Vascular Flora of a Southern Appalachian Fen and Floodplain Complex
Bibliographic record
Abstract
Abstract A survey of vascular flora was completed at wetland sites in the Tulula Creek floodplain in Graham County, North Carolina as part of a comprehensive ecological study. The vegetation survey was conducted in forested and unforested fen and floodplain wetlands in 1994 and 2001, and in a forested floodplain wetland in 2001 in order to document plant species occurring in these rare mountain habitats. A total of 107 taxa representing 52 families were identified. More than 66% of the taxa also have been reported in other non-alluvial wetlands in the region; about 31% of the taxa identified in the Tulula Creek wetland complex have been reported in non-alluvial wetlands in West Virginia and about 12% have been reported in the non-alluvial wetlands of northeastern United States and adjacent Canada. This paper documented the vascular plant communities within this rare wetland complex before intensive stream restoration began in 2001.
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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 | 0.001 |
| 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) | 0.001 | 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".