Bibliographic record
Abstract
In April 1991, the Malawi College of Medicine opened its doors to Malawi medical students who had undertaken all but the final year of their undergraduate training in the United Kingdom. The first batch qualified with the MB BS degrees of the University of Malawi in September 1992. Since then and up to July 1998, 112 doctors have been produced. They are all Malawians, 90 males and 22 females, 29%,31% and 40% respectively come from the Northern, Central and Southern regions of Malawi. Seventy-one per cent of the graduates had passed through chancellor College, Zomba, and 27% had attended the Kamuzu Academy, Kasunga, Malawi. So far, most of these graduates have remained in Malawi, working in various locations in government and mission hospitals and at the University of Malawi. Many have shown encouraging interest in pursuing postgraduate education. In September 1994 the epoch of hybridization was brought to a close with the admission of the first set of students who will train fully here in Malawi and become our first batch of home-grown doctors.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.041 | 0.008 |
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 source (direct Gemma or distilled Codex), 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".