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Light and shade of citizen science for less charismatic invertebrate groups: quality assessment of iNaturalist nonmarine mollusc observations in central Italy

https://doi.org/10.1093/mollus/eyab033
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1002/fee.1436openalex-snapshot
Assessing data quality in citizen science
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Patterns of land snail diversity over a gradient of habitat degradation: a comparison of three Czech cities
inferredcites →https://doi.org/10.1007/s10841-020-00233-3openalex-snapshot
More eyes on the prize: an observation of a very rare, threatened species of Philippine Bumble bee, Bombus irisanensis, on iNaturalist and the importance of citizen science in conservation biology
inferredcites →https://doi.org/10.1007/s11252-018-0746-xopenalex-snapshot
Urbanization impacts on land snail community composition
inferredcites →https://doi.org/10.1007/s13280-015-0710-4openalex-snapshot
Taking a ‘Big Data’ approach to data quality in a citizen science project
inferredcites →https://doi.org/10.1016/j.biocon.2014.10.021openalex-snapshot
Global change and local solutions: Tapping the unrealized potential of citizen science for biodiversity research
inferredcites →https://doi.org/10.1016/j.biocon.2015.01.004openalex-snapshot
Ongoing changes in the avifauna of La Selva Biological Station, Costa Rica: Twenty-three years of Christmas Bird Counts
inferredcites →https://doi.org/10.1016/j.biocon.2016.04.035openalex-snapshot
Citizen science data as an efficient tool for mapping protected saproxylic beetles
inferredcites →https://doi.org/10.1016/j.biocon.2016.05.014openalex-snapshot
The science of citizen science: Exploring barriers to use as a primary research tool
inferredcites →https://doi.org/10.1016/j.biocon.2016.05.015openalex-snapshot
Citizen science can improve conservation science, natural resource management, and environmental protection
inferredcites →https://doi.org/10.1016/j.tree.2009.03.017openalex-snapshot
A new dawn for citizen science
inferredcites →https://doi.org/10.1016/j.ympev.2005.12.008openalex-snapshot
Molecular phylogeny and historical biogeography of the land snail genus Solatopupa (Pulmonata) in the peri-Tyrrhenian area
inferredcites →https://doi.org/10.1038/s41598-017-05712-3openalex-snapshot
Comparison between an African town and a neighbouring village shows delayed, but not decreased, sleep during the early stages of urbanisation
inferredcites →https://doi.org/10.1038/s41598-017-09084-6openalex-snapshot
Taxonomic bias in biodiversity data and societal preferences
inferredcites →https://doi.org/10.1080/00222933.2018.1536230openalex-snapshot
The introduced terrestrial slugs Ambigolimax nyctelius (Bourguignat, 1861) and Ambigolimax valentianus (Férussac, 1821) (Gastropoda: Limacidae) in California, with a discussion of taxonomy, systematics, and discovery by citizen science
inferredcites →https://doi.org/10.1111/cobi.12695openalex-snapshot
A generalized approach for producing, quantifying, and validating citizen science data from wildlife images
inferredcites →https://doi.org/10.1111/cobi.12706openalex-snapshot
Emerging problems of data quality in citizen science
inferredcites →https://doi.org/10.1111/j.1523-1739.2011.01657.xopenalex-snapshot
Evaluating the Quality of Citizen‐Scientist Data on Pollinator Communities
inferredcites →https://doi.org/10.1111/j.1755-263x.2011.00196.xopenalex-snapshot
Assessing citizen science data quality: an invasive species case study
inferredcites →https://doi.org/10.1126/science.1250515openalex-snapshot
Convergence Between Science and Environmental Education
inferredcites →https://doi.org/10.1126/science.1251554openalex-snapshot
Next Steps for Citizen Science
inferredcites →https://doi.org/10.1146/annurev-ecolsys-102209-144636openalex-snapshot
Citizen Science as an Ecological Research Tool: Challenges and Benefits
inferredcites →https://doi.org/10.1186/s12862-018-1208-zopenalex-snapshot
Phylogeography and genetics of the globally invasive snail Physa acuta Draparnaud 1805, and its potential to serve as an intermediate host to larval digenetic trematodes
inferredcites →https://doi.org/10.1371/journal.pone.0218614openalex-snapshot
Evaluating the ability of citizen scientists to identify bumblebee (Bombus) species
inferredcites →https://doi.org/10.1371/journal.pone.0226534openalex-snapshot
Evaluating the data quality of iNaturalist termite records
inferredcites →https://doi.org/10.1525/bio.2009.59.11.9openalex-snapshot
Citizen Science: A Developing Tool for Expanding Science Knowledge and Scientific Literacy
inferredcites →https://doi.org/10.1525/bio.2009.59.2.2openalex-snapshot
Successfully Implementing a Citizen-Scientist Approach to Insect Monitoring in a Resource-poor Country
inferredcites →https://doi.org/10.1641/b580303openalex-snapshot
Citizen Science: Can Volunteers Do Real Research?
inferredcites →https://doi.org/10.1656/1528-7092(2002)001[0027:lsasci]2.0.co;2openalex-snapshot
LAND SNAILS AND SOIL CALCIUM IN CENTRAL APPALACHIAN MOUNTAIN FOREST
inferredcites →https://doi.org/10.1890/110185openalex-snapshot
Lessons from lady beetles: accuracy of monitoring data from US and UK citizen‐science programs
inferredcites →https://doi.org/10.1890/es12-00361.1openalex-snapshot
Land snail diversity can reflect degrees of anthropogenic disturbance
inferredcites →https://doi.org/10.3391/mbi.2015.6.2.12openalex-snapshot
Trying to engage the crowd in recording invasive alien species in Europe: experiences from two smartphone applications in northwest Europe
inferredcites →https://doi.org/10.4003/006.035.0205openalex-snapshot
The Exotic Slugs of the GenusDeroceras(Agriolimacidae) in Mexico: Morphological and Molecular Characterization, and New Data on Their Distribution
inferredcites →https://doi.org/10.4003/006.036.0204openalex-snapshot
Five New Records of Introduced Terrestrial Gastropods in Southern California Discovered by Citizen Science
inferredcites →https://doi.org/10.5281/zenodo.15962835openalex-snapshot
INDIVIDUAL-MOVEMENT PATTERNS OF THE MINUTE LAND SNAIL PUNCTUM-PYGMAEUM (DRAPARNAUD) (PULMONATA, ENDODONTIDAE)
inferredcites →https://doi.org/10.5281/zenodo.16151741openalex-snapshot
Redescription of Oxychilus meridionalis (Paulucci, 1881) (Pulmonata: Zonitidae)
inferredcites →https://doi.org/10.5281/zenodo.16258793openalex-snapshot
Two introduced pest slugs: Tandonia budapestensis new to the Americas, and Deroceras panormitanum new to the Eastern USA
inferredcites →https://doi.org/10.5334/cstp.131openalex-snapshot
Using iNaturalist in a Coverboard Protocol to Measure Data Quality: Suggestions for Project Design
inferredcites →https://doi.org/10.5334/cstp.96openalex-snapshot
Citizen Science Terminology Matters: Exploring Key Terms

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.3897/zookeys.1225.120937zenodo-depositor-declared
Chaetophiloscia sicula Verhoeff, 1908 (Isopoda, Oniscidea), an invasive isopod currently spreading in North America
inferred← citeshttps://doi.org/10.1002/ece3.70376openalex-snapshot
A Method for Conveying Confidence in iNaturalist Observations: A Case Study Using Non‐Native Marine Species
inferred← citeshttps://doi.org/10.1002/ece3.71805openalex-snapshot
iNaturalist and Structured Mammal Surveys Reflect Similar Species Richness but Capture Different Species Pools Across the United States
inferred← citeshttps://doi.org/10.1002/fee.2783openalex-snapshot
Logistical and preference bias in participatory science butterfly data
inferred← citeshttps://doi.org/10.1002/gcb4.70026openalex-snapshot
Harnessing Foresters' Engagement for Climate Change Adaptation: The Emerging Tool of Next‐Generation Citizen Science
inferred← citeshttps://doi.org/10.1002/ppp3.70005openalex-snapshot
Expert identification blitz: A rapid high value approach for assessing and improving iNaturalist identification accuracy and data precision and confidence
inferred← citeshttps://doi.org/10.1007/978-3-031-61175-9_7openalex-snapshot
A Design-Principle-Friendly Conceptual Model of Observational Crowdsourcing
inferred← citeshttps://doi.org/10.1007/s10452-023-10062-6openalex-snapshot
West Atlantic coastal marine biodiversity: the contribution of the platform iNaturalist
inferred← citeshttps://doi.org/10.1007/s10530-023-03071-xopenalex-snapshot
Rapid increase in knowledge about the distribution of introduced predatory Testacella species (Gastropoda: Stylommatophora) in North America by community scientists
inferred← citeshttps://doi.org/10.1007/s10531-023-02721-9openalex-snapshot
Unstructured citizen science reduces the perception of butterfly local extinctions: the interplay between species traits and user effort
inferred← citeshttps://doi.org/10.1007/s10531-024-02981-zopenalex-snapshot
Recognition and completeness metrics from iNaturalist and GBIF can inform future citizen science and research projects: a case study on arthropods in Namibia
inferred← citeshttps://doi.org/10.1007/s10750-024-05780-3openalex-snapshot
Non-native freshwater molluscs: a brief global review of species, pathways, impacts and management strategies
inferred← citeshttps://doi.org/10.1007/s11252-025-01749-9openalex-snapshot
Identifying, surveying and monitoring urban biodiversity through citizen science in the Siena BiodiverCity project
inferred← citeshttps://doi.org/10.1007/s11252-026-02097-yopenalex-snapshot
Beyond BioBlitzes: expert-led and occasional citizen science both shape urban biodiversity data — a case study from Siena, Italy
inferred← citeshttps://doi.org/10.1007/s12237-026-01698-2openalex-snapshot
Assessing the Robustness of Participatory Science for Tracking Spatio-Temporal Changes in Marine Benthic Biocenoses on Artificial Reefs
inferred← citeshttps://doi.org/10.1007/s42965-026-00453-9openalex-snapshot
Data-source complementarity in documenting non-native terrestrial molluscs in a seasonally dry tropical region
inferred← citeshttps://doi.org/10.1016/j.apsoil.2025.106608openalex-snapshot
Citizen science contributions to soil biodiversity research and conservation: insights from European studies
inferred← citeshttps://doi.org/10.1016/j.sajb.2024.01.066openalex-snapshot
The genus Quercus (Fagaceae) in South Africa: Introduction history, current status, and invasion ecology
inferred← citeshttps://doi.org/10.1038/s41467-026-69029-4openalex-snapshot
Estimating global bee species richness and taxonomic gaps
inferred← citeshttps://doi.org/10.1080/08927936.2025.2587427openalex-snapshot
Student Perceptions and Commitment to Protecting Aquatic Invertebrates
inferred← citeshttps://doi.org/10.1093/aesa/saae014openalex-snapshot
Bee monitoring by community scientists: comparing a collections-based program with iNaturalist
inferred← citeshttps://doi.org/10.1093/biosci/biad051openalex-snapshot
Identifying the identifiers: How iNaturalist facilitates collaborative, research-relevant data generation and why it matters for biodiversity science
inferred← citeshttps://doi.org/10.1093/cz/zoae074openalex-snapshot
How citizen science helps to expand the distribution and describe predictors related to a native land snail, while also introducing spatial biases
inferred← citeshttps://doi.org/10.1093/jcbiol/ruac042openalex-snapshot
iNaturalist is useful at enhancing biodiversity studies as evident from southern African freshwater crabs (Decapoda: Brachyura: Potamonautidae)
inferred← citeshttps://doi.org/10.1101/2025.02.08.637263openalex-snapshot
From citizen to scientist: evaluating ant observation accuracy on a Mediterranean archipelago
inferred← citeshttps://doi.org/10.1111/jbi.70357openalex-snapshot
Addressing Data Fragmentation in Biodiversity: A Workflow for Integrated Species Distribution Models
inferred← citeshttps://doi.org/10.1111/oik.10938openalex-snapshot
Evidence of novelty and specialization behavior in participatory science reporting
inferred← citeshttps://doi.org/10.12657/folmal.031.024openalex-snapshot
First record of invasive slug Krynickillus melanocephalus Kaleniczenko, 1851 (Gastropoda: Eupulmonata: Agriolimacidae) in Poland
inferred← citeshttps://doi.org/10.1371/journal.pone.0268048openalex-snapshot
iNaturalist as a tool in the study of tropical molluscs
inferred← citeshttps://doi.org/10.1371/journal.pone.0283360openalex-snapshot
Assessing the aesthetic attractivity of European butterflies: A web-based survey protocol
inferred← citeshttps://doi.org/10.1590/0001-3765202520241211openalex-snapshot
Diversity of urban reptiles in three Amazonian municipalities: an assessment using a citizen science platform
inferred← citeshttps://doi.org/10.17129/botsci.3794openalex-snapshot
Orobanchaceae holoparásitas de México: sistemática, distribución, estado de conservación y descripción de una nueva especie
inferred← citeshttps://doi.org/10.21900/j.inhs.v43.862openalex-snapshot
Nonindigenous Aquatic Mollusks in Illinois
inferred← citeshttps://doi.org/10.22201/ib.20078706e.2024.95.5284openalex-snapshot
Distribution of nonindigenous Basket clams (Corbicula spp.) in Mexico
inferred← citeshttps://doi.org/10.22541/au.172510569.98511431/v1openalex-snapshot
Evidence of novelty bias and specialization in participatory science sampling behavior
inferred← citeshttps://doi.org/10.2478/amns.2023.2.00678openalex-snapshot
Research on the construction and practice of four-dimensional teaching system of Ideologies and Politics in automobile courses in higher vocational institutions
inferred← citeshttps://doi.org/10.32942/x2qp4jopenalex-snapshot
Assessing the aesthetic attractivity of European butterflies: a web-based survey protocol
inferred← citeshttps://doi.org/10.3389/fenvs.2025.1566160openalex-snapshot
The longer, the better? Assessing the results of an eight-year citizen science initiative targeting protected insect species
inferred← citeshttps://doi.org/10.3390/land12112023openalex-snapshot
Coastal Biodiversity Assessment Aided by Citizen Science Volunteers: A Look at the Italian Central Adriatic
inferred← citeshttps://doi.org/10.3390/land14010169openalex-snapshot
Crowdsourced Indicators of Flora and Fauna Species: Comparisons Between iNaturalist Records and Field Observations
inferred← citeshttps://doi.org/10.5334/cstp.690openalex-snapshot
Quantifying How Natural History Traits Contribute to Bias in Community Science Engagement: A Case Study Using Orbweaver Spiders
inferred← citeshttps://doi.org/10.5334/cstp.756openalex-snapshot
Volunteer Accuracy in a Benthic Macroinvertebrate Participatory Science Project
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