Evidence map›Paper›PMID 37656798›Full record

ArticleScience advances2023

SMART-BARN: Scalable multimodal arena for real-time tracking behavior of animals in large numbers.

Máté Nagy, Hemal Naik, Fumihiro Kano, Nora V Carlson, Jens C Koblitz, Martin Wikelski, Iain D Couzin

Abstract read
In one paragraph

Article in Science advances, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.

0numbers the graph read from it
0cells of the map it votes in
12citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

12 citing papers in PubMed.

  1. Article
  2. Article
  3. Article
  4. The impact of machine learning on ethological neuroscience.Frontiers in behavioral neuroscience · 2025
    Review
  5. Article
  6. Mapping the landscape of social behavior.bioRxiv : the preprint server for biology · 2024
    Article
  7. Article
  8. Article
  9. Understanding collective behavior through neurobiology.Current opinion in neurobiology · 2024
    Review
  10. Article
  11. A perspective on neuroethology: what the past teaches us about the future of neuroethology.Journal of comparative physiology. A, Neuroethology, sensory, neural, and behavioral physiology · 2024
    Review
  12. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Máté NagyDepartment of Collective Behavior, Max-Planck Institute of Animal Behavior, Konstanz, Germany.ORCID 0000-0001-8817-087X
Hemal NaikDepartment of Collective Behavior, Max-Planck Institute of Animal Behavior, Konstanz, Germany.ORCID 0000-0002-7627-1726
Fumihiro KanoDepartment of Collective Behavior, Max-Planck Institute of Animal Behavior, Konstanz, Germany.ORCID 0000-0003-4534-6630
Nora V CarlsonDepartment of Collective Behavior, Max-Planck Institute of Animal Behavior, Konstanz, Germany.ORCID 0000-0002-7785-1247
Jens C KoblitzDepartment of Collective Behavior, Max-Planck Institute of Animal Behavior, Konstanz, Germany.
Martin WikelskiCentre for the Advanced Study of Collective Behavior, University of Konstanz, Konstanz, Germany.ORCID 0000-0002-9790-7025
Iain D CouzinDepartment of Collective Behavior, Max-Planck Institute of Animal Behavior, Konstanz, Germany.ORCID 0000-0001-8556-4558

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The SMART-BARN (scalable multimodal arena for real-time tracking behavior of animals in large numbers) achieves fast, robust acquisition of movement, behavior, communication, and interactions of animals in groups, within a large (14.7 meters by 6.6 meters by 3.8 meters), three-dimensional environment using multiple information channels. Behavior is measured from a wide range of taxa (insects, birds, mammals, etc.) and body size (from moths to humans) simultaneously. This system integrates multiple, concurrent measurement techniques including submillimeter precision and high-speed (300 hertz) motion capture, acoustic recording and localization, automated behavioral recognition (computer vision), and remote computer-controlled interactive units (e.g., automated feeders and animal-borne devices). The data streams are available in real time allowing highly controlled and behavior-dependent closed-loop experiments, while producing comprehensive datasets for offline analysis. The diverse capabilities of SMART-BARN are demonstrated through three challenging avian case studies, while highlighting its broad applicability to the fine-scale analysis of collective animal behavior across species.

Indexed as

Behavior, AnimalMovementAnimalsHumansMammals

Identifiers

PMID37656798
PMCPMC10854427

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.