Media and globalization: why the state matters
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
Chapter 1 Introduction: Rethinking Media Globalization and State Power Part 2 Part I: States and Internet Regulation Chapter 3 Exporting the First Amendment to Cyberspace: The Internet and State Sovereignty Chapter 4 Where the National Meets the Global: Australia's Internet Censorship Policies Part 5 Part II: States and Communications Reform in Societies in Transition Chapter 6 Negotiated Liberalization: The Politics of Communication Sector Reform in South Africa Chapter 7 State Transformation and India's Telecommunications Reform Chapter 8 The IMF, Globalization, and Changes in the Media-Power Structure in South Korea Part 9 Part III: States, Media, and Regional Cultures Chapter 10 Tensions in the Construction of European Media Policies Chapter 11 The Unsovereign Century: Canada's Media Industries and Cultural Politics Chapter 12 Brazil: The Role of the State in World Television Chapter 13 Epilogue
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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) | 0.001 | 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