Evidence map›Paper›PMID 41342300›Full record

ArticleThe Journal of experimental biology2025

An application of finite element analysis predicts unique temperatures and fates for flatback sea turtle embryos.

Malindi Gammon, Sabrina Fossette, Ali Karrech, Gavan McGrath, Sam Alkhatib, Nicola J Mitchell

Abstract read
In one paragraph

Article in The Journal of experimental biology, 2025. 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

6 authors.

Malindi GammonSchool of Biological Sciences, The University of Western Australia, Crawley, 6009Australia.ORCID 0000-0002-7884-1489
Sabrina FossetteSchool of Biological Sciences, The University of Western Australia, Crawley, 6009Australia.ORCID 0000-0001-8580-9084
Ali KarrechSchool of Engineering, The University of Western Australia, Crawley, 6009Australia.ORCID 0000-0001-7013-319X
Gavan McGrathBiodiversity and Conservation Science, West Australian Department of Biodiversity Conservation and Attractions, Kensington, 6151Australia.ORCID 0000-0002-5020-3813
Sam AlkhatibSchool of Engineering, The University of Western Australia, Crawley, 6009Australia.ORCID 0000-0002-6248-6726
Nicola J MitchellSchool of Biological Sciences, The University of Western Australia, Crawley, 6009Australia.ORCID 0000-0003-0744-984X

Funding

Australian Government Research Training ProgramNorth West Shelf Flatback Turtle Conservation ProgramThe University of Western AustraliaUniversity of Western Australia
6 · The paper itself

Abstract

Incubation temperatures within sea turtle nests are governed by complex abiotic and biotic interactions. Established methods for estimating these temperatures include deploying temperature loggers at standard nest depths or using models to predict sand temperature. While these approaches capture abiotic drivers of incubation temperatures, they often fail to fully account for biotic factors, including the heat produced by the metabolism of embryos, despite its potential impact on hatchling development and mortality. Here, we applied finite element analysis to predict incubation temperatures for all embryos in five flatback sea turtle (Natator depressus) nests. To parameterise the models, we measured clutch size, nest depth, temperatures at several locations around nests, and the physical properties of beach sand, including density and moisture. Next, we simulated within-nest temperatures with an energy balance model that accounted for metabolic heat by applying an hourly heat flux, based on modelled embryonic metabolic rates, to each egg. Each model was validated by comparing predicted temperatures with observed temperatures at the base, centre and top of each clutch. On average, finite element models achieved good accuracy to within 0.4°C of observed data (mean error over the entire incubation period). By incorporating individual clutch size, nest depth and the metabolic contributions of embryos, our approach enhances the realism of temperature estimates for predicting the embryonic development of sea turtles, which is of increasing importance under rapid climate change.

Indexed as

Embryo, NonmammalianTemperatureTurtlesAnimalsClutch SizeEnergy MetabolismFinite Element AnalysisModels, BiologicalNesting BehaviorAbaqusEcophysiologyFinite element modelReptileThermal development

Identifiers

PMID41342300
PMCPMC12745931

What OpenQuestion holds

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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.