Classification
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".
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract The Safavids (1501–1722) controlled a land-based empire that comprised the modern-day nation of Iran, with extensions into Iraq, the Caucasus, and Afghanistan. The family of the Safavids originated as Sufi mystical sheikhs based in the region of Azerbaijan but were later imperialized thanks to the dynastic founder, Shah Ismaʿil (r. 1501–1524). The transition from Sufi tariqa to imperial polity was not smooth, and Ismaʿil faced external threats from the Ottoman Empire to the west, as well as internal pressure from his popular base, the Qizilbash tribal Turks who revered their shah as both a Sufi sheikh as well as a manifestation of the millenarian figure Mahdi who was popularly understood as the Muslim agent of the Apocalypse. The success of the Safavids was partly based on their ability to distance their family from such decentralized, tribal elements and seek out those constituencies that could help with regard to establishing and building legitimacy: orthodox Twelver Shiʿite jurists and scholars as well as urban Persian administrators and bureaucrats. It was Ismaʿil and his successor, Shah Tahmasp (r. 1524–1576), who proclaimed and enforced Twelver Shiʿism as the new state doctrine, thus contributing to a stark Sunni-Shiʿite division between themselves and their neighboring rival empires of the Ottomans and the Uzbeks. The apogee of the Safavid Empire took place during the reign of Shah ʿAbbas (r. 1589–1629) who, among other things, transformed Isfahan into a city of international stature with fantastic architectural patronage while at the same time enticing European merchants and traders to trade in textiles, silk, and other manufactured goods. Following the reign of Shah ʿAbbas, the Safavid Empire became less stable and more susceptible to outside elements, namely those Caucasian nobles and landed gentry who had been previously incorporated into the Safavid state as court officials, provincial governors, and ranking military officers. Concurrently, there was a rise in conservative orthodoxy among the Shiʿite religious scholars, and the previous era of open trade and strong international relations began to wane as Christians, Jews, and other minorities became increasingly targeted and persecuted. By the end of the 17th century, the Safavid court was politically isolated from the other provinces, so much so that the imperial capital was easily besieged and conquered in 1722 by an invading conglomerate of Afghan tribes.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.004 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 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 it