The Lesotho highlands corruption trial: who has been airbrushed from the dock?
Bibliographic record
Abstract
The Lesotho government has taken four British business groups to court, charging them with paying bribes to the chief executive, Masupha Sole, of the Lesotho Highlands Water Authority. The companies, Balf our Beatty, Sir Alexander Gibb and Co, Stirling International Civil Engineering and Kier International are charged alongside the Swiss‐Swedish group, ABB, Impregilo of Italy, Acres International of Canada and Sogreah, Dumez and Cegelec of France. Balfour Beatty was a partner in the Lesotho Highlands Project consortium and is accused of paying more than £1 million to Sole over three years. Kier International and Stirling International, within the Highlands Water Venture consortium, are alleged to have paid him £250,000, while Sir Alexander Gibb and Co is accused of transferring £51,478.01.
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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 | 0.003 | 0.010 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.008 | 0.006 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.004 | 0.006 |
| Insufficient payload (model declined to judge) | 0.013 | 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; 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".