Evidence map›Paper›PMID 41974861›Full record

ArticleScientific reports2026

A fundamental model for oxygen consumption of Atlantic salmon.

André Morin, Terje Jacobsson, Tim Dempster, Fletcher Warren-Myers, Frode Oppedal, Malthe Hvas

Abstract read
In one paragraph

Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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.

André MorinSustainable Aquaculture Laboratory - Temperate and Tropical (SALTT), Deakin University, Geelong, Australia. a.morin@deakin.edu.au.
Terje JacobssonDepartment of Engineering Cybernetics, Faculty of Information Technology and Electrical Engineering, Norwegian University of Science and Technology, Trondheim, Norway.
Tim DempsterSustainable Aquaculture Laboratory - Temperate and Tropical (SALTT), Deakin University, Geelong, Australia.
Fletcher Warren-MyersSustainable Aquaculture Laboratory - Temperate and Tropical (SALTT), Deakin University, Geelong, Australia.
Frode OppedalAnimal Welfare Research Group, Institute of Marine Research, Matre, Norway.
Malthe HvasAnimal Welfare Research Group, Institute of Marine Research, Matre, Norway. malthe.hvas@hi.no.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Predicting oxygen availability in Atlantic salmon farms is challenging, but digital simulations that couple bioenergetics and hydrodynamics show great promise. Robust simulations depend on reliable estimates of oxygen demand, yet previous empirical models offer limited accuracy. Here, we present a refined fundamental model for Atlantic salmon oxygen consumption rate (MO2) as a function of three readily measurable parameters: body weight, water temperature, and relative swimming speed. Retaining the established framework of Grøttum and Sigholt (1998), we refined the model through an improved coefficient estimation approach and a methodologically rigorous dataset derived from group swim tunnel respirometry measurements on 718 fish across seven experiments. Model coefficients were re-estimated using log-linear regression fitted via nonlinear mixed-effects, substantially improving parameterisation and yielding a model that explains 80% of the observed variation in MO2:[Formula: see text], where MO2 is oxygen consumption rate (mg O2 kg− 1 h− 1), W is body weight (kg), T is water temperature (°C), and U is relative swimming speed (body lengths s− 1). Our model delivers reliable estimates of Atlantic salmon oxygen demand across relevant farming conditions (0.2–3.4 kg, 3–18 °C, 0.3–2.8 body lengths s− 1). With broad utility in both research and industry, our model supports the development of more precise, data-driven strategies for modern salmon aquaculture.

Indexed as

Models, BiologicalOxygen ConsumptionSalmo salarAnimalsBody WeightEnergy MetabolismOxygenSwimmingTemperatureOxygenAllometricBioenergeticsMetabolic RateSwim Tunnel RespirometryTemperature

Identifiers

PMID41974861
PMCPMC13212654

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Registered trials

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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.