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
Sikhism is a religion of followers of Guru Nanak, a prophet of monotheism in North-West India. Since 16th century till 1708 religion was developed under ten Gurus, or Teachers. Since then mainstream Sikhism has been religion of those who regard a congregation and holy book of The Adi Granth as representation of Guru. Those who do believe in living Gurus are sectants known as Namdhari and Nirankari. Those who are known as Orthodox Sikhs are divided into Sahajdhari and Keshdhari. latter bear five symbols of their faith or the five 'k'. trend of forced conversion of Sahajdhari into Keshdhari is evident in Punjab. In Sikh diaspora, in Canada particularly, things are complicated by Gora or White converted Sikhs. paper deals with development of Sikhism and Sikh internal conflicts in Canada and their contacts with host society.
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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.007 | 0.007 |
| Meta-epidemiology (broad) | 0.007 | 0.005 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.012 | 0.008 |
| Scholarly communication | 0.003 | 0.004 |
| Open science | 0.005 | 0.003 |
| Research integrity | 0.003 | 0.006 |
| Insufficient payload (model declined to judge) | 0.033 | 0.029 |
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