Currently married women with an unmet need for contraception in Eritrea: Profile and determinants
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
Eritrea’s contraceptive prevalence rate is one of the lowest in sub-Saharan Africa and its fertility has only started to decline. Using data from the 2002 Eritrea Demographic and Health Survey (EDHS), this study examines the determinants of unmet need for family planning that is the discrepancy between fertility goals and actual contraceptive use. More than one-quarter of currently married women are estimated to have an unmet need, and this has remained unchanged since 1995. The most important reason for unmet need is lack of knowledge of methods or of a source of supply. Currently married women with higher parity, and low autonomy, low or medium household economic status, and who know no method of contraception or source of supply are identified as the most likely to have an unmet need. Addressing the unmet need for family planning entails not merely greater knowledge of or access to contraceptive services, but also the enhancement of the status of women.
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 | 0.000 | 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