Program Kemitraan Pengembangan Desa Wisata Di Desa Noepesu Kecamatan Miomaffo Barat Kabupaten Timor Tengah Utara
Bibliographic record
Abstract
Noepesu Village is one of the villages located in the West Miomaffo District, North Central Timor Regency, and is one of the border villages bordering the South Central Timor district. Geographically, Noepesu Village still has a beautiful environment that makes this village very beautiful. The objectives of implementing community service activities include a). provide an understanding related to “tourism awareness” for village officials and administrators of BUMDES Noepesu, b). provide understanding and assistance to Village Apparatus and BUMDES Management regarding archive administration management, as well as social media as village promotion media based on customer satisfaction. In order to achieve the objectives listed above, the method of activity used is conducting field observations, carrying out counseling and mentoring with lecture and question and answer methods. The results of service activities are first, contacting partners and field observations, second, preparing tools and materials to carry out activities, and third, carrying out counseling and assistance to partner target groups.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.079 | 0.007 |
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 source (direct Gemma or distilled Codex), 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".