Do small headwater streams have a riparian zone defined by plant communities?
Bibliographic record
Abstract
Defining riparian zones is important because sustainable forestry programs typically include a requirement to protect riparian zones. To help determine whether small first-order headwater streams have a riparian zone, we surveyed vascular plant communities along 15 streams in a managed forest landscape in western Maine, USA. Along each stream we recorded all vascular plant species in 5 m × 50 m quadrats at different lateral distances from the stream bank: 05, 1318, 2530, and 4045 m. Trees and shrubs showed no statistical differences among zones in either species richness or community composition. Species richness of herbaceous plants was greater in the 0-5 m zone adjacent to the stream bank than in other zones, and species composition of herbaceous plants was statistically different in the 05 m zone relative to more distant zones. Twenty-four herbaceous species (of 129) were determined to be indicators of the riparian plant community. Twenty-three of the 24 indicator species were more likely to occur near the stream, and 1 species was more likely to be found away from the stream (a negative riparian indicator). These results show that a narrow riparian zone exists on small headwater streams that is reflected by the herbaceous plant community.
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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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".