Russell Hill | Durham University (original) (raw)

Papers by Russell Hill

Research paper thumbnail of Nonhuman Primate Approaches to Landscapes

Research paper thumbnail of Estimating mesocarnivore abundance on commercial farmland using distance sampling with camera traps

Ecological solutions and evidence, Apr 1, 2023

Mesocarnivores are of particular interest in wildlife management. Their adaptability makes them a... more Mesocarnivores are of particular interest in wildlife management. Their adaptability makes them a focus of public attention globally, as negative interactions with people occur regularly, but their importance to wider ecosystem function is increasingly apparent. Robust methods for estimating mesocarnivore densities are essential for long‐term management strategies. Estimating densities of unmarked populations remains challenging, but new methods, based on camera trapping, have recently become available and require field testing. We conducted two camera trap surveys over two 200 km2 areas of commercial farmland in South Africa. One survey sampled 25 locations, while the second used a migrating grid to sample 59 locations; total sampling effort was similar across the two surveys. We applied distance sampling with camera traps (CTDS), developing a method to estimate animal distances by applying a distance measurement overlay grid to camera trap images. We aimed to establish meaningful density estimates of the mesocarnivore guild and evaluate CTDS's suitability for broader use with these types of species. We obtained density estimates for four carnivores, African civet Civettictis civetta, black‐backed jackal Canis mesomelas, brown hyena Hyaena brunnea and caracal Caracal caracal, providing valuable insight into their status in commercial farmland. Imprecision in the estimates was almost exclusively due to encounter rate variance, which was not reduced with the migrating camera grid. We explored the sensitivity of our results to assumptions determining the value of the ‘snapshot interval’, demonstrating that careful selection of this parameter is vital to ensuring reliable estimates when using rapid‐fire photo burst modes. CTDS can provide useful density estimates for mesocarnivores, but future studies should aim to maximize precision and reliability by increasing sampling locations. More studies are required in areas with known densities to promote confidence in accuracy.

Research paper thumbnail of Model selection in occupancy models: Inference versus prediction

Ecology, Jan 18, 2023

Occupancy models are a vital tool for ecologists studying the patterns and drivers of species occ... more Occupancy models are a vital tool for ecologists studying the patterns and drivers of species occurrence, but their use often involves selecting among models with different sets of occupancy and detection covariates. The information‐theoretic approach, which employs information criteria such as Akaike's information criterion (AIC) is arguably the most popular approach for model selection in ecology and is often used for selecting occupancy models. However, the information‐theoretic approach risks selecting models that produce inaccurate parameter estimates due to a phenomenon called collider bias, a type of confounding that can arise when adding explanatory variables to a model. Using simulations, we investigated the consequences of collider bias (using an illustrative example called M‐bias) in the occupancy and detection processes of an occupancy model, and explored the implications for model selection using AIC and a common alternative, the Schwarz criterion (or Bayesian information criterion, BIC). We found that when M‐bias was present in the occupancy process, AIC and BIC selected models that inaccurately estimated the effect of the focal occupancy covariate, while simultaneously producing more accurate predictions of the site‐level occupancy probability than other models in the candidate set. In contrast, M‐bias in the detection process did not impact the focal estimate; all models made accurate inferences, while the site‐level predictions of the AIC/BIC‐best model were slightly more accurate. Our results show that information criteria can be used to select occupancy covariates if the sole purpose of the model is prediction, but must be treated with more caution if the purpose is to understand how environmental variables affect occupancy. By contrast, detection covariates can usually be selected using information criteria regardless of the model's purpose. These findings illustrate the importance of distinguishing between the tasks of parameter inference and prediction in ecological modeling. Furthermore, our results underline concerns about the use of information criteria to compare different biological hypotheses in observational studies.

Research paper thumbnail of Foraging female baboons exhibit similar patterns of antipredator vigilance across two populations

Cambridge University Press eBooks, Apr 4, 2002

Research paper thumbnail of Economical crowdsourcing for camera trap image classification

Remote Sensing in Ecology and Conservation, Jul 4, 2018

Research paper thumbnail of Reflections on ‘Babooning’

Cambridge University Press eBooks, Feb 20, 2020

Research paper thumbnail of Author response for "Large‐scale mammal monitoring: The potential of a citizen science camera‐trapping project in the United Kingdom

Research paper thumbnail of Author response for "Estimating mesocarnivore abundance on commercial farmland using distance sampling with camera traps

Research paper thumbnail of Author response for "Impacts of invasive plants on animal behaviour

Research paper thumbnail of distribution models: a case study of the vervet monkey (Cercopithecus aethiops)

Research paper thumbnail of Camera trap distance sampling for terrestrial mammal population monitoring: lessons learnt from a <scp>UK</scp> case study

Remote Sensing in Ecology and Conservation, May 13, 2022

Research paper thumbnail of Impacts of invasive plants on animal behaviour

Ecology Letters, Feb 1, 2021

The spread of invasive species is a threat to ecosystems worldwide. However, we know relatively l... more The spread of invasive species is a threat to ecosystems worldwide. However, we know relatively little about how invasive species affect the behaviour of native animals, even though behaviour plays a vital role in the biotic interactions which are key to understanding the causes and impacts of biological invasions. Here, we explore how invasive plants – one of the most pervasive invasive taxa – impact the behaviour of native animals. To promote a mechanistic understanding of these behavioural impacts, we begin by introducing a mechanistic framework which explicitly considers the drivers and ecological consequences of behavioural change, as well as the moderating role of environmental context. We then synthesise the existing literature within this framework. We find that while some behavioural impacts of invasive plants are relatively well‐covered in the literature, others are supported by only a handful of studies and should be explored further in the future. We conclude by identifying priority topics for future research, which will benefit from an interdisciplinary approach uniting invasion ecology with the study of animal behaviour and cognition.

Research paper thumbnail of An agent-based model of group decision making in baboons

Cambridge University Press eBooks, Dec 15, 2011

Research paper thumbnail of Consistency in the flight and visual orientation distances of habituated chacma baboons after an observed leopard predation. Do flight initiation distance methods always measure perceived predation risk?

Ecology and Evolution, Oct 17, 2021

Research paper thumbnail of Estimating mesocarnivore abundance on commercial farmland using distance sampling with camera traps

Ecological Solutions and Evidence

Mesocarnivores are of particular interest in wildlife management. Their adaptability makes them a... more Mesocarnivores are of particular interest in wildlife management. Their adaptability makes them a focus of public attention globally, as negative interactions with people occur regularly, but their importance to wider ecosystem function is increasingly apparent. Robust methods for estimating mesocarnivore densities are essential for long‐term management strategies. Estimating densities of unmarked populations remains challenging, but new methods, based on camera trapping, have recently become available and require field testing. We conducted two camera trap surveys over two 200 km2 areas of commercial farmland in South Africa. One survey sampled 25 locations, while the second used a migrating grid to sample 59 locations; total sampling effort was similar across the two surveys. We applied distance sampling with camera traps (CTDS), developing a method to estimate animal distances by applying a distance measurement overlay grid to camera trap images. We aimed to establish meaningful ...

Research paper thumbnail of Author response for "Impacts of invasive plants on animal behaviour

Research paper thumbnail of Large‐scale mammal monitoring: The potential of a citizen science camera‐trapping project in the United Kingdom

Ecological Solutions and Evidence

In light of global biodiversity loss, there is an increasing need for large‐scale wildlife monito... more In light of global biodiversity loss, there is an increasing need for large‐scale wildlife monitoring. This is difficult for mammals, since they can be elusive and nocturnal. In the United Kingdom, there is a lack of systematic, widespread mammal monitoring, and a recognized deficiency of data. Innovative new approaches are required. We developed MammalWeb, a portal to enable UK‐wide camera trapping by a network of citizen scientists and partner organizations. MammalWeb citizen scientists contribute to both the collection and classification of camera trap data. Following trials in 2013–2017, MammalWeb has grown organically to increase its geographic reach (e.g. ∼2000 sites in Britain). It has so far provided the equivalent of over 340 camera trap‐years of wild mammal monitoring, and produced nearly 440,000 classified image sequences and videos, of which, over 180,000 are mammal detections. We describe MammalWeb, its background, its development and the novel approaches we have for pa...

Research paper thumbnail of Cortisol metabolites vary with environmental conditions, predation risk, and human shields in a wild primate, Cercopithecus albogularis

Research paper thumbnail of Appendix A. Output of the full mixed regressive-spatial regressive model of space use by the study group

Output of the full mixed regressive-spatial regressive model of space use by the study group.

Research paper thumbnail of Biorealistic Modelling of Baboon Foraging using Agent-Based Modelling

Research paper thumbnail of Nonhuman Primate Approaches to Landscapes

Research paper thumbnail of Estimating mesocarnivore abundance on commercial farmland using distance sampling with camera traps

Ecological solutions and evidence, Apr 1, 2023

Mesocarnivores are of particular interest in wildlife management. Their adaptability makes them a... more Mesocarnivores are of particular interest in wildlife management. Their adaptability makes them a focus of public attention globally, as negative interactions with people occur regularly, but their importance to wider ecosystem function is increasingly apparent. Robust methods for estimating mesocarnivore densities are essential for long‐term management strategies. Estimating densities of unmarked populations remains challenging, but new methods, based on camera trapping, have recently become available and require field testing. We conducted two camera trap surveys over two 200 km2 areas of commercial farmland in South Africa. One survey sampled 25 locations, while the second used a migrating grid to sample 59 locations; total sampling effort was similar across the two surveys. We applied distance sampling with camera traps (CTDS), developing a method to estimate animal distances by applying a distance measurement overlay grid to camera trap images. We aimed to establish meaningful density estimates of the mesocarnivore guild and evaluate CTDS's suitability for broader use with these types of species. We obtained density estimates for four carnivores, African civet Civettictis civetta, black‐backed jackal Canis mesomelas, brown hyena Hyaena brunnea and caracal Caracal caracal, providing valuable insight into their status in commercial farmland. Imprecision in the estimates was almost exclusively due to encounter rate variance, which was not reduced with the migrating camera grid. We explored the sensitivity of our results to assumptions determining the value of the ‘snapshot interval’, demonstrating that careful selection of this parameter is vital to ensuring reliable estimates when using rapid‐fire photo burst modes. CTDS can provide useful density estimates for mesocarnivores, but future studies should aim to maximize precision and reliability by increasing sampling locations. More studies are required in areas with known densities to promote confidence in accuracy.

Research paper thumbnail of Model selection in occupancy models: Inference versus prediction

Ecology, Jan 18, 2023

Occupancy models are a vital tool for ecologists studying the patterns and drivers of species occ... more Occupancy models are a vital tool for ecologists studying the patterns and drivers of species occurrence, but their use often involves selecting among models with different sets of occupancy and detection covariates. The information‐theoretic approach, which employs information criteria such as Akaike's information criterion (AIC) is arguably the most popular approach for model selection in ecology and is often used for selecting occupancy models. However, the information‐theoretic approach risks selecting models that produce inaccurate parameter estimates due to a phenomenon called collider bias, a type of confounding that can arise when adding explanatory variables to a model. Using simulations, we investigated the consequences of collider bias (using an illustrative example called M‐bias) in the occupancy and detection processes of an occupancy model, and explored the implications for model selection using AIC and a common alternative, the Schwarz criterion (or Bayesian information criterion, BIC). We found that when M‐bias was present in the occupancy process, AIC and BIC selected models that inaccurately estimated the effect of the focal occupancy covariate, while simultaneously producing more accurate predictions of the site‐level occupancy probability than other models in the candidate set. In contrast, M‐bias in the detection process did not impact the focal estimate; all models made accurate inferences, while the site‐level predictions of the AIC/BIC‐best model were slightly more accurate. Our results show that information criteria can be used to select occupancy covariates if the sole purpose of the model is prediction, but must be treated with more caution if the purpose is to understand how environmental variables affect occupancy. By contrast, detection covariates can usually be selected using information criteria regardless of the model's purpose. These findings illustrate the importance of distinguishing between the tasks of parameter inference and prediction in ecological modeling. Furthermore, our results underline concerns about the use of information criteria to compare different biological hypotheses in observational studies.

Research paper thumbnail of Foraging female baboons exhibit similar patterns of antipredator vigilance across two populations

Cambridge University Press eBooks, Apr 4, 2002

Research paper thumbnail of Economical crowdsourcing for camera trap image classification

Remote Sensing in Ecology and Conservation, Jul 4, 2018

Research paper thumbnail of Reflections on ‘Babooning’

Cambridge University Press eBooks, Feb 20, 2020

Research paper thumbnail of Author response for "Large‐scale mammal monitoring: The potential of a citizen science camera‐trapping project in the United Kingdom

Research paper thumbnail of Author response for "Estimating mesocarnivore abundance on commercial farmland using distance sampling with camera traps

Research paper thumbnail of Author response for "Impacts of invasive plants on animal behaviour

Research paper thumbnail of distribution models: a case study of the vervet monkey (Cercopithecus aethiops)

Research paper thumbnail of Camera trap distance sampling for terrestrial mammal population monitoring: lessons learnt from a <scp>UK</scp> case study

Remote Sensing in Ecology and Conservation, May 13, 2022

Research paper thumbnail of Impacts of invasive plants on animal behaviour

Ecology Letters, Feb 1, 2021

The spread of invasive species is a threat to ecosystems worldwide. However, we know relatively l... more The spread of invasive species is a threat to ecosystems worldwide. However, we know relatively little about how invasive species affect the behaviour of native animals, even though behaviour plays a vital role in the biotic interactions which are key to understanding the causes and impacts of biological invasions. Here, we explore how invasive plants – one of the most pervasive invasive taxa – impact the behaviour of native animals. To promote a mechanistic understanding of these behavioural impacts, we begin by introducing a mechanistic framework which explicitly considers the drivers and ecological consequences of behavioural change, as well as the moderating role of environmental context. We then synthesise the existing literature within this framework. We find that while some behavioural impacts of invasive plants are relatively well‐covered in the literature, others are supported by only a handful of studies and should be explored further in the future. We conclude by identifying priority topics for future research, which will benefit from an interdisciplinary approach uniting invasion ecology with the study of animal behaviour and cognition.

Research paper thumbnail of An agent-based model of group decision making in baboons

Cambridge University Press eBooks, Dec 15, 2011

Research paper thumbnail of Consistency in the flight and visual orientation distances of habituated chacma baboons after an observed leopard predation. Do flight initiation distance methods always measure perceived predation risk?

Ecology and Evolution, Oct 17, 2021

Research paper thumbnail of Estimating mesocarnivore abundance on commercial farmland using distance sampling with camera traps

Ecological Solutions and Evidence

Mesocarnivores are of particular interest in wildlife management. Their adaptability makes them a... more Mesocarnivores are of particular interest in wildlife management. Their adaptability makes them a focus of public attention globally, as negative interactions with people occur regularly, but their importance to wider ecosystem function is increasingly apparent. Robust methods for estimating mesocarnivore densities are essential for long‐term management strategies. Estimating densities of unmarked populations remains challenging, but new methods, based on camera trapping, have recently become available and require field testing. We conducted two camera trap surveys over two 200 km2 areas of commercial farmland in South Africa. One survey sampled 25 locations, while the second used a migrating grid to sample 59 locations; total sampling effort was similar across the two surveys. We applied distance sampling with camera traps (CTDS), developing a method to estimate animal distances by applying a distance measurement overlay grid to camera trap images. We aimed to establish meaningful ...

Research paper thumbnail of Author response for "Impacts of invasive plants on animal behaviour

Research paper thumbnail of Large‐scale mammal monitoring: The potential of a citizen science camera‐trapping project in the United Kingdom

Ecological Solutions and Evidence

In light of global biodiversity loss, there is an increasing need for large‐scale wildlife monito... more In light of global biodiversity loss, there is an increasing need for large‐scale wildlife monitoring. This is difficult for mammals, since they can be elusive and nocturnal. In the United Kingdom, there is a lack of systematic, widespread mammal monitoring, and a recognized deficiency of data. Innovative new approaches are required. We developed MammalWeb, a portal to enable UK‐wide camera trapping by a network of citizen scientists and partner organizations. MammalWeb citizen scientists contribute to both the collection and classification of camera trap data. Following trials in 2013–2017, MammalWeb has grown organically to increase its geographic reach (e.g. ∼2000 sites in Britain). It has so far provided the equivalent of over 340 camera trap‐years of wild mammal monitoring, and produced nearly 440,000 classified image sequences and videos, of which, over 180,000 are mammal detections. We describe MammalWeb, its background, its development and the novel approaches we have for pa...

Research paper thumbnail of Cortisol metabolites vary with environmental conditions, predation risk, and human shields in a wild primate, Cercopithecus albogularis

Research paper thumbnail of Appendix A. Output of the full mixed regressive-spatial regressive model of space use by the study group

Output of the full mixed regressive-spatial regressive model of space use by the study group.

Research paper thumbnail of Biorealistic Modelling of Baboon Foraging using Agent-Based Modelling