REVITALISASI IDENTITAS WILAYAH RT 25 DI DESA WANATIRTA BALIKPAPAN
Bibliographic record
Abstract
Program Kuliah Kerja Nyata (KKN) ini diselenggarakan oleh mahasiswa Institut Teknologi Kalimantan dengan mengusung tema Revitalisasi Identitas Wilayah RT 25 di Desa Wanatirta Balikpapan. Desa Wanatirta, yang terletak di KM 15 Karang Joang, Balikpapan, memiliki potensi besar di bidang pertanian, perkebunan, dan pariwisata alam. Namun, keterbatasan fasilitas seperti denah kawasan, papan informasi, dan nomor rumah yang jelas masih menjadi kendala dalam pengembangan desa. Masalah ini menghambat navigasi serta penataan lingkungan, dan berdampak pada pelayanan publik.Kegiatan pengabdian masyarakat yang akan dilaksanakan di Desa Wanatirta bertujuan untuk mengidentifikasi dan menyelesaikan permasalahan ini melalui berbagai program dan inisiatif. Dengan melibatkan mahasiswa, masyarakat setempat, dan pihak terkait, diharapkan permasalahan ini dapat diselesaikan secara efektif dan berkelanjutan, sehingga Desa Wanatirta dapat berkembang menjadi desa yang lebih teratur, nyaman, dan mudah diakses oleh semua pihak.
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.050 | 0.010 |
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".