Bibliographic record
Abstract
On 21–22 February 2019, more than a hundred university and non-government organization-based researchers from across Europe, Canada and Australia gathered in Berlin to participate in the ‘Austerity: Coping Is Not Enough’ conference. The chapters collected in this volume emerge from this international event which was hosted by the German Social Democratic Party’s think tank, the FES. The conference itself grew out of a collaboration between FES and Stephen McBride’s ‘Austerity and Its Alternatives’ Canadian-based project funded by the Social Sciences and Humanities Research Council of Canada. The conference participants sought to move the study of post-2008 crisis austerity forward through both a rigorous diagnosis of actually existing austerity as well as imagining the pathways out of permanent austerity. Among the key questions the conference sought to address were: how do social and economic relations change under conditions of permanent austerity? How do international, national and regional political institutions influence the development of austerity-regimes? What commonalities and differences exist between nations? And which alternatives exist to overcome the status quo of austerity politics? To analyze the causes, connections and effects of this new age of austerity-capitalism, a broad debate that questions the core ideas and dominant paradigms that animated politics, explores political alternatives and develops new and far-reaching perspectives is necessary to move beyond the contemporary stasis of coping. And coping is demonstrably not enough. The project of this book is to contribute to moving on.
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.
How this classification was reachedexpand
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 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".