Reaching Out for Help: Recommendations for Practice Based on an In-Depth Analysis of an Elder Abuse Intervention Programme
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
Elder abuse is a growing public health concern with serious and sometimes fatal consequences. Intervention research is lacking despite its potential value to victim protection. This study investigates the first and longest-running social work intervention programme for elder abuse in Canada. The aim of this study is to provide a better understanding of the scope of the problem and needs of the population to inform programme development through the recommendations made. One hundred and sixty-four cases of elder abuse reported from January 2012 to April 2014 were examined. Case characteristics and related recommendations are reported. Third parties reported most abuse, which was typically emotional and financial; polyvictimisation was present in most cases. Intake practices that may have facilitated reporting are described and recommendations to improve victim reporting and confidentiality are made. Victim health problems and dependency were common and many victims lacked support. Perpetrators often resided with victims and had mental health and social-functioning problems. Case management varied in length and several barriers were identified. Multi-agency work is recommended to better manage the needs of the victim, risk factors related to the perpetrator and victim–perpetrator cohabitation. Recommendations to improve the safety of the victim and that of professionals are also made.
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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 | 0.004 | 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 it