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Recognition and completeness: two key metrics for judging the utility of citizen science data

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What this work says

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

inferredcites →https://doi.org/10.1007/s10530-017-1481-6openalex-snapshot
Many eyes on the ground: citizen science is an effective early detection tool for biosecurity
inferredcites →https://doi.org/10.1007/s10841-014-9676-yopenalex-snapshot
Understanding sampling and taxonomic biases recorded by citizen scientists
inferredcites →https://doi.org/10.1016/0022-5193(66)90013-0openalex-snapshot
The measurement of diversity in different types of biological collections
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The effects of visual apparency on bias in butterfly recording and monitoring
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.biocon.2016.09.004openalex-snapshot
Contribution of citizen science towards international biodiversity monitoring
inferredcites →https://doi.org/10.1016/j.biocon.2017.07.033openalex-snapshot
Bias and perspectives in insect conservation: A European scale analysis
inferredcites →https://doi.org/10.1016/j.cois.2021.03.001openalex-snapshot
Do amateurs and citizen science fill the gaps left by scientists?
inferredcites →https://doi.org/10.1038/s41598-017-09084-6openalex-snapshot
Taxonomic bias in biodiversity data and societal preferences
inferredcites →https://doi.org/10.1071/wr20154openalex-snapshot
An overview of the history, current contributions and future outlook of iNaturalist in Australia
inferredcites →https://doi.org/10.1093/biosci/biw022openalex-snapshot
Spatial Gaps in Global Biodiversity Information and the Role of Citizen Science
inferredcites →https://doi.org/10.1111/1365-2664.12158openalex-snapshot
Opportunistic citizen science data of animal species produce reliable estimates of distribution trends if analysed with occupancy models
inferredcites →https://doi.org/10.1111/1365-2664.13870openalex-snapshot
A pathway for citizen science data to inform policy: A case study using eBird data for defining low‐risk collision areas for wind energy development
inferredcites →https://doi.org/10.1111/brv.12816openalex-snapshot
The Sixth Mass Extinction: fact, fiction or speculation?
inferredcites →https://doi.org/10.1111/ddi.12985openalex-snapshot
An evaluation of stringent filtering to improve species distribution models from citizen science data
inferredcites →https://doi.org/10.1111/ddi.13200openalex-snapshot
Coasting along to a wider range: niche conservatism in the recent range expansion of the Tawny Coster, Acraea terpsicore (Lepidoptera: Nymphalidae)
inferredcites →https://doi.org/10.1111/ddi.13274openalex-snapshot
Winners and losers over 35 years of dragonfly and damselfly distributional change in Germany
inferredcites →https://doi.org/10.1111/ecog.04469openalex-snapshot
Continent‐scale phenotype mapping using citizen scientists’ photographs
inferredcites →https://doi.org/10.1111/ecog.04481openalex-snapshot
What we (don't) know about global plant diversity
inferredcites →https://doi.org/10.1111/icad.12513openalex-snapshot
Species traits influence the process of biodiversity inventorying: a case study using the British butterfly database
inferredcites →https://doi.org/10.1111/j.1523-1739.2009.01246.xopenalex-snapshot
A Realistic Assessment of the Indicator Potential of Butterflies and Other Charismatic Taxonomic Groups
inferredcites →https://doi.org/10.1111/oik.08215openalex-snapshot
Deriving indicators of biodiversity change from unstructured community‐contributed data
inferredcites →https://doi.org/10.1126/science.abe5585openalex-snapshot
Fewer butterflies seen by community scientists across the warming and drying landscapes of the American West
inferredcites →https://doi.org/10.1371/journal.pone.0172579openalex-snapshot
The diversity and evolution of ecological and environmental citizen science
inferredcites →https://doi.org/10.1371/journal.pone.0226534openalex-snapshot
Evaluating the data quality of iNaturalist termite records
inferredcites →https://doi.org/10.1890/110236openalex-snapshot
The current state of citizen science as a tool for ecological research and public engagement
inferredcites →https://doi.org/10.32614/r.manualsopenalex-snapshot
R: A Language and Environment for Statistical Computing

What points at this work

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

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inferred← citeshttps://doi.org/10.3897/neobiota.104.155832zenodo-depositor-declared
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inferred← citeshttps://doi.org/10.1002/ece3.10857openalex-snapshot
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inferred← citeshttps://doi.org/10.1002/ecog.08294openalex-snapshot
Long unobserved and recently discovered: towards a better understanding of protected‐area species dynamics using curated species lists
inferred← citeshttps://doi.org/10.1002/fee.2783openalex-snapshot
Logistical and preference bias in participatory science butterfly data
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/10.1002/tax.70238openalex-snapshot
Gonolobus in the spotlight: History, diversity, and citizen science
inferred← citeshttps://doi.org/10.1007/978-3-032-24163-4_8openalex-snapshot
Increasing Insect Visibility and Security
inferred← citeshttps://doi.org/10.1007/s10344-025-01930-7openalex-snapshot
How do social media posts enhance public interest in a citizen science project? Insights from the Bat Monitoring Programme
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/s10531-025-03105-xopenalex-snapshot
Can photography capture bee diversity? Evidence from professional and participatory scientists
inferred← citeshttps://doi.org/10.1007/s10841-026-00786-9openalex-snapshot
Habitat types, seasonal activity patterns, and preliminary extinction risk assessment of Korean tiger beetles based on open-source data
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/10.1016/j.biocon.2025.111094openalex-snapshot
High nature value farmlands to identify crucial agroecosystems for multi-taxa conservation
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/10.1073/pnas.2416889122openalex-snapshot
Historic residential segregation impacts biodiversity data availability disparately across the tree of life
inferred← citeshttps://doi.org/10.1080/00779962.2025.2602985openalex-snapshot
Comparing records of exotic insects between citizen science observations and taxonomic collections
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/10.1098/rstb.2023.0106openalex-snapshot
Emerging technologies in citizen science and potential for insect monitoring
inferred← citeshttps://doi.org/10.1111/aec.70272openalex-snapshot
The Sounds of the Australian Summer: A Continental‐Scale Inventory of Cicada Ecoacoustics
inferred← citeshttps://doi.org/10.1111/cobi.14329openalex-snapshot
Incorporating citizen science into IUCN Red List assessments
inferred← citeshttps://doi.org/10.1111/ddi.13806openalex-snapshot
The value of targeted biological surveys: An assessment of Australia's Bush Blitz programme
inferred← citeshttps://doi.org/10.1111/ddi.70183openalex-snapshot
Resolving the ‘Identification Gap’ to Uncover Sympatric Seabird Distributions
inferred← citeshttps://doi.org/10.1111/ecog.07355openalex-snapshot
Regional databases demonstrate macroecological patterns less clearly than systematically collected field data
inferred← citeshttps://doi.org/10.1111/gcb.16955openalex-snapshot
Multi‐taxon biodiversity responses to the 2019–2020 Australian megafires
inferred← citeshttps://doi.org/10.1111/icad.12767openalex-snapshot
Species traits to guide moth conservation in anthropogenic regions: A multi‐species approach using distribution trends in Flanders (northern Belgium)
inferred← citeshttps://doi.org/10.1111/icad.70024openalex-snapshot
The value of public databases for our knowledge of national spider biodiversity compared to a long‐term scientific monitoring project
inferred← citeshttps://doi.org/10.1111/nph.18813openalex-snapshot
Photographs as an essential biodiversity resource: drivers of gaps in the vascular plant photographic record
inferred← citeshttps://doi.org/10.1371/journal.pone.0287150openalex-snapshot
Not all who wander are lost: Trail bias in community science
inferred← citeshttps://doi.org/10.1371/journal.pone.0295298openalex-snapshot
Quantifying error in occurrence data: Comparing the data quality of iNaturalist and digitized herbarium specimen data in flowering plant families of the southeastern United States
inferred← citeshttps://doi.org/10.21203/rs.3.rs-2182259/v5openalex-snapshot
Will Africa meet the challenge of biodiversity conservation in the digital age?
inferred← citeshttps://doi.org/10.21203/rs.3.rs-2182259/v6openalex-snapshot
Completeness of Digital Accessible Knowledge of plants across Africa and priorities for future data discovery
inferred← citeshttps://doi.org/10.21203/rs.3.rs-2182259/v7openalex-snapshot
Completeness of Digital Accessible Knowledge of plants across Africa and priorities for future data discovery
inferred← citeshttps://doi.org/10.21203/rs.3.rs-2182259/v8openalex-snapshot
Completeness of digitally accessible knowledge of plants across Africa and priorities for future data discovery
inferred← citeshttps://doi.org/10.3119/25-25openalex-snapshot
Coverage and Biases in iNaturalist Records of Vascular Plants in Massachusetts
inferred← citeshttps://doi.org/10.32473/edis-uw525-2024openalex-snapshot
Heralding Hoppers: A Guide to Uncovering Leafhoppers, Planthoppers, and Treehoppers with iNaturalist
inferred← citeshttps://doi.org/10.3390/fishes10110547openalex-snapshot
Citizen Science Facilitates Reporting of Reef Fish Species’ Ecological Health Indicators in the Great Barrier Reef, Australia
inferred← citeshttps://doi.org/10.48156/1388.2025.1917352openalex-snapshot
From swamps to software: a comparison of field and modeled dragonfly richness across Southeast Australia (Odonata: Anisoptera)
inferred← citeshttps://doi.org/10.5334/cstp.676openalex-snapshot
Advantages and Drawbacks of Open-Ended, Use-Agnostic Citizen Science Data Collection: A Case Study
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