Publishing Nationally or Internationally in the Humanities and Social Sciences: What Do Journal Websites Say about the Divide?
Bibliographic record
Abstract
As scholarly publishing continues to expand its international dimension in the globalizing era, authors in non-Anglophone contexts today are increasingly confronted with the decision to publish nationally or internationally. Linguistic challenges aside, such a decision is complicated by the tension between local interests and international solidarity with changing conventions of scholarly publishing in the national context. This study investigated one facet of this tension by comparing national and international publishing activities in the humanities and social sciences based on the data collected from the websites of sixty Chinese-medium national journals and sixty English-medium international journals. The findings point to a complex interplay between local and international traditions, norms, and politics of knowledge production. What these changes mean and how they may bear on author choice is discussed with implications for understanding the dynamic landscape of scholarly publishing in non-Anglophone systems of knowledge production.
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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 | 0.035 | 0.021 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.005 | 0.001 |
| Scholarly communication | 0.340 | 0.185 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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; both teacher heads agree on what is shown here.
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".