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mizer : an R package for multispecies, trait‐based and community size spectrum ecological modelling

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What this work says

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

inferredcites →https://doi.org/10.1007/978-3-642-74001-5openalex-snapshot
Size-Structured Populations
inferredcites →https://doi.org/10.1007/bf00044132openalex-snapshot
On the dynamics of exploited fish populations
inferredcites →https://doi.org/10.1016/j.jtbi.2010.12.006openalex-snapshot
Food web framework for size-structured populations
inferredcites →https://doi.org/10.1016/j.pocean.2007.05.002openalex-snapshot
Modeling environmental effects on the size-structured energy flow through marine ecosystems. Part 1: The model
inferredcites →https://doi.org/10.1016/j.tpb.2008.02.001openalex-snapshot
Life-history constraints on the success of the many small eggs reproductive strategy
inferredcites →https://doi.org/10.1016/s0022-5193(03)00290-xopenalex-snapshot
A continuous model of biomass size spectra governed by predation and the effects of fishing on them
inferredcites →https://doi.org/10.1034/j.1600-0706.2001.11313.xopenalex-snapshot
Physiologically structured models – from versatile technique to ecological theory
inferredcites →https://doi.org/10.1038/nclimate2119openalex-snapshot
Impacts of climate change on marine ecosystem production in societies dependent on fisheries
inferredcites →https://doi.org/10.1086/504849openalex-snapshot
Asymptotic Size Determines Species Abundance in the Marine Size Spectrum
inferredcites →https://doi.org/10.1093/icesjms/fsq035openalex-snapshot
Direct and indirect community effects of rebuilding plans
inferredcites →https://doi.org/10.1093/icesjms/fst087openalex-snapshot
Forage fish, their fisheries, and their predators: who drives whom?
inferredcites →https://doi.org/10.1098/rspb.2008.0951openalex-snapshot
Trophic and individual efficiencies of size-structured communities
inferredcites →https://doi.org/10.1098/rspb.2009.1512openalex-snapshot
Damped trophic cascades driven by fishing in model marine ecosystems
inferredcites →https://doi.org/10.1098/rspb.2013.2701openalex-snapshot
The consequences of balanced harvesting of fish communities
inferredcites →https://doi.org/10.1111/1365-2664.12238openalex-snapshot
Evaluating targets and trade‐offs among fisheries and conservation objectives using a multispecies size spectrum model
inferredcites →https://doi.org/10.1111/j.1365-2656.2008.01466.xopenalex-snapshot
How does abundance scale with body size in coupled size‐structured food webs?
inferredcites →https://doi.org/10.1111/jfb.12163openalex-snapshot
Emerging asymmetric interactions between forage and predator fisheries impose management trade‐offsa
inferredcites →https://doi.org/10.1890/07-1900.1openalex-snapshot
Size‐spectra dynamics from stochastic predation and growth of individuals
inferredcites →https://doi.org/10.2307/2333556openalex-snapshot
On the Dynamics of Exploited Fish Populations.
inferredcites →https://doi.org/10.2307/3844675openalex-snapshot
Asymptotic Size Determines Species Abundance in the Marine Size Spectrum
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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Interacting forces of predation and fishing affect species’ maturation size
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Size spectrum model reveals importance of considering species interactions in a freshwater fisheries management context
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Optimizing fisheries for blue carbon management: Why size matters
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Using stable isotope data to advance marine food web modelling
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Balanced harvest: concept, policies, evidence, and management implications
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Towards vibrant fish populations and sustainable fisheries that benefit all: learning from the last 30 years to inform the next 30 years
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Status assessment of the Beibu Gulf coastal fishery ecosystem using a multispecies size-spectrum model
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Beyond the single biggest fish: robust inference of species maximum length (Lmax) from sample maxima
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Hungry like the fish: evidence and implications of starvation mortality on marine animal population dynamics
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Using spatio-temporal models to assist ecosystem-based fisheries management: a New Zealand case study
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Should we account for mesozooplankton reproduction and ontogenetic growth in biogeochemical modeling?
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Implementing a multispecies size-spectrum model in a data-poor ecosystem
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Simulating the impacts of fishing on central and eastern tropical Pacific ecosystem using multispecies size-spectrum model
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The role of fish in marine food webs
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Models of marine ecosystems
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The paralarval stage as key to predicting squid catch: Hints from a process-based model
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An evaluation of vulnerability settings in Ecopath with Ecosim on ecosystem hindcast and forecast skills
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Fitting methods and seasonality effects on the assessment of pelagic fish communities in Daya Bay, China
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Projecting fish community responses to dam removal – Data-limited modeling
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Can we use recovery timescales to define Good Environmental Status?
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The efficacy of fisheries closure in rebuilding depleted stocks: Lessons from size-spectrum modeling
inferred← citeshttps://doi.org/10.1016/j.ecolmodel.2016.05.015openalex-snapshot
Modelling the community size-spectrum: recent developments and new directions
inferred← citeshttps://doi.org/10.1016/j.ecolmodel.2019.108776openalex-snapshot
Effect of non-additivity in mortality rates on predictions of potential yield of forage fishes
inferred← citeshttps://doi.org/10.1016/j.ecolmodel.2020.109265openalex-snapshot
A functional size-spectrum model of the global marine ecosystem that resolves zooplankton composition
inferred← citeshttps://doi.org/10.1016/j.ecolmodel.2021.109612openalex-snapshot
A multispecies size-structured matrix model incorporating seasonal dynamics
inferred← citeshttps://doi.org/10.1016/j.ecolmodel.2021.109740openalex-snapshot
Identifying influential parameters of a multi-species fish size spectrum model for a northern temperate lake through sensitivity analyses
inferred← citeshttps://doi.org/10.1016/j.ecolmodel.2023.110442openalex-snapshot
Atlantis Ecosystem Model Summit 2022: Report from a workshop
inferred← citeshttps://doi.org/10.1016/j.ecolmodel.2025.111392openalex-snapshot
A decade of mizer: a systematic review of advancements and applications of size spectrum modeling in aquatic ecosystems
inferred← citeshttps://doi.org/10.1016/j.ecolmodel.2026.111531openalex-snapshot
Controlling gear selectivity or fishing effort: Which management strategy is more effective for the mixed fisheries?
inferred← citeshttps://doi.org/10.1016/j.ecolmodel.2026.111688openalex-snapshot
From manual to semi-automated calibration: A practical framework for calibrating Atlantis ecosystem models
inferred← citeshttps://doi.org/10.1016/j.ecolmodel.2026.111843openalex-snapshot
Ev-OSMOSE: An eco-genetic marine multi-species fish model
inferred← citeshttps://doi.org/10.1016/j.ecolmodel.2026.111864openalex-snapshot
Distilling complexity: stylized facts as explicit, auditable foundation for ecological theory and modeling
inferred← citeshttps://doi.org/10.1016/j.envsoft.2022.105318openalex-snapshot
Increasing the uptake of ecological model results in policy decisions to improve biodiversity outcomes
inferred← citeshttps://doi.org/10.1016/j.fishres.2015.10.007openalex-snapshot
An evaluation of implementing long-term MSY in ecosystem-based fisheries management: Incorporating trophic interaction, bycatch and uncertainty
inferred← citeshttps://doi.org/10.1016/j.fishres.2017.09.004openalex-snapshot
Evaluating fishing effects on the stability of fish communities using a size-spectrum model
inferred← citeshttps://doi.org/10.1016/j.fishres.2021.105952openalex-snapshot
Scrabbling around for understanding of natural mortality
inferred← citeshttps://doi.org/10.1016/j.fishres.2022.106229openalex-snapshot
Playing the detective: Using multispecies approaches to estimate natural mortality rates
inferred← citeshttps://doi.org/10.1016/j.fishres.2023.106764openalex-snapshot
A model of size-spectrum dynamics to estimate the effects of improving fisheries selectivity and reducing discards in Mediterranean mixed demersal fisheries
inferred← citeshttps://doi.org/10.1016/j.fishres.2024.107160openalex-snapshot
Assessing the effect of multispecies interactions on precautionary reference points using an ensemble modelling approach: A North Sea case study
inferred← citeshttps://doi.org/10.1016/j.fishres.2025.107626openalex-snapshot
Extending single-species maximum sustainable yield and precautionary approaches to account for species interactions
inferred← citeshttps://doi.org/10.1016/j.fishres.2026.107750openalex-snapshot
A vulnerability-based classification framework for managing multispecies fisheries: Insights from the northern East China Sea
inferred← citeshttps://doi.org/10.1016/j.fishres.2026.107841openalex-snapshot
Towards ecosystem-based fisheries management in an economically constrained context: Giving more consideration to the ecosystem approach to fisheries management
inferred← citeshttps://doi.org/10.1016/j.gecco.2025.e04017openalex-snapshot
Dynamic modeling of the pelagic ecosystem in the western and central Pacific Ocean based on a multispecies size-spectrum model
inferred← citeshttps://doi.org/10.1016/j.jhazmat.2024.136067openalex-snapshot
Impacts of microplastic ingestion on fish communities in Haizhou Bay, China
inferred← citeshttps://doi.org/10.1016/j.marpolbul.2025.118241openalex-snapshot
Projected impacts of ocean warming on pelagic ecosystems in the Western and Central Pacific Ocean using a multi-species size-spectrum model
inferred← citeshttps://doi.org/10.1016/j.pocean.2026.103701openalex-snapshot
Challenging one-way fish modelling: two-way coupling reveals critical marine ecosystem dynamics
inferred← citeshttps://doi.org/10.1016/j.pocean.2026.103813openalex-snapshot
Temperature, trophic state, and carrying capacity govern pelagic size spectra in the Atlantic Ocean
inferred← citeshttps://doi.org/10.1016/j.sftr.2026.101872openalex-snapshot
How can an ecosystem approach support integrated management of marine renewable energy? An initial assessment from an environmental point of view
inferred← citeshttps://doi.org/10.1016/j.tree.2016.12.003openalex-snapshot
From Bacteria to Whales: Using Functional Size Spectra to Model Marine Ecosystems
inferred← citeshttps://doi.org/10.1029/2023ef003852openalex-snapshot
Temperature‐Dependence Assumptions Drive Projected Responses of Diverse Size‐Based Food Webs to Warming
inferred← citeshttps://doi.org/10.1029/2024ef004849openalex-snapshot
Developing a Southern Ocean Marine Ecosystem Model Ensemble to Assess Climate Risks and Uncertainties
inferred← citeshttps://doi.org/10.1029/2024ef004857openalex-snapshot
The Impacts of Warming on Shallow and Deep‐Water Fisheries in New Zealand
inferred← citeshttps://doi.org/10.1029/2024ef005537openalex-snapshot
Global and Regional Marine Ecosystem Models Reveal Key Uncertainties in Climate Change Projections
inferred← citeshttps://doi.org/10.1038/s41467-019-09684-yopenalex-snapshot
Early warning signals of recovery in complex systems
inferred← citeshttps://doi.org/10.1038/s41467-019-12289-0openalex-snapshot
Dome patterns in pelagic size spectra reveal strong trophic cascades
inferred← citeshttps://doi.org/10.1038/s41559-017-0319-zopenalex-snapshot
Planetary boundaries for a blue planet
inferred← citeshttps://doi.org/10.1038/s41559-021-01547-4openalex-snapshot
Refocusing multiple stressor research around the targets and scales of ecological impacts
inferred← citeshttps://doi.org/10.1071/mf16084openalex-snapshot
Evaluating the sensitivity of ecological indicators with a perspective of temporal scales
inferred← citeshttps://doi.org/10.1073/pnas.1612722114openalex-snapshot
High fishery catches through trophic cascades in China
inferred← citeshttps://doi.org/10.1093/biosci/biae081openalex-snapshot
Fish habitat models for a future of novel riverscapes
inferred← citeshttps://doi.org/10.1093/icesjms/fsaa157openalex-snapshot
Size-based theory for fisheries advice
inferred← citeshttps://doi.org/10.1093/icesjms/fsab257openalex-snapshot
A multispecies TAC approach to achieving long-term sustainability in multispecies mixed fisheries
inferred← citeshttps://doi.org/10.1093/icesjms/fsag141openalex-snapshot
Projected Norwegian and Barents Sea ecosystem resilience to extreme events
inferred← citeshttps://doi.org/10.1093/icesjms/fsag170openalex-snapshot
Predictions and probabilistic forecasts from seasonal spatio-temporal models are valuable to support fisheries assessments and management
inferred← citeshttps://doi.org/10.1093/icesjms/fsag195openalex-snapshot
Re-examining top-down forcing on the Eastern Scotian Shelf fish community using a multispecies size spectrum model
inferred← citeshttps://doi.org/10.1093/icesjms/fsv086openalex-snapshot
Assessing uncertainty of a multispecies size-spectrum model resulting from process and observation errors
inferred← citeshttps://doi.org/10.1093/icesjms/fsy037openalex-snapshot
From siphonophores to deep scattering layers: uncertainty ranges for the estimation of global mesopelagic fish biomass
inferred← citeshttps://doi.org/10.1101/2022.06.20.496925openalex-snapshot
Changes in benthic and pelagic production interact with warming to drive responses to climate change in a temperate coastal ecosystem
inferred← citeshttps://doi.org/10.1101/2023.04.14.536810openalex-snapshot
Declining food availability and habitat shifts drive community responses to marine hypoxia
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libpspm: A feature-rich numerical package for solving physiologically structured population models
inferred← citeshttps://doi.org/10.1101/282087openalex-snapshot
Weighted trait-abundance early warning signals better predict population collapse
inferred← citeshttps://doi.org/10.1111/1365-2656.70032openalex-snapshot
Resource partitioning among pelagic predators remains stable despite annual variability in diet composition
inferred← citeshttps://doi.org/10.1111/1365-2664.14086openalex-snapshot
Exploring trade‐offs in mixed fisheries by integrating fleet dynamics into multispecies size‐spectrum models
inferred← citeshttps://doi.org/10.1111/2041-210x.12641openalex-snapshot
Testing and recommending methods for fitting size spectra to data
inferred← citeshttps://doi.org/10.1111/2041-210x.13272openalex-snapshot
Atlantis : A spatially explicit end‐to‐end marine ecosystem model with dynamically integrated physics, ecology and socio‐economic modules
inferred← citeshttps://doi.org/10.1111/2041-210x.13510openalex-snapshot
S trath E2E2: An r package for modelling the dynamics of marine food webs and fisheries
inferred← citeshttps://doi.org/10.1111/2041-210x.13527openalex-snapshot
PSPManalysis: Steady‐state and bifurcation analysis of physiologically structured population models
inferred← citeshttps://doi.org/10.1111/2041-210x.13846openalex-snapshot
Assessing warming impacts on marine fishes by integrating physiology‐guided distribution projections, life‐history changes and food web dynamics
inferred← citeshttps://doi.org/10.1111/2041-210x.14465openalex-snapshot
FEISTY Fortran library and R package to integrate fish and fisheries with biogeochemical models
inferred← citeshttps://doi.org/10.1111/ecog.03582openalex-snapshot
Linking species richness and size diversity in birds and fishes
inferred← citeshttps://doi.org/10.1111/faf.12155openalex-snapshot
Modelling climate change impacts on marine fish populations: process‐based integration of ocean warming, acidification and other environmental drivers
inferred← citeshttps://doi.org/10.1111/faf.12310openalex-snapshot
A general framework for combining ecosystem models
inferred← citeshttps://doi.org/10.1111/faf.12465openalex-snapshot
Regulation of fish stocks without stock–recruitment relationships: The case of small pelagic fish
inferred← citeshttps://doi.org/10.1111/faf.12543openalex-snapshot
Quantifying uncertainty and dynamical changes in multi‐species fishing mortality rates, catches and biomass by combining state‐space and size‐based multi‐species models
inferred← citeshttps://doi.org/10.1111/faf.12649openalex-snapshot
Managing fisheries for maximum nutrient yield
inferred← citeshttps://doi.org/10.1111/faf.12719openalex-snapshot
Using an EBFM lens to guide the management of marine biological resources under changing conditions
inferred← citeshttps://doi.org/10.1111/faf.12874openalex-snapshot
The Benefits of Hierarchical Ecosystem Models: Demonstration Using EcoState, a New State‐Space Mass‐Balance Model
inferred← citeshttps://doi.org/10.1111/gcb.16341openalex-snapshot
Temperature impacts on fish physiology and resource abundance lead to faster growth but smaller fish sizes and yields under warming
inferred← citeshttps://doi.org/10.1111/oik.05630openalex-snapshot
Species‐specific ontogenetic diet shifts attenuate trophic cascades and lengthen food chains in exploited ecosystems
inferred← citeshttps://doi.org/10.1139/cjfas-2015-0022openalex-snapshot
Parameter uncertainty of a dynamic multispecies size spectrum model
inferred← citeshttps://doi.org/10.1139/cjfas-2015-0230openalex-snapshot
The theoretical foundations for size spectrum models of fish communities
inferred← citeshttps://doi.org/10.1139/cjfas-2016-0100openalex-snapshot
Size-based approaches to aquatic ecosystems and fisheries science: a symposium in honour of Rob Peters
inferred← citeshttps://doi.org/10.1139/cjfas-2017-0199openalex-snapshot
Sampling effects on the effectiveness of ecological indicators in detecting fishery-induced community changes
inferred← citeshttps://doi.org/10.1139/cjfas-2024-0274openalex-snapshot
Hybrid total allowable catch strategy can sustain productive mixed fisheries and conserve both target and non-target species
inferred← citeshttps://doi.org/10.1139/er-2023-0100openalex-snapshot
Toward the development of an ecosystem model ensemble to support adaptive management in Lake Ontario
inferred← citeshttps://doi.org/10.1139/facets-2025-0261openalex-snapshot
Applications of marine ecosystem models for Pacific salmon conservation and management in the Northeast Pacific
inferred← citeshttps://doi.org/10.1371/journal.pbio.3002392openalex-snapshot
Changes in sea floor productivity are crucial to understanding the impact of climate change in temperate coastal ecosystems according to a new size-based model
inferred← citeshttps://doi.org/10.1371/journal.pone.0198415openalex-snapshot
A size-structured matrix model to simulate dynamics of marine community size spectrum
inferred← citeshttps://doi.org/10.1371/journal.pone.0227767openalex-snapshot
LeMaRns: A Length-based Multi-species analysis by numerical simulation in R
inferred← citeshttps://doi.org/10.2139/ssrn.5888414openalex-snapshot
From Manual Tuning to Semi-Automated Calibration: A Practical Framework for Calibrating Atlantis Ecosystem Models
inferred← citeshttps://doi.org/10.26686/wgtn.26064277openalex-snapshot
Diving deep to escape the heat: the importance of mesophotic reefs as thermal refuges for New Zealand coastal fishes
inferred← citeshttps://doi.org/10.3354/meps12612openalex-snapshot
Fine-scale depth structure of pelagic communities throughout the global ocean based on acoustic sound scattering layers
inferred← citeshttps://doi.org/10.3354/meps13230openalex-snapshot
Accounting for the bin structure of data removes bias when fitting size spectra
inferred← citeshttps://doi.org/10.3354/meps13870openalex-snapshot
Sustainable fishing can lead to improvements in marine ecosystem status: an ensemble-model forecast of the North Sea ecosystem
inferred← citeshttps://doi.org/10.3354/meps14535openalex-snapshot
Advancing bioenergetics-based modeling to improve climate change projections of marine ecosystems
inferred← citeshttps://doi.org/10.3389/fevo.2021.675261openalex-snapshot
Using Food Webs and Metabolic Theory to Monitor, Model, and Manage Atlantic Salmon—A Keystone Species Under Threat
inferred← citeshttps://doi.org/10.3389/fevo.2022.980812openalex-snapshot
Metabolic responses of predators to prey density
inferred← citeshttps://doi.org/10.3389/fmars.2016.00201openalex-snapshot
Zooplankton Are Not Fish: Improving Zooplankton Realism in Size-Spectrum Models Mediates Energy Transfer in Food Webs
inferred← citeshttps://doi.org/10.3389/fmars.2017.00077openalex-snapshot
Modeling What We Sample and Sampling What We Model: Challenges for Zooplankton Model Assessment
inferred← citeshttps://doi.org/10.3389/fmars.2019.00383openalex-snapshot
Relative Impacts of Simultaneous Stressors on a Pelagic Marine Ecosystem
inferred← citeshttps://doi.org/10.3389/fmars.2019.00775openalex-snapshot
Integrated Modeling to Evaluate Climate Change Impacts on Coupled Social-Ecological Systems in Alaska
inferred← citeshttps://doi.org/10.3389/fmars.2020.00124openalex-snapshot
Ensemble Projections of Future Climate Change Impacts on the Eastern Bering Sea Food Web Using a Multispecies Size Spectrum Model
inferred← citeshttps://doi.org/10.3389/fmars.2020.524463openalex-snapshot
Modeling the Dynamics of Multispecies Fisheries: A Case Study in the Coastal Water of North Yellow Sea, China
inferred← citeshttps://doi.org/10.3389/fmars.2021.700534openalex-snapshot
The Use of a Length-Structured Multispecies Model Fitted Directly to Data in Near-Real Time as a Viable Tool for Advice
inferred← citeshttps://doi.org/10.3389/fmars.2022.841909openalex-snapshot
The Response of North Sea Ecosystem Functional Groups to Warming and Changes in Fishing
inferred← citeshttps://doi.org/10.3389/fmars.2022.876488openalex-snapshot
Atlantic Cod Growth History in Flemish Cap Between 1981 and 2016: The Impact of Fishing and Climate on Growth Performance
inferred← citeshttps://doi.org/10.3389/fmars.2023.1206506openalex-snapshot
Metabolic prioritization of fish in hypoxic waters: an integrative modeling approach
inferred← citeshttps://doi.org/10.3389/fmars.2025.1540055openalex-snapshot
Mesophotic thermal refuge modelling shows mitigated reductions in fisheries productivity during marine heatwaves
inferred← citeshttps://doi.org/10.3390/fishes9100372openalex-snapshot
Systematic Review of Multi-Species Models in Fisheries: Key Features and Current Trends
inferred← citeshttps://doi.org/10.5194/essd-17-2447-2025openalex-snapshot
Fish functional groups of the North Atlantic and Arctic oceans
inferred← citeshttps://doi.org/10.7717/peerj.11712openalex-snapshot
From data compilation to model validation: comparing three ecosystem models of the Tasman and Golden Bays, New Zealand
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