The Ismaili<i>Ginan</i>Tradition from the Indian Subcontinent
Bibliographic record
Abstract
Ginan bolore nit nure bharea; Evo haide tamare harakh na maeji. Recite continually the ginans which are filled with light; Boundless will be the joy in your heart. Ginans are devotional songs rooted in the musical and poetic matrix of Indian culture. The term “ginan” carries a double significance: on the one hand, it means “religious knowledge” or “wisdom,” analogous to the Sanskrit word jnana (knowledge). On the other hand, it means “song” or “recitation,” suggesting a link to the Arabic ghanna and the Urdu/Hindi ghana , both verbs meaning “to sing.” For the past seven hundred years, Ismailis from the Indian subcontinent (Satpanth Khoja Ismailis) have been reciting ginans as a part of their daily religious devotions at the congregational hall ( Jamat Khana ).
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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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.006 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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 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".