Ecology of Trifolium stoloniferum (Muhl. ex A. Eaton), a federally endangered vascular plant, at the Fernow Experimental Forest in West Virginia
Bibliographic record
Abstract
This thesis presents work addressing the ecology of Trifolium stoloniferum, a federally endangered vascular plant species, in the Fernow Experimental Forest, West Virginia. In this thesis, I describe the historical ecology of this species and make a case that at one time it occurred in great abundance in association with trails created by large mammals and humans that intersected rich, open forests. Similar conditions exist at the Fernow Experimental Forest in West Virginia, but instead of large mammals, the requisite soil disturbance, control of competing vegetation, and canopy perforation are created by timber-harvesting related disturbances, particularly gap creation by tree felling and skidding of trees from the forest.;I conducted two distinct studies to quantitatively and qualitatively describe the habitat conditions that promote T. stoloniferum success. The first study occurred at the scale of a forested stand. At the level of the stand, total number of logging-related disturbances since 1945 was the most important characteristic in determining the presence or absence of the species, with greater number of disturbances strongly related to the presence of the species. Time since last disturbance and aspect interacted to affect T. stoloniferum density within a stand, with west-facing stands that had been disturbed more recently than 14.5 years supporting the greatest densities of T. stoloniferum. This study revealed that stands managed in uneven-aged silvicultural systems with frequent management entrances that also received high levels of light were most capable of supporting vigorous occurrences of T. stoloniferum..;The second study consisted of a detailed habitat assessment of T. stoloniferum patches. I stratified patches at the Fernow Experimental Forest based upon patch abundance and inflorescence production and conducted detailed habitat assessment of a representative sample of patch sizes and relative inflorescence production. I assessed the vegetation, substrate, physiography, and localized disturbance history, and also took canopy photographs using a hemispherical lens. Patch abundance was the result of a suite of interactions between canopy structure, tree basal area, and disturbance history. Abundant sites also had high diversity of associated herbaceous species, suggesting that good sites for T. stoloniferum are also good for a suite of early and mid-successional forest herbs. Inflorescence production was the consequence of light levels, with high light levels associated with increased inflorescence production.;The management and conservation of Trifolium stoloniferum should focus on maintaining and encouraging those processes and activities that periodically disturb soil and create light gaps in mixed, mesophytic forests. In addition to the
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 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 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".