Intimate Partner Violence During Recovery from an Orthopaedic Injury
Bibliographic record
Abstract
BACKGROUND: Orthopaedic injuries may lead to an increased incidence of intimate partner violence (IPV) during recovery as people dependent on others' help are at a higher risk for abuse. Additionally, there is a lack of understanding of how IPV affects injury recovery. In women being treated for an orthopaedic injury, we aimed to determine the number of new IPV disclosures in the 12 months after an injury and to explore the impact of IPV on recovery. METHODS: We enrolled 250 female participants from 6 orthopaedic fracture clinics in Canada, the Netherlands, Spain, and Finland. IPV disclosure and clinical outcomes were assessed at the initial visit and during the 12-month follow-up period. RESULTS: Of 250 participants, 81 (32.4% [95% confidence interval (CI), 26.6% to 38.2%]) had a history of IPV in their lifetime and disclosed this at their initial orthopaedic clinic appointment. Twenty-one participants (12.4% [95% CI, 7.5% to 17.8%]) who did not disclose abuse at the initial visit disclosed IPV during the follow-up. In our a priori unadjusted analysis, disclosure of IPV at the initial appointment or a subsequent follow-up appointment was associated with a 32% lower likelihood of returning to a pre-injury level of function with no restrictions regarding responsibilities at home (hazard ratio, 0.68 [95% CI, 0.46 to 0.99]; p = 0.046). Participants disclosing IPV had lower health-related quality of life on the EuroQol-5 Dimensions (EQ-5D) at the 6-month-follow-up, with adjusted mean differences of -5.3 (95% CI, -10.2 to -0.4, p = 0.04) for the visual analog scale and -0.06 (95% CI, -0.11 to -0.01; p = 0.02) for the Function Index. They also had lower Function Index scores at the final 12-month follow-up visit, with an adjusted mean difference of -0.06 (95% CI, -0.10 to -0.02; p = 0.006). CONCLUSIONS: A surprisingly high percentage of women disclosed IPV within 12 months after the injury. Our exploratory results suggest that women who disclose IPV may have lower health-related quality of life. This study supports the need to optimize orthopaedic clinics to provide appropriate support for asking about and assisting individuals who experienced IPV. Additional research is warranted to further explore these findings. LEVEL OF EVIDENCE: Prognostic Level II. See Instructions for Authors for a complete description of levels of evidence.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.014 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 source (direct Gemma or distilled Codex), 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".