Public Transport in the Gulf Region: Is the Development of a BRT System a Viable Option for Doha?
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
Motorisation is increasing globally, especially in major cities of Asia and the Gulf region. To illustrate, over the last decades, Doha, the capital city of Qatar, has experienced a fast urban growth along with a wide increase in the need for new transportation options. Recently, the Qatari Government has planned to improve Doha’s transport system, by developing projects that include a new metro and light rail scheme. On the other hand, Bus Rapid Transit (BRT)’s track record provides a compelling case for more cities to consider it as a transit priority. Within this context, this article critically examines three relevant factors (implementation time, cost effectiveness, and performance) for the successful dissemination of BRTs in relation to the city of Doha. The article argues that the implementation of a BRT scheme is a beneficial and effective alternative to the metro scheme that is under construction in the city.
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 | 0.006 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.002 | 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