An Analytical Venture into the Spatial Foundations Affecting the Slow Formation of Modern Government in Iran Before the First Pahlavi Era (1925–1941)
Bibliographic record
Abstract
Political sociology texts consider the rise of the first Pahlavi government in Iran at 1925 as the inception of the formation of a modern government in the country. Meanwhile, from a temporal perspective, the emergence of modern government in Iran has been delayed compared to European and even Asian societies. The present study seeks to analyze the causes of the slow emergence of the processes and institutions of a modern government in Iran by means of a descriptive-analytical method and from a political geographical perspective. Research findings show that a set of factors, including the environmental origins of Iran, have contributed to the formation of a nomadic livelihood in the history of Iran. Furthermore, the ethnic heterogeneity and risk-prone geographical location of Iran from a geopolitical perspective meant that only leaders with a divine charisma could create unity among these challenges. The amalgam of these factors delayed the process of establishing modern governmental processes in Iran until the rise to power of the first Pahlavi king.
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.003 | 0.006 |
| Scholarly communication | 0.002 | 0.003 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 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".