Productivity changes in consideration of accident costs in Seoul's bus industry
Bibliographic record
Abstract
Abstract The Seoul Metropolitan Government has introduced a quasi‐public operational system since the public transport systems were reformed in July 2004. Thus, there has been controversy on moral hazards. A question addressed by researchers of transportation is the extent to which the public transport reforms have led to improvements in efficiency and productivity growth. The directional distance function and the Malmquist Luenberger Index, respectively, were used to investigate the impacts of public transport reforms on efficiency and productivity growth both with and without accident costs in Seoul's bus industry. The data cover 2003 and 2005; 2003 is the pre‐reform year and 2005 is the post‐reform year. It is found that the overall productivity increased a little regardless of the consideration of accident costs; it increased a little bit more in the presence of accident costs. This means that the overall productivity at least did not decrease and the level of service in terms of safety was improved following the public transport reforms. Copyright © 2011 John Wiley & Sons, Ltd.
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How this classification was reachedexpand
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".