Intimate partner violence as a determinant of pregnancy termination among women in unions: evidence from the 2016–2018 Papua New Guinea Demographic and Health Survey
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
There is a demonstrated link between intimate partner violence (IPV) and pregnancy termination, and this association has received much attention in developed settings. Despite the high prevalence of IPV in Papua New Guinea (PNG), little is known about the association between these experiences and pregnancy termination. This study examined the association between IPV and pregnancy termination in PNG. The present study used population-based data from the PNG's first Demographic and Health Survey (DHS) conducted in 2016-2018. The analysis involved women aged 15-49 years who were in intimate unions (married or co-habiting). We used binary logistic regression modelling to analyse the association between IPV and pregnancy termination. Results were reported as crude odds ratios (cOR) and adjusted odds ratios (aOR) with 95% confidence intervals (CIs). Overall, 6.3% of women involved in this study had ever terminated a pregnancy, and 6 in 10 women (61.5%) reported having experienced IPV in the last 12 months preceding the survey. Of those women who experienced IPV, 7.4% had ever terminated a pregnancy. Women who had experienced IPV had a 1.75 higher odds of reporting pregnancy termination (cOR: 1.75; 95% CI: 1.29-2.37) than women who did not experience IPV. After controlling for theoretically and empirically relevant socio-demographic and economic factors, IPV remained a strong and significant determinant of pregnancy termination (aOR: 1.67, 95% CI: 1.22-2.30). The strong association between IPV and pregnancy termination among women in intimate unions in PNG calls for targeted policies and interventions that address the high prevalence of IPV. The provision of comprehensive sexual reproductive health, public education, and awareness creation on the consequences of IPV, regular assessment, and referral to appropriate services for IPV may reduce the incidence of pregnancy termination in PNG.
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 | 0.012 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.003 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| 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 it