Lichens and Allied Fungi of the North Fork Nooksack River Valley Bottom, Whatcom County, Washington: Important Biodiversity in a High-Use Area
Bibliographic record
Abstract
The North Fork of the Nooksack River is the northernmost river in Washington State. It is located on the western slope of the North Cascade Mountains and runs east to west near the Canadian border. Here we report the findings of a lichen and allied fungi survey of the valley bottom conducted in 2019. One hundred and forty-five species were documented from 69 genera, increasing the number of species known from this area to 153 in 71 genera. Six species are reported for the first time from Washington State: Abrothallus santessonii (D. Hawksw.) Suija, D. Hawksw. & Pérez-Ort.; Gyalectaria diluta (C. Björk, G. Thor & T.B. Wheeler) Schmitt, T. Sprib. & Lumbsch; Lecanora thysanophora R.C. Harris; Lepraria nivalis J.R. Laundon; Multiclavula mucida (Fr.) R.H. Petersen; and Sarea difformis (Fr.) Fr. The bottom of this valley, like many others in the region, has been heavily disturbed by timber harvesting, development, and recreational use. Despite these impacts, we show that this area is still important habitat for lichen biodiversity, including rarities.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| 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 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".