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
Public health leadership education in North America Hideo Uno, Kenneth ZakariasenDepartment of Public Health Sciences, School of Public Health, University of Alberta, Edmonton, AB, CanadaAbstract: Public health leadership is one of the priority disciplines public health professionals need to learn well if they are to deal with demanding public health issues effectively and efficiently. This article looks at the trends in public health leadership education by reviewing the literature and using the Internet to explore the public health leadership programs offered in various parts of the world, and suggests several principles to be taken into account for the development of public health leadership education in the future. A variety of educational programs in public health leadership are classified into several types in terms of their formats: degree programs offered by schools of public health or other programs of public health, those offered in partnership with public health agencies, and so on. All of these programs have important implications for the overall effectiveness of public health leadership education. For public health leadership education to be effective, the partnership between academia and public health agencies is vitally important. Programs should provide opportunities to learn on the basis of practical public health experience, a commitment to life-long learning, flexibility in design, and recognition of the diverse needs of individuals and communities. The application of distance learning methods is one of the options to make this possible.Keywords: public health leadership, public health professionals, school of public health
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.005 |
| 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