Establishing a children’s orthopaedic hospital for Malawi: An assessment after 5 years
Why this work is in the frame
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Bibliographic record
Abstract
Beit Cure International Hospital (BCIH) is a specialist orthopaedic hospital providing surgical services to the children of Malawi. The hospital started treating patients in late 2002, and this analysis represents an attempt to assess the impact of the hospital, and develop strategies for future partnerships and development. Analysis was made of all the 563 case files of new patients treated operatively in the fifth year of hospital services. Data recorded included district and region of origin of patient, diagnosis, age and sex. Patients were treated from all 3 regions, with almost 50% coming from Southern region. Club foot, burn contracture, and genu varus were the most common diagnoses. Half the children were infants up to 5 years of age, while 60% were male. The underlying reasons behind these findings are analysed and their implications in terms of future hospital strategy are discussed.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 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