Citizen science data as a tool for monitoring moss diversity in Poland: potential and limitations

Abstract In this study, the potential and limitations of iNaturalist for monitoring mosses in Poland (2019–2025) were assessed using 17,451 verified “Research Grade” records. Rarefaction enabled diversity pattern analysis while accounting for sampling effort differences. Observational activity peaked in early-spring (March) and autumn (October). Analysis revealed extreme asymmetry in research effort ( G users = 0.89): the 12 most active users contributed 65.5% of national records, creating a “super-user effect.” Rarefaction corrected this bias, identifying the Pomeranian Voivodeship as having the highest standardized diversity ( S rar = 80.9). Citizen science effectively supports specific moss monitoring aspects. Observers documented 151 unique records of the alien moss Campylopus introflexus , representing over 60% of sites recorded during 30 years of traditional floristic research. Despite the “microscope barrier” restricting the database largely to visually identifiable bryophytes (e.g., reducing nearly the entire genus Hypnum to H . cupressiforme ; G taxa = 0.76), iNaturalist serves as a crucial early-warning system. Ultimately, large-scale citizen scientists datasets provide valuable guidance for identifying priority areas for future bryological research.

Authors

Institutions

Publication Details

Journal
Environmental Monitoring and Assessment
Published
2026-10-26
DOI
https://doi.org/10.1007/s10661-026-16092-5
Primary Topic
Bryophyte Studies and Records
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Citizen science data as a tool for monitoring moss diversity in Poland: potential and limitations

Małgorzata Rajfur, Grzegorz J. Wolski, Paweł Świsłowski, Mikołaj Latoszewski
Environmental Monitoring and Assessment
Bryophyte Studies and Records
article

Citizen science data as a tool for monitoring moss diversity in Poland: potential and limitations

Małgorzata Rajfur, Grzegorz J. Wolski, Paweł Świsłowski, Mikołaj Latoszewski
article en

Abstract

Abstract In this study, the potential and limitations of iNaturalist for monitoring mosses in Poland (2019–2025) were assessed using 17,451 verified “Research Grade” records. Rarefaction enabled diversity pattern analysis while accounting for sampling effort differences. Observational activity peaked in early-spring (March) and autumn (October). Analysis revealed extreme asymmetry in research effort ( G users = 0.89): the 12 most active users contributed 65.5% of national records, creating a “super-user effect.” Rarefaction corrected this bias, identifying the Pomeranian Voivodeship as having the highest standardized diversity ( S rar = 80.9). Citizen science effectively supports specific moss monitoring aspects. Observers documented 151 unique records of the alien moss Campylopus introflexus , representing over 60% of sites recorded during 30 years of traditional floristic research. Despite the “microscope barrier” restricting the database largely to visually identifiable bryophytes (e.g., reducing nearly the entire genus Hypnum to H . cupressiforme ; G taxa = 0.76), iNaturalist serves as a crucial early-warning system. Ultimately, large-scale citizen scientists datasets provide valuable guidance for identifying priority areas for future bryological research.

Environmental Monitoring and AssessmentVol. 198(11)
University of Opole (PL), University of Łódź (PL)
Openalex Percentile: Top 8%
Bryophyte Studies and Records
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Laika access coming soon