Community Empowerment Through Prohibited Fish Management
Bibliographic record
Abstract
This article describes community empowerment through the management of prohibited fish in Jorong Mapun Nagari Sundata, Lubuk Attitude District, Pasaman Regency. The main problem of this thesis is about how to better manage prohibited fish so that they can reap maximum results every time they are harvested in order to empower the Jorong Mapun community both in terms of development and in terms of social. The purpose of this study is to find out how the strategy is to empower the community through the management of prohibited fish in Jorong Mapun Nagari Sundata, Lubuk Attitude District, Pasaman Regency. To find out the supporting factors in empowering the community through the management of prohibited fish in Jorong Mapun Nagari Sundata, Lubuk Attitude District, Pasaman Regency. To find out what obstacles occur in community empowerment through the management of prohibited fish in Jorong Mapun Nagari Sundata, Lubuk Attitude District, Pasaman Regency.
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 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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.003 |
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; both teacher heads agree on what is shown here.
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".