Elder Abuse and Neglect in Institutional Settings: A Recent Overview of Adult Protection Legislation and Related Initiatives in Canada
Bibliographic record
Abstract
With an aging population growing substantially, society places great demands upon the health care system to meet the needs of elder persons. As part of this process, however, senior citizens often encounter abuse and neglect both in domestic and institutional settings. This Note provides a broad overview of adult protection legislation and related initiatives in Canada, with an emphasis on institutional care facilities. The Note updates many of the recent developments in elder abuse and neglect across Canada, and provides a comparative analysis of legislation and recent initiatives between jurisdictions. Key issues related to elder abuse and neglect include mandatory reporting, the spectrum of rights afforded to elderly residents, methods of investigating complaints against institutional care facilities, intervention strategies and the use of traditional legal services such as guardianships and trusteeships. Along with these issues is the description of various types of abuses and neglect. The author makes the argument that modern adult protection regimes in Canada are placing an increasing emphasis on integrated and multidisciplinary networks. Part of this elaborate network involves the collaboration of government, health care providers, community-based groups, and operators of institutional care facilities.
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.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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".