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
first of its kind, this book offers a panoramic view of past and present overseas Chinese communities worldwide. From their arrival as laborers in the British colonies to their emergence as a force in Indonesia, Chinese emigrants have carried the experiences of China to other continents and civilizations, in the process modifying and enriching them. The Encyclopedia of the Chinese Overseas reflects the diverse histories and traditions that produced this diaspora, as well as the rich and various transmutations it has produced in turn. Arranged geographically and thematically, with country-by-country profiles of individual Chinese communities, the book includes sections on the regional and cultural origins of emigrant communities; the history and patterns of migration; social, familial, and business institutions; and interethnic relations. An invaluable reference, it is as accessible as it is authoritative, highly readable from beginning to end. engaging design employs boxed features, maps, graphs, tables, and a vast array of pictures to make complex material remarkably clear and vivid. A glossary identifies Chinese proper names and terms with their characters, while the bibliography gives full references to Chinese, English, French, and Spanish works. Comprising signed articles by 50 noted scholars in Asia, North America, Europe (including Russia), Australia, and Africa, with a large advisory panel of eminent experts, the Encyclopedia is an unparalleled resource, providing an unprecedented view of one of the world's largest, oldest, and most varied cultures abroad.
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) | 0.006 | 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