Bibliographic record
Abstract
The courage which it opposes to a time may not so much lie in the glitter ing heroic act as in stubborn persistence, or in the acceptance changes. There have been moments in history when remarkable progress was made in rela tively short periods of time. Also the modern time belongs in like that moment. The modem time with the customer menu of novel at character of transition period under appearing boiled specially. Is not exception even from Hwang, Sun Won's novel. To his work The Dice of Gods like this features appears well. The spirit back of family system, industrialization, and times with previously times is to appear with different features from his novel The Dice of Gods. The people of novel inside it follows in change of times and it lives it is going a new life. Individuals have several basic, life-sustaining needs that must be satisfied. The primary agents of community orientation in contemporary society are the family, the peer group, and the work. Like that features in order to feel a modern time more nearly. A country cannot devel op its industrial power overnight. For a quarter of a century when the mod ernization should have been started really even from Korea passed. But the modernization as ever is in the process of advancing.
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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.005 | 0.006 |
| Scholarly communication | 0.008 | 0.004 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.042 | 0.016 |
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".