Identifying the characteristics associated with intimate partner stalking: a mixed methods structured review and narrative synthesis
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 empirical research on the clinical management of intimate partner stalking perpetrators remains in the early stages of informing forensic practice. This study presents the first known structured review which seeks to inform intervention pathways for this group through illuminating the characteristics associated with intimate partner stalking. A systematic search was conducted across five academic databases, reference lists of papers were reviewed, and ‘experts’ contacted to identify relevant papers. The search strategy identified 2674 papers. Twenty-two studies were selected in line with predetermined inclusion/exclusion criteria and assessed for methodological quality. All studies employed an observational research design; eighteen quantitative, two qualitative, and two mixed methods design studies were included. Data were extracted and subjected to narrative synthesis. Overall, intimate partner stalking perpetrators presented with some similar characteristics to intimate partner violence perpetrators, whilst some characteristics were deemed more prevalent to intimate partner stalking perpetrators. The findings illustrate there are likely to be subtypes of intimate partner stalking perpetrators, requiring a bespoke approach to intervention. Limitations are presented and recommendations made for future research. The wider implications for forensic practice in informing the clinical management of this group and approaches to intervention are discussed.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| 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