Strengthening the Family Economy through Efforts to Development of Working Capital Investment in Traditional Fishermen in Pati Karya Village, Indonesia
Bibliographic record
Abstract
Type of qualitative research through a phenomenologica approach, while the research results show that the welfare of traditional fishermen in coastal areas, especially those who depend on the fisheries sector, is the main focus in maintaining economic and social sustainability. The main challenges faced are low income and limited access to profitable markets, adequate technology, and sufficient working capital. Therefore, the necessary strategies include the formation of fishing groups, knowledge enhancement training, government support in information technology, and modernization of fishing gear. Through cooperation between the government, development agencies, and communities, efforts to improve the welfare of traditional fishermen can be realized, maintaining the sustainability of the fisheries sector and the local economy. The financial management of traditional fishermen in Selayar Regency has advantages in independence, flexibility, and connectedness with local culture, but also faces a number of challenges. Despite being able to manage finances independently and flexibly in the face of changing markets and seasons, traditional fishermen often have difficulty accessing formal financial resources and lack understanding of modern financial principles. They are also vulnerable to economic and environmental changes and lack of supporting infrastructure in their areas. Therefore, efforts are needed to improve access to formal financial services, modern financial knowledge, and supporting infrastructure to improve financial management and economic stability of traditional fishermen.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".