Jemma K. Cripps’s research while affiliated with Victoria State Government - Department of Environment, Land, Water and Planning and other places

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Publications (9)


Unburnt refugia support post-fire population recovery of a threatened arboreal marsupial, Leadbeater’s possum
  • Article

January 2024

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43 Reads

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2 Citations

Forest Ecology and Management

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Paul D Moloney

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Jemma K Cripps

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[...]

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Large wildfires have the potential to create heterogeneous landscapes in forest ecosystems. Range-restricted species in fire-prone regions have evolved to persist in the face of periodic disturbance due to wildfire. However , the factors that enable them to do so are often poorly understood. Whether post-fire population recovery is driven by survival of individuals within the burnt area (in situ recovery) or by recolonisation from unburnt habitat outside the fire perimeter (ex situ recovery), and over what timeframe this occurs, is valuable knowledge for conservation management. Understanding post-fire population dynamics is important when considering whether management interventions are required to prevent local extinctions. We examined the influence of fire-derived landscape context on site occupancy by the critically endangered Leadbeater's possum Gymnobelideus leadbeateri in southeastern Australia, 6-11 years after a large wildfire in 2009. Our aim was to assess whether site occupancy was influenced by fire extent in the local landscape, distance from unburnt habitat outside the fire perimeter, and/or pre-fire disturbance history. We used arboreal camera trapping to survey Leadbeater's pos-sums within the burnt area, using 732 cameras at 245 sites. We used occupancy modelling to estimate the effects on site occupancy of (1) unburnt habitat surrounding sites (500 m radius), (2) distance from unburnt habitat at the fire perimeter, and (3) whether the site had been disturbed by either fire or timber harvesting in the decades prior to the 2009 fire. Leadbeater's possums were detected at 78 of the 245 sites (32 %). Site occupancy was positively influenced by the presence of unburnt habitat within 500 m, and was higher at sites that had experienced disturbance between the 2009 fire and the previous major wildfire in 1939. Proximity to unburnt habitat outside the fire perimeter did not influence occupancy. Our results suggest that population recovery was driven primarily by in situ survival and recovery, rather than via recolonisation from source populations outside the burnt area. Our findings indicate that Leadbeater's possum populations are more likely to recover from fires that are more heterogeneous in their severity, leaving relatively more unburnt patches within their perimeter. Post-fire management interventions such as translocation to facilitate population recovery are likely unnecessary for this species, provided surviving individuals have spatial continuity of habitat to enable recolonisation. Management strategies aimed at the retention of unburnt patches within the footprint of future fires will likely promote the post-fire recovery of arboreal mammal species in fire-prone forests, particularly under a changing climate with increased frequency and intensity of wildfires.


Short range extension delineating the north-eastern limit, and use of atypical habitat by highland Leadbeater’s possum

September 2023

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13 Reads

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2 Citations

Australian Mammalogy

Within its core highland range, Leadbeater’s possum (Gymnobelideus leadbeateri) occurs predominantly in tall montane ash forest dominated by Eucalyptus regnans, E. delegatensis and E. nitens. To improve predictive modelling of suitable habitat, we surveyed ash/non-ash ecotones and also explored the species’ recently extended eastern distribution. We detected Leadbeater’s possums at 19 sites, including six in non-ash forest dominated by E. dalrympleana, E. viminalis or E. kybeanensis. This extends its known distribution by 5.5 km and appears to delineate the north-eastern limit of its range. Our results add to previous findings indicating Leadbeater’s possums have slightly broader range limits and habitat flexibility than previously thought.



An analytical solution for optimising detections when accounting for site establishment costs

September 2022

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32 Reads

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1 Citation

Ecological Modelling

Indirect surveillance methods, such as remote cameras and acoustic monitoring, are increasingly used in ecological surveys. The time to deploy these devices includes initial setup, possible maintenance, retrieval and then a potentially large investment in the processing of the collected data. Thus, costs will increase with both the number of sites at which devices are deployed and the time they remain in the field, creating a trade-off between these factors when aiming to maximise the number of sites with detections. Here we examine a scenario in which a target species occupies a proportion of the possible survey sites(psi), establishing a new site has a fixed cost (c), each survey of a site entails a cost per unit of survey effort (t), there is imperfect detection of the species during each survey such that the probability of failing to detect the species with a unit of survey effort is when the species is present, and there is a total budget that can be allocated to establishing and surveying sites (B). We show that the expected number of sites with detections is maximised by surveying each site with a particular amount of survey effort (v) that depends only on q and c. This analytical result can be used by researchers to optimise their survey effort prior to field work and provide opportunities for optimal allocation of their survey budget. We illustrate the method with an application to surveys of the threatened Leadbeater’s Possum (Gymnobelidus leadbeateri).


Double-observer distance sampling improves the accuracy of density estimates for a threatened arboreal mammal

October 2021

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47 Reads

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7 Citations

Wildlife Research

ContextDetermining population size or density is often fundamental for wildlife conservation. For nocturnal species, indices are commonly used in place of abundance estimates, with spotlighting indices (e.g. sighting rate per km) being prevalent. Distance sampling is a collection of techniques that provide estimates of wildlife abundance from line-transect data, by correcting raw counts for imperfect detection. These methods have rarely been used to assess the abundance of nocturnal arboreal mammals. AimsTo develop and evaluate a method for estimating the abundance and density of nocturnal arboreal mammals using double-observer distance sampling, and to apply the approach to a survey of the southern greater glider (Petauroides volans) in the Strathbogie Ranges, Victoria, Australia. Methods Two observers, 15–20 min apart, surveyed 25 randomly located 500 m transects, and recorded greater gliders using spotlights and binoculars. Densities and abundances were derived from the line-transect data by using mark–recapture distance sampling (MRDS) models and were compared with conventional distance sampling analysis (CDS). Key resultsUsing the double-observer approach, we estimated an overall density of 0.96 gliders ha−1 (95% CI 0.60–1.50), giving a population estimate of 24 575 greater gliders across the Strathbogie Ranges (25 865 ha, 95% CI 15 620–38 661). The corresponding estimates for the study area derived using CDS applied to either both observers’ observations or to the first observer’s observations only, were 87% and 53% respectively, of the MRDS estimate. The analysis confirmed that the probability of detection of gliders along the transect line was less than one, justifying the use of the double-observer method to obtain accurate estimates of abundance. Conclusions The low detectability of greater gliders means that uncorrected spotlight counts will underestimate abundance, as will CDS. The double-observer method corrects for the negative bias associated with raw counts, enabling more accurate estimation of abundance for survey, monitoring and management purposes. ImplicationsWe recommend that double-observer distance sampling is adopted as a standard technique for estimating the abundance of greater gliders. The double-observer method potentially has wider relevance for assessing population size of other arboreal mammals, providing the assumptions of the approach can be met.


Workflow for generating variables describing base climate, variability and extremes using monthly maximum temperature, minimum temperature and precipitation data at a single location approximately 7 km east of Melbourne, Australia.
Base climate (mean) and the magnitude of extremes (relative to mean) expected once every 15 years based on historical observations across Victoria, southeast Australia.
Pairwise comparisons of spatially blocked and random cross‐validation performance for species distributions (n = 37) modelled using base climate and either variability or extremes at varying observed return intervals relative to base climate alone. p values indicate statistical significance relative to base climate models. Boxes correspond to interquartile range, whiskers to minimum and maximum values.
Pairwise comparisons of cross‐validated change in the proportion of deviance explained for species distributions modelled using base climate and extremes (boxplots; 1‐in‐5 to 1‐in‐30‐year return intervals) or base climate and variability (points) relative to base climate alone. p values indicate statistical significance of base climate and extremes relative to base climate alone. Boxes correspond to interquartile range, whiskers to minimum and maximum values.
Relative importance and partial dependence plots of variables explaining the change in model performance when using 1‐in‐15‐year extremes as predictors of species distributions.

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Climate extreme variables generated using monthly time‐series data improve predicted distributions of plant species
  • Article
  • Full-text available

February 2021

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188 Reads

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25 Citations

Extreme weather can have significant impacts on plant species demography; however, most studies have focused on responses to a single or small number of extreme events. Long‐term patterns in climate extremes, and how they have shaped contemporary distributions, have rarely been considered or tested. BIOCLIM variables that are commonly used in correlative species distribution modelling studies cannot be used to quantify climate extremes, as they are generated using long‐term averages and therefore do not describe year‐to‐year, temporal variability. We evaluated the response of 37 plant species to base climate (long‐term means, equivalent to BIOCLIM variables), variability (standard deviations) and extremes of varying return intervals (defined using quantiles) based on historical observations. These variables were generated using fine‐grain (approx. 250 m), time‐series temperature and precipitation data for the hottest, coldest and driest months over 39 years. Extremes provided significant additive improvements in model performance compared to base climate alone and were more consistent than variability across all species. Models that included extremes frequently showed notably different mapped predictions relative to those using base climate alone, despite often small differences in statistical performance as measured as a summary across sites. These differences in spatial patterns were most pronounced at the predicted range margins, and reflect the influence of coastal proximity, continentality, topography and orographic barriers on climate extremes. Species occupying hotter and drier locations that are exposed to severe maximum temperature extremes were associated with better predictive performance when modelled using extremes. Understanding how plant species have historically responded to climate extremes may provide valuable insights into our understanding of contemporary distributions and help to make more accurate predictions under a changing climate.

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Climate change drives habitat contraction of a nocturnal arboreal marsupial at its physiological limits

October 2020

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266 Reads

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40 Citations

Increasing impacts of climatic change and anthropogenic disturbances on natural ecosystems are leading to population declines or extinctions of many species worldwide. In Australia, recent climatic change has caused population declines in some native fauna. The projected increase in mean annual temperature by up to 4°C by the end of the 21st century is expected to exacerbate these trends. The greater glider (Petauroides volans), Australia’s largest gliding marsupial, is widely distributed along the eastern coast, but has recently experienced drastic declines in population numbers. Its association with hollow‐bearing trees, used for nesting, has made it an important species for the conservation of old‐growth forest ecosystems. Fires and timber harvesting have been identified as threats to the species. Greater gliders have disappeared however from areas that have experienced neither raising questions about the role of other factors in their decline. A unique physiology and strict Eucalyptus diet make them vulnerable to high temperatures and low water availability. As such, climatic conditions may drive habitat selection and recent climatic trends may be contributing to observed population declines. Using presence:absence data from across its distribution in Victoria, coupled with high spatial and temporal resolution climatic data and machine‐learning modeling, we tested the influence of climatic, topographic, edaphic, biotic, and disturbance variables on greater glider occupancy and habitat suitability. We found that climatic variables, particularly those related to aridity and extreme weather conditions, such as number of nights warmer than 20°C, were highly significant predictors of greater glider occurrence. Climatic conditions associated with habitat suitability have changed over time, with increasing aridity across much of its southeastern distribution. These changes in climate are closely aligned with observed population declines across this region. At higher elevation, some areas where the greater glider is observed at high densities, conditions have become wetter, which is improving habitat quality. These areas are of growing significance to greater glider conservation as they will become increasingly important as climatic refugia in the coming decades. Protecting these areas of habitat will be critical for facilitating the conservation of greater gliders as the broader landscape becomes less hospitable under future climatic change.


Introduced deer and their potential role in disease transmission to livestock in Australia

December 2018

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170 Reads

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40 Citations

Mammal Review

• The transmission of pathogens between wildlife and livestock is a globally recognised threat to the livestock industry, as well as to human and wildlife health. Wild cervids are susceptible to many diseases affecting livestock. This presents a challenge for wildlife and domestic animal disease management because the frequent use of agricultural areas by wild cervids may hamper the effectiveness of disease control strategies. • Six deer species have established wild populations in Australia and are expanding in range and abundance. A comprehensive literature review of diseases impacting deer and livestock was undertaken, resulting in consideration of 38 pathogens. A qualitative risk assessment was then carried out to assess the overall risk posed by the pathogens to the livestock industry. • Five diseases (bovine tuberculosis, foot and mouth disease, malignant catarrhal fever, surra, and screw‐worm fly infestation) ranked highly in our risk assessment. Of these five diseases, only one (malignant catarrhal fever) is currently present in Australia, but all five are notifiable diseases at a national level. Data on these diseases in deer are limited, especially for one of the most abundant species, the sambar deer Rusa unicolor, highlighting a further potential risk attributable to a lack of understanding of disease epidemiology. • This paper provides a detailed review of the pathogens affecting both cervids and livestock in Australia, and applies a qualitative framework for assessing the risk posed by deer to the livestock industry. The qualitative framework used here could easily be adapted to assess disease risk in other contexts, making this work relevant to scientists and wildlife managers, as well as to livestock industry workers, worldwide.

Citations (7)


... In a study on Leadbeater's Possum (Gymnobelideus leadbeateri) in South-Eastern Australia, Durkin et al. [85] found that population recovery depended mainly on in situ survival and not external recolonisation. A study in Victoria conducted by Berry et al. [86] found that refuges of unburnt peninsulas extending into burnt areas helped some species to persist within extensively burnt landscapes (including the mountain brushtail possum, Trichosurus cunninghami) but not others (such as the greater glider, Petauroides volans). ...

Reference:

Forest Fire Severity and Koala Habitat Recovery Assessment Using Pre- and Post-Burn Multitemporal Sentinel-2 Msi Data
Unburnt refugia support post-fire population recovery of a threatened arboreal marsupial, Leadbeater’s possum
  • Citing Article
  • January 2024

Forest Ecology and Management

... Leadbeater's possum habitat was defined as either montane ash eucalypt forest or sub-alpine woodland (the latter dominated by Snow Gum E. pauciflora). These forest types constitute the core habitat for the possum, which rarely occurs in adjacent drier 'mixed species' eucalypt forests (Smith and Lindenmayer, 1988;McBride et al., 2019;Macak et al., 2023). Distance to unburnt habitat outside the fire footprint was measured for all sites, to the closest Leadbeater's possum habitat abutting the fire perimeter. ...

Short range extension delineating the north-eastern limit, and use of atypical habitat by highland Leadbeater’s possum
  • Citing Article
  • September 2023

Australian Mammalogy

... While a variety of detection methods exist for monitoring cryptic arboreal mammals, most tend to be labor intensive, suffer from poor detection rates 4,8,9 , and can be biased towards more easily observed species 10 . For example, among small bats (Microchiroptera), the demographic datasets available for species that roost in easily accessible locations, such as human structures, are substantially more robust than those for species roosting in inaccessible locations such as tree canopies and rock crevices 6 . ...

Double-observer distance sampling improves the accuracy of density estimates for a threatened arboreal mammal
  • Citing Article
  • October 2021

Wildlife Research

... Our results support our initial hypothesis that the maximum experienced stresses are closely related to the physiological limits of the species, despite the uncertainty in the calculation of maximum drought stress. This is consistent with recent studies that have emphasised the importance of using climatic extremes rather than averages to explain ecological patterns, despite being well correlated (Stewart et al. 2021). Moreover, this agrees with Blackman et al. (2012) and Brodribb et al. (2014) who also showed this pattern when looking at correlation of Ψ 50 with the 5th percentile of map or the driest quarter rainfall. ...

Climate extreme variables generated using monthly time‐series data improve predicted distributions of plant species

... The greater glider is the largest gliding marsupial in the world and was once considered a common and widespread species . However, recent studies have documented local extinctions and range contractions (Smith and Smith, 2018;McLean et al., 2018;Lindenmayer and Sato, 2018) due to multiple threats including climate change, wildfires, land clearing, and logging (Lindenmayer et al., 2013;McLean et al., 2018;Wagner et al., 2020). As a result, P. volans was listed as Vulnerable to extinction in 2016 and uplisted to Endangered in 2022, under Australia's environmental legislation (Department of Climate Change, Energy, the Environment and Water, 2023). ...

Climate Change Drives Habitat Contraction of a Nocturnal Arboreal Marsupial at Its Physiological Limits

The Bulletin of the Ecological Society of America

... The distribution pattern of species and the availability of their suitable habitats were mainly affected by climate change which is driven by anthropogenic pressures at a global scale in the current Anthropocene Epoch [1][2][3][4]. Recently, there has been an increasing interest in modeling and mapping the habitat suitability of species including birds to prioritize conservation areas and predict the possible changes of their suitable habitats due to climate change [5][6][7][8]. ...

Climate change drives habitat contraction of a nocturnal arboreal marsupial at its physiological limits

... According to Cripps et al. (2019), The health aspect of sambar deer needs serious attention so that the deer stay healthy and avoid disease. Based on the results of interviews and observations in the field, several types of diseases are known to attack deer, including bloating and diarrhoea, which deer often suffer from due to wet Food and humid air. ...

Introduced deer and their potential role in disease transmission to livestock in Australia
  • Citing Article
  • December 2018

Mammal Review