Gender symmetry: A systematic review of men’s experiences of intimate partner violence during COVID-19 pandemic lockdown
Bibliographic record
Abstract
Intimate partner violence (IPV) is a public health concern. However, men’s experiences of IPV have been largely neglected in previous studies. This systematic review aimed to examine men’s experiences of IPV during the COVID-19 pandemic lockdown. Six online bibliographic databases were used to identify relevant published peer-reviewed journal articles and gray literature. A total of 19 journal articles and gray literature that examined the prevalence, types, and consequences of violence experienced by men during the COVID-19 pandemic lockdown were extracted for review. This systematic review is anchored on the gender symmetry theory developed by Straus and Gelles. Expectedly, females were the major victims of IPV cases, but a significant number of men around the world also experienced IPV during the COVID-19 pandemic lockdown. This finding suggests that evidence-based approaches that also recognize men as victims of IPV should be taken into account for minimizing such cases.
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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 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| 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".