Under Ground Treasure: A Preliminary Inquiry into the Ecology and Distribution of Zambian Truffles
Bibliographic record
Abstract
<p class="1Body">Zambian truffles, (believed to belong to the genus <em>Terfezia</em> because of its proximity to the Kalahari truffles), with a native Lozi name as <em>Zoondwe (p</em>) 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.</p><p class="1Body">The second revelation was the occurrence of a similar truffle species which the locals call <em>simbulukutu.</em> 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.</p>
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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 | 0.001 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".