Learning and development dimensions of a pan‐Canadian primary health care capacity‐building project
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Purpose The purpose of this paper is to use a descriptive case study to establish how collaboration, innovation and knowledge‐management strategies have scaled‐up learning and development in rural, remote and other resource‐constrained Canadian delivery settings. Design/methodology/approach Intervention design was realized through a one‐time, collaborative, national capacity‐building project. A project portfolio of 72 sub‐projects, initiatives and strategic activities was used to improve access, enhance quality and create capacity for palliative and end‐of‐life care services. Evaluation was multifaceted, including participatory action research, variance analysis and impact analysis. This has been supplemented by post‐intervention critical reflection and integration of relevant literature. Findings The purposeful use of collaboration, innovation and knowledge‐management strategies have been successfully used to support a rapid scaling‐up of learning and development interventions. This has enabled enhanced and new pan‐Canadian health delivery capacity implemented at the local service delivery catchment‐level. Research limitations/implications The intervention is bounded by a Canada‐specific socio‐cultural/political context. Design variables and antecedent conditions may not be present and/or readily replicated in other nation‐state contexts. The findings suggest opportunities for future integrative and applied health services and policy research, including collaborative inquiry that weaves together concepts from adult learning, social science and industrial engineering. Practical implications Scaling‐up for new capacity is ideally approached as a holistic, multi‐faceted process which considers the total assets within delivery systems, service catchments and communities as potentially being engaged and deployed. Originality/value The Pallium Integrated Capacity‐building Initiative offers model elements useful to others seeking theory‐informed practices to rapidly and effectively scale‐up learning and development efforts.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 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 it