Beautiful Species to Hate: Non-native Bush Honeysuckles: Invasive Lonicera species in the Midwest
Bibliographic record
Abstract
Bush Honeysuckles, Lonicera maackii, L. morrowii, L.tatarica, and L. ×.bella, are invasive exotic shrubs naturalized throughout the midwestern United States, eastern United States and eastern Canada. Although most Lonicera populations can be traced to introductions starting in the late 1800’s (Luken 1991). Loniceras' radiation into native habitat has been known since the late 1700’s. In a 1791 letter, Thomas Jefferson mentions “the honeysuckle (probably L. sempirvirens or L. japonica) of the gardens growing wild on the banks’ of the Little George.” In the following pages, I will review our current state of knowledge on bush honeysuckles, including their effects on forest and open field ecosystems, their ecology and physiology, and management strategies for their control or eradication. Although, each of these species have differences in range and aggressiveness, I will treat the bush honeysuckles as a group since they are similar in terms of both their ecology and management. Moreover, several of these species hybridize.
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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 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".