Subject Peoples and Civilizational Priority: Competition among Babylonians, Egyptians, and Judeans in the Hellenistic Era
Bibliographic record
Abstract
Abstract This article proceeds on the principle that we need to decenter dominant ethnic groups—primarily Greeks and Greco-Macedonians in the early Hellenistic era—in order to understand other marginalized viewpoints and experiences, including but not limited to those of Judeans (Jews). An analysis of the Babylonian author Bel-re’ushu helps to provide a new angle on Judean (e.g., Artapanus) and Egyptian (e.g., Manetho) participation within ethnic discourses that include claims to civilizational priority. I would suggest that the rhetoric of ethnic superiority in writings by subject peoples can be viewed as a symptom of ethnic interactions and not merely as a literary response to elite Greek claims regarding the inferiority of supposedly “barbarian” peoples. So it is not always the currently hegemonic Greeks that are the principal interlocutors in these ethnic discourses.
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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 | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.007 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".