Scale gaps in landscape phenology: challenges and opportunities
Phenology, or the timing of life history events, can be heterogeneous across biological
communities and landscapes and can vary across a wide variety of spatiotemporal scales …
communities and landscapes and can vary across a wide variety of spatiotemporal scales …
Herbaria as big data sources of plant traits
JM Heberling - International Journal of Plant Sciences, 2022 - journals.uchicago.edu
Herbarium specimens have long been a cornerstone of taxonomic research but are only
recently being recognized for their potential as a source of spatially and temporally …
recently being recognized for their potential as a source of spatially and temporally …
Machine learning using digitized herbarium specimens to advance phenological research
Abstract Machine learning (ML) has great potential to drive scientific discovery by harvesting
data from images of herbarium specimens—preserved plant material curated in natural …
data from images of herbarium specimens—preserved plant material curated in natural …
Transforming the study of organisms: Phenomic data models and knowledge bases
The rapidly decreasing cost of gene sequencing has resulted in a deluge of genomic data
from across the tree of life; however, outside a few model organism databases, genomic …
from across the tree of life; however, outside a few model organism databases, genomic …
Methods for broad‐scale plant phenology assessments using citizen scientists' photographs
Premise Citizen science platforms for sharing photographed digital vouchers, such as iN
aturalist, are a promising source of phenology data, but methods and best practices for use …
aturalist, are a promising source of phenology data, but methods and best practices for use …
Small herbaria contribute unique biogeographic records to county, locality, and temporal scales
Premise With digitization and data sharing initiatives underway over the last 15 years, an
important need has been prioritizing specimens to digitize. Because duplicate specimens …
important need has been prioritizing specimens to digitize. Because duplicate specimens …
Toward a large‐scale and deep phenological stage annotation of herbarium specimens: Case studies from temperate, tropical, and equatorial floras
Premise of the Study Phenological annotation models computed on large‐scale herbarium
data sets were developed and tested in this study. Methods Herbarium specimens represent …
data sets were developed and tested in this study. Methods Herbarium specimens represent …
The accuracy of phenology estimators for use with sparsely sampled presence‐only observations
Phenology is one of the most immediate responses to global climate change, but data
limitations have made examining phenology patterns across greater taxonomic, spatial and …
limitations have made examining phenology patterns across greater taxonomic, spatial and …
Using convolutional neural networks to efficiently extract immense phenological data from community science images
Community science image libraries offer a massive, but largely untapped, source of
observational data for phenological research. The iNaturalist platform offers a particularly …
observational data for phenological research. The iNaturalist platform offers a particularly …
Patterns and biases in an Arctic herbarium specimen collection: Implications for phenological research
Premise of the Study Herbarium specimens are increasingly used in phenological studies.
However, natural history collections can have biases that influence the analysis of …
However, natural history collections can have biases that influence the analysis of …