Biological Flora of Coastal Salt Marshes: Iva frutescens L.
Bibliographic record
Abstract
Stalter, R. and Lonard, R.I., 2024. Biological flora of coastal salt marshes: Iva frutescens L. Journal of Coastal Research, 40(4), 809–815. Charlotte (North Carolina), ISSN 0749-0208. Iva frutescens L., also known as marsh elder, has a broad distributional range, from the Atlantic coast of Nova Scotia, Canada, to Florida in the United States and from Florida on the Gulf of Mexico to the central Texas coast. Iva frutescens typically occurs in the upper tidal ecotone of salt marshes with more terrestrial upland vegetation. Marsh elder is a hardy shrub that is relatively intolerant to flooding but has a relative tolerance to low soil salinity. Iva frutescens recovers quickly after cutting and fire and may be important in blocking the invasion of Phragmites australis into reconstructed salt marshes. Borrichia frutescens and I. frutescens are associated with the phenomenon of associational resistance. Gall-midge densities in marsh elder stems are reduced when I. frutescens occurs with a second gall-forming host, B. frutescens.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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".