Fertility Variation in Southern Thailand: 2002-2005
Bibliographic record
Abstract
This study investigated variations in total fertility by religion and east-west location in Southern Thailand. Four provinces were selected for study (one mostly Muslim and one mostly non-Muslim). Data were obtained from birth certificates include month of birth, age group of mother, district of registration of birth and Muslim majority and Muslim minority locations from 2002-2005. Female population resident counts were obtained from the 2000 Thai Population and Housing Census. Districts were classified according to east-west location and percent Muslim. Logistic regression was used to model the effects of age group, region and period on the fertility in each 3-month quarter. Overall, the fertility rate of women where the percent Muslim was more than 80% was higher than that where the percent Muslim was less than 20%. Muslim mothers on the east coast had a higher fertility rate than those on the west coast, but there is evidence that there fertility decreased over the study period and reached replacement level by 2006.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 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".