Apiculture potential in protected areas: the case of Udzungwa Mountains National Park, Tanzania
Bibliographic record
Abstract
Information on nesting behaviour, productivity in natural tree cavities and man-made hives and natural enemies of resident stinging honeybee sub-species was gathered for a period of 1 year in Udzungwa Mountains National Park, Tanzania. Three sub-species of the honeybee Apis mellifera occur in this area. Six types of hive were sited in appropriate locations and colony dynamics studied. The bees also nested in tree cavities facing east and west, and also in most types of hive, with the exception of burnt brick ground level ‘Chikka’ hives. There were few natural enemies of bees in the area. The density of honeybee colonies per hectare, occupancy of various types of hive and quantity of honey and beeswax harvested from various types of hive all favoured beekeeping in this area. Development of apiculture in the area and its role in conservation of the Udzungwa ecosystem are discussed.
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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 | 0.000 |
| 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 | 0.001 | 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".