Evidence map›Paper›PMID 39956785›Full record

ArticleIntegrative zoology2026

A Novel Multidisciplinary Approach for Reptile Movement and Behavior Analysis.

Savvas Zotos, Marilena Stamatiou, Sofia-Zacharenia Marketaki, Michael Konstantinou, Andreas Aristidou, Duncan J Irschick, Jeremy A Bot, Emily L C Shepard, Mark D Holton, Ioannis N Vogiatzakis

Abstract read
In one paragraph

Article in Integrative zoology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

10 authors.

Savvas ZotosTerrestrial Ecosystems Management Lab, Faculty of Pure and Applied Sciences, Open University of Cyprus, Nicosia, Cyprus.ORCID https://orcid.org/0000-0002-9767-396X
Marilena StamatiouTerrestrial Ecosystems Management Lab, Faculty of Pure and Applied Sciences, Open University of Cyprus, Nicosia, Cyprus.ORCID https://orcid.org/0000-0001-7100-279X
Sofia-Zacharenia MarketakiEuropean University of Cyprus, Nicosia, Cyprus.ORCID https://orcid.org/0009-0008-2478-5531
Michael KonstantinouGraphics & Extended Reality Lab, University of Cyprus, Nicosia, Cyprus.
Andreas AristidouGraphics & Extended Reality Lab, University of Cyprus, Nicosia, Cyprus.ORCID https://orcid.org/0000-0001-7754-0791
Duncan J IrschickDepartment of Biology, University of Massachusetts, Amherst, Massachusetts, USA.
Jeremy A Bothttp://verbal007.com, Vancouver, British Columbia, Canada.
Emily L C ShepardSwansea Lab for Animal Movement, Biosciences, College of Science, Swansea University, Swansea, Wales, UK.ORCID https://orcid.org/0000-0001-7325-6398
Mark D HoltonSwansea Lab for Animal Movement, Biosciences, College of Science, Swansea University, Swansea, Wales, UK.ORCID https://orcid.org/0000-0001-8834-3283
Ioannis N VogiatzakisTerrestrial Ecosystems Management Lab, Faculty of Pure and Applied Sciences, Open University of Cyprus, Nicosia, Cyprus.ORCID https://orcid.org/0000-0001-7071-6950

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The study of animals' activity and behavior in the wild is an extremely challenging task. Although tri-axial accelerometers are invaluable for behavioral analyses, their use is more frequent in large charismatic endotherms with limited application in ectotherms. The scarce utilization of this methodology on small-size reptiles is focused on animals' activity and energetics, showing few records of rapid displays and behavior signals. Here, we present a novel multidisciplinary approach capable of advancing research on reptiles' behavior. Our proposed approach uses advanced technologies for the digitization, reconstruction and visualization of reptiles and their behavior. We (i) record movement through tri-axial accelerometers, video cameras, and motion capture systems; (ii) ground-truth data through the video records; (iii) develop realistically accurate 3D avatars of the recorded movement for visualization purposes, and (iv) archive data on a Behavior Pattern Database. As case studies, we used two small Mediterranean reptiles, the lizard Laudakia cypriaca and the snake Dolichophis jugularis. Through our approach, we successfully recorded, ground-truthed, and labeled for the first time, several detailed movements and behaviors of the two case study species. We developed an accurate digital overview of those movements using motion capture and 3D animal reconstruction. Finally, we structured a database for archiving all behavioral data and demonstrated how those archives can be used for advancing behavioral research, providing ecological insights into this animal group. Our approach can enhance research on reptiles' behavior by contributing to the analysis of complex or isolated behaviors, poorly studied, such as signals and social interactions, providing valuable insights and assisting behavioral analysis.

Indexed as

Behavior, AnimalLizardsReptilesSnakesAccelerometryAnimalsMovementVideo Recordingaccelerometerbehavior recognitionmotion capturemovement analysisvirtual 3D models

Identifiers

PMID39956785
PMCPMC13165711

What OpenQuestion holds

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LicenceCC BY-NC-ND
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.