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Tanigaki K, Otsuka R, Li A, Hatano Y, Wei Y, Koyama S, Yoda K, Maekawa T. Automatic recording of rare behaviors of wild animals using video bio-loggers with on-board light-weight outlier detector. PNAS NEXUS 2024; 3:pgad447. [PMID: 38229952 PMCID: PMC10791039 DOI: 10.1093/pnasnexus/pgad447] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/31/2023] [Accepted: 12/04/2023] [Indexed: 01/18/2024]
Abstract
Rare behaviors displayed by wild animals can generate new hypotheses; however, observing such behaviors may be challenging. While recent technological advancements, such as bio-loggers, may assist in documenting rare behaviors, the limited running time of battery-powered bio-loggers is insufficient to record rare behaviors when employing high-cost sensors (e.g. video cameras). In this study, we propose an artificial intelligence (AI)-enabled bio-logger that automatically detects outlier readings from always-on low-cost sensors, e.g. accelerometers, indicative of rare behaviors in target animals, without supervision by researchers, subsequently activating high-cost sensors to record only these behaviors. We implemented an on-board outlier detector via knowledge distillation by building a lightweight outlier classifier supervised by a high-cost outlier behavior detector trained in an unsupervised manner. The efficacy of AI bio-loggers has been demonstrated on seabirds, where videos and sensor data captured by the bio-loggers have enabled the identification of some rare behaviors, facilitating analyses of their frequency, and potential factors underlying these behaviors. This approach offers a means of documenting previously overlooked rare behaviors, augmenting our understanding of animal behavior.
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Affiliation(s)
- Kei Tanigaki
- Graduate School of Information Science and Technology, Osaka University, Suita, 565-0871 Osaka, Japan
| | - Ryoma Otsuka
- Graduate School of Information Science and Technology, Osaka University, Suita, 565-0871 Osaka, Japan
| | - Aiyi Li
- Graduate School of Information Science and Technology, Osaka University, Suita, 565-0871 Osaka, Japan
| | - Yota Hatano
- Graduate School of Engineering Science, Osaka University, Toyonaka, 560-8531 Osaka, Japan
| | - Yuanzhou Wei
- Graduate School of Frontier Biosciences, Osaka University, Suita, 565-0871 Osaka, Japan
| | - Shiho Koyama
- Graduate School of Environmental Studies, Nagoya University, Nagoya, 464-8601 Aichi, Japan
| | - Ken Yoda
- Graduate School of Environmental Studies, Nagoya University, Nagoya, 464-8601 Aichi, Japan
| | - Takuya Maekawa
- Graduate School of Information Science and Technology, Osaka University, Suita, 565-0871 Osaka, Japan
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Watson SK, Lambeth SP, Schapiro SJ. Innovative multi-material tool use in the pant-hoot display of a chimpanzee. Sci Rep 2022; 12:20605. [PMID: 36446876 PMCID: PMC9708694 DOI: 10.1038/s41598-022-24770-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2022] [Accepted: 11/21/2022] [Indexed: 11/30/2022] Open
Abstract
'Pant-hoot displays' are a species-typical, multi-modal communicative behaviour in chimpanzees in which pant-hoot vocalisations are combined with varied behavioural displays. In both captivity and the wild, individuals commonly incorporate striking or throwing elements of their environment into these displays. In this case study, we present five videos of an unenculturated, captive, adult male chimpanzee combining a large rubber feeding tub with excelsior (wood wool) in a multi-step process, which was then integrated into the subject's pant-hoot displays as a percussive tool or 'instrument'. During the construction process, the subject demonstrated an understanding of the relevant properties of these materials, 'repairing' the tub to be a more functional drum when necessary. We supplement these videos with a survey of care staff from the study site for additional detail and context. Although care must be taken in generalising data from a single individual, the behaviour reported here hints at three intriguing features of chimpanzee communicative cognition: (1) it suggests a degree of voluntary control over vocal production, (2) it is a so-far unique example of compound tool innovation and use in communicative behaviour and (3) it may represent an example of forward planning in communicative behaviour. Each of these would represent hitherto undocumented dimensions of flexibility in chimpanzee communication, mapping fertile ground for future research.
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Affiliation(s)
- Stuart K Watson
- Department of Comparative Language Science, University of Zurich, Affolternstrasse 56, 8050, Zürich, Switzerland.
- Center for the Interdisciplinary Study of Language Evolution, University of Zurich, Affolternstrasse 56, 8050, Zürich, Switzerland.
- Department of Evolutionary Biology and Environmental Studies, University of Zurich, Winterthurerstrasse 190, 8057, Zurich, Switzerland.
| | - Susan P Lambeth
- Department of Comparative Medicine, The University of Texas MD Anderson Cancer Center, 650 Cool Water Drive, Bastrop, TX, 78602, USA
| | - Steven J Schapiro
- Department of Comparative Medicine, The University of Texas MD Anderson Cancer Center, 650 Cool Water Drive, Bastrop, TX, 78602, USA
- Department of Experimental Medicine, University of Copenhagen, Copenhagen, Denmark
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Colbourne JAD, Auersperg AMI, Lambert ML, Huber L, Völter CJ. Extending the Reach of Tooling Theory: A Neurocognitive and Phylogenetic Perspective. Top Cogn Sci 2021; 13:548-572. [PMID: 34165917 PMCID: PMC7616289 DOI: 10.1111/tops.12554] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2021] [Revised: 06/02/2021] [Accepted: 06/02/2021] [Indexed: 02/02/2023]
Abstract
Tool use research has suffered from a lack of consistent theoretical frameworks. There is a plethora of tool use definitions and the most widespread ones are so inclusive that the behaviors that fall under them arguably do not have much in common. The situation is aggravated by the prevalence of anecdotes, which have played an undue role in the literature. In order to provide a more rigorous foundation for research and to advance our understanding of the interrelation between tool use and cognition, we suggest the adoption of Fragaszy and Mangalam's (2018) tooling framework, which is characterized by the creation of a body-plus-object system that manages a mechanical interface between tool and surface. Tooling is limited to a narrower suite of behaviors than tool use, which might facilitate its neurocognitive investigation. Indeed, evidence in the literature indicates that tooling has distinct neurocognitive underpinnings not shared by other activities typically classified as tool use, at least in primates. In order to understand the extent of tooling incidences in previous research, we systematically surveyed the comprehensive tool use catalog by Shumaker et al. (2011). We identified 201 tool use submodes, of which only 81 could be classified as tooling, and the majority of the tool use examples across species were poorly supported by evidence. Furthermore, tooling appears to be phylogenetically less widespread than tool use, with the greatest variability found in the primate order. However, in order to confirm these findings and to understand the evolution and neurocognitive mechanisms of tooling, more systematic research will be required in the future, particularly with currently underrepresented taxa.
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Affiliation(s)
- Jennifer A D Colbourne
- Comparative Cognition Unit, Messerli Research Institute, University of Veterinary Medicine Vienna, University of Vienna, Medical University of Vienna
| | - Alice M I Auersperg
- Comparative Cognition Unit, Messerli Research Institute, University of Veterinary Medicine Vienna, University of Vienna, Medical University of Vienna
| | - Megan L Lambert
- Comparative Cognition Unit, Messerli Research Institute, University of Veterinary Medicine Vienna, University of Vienna, Medical University of Vienna
| | - Ludwig Huber
- Comparative Cognition Unit, Messerli Research Institute, University of Veterinary Medicine Vienna, University of Vienna, Medical University of Vienna
| | - Christoph J Völter
- Comparative Cognition Unit, Messerli Research Institute, University of Veterinary Medicine Vienna, University of Vienna, Medical University of Vienna
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Self-care tooling innovation in a disabled kea (Nestor notabilis). Sci Rep 2021; 11:18035. [PMID: 34508110 PMCID: PMC8433200 DOI: 10.1038/s41598-021-97086-w] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2021] [Accepted: 07/27/2021] [Indexed: 02/07/2023] Open
Abstract
Tooling is associated with complex cognitive abilities, occurring most regularly in large-brained mammals and birds. Among birds, self-care tooling is seemingly rare in the wild, despite several anecdotal reports of this behaviour in captive parrots. Here, we show that Bruce, a disabled parrot lacking his top mandible, deliberately uses pebbles to preen himself. Evidence for this behaviour comes from five lines of evidence: (i) in over 90% of instances where Bruce picked up a pebble, he then used it to preen; (ii) in 95% of instances where Bruce dropped a pebble, he retrieved this pebble, or replaced it, in order to resume preening; (iii) Bruce selected pebbles of a specific size for preening rather than randomly sampling available pebbles in his environment; (iv) no other kea in his environment used pebbles for preening; and (v) when other individuals did interact with stones, they used stones of different sizes to those Bruce preened with. Our study provides novel and empirical evidence for deliberate self-care tooling in a bird species where tooling is not a species-specific behaviour. It also supports claims that tooling can be innovated based on ecological necessity by species with sufficiently domain-general cognition.
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Uncertainty in experts' judgments exposes the vulnerability of research reporting anecdotes on animals' cognitive abilities. Sci Rep 2021; 11:16255. [PMID: 34376715 PMCID: PMC8355131 DOI: 10.1038/s41598-021-95384-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2021] [Accepted: 07/19/2021] [Indexed: 11/08/2022] Open
Abstract
Expertise in science, particularly in animal behaviour, may provide people with the capacity to provide better judgments in contrast to lay people. Here we explore whether experts provide a more objective, accurate and coherent evaluation of a recently reported anecdote on Atlantic puffin (Fratercula arctica) “tool use” (recorded on video) which was published in a major scientific journal but was received with some scepticism. We relied on citizen science and developed a questionnaire to measure whether experts in ethology and ornithology and lay people agree or disagree on (1) the description of the actions that they observe (the bird takes a stick in its beak), (2) the possible goal of the action (nest-building or grooming) and (3) the intentional component of the action (the bird took the stick into its beak in order to scratch itself). We hypothesised that contrary to the lay people, experts are more critical evaluators that is they are more inclined to report alternative actions, like nest building, or are less likely to attributing goal-directedness to the action in the absence of evidence. In contrast, lay people may be more prone to anthropomorphise utilising a teleological and intentional stance. Alternatively, all three groups of subjects may rely on anthropomorphism at similar levels and prior expertise does not play a significant role. We found that no major differences among the evaluators. At the group levels, respondents were relatively uncertain with regard to the action of the bird seen on the video but they showed some individual consistency with regard to the description of the action. Thus, we conclude that paradoxically, with regard to the task our experts are typically not experts in the strict sense of the definition, and suggest that anecdotal reports should not be used to argue about mental processes.
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Iotchev IB. Commentary: Dog Stick Chewing: An Overlooked Instance of Tool Use? Front Psychol 2021; 12:692495. [PMID: 34367019 PMCID: PMC8339268 DOI: 10.3389/fpsyg.2021.692495] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2021] [Accepted: 06/24/2021] [Indexed: 11/13/2022] Open
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