A Survey of the Characteristics and Administrator Perceptions of Family Councils in a Western Canadian Province
Bibliographic record
Abstract
Family Councils are independent, self-determining groups composed of family members (inclusive of friends) who have assembled with the main purpose of protecting and improving the quality of life of those living in long-term care (LTC) homes. This study aimed to describe the prevalence and characteristics of Family Councils in British Columbia, Canada. We conducted a cross-sectional survey with administrators of 259 homes and received 222 usable surveys. Of the 151 LTC homes that had Family Councils, it was most common for the homes to be larger (>50 residents), accredited, privately owned, and located in urban areas. Perceived barriers to Family Councils included lack of interest, tendency to focus on individual complaints, and the transitory nature of families. Perceived benefits of Family Councils included enhanced communication between staff and families, peer support, and collective advocacy. Recommendations focus on enhancing accessibility, information sharing, and meaningfulness of Family Councils to improve family engagement.
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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 | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".