Media and the Chinese diaspora : community, communications and commerce
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: Transnationalism and a Global Diasporic Chinese Mediasphere Wanning Sun 1. Disconnecting Transnational Ties: The Chinese Weekly and the Transformation of Chinese American Community after World War II Xiaojian Zhao 2. Chinese Language Media and Immigrant Life in the United States and Canada Min Zhou, Wenhong Chen, and Guoxuan Cai 3. Gossips about Stars: Newspaper and Pop Culture China Chua Beng Huat 4. 'A Hundred Flowers Bloom': The Re-Emergence of the Chinese Press in Post Suharto Indonesia Chang-Yau Hoon 5. 'Chinese' Indonesians in National Cinema Krishna Sen 6. Chinese Newspapers, Ethnic Identity and the State: The Case of Malaysia Khor Yoke Lim & Ng Miew Luan 7. Radio-Activated Business and Power: A Case Study of 3CW Melbourne Chinese Radio Jia Gao 8. Chinese Media in New Zealand: Transnational Outpost or Unchecked Floodtide? Manying Ip
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 | 0.004 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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