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
"How were the Ni‘matullāhī masters successful in reviving Ni‘matullāhī Sufism in Shi‘ite Persia? This book investigates the revival of Ni‘matullāhī Sufi order after the death of the last Indian Ni‘matullāhī master, Riḍā ‘Alī Shāh (d. 1214/1799) in the Deccan. \nAfter the fall of Safavids, the revival movement of the Ni‘matullāhī order began with the arrival in Persia of the enthusiastic Indian Sufi master, Ma‘ṣūm ‘Alī Shāh, during the last quarter of the eighteenth century. Later, at the beginning of the nineteenth century, Persian masters of the Ni‘matullāhī Order were able to solidify the order’s place in the mystical and theological milieu of Persia. Ma‘ṣūm ‘Alī Shāh and his disciples soon spread their mystical and ecstatic beliefs all over Persia. They succeeded in converting a large mass of Persians to Sufi teachings, despite the opposition and persecution they faced from Shi‘ite clerics, who were politically and socially the most influential class in Persia. The book demonstrates that Ḥusayn ‘Alī Shāh, Majdhūb ‘Alī Shāh, and Mast ‘Alī Shāh were able to consolidate the social and theological role of the Ni‘matullāhī order by reinterpreting and articulating classical Sufi teachings in the light of Persian Shi‘ite mystical theology. \n"
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.
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 | 0.001 | 0.001 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.729 | 0.300 |
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