Pangs of nascent nationalism from the nationless state? Euro coins and undocumented migrants in Malta since 2004<sup>†</sup>
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
ABSTRACT. This paper examines recent manifestations of the emergence of national identity amongst the citizens of Malta, now the smallest member state of the European Union. In this search, discrete events and ‘things’ are examined as symbolic paraphernalia, empirical phenomena that provide insights to overarching narratives about identity, nationalism and integration. The discussion and eventual decision on the choice of euro coin faces in Malta is proposed as one that illustrates a process of ‘nascent nationalism’. Meanwhile, the arrival of boatloads of undocumented migrants on Malta's shores has also encouraged the evolution of a secular, national character in Malta. Such episodes, and others, ultimately reflect a need for symbols of national unity that remain largely absent in this ‘nationless state’ which continues to be gripped by a bipolar partisanship that spares almost no one.
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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 | 0.000 |
| 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 it