It Could Happen to you: Empathy and Empowerment in Iberian Austerity Cinema
Bibliographic record
Abstract
The unexpected outbreak of the Great Recession, and its long duration, challenged the self-image of Iberian societies: the set of wishes, fictions and self-representations associated with an inclusive middle class fell apart overnight. Allegory has become the main rhetorical figure in austerity cinema of Portugal and Spain at a time when collective certainties are constructed from individual feelings and perceptions. Life stories have allowed film-makers to establish an empathic bridge between the characters and the audience in order to promote an inter-class identification with the victims of austerity, who usually play the role of civil, secular martyrs in these films. Accordingly, this technology of political imagination, as Germán Labrador Méndez has called it (2012), must be regarded as a counter-hegemonic strategy against self-blaming discourses that has ultimately helped reinforce social bonds.
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How this classification was reachedexpand
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) | 0.001 | 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 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".