Inventory and spatial ecology of macrofungi in the <i>Shorea robusta</i> forest ecosystem of lateritic region of West Bengal
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Macrofungi are broad in diversity and play an important role in sustaining ecosystems. However, the quantity and quality of their habitat is decreasing and the threat of extinction looms over the remaining 95% of the world's undiscovered fungal species. There is an urgent need for inventorisation, monitoring and conservation of macrofungi and the habitats supporting their growth. This paper focuses on the species richness, assemblage and spatial ecology of the macrofungi whose lifecycles are intricately woven with natural Shorea robusta forests in the lateritic region of West Bengal, India. Decreasing soil productivity, poor regeneration of Shorea seedlings and subsequent habitat degradation for macrofungi are a prime cause of concern.
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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 | 0.000 | 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 | 0.000 | 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 it