From Kingdoms to Transregional States: Exploring the Dynamics of State Formation in Pre-modern Odisha
Bibliographic record
Abstract
In what is today known as Odisha and in its adjoining areas, the closing centuries of the first millennium ce and beyond were marked by the shift from usual kingdoms to larger and more complex state systems, spread over several subregions/regions ( maṇḍalas). The socio-economic and cultural processes—ranging from agrarian growth and the rise of markets, merchants and towns to the shaping of a region-specific caste system and vernacular language and literature—which sustained these political developments and the new requirements such as the elaboration in the structure of administration and legitimation constitute the subject matter of this article. The transregional states under discussion are somewhat comparable with imperial formations insofar as they were conquest states and perpetuated unevenness and differences between spaces, peoples and cultures across the constituent spatial segments. However, in terms of their territorial dimensions and resources, they fell short of the empires and therefore may be seen to be located between the usual kingdoms and celebrated empires.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.006 | 0.014 |
| Scholarly communication | 0.006 | 0.004 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".