Collision Culture: Road Traffic Accidents and the Experience of Accelerated Modernisation in Ireland
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
This paper interprets the phenomenon of road traffic accidents in contemporary Irish society as a symptom of crisis arising from processes of social transformation. Empirical data from the National Roads Authority, from Local Authority Engineers, and from the Gardaí, showing the typical traffic accident pattern, is used to develop a more general hypothesis of the uneasy coexistence of traditional and modern forms of life in contemporary Ireland. This theme is developed by a discussion of ambiguity and ambivalence arising from the hazardous experiences of accelerated modernization coexisting with vestigial and reinstitutionalised forms of traditional culture. The paper concludes by considering the driving practices of Irish motorists in terms of improvisation in conditions of uncertainty as the artful reformation of habitus.
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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 | 0.002 | 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 | 0.001 |
| 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