Video Counseling and a Safety Planning App to Support Pregnant Women Exposed to Intimate Partner Violence in Denmark and Spain During COVID-19
Bibliographic record
Abstract
Background Isolation was a consequence of the COVID-19 lockdowns, which led to increased incidence of intimate partner violence (IPV). During antenatal care, it is possible to screen pregnant women for IPV; this offers a unique opportunity for early intervention. During the pandemic, we designed and implemented a digital IPV intervention tailored to pregnant women in Denmark and Spain. Objective This study aimed to identify pregnant women exposed to IPV through digital screening and offer video counseling as well as a safety planning app to those who screened positive. Methods Pregnant women attending antenatal care were screened for IPV through a digital questionnaire. Women who screened positive were offered 6 video consultations with an IPV counselor and provided with access to a dedicated safety planning app. In-depth interviews inspired by the Model for Assessment of Telemedicine Applications were conducted with counselors and participants. The intervention was cocreated with women who have been exposed to IPV, nongovernmental organizations, and health care providers. Results Despite the COVID-19 shutdowns, more than 15,000 pregnant women have been screened for IPV since January 2021. Qualitative interviews with women who completed the intervention as well as IPV counselors show broad acceptance of the video counseling, particularly the ability to participate from a safe environment and talk to a stranger about sensitive and stigmatizing issues. Preliminary findings show that both women and counselors find the video counseling highly supportive, empowering, and aligned with the needs for safety. The majority indicate improved well-being after the intervention, and neither counselors nor participants see video counseling as a barrier toward talking about sensitive topics such as IPV. The safety app was not perceived as effective. Conclusions The preliminary results show that video counseling conducted during the COVID-19 pandemic supports pregnant women exposed to IPV and is highly feasible and accepted in both Denmark and Spain. Conflicts of Interest None declared.
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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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 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 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".