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Observing the Observers: How Participants Contribute Data to iNaturalist and Implications for Biodiversity Science
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What this work says Outgoing claims: the papers this work cites, builds on, or argues with.
inferred cites → https://doi.org/10.1007/s10841-020-00233-3 openalex-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
inferred cites → https://doi.org/10.1016/j.ecoinf.2016.09.002 openalex-snapshot Comparing species distributions modelled from occurrence data and from expert-based range maps. Implication for predicting range shifts with climate change
inferred cites → https://doi.org/10.1038/srep33051 openalex-snapshot Patterns of contribution to citizen science biodiversity projects increase understanding of volunteers’ recording behaviour
inferred cites → https://doi.org/10.1111/ddi.12985 openalex-snapshot An evaluation of stringent filtering to improve species distribution models from citizen science data
inferred cites → https://doi.org/10.1111/ecog.00780 openalex-snapshot Topographic, latitudinal and climatic distribution of Pinus coulteri : geographic range limits are not at the edge of the climate envelope
inferred cites → https://doi.org/10.1111/ecog.05396 openalex-snapshot A complete inventory of North American butterfly occurrence data: narrowing data gaps, but increasing bias
inferred cites → https://doi.org/10.1111/jbi.13555 openalex-snapshot Improving species distribution models for invasive non‐native species with biologically informed pseudo‐absence selection
inferred cites → https://doi.org/10.3897/bdj.8.e46989 openalex-snapshot When Citizen Science highlights alien invasive species in France: the case of Indochina mantis, Hierodula patellifera (Insecta, Mantodea, Mantidae)
What points at this work Incoming claims: where this work appears in other papers’ reference lists and arguments.
inferred ← cites https://doi.org/10.11646/phytotaxa.717.3.2 zenodo-depositor-declared A new species of Pleurothallis (Pleurothallidinae:Orchidaceae) from subgenus Ancipitia discovered through citizen science in the paramo of the Central Andes of Colombia
inferred ← cites https://doi.org/10.1590/1806-9665-rbent-2024-0025 zenodo-depositor-declared Dancing close together in the woods: mate-guarding behavior might explain sexual dimorphism in Chrysoprasis auriventris auriventris Redtenbacher, 1868 (Coleoptera: Cerambycinae)
inferred ← cites https://doi.org/10.21425/fob.17.140606 zenodo-depositor-declared Instagram data for validating Nothofagus pumilio distribution mapping in the Southern Andes: A novel ground truthing approach
inferred ← cites https://doi.org/10.3897/biss.9.179381 zenodo-depositor-declared Educating To Recognize and Value Local Biodiversity: From the University to the Community, With the Help of iNaturalist
inferred ← cites https://doi.org/10.1002/2688-8319.12185 openalex-snapshot Spatial distribution of biodiversity citizen science in a natural area depends on area accessibility and differs from other recreational area use
inferred ← cites https://doi.org/10.1002/aqc.70272 openalex-snapshot iNaturalist as a Supplementary Tool for Alien Species Monitoring: a South African Marine Protected Area Perspective
inferred ← cites https://doi.org/10.1002/eap.70221 openalex-snapshot Leveraging local species data, a global database, and an occupancy model to explore bee–plant interactions
inferred ← cites https://doi.org/10.1002/eap.70316 openalex-snapshot Disparity in the distribution of suitable habitat as a metric for capturing responses to contrasting land‐use types
inferred ← cites https://doi.org/10.1002/ece3.10728 openalex-snapshot Veni, vidi, vici? Future spread and ecological impacts of a rapidly expanding invasive predator population
inferred ← cites https://doi.org/10.1002/ece3.10957 openalex-snapshot Use of a mobile plant identification application and the out‐of‐school learning method in biodiversity education
inferred ← cites https://doi.org/10.1002/ece3.11457 openalex-snapshot WiPFIM: A digital platform for interlinking biocollections of wild plants, fruits, associated insects, and their molecular barcodes
inferred ← cites https://doi.org/10.1002/ece3.70428 openalex-snapshot How Do Age and Attitudes Affect the Quality of Data Collected by Young Citizen Scientists in an Ecological Research Project?
inferred ← cites https://doi.org/10.1002/ece3.71805 openalex-snapshot iNaturalist and Structured Mammal Surveys Reflect Similar Species Richness but Capture Different Species Pools Across the United States
inferred ← cites https://doi.org/10.1002/ece3.72334 openalex-snapshot Urbanization Drives Habitat Suitability of the Invasive Cuban Knight Anole ( Anolis equestris ) in Florida, USA
inferred ← cites https://doi.org/10.1002/ecog.08202 openalex-snapshot Species‐observer link and kernel density estimation of background points allow for sampling bias correction in bird species distribution models
inferred ← cites https://doi.org/10.1002/ecog.08294 openalex-snapshot Long unobserved and recently discovered: towards a better understanding of protected‐area species dynamics using curated species lists
inferred ← cites https://doi.org/10.1002/ecs2.4374 openalex-snapshot Modeling spatial distributions of Amah Mutsun priority cultural plants to support Indigenous cultural revitalization
inferred ← cites https://doi.org/10.1002/ecs2.70205 openalex-snapshot Too much and not enough data: Challenges and solutions for generating information in freshwater research and monitoring
inferred ← cites https://doi.org/10.1002/ecs2.70593 openalex-snapshot Development of species distribution models helps identify source country anomalies in timber supply chains
inferred ← cites https://doi.org/10.1002/ecy.4225 openalex-snapshot The house of a thousand species: The untapped potential of comprehensive biodiversity censuses of urban properties
inferred ← cites https://doi.org/10.1002/inc3.53 openalex-snapshot The implications of estimating rarity in Brazilian reptiles from GBIF data based on contributions from citizen science versus research institutions
inferred ← cites https://doi.org/10.1002/njz2.70064 openalex-snapshot New Species and Distributional Synthesis of Apatelodidae (Lepidoptera: Bombycoidea) From the Brazilian Cerrado
inferred ← cites https://doi.org/10.1002/pan3.70017 openalex-snapshot When do citizen scientists record biodiversity? Non‐random temporal patterns of recording effort and associated factors
inferred ← cites https://doi.org/10.1002/pan3.70189 openalex-snapshot Auditory perception and the ecology of human–nature interactions: Effects of hearing loss on listening to birdsong
inferred ← cites https://doi.org/10.1002/pan3.70452 openalex-snapshot Knowing Nature in the City: Reporting infrastructures and the politics of urban human–nature relationships
inferred ← cites https://doi.org/10.1002/ppp3.70005 openalex-snapshot Expert identification blitz: A rapid high value approach for assessing and improving iNaturalist identification accuracy and data precision and confidence
inferred ← cites https://doi.org/10.1002/ppp3.70059 openalex-snapshot Leveraging machine learning and citizen science data to describe flowering phenology across South Africa
inferred ← cites https://doi.org/10.1007/s00040-026-01099-5 openalex-snapshot Exploring distribution, caste-specific seasonality, and winter activity of three invasive wasps (Hymenoptera: Vespidae) in New Zealand using citizen science data
inferred ← cites https://doi.org/10.1007/s10980-024-02024-6 openalex-snapshot Habitat use and distribution of Nile monitors (Varanus niloticus) in a mosaic of land use types and human population densities in KwaZulu-Natal, South Africa
inferred ← cites https://doi.org/10.1007/s11252-026-01927-3 openalex-snapshot Segregation, socioeconomics, and urban design produce spatial bias in community science biodiversity data: A case study in Saint Louis, Missouri, USA
inferred ← cites https://doi.org/10.1016/j.foreco.2025.122819 openalex-snapshot A legacy ecological survey and species distribution models reveal the mid-20th century niche of American chestnut (Castanea dentata [Marsh.] Borkh.) in Monroe County, New York State, US
inferred ← cites https://doi.org/10.1016/j.ijgeop.2023.07.002 openalex-snapshot Citizen science practice around Lake Pamvotis and the Ioannina Castle: Using iNaturalist to foster connectedness to nature in citizens and university students
inferred ← cites https://doi.org/10.1016/j.jort.2025.100976 openalex-snapshot Visitation to National Parks: Harnessing user-created content from a citizen science platform to assess temporal and spatial patterns in tourism and recreation
inferred ← cites https://doi.org/10.1016/j.ufug.2025.129129 openalex-snapshot Community engagement in urban habitat creation for the Rusty Patched Bumble Bee (Bombus affinis) indicates the potential of conservation in private yards
inferred ← cites https://doi.org/10.1017/ext.2024.22 openalex-snapshot Global threat status, rarity, and species distribution affect prevalence of Atlantic Forest endemic birds in citizen-collected datasets
inferred ← cites https://doi.org/10.1038/s41598-025-18982-z openalex-snapshot Investigating invasion patterns of Callinectes sapidus and the relation with research effort and climate change in the Mediterranean Sea
inferred ← cites https://doi.org/10.1071/wr24060 openalex-snapshot Using citizen science records from iNaturalist to document geographical range outliers in Australian skinks
inferred ← cites https://doi.org/10.1080/00218839.2026.2647998 openalex-snapshot Biology of Iraí ( Nannotrigona testaceicornis (Lepeletier, 1836)) (Hymenoptera: Apidae, Meliponini): systematic review of an important species for meliponiculture
inferred ← cites https://doi.org/10.1086/737468 openalex-snapshot Viral-Induced Flower Color Breaking Reveals That Turnip Mosaic Virus Infection Prevalence Increases with Urbanization in the Invasive Mustard Hesperis matronalis
inferred ← cites https://doi.org/10.1086/739413 openalex-snapshot High-Throughput iNaturalist Image Analysis Reveals Flower Color Divergence in Monarda fistulosa
inferred ← cites https://doi.org/10.1093/aob/mcag035 openalex-snapshot Random and non-random variation in flower colour along an urban–rural gradient in the introduced mustard Hesperis matronalis
inferred ← cites https://doi.org/10.1093/aobpla/plae058 openalex-snapshot Cross-continental comparison of plant reproductive phenology shows high intraspecific variation in temperature sensitivity
inferred ← cites https://doi.org/10.1093/biosci/biad051 openalex-snapshot Identifying the identifiers: How iNaturalist facilitates collaborative, research-relevant data generation and why it matters for biodiversity science
inferred ← cites https://doi.org/10.1093/biosci/biae012 openalex-snapshot The city nature challenge: A global citizen science phenomenon contributing to biodiversity knowledge and informing local government practices
inferred ← cites https://doi.org/10.1093/biosci/biag080 openalex-snapshot What do early engagement patterns reveal about community scientists? Assessing behavior and interests among Great Lakes Budburst users
inferred ← cites https://doi.org/10.1093/ee/nvae082 openalex-snapshot Catching invasives with curiosity: the importance of passive biosecurity surveillance systems for invasive forest pest detection
inferred ← cites https://doi.org/10.1093/jisesa/ieag018 openalex-snapshot Annotated checklist of the butterflies (Lepidoptera: Papilionoidea) of Burkina Faso, West Africa—synthesis and new occurrences
inferred ← cites https://doi.org/10.1093/ornithology/ukag008 openalex-snapshot Citizen science provides an unprecedented glimpse into the diets of Astur cooperii (Cooper’s Hawk) and Accipiter striatus (Sharp-shinned Hawk)
inferred ← cites https://doi.org/10.1098/rsbl.2022.0403 openalex-snapshot Colour scales with climate in North American ratsnakes: a test of the thermal melanism hypothesis using community science images
inferred ← cites https://doi.org/10.1098/rsos.251218 openalex-snapshot iNaturalist and Early Detection & Distribution Mapping System provide complementary data for monitoring non-native herpetofauna in Florida
inferred ← cites https://doi.org/10.1101/2022.09.16.508269 openalex-snapshot How do age, available support, gender and attitudes affect the quality of data collected by young citizen scientists in an ecological research project?
inferred ← cites https://doi.org/10.1101/2025.03.10.641660 openalex-snapshot From smartphones to satellites: Uniting crowdsourced biodiversity monitoring and Earth observation to fill the gaps in global plant trait mapping
inferred ← cites https://doi.org/10.1101/2025.05.09.653185 openalex-snapshot Two decades of satellite images reveal the spatial and temporal dynamics of leafy spurge invasion and improve species distribution models
inferred ← cites https://doi.org/10.1111/1365-2435.14543 openalex-snapshot Overwintering strategy regulates phenological sensitivity and consequences for ecological services in a clade of temperate North American insects
inferred ← cites https://doi.org/10.1111/1365-2745.70185 openalex-snapshot Temperature and precipitation explain species‐specific phenological patterns in five native California milkweed species ( Asclepias spp.)
inferred ← cites https://doi.org/10.1111/aec.13472 openalex-snapshot Seasonal and spatial patterns of infestation with ectoparasitic mites on New Zealand geckos revealed using a crowd‐sourced citizen science database
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