First Nations Health Governance in British Columbia: Strategic Planning and Performance Reporting in the First Nations Health Authority
Bibliographic record
Abstract
The low health status of First Nations people in the Province of British Columbia and persistent gaps in health outcomes as compared with other provincial residents led to the founding of the First Nations Health Authority (FNHA) in 2013. With less than a decade of operations, there have been limited evaluative studies assessing performance of this unique first-of-its-kind health authority in Canada that is run by and for First Nations. An in-depth document analysis of all FNHA service plans and annual reports to date shows the development of strategic planning and performance reporting processes in the context of a new and growing organization. A detailed analysis into this type of organizational literature is helpful in highlighting areas of misalignment and improving planning and reporting processes. In a public sector context, analysis of service plans and annual reports is particularly useful in assessing performance and accountability where the metric of profitability is not a consideration as it is with private-sector organizations.
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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 | 0.012 | 0.043 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.009 |
| Science and technology studies | 0.008 | 0.003 |
| Scholarly communication | 0.008 | 0.002 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 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".