Factors promoting sustainability of education innovations: A comparison of faculty perceptions and existing frameworks
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
INTRODUCTION: Health professions education uses innovative projects to promote faculty development and institution change. Faculty perceptions of the factors that promote project sustainability affect how faculty conceptualize and implement their innovations, which influences whether and how they plan for sustainability. This paper compares educators' perceptions of factors that influence sustainability in innovative projects with factors identified in project sustainability literature, to identify areas of convergence and divergence. METHODS: Using questionnaires, faculty development fellowship participants from Brazil and India shared their perceptions on factors influencing their project's sustainability. An analysis framework was developed from existing project sustainability literature; faculty responses were then coded through an iterative process. RESULTS: Key sustainability themes identified by faculty included project-level factors related to project design, stakeholder support, monitoring and evaluation, and project outcomes. Identified context level factors were related to institutional and governmental support as well as self-motivation and peer support. Availability of resources and funding were identified as relevant at both the project and context levels. Project-level factors were more often cited than context-level factors as key to ensuring sustainability. CONCLUSIONS: Faculty development efforts in health professions education should employ strategies to target these themes in promoting innovation sustainability. These include preengagement with institutional leaders, alignment with public sector goals, strategic diffusion of information, project expansion and transferability, capacity building in monitoring and evaluation, and creation of a community of educators for information exchange and support.
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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 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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