Data · dataset · 2023
Models for Predicting leaf traits across functional groups using reflectance spectroscopy
Listed in Borealis
(2022-11-12) This repository contains the partial least-squares regression (PLSR) model coefficients to accompany the paper "Predicting leaf traits across functional groups using reflectance spectroscopy" by Kothari et al. (2023) New Phytologist (DOI: 10.1111/nph.18713).
Description
The repository includes the models in various sets of .csv files along with a README that contains detailed instructions about what the models mean and how to use them. 2023-04-06 Update: We have added models to predict EWT for fresh leaves under field conditions rather than rehydrated leaves.
These models are found in the folder EWTCorrectedModels. It is recommended to use these rather than the other EWT models for most purposes.
Links
Where it is published
- Dataverse dataset page borealisdata.ca/dataset.xhtml?persistentId=doi%3A10.5683%2FSP3%2FNYABAG ↗
landing page · from borealisdata ca
- DOI doi.org/10.5683/sp3/nyabag ↗
DOI / persistent id · from borealisdata ca
Catalogue records · 1
- Dataverse API borealisdata.ca/api/datasets/:persistentId/?persistentId=doi%3A10.5683%2FSP3%2… ↗
metadata API · from borealisdata ca
Topics
- Stated by source
- Earth and Environmental Sciences
- From keywords
- Chemistry · Earth & Environmental Science
- Inferred from text
- Ecological applications 68%
Provenance · 1 source records, 10 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| Borealis | doi:10.5683/SP3/NYABAG | 8 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| concepts[field].anzsrc:group:4102 | enrichment · borealisdata ca | taxonomy-embedding@1.1.0 | title+keywords+description (68%) |
| concepts[field].dataverse_subject:earth-and-environmental-sciences | source · borealisdata ca | connector:borealisdata_ca@1.0.0 | /subjects |
| concepts[field].local:field:chemistry | mapping · borealisdata ca | connector:borealisdata_ca@1.0.0 | /subjects |
| concepts[field].local:field:earth-environmental | mapping · borealisdata ca | connector:borealisdata_ca@1.0.0 | /subjects |
| created_date | source · borealisdata ca | connector:borealisdata_ca@1.0.0 | |
| description | source · borealisdata ca | connector:borealisdata_ca@1.0.0 | /description |
| publication_date | source · borealisdata ca | connector:borealisdata_ca@1.0.0 | |
| title | source · borealisdata ca | connector:borealisdata_ca@1.0.0 | /name |
| updated_date | source · borealisdata ca | connector:borealisdata_ca@1.0.0 | |
| version_label | source · borealisdata ca | connector:borealisdata_ca@1.0.0 |