The Provincial Patient and Family Group (PFG) for Alberta Health Services Transforms How Care is Planned and Delivered: A Decade of Experience
Bibliographic record
Abstract
Although many health care organizations made significant headway in building relationships with patients and families at the point of care, there continues to be opportunities to partner with them at the system level. One such opportunity is the Patient and Family Advisory Group (PFG) at Alberta Health Services (AHS). Developed 10 years ago as a formal group of patient and family volunteers, PFG has provided advice on over 350 key organization initiatives, including the Patient First Strategy and the Family Visitation policies and guidelines. Through the formal partnership with PFG and its members who bring their lived experiences with the health system and its services, AHS has demonstrated its commitment to designing and improving services with the user in mind. Now entering its second decade, PFG, supported by AHS leadership, continues to explore new strategic approaches with internal and external stakeholders to reinforce the importance of Patient and Family-Centered Care.
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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 | 0.011 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.012 | 0.010 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.002 | 0.006 |
| Research integrity | 0.003 | 0.006 |
| Insufficient payload (model declined to judge) | 0.007 | 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".