USULAN STANDAR DAN EVALUASI TINGKAT PELAYANAN WALKWAY DI UNIVERSITAS KRISTEN PETRA
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
A study about the characteristics of pedestrians flow is required to design the width of walkway for a building.Base on that specific condition a Level of Service (LOS) could be proposed.The aim of this study is to identify characteristic of pedestrian that using the walkway including walking speed and pedestrian flow, to proposed and evaluated LOS of walkway at campus area.Survey was conducted at nine different locations at Petra Christian University.Pearson Correlation and Regression analysis were using to obtain the equation of relation between pedestrian characteristics that required for counting the walking speed and pedestrian flow for each LOS.The result indicate that most of walkway at Petra Christian University area have LOS = A, except for the walkway in front of telecommunication shop (wartel) nearby P building which has level of service B.
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) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.003 |
| Insufficient payload (model declined to judge) | 0.000 | 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