Socio-cultural integration of North American Koreans as factor of social well-being
Bibliographic record
Abstract
The processes of migration and Korean Diaspora formation in North America as factors affecting the improvement of social sustainability are analyzed by the authors. The ethno-cultural characteristic of Korean Diaspora in the USA and Canada is given in this regard. Common and specific features and factors of socio-cultural adaptation of Koreans in the USA and Canada are defined. This analysis proves that Korean Diaspora in the USA and Canada has specific features of different periods and history of formation in recipient countries. It also provides a migration background. Young Korean Diaspora in Canada has not adapted to local living conditions yet and it will be transformed in the future. American Koreans managed to integrate and occupy a niche in the USA. However, ethnic Koreans in both countries have common characteristics. The first characteristic is close relations with representatives of their motherland (friends and relatives on the Korean Peninsula). Korea towns (where people speak only Korean) play the important role for ethnic self-identification and unification of North American Koreans. Religion is another crucial factor of Korean reunification in the USA and Canada. Protestant and Catholic churches are also significant for North American Koreans. Apart from religious functions, churches provide different social and cultural services for better adaptation and integration of Koreans. All these factors help Koreans to become an essential part in the North American society.
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".