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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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What this work says
Outgoing claims: the papers this work cites, builds on, or argues with.
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Integrating multiple data sources in species distribution modeling: a framework for data fusion
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Geographic sampling bias in the South African Frog Atlas Project: implications for conservation planning
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Shape constrained additive models
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Realising the full potential of citizen science monitoring programs
inferredcites →https://doi.org/10.1016/j.biocon.2013.07.037openalex-snapshot
Statistical solutions for error and bias in global citizen science datasets
inferredcites →https://doi.org/10.1016/j.biocon.2013.11.003openalex-snapshot
The eBird enterprise: An integrated approach to development and application of citizen science
inferredcites →https://doi.org/10.1016/j.biocon.2013.12.020openalex-snapshot
Using citizen science to estimate lichen diversity
inferredcites →https://doi.org/10.1016/j.biocon.2015.06.009openalex-snapshot
A novel citizen science approach for large-scale standardised monitoring of bat activity and distribution, evaluated in eastern England
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.2021.108974openalex-snapshot
Regional variation in the impacts of the COVID-19 pandemic on the quantity and quality of data collected by the project eBird
inferredcites →https://doi.org/10.1016/j.ecoinf.2013.11.002openalex-snapshot
Spatial bias in the GBIF database and its effect on modeling species' geographic distributions
inferredcites →https://doi.org/10.1016/j.ecolmodel.2009.08.013openalex-snapshot
Invasive species distribution modeling (iSDM): Are absence data and dispersal constraints needed to predict actual distributions?
inferredcites →https://doi.org/10.1016/j.ecolmodel.2019.108927openalex-snapshot
Estimating species distributions from spatially biased citizen science data
inferredcites →https://doi.org/10.1016/j.jenvman.2017.11.048openalex-snapshot
Recreation economics to inform migratory species conservation: Case study of the northern pintail
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Bias in Butterfly Distribution Maps: The Influence of Hot Spots and Recorder's Home Range
inferredcites →https://doi.org/10.1038/s41598-017-02045-zopenalex-snapshot
Increasing phenological asynchrony between spring green-up and arrival of migratory birds
inferredcites →https://doi.org/10.1038/s41598-017-09084-6openalex-snapshot
Taxonomic bias in biodiversity data and societal preferences
inferredcites →https://doi.org/10.1046/j.1523-1739.2000.98543.xopenalex-snapshot
Assessing the Geographic Representativeness of Genebank Collections: the Case of Bolivian Wild Potatoes
inferredcites →https://doi.org/10.1071/mu12009openalex-snapshot
A behavioural ecology approach to understand volunteer surveying for citizen science datasets
inferredcites →https://doi.org/10.1080/00063657.2014.969679openalex-snapshot
A resampling-based method for effort correction in abundance trend analyses from opportunistic biological records
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Estimating numbers of birds by point counts: how long should counts last?
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Effects of weather, time of day, and survey effort on estimates of species richness in temperate woodlands
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Temporal activity patterns of predators and prey across broad geographic scales
inferredcites →https://doi.org/10.1093/biosci/biz010openalex-snapshot
Using Semistructured Surveys to Improve Citizen Science Data for Monitoring Biodiversity
inferredcites →https://doi.org/10.1109/hicss.2011.207openalex-snapshot
From Conservation to Crowdsourcing: A Typology 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/10.1111/2041-210x.12254openalex-snapshot
Statistics for citizen science: extracting signals of change from noisy ecological data
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Estimates of observer expertise improve species distributions from citizen science data
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Occupancy models for citizen‐science data
inferredcites →https://doi.org/10.1111/2041-210x.13107openalex-snapshot
block CV : An r package for generating spatially or environmentally separated folds for k ‐fold cross‐validation of species distribution models
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The recent past and promising future for data integration methods to estimate species’ distributions
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Accounting for false positives improves estimates of occupancy from key informant interviews
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Mapping large‐scale bird distributions using occupancy models and citizen data with spatially biased sampling effort
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Unstructured citizen science data fail to detect long‐term population declines of common birds in Denmark
inferredcites →https://doi.org/10.1111/evo.13177openalex-snapshot
Niche evolution and diversification in a Neotropical radiation of birds (Aves: Furnariidae)
inferredcites →https://doi.org/10.1111/j.1600-0587.2010.06134.xopenalex-snapshot
How well does presence‐only‐based species distribution modelling predict assemblage diversity? A case study of the Tenerife flora
inferredcites →https://doi.org/10.1111/j.2041-210x.2011.00146.xopenalex-snapshot
Local frequency as a key to interpreting species occurrence data when recording effort is not known
inferredcites →https://doi.org/10.1155/2010/689301openalex-snapshot
Citizen Science Observations of Monarch Butterfly Overwintering in the Southern United States
inferredcites →https://doi.org/10.1371/journal.pone.0095565openalex-snapshot
Acoustic Telemetry Validates a Citizen Science Approach for Monitoring Sharks on Coral Reefs
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/10.1371/journal.pone.0147796openalex-snapshot
Explaining Spatial Variation in the Recording Effort of Citizen Science Data across Multiple Taxa
inferredcites →https://doi.org/10.1371/journal.pone.0172579openalex-snapshot
The diversity and evolution of ecological and environmental citizen science
inferredcites →https://doi.org/10.1525/cond.2009.080086openalex-snapshot
Sources of Variation in Singing Probability of Florida Grasshopper Sparrows, and Implications for Design and Analysis of Auditory Surveys
inferredcites →https://doi.org/10.1642/0004-8038(2007)124[96:iafdie]2.0.co;2openalex-snapshot
INCORPORATING AVAILABILITY FOR DETECTION IN ESTIMATES OF BIRD ABUNDANCE
inferredcites →https://doi.org/10.1642/auk-17-209.1openalex-snapshot
Follow the rain? Environmental drivers ofTyrannusmigration across the New World
inferredcites →https://doi.org/10.1650/condor-17-83.1openalex-snapshot
The first 50 years of the North American Breeding Bird Survey
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unmarked : An R Package for Fitting Hierarchical Models of Wildlife Occurrence and Abundance
inferredcites →https://doi.org/10.18637/jss.v077.i01openalex-snapshot
ranger : A Fast Implementation of Random Forests for High Dimensional Data in C++ and R
inferredcites →https://doi.org/10.1890/02-5364openalex-snapshot
EFFECT OF ROADSIDE BIAS ON THE ACCURACY OF PREDICTIVE MAPS PRODUCED BY BIOCLIMATIC MODELS
inferredcites →https://doi.org/10.1890/10-1396.1openalex-snapshot
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inferredcites →https://doi.org/10.1890/14-1507.1openalex-snapshot
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inferredcites →https://doi.org/10.32614/cran.package.maxnetopenalex-snapshot
maxnet: Fitting 'Maxent' Species Distribution Models with 'glmnet'
inferredcites →https://doi.org/10.32614/r.manualsopenalex-snapshot
R: A Language and Environment for Statistical Computing
inferredcites →https://doi.org/10.3356/jrr-16-102.1openalex-snapshot
Observation of Diurnal Soaring Raptors In Northeastern Brazil Depends On Weather Conditions and Time of Day
inferredcites →https://doi.org/10.5281/zenodo.3620738openalex-snapshot
Best Practices for Using eBird Data v1.0
inferredcites →https://doi.org/10.59350/1sc08-kzk03openalex-snapshot
Extracting and Processing eBird Data
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inferred← citeshttps://doi.org/10.1017/s0959270925100397openalex-snapshot
Bird monitoring in Africa: present state and future prospects
inferred← citeshttps://doi.org/10.1021/acs.est.5c09819openalex-snapshot
Potential Interactions Between Birds And Floating Photovoltaic Solar Energy: Spatially Informed Species Vulnerabilities, Techno-Ecological Risks, And Sustainability Trade-Offs
inferred← citeshttps://doi.org/10.1029/2024gh001194openalex-snapshot
Seasonal Bird Migration Could Explain Regional Synchronicity and Amplification in Human West Nile Virus Case Numbers
inferred← citeshttps://doi.org/10.1038/s41467-026-68480-7openalex-snapshot
Exposure of western United States bird communities to predicted high severity fire
inferred← citeshttps://doi.org/10.1038/s41559-025-02966-3openalex-snapshot
A digital twin for real-time biodiversity forecasting with citizen science data
inferred← citeshttps://doi.org/10.1038/s41559-026-03041-1openalex-snapshot
Cross-ecosystem linkages between freshwater insects and riparian birds across the USA
inferred← citeshttps://doi.org/10.1038/s41597-025-05393-yopenalex-snapshot
Area of habitat maps and validated occurrences for neotropical birds of conservation concern
inferred← citeshttps://doi.org/10.1038/s41598-022-16368-zopenalex-snapshot
Comparing N-mixture models and GLMMs for relative abundance estimation in a citizen science dataset
inferred← citeshttps://doi.org/10.1038/s41598-022-23603-0openalex-snapshot
Joint analysis of structured and semi-structured community science data improves precision of relative abundance but not trends in birds
inferred← citeshttps://doi.org/10.1038/s41598-023-38493-zopenalex-snapshot
Smaller Australian raptors have greater urban tolerance
inferred← citeshttps://doi.org/10.1038/s41598-024-55357-2openalex-snapshot
Urban park qualities driving visitors mental well-being and wildlife conservation in a Neotropical megacity
inferred← citeshttps://doi.org/10.1038/s41598-024-61582-6openalex-snapshot
Supplemental structured surveys and pre-existing detection models improve fine-scale density and population estimation with opportunistic community science data
inferred← citeshttps://doi.org/10.1038/s41598-025-06961-3openalex-snapshot
Exploring the spatiotemporal influence of climate on American avian migration with random forests
inferred← citeshttps://doi.org/10.1038/s41598-025-18416-wopenalex-snapshot
Climate and landscape drivers of a mosquito-borne pathogen in an iconic game bird in the eastern and upper midwestern USA
inferred← citeshttps://doi.org/10.1038/s41598-025-86484-zopenalex-snapshot
Extreme migratory connectivity and apparent mirroring of non-breeding grounds conditions in a severely declining breeding population of an Afro-Palearctic migratory bird
inferred← citeshttps://doi.org/10.1038/s41598-025-96787-wopenalex-snapshot
Improving national-scale breeding bird surveys with integrated distance sampling
inferred← citeshttps://doi.org/10.1038/s41598-026-68184-4openalex-snapshot
Climate, habitat, and socioeconomic gradients shape divergent occupancy and co-occurence patterns between two hummingbirds in western North America
inferred← citeshttps://doi.org/10.1038/s41893-024-01365-zopenalex-snapshot
Intersection of narco trafficking, enforcement and bird conservation in the Americas
inferred← citeshttps://doi.org/10.1038/s41893-024-01413-8openalex-snapshot
Impact of pesticide use on wild bee distributions across the United States
inferred← citeshttps://doi.org/10.1038/s42003-026-10389-4openalex-snapshot
National-scale acoustic monitoring of avian biodiversity and migration
inferred← citeshttps://doi.org/10.1038/s44185-024-00068-0openalex-snapshot
A Faroese perspective on decoding life for sustainable use of nature and protection of biodiversity
inferred← citeshttps://doi.org/10.1051/bioconf/20249404001openalex-snapshot
Population trend of Lesser Adjutant (Leptoptilos javanicus) in Muar, Johor using eBird data
inferred← citeshttps://doi.org/10.1071/am22001openalex-snapshot
Identification of roadkill hotspots and the factors affecting wombat vehicle collisions using the citizen science tool, WomSAT
inferred← citeshttps://doi.org/10.1071/mf24134openalex-snapshot
Ocean warming projected to increase ecotourism opportunities to encounter iconic marine megafauna (manta rays and zebra sharks) off south-eastern Australia
inferred← citeshttps://doi.org/10.1071/pc24058openalex-snapshot
Drought in south-west Australia links to urban immigration across multiple avian taxa
inferred← citeshttps://doi.org/10.1073/pnas.2107361119openalex-snapshot
Species richness response to human pressure hides important assemblage transformations
inferred← citeshttps://doi.org/10.1073/pnas.2113862119openalex-snapshot
Extreme uncertainty and unquantifiable bias do not inform population sizes
inferred← citeshttps://doi.org/10.1080/01584197.2023.2257757openalex-snapshot
A fragile future for pink birds: habitat suitability models predict a high impact of climate change on the future distribution of flamingos
inferred← citeshttps://doi.org/10.1080/01584197.2024.2432867openalex-snapshot
Satellite-tracking provides first description of migration in Tasmanian Boobooks Ninox leucopsis
inferred← citeshttps://doi.org/10.1080/01584197.2026.2665112openalex-snapshot
Tracking range and abundance trends of the poorly known Letter-winged Kite Elanus scriptus
inferred← citeshttps://doi.org/10.1080/15230406.2023.2293891openalex-snapshot
A web-based geovisualization framework for exploratory analysis of individual VGI contributor’s participation characteristics
inferred← citeshttps://doi.org/10.1080/15594491.2026.2646101openalex-snapshot
Patterns and potential drivers of northern establishment in Fish Crow ( Corvus ossifragus ) from community science data
inferred← citeshttps://doi.org/10.1080/27658511.2025.2591490openalex-snapshot
Cultural representation instead of ecological traits, explains the knowledge of bird species in the general public – a case study from Germany
inferred← citeshttps://doi.org/10.1086/733759openalex-snapshot
The Recreational Value of Rare Species: Causal Evidence from the Cassia Crossbill
inferred← citeshttps://doi.org/10.1088/1748-9326/ad64ebopenalex-snapshot
Assessing GEDI data fusions to map woodpecker distributions and biodiversity hotspots
inferred← citeshttps://doi.org/10.1088/2752-664x/ac7eb5openalex-snapshot
Analysis of animal-related electric outages using species distribution models and community science data
inferred← citeshttps://doi.org/10.1093/biosci/biab072openalex-snapshot
Open Data Practices among Users of Primary Biodiversity Data
inferred← citeshttps://doi.org/10.1093/biosci/biaf047openalex-snapshot
Birdwatching in the digital age: how technologies shape relationships to birds
inferred← citeshttps://doi.org/10.1093/biosci/biag135openalex-snapshot
Guidelines and best practices for the scientific use of global iNaturalist data
inferred← citeshttps://doi.org/10.1093/condor/duz054openalex-snapshot
Defining spring foraging habitat and prioritization of conservation sites for Tricolored Blackbirds in California, USA
inferred← citeshttps://doi.org/10.1093/ornithapp/duab006openalex-snapshot
Future climate change will impact the size and location of breeding and wintering areas of migratory thrushes in South America
inferred← citeshttps://doi.org/10.1093/ornithapp/duab038openalex-snapshot
Distribution models using semi-structured community science data outperform unstructured-data models for a data-poor species, the Plain Tyrannulet
inferred← citeshttps://doi.org/10.1093/ornithapp/duac019openalex-snapshot
Range-wide habitat use of the Harpy Eagle indicates four major tropical forest gaps in the Key Biodiversity Area network
inferred← citeshttps://doi.org/10.1093/ornithapp/duad005openalex-snapshot
Integrating multiple data sources improves prediction and inference for upland game bird occupancy models
inferred← citeshttps://doi.org/10.1093/ornithapp/duae011openalex-snapshot
Christmas Bird Count data are a reliable harvest-independent index for Ruffed Grouse monitoring in the eastern United States
inferred← citeshttps://doi.org/10.1093/ornithapp/duae024openalex-snapshot
Despite short-lived changes, COVID-19 pandemic had minimal large-scale impact on citizen science participation in India
inferred← citeshttps://doi.org/10.1093/ornithapp/duaf024openalex-snapshot
Migratory shorebirds have dynamic and shifting habitat associations under variable precipitation conditions in the Southern Great Plains
inferred← citeshttps://doi.org/10.1093/ornithapp/duaf030openalex-snapshot
Citizen science generates reliable migration chronologies to supplement professional surveys for waterfowl habitat management
inferred← citeshttps://doi.org/10.1093/ornithapp/duaf074openalex-snapshot
Leveraging eBird data products to inform regional bird conservation priorities and objectives
inferred← citeshttps://doi.org/10.1093/ornithapp/duaf075openalex-snapshot
Pairing weather radars with eBird data for large-scale monitoring of swallow and martin communal roosts
inferred← citeshttps://doi.org/10.1093/ornithapp/duag028openalex-snapshot
Modeling intra-observer variation in species detections reveals diverse patterns of change over time in participatory scientists
inferred← citeshttps://doi.org/10.1093/ornithapp/duag056openalex-snapshot
Citizen science reveals climatic and geographical influence in the movement patterns of Hymenops perspicillatus (Spectacled Tyrant), a Neotropical austral migrant
inferred← citeshttps://doi.org/10.1093/ornithapp/duag062openalex-snapshot
When and how data integration improves occupancy estimates for low-density and elusive species
inferred← citeshttps://doi.org/10.1093/ornithology/ukad029openalex-snapshot
Community-sourced sightings of atypical birds can be used to understand the evolution of plumage color and pattern
inferred← citeshttps://doi.org/10.1093/ornithology/ukad035openalex-snapshot
Considerations for fitting occupancy models to data from eBird and similar volunteer-collected data
inferred← citeshttps://doi.org/10.1098/rsos.242260openalex-snapshot
Using a large citizen science dataset to uncover diverse patterns of elevational migration in Himalayan birds
inferred← citeshttps://doi.org/10.1098/rspb.2023.1398openalex-snapshot
Spatial and seasonal variation in thermal sensitivity within North American bird species
inferred← citeshttps://doi.org/10.1098/rspb.2026.0487openalex-snapshot
Urbanization-related vocal variation in passerines: a comparative study
inferred← citeshttps://doi.org/10.1101/2021.03.03.431294openalex-snapshot
Integrating structured and unstructured citizen science data to improve wildlife population monitoring
inferred← citeshttps://doi.org/10.1101/2021.09.01.458412openalex-snapshot
Seasonal migration as a life history trait facilitating adaptation to climate change
inferred← citeshttps://doi.org/10.1101/2021.12.05.471316openalex-snapshot
Utilizing occupancy-detection models with museum specimen data: promise and pitfalls
inferred← citeshttps://doi.org/10.1101/2022.01.14.476305openalex-snapshot
Road encroachment mediates species occupancy, trait filtering and dissimilarity of songbird communities
inferred← citeshttps://doi.org/10.1101/2022.09.27.509749openalex-snapshot
Rising novelty and homogenization of breeding bird communities in the U.S.
inferred← citeshttps://doi.org/10.1101/2022.10.28.514262openalex-snapshot
What is an urban bird? Trait-based predictions of urban tolerance for the world’s birds are modulated by latitude and human population density
inferred← citeshttps://doi.org/10.1101/2022.11.28.518244openalex-snapshot
Migration and the excess exposure of birds to human density in North America
inferred← citeshttps://doi.org/10.1101/2023.01.13.523331openalex-snapshot
Testing the accuracy of species distribution models based on community science data
inferred← citeshttps://doi.org/10.1101/2023.10.25.564051openalex-snapshot
Continental species distribution and biodiversity predictions depend on modeling grain
inferred← citeshttps://doi.org/10.1101/2023.12.14.571742openalex-snapshot
Ecological niche contributes to the persistence of the Western x Glaucous-winged Gull hybrid zone
inferred← citeshttps://doi.org/10.1101/2024.02.14.580016openalex-snapshot
Indicators of a Data-Deficient Taxa: Combining Bird and Environmental Data Enhances Predictive Accuracy of Wild Bee Richness
inferred← citeshttps://doi.org/10.1101/2024.04.24.590905openalex-snapshot
Finding Fluorescence: Utilizing community science to document novel biofluorescence occurrences and encourage community engagement in science
inferred← citeshttps://doi.org/10.1101/2024.06.21.600078openalex-snapshot
Multi-city analysis of synergies and trade-offs between urban bird diversity and carbon storage to inform decision-making
inferred← citeshttps://doi.org/10.1101/2024.06.24.600482openalex-snapshot
Urbanization as an environmental filter for megacolorful birds
inferred← citeshttps://doi.org/10.1101/2024.10.31.621376openalex-snapshot
Modeling American Kestrel Decline Using Spatiotemporal Subsampling to Improve eBird Data Reliability
inferred← citeshttps://doi.org/10.1101/2025.03.05.641042openalex-snapshot
Projected impacts of climate change on plant-frugivore interactions across the Americas
inferred← citeshttps://doi.org/10.1101/2025.06.19.660569openalex-snapshot
Monitoring population extinction risk with community science data
inferred← citeshttps://doi.org/10.1101/2025.10.13.682097openalex-snapshot
Extreme weather risk shrinks range size estimates and alters biodiversity predictions
inferred← citeshttps://doi.org/10.1101/2025.10.14.682393openalex-snapshot
The BirdsPlus Index, a novel method for assessing site-level conservation values
inferred← citeshttps://doi.org/10.1101/806547openalex-snapshot
Integrating citizen science data with expert surveys increases accuracy and spatial extent of species distribution models
inferred← citeshttps://doi.org/10.1109/smc58881.2025.11342877openalex-snapshot
A Spatiotemporal Machine Learning Framework for Ecologically-informed Bird Sighting Prediction
inferred← citeshttps://doi.org/10.1109/urucon63440.2024.10850429openalex-snapshot
Assessing Bias in Citizen Science Data through Linear Regression
inferred← citeshttps://doi.org/10.1111/1365-2435.14173openalex-snapshot
Phenological research based on natural history collections: Practical guidelines and a lepidopteran case study
inferred← citeshttps://doi.org/10.1111/1365-2656.13763openalex-snapshot
Challenges and opportunities for using natural history collections to estimate insect population trends
inferred← citeshttps://doi.org/10.1111/1365-2656.14012openalex-snapshot
Integrated community models: A framework combining multispecies data sources to estimate the status, trends and dynamics of biodiversity
inferred← citeshttps://doi.org/10.1111/1365-2656.14201openalex-snapshot
The potential for species distribution models to distinguish source populations from sinks
inferred← citeshttps://doi.org/10.1111/1365-2656.70326openalex-snapshot
Functional traits explain responses of Appalachian birds to vertical and horizontal forest structure
inferred← citeshttps://doi.org/10.1111/1365-2656.70361openalex-snapshot
Drought to deluge: Differential impacts of snow on mountain chickadee reproduction across the Sierra Nevada mountains
inferred← citeshttps://doi.org/10.1111/1365-2664.14045openalex-snapshot
What makes urban parks good for California quail? Evaluating park suitability, species persistence, and the potential for reintroduction into a large urban national park
inferred← citeshttps://doi.org/10.1111/1365-2664.14512openalex-snapshot
Leveraging the strengths of citizen science and structured surveys to achieve scalable inference on population size
inferred← citeshttps://doi.org/10.1111/1365-2664.14633openalex-snapshot
Integrating presence‐only and detection/non‐detection data to estimate distributions and expected abundance of difficult‐to‐monitor species on a landscape‐scale
inferred← citeshttps://doi.org/10.1111/1365-2664.14863openalex-snapshot
Quantifying the value of participatory science data for conservation decision‐making
inferred← citeshttps://doi.org/10.1111/1365-2664.70108openalex-snapshot
Monitoring population extinction risk with community science data
inferred← citeshttps://doi.org/10.1111/1365-2664.70240openalex-snapshot
Aggregating three sources of long‐term trends of swallows and martins to identify priority conservation areas in the Great Lakes region
inferred← citeshttps://doi.org/10.1111/1365-2664.70386openalex-snapshot
Mistimed surveys lead to underestimated migratory bird impacts from wind farms
inferred← citeshttps://doi.org/10.1111/2041-210x.13297openalex-snapshot
Combining multiple data sources in species distribution models while accounting for spatial dependence and overfitting with combined penalized likelihood maximization
inferred← citeshttps://doi.org/10.1111/2041-210x.13834openalex-snapshot
Outstanding challenges and future directions for biodiversity monitoring using citizen science data
inferred← citeshttps://doi.org/10.1111/2041-210x.13896openalex-snapshot
Occupancy–detection models with museum specimen data: Promise and pitfalls
inferred← citeshttps://doi.org/10.1111/2041-210x.14186openalex-snapshot
A Double machine learning trend model for citizen science data
inferred← citeshttps://doi.org/10.1111/2041-210x.14194openalex-snapshot
Using acoustic indices in ecology: Guidance on study design, analyses and interpretation
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