Under Ground Treasure: A Preliminary Inquiry into the Ecology and Distribution of Zambian Truffles
Bibliographic record
Abstract
Zambian truffles, (believed to belong to the genus Terfezia because of its proximity to the Kalahari truffles), with a native Lozi name as Zoondwe (p) in Western province of Zambia, have been on the diet of many local inhabitants for many years. They are collected or hunted at the end of the rainy season between early April and early July each year. Very little is known of the Zambian truffles scientifically apart from the local ethno mycological knowledge. The present work is a preliminary study carried out to understand their ecology, plant interaction and distribution including the soil pH and the weather conditions. The second revelation was the occurrence of a similar truffle species which the locals call simbulukutu. It is a bitter relative of the actual truffles that the locals eat. Despite the bitterness, the locals eat it, with special preparation, in hard times.
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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 | 0.000 | 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 | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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 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".