Bibliographic record
Abstract
One could almost feel the earth tremble from the cheering when newly installed President Kgalema Motlanthe announced the removal of Dr Manto Tshabalala-Msimang from the health portfolio in the new cabinet. The nightmare was finally over. South Africa was rid of a health minister, once described as 'a drunk and a thief', whose bizarre views on HIV and AIDS had made her the laughing stock of the international community and an object of intense embarrassment here at home. In one of her more spectacular acts of buffoonery, she had the official South African exhibition stall at the 2006 International AIDS Conference in Toronto display garlic, lemon and beetroot as South Africa's remedies of choice in the management of HIV and AIDS, prompting a group of more than 60 international HIV experts, including Robert Gallo, co-discoverer of the HI virus, to write to President Thabo Mbeki to echo the numerous and repeated calls here at home for her to be fired. The calls were stubbornly ignored by President Mbeki.
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 | 0.001 | 0.002 |
| 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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; both teacher heads agree on what is shown here.
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".