Inspection violations and community care facilities in British Columbia, Canada
Bibliographic record
Abstract

 Background: In British Columbia, community care facility is a broad term that covers many different type of facilities including residential care and child care facilities. These facilities are inspected and audited by the BC regional health authorities to ensure that they are operating in compliance with the BC Community Care and Facilities Act and its respective regulations. These facilities house population groups that are at higher risk of injury or illness due to their physiology and behaviour. Therefore, it is crucial that these facilities are operating in compliance with the prescribed legislation to minimize the risk of illness and injury to the users of these facilities. Objective: The purpose of this study was to determine if there were any differences in the number of violations in residential care and child care facilities between the different health authorities in BC. Methods: Inspection data were randomly selected and extracted from each of BC’s five health authority’s websites and assessed for the number of violations found in these inspections. Violations were tallied and an ANOVA analysis was performed to identify if there were any differences in the number of violations between the health authority regions. Results: Statistical analysis was performed using Microsoft Excel 2013 and NCSS. There was a statistically significant difference of violations between child care and residential care facilities located in the Interior Health Authority region and Northern Health Authority region. Interior Health Authority child care and residential care facilities have more violations than Northern Health Authority child care and residential care facilities. Conclusion: Violations in child care and residential care facilities varied among the five BC HA region. The IHA facilities were found to have the overall highest number of violations for both child care and residential care facilities whereas the NHA facilities were found to have the lowest number of violations. This suggests that patrons of child/residential care facilities in IHA have a higher potential of getting injured or ill compared to patrons in facilities located in NHA.
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 | 0.002 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".