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Habitat Choice of Red Foxes on Ocean Beaches and Coastal Dunes: Habitat Generalists or Nuanced Use? Olivia Kimber Prof. Thomas Schlacher, Dr. Ben Gilby, Dr. Andrew Olds

Habitat Choice of Red Foxes on Ocean Beaches and Coastal Dunes… · 2019-06-05 · Beaches and Coastal Dunes: Habitat Generalists or Nuanced Use? Olivia Kimber Prof. Thomas Schlacher,

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Page 1: Habitat Choice of Red Foxes on Ocean Beaches and Coastal Dunes… · 2019-06-05 · Beaches and Coastal Dunes: Habitat Generalists or Nuanced Use? Olivia Kimber Prof. Thomas Schlacher,

Habitat Choice of Red Foxes on Ocean Beaches and Coastal Dunes: Habitat

Generalists or Nuanced Use?

Olivia KimberProf. Thomas Schlacher, Dr. Ben Gilby, Dr. Andrew Olds

Page 2: Habitat Choice of Red Foxes on Ocean Beaches and Coastal Dunes… · 2019-06-05 · Beaches and Coastal Dunes: Habitat Generalists or Nuanced Use? Olivia Kimber Prof. Thomas Schlacher,

The Red Fox

Red fox(Vulpes vulpes)

Arctic

Woodland

Desert

Forest

Ocean beach ecosystems

Page 3: Habitat Choice of Red Foxes on Ocean Beaches and Coastal Dunes… · 2019-06-05 · Beaches and Coastal Dunes: Habitat Generalists or Nuanced Use? Olivia Kimber Prof. Thomas Schlacher,

Habitat Selection

No study has comprehensively assessed

red fox habitat selection along ocean

beaches

- Foxes commonly occur on beaches

- Foxes impact beach fauna

- Uniform landscape, fauna affected by

landward habitat

Page 4: Habitat Choice of Red Foxes on Ocean Beaches and Coastal Dunes… · 2019-06-05 · Beaches and Coastal Dunes: Habitat Generalists or Nuanced Use? Olivia Kimber Prof. Thomas Schlacher,

Habitat Selection

What features have previously been

identified to shape fox distribution?

Literature synthesis:

• 221 potential articles

• Summarised 73 habitat selection articles

• 106 different predictor variables identified

• Determined positive ( ), negative ( ), or no

association (-) with fox distribution

Page 5: Habitat Choice of Red Foxes on Ocean Beaches and Coastal Dunes… · 2019-06-05 · Beaches and Coastal Dunes: Habitat Generalists or Nuanced Use? Olivia Kimber Prof. Thomas Schlacher,

Habitat Selection

Literature synthesis results: generally no

consensus on fox habitat selection

For example

Urbanisation: -

Farmland: - - - - - - -

Grassland: - - - - - - - -

Shrubland: - - - - - -

Heathland: - -

Wetland: - - - - - - - -

Water body: - -

… 106 environmental variables

Page 6: Habitat Choice of Red Foxes on Ocean Beaches and Coastal Dunes… · 2019-06-05 · Beaches and Coastal Dunes: Habitat Generalists or Nuanced Use? Olivia Kimber Prof. Thomas Schlacher,

Research Question

Do red foxes have any associations with

the landscape attributes of beaches and

coastal dunes?

Aim:

To determine what features of coastal ecosystems

shape the distribution of foxes along ocean

beaches

Hypothesis:

It is predicted red foxes have few associations

with the landscape attributes of beaches and

coastal dunes

Page 7: Habitat Choice of Red Foxes on Ocean Beaches and Coastal Dunes… · 2019-06-05 · Beaches and Coastal Dunes: Habitat Generalists or Nuanced Use? Olivia Kimber Prof. Thomas Schlacher,

Study area:

• South East Queensland, Australia

• ~108km: Double Island Point to Caloundra

• Ideal coastline to study fox habitat selection

Study site selection

• Stratified random distribution of sites

• 192 sites

Study Design

Page 8: Habitat Choice of Red Foxes on Ocean Beaches and Coastal Dunes… · 2019-06-05 · Beaches and Coastal Dunes: Habitat Generalists or Nuanced Use? Olivia Kimber Prof. Thomas Schlacher,

Site Design

• 2 cameras (one video, one photo)

• Baited with mullet (Mugil cephalus)

• Deployed for 48 hours

• Bait and SD cards replaced every 12 hours

Methods

Page 9: Habitat Choice of Red Foxes on Ocean Beaches and Coastal Dunes… · 2019-06-05 · Beaches and Coastal Dunes: Habitat Generalists or Nuanced Use? Olivia Kimber Prof. Thomas Schlacher,

Camera mode (3 photo burst) Video mode (10 seconds)

Methods

Page 10: Habitat Choice of Red Foxes on Ocean Beaches and Coastal Dunes… · 2019-06-05 · Beaches and Coastal Dunes: Habitat Generalists or Nuanced Use? Olivia Kimber Prof. Thomas Schlacher,

Environmental Variables

Initial variables

• Urban land cover*• Distance to human settlement• Domestic dogs• Total road length*• Number of access points*• Reserve area*• Forest cover*• Distance to estuary• Low lying areas/wetlands*• Water body*• Dune height• Terrain rugosity*• Fox control type*• Fox removal*

* Within a 1.6 Km radius of the site

Urban landscapes

Connectivity

Geomorphology

Fox control

Page 11: Habitat Choice of Red Foxes on Ocean Beaches and Coastal Dunes… · 2019-06-05 · Beaches and Coastal Dunes: Habitat Generalists or Nuanced Use? Olivia Kimber Prof. Thomas Schlacher,

Environmental Variables

Initial variables

• Urban land cover• Distance to human settlement• Domestic dogs• Total road length• Number of access points• Reserve area • Forest cover• Distance to estuary• Low lying areas/wetlands• Water body• Dune height• Terrain rugosity• Fox control type • Fox removal

Urban landscapes

Connectivity

Geomorphology

Fox control

Page 12: Habitat Choice of Red Foxes on Ocean Beaches and Coastal Dunes… · 2019-06-05 · Beaches and Coastal Dunes: Habitat Generalists or Nuanced Use? Olivia Kimber Prof. Thomas Schlacher,

Environmental Variables

Excluded variables

• Distance to human settlement

• Total road length

• Reserve area

• Forest cover

• Distance to estuary

• Fox control type

Reason for exclusion:

• Pearson’s correlation coefficient > 0.7

• More support in the literature, and/or

• More relevant to the coastal ecosystem

studied

Page 13: Habitat Choice of Red Foxes on Ocean Beaches and Coastal Dunes… · 2019-06-05 · Beaches and Coastal Dunes: Habitat Generalists or Nuanced Use? Olivia Kimber Prof. Thomas Schlacher,

Environmental Variables

Remaining variables

• Urban land cover

• Domestic dogs

• Number of access points

• Low lying areas/wetlands

• Water body

• Dune height

• Terrain rugosity

• Fox removal

Page 14: Habitat Choice of Red Foxes on Ocean Beaches and Coastal Dunes… · 2019-06-05 · Beaches and Coastal Dunes: Habitat Generalists or Nuanced Use? Olivia Kimber Prof. Thomas Schlacher,

Data Analysis

Modelling

• Generalized additive model (GAM)

• Fox presence/absence at site over two

consecutive nights (binomial)

Model simplification

• Multi-model inference (dredge function)

• Best fit: delta Akaike Information Criterion (AIC)

values < 2

• Weighted AIC to determine importance

Page 15: Habitat Choice of Red Foxes on Ocean Beaches and Coastal Dunes… · 2019-06-05 · Beaches and Coastal Dunes: Habitat Generalists or Nuanced Use? Olivia Kimber Prof. Thomas Schlacher,

Results

Fox control/removal

• Analysis on south of Noosa only (114 sites)

• Determined to be the least important predictor

• Importance = 0.17, p-value = 0.18

• Fox control excluded from further analysis

Mullet weight

• Mean weight = 531 g, s.e. = 3.68

• Generalised linear model

• Did not significantly influence fox presence

• P-value = 0.19

Page 16: Habitat Choice of Red Foxes on Ocean Beaches and Coastal Dunes… · 2019-06-05 · Beaches and Coastal Dunes: Habitat Generalists or Nuanced Use? Olivia Kimber Prof. Thomas Schlacher,

Double Island Point to Noosa River (78 sites)

56 x 72% of sites had foxes

Noosa River to Caloundra (114 sites)

41 x 36% of sites had foxes

Results: Occupancy

Page 17: Habitat Choice of Red Foxes on Ocean Beaches and Coastal Dunes… · 2019-06-05 · Beaches and Coastal Dunes: Habitat Generalists or Nuanced Use? Olivia Kimber Prof. Thomas Schlacher,

Double Island PointDouble Island Point to Noosa River (78 sites)

56 x 72% of sites had foxes

Noosa River to Caloundra (114 sites)

41 x 36% of sites had foxes

Results: Occupancy

Page 18: Habitat Choice of Red Foxes on Ocean Beaches and Coastal Dunes… · 2019-06-05 · Beaches and Coastal Dunes: Habitat Generalists or Nuanced Use? Olivia Kimber Prof. Thomas Schlacher,

Model Variable 1 Variable 2 Variable 3 Variable 4 df ∆ AICc

1 Dune height * Urban land cover * Terrain rugosity * Water body ns 9 -

2 Dune height * Urban land cover * Terrain rugosity * 8 0.79

3 Dune height * Urban land cover * Terrain rugosity * Domestic dog presence ns 9 0.90

4 Dune height * Urban land cover * Terrain rugosity * Number of access points ns 9 1.10

Results: Model Selection

Page 19: Habitat Choice of Red Foxes on Ocean Beaches and Coastal Dunes… · 2019-06-05 · Beaches and Coastal Dunes: Habitat Generalists or Nuanced Use? Olivia Kimber Prof. Thomas Schlacher,

Results: Directionality

Page 20: Habitat Choice of Red Foxes on Ocean Beaches and Coastal Dunes… · 2019-06-05 · Beaches and Coastal Dunes: Habitat Generalists or Nuanced Use? Olivia Kimber Prof. Thomas Schlacher,

Results: Heat map

Double Island Point

Teewah

Teewah

Noosa

Coolum

Coolum

Maroochydore

Caloundra

Page 21: Habitat Choice of Red Foxes on Ocean Beaches and Coastal Dunes… · 2019-06-05 · Beaches and Coastal Dunes: Habitat Generalists or Nuanced Use? Olivia Kimber Prof. Thomas Schlacher,

Results: Heat map

Double Island Point

Noosa

Coolum

Coolum

Caloundra

Page 22: Habitat Choice of Red Foxes on Ocean Beaches and Coastal Dunes… · 2019-06-05 · Beaches and Coastal Dunes: Habitat Generalists or Nuanced Use? Olivia Kimber Prof. Thomas Schlacher,

Discussion: Dune Landforms

Dune height & terrain ruggedness:

• More foxes in areas with tall continuous

dunes

• These dunes may restrict foxes to linear

ranging along the beach

• Preferred denning conditions (sandy,

well-drained soil)

• Wind dynamics allow easier detection of

bait

Page 23: Habitat Choice of Red Foxes on Ocean Beaches and Coastal Dunes… · 2019-06-05 · Beaches and Coastal Dunes: Habitat Generalists or Nuanced Use? Olivia Kimber Prof. Thomas Schlacher,

Discussion: City Foxes

Urbanisation:

• Fewer foxes in more urbanised areas

• Few suitable denning areas.

• Influence of domestic dogs (in

backyards)?

• Are small coastal reserves harbouring

urban foxes?

Page 24: Habitat Choice of Red Foxes on Ocean Beaches and Coastal Dunes… · 2019-06-05 · Beaches and Coastal Dunes: Habitat Generalists or Nuanced Use? Olivia Kimber Prof. Thomas Schlacher,

Discussion: Fox Management

Fox control:

• No significant effect of current fox

control practices

• Recruitment by foxes into vacated

territories?

• Necessity for landscape-scale land

management

Page 25: Habitat Choice of Red Foxes on Ocean Beaches and Coastal Dunes… · 2019-06-05 · Beaches and Coastal Dunes: Habitat Generalists or Nuanced Use? Olivia Kimber Prof. Thomas Schlacher,

Conclusion

First comprehensive assessment of fox habitat associations in coastal zone.

Red foxes have clear associations with the landscape attributes of beaches and coastal dunes.

Page 26: Habitat Choice of Red Foxes on Ocean Beaches and Coastal Dunes… · 2019-06-05 · Beaches and Coastal Dunes: Habitat Generalists or Nuanced Use? Olivia Kimber Prof. Thomas Schlacher,

Thank You