Deploying Portable Ultrasonography with Remote Assistance for Isolated Physicians in Africa: Lessons from a Pilot Study in Mali
Bibliographic record
Abstract
OBJECTIVE: Demonstrate the feasibility of deploying portable ultrasonography with remote assistance to improve the diagnostic capabilities of isolated physicians in Africa. METHODS: The approach is based on the training of general practitioners for the use of ultrasonography, and the remote support by radiologists using dedicated tools for image transfer over low-bandwidth internet connections. RESULTS: Our early results in a pilot project in Mali show that this approach is feasible, and that isolated physicians can productively use ultrasonography to improve diagnosis and management decisions such as the need for a medical evacuation towards a reference hospital. CONCLUSION: These encouraging early results must be confirmed by larger-scale studies, in order to better understand the organizational requirements and demonstrate outcomes and return on investments for such telemedicine services. This scale-up project will start in 2010 in collaboration with the International Development Research Center of Canada.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 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".