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, Elisabeth Vallet. Part I Insecurity and Borders in Europe and North America: The Mediterranean Sea as a European border: trans-Mediterranean migration, forced return and violation of fundamental rights, Maria Chiara Locchi The Canary Islands' 'maritime wall': migration pressure, security measures and economic crisis in the mid-Atlantic, Josefina Dominguez-Mujica, Ramon Diaz-Hernandez and Juan Parreno-Castellano A community of borders, borders of the community: the EU's Integrated Border Management Strategy, Denis Duez Border games: from duel to Russian Roulette at the border, Markus Heiskanen Borders, bordered lands and borderlands: geographical states of insecurity between Canada and the United States and the impacts of security primacy, Victor Konrad. Part II Towards a Theory of Border Walls?: Walls and borders in a globalized world: the paradoxical revenge of territorialization, Jean-Jacques Roche Border fences in the globalizing world: beyond traditional geopolitics and post-positivist approaches, Serghei Golunov Is the wall soluble into international law?, Jean-Marc Sorel Walls of money: securitization of border discourse and militarization of markets, Elisabeth Vallet and Charles-Philippe David. Part III Fenced Borders in the Twentieth and Twenty-First Centuries: Walls and access to natural resources, Sabine Lavorel Border fences as an anti-immigration device: a comparative view of American and Spanish policies, Said Saddiki Walls, sensors and drones: technology and surveillance on the US-Mexico border, Rodrigo Nieto-Gomez Technologies, practices and the reproduction of conflict: the impact of the West Bank barrier on peace building, Christine Leunberger Towards a high-tech 'limes' on the edges of Europe? Managing the external borders of the European Union, Vincent Boulanin and Renaud Bellais Towards the wall between Nogales, Arizona and Nogales, Sonora, Irasema Coronado Border wall as architecture, Ronald Rael. 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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.008 | 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