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Rare Long-Term Data Reveal the Seasonal Dietary Plasticity of Mandrills (Mandrillus sphinx) in Response to Fruiting Tree Phenology
IF 2 3区 生物学 Q1 ZOOLOGY Pub Date : 2025-03-17 DOI: 10.1002/ajp.70012
Joshua Bauld, David Lehmann, Luc F. Bussière, Emma R. Bush, Edmond Dimoto, Jean-Thoussaint Dikangadissi, Tharcisse Ukizintambara, Elizabeth C. White, Jason Newton, Isabel L. Jones, Lee J. T. White, Ruth Musgrave, Katharine A. Abernethy

Understanding primate dietary plasticity provides insights into trait evolution and resilience to environmental change. Here, we investigate the feeding ecology of mandrills (Mandrillus sphinx), a species that forms groups of close to 1000 individuals, which presumably impacts feeding ecology by creating exceptionally high feeding competition. Mandrills are also threatened by habitat loss and climate change, and a full understanding of their dietary plasticity is essential to ongoing conservation efforts. Evidence suggests that mandrills are generalist feeders and consume a wide variety of resources to compensate for shortfalls in fruit availability. However, a lack of long-term data on fruit production within the mandrill geographic range means that it is unknown whether the flexible feeding strategies observed previously are stable over multiple years. We combined two rare data sets comprising 8 years of fecal collection and fruit availability to assess the dietary flexibility of mandrills in Lopé National Park, Gabon. We found fruit to be the most frequently consumed resource and fruit consumption covaried positively with fruit availability, peaking during periods of fruit abundance. Mandrill dietary diversity increased during periods of fruit scarcity, through greater consumption of animal prey, leaves, seeds, and other plant fibers. These results demonstrate that mandrills are primarily frugivorous, but that they are also highly flexible feeders, able to respond to temporal variation in fruit production over several annual cycles. In addition, we found that mandrills varied in the extent to which they preferred different fruit taxa. Lipid-rich oil palm (Elaeis guineensis) fruits were by far the most frequently consumed resource and may constitute a staple resource for mandrills in the study site. Our multiyear study provides robust evidence for generalist feeding behavior by mandrills, which may be driven by extreme group sizes or past environmental fluctuations and provide resilience to future environmental change.

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引用次数: 0
Exploring the Utility of the Gut Microbiome as a Longitudinal Health Monitoring Tool in Sanctuary Chimpanzees (Pan troglodytes)
IF 2 3区 生物学 Q1 ZOOLOGY Pub Date : 2025-03-16 DOI: 10.1002/ajp.70004
Katherine R. Amato, Benjamin R. Lake, Samuel Ozminkowski, Hongmei Jiang, Madelyn Moy, Maria Luisa Savo Sardaro, Amy Fultz, Lydia M. Hopper

The primary goal of captive primate management is to ensure optimal health and welfare of the animals in our care. Given that the gut microbiome interacts closely with host metabolism, immunity, and even cognition, it represents a potentially powerful tool for identifying subtle changes in health status across a range of body systems simultaneously. However, thus far, it has not been widely tested or implemented as a monitoring tool. In this study, we used longitudinal microbiome sampling of newly arrived chimpanzees at Chimp Haven to explore the feasibility of using the gut microbiome as a health and welfare biomarker in a sanctuary environment. We also tested the hypothesis that a transition to a new living environment, and integration into new social groupings, would result in temporal changes in chimpanzee gut microbiome composition. The collection of longitudinal microbiome data at Chimp Haven was feasible, and it revealed temporal shifts that were unique to each individual and, in some cases, correlated to other known impacts on health and behavior. We found limited evidence for microbial change over time after arrival at Chimp Haven that was consistent across individuals. In contrast, social group and enclosure, and to a lesser extent, age and sex, were associated with differences in gut microbiome composition. Microbiome composition was also associated with overall health status categories. However, many of the effects we detected were most apparent when using longitudinal data, as opposed to single time point samples. Additionally, we found important effects of technical factors, specifically outdoor temperature and time to collection, on our data. Overall, we demonstrate that the gut microbiome has the potential to be effectively deployed as a tool for health and environmental monitoring in a population of sanctuary chimpanzees, but the design must be carefully considered. We encourage other institutions to apply these approaches and integrate health and physiology data to build on the utility of gut microbiome analysis for ensuring the welfare of captive primates in a range of contexts.

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引用次数: 0
Maternal Decision-Making in Non-Mother Caregiving Negotiation for Infants in Black-and-White Snub-Nosed Monkeys (Rhinopithecus bieti)
IF 2 3区 生物学 Q1 ZOOLOGY Pub Date : 2025-03-11 DOI: 10.1002/ajp.70020
Chun-Yan Cui, Jing Sun, Jian-Dong Lai, Qing-Lei Sun, Sang Ge, Liang-Wei Cui, Zhen-Hua Guan

Allomaternal care, or caregiving by non-maternal individuals, is prevalent in primates, yet few studies have explored the role of maternal consent and decision-making during this process. This study introduces the concept of “non-mother caregiving negotiation”, highlighting the mother's primary role in deciding on non-maternal caregiving. This study focuses on a semi-provisioned breeding band of black-and-white snub-nosed monkeys (Rhinopithecus bieti) in the Xiangguqing area of the Baimaxueshan National Nature Reserve. We investigated how non-maternal females employ signaling behaviors to express their desire to care for infants and how maternal consent is achieved. Our study found that non-maternal females use specific behaviors, such as grooming the mother, gently touching, kissing, grooming the infant, or softly pulling the infant closer, to signal their interest. Mothers respond consistently to these signals, but their decisions to allow caregiving largely depend on the infant age and the caregiving experience of non-maternal females. As infants grow older, mothers become more likely to permit caregiving, particularly from females with prior caregiving or birthing experience. During each caregiving event, infants were often transferred among multiple caregivers, with infants being passed an average of 2.2 times by 2.5 caregivers within the same caregiving event. Additionally, when infants are under the care of non-maternal females, mothers rest less and spend more time on feed, social, move and other activities, thus reducing their own caregiving costs while enabling non-maternal females to gain caregiving involvement. Consequently, non-mother caregiving negotiation emerges as a behavior shaped by communicative interactions between mothers and non-maternal females, offering new insights into caregiving dynamics in primates and illuminating caregiving behaviors in both primate and human societies.

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引用次数: 0
Mitochondrial DNA for Phylogeny Building: Assessing Individual and Grouped mtGenes as Proxies for the mtGenome in Platyrrhines
IF 2 3区 生物学 Q1 ZOOLOGY Pub Date : 2025-03-09 DOI: 10.1002/ajp.70017
Natalie Finnegan, Marcela G. M. Lima, Jessica W. Lynch

Phylogenetic trees are analytic tools used in primate studies to elucidate evolutionary relationships. Because of its relative ease to sequence and rapid evolution compared to nuclear genomes, mitochondrial DNA is frequently used for phylogeny building. This project evaluated the effectiveness of using individual or grouped mitochondrial genes (mtGenes) as a proxy for the mitochondrial genome (mtGenome) in phylogeny building within two nested primate datasets, Cebidae and Platyrrhini, with differing divergence dates. mtGene utility rankings were determined based on congruence values to the mtGenome tree. mtGenes trees were also assessed on tree resolution and ability to sort nested clades. We found that most individual mtGenes, including ribosomal genes (12S and 16S), COX genes, most ND genes, and d-Loop are not appropriate for use as proxies for the mtGenome when tree building in either the Cebidae or Platyrrhini set. On average, grouped mtGenes outperformed individual mtGenes in both sets, and mtGene and grouped mtGene rankings varied between sets. Pairing CYB and COX3 together or pairing ND2 and CYB worked well in both the Cebidae set and the Platyrrhini set. We also found that nucleotide diversity is not a predictor of mtGene performance. Instead, it may be that unique mtGene or mtGene system evolutionary history impacts mtGene performance.

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引用次数: 0
Comparing the Performances of Chimpanzees (Pan troglodytes) and Gorillas (Gorilla gorilla gorilla) in Two Self-Awareness Tasks
IF 2 3区 生物学 Q1 ZOOLOGY Pub Date : 2025-03-06 DOI: 10.1002/ajp.70010
Lisa-Claire Vanhooland, Constanze Mager, Aurora Teuben, Thomas Bugnyar, Jorg J. M. Massen

Self-awareness has most commonly been studied in nonhuman animals by implementing mirror self-recognition (MSR) tasks. The validity of such tasks as a stand-alone method has, however, been debated due to their high interindividual variation (including in species deemed self-aware like chimpanzees), their reliance on only one sensory modality, their discrete outcomes (i.e., pass/fail) and, in general, questionned regarding their ability to assess self-awareness. Therefore, a greater variety of methods that assess different aspects of the self, while simultaneously contributing to a more gradualist view of self-awareness, would be desirable. One such method is the body-as-obstacle task (BAO), testing for another dimension of body self-awareness. The ability to understand one's own body as an obstacle to the completion of a desired action emerges in young children at approximately the same age as mirror self-recognition, suggesting a shared mental representation. Whereas recently some studies showed body self-awareness in nonhuman animals, so far, outside of children no studies have compared how the performances of individuals relate between these two tasks. Therefore, here we study both a MSR and a BAO task in chimpanzees and gorillas. We chose these species particularly because evidence for MSR in chimpanzees is well established, whereas results for gorillas have been mixed, which has been attributed to the study design of MSR tasks, and for which a BAO task might thus provide more conclusive evidence. We find that although only some chimpanzees showed evidence for mirror self-recognition, thus replicating previous findings on interspecies differences in MSR, chimpanzees and gorillas performed equally well in the BAO task. Yet, we further found no correlation between the individuals' performances in both tasks. We discuss the implications of these findings for the interpretation of the results of BAO tasks as a possible alternative paradigm for the study of self-awareness in non-human animals.

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引用次数: 0
A History of Primatology in Canada and an Introduction to the Special Issue
IF 2 3区 生物学 Q1 ZOOLOGY Pub Date : 2025-03-04 DOI: 10.1002/ajp.70019
Julie A. Teichroeb, Amanda D. Melin, Linda M. Fedigan

Primatological research by anthropologists and evolutionary biologists based in Canada has expanded greatly since its inception ca. 60 years ago. The research foci of the founding primatologists were based on the study of social behaviors to understand human behavior. While Canadian anthropologists have remained interested in how study of our nonhuman primate relatives can inform our understanding of our own species, today the currently active generations of researchers are running labs and research groups focused on a broad range of questions and species and are using an expanded scope of methods to study everything from molecules to metapopulations. We envisioned that this issue of papers would highlight the innovative primate research being conducted by primatologists based in Canada and facilitate further collaboration among researchers, as well as providing a potentially useful introduction for students and postdocs interested in pursuing primatology in Canada. We begin with a historical description of how primatology started and developed in Canada, focusing on three founders of behavioral primatology in Canada - Frances Burton, Linda Fedigan, and Bernard Chapais. We then assess how the next generations have expanded the field significantly. We take a roughly geographical approach, from west to east, in describing the current research programs being done across Canada today and the broad range of topics being investigated. As part of this overview, we also introduce the 18 papers that are part of this special issue.

加拿大的人类学家和进化生物学家开展的灵长类动物学研究自 60 年前开始以来取得了长足的发展。创始灵长类动物学家的研究重点是通过研究社会行为来了解人类行为。虽然加拿大人类学家仍然对研究我们的非人灵长类近亲如何帮助我们了解我们自己的物种感兴趣,但今天,目前活跃的几代研究人员正在运行实验室和研究小组,专注于广泛的问题和物种,并正在使用范围更广的方法来研究从分子到元种群的一切。我们希望本期论文能够突出加拿大灵长类动物学家正在进行的创新性灵长类动物研究,促进研究人员之间的进一步合作,并为有兴趣在加拿大从事灵长类动物研究的学生和博士后提供一个可能有用的介绍。我们首先从历史角度描述灵长类动物学如何在加拿大起步和发展,重点介绍加拿大行为灵长类动物学的三位奠基人--弗朗西斯-伯顿(Frances Burton)、琳达-费迪根(Linda Fedigan)和伯纳德-查派斯(Bernard Chapais)。然后,我们将评估后几代人是如何极大地拓展这一领域的。我们采用大致的地理方法,从西到东,描述了当今加拿大各地正在开展的研究项目以及正在研究的广泛课题。作为概述的一部分,我们还介绍了本特刊的 18 篇论文。
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引用次数: 0
Patterns of Technical Variation in Chimpanzee Termite Fishing Behavior in Mbam and Djerem National Park, Cameroon
IF 2 3区 生物学 Q1 ZOOLOGY Pub Date : 2025-03-02 DOI: 10.1002/ajp.70014
Tyler C. Andres-Bray, Ian Nichols, Tabitha Wilke, Macy Hafner, Abigail Jordan, Andrea Eysseric, Vivianna Borzym, Ekwoge E. Abwe, Bethan Morgan, Mary Katherine Gonder

Chimpanzees exhibit considerable inter- and intra-community variation in cognitively complex tool use behaviors, often attributed to social, genetic, and environmental factors. Termite fishing is a well-documented chimpanzee tool-using behavior that has been the subject of comparative research exploring behavioral variation between chimpanzee communities. However, termite fishing in the Nigeria-Cameroon chimpanzee (Pan troglodytes ellioti) has been historically underrepresented due to a lack of habituated populations. In this study, we used remote-activated camera traps at several termite mounds for 3 years to study termite fishing near Ganga Research Station in central Cameroon. We aimed to (1) identify elemental variation in chimpanzee termite fishing techniques at Ganga, an understudied community of P. t. ellioti, and (2) compare termite fishing behaviors in the Ganga community among more well-studied chimpanzee communities. We found 46 different combinations of behavioral elements representing termite fishing techniques used by Ganga chimpanzees (n = 9) across five termite mounds. The average technique was between three and four elements long ( = 3.673), and many chimpanzees had unique personal repertoires. Chimpanzees at Ganga shared the most behavioral similarities with two communities of savanna chimpanzees, Dindefelo and Kayan, and the nearby rainforest community of La Belgique in southern Cameroon. This behavioral similarity between Ganga chimpanzees, who inhabit a complex forest/savanna matrix, and two distant savanna-dwelling communities suggests similar environmental contexts contribute to termite fishing similarity. These results add to comparative studies of termite fishing behavior and demonstrate the utility of quantitative ethnographic methodology in exploring chimpanzee behavioral variation.

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引用次数: 0
CSViewer for Analysts: I. Building an Integrative Database and Knowledge Model for the Cayo Santiago Rhesus Macaque Colony and Its Derived Skeletal Collections
IF 2 3区 生物学 Q1 ZOOLOGY Pub Date : 2025-03-02 DOI: 10.1002/ajp.70015
Martin Q. Zhao, Cooper T. Novak, Rui Gong, Mehakpreet Kaur, Debbie Guatelli-Steinberg, Terry B. Kensler, George Francis, Elizabeth Maldonado, Luci A. P. Kohn, Qian Wang

The Cayo Santiago rhesus colony and its derived skeletal collections provide abundant data made available since its founding in 1938. A project supported by an NSF collaborative grant has been committed to building a database that integrates the genetic and age-related information of the colony, together with social group interactions and environmental effects, aiming to provide a knowledge model to researchers with insights from this powerful non-human data repository for analyzing human conditions including growth, development, adaption, resilience, aging, and disease in a contextualized manner. This paper introduces CSViewer for Analysts, a computer application that provides user-friendly tools for researchers to access the integrated database and to generate a variety of visuals encompassing matrilineal or patrilineal family lines, social groups, time spans, phenotypic measurements, and photos recently collected through this project. Adopting Java-based technologies and third-party libraries for data analytics and visualization, CSViewer can help its users select meaningful datasets using various criteria, conduct data analytics and visualization tasks, and manage their “project artifacts” (such as selected datasets, models, and charts, etc.). Version 1.0 of the CSViewer app has been tested by collaborators and in a workshop by a limited number of researchers and science educators since 2023. Based on users' feedback, additional features have been implemented in version 1.1.0, and more features are planned for subsequent subversions with bundles for researchers to download and explore.

{"title":"CSViewer for Analysts: I. Building an Integrative Database and Knowledge Model for the Cayo Santiago Rhesus Macaque Colony and Its Derived Skeletal Collections","authors":"Martin Q. Zhao,&nbsp;Cooper T. Novak,&nbsp;Rui Gong,&nbsp;Mehakpreet Kaur,&nbsp;Debbie Guatelli-Steinberg,&nbsp;Terry B. Kensler,&nbsp;George Francis,&nbsp;Elizabeth Maldonado,&nbsp;Luci A. P. Kohn,&nbsp;Qian Wang","doi":"10.1002/ajp.70015","DOIUrl":"https://doi.org/10.1002/ajp.70015","url":null,"abstract":"<div>\u0000 \u0000 <p>The Cayo Santiago rhesus colony and its derived skeletal collections provide abundant data made available since its founding in 1938. A project supported by an NSF collaborative grant has been committed to building a database that integrates the genetic and age-related information of the colony, together with social group interactions and environmental effects, aiming to provide a knowledge model to researchers with insights from this powerful non-human data repository for analyzing human conditions including growth, development, adaption, resilience, aging, and disease in a contextualized manner. This paper introduces CSViewer for Analysts, a computer application that provides user-friendly tools for researchers to access the integrated database and to generate a variety of visuals encompassing matrilineal or patrilineal family lines, social groups, time spans, phenotypic measurements, and photos recently collected through this project. Adopting Java-based technologies and third-party libraries for data analytics and visualization, CSViewer can help its users select meaningful datasets using various criteria, conduct data analytics and visualization tasks, and manage their “project artifacts” (such as selected datasets, models, and charts, etc.). Version 1.0 of the CSViewer app has been tested by collaborators and in a workshop by a limited number of researchers and science educators since 2023. Based on users' feedback, additional features have been implemented in version 1.1.0, and more features are planned for subsequent subversions with bundles for researchers to download and explore.</p></div>","PeriodicalId":7662,"journal":{"name":"American Journal of Primatology","volume":"87 3","pages":""},"PeriodicalIF":2.0,"publicationDate":"2025-03-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143527724","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Developmental and Sex-Based Variation in Nest Building Among Wild Immature Chimpanzees
IF 2 3区 生物学 Q1 ZOOLOGY Pub Date : 2025-02-28 DOI: 10.1002/ajp.70011
Tara Khayer, Kelly J. Desruelle, Cassandra Curteanu, Daniel W. Sellen, David P. Watts, Iulia Bădescu

All great apes build nests. Nests in trees or on the ground provide apes with a safe and comfortable place to sleep and rest at night and during the day. Nest building is a necessary skill and form of tool use that individuals learn and practice early in life, but little is known about its development and about the factors affecting the expression of nest building in infancy. We studied the development of daytime nest building of 72 wild immature chimpanzees (Pan troglodytes schweinfurthii) at Ngogo, Kibale National Park, Uganda. We evaluated the effects of age, sex, and maternal parity on the likelihood of infant nest building (presence or absence), as well as on the rates (frequency/hour) and durations (time from start to finish of each nest) with which infants built nests. Compared to the youngest infants (≤ 1 year), older infants were more likely to build nests, and built them at higher rates, consistent with hypotheses that nest building requires learning in early infancy and a threshold of physical development to manipulate tree branches. Female infants were more likely to build nests and built them more often than male infants, corroborating other developmental markers suggesting females attain functional independence at younger ages than males in some chimpanzee populations. Among infants who were seen to build nests at least once, rates and durations were similar, regardless of age, sex, or maternal parity, which indicated that there was little interindividual variation in nest building development once infants started practicing. The observed patterns of prior and subsequent behaviors to nest building suggested that infants > 4 years old built nests more functionally, for resting, than younger infants. This study underscores the value of nest building as a developmental measure in wild great apes. Studying factors that affect the expression of nest building in infancy allows for a better understanding of the ontogeny and evolution of learning and tool use in hominids.

{"title":"Developmental and Sex-Based Variation in Nest Building Among Wild Immature Chimpanzees","authors":"Tara Khayer,&nbsp;Kelly J. Desruelle,&nbsp;Cassandra Curteanu,&nbsp;Daniel W. Sellen,&nbsp;David P. Watts,&nbsp;Iulia Bădescu","doi":"10.1002/ajp.70011","DOIUrl":"https://doi.org/10.1002/ajp.70011","url":null,"abstract":"<p>All great apes build nests. Nests in trees or on the ground provide apes with a safe and comfortable place to sleep and rest at night and during the day. Nest building is a necessary skill and form of tool use that individuals learn and practice early in life, but little is known about its development and about the factors affecting the expression of nest building in infancy. We studied the development of daytime nest building of 72 wild immature chimpanzees (<i>Pan troglodytes schweinfurthii</i>) at Ngogo, Kibale National Park, Uganda. We evaluated the effects of age, sex, and maternal parity on the likelihood of infant nest building (presence or absence), as well as on the rates (frequency/hour) and durations (time from start to finish of each nest) with which infants built nests. Compared to the youngest infants (≤ 1 year), older infants were more likely to build nests, and built them at higher rates, consistent with hypotheses that nest building requires learning in early infancy and a threshold of physical development to manipulate tree branches. Female infants were more likely to build nests and built them more often than male infants, corroborating other developmental markers suggesting females attain functional independence at younger ages than males in some chimpanzee populations. Among infants who were seen to build nests at least once, rates and durations were similar, regardless of age, sex, or maternal parity, which indicated that there was little interindividual variation in nest building development once infants started practicing. The observed patterns of prior and subsequent behaviors to nest building suggested that infants &gt; 4 years old built nests more functionally, for resting, than younger infants. This study underscores the value of nest building as a developmental measure in wild great apes. Studying factors that affect the expression of nest building in infancy allows for a better understanding of the ontogeny and evolution of learning and tool use in hominids.</p>","PeriodicalId":7662,"journal":{"name":"American Journal of Primatology","volume":"87 3","pages":""},"PeriodicalIF":2.0,"publicationDate":"2025-02-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/ajp.70011","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143513460","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Quantifying Facial Gestures Using Deep Learning in a New World Monkey
IF 2 3区 生物学 Q1 ZOOLOGY Pub Date : 2025-02-28 DOI: 10.1002/ajp.70013
Filippo Carugati, Dayanna Curagi Gorio, Chiara De Gregorio, Daria Valente, Valeria Ferrario, Brice Lefaux, Olivier Friard, Marco Gamba

Facial gestures are a crucial component of primate multimodal communication. However, current methodologies for extracting facial data from video recordings are labor-intensive and prone to human subjectivity. Although automatic tools for this task are still in their infancy, deep learning techniques are revolutionizing animal behavior research. This study explores the distinctiveness of facial gestures in cotton-top tamarins, quantified using markerless pose estimation algorithms. From footage of captive individuals, we extracted and manually labeled frames to develop a model that can recognize a custom set of landmarks positioned on the face of the target species. The trained model predicted landmark positions and subsequently transformed them into distance matrices representing landmarks' spatial distributions within each frame. We employed three competitive machine learning classifiers to assess the ability to automatically discriminate facial configurations that cooccur with vocal emissions and are associated with different behavioral contexts. Initial analysis showed correct classification rates exceeding 80%, suggesting that voiced facial configurations are highly distinctive from unvoiced ones. Our findings also demonstrated varying context specificity of facial gestures, with the highest classification accuracy observed during yawning, social activity, and resting. This study highlights the potential of markerless pose estimation for advancing the study of primate multimodal communication, even in challenging species such as cotton-top tamarins. The ability to automatically distinguish facial gestures in different behavioral contexts represents a critical step in developing automated tools for extracting behavioral cues from raw video data.

{"title":"Quantifying Facial Gestures Using Deep Learning in a New World Monkey","authors":"Filippo Carugati,&nbsp;Dayanna Curagi Gorio,&nbsp;Chiara De Gregorio,&nbsp;Daria Valente,&nbsp;Valeria Ferrario,&nbsp;Brice Lefaux,&nbsp;Olivier Friard,&nbsp;Marco Gamba","doi":"10.1002/ajp.70013","DOIUrl":"https://doi.org/10.1002/ajp.70013","url":null,"abstract":"<p>Facial gestures are a crucial component of primate multimodal communication. However, current methodologies for extracting facial data from video recordings are labor-intensive and prone to human subjectivity. Although automatic tools for this task are still in their infancy, deep learning techniques are revolutionizing animal behavior research. This study explores the distinctiveness of facial gestures in cotton-top tamarins, quantified using markerless pose estimation algorithms. From footage of captive individuals, we extracted and manually labeled frames to develop a model that can recognize a custom set of landmarks positioned on the face of the target species. The trained model predicted landmark positions and subsequently transformed them into distance matrices representing landmarks' spatial distributions within each frame. We employed three competitive machine learning classifiers to assess the ability to automatically discriminate facial configurations that cooccur with vocal emissions and are associated with different behavioral contexts. Initial analysis showed correct classification rates exceeding 80%, suggesting that voiced facial configurations are highly distinctive from unvoiced ones. Our findings also demonstrated varying context specificity of facial gestures, with the highest classification accuracy observed during yawning, social activity, and resting. This study highlights the potential of markerless pose estimation for advancing the study of primate multimodal communication, even in challenging species such as cotton-top tamarins. The ability to automatically distinguish facial gestures in different behavioral contexts represents a critical step in developing automated tools for extracting behavioral cues from raw video data.</p>","PeriodicalId":7662,"journal":{"name":"American Journal of Primatology","volume":"87 3","pages":""},"PeriodicalIF":2.0,"publicationDate":"2025-02-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/ajp.70013","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143513459","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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American Journal of Primatology
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