Evidence map›Paper›PMID 40616258›Full record

ArticleThe New phytologist2026

Seeing herbaria in a new light: leaf reflectance spectroscopy unlocks trait and classification modeling in plant biodiversity collections.

Dawson M White, Jeannine Cavender-Bares, Charles C Davis, J Antonio Guzmán Q, Shan Kothari, Jorge M Robles, José Eduardo Meireles

Abstract read
In one paragraph

Article in The New phytologist, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

  1. Article
  2. Article
  3. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Dawson M WhiteHarvard University Herbaria, 22 Divinity Ave, Cambridge, MA, 02138, USA.ORCID https://orcid.org/0000-0002-0670-9390
Jeannine Cavender-BaresHarvard University Herbaria, 22 Divinity Ave, Cambridge, MA, 02138, USA.ORCID https://orcid.org/0000-0003-3375-9630
Charles C DavisHarvard University Herbaria, 22 Divinity Ave, Cambridge, MA, 02138, USA.ORCID https://orcid.org/0000-0001-8747-1101
J Antonio Guzmán QDepartment of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA, 02138, USA.ORCID https://orcid.org/0000-0002-0721-148X
Shan KothariDepartment of Renewable Resources, University of Alberta, Edmonton, AB, Canada.ORCID https://orcid.org/0000-0001-9445-5548
Jorge M RoblesDepartment of Biological Sciences, California State University San Marcos, San Marcos, CA, 92078, USA.ORCID https://orcid.org/0009-0008-7742-2419
José Eduardo MeirelesSchool of Biology and Ecology and University of Maine Herbarium, University of Maine, 5735 Hitchner Hall, Orono, ME, 04469, USA.ORCID https://orcid.org/0000-0002-2267-6074

Funding

Division of Biological Infrastructure 2021898Division of Biological Infrastructure 2150058Division of Environmental Biology 2442433Harvard University Herbaria
6 · The paper itself

Abstract

Reflectance spectroscopy is a rapid method for estimating traits and discriminating species. Spectral libraries from herbarium specimens represent an untapped resource for generating broad phenomic datasets across space, time, and taxa. We conducted a proof-of-concept study using trait data and spectra from herbarium specimens up to 179 yr old, alongside data from recently dried and pressed leaves. We validated model accuracy and transferability for trait prediction and taxonomic discrimination. Trait models from herbarium spectra predicted leaf mass per area (LMA) with R

Indexed as

BiodiversityLightModels, BiologicalPlant LeavesPlantsQuantitative Trait, HeritableSpectrum AnalysisDiscriminant AnalysisPhenotypeSpecies Specificitybiodiversity digitizationextended specimenfunctional traitsherbarium spectroscopypartial least squares regressionplant diversityplant phenomicstaxonomic discrimination

Identifiers

PMID40616258
PMCPMC13278645

What OpenQuestion holds

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LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.