Son Targeting Fertility Behaviour in Albania
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 collapse of communism led to highly skewed sex ratios in Albania, which had a long patriarchal tradition before the advent of communism. While the use of sex-selective abortions in the region is well-known, little is known about other forms taken by revealed son preference, such as differential stopping behaviour and birth spacing. Pooling data from the Demographic Health Surveys in 2008–2009 and 2017–2018, we find evidence of a higher proportion of boys being born at the last birth, indicating that parents practice differential stopping behaviour. Using a logit model, we also show that in sonless households parents shorten the birth intervals significantly, endangering mothers’ and children’s health. We conclude that differential stopping behaviour and short birth spacing are prevalent in all regions and across the socio-economic spectrum.
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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 | 0.004 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| 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) | 0.000 | 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 it