Evidence map›Paper›PMID 41897960›Full record

ArticleAnimals : an open access journal from MDPI2026

A Non-Invasive Continuous Respiration Rate Monitoring Device for Dairy Cattle Under Commercial Farm Conditions.

Mathias Eisner, Manuel Jedinger, Daniel Eingang, Manuel Raggl, Manuel Frech, Peter Lenzelbauer, Michael Harant, Oliver Orasch, Philipp Breitegger

Abstract read
In one paragraph

Article in Animals : an open access journal from MDPI, 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

9 authors.

Mathias EisnersmaXtec Animal Care GmbH, Sandgasse 36/2, A-8010 Graz, Austria.ORCID 0009-0006-2841-475X
Manuel JedingersmaXtec Animal Care GmbH, Sandgasse 36/2, A-8010 Graz, Austria.
Daniel EingangInstitute of Livestock Research, Agricultural Research and Education Centre Raumberg-Gumpenstein, Alt-Irdning 11, A-8952 Irdning-Donnersbachtal, Austria.
Manuel RagglInstitute of Livestock Research, Agricultural Research and Education Centre Raumberg-Gumpenstein, Alt-Irdning 11, A-8952 Irdning-Donnersbachtal, Austria.
Manuel FrechsmaXtec Animal Care GmbH, Sandgasse 36/2, A-8010 Graz, Austria.
Peter LenzelbauersmaXtec Animal Care GmbH, Sandgasse 36/2, A-8010 Graz, Austria.
Michael HarantsmaXtec Animal Care GmbH, Sandgasse 36/2, A-8010 Graz, Austria.
Oliver OraschsmaXtec Animal Care GmbH, Sandgasse 36/2, A-8010 Graz, Austria.ORCID 0000-0002-6171-0204
Philipp BreiteggersmaXtec Animal Care GmbH, Sandgasse 36/2, A-8010 Graz, Austria.ORCID 0000-0003-3049-4921

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Respiration rate (RR) is a key physiological indicator of health, stress, and thermoregulatory load in dairy cattle, yet continuous RR monitoring under commercial farm conditions remains challenging. In this Technical Note, we present a non-invasive clip-on nose ring device for continuous respiration monitoring based on acoustic recording directly at the nostril. The device integrates a MEMS microphone, embedded electronics, battery, and removable storage in a sealed, mechanically robust housing suitable for real-world barn environments. The system was deployed on five dairy cows under commercial farm conditions, enabling repeated multi-day recordings over several weeks. The respiration rate was extracted offline from raw audio using a deterministic signal-processing pipeline based on multiscale periodicity detection. Algorithm-derived RR estimates were evaluated against manually annotated breath events. Using 10-min rolling median values, the algorithm achieved a mean absolute error (MAE) of 1.47 breaths per minute (bpm), a root mean square error (RMSE) of 1.92 bpm, and a high correlation with reference values (r = 0.98, R

Indexed as

acoustic monitoringanimal welfaredairy cattlelong-term monitoringrespiration ratewearable sensor

Identifiers

PMID41897960
PMCPMC13023550

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.