Evidence map›Paper›PMID 41312290›Full record

ArticleBioscience2025

iNaturalist accelerates biodiversity research.

Brittany M Mason, Thomas Mesaglio, Jackson Barratt Heitmann, Mark Chandler, Shawan Chowdhury, Simon B Z Gorta, Florencia Grattarola, Quentin Groom, Colleen Hitchcock, Levi Hoskins and 6 more

Abstract read
In one paragraph

Article in Bioscience, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.

0numbers the graph read from it
0cells of the map it votes in
11citing 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

11 citing papers in PubMed.

  1. Article
  2. Article
  3. Review
  4. Article
  5. Article
  6. RUM/FILH: a standardized operational capability model for biodiversity databases.Database : the journal of biological databases and curation · 2026
    Article
  7. Article
  8. Article
  9. Citizen science powers wetland restoration.Environmental science and ecotechnology · 2026
    Review
  10. Article
  11. 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

16 authors.

Brittany M MasonDepartment of Wildlife Ecology and Conservation, University of Florida, stationed at the Fort Lauderdale Research and Education Center, Institute of Food and Agricultural Science  Davie, Florida, United States.ORCID https://orcid.org/0000-0002-5325-5686
Thomas MesaglioEvolution and Ecology Research Centre, School of Biological, Earth, and Environmental Sciences, University of New South Wales, Sydney.
Jackson Barratt HeitmannDepartment of Wildlife Ecology and Conservation, University of Florida, stationed at the Fort Lauderdale Research and Education Center, Institute of Food and Agricultural Science  Davie, Florida, United States.ORCID https://orcid.org/0000-0002-1804-033X
Mark ChandlerHeifer International, Little Rock, Arkansas, United States.
Shawan ChowdhurySchool of Biological Sciences, Monash University, Clayton, Victoria, Australia.ORCID https://orcid.org/0000-0003-2936-5786
Simon B Z GortaCentre for Ecosystem Science, School of Biological, Earth, and Environmental Sciences, University of New South Wales, Sydney, New South Wales, Australia.ORCID https://orcid.org/0000-0002-7753-556X
Florencia GrattarolaFaculty of Environmental Sciences, Czech University of Life Sciences, Prague, Czech Republic.ORCID https://orcid.org/0000-0001-8282-5732
Quentin GroomMeise Botanic Garden, Meise, Belgium.ORCID https://orcid.org/0000-0002-0596-5376
Colleen HitchcockBiology Department, Brandeis University, Waltham, Massachusetts, United States.ORCID https://orcid.org/0000-0002-3413-8951
Levi HoskinsDepartment of Wildlife Ecology and Conservation, University of Florida, stationed at the Fort Lauderdale Research and Education Center, Institute of Food and Agricultural Science  Davie, Florida, United States.
Samantha K LoweDepartment of Wildlife Ecology and Conservation, University of Florida, stationed at the Fort Lauderdale Research and Education Center, Institute of Food and Agricultural Science  Davie, Florida, United States.
Marina MarquisDepartment of Wildlife Ecology and Conservation, University of Florida, stationed at the Fort Lauderdale Research and Education Center, Institute of Food and Agricultural Science  Davie, Florida, United States.
Nadja PernatInstitute of Landscape Ecology, Centre for Integrative Biodiversity Research and Applied Ecology, University of Münster, Münster, Germany.ORCID https://orcid.org/0000-0003-2244-1002
Vaughn ShireyMarine and Environmental Biology Section, Department of Biological Sciences, University of California Los Angeles, Los Angeles, California.ORCID https://orcid.org/0000-0002-3589-9699
Shukherdorj BaasanmunkhDepartment of Biology and Chemistry, Changwon National University, Changwon, South Korea.ORCID https://orcid.org/0000-0003-4224-9376
Corey T CallaghanDepartment of Wildlife Ecology and Conservation, University of Florida, stationed at the Fort Lauderdale Research and Education Center, Institute of Food and Agricultural Science  Davie, Florida, United States.ORCID https://orcid.org/0000-0003-0415-2709

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Participatory citizen science is expanding, with iNaturalist emerging as one of the most widely used platforms globally. However, its application in research is often anecdotal. To evaluate the impact of how iNaturalist is contributing to biodiversity and conservation research, we conducted a systematic review of iNaturalist data use and compared our findings with Global Biodiversity Information Facility literature citing iNaturalist. We found that the use of iNaturalist data in peer-reviewed research has grown tenfold in the last 5 years, matching the growing increase in iNaturalist observations. Geographic and taxonomic representation in the literature generally aligns with data availability, with iNaturalist data derived from 128 countries and 638 taxonomic families being used in peer-reviewed literature. Currently, data from iNaturalist are primarily used for species distribution models and range dynamics. We highlight emerging trends in the use of iNaturalist data in the literature lending to its future potential across biodiversity sciences.

Indexed as

citizen sciencecommunity scienceGBIFparticipatory sciencereview

Identifiers

PMID41312290
PMCPMC12650526

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.