Bibliographic record
Abstract
When we think about the history of emigration, we are always reminded of the severe sufferings. In our history of emigration, the one to Russia and China is truly a path of hardships. This year(2007) is the 70th anniversary that Stalin deported forcibly our Koreans from Maritime Territory to Central Asia in september 1937. The forced emigration policy by Stalin was a tragic event that Koreans were terribly suffered and tried. There is no case that had been deported like such a thing by anothe person's will in our history of emigration. The emigration or move to Maritime Territory, Hawaii and all countries of the world had been realized by their own will. In order to break through the gathering clouds of a crisis as affairs at home and abroad and as part of the program to rearrange dispersively a minority race at that time, the Soviet Union had expelled our Koreans to a bleak, windswept moor. Also, creating a terror atmosphere the Soviet Union had killed a lot of korean intellectuals and leaders. As doing a compulsory execution for emigration, Koreans were not treated as a human being and died from hunger and severe cold. As long times had gone, Koreans of Central Asia had achieved economic stability with perseverance which is intrinsic to Korean people. Under a fever searching for education, their children could have taken high -level education. After that, they could have a various headworking occupations. Also, they introduced an agricultural production know-how like a private farming, or 'gobonzil'(a seasonal agriculture). But Independent States of Central Asia had shifted to their country-oriented policies. Therefore, Koreans were faced with various difficulties. After all, according to self country-oriented language policy, they compelled to use only an aboriginal language at all public sectors. So, Koreans had to learn it. They had a lot of difficulties to learn it, to overcome an economic poverty and to choose an occupation. There-by, many Koreans have intention to move to other countries, and regions (for example, Maritime Territory, United States, Canada, and so on).
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 | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.011 |
| Scholarly communication | 0.009 | 0.015 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.004 | 0.010 |
| Insufficient payload (model declined to judge) | 0.020 | 0.005 |
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".