Bat species occurrences in Nyungwe National Park, Rwanda
Bibliographic record
Abstract
The dataset includes bat species occurrence records resulting from survey efforts in Nyungwe National Park and surrounding areas in southwestern Rwanda from 2013-2020. Data were collected as part of a long-term collaborative project to determine if the IUCN critically endangered Hill's horseshoe bat (Rhinolophus hilli) is extant. The dataset includes species occurrence records resulting from cave roost surveys, capture surveys, and acoustic sampling of bat echolocation activity. The dataset includes 278 occurrence records from 10 bat species of 5 families detected at 71 locations in or near Nyungwe National Park. The dataset includes three notable species occurrences in Nyungwe National Park, including the first detection of Rhinolophus hilli since 1981, the first record of Lander's horseshoe bat (Rhinolophus landeri) in Nyungwe National Park, and the first record of the Damara woolly bat (Kerivoula argentata) in Rwanda.
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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 | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.007 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.023 | 0.015 |
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".