Bibliographic record
Abstract
ON THE ROAD TO MULTICULTURALISM: CHALLENGING CONCEPTS OF NEUTRALITY AND TOLERANCE IN SWISS-GERMAN CIEMA Switzerland, which prides itself on its political neutrality, democratic ethos and multilingualism, has long been celebrated as a unique model for the peaceful co-existence of diverse cultural groups residing within autonomous cantons (see Altermatt et. al. 1998). Yet by exploring the national culture, transgressing boundaries, and mapping life-transforming experiences, three Swiss-German films challenge this commonly accepted image of their nation. Although not road movies in the sense that the primary movement is shot from a vehicle's point of view (see Laderman 2002: 13), the films Die Schweizermacher (The Swissmakers, Switzerland, 1978) by Rolf Lyssy, Reise der Hoffnung (Journey of Hope, Switzerland-Turkey, 1990) by Xavier Koller, and Pastry, Pain and Politics (Switzerland, 1998) by Stina Werenfels nevertheless integrate road imagery and mobility into their political and visual narratives. The journeys undertaken are "a means of cultural...
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.006 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.014 | 0.046 |
| Scholarly communication | 0.012 | 0.010 |
| Open science | 0.001 | 0.010 |
| Research integrity | 0.003 | 0.005 |
| Insufficient payload (model declined to judge) | 0.005 | 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 source (direct Gemma or distilled Codex), 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".