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Unstructured citizen science data fail to detect long‐term population declines of common birds in Denmark

https://doi.org/10.1111/ddi.12463
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What this work says

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

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Overview of random forest methodology and practical guidance with emphasis on computational biology and bioinformatics
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The status of the urban house sparrow Passer domesticus in north-western Europe: a review
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Site-occupancy models may offer new opportunities for dragonfly monitoring based on daily species lists
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Long-term population declines in Afro-Palearctic migrant birds
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Monitoring rare or elusive large mammals using effort-corrected voluntary observers
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eBird: A citizen-based bird observation network in the biological sciences
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Evaluating citizen-based presence data for bird monitoring
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Realising the full potential of citizen science monitoring programs
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The eBird enterprise: An integrated approach to development and application of citizen science
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Global change and local solutions: Tapping the unrealized potential of citizen science for biodiversity research
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Uncertainty analysis of crowd-sourced and professionally collected field data used in species distribution models of Taiwanese moths
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Data-intensive science applied to broad-scale citizen science
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Evidence of disarray amongst granivorous bird assemblages in the savannas of northern Australia, a region of sparse human settlement
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The monitoring of British breeding birds: a success story for conservation science?
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Widespread local house-sparrow extinctions
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Bird census and survey techniques
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Opportunistic citizen science data of animal species produce reliable estimates of distribution trends if analysed with occupancy models
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Statistics for citizen science: extracting signals of change from noisy ecological data
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Bias and information in biological records
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Common European birds are declining rapidly while less abundant species' numbers are rising
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Beyond scarcity: citizen science programmes as useful tools for conservation biogeography
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Spatial and temporal variation in population trends in a long‐distance migratory bird
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Invasive alien predator causes rapid declines of native European ladybirds
inferredcites →https://doi.org/10.1111/j.1472-4642.2012.00947.xopenalex-snapshot
To boldly go where no volunteer has gone before: predicting volunteer activity to prioritize surveys at the landscape scale
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A comparison of estimates of relative abundance from a weakly structured mass‐participation bird atlas survey and a robustly designed monitoring scheme
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Advantages of Volunteer‐Based Biodiversity Monitoring in Europe
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Site‐Occupancy Distribution Modeling to Correct Population‐Trend Estimates Derived from Opportunistic Observations
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/10.1186/1471-2105-8-25openalex-snapshot
Bias in random forest variable importance measures: Illustrations, sources and a solution
inferredcites →https://doi.org/10.1371/journal.pbio.1000385openalex-snapshot
Distorted Views of Biodiversity: Spatial and Temporal Bias in Species Occurrence Data
inferredcites →https://doi.org/10.1890/0012-9658(2003)084[0777:eafrpa]2.0.co;2openalex-snapshot
ESTIMATING ABUNDANCE FROM REPEATED PRESENCE–ABSENCE DATA OR POINT COUNTS
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RANDOM FORESTS FOR CLASSIFICATION IN ECOLOGY
inferredcites →https://doi.org/10.1890/09-0877.1openalex-snapshot
Regional avian species declines estimated from volunteer‐collected long‐term data using List Length Analysis
inferredcites →https://doi.org/10.1890/14-1826.1openalex-snapshot
Abundance models improve spatial and temporal prioritization of conservation resources
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Data‐Mining Discovery of Pattern and Process in Ecological Systems
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General Methods for Monitoring Convergence of Iterative Simulations
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party: A Laboratory for Recursive Partytioning
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R: A Language and Environment for Statistical Computing
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Bird-monitoring in Europe – a first overview of practices, motivations and aims

What points at this work

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

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The potential for analyses of monitoring scheme data to inform about the impacts of invasive on native species
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Detecting long-term occupancy changes in Californian odonates from natural history and citizen science records
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Survey frequency affects the estimates and conclusions of long-term changes in waterbird populations: a case study from a South African wetland
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The persistent multi-dimensional biases of biodiversity digital accessible knowledge of birds in China
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Many cameras make light work: opportunistic photographs of rare species in iNaturalist complement structured surveys of reef fish to better understand species richness
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Using opportunistic citizen science data to compare land cover composition around nest sites of common ground nesting bees
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Estimating changes in distribution trend of alien birds in urban areas using citizen science data
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Assessing the Robustness of Participatory Science for Tracking Spatio-Temporal Changes in Marine Benthic Biocenoses on Artificial Reefs
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Temporal trends in opportunistic citizen science reports across multiple taxa
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Detecting landscape scale consequences of insecticide use on invertebrate communities
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Who, where, when: Observer behavior influences spatial and temporal patterns of iNaturalist participation
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Urbanization alters the seasonality of bird communities across China
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Using opportunistic citizen science data to estimate avian population trends
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Robustness of simple avian population trend models for semi-structured citizen science data is species-dependent
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Monitoring the world's bird populations with community science data
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Using historical data to estimate bumble bee occurrence: Variable trends across species provide little support for community-level declines
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Using biological records to infer long-term occupancy trends of mammals in the UK
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Patterns of community science data use in peer-reviewed research on biodiversity
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Understanding and addressing shortfalls in European wild bee data
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Semi-structured citizen science data reveal mixed effectiveness of EU Special Protection Areas (SPA) in Germany
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Population trends from count data: Handling environmental bias, overdispersion and excess of zeroes
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A MaxEnt modelling approach to understand the climate change effects on the distributional range of White-bellied Sholakili Sholicola albiventris (Blanford, 1868) in the Western Ghats, India
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No effect of model distribution on long-term trends, even with underdispersion
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Prior specification in Bayesian occupancy modelling improves analysis of species occurrence data
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Citizen science data facilitate monitoring of rare large carnivores in remote montane landscapes
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Lost sites, lost signals: How non-random abandonment of sampling sites biases trends in biodiversity
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Estimating species distributions from spatially biased citizen science data
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The impact of data quality filtering of opportunistic citizen science data on species distribution model performance
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Species profiles support recommendations for quality filtering of opportunistic citizen science data
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Two approaches are better than one: Combining structured monitoring and unstructured citizen science data to improve estimates of bird population dynamics
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Earthworm Watch: Insights into urban earthworm communities in the UK using citizen science
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Using geolocator tracking data and ringing archives to validate citizen-science based seasonal predictions of bird distribution in a data-poor region
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When good turns to bad and alien predators appear: The dynamics of biodiversity change in boreal waterbird communities
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Revealing the effects of the 2017 solar eclipse on cloud cover and temperature depression: Insights from GLOBE citizen science data
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Structured and unstructured citizen science: Seven decades of expanding bird populations in central Ontario, Canada
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Citizen science data for urban planning: Comparing different sampling schemes for modelling urban bird distribution
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Public participation for a greener Europe: The potential of farmers in biodiversity monitoring
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Making Messy Data Work for Conservation
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Long-term trends in abundance and potential drivers for eight species of coastal birds in the U.S. South Atlantic
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Data Integration for Large-Scale Models of Species Distributions
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Bayesian occupancy modelling of benthic Crustacea and the recovery of the European spiny lobster, Palinurus elephas
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Important Bird and Biodiversity Areas (IBAs): the development and characteristics of a global inventory of key sites for biodiversity
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Taxonomic bias in biodiversity data and societal preferences
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Decision-making of citizen scientists when recording species observations
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Comparing avian species richness estimates from structured and semi-structured citizen science data
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Impact of pesticide use on wild bee distributions across the United States
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Avian monitoring – comparing structured and unstructured citizen science
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Adaptive monitoring: using citizen scientists to track wolf populations when winter-track counts become unreliable
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Call broadcast surveys monitor owls with more precision than passive surveys by citizen scientists or acoustic recording units
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The decline of the house longhorn beetle ( Hylotrupes bajulus ) in Europe and its possible causes
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Web search volume as a surrogate of public interest in biodiversity: a case study of Japanese red list species
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Citizen Science in Schools: Students Collect Valuable Mammal Data for Science, Conservation, and Community Engagement
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Using Semistructured Surveys to Improve Citizen Science Data for Monitoring Biodiversity
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Relationship between lake area and distance from the city centre on lake-dependent resident and migratory birds in urban Bangalore, a tropical mega-city in Southern India
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Highly specialized recreationists contribute the most to the citizen science project eBird
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Integrating regulatory surveys and citizen science to map outbreaks of forest diseases: acute oak decline in England and Wales
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Investigating the potential of opportunistic sighting data to inform wildlife conservation strategies
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Patterns of community science data use in peer-reviewed research on biodiversity
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Using Unstructured Crowd-sourced Data to Evaluate Urban Tolerance of Terrestrial Native Species within a California Mega-City
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Rapid assessment of the suitability of multi-species citizen science datasets for occupancy trend analysis
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Quantifying the value of participatory science data for conservation decision‐making
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Can opportunistically collected Citizen Science data fill a data gap for habitat suitability models of less common species?
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Automatic acoustic detection of birds through deep learning: The first Bird Audio Detection challenge
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Occupancy–detection models with museum specimen data: Promise and pitfalls
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The data double standard
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Integrating counts from rigorous surveys and participatory science to better understand spatiotemporal variation in population processes
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Ecological insights into a charismatic bird using different citizen science approaches
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An operational workflow for producing periodic estimates of species occupancy at national scales
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A quantitative global review of species population monitoring
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European Habitats Directive has fostered monitoring but not prevented species declines
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Young citizen sensors for managing large carnivores: Lessons from 40 years of monitoring a brown bear population
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An evaluation of stringent filtering to improve species distribution models from citizen science data
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Model‐based integration of citizen science data from disparate sources increases the precision of bird population trends
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Analytical guidelines to increase the value of community science data: An example using eBird data to estimate species distributions
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Opportunistic data reveal widespread species turnover in Enallagma damselflies at biogeographical scales
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Big data, big problems? How to circumvent problems in biodiversity mapping and ensure meaningful results
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Consistent signals of a warming climate in occupancy changes of three insect taxa over 40 years in central Europe
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The Rufous‐thighed KiteHarpagus diodonis not an endemic breeder of the Atlantic Forest: lessons to assess Wallacean shortfalls
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Knowledge gaps and biases in the Pantanal indicate future directions for ornithological research in large wetlands
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Estimating sampling biases in citizen science datasets
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Population variability in species can be deduced from opportunistic citizen science records: a case study using British butterflies
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Mapping species distributions in 2 weeks using citizen science
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Quantification of climatic niches in birds: adding the temporal dimension
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Changes in Danish bird communities over four decades of climate and land‐use change
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North American bird declines are driven by reductions in common species
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The role of passive surveillance and citizen science in plant health
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No Bird Database is Perfect: Citizen Science and Professional Datasets Contain Different and Complementary Biodiversity Information
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Data integration for inference about spatial processes: A model-based approach to test and account for data inconsistency
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Trends and gaps in the use of citizen science derived data as input for species distribution models: A quantitative review
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Challenges and benefits of using unstructured citizen science data to estimate seasonal timing of bird migration across large scales
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Using unstructured crowd-sourced data to evaluate urban tolerance of terrestrial native animal species within a California Mega-City
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Occupancy estimation of wild species in a palm oil plantation using unstructured data
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Impact of Climate Change on Two High-Altitude Restricted and Endemic Flycatchers of The Western Ghats, India
inferred← citeshttps://doi.org/10.20396/rdbci.v22i00.8676334openalex-snapshot
Ciência cidadã na efetivação dos objetivos de desenvolvimento sustentável no Estado de Santa Catarina, Brasil
inferred← citeshttps://doi.org/10.21199/wb50.3.1openalex-snapshot
WINTER DISTRIBUTIONS AND HABITAT ASSOCIATIONS OF RAPTORS ACROSS NEVADA
inferred← citeshttps://doi.org/10.21203/rs.3.rs-10042519/v1openalex-snapshot
Climate-driven shifts in migratory strategy and ecological niche in a partially migratory songbird
inferred← citeshttps://doi.org/10.21203/rs.3.rs-61581/v1openalex-snapshot
Crowdsourcing Without Data Bias: Building a Quality Assurance System for Air Pollution Symptom Mapping Toward an SDG Indicator
inferred← citeshttps://doi.org/10.21436/inbor.93332112openalex-snapshot
Monitoring schemes for species of conservation concern in Flanders (northern Belgium). An overview of existing schemes and the design of a new scheme
inferred← citeshttps://doi.org/10.22215/etd/2023-15796openalex-snapshot
From Better Monitoring to Better Decisions: Improving Conservation using Community Science
inferred← citeshttps://doi.org/10.2478/eko-2021-0028openalex-snapshot
Avifauna Structure Of Boreal Zone Open Habitats (Ishim Plain, Western Siberia)
inferred← citeshttps://doi.org/10.2903/sp.efsa.2025.en-9186openalex-snapshot
Exploring the contribution of citizen science to statistically sound and risk‐based surveillance of insect pests in the EU
inferred← citeshttps://doi.org/10.29069/forscience.2021v9n2.e1030openalex-snapshot
Panorama dos principais estudos sobre ciência cidadã
inferred← citeshttps://doi.org/10.2989/00306525.2018.1553804openalex-snapshot
Modelling bird atlas reporting rate as a function of density in the southern Karoo, South Africa
inferred← citeshttps://doi.org/10.2989/00306525.2022.2145383openalex-snapshot
A comparison of migrant and resident bird population changes in South Africa using citizen science data: trends in relation to Northern Hemisphere distribution
inferred← citeshttps://doi.org/10.3184/175815617x15036738758862openalex-snapshot
Can Bird Abundance Declines be Detected by Citizen Science Programmes? A Case Study Using Common Cuckoo Cuculus Canorus
inferred← citeshttps://doi.org/10.32942/x2xw33openalex-snapshot
Complementando inventarios biológicos con datos abiertos a través de un método semiautomatizado
inferred← citeshttps://doi.org/10.3354/meps14027openalex-snapshot
Using the background of fish photographs to quantify habitat composition in marine ecosystems
inferred← citeshttps://doi.org/10.3389/fbirs.2024.1214800openalex-snapshot
Bird atlas in action: using citizen science data to generate population trend alerts in Hessequa, South Africa
inferred← citeshttps://doi.org/10.3389/fevo.2018.00239openalex-snapshot
Do Big Unstructured Biodiversity Data Mean More Knowledge?
inferred← citeshttps://doi.org/10.3389/fevo.2022.881247openalex-snapshot
Data-integration of opportunistic species observations into hierarchical modeling frameworks improves spatial predictions for urban red squirrels
inferred← citeshttps://doi.org/10.3389/fevo.2023.1037282openalex-snapshot
Collating biodiversity occurrence data for conservation
inferred← citeshttps://doi.org/10.3390/ani12060677openalex-snapshot
Annual Censuses and Citizen Science Data Show Rapid Population Increases and Range Expansion of Invasive Rose-Ringed and Monk Parakeets in Seville, Spain
inferred← citeshttps://doi.org/10.3390/ani16101427openalex-snapshot
Beyond Social Media: Curated Monitoring Footage as a Biodiversity Information Source for Conservation
inferred← citeshttps://doi.org/10.3390/app16199584openalex-snapshot
Predicting Avian Observation Patterns in Mediterranean Wetlands: Spatiotemporal Deep Learning Fusion of Multi-Source Surveys, Citizen Science, and Autonomous Acoustic Sensing
inferred← citeshttps://doi.org/10.3390/conservation2010007openalex-snapshot
The Decline of Common Birds Exemplified by the Western Jackdaw Warns on Strong Environmental Degradation
inferred← citeshttps://doi.org/10.3390/d12100377openalex-snapshot
Range-Wide Population Assessment of the Endangered Yellow-Naped Amazon (Amazona auropalliata)
inferred← citeshttps://doi.org/10.3390/environments4040081openalex-snapshot
Identifying Reliable Opportunistic Data for Species Distribution Modeling: A Benchmark Data Optimization Approach
inferred← citeshttps://doi.org/10.3390/f13071037openalex-snapshot
Relationships between Bird Assemblages and Habitat Variables in a Boreal Forest of the Khentii Mountain, Northern Mongolia
inferred← citeshttps://doi.org/10.3390/ijgi10020046openalex-snapshot
Crowdsourcing without Data Bias: Building a Quality Assurance System for Air Pollution Symptom Mapping
inferred← citeshttps://doi.org/10.34080/os.v31.22270openalex-snapshot
Samvariation mellan systematiska räkningar och spontan rapportering av rastande vadare i Getteröns naturreservat
inferred← citeshttps://doi.org/10.36253/979-12-215-0030-1.46openalex-snapshot
Biodiversity smart monitoring guided by historical analysis of coastal evolution
inferred← citeshttps://doi.org/10.3897/rio.2.e11563openalex-snapshot
Summary report and strategy recommendations for EU citizen science gateway for biodiversity data
inferred← citeshttps://doi.org/10.3996/082018-naf-002openalex-snapshot
Citizen Science Observations Reveal Long-Term Population Trends of Common and Pacific Loon in Urbanized Alaska
inferred← citeshttps://doi.org/10.5324/njsts.v8i2.3547openalex-snapshot
Citizen science
inferred← citeshttps://doi.org/10.5334/cstp.114openalex-snapshot
Innovation in Citizen Science – Perspectives on Science-Policy Advances
inferred← citeshttps://doi.org/10.5334/cstp.230openalex-snapshot
How Does Policy Conceptualise Citizen Science? A Qualitative Content Analysis of International Policy Documents
inferred← citeshttps://doi.org/10.5334/cstp.351openalex-snapshot
The Verification of Ecological Citizen Science Data: Current Approaches and Future Possibilities
inferred← citeshttps://doi.org/10.5334/cstp.578openalex-snapshot
Temporal Dimensions of Data Quality in Bird Atlases: the Case of the Second Southern African Bird Atlas Project
inferred← citeshttps://doi.org/10.5751/ace-00960-120104openalex-snapshot
Using eBird data to model population change of migratory bird species
inferred← citeshttps://doi.org/10.69721/tps.j.2021.13.1.08openalex-snapshot
Significant records of birds on Puerco Island, Roxas, Palawan, Philippines
inferred← citeshttps://doi.org/10.70675/27f68979zd7caz49a9zb80cz3a8798cce4aaopenalex-snapshot
Modélisation des tendances à long terme des populations d'oiseaux des plaines céréalières et effets des pratiques agricoles
inferred← citeshttps://doi.org/10.70675/9227b0f7z3302z4f96z8a95z01c41b3b1507openalex-snapshot
Devine qui vient dîner … : graines des villes et graines des champs, ou l'impact de l'agriculture péri-urbaine sur les oiseaux des jardins
inferred← citeshttps://doi.org/10.70675/c6f8043ezeae0z4e9az9054zb7045024903bopenalex-snapshot
Biodiversity occurences and patterns from the angle of systematics
inferred← citeshttps://doi.org/10.7287/peerj.8154v0.1/reviews/1openalex-snapshot
Peer Review #1 of "Predicting hedgehog mortality risks on British roads using habitat suitability modelling (v0.1)"
inferred← citeshttps://doi.org/10.7287/peerj.8154v0.1/reviews/2openalex-snapshot
Peer Review #2 of "Predicting hedgehog mortality risks on British roads using habitat suitability modelling (v0.1)"
inferred← citeshttps://doi.org/10.7287/peerj.8154v0.2/reviews/1openalex-snapshot
Peer Review #1 of "Predicting hedgehog mortality risks on British roads using habitat suitability modelling (v0.2)"
inferred← citeshttps://doi.org/10.7717/peerj.17209openalex-snapshot
Citizen science initiatives document biodiversity baselines at an urban lake
inferred← citeshttps://doi.org/10.7717/peerj.17889openalex-snapshot
Reassessment of French breeding bird population sizes using citizen science and accounting for species detectability
inferred← citeshttps://doi.org/10.7717/peerj.8154openalex-snapshot
Predicting hedgehog mortality risks on British roads using habitat suitability modelling
Editorial review for independent work. ICSAC — the Institute for Complexity Science and Advanced Computing — runs a structured editorial panel for researchers publishing outside journals, and publishes on CiteStamp rails. Submission is free and goes through ORCID: icsacinstitute.org/submit.