Bibliographic record
Abstract
Abstract This article investigates the multi-dimensional presence of the important Persian Sufi concept of jawānmardī or chivalry in the writings of the famous 6th/12th century metaphysician, martyr, and mystic ʿAyn al-Quḍāt Hamadānī (d. 525/1131). The article begins by situating jawānmardī vis-à-vis its Arabic Sufi equivalent of futuwwa. Both of them convey a wide range of spiritual perfections ranging from wisdom and detachment to justice and pure generosity. Moreover, the article explores the specifically Persian emphasis on jawānmardī as an embodiment of the ideal type of lover of God. It will consequently be shown how, in the writings of such an influential figure as ʿAyn al-Quḍāt, jawānmardī is most prominently featured in three distinctive modes: an aspirational ideal, a realised concept, and the key to unlock the mystery of one of the greatest chevaliers, namely Iblīs.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.003 | 0.005 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 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".