Geographical Pattern of Muslim Population in India, 2001
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
The pattern of Muslim population in India reflects the contribution of a number of factors: proselytization, migration, and natural growth rate. The partition of the country in 1947 made its own important contribution, effecting profound changes in the distribution pattern of Muslims that resulted in the migration of about 10 million people to and from the newly created country of Pakistan, but natural growth has been the chief determinant of the growth of India’s Muslim population during the post-independence period. Relatively high growth of the Muslim popu lation in this period is mainly attributable to two factors: a higher incidence of poverty, which is closely correlated with higher fertility; and the persistence of a pro-natal attitude among this population. Higher concentrations of Muslims are found in two types of areas: (a) those that experienced a longer duration of Muslim rule and (b) those located at the margins of the Hindu heartland.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 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) | 0.001 | 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