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Using iNaturalist in a Coverboard Protocol to Measure Data Quality: Suggestions for Project Design

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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

inferredcites →https://doi.org/10.1007/s10661-010-1582-5openalex-snapshot

A review of citizen science and community-based environmental monitoring: issues and opportunities

inferredcites →https://doi.org/10.1016/0006-3207(93)90004-kopenalex-snapshot

Microenvironment variation within and among forest edge sites in the eastern United States

inferredcites →https://doi.org/10.1016/j.biocon.2004.06.018openalex-snapshot

Effect of sampling effort and species detectability on volunteer based anuran monitoring programs

inferredcites →https://doi.org/10.1016/j.cbpc.2007.01.014openalex-snapshot

Energy acquisition and allocation in an ectothermic predator exposed to a common environmental stressor

inferredcites →https://doi.org/10.1016/j.spasta.2012.03.002openalex-snapshot

Assuring the quality of volunteered geographic information

inferredcites →https://doi.org/10.1016/j.tree.2015.08.008openalex-snapshot

Emerging Technologies to Conserve Biodiversity

inferredcites →https://doi.org/10.1016/s0378-1127(01)00692-2openalex-snapshot

Monitoring herpetofauna in a managed forest landscape: effects of habitat types and census techniques

inferredcites →https://doi.org/10.1016/s0378-1127(98)00365-xopenalex-snapshot

Effects of seven silvicultural treatments on terrestrial salamanders

inferredcites →https://doi.org/10.1038/sdata.2015.26openalex-snapshot

Snapshot Serengeti, high-frequency annotated camera trap images of 40 mammalian species in an African savanna

inferredcites →https://doi.org/10.1080/10095020.2017.1288424openalex-snapshot

Completeness of citizen science biodiversity data from a volunteered geographic information perspective

inferredcites →https://doi.org/10.1109/cvpr.2018.00914openalex-snapshot

The iNaturalist Species Classification and Detection Dataset

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/j.1755-263x.2011.00196.xopenalex-snapshot

Assessing citizen science data quality: an invasive species case study

inferredcites →https://doi.org/10.1111/tgis.12198openalex-snapshot

Using a WebMapping Platform to Engage Volunteers to Collect Data on Invasive Plants Distribution

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/10.1371/journal.pone.0139600openalex-snapshot

Can Observation Skills of Citizen Scientists Be Estimated Using Species Accumulation Curves?

inferredcites →https://doi.org/10.1525/9780520322431-009openalex-snapshot

THE IMPORTANCE OF RIPARIAN SYSTEMS TO AMPHIBIANS AND REPTILES

inferredcites →https://doi.org/10.1641/b580303openalex-snapshot

Citizen Science: Can Volunteers Do Real Research?

inferredcites →https://doi.org/10.1670/0022-1511(2002)036[0075:eocfst]2.0.co;2openalex-snapshot

Evaluation of Coverboards for Sampling Terrestrial Salamanders in South Georgia

inferredcites →https://doi.org/10.1670/10-220openalex-snapshot

Uncovering Salamander Ecology: A Review of Coverboard Design

inferredcites →https://doi.org/10.2307/1565478openalex-snapshot

Habitat Relationships of Amphibians and Reptiles in California Oak Woodlands

inferredcites →https://doi.org/10.3390/data2040035openalex-snapshot

Earth Observation for Citizen Science Validation, or Citizen Science for Earth Observation Validation? The Role of Quality Assurance of Volunteered Observations

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/10.3897/biss.2.25394openalex-snapshot

Improving Data Quality in eBird- the Expert Reviewer Network

inferredcites →https://doi.org/10.5334/bax.fopenalex-snapshot

Data quality in crowdsourcing for biodiversity research: issues and examples

What points at this work

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

inferred← citeshttps://doi.org/10.3897/neobiota.109.204328zenodo-depositor-declared

Opportunistic citizen science expands spatial monitoring but rarely advances early detection of invasive forest wood-boring pests

inferred← citeshttps://doi.org/10.1002/2688-8319.70173openalex-snapshot

Participatory citizen science data complements agency‐collected data for species inventories

inferred← citeshttps://doi.org/10.1002/ajb2.16364openalex-snapshot

Linking the macroclimatic niche of native lithophytic ferns and their prevalence in urban environments

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/10.1007/s10336-022-02018-8openalex-snapshot

Community engagement and data quality: best practices and lessons learned from a citizen science project on birdsong

inferred← citeshttps://doi.org/10.1007/s10344-023-01664-4openalex-snapshot

InfoFaunaFVG: a novel progressive web application for wildlife surveillance

inferred← citeshttps://doi.org/10.1007/s10530-024-03284-8openalex-snapshot

Exploring and integrating differences in niche characteristics across regional and global scales to better understand plant invasions in Hawaiʻi

inferred← citeshttps://doi.org/10.1007/s10531-024-02857-2openalex-snapshot

Fishing and recording dead fish by citizen scientists contribute valuable data on south American ray-finned fish diversity

inferred← citeshttps://doi.org/10.1007/s11252-026-01927-3openalex-snapshot

Segregation, socioeconomics, and urban design produce spatial bias in community science biodiversity data: A case study in Saint Louis, Missouri, USA

inferred← citeshttps://doi.org/10.1007/s11252-026-01965-xopenalex-snapshot

Science supporters as key actors in urban biodiversity research: stories and lessons from bird acoustic monitoring in coastal Chile

inferred← citeshttps://doi.org/10.1007/s44217-025-01087-0openalex-snapshot

Preservice teachers as citizen scientists using iNaturalist

inferred← citeshttps://doi.org/10.1016/b978-0-323-98983-1.00007-7openalex-snapshot

Crowdsourced geospatial data in human and Earth observations: opportunities and challenges

inferred← citeshttps://doi.org/10.1016/b978-0-323-98983-1.00009-0openalex-snapshot

On volunteered geographic information quality: a framework for sharing data quality information

inferred← citeshttps://doi.org/10.1016/j.geoforum.2023.103864openalex-snapshot

Screens, streams, and flows: Implications of digital platforms for aquatic citizen science

inferred← citeshttps://doi.org/10.1016/j.ophoto.2022.100016openalex-snapshot

Transfer learning from citizen science photographs enables plant species identification in UAV imagery

inferred← citeshttps://doi.org/10.1016/j.ufug.2024.128472openalex-snapshot

Testing a rapid assessment approach for estimating ecosystem service capacity in urban green alleys

inferred← citeshttps://doi.org/10.1038/s41598-022-16104-7openalex-snapshot

Consistent trait-temperature interactions drive butterfly phenology in both incidental and survey data

inferred← citeshttps://doi.org/10.1093/mollus/eyab033openalex-snapshot

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

inferred← citeshttps://doi.org/10.1098/rsbl.2020.0874openalex-snapshot

Getting science priorities straight: how to increase the reliability of specimen identification?

inferred← citeshttps://doi.org/10.1109/e-science58273.2023.10254797openalex-snapshot

Enhancing Learning About Climate Change Issues Among Secondary School Students with Citizen Science Tools

inferred← citeshttps://doi.org/10.1111/csp2.70016openalex-snapshot

Biodiversity on public lands: How community science can help

inferred← citeshttps://doi.org/10.1139/cjb-2021-0160openalex-snapshot

An assessment of data accuracy and best practice recommendations for observations of lichens and other taxonomically difficult taxa on iNaturalist

inferred← citeshttps://doi.org/10.1139/facets-2023-0020openalex-snapshot

Using community science to advance grizzly bear conservation

inferred← citeshttps://doi.org/10.11609/jott.8940.16.12.26234-26239openalex-snapshot

Citizen science conservation: a case study using two threatened large aquatic American salamanders (Amphibia: Urodela), the Common Mudpuppy Necturus maculosus (Proteidae) and the Eastern Hellbender Cryptobranchus alleganiensis (Cryptobranchidae) observations on iNaturalist

inferred← citeshttps://doi.org/10.1177/02780771231162190openalex-snapshot

To Pick or Not to Pick: Photographic Voucher Specimens as an Alternative Method to Botanical Collecting in Ethnobotany

inferred← citeshttps://doi.org/10.1186/s12862-026-02524-wopenalex-snapshot

The City Nature Challenge as an urban BioBlitz: evaluating Citizen Science contributions to biodiversity monitoring in Berlin

inferred← citeshttps://doi.org/10.1371/journal.pone.0342712openalex-snapshot

Investigating key drivers influencing AI-based detection and identification of plants

inferred← citeshttps://doi.org/10.14393/ufu.te.2022.407openalex-snapshot

Fazendo ciência no ensino fundamental para a conservação das abelhas

inferred← citeshttps://doi.org/10.25713/hs.2023.1.1.011openalex-snapshot

ЧТО НАМ ВЕСНОЙ ПОМОЖЕТ УВИДЕТЬ СМАРТФОН? РАННЕВЕСЕННЯЯ ФЛОРА НЕКОТОРЫХ ЛЕСНЫХ И БЕЗЛЕСНЫХ ТЕРРИТОРИЙ Г.О. ТЮМЕНЬ, ЗАРЕГИСТРИРОВАННАЯ МЕТОДАМИ ГРАЖДАНСКОЙ НАУКИ

inferred← citeshttps://doi.org/10.31219/osf.io/8jbtvopenalex-snapshot

CAREER: Rethinking How Middle and High School Students Analyze and Interpret Ecological Data

inferred← citeshttps://doi.org/10.33256/32.4.183189openalex-snapshot

pdf 02.Detectability of reptiles in standardised surveys: a test using grass snake Natrix helvetica models

inferred← citeshttps://doi.org/10.3390/d13070318openalex-snapshot

How Do Young Community and Citizen Science Volunteers Support Scientific Research on Biodiversity? The Case of iNaturalist

inferred← citeshttps://doi.org/10.3390/ijerph19106337openalex-snapshot

Citizen Science Mosquito Surveillance by Ad Hoc Observation Using the iNaturalist Platform

inferred← citeshttps://doi.org/10.52707/1081-1710-49.2.r12openalex-snapshot

iNaturalist community observations provide valuable data on human-mosquito encounters

inferred← citeshttps://doi.org/10.5334/cstp.405openalex-snapshot

Integrating Citizen Science with Online Biological Collections to Promote Species and Biodiversity Literacy in an Entomology Course

inferred← citeshttps://doi.org/10.5334/cstp.422openalex-snapshot

Combining Physical and Digital Data Collection for Citizen Science Climate Research

inferred← citeshttps://doi.org/10.5334/cstp.676openalex-snapshot

Advantages and Drawbacks of Open-Ended, Use-Agnostic Citizen Science Data Collection: A Case Study

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

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