A Study of the Rise of Educated Youth Writer Group in the Perspective of Literature,Sociology and Digitalization
Bibliographic record
Abstract
The educated youth writer group rests its fame on good-quality works by numerous writers with experiences of going and working in the countryside and mountain areas rather than on a few eminent writers.How has the educated youth writer group risen to prominence? How is the geographical distribution of places where educated youths worked mirrored in the writings? How many educated youth writers have received college education? Why have so large a number of educated youths desired of fame by taking up writing? Such a series of sociological questions defy general description.This paper attempts to probe into the educated youth writer group,esp.their rise to prominence from the late 1970s to the early 1980s by using some data from the computerized corpus so as to redress some errors stemming from the general description and to establish an empirical research perspective for vividly picturing the writer group which emerged in such a special historical context.
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How this classification was reachedexpand
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 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".