Pemberdayaan dan usaha peningkatan ekonomi suku Talang Mamak di kawasan Taman Nasional Bukit Tiga Puluh melalui budidaya Kelulut (Heterotrigona itama)
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.
Bibliographic record
Abstract
Bukit Tiga Puluh National Park is not only a place for wildlife but also a home for Talang Mamak tribe (a local and native tribe lives inside the National Park). Furthermore, to support Talang Mamak, an empowerment is critically needed. Meliponiculture is one form of empowerment activity provided by Thirty Hills National Park. There are many steps to do this empowerment activities, namely, conducting preliminary survey, forming groups for each sub villages, training, giving grant beekeeping equipments, assistance, detailing in marketing, and evaluating. Results showed that in the first year after training, honey production increased 85.5% in the third quarter compare to honey produced in the second quarter. Other groups, such as KTH Batu Berdiri and KTH JelemuBengayuan, also gave similar tendency. These results also revealed that the empowerment activity by doing meliponiculture had given positive contribution for Talang Mamak even though it`s production is still not much. Nevertheless, there are some obstacles when doing this meliponiculture. For instances, sometimes, Talang Mamak people is less focus when facing problems. Other problems are that they cannot determine their market target and there is no maintenance toward the stingless bees’ colonies.
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 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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it