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Group Foraging

by STARPOPO 2025. 1. 5.
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Foraging in a group is beneficial and often results in greater rewards for individuals. This situation typically occurs when the presence of others enhances foraging success, allowing animals to share information about food locations and reduce individual risks from predators. For instance, many birds that forage in flocks benefit from collective vigilance and improved information flow, which increases their chances of locating food sources efficiently.

 
 
 

Summary

 
 
Foraging and pattern recognition are interrelated concepts that explore how organisms search for and exploit food resources in their environments. Foraging, which dates back to early human existence, encompasses the strategies and behaviors animals and humans employ to locate and gather food. The study of foraging has gained prominence across various scientific fields, including ecology, psychology, and anthropology, as it reveals insights into evolutionary processes and ecological dynamics, influencing species interactions and community structures.[1][2][3]
 
 
Pattern recognition plays a crucial role in foraging, allowing foragers to identify and respond to resource availability efficiently. This cognitive process involves both innate genetic adaptations and learned behaviors, enabling animals to make informed decisions about where and when to forage.[4][5] Various models, such as optimal foraging theory, illustrate how organisms maximize their foraging success by balancing the energy costs associated with searching for food and the potential rewards of their efforts.[4][6] Moreover, the mechanisms of pattern recognition, including heuristic strategies and memory systems, further enhance foraging efficiency by allowing animals to recall previous successful encounters with resources.[3][7]
 
 
The significance of foraging and pattern recognition extends beyond individual survival; they have profound implications for ecological health and biodiversity. Human-induced changes, such as habitat destruction and climate change, disrupt traditional foraging patterns, leading to shifts in species interactions and ecosystem balance.[8][9] Understanding these dynamics is essential for conservation efforts aimed at preserving biodiversity and fostering sustainable practices that align with natural ecological processes.[10][11]
 
 
Prominent controversies in this field often revolve around the sustainability of foraging practices and the impact of human activity on natural ecosystems. As societies increasingly seek to reconnect with natural food sources amid rising concerns about food security and environmental degradation, the knowledge surrounding foraging behaviors and pattern recognition becomes critical in developing strategies that benefit both individuals and ecosystems in the face of ongoing environmental change.[1][12][13]
 
 

Historical Context

 
 
The practice of foraging has deep historical roots, tracing back to the very beginnings of human existence. Early humans relied solely on foraging for sustenance, gathering wild plants, fruits, nuts, and hunting animals before the advent of agriculture approximately 10,000 years ago. This transition marked a pivotal moment in human history, fundamentally altering social structures, community dynamics, and ecological interactions[1][2].
 
 

Development of Foraging Knowledge

 
 
As societies evolved, so did the knowledge surrounding foraging practices. Traditional ecological knowledge, often passed down through generations, provided insights into the local ecosystems and the seasonal availability of resources[3]. For example, texts like "Sieni-kirja eli Sieni-Kallen oswiitta tuntemaan ja käyttämään syötäwiä sieniä" from 1863 highlight the historical significance of fungi and their role in local diets[3]. Such works illustrate how different cultures have historically documented and shared their foraging knowledge.
 
 

Scientific Interest in Foraging Behavior

 
 
In modern times, the study of foraging behavior has garnered attention from various scientific disciplines, including ecology, psychology, and anthropology. Researchers have examined foraging not only as a means of survival but also as a complex interplay of instinct, learning, and decision-making. Theories such as optimal foraging theory have emerged to explain the strategies animals use to maximize their foraging efficiency[4][14]. This scientific interest underscores the importance of foraging behavior in understanding evolutionary processes and ecological balance[2].
 
 

Cultural Evolution of Foraging

 
Cultural evolution also plays a crucial role in shaping foraging practices. As described by Henrich (2015), culture is a driving force behind human evolution and behavior, influencing how societies adapt their foraging strategies to changing environments and challenges[3]. The integration of cultural knowledge with ecological understanding enables communities to maintain sustainable foraging practices that benefit both individuals and ecosystems[2].
 
 
Through the lens of history, foraging emerges as a vital aspect of human life, reflecting the interplay between environmental factors and cultural practices. Understanding this context is essential as contemporary society increasingly seeks to reconnect with natural food sources amid growing concerns over sustainability and biodiversity loss[1][12].
 
 

Types of Foraging

 
Foraging strategies can be broadly categorized into two main types: solitary foraging and group foraging. Each type encompasses distinct behaviors and ecological considerations that influence how animals search for and collect food.
 

Solitary Foraging

 
Solitary foraging refers to the practice where individual animals find, capture, and consume their prey independently. This method allows for manual exploitation of food patches or the use of tools, exemplified by species such as the Bolas spider, which lures its prey with a scent mimicking that of female moth sex pheromones[15][4]. Animals often opt for solitary foraging in resource-abundant environments, where the habitat is rich or the density of other foragers is low, minimizing competition and dominance interactions[4][6]. Moreover, foraging alone reduces visibility to predators, thereby enhancing the forager's survival[15]. Notable solitary foragers include various phocids, such as the elephant and harbor seals, as well as the South American harvester ant, Pogonomyrmex vermiculatus[15][6].
 

Optimal Foraging Theory

 
The concept of optimal foraging theory suggests that foragers make decisions that maximize their efficiency by balancing the costs associated with searching for and pursuing prey with the potential rewards from prey selection[4]. This theory posits that foragers assess the yield of a specific area and determine the optimal time to relocate based on perceived resource availability[4].
 
 

Group Foraging

 
In contrast, group foraging involves animals foraging together, which can be beneficial or detrimental depending on the context. When the advantages of cooperative behavior outweigh the disadvantages, animals may engage in what is termed an aggregation economy, where they collectively exploit food resources[6]. Conversely, in a dispersion economy, group foraging can lead to increased competition for food, making it less beneficial for individuals to forage together[6].
 
 

Mechanisms of Pattern Recognition

 
 

Overview of Pattern Recognition in Foraging

 
Pattern recognition is a crucial cognitive process for foragers, enabling them to identify and exploit resources efficiently. Foragers utilize a variety of mechanisms to recognize patterns in their environment, which include genetic adaptations in behavior and decision-making capabilities that enhance their foraging strategies[5]. These mechanisms allow foragers to specialize their movement and search behaviors, leading to improved detection of food patches and other valuable resources.
 
 

Decision-Making Models

 

Restricted and Extended Models

 
In the context of foraging, two primary models describe the decision-making processes involved in pattern recognition: the restricted model and the extended model. The restricted model focuses on genetic adaptations that dictate foraging behaviors based on a trade-off between within-patch and between-patch behaviors. In contrast, the extended model posits that advanced decision-making capabilities enable differentiated behavioral patterns, eliminating evolutionary trade-offs[5]. This allows foragers to develop specialized movement patterns that enhance their ability to locate food sources effectively.
 

Role of Heuristics and Intuition

 
Heuristics play a significant role in the decision-making processes of foragers, allowing them to make quick judgments based on past experiences without engaging in exhaustive analyses[3]. For example, foragers might rely on instinctual cues or familiar terrains that resemble previously successful foraging sites. This intuitive pattern recognition is often informed by a repository of exemplars stored in memory, facilitating unconscious similarity matches between known successful patches and new encounters[3]. Such strategies highlight the importance of learned experiences in enhancing foraging efficiency.
 
 

Memory and Semantic Knowledge

 

Semantic vs. Episodic Memory

 
Pattern recognition in foraging is also supported by different types of memory. Semantic memory, which encompasses general knowledge about the environment and its resources, contrasts with episodic memory that pertains to specific experiences. While extensive research on semantic memory has focused on humans, studies exploring its neural underpinnings in nonhuman primates are scarce[16]. Investigating these mechanisms is vital for understanding how perceptual experiences contribute to memory representations of object attributes in foraging contexts.
 
 

Neural Basis of Pattern Recognition

 
Recent research has explored the neural bases of pattern recognition and memory in primates, revealing distributed object knowledge representations across various brain regions[7]. The inferotemporal (IT) cortex, in particular, has been shown to play a critical role in object recognition tasks, indicating that specific subregions within this area are responsible for distinguishing between different objects[7]. These findings enhance our understanding of the neural architecture supporting foraging behaviors and decision-making in response to environmental stimuli.
 
 

Implications for Future Research

 
 
Understanding the mechanisms of pattern recognition in foraging not only sheds light on cognitive processes but also has implications for the development of technology such as brain-machine interfaces (BMIs)[7]. As research continues to evolve, further investigations into how heuristics, decision-making strategies, and memory systems contribute to foraging efficiency will provide valuable insights into the cognitive adaptations of both human and nonhuman foragers.
 
 

Ecological Implications

 
 
Foraging behavior and pattern recognition are deeply intertwined with ecological dynamics, influencing species interactions and ecosystem health. Environmental factors play a critical role in shaping foraging strategies, with resource availability, competition, and predation risks significantly impacting social structures and individual behaviors within species[8][1]. Understanding these influences is essential for advancing fields such as ethology, ecology, and conservation biology.
 
 

Impact of Environmental Change

 
Human activities, including habitat destruction and climate change, have profound effects on foraging patterns and species interactions. As habitats are altered or lost, animal behavior often shifts in response to the newly available resources or increased competition[9]. For instance, studies indicate that changing weather patterns can lead to flexible foraging strategies, where species adapt their hunting or gathering methods to cope with fluctuating conditions[17][18]. This adaptability is crucial for maintaining ecological balance, as altered foraging strategies can impact prey populations and, consequently, predator dynamics.
 
 

Social Structures and Foraging

 
The interplay between social interactions and foraging behavior also highlights the complexity of ecological relationships. Social structures can influence foraging strategies, as animals may rely on group dynamics for collective foraging or defense against predators[8][9]. For example, group foraging can enhance efficiency and reduce individual risk during predator encounters, showcasing the importance of social learning and communication among species[1][18]. By understanding these social influences, conservationists can develop targeted interventions that promote species resilience in changing environments.
 
 

Biodiversity and Conservation

 
The implications for conservation efforts are significant. As species respond to environmental changes, the preservation of biodiversity becomes critical for ecosystem health[10]. Unsustainable foraging practices can lead to species population decline and ecosystem degradation, disrupting the delicate balance that sustains various life forms[11]. Conservation strategies must therefore consider the ecological context of foraging behavior, integrating knowledge of animal interactions and environmental influences to foster sustainable practices that enhance ecosystem resilience[13].
 
 

Foraging Strategies

 
 

Optimal Foraging Theory

 
Optimal foraging theory posits that animals will forage in a manner that maximizes their energy intake while minimizing the energy expended during the search and capture of prey[12]. This involves a careful consideration of various factors, including the cost of searching and pursuing prey, as well as the selection of the most advantageous foraging patches. Animals must also assess when to abandon a foraging area based on the perceived yields and the remaining food availability, making decisions that align with the marginal value theorem[6][19].
 
 

Group Foraging

 
Group foraging refers to the behavior where animals find, capture, and consume prey in the presence of other individuals, meaning that foraging success can depend on both personal foraging behaviors and the actions of others in the group[4][15]. This strategy can manifest in two primary economic situations. The first is the aggregation economy, where foraging in a group leads to increased rewards. The second is the dispersion economy, which can occur when it may not be beneficial for individuals to forage alongside others. An illustrative example is a cardinal at a bird feeder: while multiple birds may gather to forage, the presence of others can actually reduce the individual cardinal's foraging efficiency[4].
 
 

Learning and Foraging Performance

 
Learning plays a crucial role in the development of effective foraging strategies. Defined as an adaptive change based on previous experiences, learning enables animals to adjust their foraging behaviors in response to a constantly changing environment, which is essential for maximizing fitness. Research indicates a significant correlation between learning and foraging performance, particularly in social insects- [15][19]. In nonhuman primates, younger individuals often learn foraging behaviors by observing and mimicking peers and elders, ensuring they acquire knowledge about safe food sources and become proficient foragers[4][15].
 
 

Patch Selection

 
Patch selection theory further explores foraging strategies by focusing on how animals allocate their time among various foraging patches. This model examines the time an individual spends on a patch before deciding to move to another, balancing the energy gained from one patch against the travel time and the potential rewards of the next patch[6][19]. For instance, a bear foraging in a patch of berry bushes must determine how long to stay, as prolonged foraging may deplete the resources in that patch, thereby influencing its decision to move to a new location[6].
 
 

Group Foraging and the Ideal Free Distribution

 
The concept of the ideal free distribution is also relevant in understanding group foraging dynamics. This theory suggests that individuals will distribute themselves among various patches in a manner that reflects the availability of resources, ensuring that each individual can maximize their foraging success based on the behaviors and distributions of others in the group[10]. This highlights the complexity and adaptability of foraging strategies in response to both environmental and social factors.
 

Group Foraging Behavior

 
Group foraging refers to the process by which animals find, capture, and consume prey while in the presence of other individuals. In this context, the success of foraging activities is influenced not only by an individual’s own behaviors but also by the behaviors of others within the group[4][6]. Group foraging can arise in two distinct economic scenarios: the aggregation economy and the dispersion economy.
 

Aggregation Economy

 
In an aggregation economy, foraging in a group is beneficial and often results in greater rewards for individuals. This situation typically occurs when the presence of others enhances foraging success, allowing animals to share information about food locations and reduce individual risks from predators[20]. For instance, many birds that forage in flocks benefit from collective vigilance and improved information flow, which increases their chances of locating food sources efficiently[15][20].
 

Dispersion Economy

 
Conversely, the dispersion economy occurs when animals forage together, but it may not be in their best interest to do so. A classic example can be illustrated by cardinals at a bird feeder: while multiple birds may be seen foraging together, the competition may ultimately reduce the foraging efficiency for any single cardinal present[15][19]. In such cases, group dynamics may lead to increased competition for resources, resulting in diminished individual benefits.
 
 

Behavioral Adaptations

 
Group foragers often develop specific tactics to enhance their foraging activities. These may include vocal communications to share information about food sources or adopting a structure that allows for coordinated movements within the group[21]. In contrast, independent foragers may utilize tools and environmental materials to aid in their foraging efforts. The social structure of group foraging provides a unique set of advantages, as individuals can leverage shared knowledge to maximize their food acquisition efforts[20].
 

Case Studies

 
 

Brood Parasitism and Egg Mimicry

 
Mimicry-recognition-rejection arms races in avian brood parasites illustrate the intricate relationship between cognitive abilities and the evolutionary dynamics of host-parasite systems. In these interactions, avian brood parasites, such as cuckoos, evolve to mimic the eggs of their host species to increase the likelihood of their eggs being accepted and reared by unsuspecting host birds. This behavior pushes host species to develop enhanced recognition systems to identify parasitic eggs while minimizing recognition errors[1]. Recent research has highlighted the role of visual discrimination abilities in the accuracy of identifying mimetic eggs, employing techniques like 'visual modeling' that consider cone sensitivity and objective measures of egg color patterns. This modeling helps explain the variation in rejection behavior among different bird species[1][22]. Findings suggest that the integration of multiple information sources significantly enhances the visual detection of parasitic eggs, indicating a hallmark of complex decision-making in these host species[1].
 

Foraging Behavior and Environmental Factors

 
A study examining foraging behaviors in birds found that the foraging strategies employed by birds are influenced by various environmental factors. Observations indicated that lower Giving-Up Densities (GUDs) were recorded in the morning compared to the afternoon, particularly in rocky outcrops and savannah habitats[22]. This suggests that birds tend to forage in patches with higher food resource availability during peak foraging times, such as the morning, and may seek shade in the afternoon, leading to reduced foraging activity[22]. Factors like perceived predation risk and the maximization of foraging periods also contribute to these observed differences in foraging behaviors across the day[22].
 

Visual Cues in Foraging

 
In another case study focused on the use of visual cues in avian foraging, researchers examined how birds gather information about their environment primarily through their keen eyesight. Birds have relatively large eyes compared to their body size, which enhances their ability to detect food from various distances. Raptors, for example, possess tube-shaped eyes that allow for improved long-distance vision, crucial for locating prey while foraging[20]. The study underscores the importance of visual perception in the foraging success of different bird species, as effective visual scanning allows them to identify food sources efficiently[20].
 
 

Solitary vs. Group Foraging

 
Solitary foraging strategies are also well-documented in various animal species, including birds. This method involves individuals independently locating and capturing prey, allowing for reduced competition and predator visibility[4]. However, when resources are abundant or when conspecifics are scarce, birds may opt for solitary foraging as it minimizes social interactions that could lead to competition[4]. In contrast, group foraging can be beneficial in resource-scarce environments, where collective efforts enhance foraging efficiency and safety[4]. Understanding these dynamics provides insights into the adaptive significance of different foraging strategies employed by avian species in various ecological contexts[4].
 
 

References 

 
 
[1]: How Can We Study the Evolution of Animal Minds? - Frontiers
Frontiers | How Can We Study the Evolution of Animal Minds? (frontiersin.org)

Frontiers | How Can We Study the Evolution of Animal Minds?

During the last 50 years, comparative cognition and neurosciences have improved our understanding of animal minds while evolutionary ecology has revealed how...

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[2]: Foraging Behavior: Types, Evolution, and Significance
Foraging Behavior: Types, Evolution, and Significance (neurolaunch.com)

Foraging Behavior: Definition, Types, and Evolutionary Significance

Explore foraging behavior's definition, types, and evolutionary importance. Learn how it shapes ecosystems and influences modern applications in various fields.

neurolaunch.com

 
 
[3]: Mycological rationality: Heuristics, perception and decision-making in ...
Mycological rationality: Heuristics, perception and decision-making in mushroom foraging (upenn.edu)

Mycological rationality: Heuristics, perception and decision-making in mushroom foraging

How do mushroom foragers make safe and efficient decisions under uncertainty, or deal with the genuine risks of misidentification and poisoning? This article is an inquiry into ecological rationality, heuristics, perception, and decision-making in mushroom

www.sas.upenn.edu

 
 
[4]: 11.2: Foraging Ecology - Biology LibreTexts
11.2: Foraging Ecology - Biology LibreTexts

11.2: Foraging Ecology

bio.libretexts.org

 
 
[5]: 11.3: Optimal Foraging Theory - Biology LibreTexts
11.3: Optimal Foraging Theory - Biology LibreTexts

11.3: Optimal Foraging Theory

bio.libretexts.org

 
 
[6]: What Is Foraging: A Beginner’s Guide To Gathering Wild Food
What Is Foraging: A Beginner's Guide To Gathering Wild Food (offgriddestinations.com)

What Is Foraging: A Beginner's Guide To Gathering Wild Food

Uncover the world of foraging and find out how to gather wild food in our comprehensive beginner's guide. Explore the wonders of foraging today!

offgriddestinations.com

 
 
[7]: 11.2: Foraging Ecology - Biology LibreTexts
11.2: Foraging Ecology - Biology LibreTexts

11.2: Foraging Ecology

bio.libretexts.org

 
 
[8]: Foraging - Wikipedia
Foraging - Wikipedia

Foraging - Wikipedia

From Wikipedia, the free encyclopedia Searching for wild food resources For foraging by humans, see Wildcrafting. For a prominent American forager, see Euell Gibbons. For the study of indigenous uses of plants around the world, see Ethnobotany. For the mat

en.wikipedia.org

 
 
[9]: Local Orientation and the Evolution of Foraging: Changes in Decision ...
Local Orientation and the Evolution of Foraging: Changes in Decision Making Can Eliminate Evolutionary Trade-offs - the University of Groningen research portal (rug.nl)

Local Orientation and the Evolution of Foraging: Changes in Decision Making Can Eliminate Evolutionary Trade-offs

Information processing is a major aspect of the evolution of animal behavior. In foraging, responsiveness to local feeding opportunities can generate patterns of behavior which reflect or "recognize patterns'' in the environment beyond the perception of in

research.rug.nl

 
 
[10]: Object color knowledge representation occurs in the macaque brain ...
Object color knowledge representation occurs in the macaque brain despite the absence of a developed language system | PLOS Biology

Object color knowledge representation occurs in the macaque brain despite the absence of a developed language system

How important is language for storing general information about the world? This study shows that memory color shares neural representations with color perception in macaques, indicating that the sensory-derived knowledge representation previously observed

journals.plos.org

 
 
[11]: How the brain distinguishes between objects - MIT News
How the brain distinguishes between objects | MIT News | Massachusetts Institute of Technology

How the brain distinguishes between objects

MIT neuroscientists have found evidence that the inferotemporal cortex is required for object recognition, and they found that subsets of this region are responsible for distinguishing different objects.

news.mit.edu

 
 
[12]: Understanding the Impact of Environmental Factors on Animal Behavior: A ...
Understanding the Impact of Environmental Factors on Animal Behavior: A Comprehensive Guide (freescience.info)

Understanding the Impact of Environmental Factors on Animal Behavior: A Comprehensive Guide

Explore how environmental factors shape animal behavior, including habitat, climate, and resources, influencing survival, adaptation, and social interactions.

freescience.info

 
 
[13]: Predatory And Defensive Behaviors In Animals - freescience.info
Understanding Predatory and Defensive Behaviors in Animals: Survival Strategies in the Wild (freescience.info)

Understanding Predatory and Defensive Behaviors in Animals: Survival Strategies in the Wild

Explore the fascinating world of predatory and defensive behaviors in animals, uncovering strategies they use for survival and adaptation.

freescience.info

 
 
[14]: Advances in biologging can identify nuanced energetic costs and gains ...
Advances in biologging can identify nuanced energetic costs and gains in predators | Movement Ecology | Full Text (biomedcentral.com)

Advances in biologging can identify nuanced energetic costs and gains in predators - Movement Ecology

Foraging is a key driver of animal movement patterns, with specific challenges for predators which must search for mobile prey. These patterns are increasingly impacted by global changes, principally in land use and climate. Understanding the degree of fle

movementecologyjournal.biomedcentral.com

 
 
[15]: SciELO Brasil - Number of individuals, but not habitat complexity ...
SciELO Brazil - Number of individuals, but not habitat complexity, influences the antipredator behavior of an Amazonian floodplain fish Number of individuals, but not habitat complexity, influences the antipredator behavior of an Amazonian floodplain fish

Number of individuals, but not habitat complexity, influences the antipredator behavior of an Amazonian floodplain fish

Abstract Trophic relationships shape ecosystem structure by regulating energy flow and nutrient...

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[16]: Chapter3 - Foraging Behavior - UC Davis
Chapter3 - Foraging Behavior (ucdavis.edu)

Chapter3 - Foraging Behavior

CHAPTER 3 Foraging Behavior Jerry W. Stuth Back to home page Contents Introduction Foraging Tactics of Animals-the Plant-Animal Interface Spatial Choice      -    The Landscape Level of Diet Selection      -    Plant Community and Patch Level

psfaculty.plantsciences.ucdavis.edu

 
 
[17]: How Does Foraging Affect the Environment? Learn the Impacts!
https://finandforage.com/foraging-guides/how-does-foraging-affect-the-environment/

How Does Foraging Affect the Environment? Learn the Impacts!

Navigating the world of foraging requires understanding its environmental consequences, from ecological balance to biodiversity loss.

finandforage.com

 
 
[18]: How Does Foraging Work? A Beginner’s Guide to Wild Food Hunting!
How Does Foraging Work? A Beginner’s Guide to Wild Food Hunting! - Fin and Forage

How Does Foraging Work? A Beginner’s Guide to Wild Food Hunting!

Connect with nature and uncover the secrets of foraging as you learn to identify, harvest, and preserve wild edibles in this beginner's guide.

finandforage.com

 
 
[19]: 8.3: Foraging Ecology - Biology LibreTexts
8.3: Foraging Ecology - Biology LibreTexts

8.3: Foraging Ecology

bio.libretexts.org

 
 
[20]: The Hidden Properties Behind Animal Foraging Strategies
The Hidden Properties Behind Animal Foraging Strategies - Bioengineering Hyperbook (mcgill.ca)

The Hidden Properties Behind Animal Foraging Strategies - Bioengineering Hyperbook

Foraging, Group Behaviour, Cooperation, Tool, Detection, Gathering

bioengineering.hyperbook.mcgill.ca

 
 
[21]: (PDF) Sentinel Height Impacts Foraging Success in Pied Babblers
(PDF) The higher the better: sentinel height influences foraging success in a social bird (academia.edu)

The higher the better: sentinel height influences foraging success in a social bird

In all social species, information relevant to survival and reproduction can be obtained in two main ways: through personal interaction with the environment (i.e. 'personal' information) and from the performance of others (i.e.

www.academia.edu

 
 
[22]: Risk of predation: a critical force driving habitat quality perception ...
Risk of predation: a critical force driving habitat quality perception and foraging behavior of granivorous birds in a Nigerian forest reserve | Avian Research | Full Text (biomedcentral.com)

Risk of predation: a critical force driving habitat quality perception and foraging behavior of granivorous birds in a Nigerian

Background Understanding the factors that influence the foraging behavior and perception of habitat quality by animals has long been the focus in ecology. Due to the direct effect resource acquisition has on an individual’s fitness and species’ surviva

avianres.biomedcentral.com

 
 
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https://storm.genie.stanford.edu/

https://storm.genie.stanford.edu/

storm.genie.stanford.edu

 
 
Stanford University Open Virtual Assistant Lab
 
 
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