Restraint Practices in Incapable Wandering Patients During COVID-19: Ethics and Best Practice Recommendations
Bibliographic record
Abstract
Patients who wander as one of their psychological and behavioural symptoms of dementia are often unable to follow or recall Infection Prevention and Control precautions, putting them at risk of contracting or spreading COVID-19. Physical and chemical restraints have been used to limit the risk of transmission to wandering patients and their care providers, but restraints are not the standard of care for wandering behaviour in non-pandemic scenarios. Although provincial policies on restraint use are available, their guidance may not provide the context-dependent information necessary for individual patient decisions. To address this knowledge gap, we reviewed the medical, ethical, and legal considerations through an interdisciplinary approach including nurses, physicians, ethicists, hospital leadership, risk management, and legal counsel. We present an ethical framework that front-line health-care workers can use to create a balanced patient-centred care plan for incapable wandering patients who are at risk of contracting or spreading COVID-19.
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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 | 0.005 | 0.018 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.004 |
| Insufficient payload (model declined to judge) | 0.001 | 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".