Evidence map›Paper›PMID 41168371›Full record

ArticleScientific reports2025

Video based heart rate detection in unrestrained laboratory rats: a feasibility analysis.

Julianna Monissen, Lucas Mösch, Matthias Monissen, Laura Warner, Ute Lindauer, Michael Czaplik, Carina Barbosa Pereira

Abstract read
In one paragraph

Article in Scientific reports, 2025. 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

7 authors.

Julianna MonissenDepartment of Anaesthesiology, Faculty of Medicine, RWTH Aachen University, Pauwelsstraße 30, 52074, Aachen, NRW, Germany. jmonissen@ukaachen.de.
Lucas MöschDepartment of Anaesthesiology, Faculty of Medicine, RWTH Aachen University, Pauwelsstraße 30, 52074, Aachen, NRW, Germany.
Matthias MonissenDepartment of Anaesthesiology, Faculty of Medicine, RWTH Aachen University, Pauwelsstraße 30, 52074, Aachen, NRW, Germany.
Laura WarnerDepartment of Neurosurgery, Faculty of Medicine, RWTH Aachen University, Pauwelsstraße 30, 52074, Aachen, NRW, Germany.
Ute LindauerDepartment of Neurosurgery, Faculty of Medicine, RWTH Aachen University, Pauwelsstraße 30, 52074, Aachen, NRW, Germany.
Michael CzaplikDepartment of Anaesthesiology, Faculty of Medicine, RWTH Aachen University, Pauwelsstraße 30, 52074, Aachen, NRW, Germany.
Carina Barbosa PereiraDepartment of Anaesthesiology, Faculty of Medicine, RWTH Aachen University, Pauwelsstraße 30, 52074, Aachen, NRW, Germany.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Continuous monitoring of vital signs in laboratory animals is often essential for reliable scientific results and severity assessment. It still depends on invasive approaches such as transponder implementation, which affect the animals well-being. To minimize this impact, a camera-based method is proposed for heart rate detection by analyzing skin color variations in unrestrained rats. Pulse signals were extracted from video recordings taken with a smart home cage designed in a preceding study and processed using classical signal processing methods. For the successfully detected heart rates, we achieved a mean absolute error (MAE) of 10.6 beats per minute (bpm) and a root mean square error (RMSE) of 13.8 bpm. The results suggest that heart rate detection is feasible. Despite challenges such as difficult lighting conditions and small regions of interest, this study demonstrates the potential for non-invasive heart rate monitoring in freely moving laboratory animals.

Indexed as

Heart RateVideo RecordingAnimalsAnimals, LaboratoryFeasibility StudiesMaleMonitoring, PhysiologicRatsSignal Processing, Computer-AssistedSkin PigmentationAnimal welfareContactless heart rateLaboratory animalsRPPG

Identifiers

PMID41168371
PMCPMC12575644

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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.