Immigration dialectic: Imagining community, economy, and nation . By Harald Bauder.
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
In this book, Harald Bauder explores national identities in Canada and Germany through the lens of immigration. While he describes Canada as an example of a settler society consisting predominantly of immigrants and their descendants, Germany illustrates a country with a historical tradition as an ethnic nation recently challenged by immigration. The two categories, settler society and ethnic nation, provide the two conceptual models of national identity explored. The book is well written and clearly organized in three parts. The first part presents the theoretical and methodological framework on the nation-immigration dialectic and the field of media. The second part discusses the immigration debate in a settler society, Canada, whereas the third part analyses the immigration debate in an ethnic nation, Germany. In each national context, aspects of economy, humanitarianism, and danger are discussed. The book concludes by discussing the possibility of critical intervention in the nation-immigration dialectic. Bauder’s major...
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 | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| 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