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Modeling Landscape Use for Ungulates: Forgotten Tenets of Ecology, Management, and Inference

https://doi.org/10.3389/fevo.2020.00211

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What this work says

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

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Estimating resource selection with count data

inferredcites →https://doi.org/10.1002/ecs2.1769openalex-snapshot

Seasonal resource selection by introduced mountain goats in the southwest Greater Yellowstone Area

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Across scales, pronghorn select sagebrush, avoid fences, and show negative responses to anthropogenic features in winter

inferredcites →https://doi.org/10.1002/ecs2.2864openalex-snapshot

Behavioral changes and nutritional consequences to elk (Cervus canadensis) avoiding perceived risk from human hunters

inferredcites →https://doi.org/10.1002/ecy.2618openalex-snapshot

Antipredator response diminishes during periods of resource deficit for a large herbivore

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Conserving transboundary wildlife migrations: recent insights from the Greater Yellowstone Ecosystem

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Avoiding the scale sampling problem: A consilient solution

inferredcites →https://doi.org/10.1002/jwmg.21203openalex-snapshot

Landscape attributes explain migratory caribou vulnerability to sport hunting

inferredcites →https://doi.org/10.1002/jwmg.21258openalex-snapshot

Security areas for elk during archery and rifle hunting seasons

inferredcites →https://doi.org/10.1002/jwmg.21484openalex-snapshot

Multiscale models of habitat use by mule deer in winter

inferredcites →https://doi.org/10.1002/jwmg.21638openalex-snapshot

Elk forage and risk tradeoffs during the fall archery season

inferredcites →https://doi.org/10.1002/jwmg.21759openalex-snapshot

A collaborative approach to bridging the gap between wildlife managers and researchers

inferredcites →https://doi.org/10.1002/jwmg.21781openalex-snapshot

Hiding Without Cover? Defining Elk Security in a Beetle‐Killed Forest

inferredcites →https://doi.org/10.1002/jwmg.21806openalex-snapshot

Summer Habitat Use of Female Mule Deer in Oregon

inferredcites →https://doi.org/10.1002/jwmg.21823openalex-snapshot

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Nutritional ecology of elk during summer and autumn in the Pacific Northwest

inferredcites →https://doi.org/10.1002/wmon.1033openalex-snapshot

Modeling Elk Nutrition and Habitat Use in Western Oregon and Washington

inferredcites →https://doi.org/10.1002/wsb.940openalex-snapshot

Comparison of aerial survey methods for elk in Arizona

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The modifiable areal unit problem and implications for landscape ecology

inferredcites →https://doi.org/10.1007/s00265-014-1871-zopenalex-snapshot

Home sweet home: fitness consequences of site familiarity in female black-tailed deer

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Toward an ecological synthesis: a case for habitat selection

inferredcites →https://doi.org/10.1007/s00442-008-1051-9openalex-snapshot

The scale-dependent impact of wolf predation risk on resource selection by three sympatric ungulates

inferredcites →https://doi.org/10.1007/s10344-012-0665-8openalex-snapshot

Habitat use under predation risk: hunting, roads and human dwellings influence the spatial behaviour of roe deer

inferredcites →https://doi.org/10.1007/s10344-013-0720-0openalex-snapshot

Normalized difference vegetation index (NDVI) as a predictor of forage availability for ungulates in forest and field habitats

inferredcites →https://doi.org/10.1007/s10980-005-2075-8openalex-snapshot

Scales of movement by elk (Cervus elaphus) in response to heterogeneity in forage resources and predation risk

inferredcites →https://doi.org/10.1007/s10980-010-9538-2openalex-snapshot

Past, present and future of wild ungulates in relation to changes in land use

inferredcites →https://doi.org/10.1007/s10980-015-0298-xopenalex-snapshot

Grain-dependent functional responses in habitat selection

inferredcites →https://doi.org/10.1007/s10980-016-0374-xopenalex-snapshot

Multi-scale habitat selection modeling: a review and outlook

inferredcites →https://doi.org/10.1007/s13364-017-0321-5openalex-snapshot

Challenges and science-based implications for modern management and conservation of European ungulate populations

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Adaptive environmental assessment and management

inferredcites →https://doi.org/10.1016/0169-5347(89)90079-7openalex-snapshot

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inferredcites →https://doi.org/10.1016/0304-3800(95)00152-2openalex-snapshot

Testing ecological models: the meaning of validation

inferredcites →https://doi.org/10.1016/b978-012497781-5/50003-7openalex-snapshot

Experimental Design for Radiotelemetry Studies

inferredcites →https://doi.org/10.1016/j.anbehav.2012.06.032openalex-snapshot

Temperature-mediated habitat use and selection by a heat-sensitive northern ungulate

inferredcites →https://doi.org/10.1016/j.anbehav.2015.01.012openalex-snapshot

An adaptive behavioural response to hunting: surviving male red deer shift habitat at the onset of the hunting season

inferredcites →https://doi.org/10.1016/j.apgeog.2016.09.025openalex-snapshot

Mapping resource selection functions in wildlife studies: Concerns and recommendations

inferredcites →https://doi.org/10.1016/j.biocon.2010.04.007openalex-snapshot

Dynamic wildlife habitat models: Seasonal foods and mortality risk predict occupancy-abundance and habitat selection in grizzly bears

inferredcites →https://doi.org/10.1016/j.biocon.2014.11.041openalex-snapshot

Nature reserve requirements for landscape-dependent ungulates: The case of endangered takin (Budorcas taxicolor) in Southwestern China

inferredcites →https://doi.org/10.1016/j.biocon.2014.11.048openalex-snapshot

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inferredcites →https://doi.org/10.1016/j.ecocom.2008.10.011openalex-snapshot

Factors limiting our understanding of ecological scale

inferredcites →https://doi.org/10.1016/j.ecoinf.2015.06.007openalex-snapshot

Caveats for correlative species distribution modeling

inferredcites →https://doi.org/10.1016/j.ecolind.2015.10.017openalex-snapshot

The Enhanced Vegetation Index (EVI) as a proxy for diet quality and composition in a mountain ungulate

inferredcites →https://doi.org/10.1016/j.ecolmodel.2005.09.001openalex-snapshot

Adaptive management for reintroductions: Updating a wolf recovery model for Yellowstone National Park

inferredcites →https://doi.org/10.1016/j.ecolmodel.2007.11.008openalex-snapshot

Rethinking receiver operating characteristic analysis applications in ecological niche modeling

inferredcites →https://doi.org/10.1016/j.ecolmodel.2014.10.013openalex-snapshot

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inferredcites →https://doi.org/10.1016/j.ecolmodel.2015.03.003openalex-snapshot

Process-focussed, multi-grain resource selection functions

inferredcites →https://doi.org/10.1016/j.envsoft.2015.11.016openalex-snapshot

Modelling with stakeholders – Next generation

inferredcites →https://doi.org/10.1016/j.foreco.2003.12.018openalex-snapshot

Modelling the cost of roe deer browsing damage to forestry

inferredcites →https://doi.org/10.1016/j.isprsjprs.2014.09.002openalex-snapshot

Global land cover mapping at 30 m resolution: A POK-based operational approach

inferredcites →https://doi.org/10.1016/j.isprsjprs.2016.03.012openalex-snapshot

An automated, open-source pipeline for mass production of digital elevation models (DEMs) from very-high-resolution commercial stereo satellite imagery

inferredcites →https://doi.org/10.1016/j.jenvman.2010.10.063openalex-snapshot

Pathology and failure in the design and implementation of adaptive management

inferredcites →https://doi.org/10.1016/j.jenvman.2012.07.032openalex-snapshot

Collaboration in natural resource governance: Reconciling stakeholder expectations in deer management in Scotland

inferredcites →https://doi.org/10.1016/j.tree.2018.08.001openalex-snapshot

Outstanding Challenges in the Transferability of Ecological Models

inferredcites →https://doi.org/10.1016/s0169-5347(99)01593-1openalex-snapshot

Relating populations to habitats using resource selection functions

inferredcites →https://doi.org/10.1016/s0304-3800(02)00200-4openalex-snapshot

Evaluating resource selection functions

inferredcites →https://doi.org/10.1016/s0378-1127(00)00585-5openalex-snapshot

Overstory–understory biomass changes over a 35-year period in southcentral Oregon

inferredcites →https://doi.org/10.1016/s0378-1127(03)00135-xopenalex-snapshot

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A review of methods for the assessment of prediction errors in conservation presence/absence models

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inferredcites →https://doi.org/10.1038/nature25753openalex-snapshot

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inferredcites →https://doi.org/10.1073/pnas.1414374112openalex-snapshot

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inferredcites →https://doi.org/10.1080/00207233.2013.800383openalex-snapshot

The role of hunting in North American wildlife conservation

inferredcites →https://doi.org/10.1080/00207233.2013.804748openalex-snapshot

Conservation and management of ungulates in North America

inferredcites →https://doi.org/10.1080/13658816.2013.776684openalex-snapshot

Scale dependence in habitat selection: the case of the endangered brown bear (Ursus arctos) in the Cantabrian Range (NW Spain)

inferredcites →https://doi.org/10.1093/condor/109.4.980openalex-snapshot

Wildlife-habitat Relationships: Concepts and Applications

inferredcites →https://doi.org/10.1093/cz/zoy035openalex-snapshot

Human-induced environmental changes influence habitat use by an ungulate over the long term

inferredcites →https://doi.org/10.1093/forestry/65.2.145openalex-snapshot

A Review of Damage by Mammals in North Temperate Forests: 1. Deer

inferredcites →https://doi.org/10.1093/forestry/cpz017openalex-snapshot

A century of changing fire management alters ungulate forage in a wildfire-dominated landscape

inferredcites →https://doi.org/10.1098/rspb.2006.3486openalex-snapshot

Lifetime reproductive success and density-dependent, multi-variable resource selection

inferredcites →https://doi.org/10.1098/rspb.2012.1700openalex-snapshot

Avoidance of roads and selection for recent cutovers by threatened caribou: fitness-rewarding or maladaptive behaviour?

inferredcites →https://doi.org/10.1098/rspb.2018.2911openalex-snapshot

Predicting population change from models based on habitat availability and utilization

inferredcites →https://doi.org/10.1098/rstb.2010.0085openalex-snapshot

Habitat–performance relationships: finding the right metric at a given spatial scale

inferredcites →https://doi.org/10.1098/rstb.2010.0087openalex-snapshot

Distinguishing technology from biology: a critical review of the use of GPS telemetry data in ecology

inferredcites →https://doi.org/10.1098/rstb.2011.0115openalex-snapshot

Community structure and diversity of tropical forest mammals: data from a global camera trap network

inferredcites →https://doi.org/10.1111/1365-2656.12141openalex-snapshot

Selection, use, choice and occupancy: clarifying concepts in resource selection studies

inferredcites →https://doi.org/10.1111/1365-2656.12359openalex-snapshot

REVIEW: Can habitat selection predict abundance?

inferredcites →https://doi.org/10.1111/1365-2656.12991openalex-snapshot

Native forage mediates influence of irrigated agriculture on migratory behaviour of elk

inferredcites →https://doi.org/10.1111/1365-2656.13087openalex-snapshot

Accounting for individual‐specific variation in habitat‐selection studies: Efficient estimation of mixed‐effects models using Bayesian or frequentist computation

inferredcites →https://doi.org/10.1111/1365-2664.12400openalex-snapshot

Adjustments in habitat selection to changing availability induce fitness costs for a threatened ungulate

inferredcites →https://doi.org/10.1111/1365-2664.12432openalex-snapshot

REVIEW: Wildlife camera trapping: a review and recommendations for linking surveys to ecological processes

inferredcites →https://doi.org/10.1111/1365-2664.12610openalex-snapshot

Ungulate distributions in a rangeland with competitors, predators and pastoralists

inferredcites →https://doi.org/10.1111/1365-2664.13445openalex-snapshot

All routes are not created equal: An ungulate's choice of migration route can influence its survival

inferredcites →https://doi.org/10.1111/2041-210x.12737openalex-snapshot

Inference of selection gradients using performance measures as fitness proxies

inferredcites →https://doi.org/10.1111/btp.12651openalex-snapshot

NDVI is not reliable as a surrogate of forage abundance for a large herbivore in tropical forest habitat

inferredcites →https://doi.org/10.1111/cobi.12560openalex-snapshot

Knowledge co‐production and boundary work to promote implementation of conservation plans

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Practical solutions for making models indispensable in conservation decision‐making

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Predicting range shifts of Asian elephants under global change

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Cross‐validation strategies for data with temporal, spatial, hierarchical, or phylogenetic structure

inferredcites →https://doi.org/10.1111/ele.13348openalex-snapshot

Forecasting species range dynamics with process‐explicit models: matching methods to applications

inferredcites →https://doi.org/10.1111/gcb.13919openalex-snapshot

Projecting the future of an alpine ungulate under climate change scenarios

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Individual access to preferred habitat affects fitness components in female roe deer Capreolus capreolus

inferredcites →https://doi.org/10.1111/j.1365-2656.2006.01106.xopenalex-snapshot

Application of random effects to the study of resource selection by animals

inferredcites →https://doi.org/10.1111/j.1365-2656.2009.01613.xopenalex-snapshot

Considering ecological dynamics in resource selection functions

inferredcites →https://doi.org/10.1111/j.1365-2664.2006.01214.xopenalex-snapshot

Assessing the accuracy of species distribution models: prevalence, kappa and the true skill statistic (TSS)

inferredcites →https://doi.org/10.1111/j.1365-2664.2009.01626.xopenalex-snapshot

Can managers inform models? Integrating local knowledge into models of red deer habitat use

inferredcites →https://doi.org/10.1111/j.1461-0248.2007.01109.xopenalex-snapshot

The need for integrative approaches to understand and conserve migratory ungulates

inferredcites →https://doi.org/10.1111/j.1600-0587.2010.06953.xopenalex-snapshot

New trends in species distribution modelling

inferredcites →https://doi.org/10.1111/j.1937-2817.2010.tb01236.xopenalex-snapshot

Uninformative Parameters and Model Selection Using Akaike's Information Criterion

inferredcites →https://doi.org/10.1111/j.2041-210x.2011.00182.xopenalex-snapshot

Likelihood analysis of species occurrence probability from presence‐only data for modelling species distributions

inferredcites →https://doi.org/10.1146/annurev.ecolsys.31.1.367openalex-snapshot

Temporal Variation in Fitness Components and Population Dynamics of Large Herbivores

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Moving toward the Deliberate Coproduction of Climate Science Knowledge

inferredcites →https://doi.org/10.1201/9781315140056openalex-snapshot

Computer Intensive Statistical Methods

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Population and habitat use of Asian elephants (Elephas maximus) and five ungulate species in Khao Ang Rue Nai Wildlife Sanctuary, Chachoengsao Province, Thailand

inferredcites →https://doi.org/10.1371/journal.pone.0050611openalex-snapshot

Effects of Humans on Behaviour of Wildlife Exceed Those of Natural Predators in a Landscape of Fear

inferredcites →https://doi.org/10.1371/journal.pone.0219128openalex-snapshot

Linking forest management to moose population trends: The role of the nutritional landscape

inferredcites →https://doi.org/10.1560/ijee.54.3-4.389openalex-snapshot

Accounting for Fitness: Combining Survival and Selection when Assessing Wildlife-Habitat Relationships

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CLIMATE, HABITAT QUALITY, AND FITNESS IN NORTHERN SPOTTED OWL POPULATIONS IN NORTHWESTERN CALIFORNIA

inferredcites →https://doi.org/10.1890/06-0875openalex-snapshot

EARLY ONSET OF VEGETATION GROWTH VS. RAPID GREEN-UP: IMPACTS ON JUVENILE MOUNTAIN UNGULATES

inferredcites →https://doi.org/10.1890/06-0957.1openalex-snapshot

ANALYZING ANIMAL MOVEMENTS USING BROWNIAN BRIDGES

inferredcites →https://doi.org/10.1890/06-1974.1openalex-snapshot

LIFETIME REPRODUCTIVE SUCCESS AND COMPOSITION OF THE HOME RANGE IN A LARGE HERBIVORE

inferredcites →https://doi.org/10.1890/08-0576.1openalex-snapshot

Temporal scales, trade‐offs, and functional responses in red deer habitat selection

inferredcites →https://doi.org/10.1890/08-2034.1openalex-snapshot

Identifying and prioritizing ungulate migration routes for landscape‐level conservation

inferredcites →https://doi.org/10.1890/11-0826.1openalex-snapshot

Cross‐validation of species distribution models: removing spatial sorting bias and calibration with a null model

inferredcites →https://doi.org/10.1890/11-1610.1openalex-snapshot

Transcending scale dependence in identifying habitat with resource selection functions

inferredcites →https://doi.org/10.1890/13-1273.1openalex-snapshot

Behavior and nutritional condition buffer a large‐bodied endotherm against direct and indirect effects of climate

inferredcites →https://doi.org/10.1890/14-0661.1openalex-snapshot

A guide to Bayesian model selection for ecologists

inferredcites →https://doi.org/10.1890/14-2244.1openalex-snapshot

Establishing the link between habitat selection and animal population dynamics

inferredcites →https://doi.org/10.1890/15-1471.1openalex-snapshot

Model selection and assessment for multi‐species occupancy models

inferredcites →https://doi.org/10.1890/es15-00273.1openalex-snapshot

Summer range occupancy modeling of non‐native mountain goats in the greater Yellowstone area

inferredcites →https://doi.org/10.2193/0022-541x(2006)70[283:eoesrn]2.0.co;2openalex-snapshot

Estimates of Elk Summer Range Nutritional Carrying Capacity Constrained by Probabilities of Habitat Selection

inferredcites →https://doi.org/10.2193/0022-541x(2006)70[396:whsomd]2.0.co;2openalex-snapshot

Winter Habitat Selection of Mule Deer Before and During Development of a Natural Gas Field

inferredcites →https://doi.org/10.2193/2008-593openalex-snapshot

Changes in Elk Resource Selection and Distributions Associated With a Late‐Season Elk Hunt

inferredcites →https://doi.org/10.2307/1937156openalex-snapshot

The Comparison of Usage and Availability Measurements for Evaluating Resource Preference

inferredcites →https://doi.org/10.2307/1942661openalex-snapshot

Pseudoreplication and the Design of Ecological Field Experiments

inferredcites →https://doi.org/10.2307/2389612openalex-snapshot

Spatial Scaling in Ecology

inferredcites →https://doi.org/10.2307/2426129openalex-snapshot

Winter Forages and Diets of Elk in Old-Growth and Regenerating Coniferous Forests in Western Washington

inferredcites →https://doi.org/10.2307/2531565openalex-snapshot

Adaptive Management of Renewable Resources.

inferredcites →https://doi.org/10.2307/2983440openalex-snapshot

Model Uncertainty, Data Mining and Statistical Inference

inferredcites →https://doi.org/10.2307/3802737openalex-snapshot

Elk Distribution and Modeling in Relation to Roads

inferredcites →https://doi.org/10.2307/3802789openalex-snapshot

The Insignificance of Statistical Significance Testing

inferredcites →https://doi.org/10.2307/3802926openalex-snapshot

The Importance of Replication in Wildlife Research

inferredcites →https://doi.org/10.2307/3803012openalex-snapshot

A Proposed Research Emphasis to Overcome the Limits of Wildlife-Habitat Relationship Studies

inferredcites →https://doi.org/10.2307/3803138openalex-snapshot

Predicting Population Trends of Mule Deer

inferredcites →https://doi.org/10.2307/3807913openalex-snapshot

Wildlife Science: Gaining Reliable Knowledge

inferredcites →https://doi.org/10.2737/pnw-gtr-232openalex-snapshot

Alchemy and uncertainty: What good are models?

inferredcites →https://doi.org/10.2980/16-2-3238openalex-snapshot

Habitat selection at multiple scales

inferredcites →https://doi.org/10.2981/08-057openalex-snapshot

Internal Validation of Predictive Logistic Regression Models for Decision‐Making in Wildlife Management

inferredcites →https://doi.org/10.2981/0909-6396(2008)14[92:huasbr]2.0.co;2openalex-snapshot

Habitat use and separation between red deer Cervus elaphus xanthopygus and roe deer Capreolus pygargus bedfordi in relation to human disturbance in the Wandashan Mountains, northeastern China

inferredcites →https://doi.org/10.3133/fs20143052openalex-snapshot

Remote sensing of land surface phenology

inferredcites →https://doi.org/10.3354/cr00936openalex-snapshot

The Normalized Difference Vegetation Index (NDVI): unforeseen successes in animal ecology

inferredcites →https://doi.org/10.3389/fevo.2020.00098openalex-snapshot

Nutritional-Landscape Models Link Habitat Use to Condition of Mule Deer (Odocoileus hemionus)

inferredcites →https://doi.org/10.3398/064.073.0414openalex-snapshot

Seasonal Habitat Selection by Elk in North Central Utah

What points at this work

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

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Ndvi Derived Relative Greenness as a Predictor of Resource Selection by an Arid Savanna Grazer

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Influence of Landscape Characteristics on Hunter Space Use and Success

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Behavioral responses of male elk to hunting risk

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Black‐tailed deer seasonal habitat selection: accounting for missing global positioning system fixes

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Sex and diel period influence patterns of resource selection in elk

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Refuges alter elk distribution: a case study of public and private land management strategies

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Biotic and abiotic drivers of dispersion dynamics in a large-bodied tropical vertebrate, the Western Bornean orangutan

inferred← citeshttps://doi.org/10.1016/j.ecolmodel.2024.110991openalex-snapshot

Variability in habitat selection between herds for a widespread ungulate

inferred← citeshttps://doi.org/10.1016/j.envc.2026.101635openalex-snapshot

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inferred← citeshttps://doi.org/10.1016/j.jenvman.2025.126483openalex-snapshot

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inferred← citeshttps://doi.org/10.1016/j.rama.2020.12.002openalex-snapshot

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inferred← citeshttps://doi.org/10.1016/j.rama.2023.04.007openalex-snapshot

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inferred← citeshttps://doi.org/10.1111/faf.12621openalex-snapshot

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inferred← citeshttps://doi.org/10.1186/s13595-024-01235-wopenalex-snapshot

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inferred← citeshttps://doi.org/10.1186/s40462-023-00378-1openalex-snapshot

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inferred← citeshttps://doi.org/10.1186/s40462-023-00445-7openalex-snapshot

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inferred← citeshttps://doi.org/10.3389/fevo.2024.1377214openalex-snapshot

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inferred← citeshttps://doi.org/10.3390/ani15182701openalex-snapshot

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inferred← citeshttps://doi.org/10.3390/d15010114openalex-snapshot

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inferred← citeshttps://doi.org/10.3390/f16071079openalex-snapshot

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inferred← citeshttps://doi.org/10.3390/wild3010011openalex-snapshot

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inferred← citeshttps://doi.org/10.3996/jfwm-21-091openalex-snapshot

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inferred← citeshttps://doi.org/10.6084/m9.figshare.26580620openalex-snapshot

Additional file 1 of Changes in selection of resources with reproductive state in a montane ungulate

inferred← citeshttps://doi.org/10.6084/m9.figshare.26580623openalex-snapshot

Additional file 2 of Changes in selection of resources with reproductive state in a montane ungulate

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