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
Globalization seemed like an irresistible, unstoppable force. Political plasticity seemed to be pushed to higher levels, as globalization accelerated and impacted all humankind. The development of larger units such as the European Union signaled, for many, the end of the nation state – a borderless world. Economic and technological forces seemed to be forcing globalization, and all humankind, down a one-way road. On closer examination, however, we realize that globalization has been taking place in a fractured manner: Just as economic and technological forces have been pushing us toward the global, basic identity needs have been pulling us back toward the local. Thus, just as Europe is integrating, there is Brexit and Basque and Scottish independence. Just as the North American Free Trade Agreement comes into place, there is Quebec nationalism and the effort by Quebec nationalists to break away from the rest of Canada. The deglobalization movement has been accelerated by the rise of authoritarian strongmen and their extremist nationalist supporters. As this chapter shows, it seems that basic identity needs and allegiances to local groups and nations have influenced developments, so that political plasticity remains limited in this domain.
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 | 0.000 | 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 | 0.000 |
| 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