ISO urban quality to measure the level of efficiency of urban transport
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
Providing and improving city services is critical to local governments, decision-makers, planners, and international and civil society organizations. Therefore, the International Organization for Standardization (ISO) sought to develop the standard specification 37120 under the name (Sustainable Cities and Communities - Indicators of city services and quality of life) to measure the efficiency of services for cities and to grant it the ISO certificate in urban quality through a set of indicators for various areas of life in the city. Including the field of urban transport is the basis of development and is directly related to the lives and jobs of the city's residents, where the efficiency of urban transport in the study area (the city of Fallujah) will be known in light of the ISO 37120:2018 standard and compared with the cities (Amman and Toronto) using statistical analysis programs, where the results showed fairly equal between the two cities (Fallujah and Amman) and a large gap between the two cities (Fallujah and Toronto). The research suggested making improvements to the transportation network in the study area.
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 | 0.005 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| 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