Evidence map›Paper›PMID 40772414›Full record

ArticleThe New phytologist2026

Documenting biodiversity with digital data: comparing and contrasting the efficacy of specimen-based and observation-based approaches.

Rebecca C Wilcox, Anthony E Baniaga, Avery P Hill, Alison Young, Rebecca F Johnson, Sarah J Jacobs

Abstract readComparative Study
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 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Review
  2. Anthropogenic Vessel Strike as a Threat to Spotted Seals (Animals : an open access journal from MDPI · 2026
    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

6 authors.

Rebecca C WilcoxInstitute for Biodiversity Science and Sustainability, California Academy of Sciences, San Francisco, CA, 94118, USA.ORCID https://orcid.org/0000-0002-6776-3737
Anthony E BaniagaDepartment of Ecology and Evolutionary Biology, UCLA Mathias Botanical Garden, University of California Los Angeles, Los Angeles, CA, 90095, USA.ORCID https://orcid.org/0000-0001-7323-4762
Avery P HillInstitute for Biodiversity Science and Sustainability, California Academy of Sciences, San Francisco, CA, 94118, USA.ORCID https://orcid.org/0000-0001-7476-0107
Alison YoungInstitute for Biodiversity Science and Sustainability, California Academy of Sciences, San Francisco, CA, 94118, USA.ORCID https://orcid.org/0000-0001-8919-0661
Rebecca F JohnsonInstitute for Biodiversity Science and Sustainability, California Academy of Sciences, San Francisco, CA, 94118, USA.ORCID https://orcid.org/0000-0003-2249-2643
Sarah J JacobsInstitute for Biodiversity Science and Sustainability, California Academy of Sciences, San Francisco, CA, 94118, USA.ORCID https://orcid.org/0000-0002-3125-6266

Funding

California Academy of SciencesGordon and Betty Moore FoundationRose Postdoctoral Fellowship
6 · The paper itself

Abstract

Digitized herbarium specimens and iNaturalist observations provide invaluable plant biodiversity data. Combining these two data sources could create a more holistic representation of local biodiversity; however, understanding biases inherent to each is critical to determine how to best combine and utilize these data. We examined how the interpretation of taxonomic and phylogenetic diversity, naturalized species detection, and spatiotemporal coverage differ when using herbarium and iNaturalist data alone and together. We also examined how these patterns vary among areas with different degrees of collecting and community science efforts. Across areas, diversity was higher when data sources were combined, and complementary spatiotemporal coverage between data sources indicates that combining these data is useful; however, biases unique to each data source should be considered during analyses. Naturalized species detection, diversity patterns, and spatial biases varied by area, indicating that local context impacts our current views of biodiversity and should shape future monitoring. Our findings suggest that continued digitization and georeferencing of the herbarium records will help provide critical information about biodiversity, but a strategic collection of both specimens and iNaturalist observations moving forward will ensure that we are capturing biodiversity change in real time, helping us track responses to environmental change.

Indexed as

BiodiversityPlantsPhylogenyCaliforniaCalifornia Floristic Provincecollection biascommunity sciencegeoreferenceherbariumiNaturalist

Identifiers

PMID40772414
PMCPMC13278658

What OpenQuestion holds

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LicenceCC BY
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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.