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
The EU was founded on the project of “Europe without borders”, which means elimination of internal borders between Member States according to Article 26 of the Treaty on the Functioning of the European Union. The counterpart of this objective has been the transfer of the controls to the external EU borders. In the Schengen area, external borders are controlled by common principles and procedures encompassed in the 2016 Schengen Borders Code. Member States have negotiated the Schengen agreement to maintain such external border controls, with the aim of protecting their citizens from various dangers and guaranteeing their national migration policies towards third-country nationals. Member States have therefore transposed the function of national border controls to the external EU borders. Cross-border cooperation within the EU has developed to reinforce the Schengen Space of free movement and has been jeopardized by the unorganized massive peak arrivals of migrants in 2015. This article analyses whether the 2015 Schengen crisis confirms the security-orientated approach or not, specifically as the crisis confronts the EU with national claims to recover the control of internal borders. It has been argued that this movement is proof of the resilience of Westphalian borders. This article is an attempt to show how European judicial power tried to limit such a national re-appropriation of borders, leading to a functional distinction between internal and external borders that may allow a departure from an exclusive security-orientated approach of external borders of the European Union towards a more cohesive approach to controls at EU external borders.
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 | 0.001 | 0.001 |
| 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) | 0.000 | 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