Recasting the role of the surgeon in Uganda: a proposal to maximize the impact of surgery on public health
Bibliographic record
Abstract
A growing body of recent evidence supports the essential role of surgical services in improving population health in low-income countries. Nonetheless, access to surgical services in Uganda, as in many low income countries, is severely limited, largely due to constraints in human resources, infrastructure and supplies. To maximize the impact of surgical services on population health in the context of Uganda's limited surgical workforce, we propose a 'recasting' of the role of the surgeon. Traditionally, the surgeon has played primarily a clinical role in patient care. The demands and isolation of this role have limited the ability of the surgeon to tackle health systems issues related to surgery. Now, the clinical and educational role played by surgeons must be redefined, and the surgeon must also assume a greater role in leadership, management and public health advocacy by documenting the unmet need for surgery and the resources required to improve access to care. Policy and incentives for specialist surgeons to spend amounts of time apportioned to these roles should be developed and supported by health care institutions. Political leadership and commitment will be critical to realizing this ideal. Such a model may be applicable to other countries seeking to maximize the impact of surgical services on population 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.
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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 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 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".