The Shelf Life of a Disaster: Post‐Fukushima Policy Change in The United States And Germany
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
How can large‐scale disasters prompt policy change beyond the local environment in which they occurred? Working at the intersection of political sociology, disaster studies, and cultural sociology, we introduce the concept of the shelf life of a disaster to analyze the short and limited impact of Fukushima Daiichi on U.S. nuclear energy policy and its vitality within Germany. American media, nuclear industry representatives, regulators, and policy makers contributed to a tepid political environment for policy change by expanding symbolic distance from Fukushima, focusing on U.S. superiority to Japanese infrastructures. While this technicist orientation was evident in Germany as well, its distancing effects were offset by a conjunction of mechanisms that packaged Fukushima as a precursor to an inevitable German nuclear catastrophe.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.002 |
| 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