Planning for accessibility: the divide between research and policy in the promotion of equitable mobility
Bibliographic record
Abstract
Mobility-related social inequalities are receiving increasing attention from planning research and practice. Nevertheless, research seems to have a limited impact on urban policies addressing mobility. Using Santiago de Chile as a case study, the paper discusses the existing gaps between research on mobility-related equity concerns and existing policies and plans addressing urban mobility operating at national, metropolitan and municipal scales. An equity-based comparison is performed for different spatial planning instruments, exploring guiding concepts and deriving proposals through content analysis. The findings show that there is a comprehensive and multidisciplinary body of literature in Santiago on mobility and equity, approaching several dimensions of mobility, accessibility and social exclusion in relation to different population groups. However, the series of discourses, norms and actions (policies and programmes) operating at different planning scales lack coherence and address only some of the dimensions identified in the literature. Current plans and policies in Santiago have a limited scope and are difficult to modify, questioning their effectiveness for understanding and tackling mobility-related equity concerns.
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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 | 0.007 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| 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".