Presepsi Stakeholder Terhadap Elemen Jalur Pejalan Kaki di Kawasan Taman Gajah, Kota Bandar Lampung
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
Kawasan Taman Gajah merupakan lahan yang dikembangkan menjadi Ruang Terbuka Hijau dan ruang publik yang mampu mengakomodir kebutuhan masyarakat. Dalam upaya mewujudkan pengembangan ini, prasarana transportasi menjadi penting untuk diperhatikan terutama prasarana pejalan kaki. Penelitian ini ditujukan untuk melihat persepsi berbagai stakeholder terhadap pengembangan infrastruktur perkotaan berdasarkan walking experience dari stakeholder dan pengguna jalur pejalan kaki. Ditemukan bahwa baik stakeholder dan pengguna jalur pejalankaki memnempatkan elemen pleasure yang berupa ketersediaan jalur pejalan kaki, ketersediaan dan peletakkan fasilitas pelengkap (street furniture) dan penambahan ramp sebagai prioritas dalam pengembangan jalur pejalan kaki di Kawasan Taman Gajah.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.004 |
| Insufficient payload (model declined to judge) | 0.002 | 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