Surveillance Study on Traffic Convenience of Public Traffic in Housing Complex
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
People have selected their transportation matched with the transportation condition in the region in daily life. And the demand for traffic varies with the city size of Japan, thetis, the scale of a metropolitan area, a sphere of the regional central city, a local metropolitan area, and the city. It is roughly divided into an automobile traffic and public traffic. In addition, the central area of Hiroshima City located in the sphere of the regional central city has a geographical feature that is surrounded by hills, and consists of the delta, and the proportion of a smooth part is small. Therefore, a lot of slope residential quarters where hills were cut open exist in the suburb. However, it is clear in the public transportation facility in an inside advanced by aging and the present slope residential quarter that local populace’s traffic circumstance will become inconvenient in the future. In this research, the convenience of public traffic in a slope housing complex is investigated from two about a public, traffic side and the user side. The target region has about 11000 people and a very large-scale slope residential quarter, where we made the questionnaire survey concerning traffic for the hill housing complex Misuzugaoka. Misuzugaoka understands the traffic realities of the resident of the hill housing complex, and consideration concerning resident’s traffic is understood by this questionnaire survey. The purpose of our research is to show what the residents at Misuzugaoka showed do for the present traffic of the hill housing complex and what traffic showed be appropriate for the region, based on the questionnaire survey. Moreover, the present public transportation facility easy for senior citizen to use. Then, Misuzugaoka objectively shows whether the service level of the public transportation facility in the hill housing complex is appropriate according “Arc View GIS”.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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