Institutions and sustainable transport : regulatory reform in advanced economies
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
Contents: 1. Institutions and Regulatory Reform in Transport: An Introduction Piet Rietveld and Roger R. Stough PART I: BARRIERS TO IMPLEMENTATION OF TRANSPORT 2. Making Sustainable Transport Politically and Publicly Acceptable: Lessons from the EU, US and Canada David Banister, John Purcher and Martin Lee-Gosselin 3. Equity and Environmental Justice in Sustainable Transportation: Toward a Research Agenda Elizabeth Deakin 4. Successes and Failures in Innovations Towards Sustainable Transport J.C.J.M. van den Bergh, E.S. van Leeuwen, F.H. Oosterhuis, P. Rietveld and E.T. Verhoef 5. A Comparative Analysis of US and European Approaches to Dealing with Uncertainty: The Case of the Human-Machine Interface (HMI) in Advanced Driver Assistance Systems (ADAS) Jonathan L. Gifford and Vincent Marchau PART II: REGULATORY REFORM 6. Rail Reform in Europe: Issues and Research Needs Chris Nash and Cesar Rivera-Trujillo 7. US Railroad Productivity and Deregulation: A Brief Summary of Findings John D. Bitzan 8. Airlines: Sustainable Development in a Transatlantic Context Kenneth Button 9. Integration: An Instrument for Sustainability of Urban Mobility Systems Rosario Macario 10. Transport Pricing when Several Governments Compete for Transport Tax Revenue Bruno De Borger and Stef Proost PART III: PUBLIC-PRIVATE COOPERATION 11. Public and Private Roles in Transport Network Development Steve Lockwood 12. Private Sector Finance of Transport Infrastructure: Progress and Prospects Roger Vickerman 13. A Framework for Assessing Public Private Partnerships David Levinson, Reinaldo C. Garcia and Kathy Carlson Index
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| 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 it