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: Introduction, Peter Hall, Robert J. McCalla, Claude Comtois and Brian Slack Part I Global Economic Change: Implications for Ports, Corridors and Value Chains: Economic cycles in maritime shipping and ports: the path to the crisis of 2008, Gustaaf De Monie, Jean-Paul Rodrigue and Theo Notteboom Organizational and geographical ramifications of the 2008a 2009 financial crisis on the maritime shipping and port industries, Theo Notteboom, Jean-Paul Rodrigue and Gustaaf De Monie Carriers' role in opening gateways: experiences from major port regions, Antoine FrA(c)mont and Francesco Parola Transport and logistics hubs: separating fact from fiction, Elisabeth Gouvernal, ValA(c)rie Lavaud-Letilleul and Brian Slack Port, corridor, gateway and chain: exploring the geography of advanced maritime producer services, Peter. Hall, Wouter Jacobs and Hans Koster. Part II Measuring and Improving Gateway and Corridor Performance: Measuring port performance: lessons from the waterfront, Claude Comtois and Brian Slack Key interactions and value drivers towards port users' satisfaction, Athanasios A. Pallis and Thomas K. Vitsounis Improving port performance: from serving ships to adding value in supply chains, Anthony Beresford, Su-Han Woo and Stephen Pettit Coordination in multi-actor logistics operations: challenges at the port interface, Trevor D. Heaver. Part III International Case Studies: Benchmarking the integration of corridors in international value networks: the study of African cases, Jean-FranA ois Pelletier and Yann Alix Building value into transport chains: the challenges of multi-goal policies, Emmanuel Guy and FrA(c)dA(c)ric Lapointe Perspectives on integrated container transport: the Canadian example, Robert J. McCalla Trade corridors and gateways: an evolving national transportation plan, Michael C. Ircha Hinterlands, port regionalisation and extended gateways: the case of Belgium and Northern France, Jacques J. Charlier Entrepreneurial region and gateway-making in China: a case study of Guangxi, James J. Wang Bibliography 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 | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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