Kajian Elemen Pembentuk Citra Kota di Kawasan Pusaka Civic Center Guna Meningkatkan City Branding Kota Pangkalpinang
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
Kota akan selalu berubah karena pertumbuhan penduduk, pembangunan infrastruktur, perubahan sosial budaya, perkembangan ekonomi, dan lingkungan. Perubahan ini memberikan identitas baru dan membentuk citra kota. Kawasan Pusaka Civic Center di Kota Pangkalpinang merupakan kawasan pariwisata yang ditetapkan sebagai daya tarik wisata yang perlu ditingkatkan untuk meningkatkan branding Kota Pangkalpinang. Kajian elemen citra kota dilakukan dengan metode deskriptif kualitatif. Hasil dari kajian elemen citra kota ini menunjukkan bahwa Kawasan Pusaka Civic Center memiliki elemen pembentuk citra kota yang lengkap, sehingga dapat dijadikan kawasan untuk meningkatkan branding Kota Pangkalpinang.
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 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.005 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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