The Thai–Australian Alliance: Developing a Rural Health Management Curriculum by Participatory Action Research
Bibliographic record
Abstract
In 2006, the Thai National Health Security Office and the Ministry of Public Health, through the Nakhonratchasima Provincial Health Office in Thailand, asked the Thai-Australian Health Alliance to identify competencies and skills for a health management curriculum for health professionals working in primary healthcare in rural Thailand. The study was conducted in Nakhonratchasima province, Thailand, utilizing questionnaires, focus group discussions and an intensive 3-day workshop involving a purposive sample of 35 participants drawn from various sectors in the health industry. Findings identified the core curriculum competencies and skills required by rural doctors, nurses and public health officers. Critical issues regarding continuing education for health professionals in primary healthcare were also examined. This study found that a primary healthcare approach should include the principles of sustainability and capacity building, and incorporate team-based, interprofessional and long-term continuous learning.
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How this classification was reachedexpand
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 | 0.009 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.009 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.003 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".