Identifikasi Pola Mobilitas pada Kampus Institut Teknologi Sepuluh Nopember
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
Penelitian ini bertujuan untuk mengidentifikasi pola mobilitas pada kampus Institut Teknologi Sepuluh Nopember (ITS) dalam rangka mendukung pencapaian sebagai eco campus. Melalui survei primer dengan wawancara dan penyebaran kuesioner daring sebanyak 143 responden, data terkait penggunaan moda transportasi, waktu tempuh, dan perilaku berkendara dianalisis. Hasil menunjukkan bahwa mayoritas warga kampus menggunakan sepeda motor sebagai moda transportasi utama karena kenyamanan dan fleksibilitasnya, salah satunya disebabkan infrastruktur pejalan kaki dan pesepeda masih kurang memadai. Untuk mencapai mobilitas kampus yang berkelanjutan, diperlukan peningkatan fasilitas pendukung bagi moda transportasi aktif dan integrasi yang lebih baik antar moda transportasi di kampus. Penelitian ini diharapkan dapat memberikan profil eksisting pola mobilitas civitas akademi kampus ITS.
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 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 0.005 |
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