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
Introduction: China, the United States, and Convulsive Cooperation Lionel M. Jensen and Timothy B. Weston Part I: In the Headlines Chapter 1: Jousting with Monsters: Journalists in a Rapidly Changing China David Bandurski Chapter 2: Youth Culture in China: Idols, Sex, and the Internet Jonathan S. Noble Chapter 3: Dismantling the Socialist Welfare State: The Rise of Civil Society in China Jessica C. Teets Chapter 4: Mutually Assured Destruction or Dependence? U.S. and Chinese Perspectives on China's Military Development Andrew S. Erickson Chapter 5: China's Environmental Tipping Point Alex L. Wang Chapter 6: China's Historic Urbanization: Explosive and Challenging Timothy B. Weston Chapter 7: The Worlds of China's Intellectuals Timothy Cheek Chapter 8: Why Does China Fear the Internet? Susan D. Blum Part II: Beyond the Headlines Chapter 9: Producing Exemplary Consumers: Tourism and Leisure Culture in China's Nation-Building Project Travis Klingberg and Tim Oakes Chapter 10: Professionals and Populists: The Paradoxes of China's Legal Reforms Benjamin L. Liebman Chapter 11: The Decriminalization and Depathologization of Homosexuality in China Wenqing Kang Chapter 12: The Evolution of Chinese Authoritarianism: Lessons from the Arab Spring Orion A. Lewis Chapter 13: Culture Industry, Power, and the Spectacle of China's Confucius Institutes Lionel M. Jensen Chapter 14: Tensions and Violence in China's Minority Regions Katherine Palmer Kaup Chapter 15: An Unharmonious Society: Foreign Reporting in China Gady Epstein Afterword: What Future for Human Rights Dialogues? John Kamm
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 | 0.000 | 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) | 0.000 | 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