Gerontology across the professions and the Atlantic: Development and evaluation of an interprofessional and international course on aging and health
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
The need for interprofessional teamwork and the global challenges for health care systems of dramatically increasing numbers of older adults have received increased recognition in gerontological and geriatrics education. The authors report on the pilot development of a hybrid course on aging and health for graduate-level health professions students from Norway, Canada, and the United States. International faculty from partnering universities developed, taught, and evaluated the course. Course assignments included online forum postings, reflections, and a problem-based learning group assignment and presentation. Directed readings and discussion included topics related to health care systems and services in the three participating countries, teamwork, and patient-centered care. To evaluate the course, quantitative and qualitative data were collected and analyzed. Results indicate a significant impact on student learning outcomes, including understanding of issues in international aging and health, attitudes and skills in teamwork, and application to clinical practice. This course clearly established the importance of developing innovative interprofessional educational experiences that respond to the increasingly universal impacts of aging populations on health and social care systems around the world.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.005 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| 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