Policy and Practice Note: Policy, Safety, and Regulation with Regard to Ontario Home Care Clients and Personal Support Workers
Bibliographic record
Abstract
In light of COVID-19 and elevated concerns for the health of older Canadians receiving care, this Policy and Practice Note explores the confluence of the current home care policy landscape and the organisation of personal support worker (PSW) work, and highlights the need to consider governance of PSW work generally, and in-home and community care especially. PSWs are currently not professionally regulated, nor is there a central site documenting location, education, or any form of verification of the PSW workforce. Home care PSWs often provide physical care in isolated settings with no in-person supervision. In home and community health care, complaints about PSWs can be scattered among different service providers or client files not linked to or searchable by PSW name. This policy note explores how these factors and the currently unregulated status of PSWs affect home care safety in general as well as in the context of COVID-19, Ontario's decentralised home care system, and efforts towards professional regulation.
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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 | 0.023 | 0.041 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.029 | 0.014 |
| Scholarly communication | 0.013 | 0.004 |
| Open science | 0.005 | 0.005 |
| Research integrity | 0.019 | 0.009 |
| Insufficient payload (model declined to judge) | 0.009 | 0.001 |
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".