders. The purpose of this study is to determine the role of women in improving the community's economy in Tegal Maja Village, Tanjung District, North Lombok Regency. This research is a survey with a qualitative approach. Data collection was conducted through direct observation, interviews, and documentation. The results show that women contribute to the household economy. Women's involvement in gardening activities also plays a role in strengthening family food security. By managing productive gardens, women ensure the availability of sufficient local food and improve the family's nutritional quality through fresh food consumption. Women's role in gardening activities in Tegal Maja Village also encourages local economic empowerment through the utilization of existing resources and skills. Production activities, simple processing, and marketing of garden produce provide women with experience in business management, market negotiations, and household income management.

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)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.384
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0000.001
Science and technology studies0.0040.001
Scholarly communication0.0030.002
Open science0.0030.001
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0020.000

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 head0.014
GPT teacher head0.246
Teacher spread0.232 · 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