Bibliographic record
Abstract
Over the past twenty years or so globalization has become a catch-all term for all manner of change in society. At the same time, extension of the nation-state system to all parts of the world has been virtually completed, and thus forms a universal governmental framework within which processes of globalization are mediated. Although various global forces have tended to undermine the independence of national governments, the nation-state remains the fundamental framework within which the public sector operates and finds itself facing the challenges of a globalizing world. For the public sector, as in the corporate sector, restructuring (rolling back the state, reinventing government) has become a standard response. This paper reflects on one element of the state, administrative space, in relation to globalization and state restructuring. It discusses the nature of administrative space, and outlines some implications arising from developments associated with globalization (the development of supranational authorities and institutions, the fading influence of international boundaries, the emergence of new regional spaces) and state restructuring.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.010 | 0.012 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.013 | 0.069 |
| Scholarly communication | 0.022 | 0.014 |
| Open science | 0.002 | 0.009 |
| Research integrity | 0.006 | 0.008 |
| Insufficient payload (model declined to judge) | 0.007 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".