Evidence map›Paper›PMID 36978727›Full record

ArticleBioengineering (Basel, Switzerland)2023

For Heart Rate Assessments from Drone Footage in Disaster Scenarios.

Lucas Mösch, Isabelle Barz, Anna Müller, Carina B Pereira, Dieter Moormann, Michael Czaplik, Andreas Follmann

Full text read
In one paragraph

Article in Bioengineering (Basel, Switzerland), 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
  2. Article
  3. 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

7 authors.

Lucas MöschDepartment of Anesthesiology, Faculty of Medicine, RWTH Aachen University, 52074 Aachen, Germany.ORCID 0000-0002-0041-2879
Isabelle BarzInstitute of Flight System Dynamics, RWTH Aachen University, 52062 Aachen, Germany.
Anna MüllerDepartment of Anesthesiology, Faculty of Medicine, RWTH Aachen University, 52074 Aachen, Germany.ORCID 0000-0001-8855-6481
Carina B PereiraDepartment of Anesthesiology, Faculty of Medicine, RWTH Aachen University, 52074 Aachen, Germany.ORCID 0000-0003-1788-4562
Dieter MoormannInstitute of Flight System Dynamics, RWTH Aachen University, 52062 Aachen, Germany.
Michael CzaplikDepartment of Anesthesiology, Faculty of Medicine, RWTH Aachen University, 52074 Aachen, Germany.ORCID 0000-0002-7118-7728
Andreas FollmannDepartment of Anesthesiology, Faculty of Medicine, RWTH Aachen University, 52074 Aachen, Germany.ORCID 0000-0001-6817-2472

Funding

Federal Ministry of Education and Research 13N14772
6 · The paper itself

Abstract

The ability to use drones to obtain important vital signs could be very valuable for emergency personnel during mass-casualty incidents. The rapid and robust remote assessment of heart rates could serve as a life-saving decision aid for first-responders. With the flight sensor data of a specialized drone, a pipeline was developed to achieve a robust, non-contact assessment of heart rates through remote photoplethysmography (rPPG). This robust assessment was achieved through adaptive face-aware exposure and comprehensive de-noising of a large number of predicted noise sources. In addition, we performed a proof-of-concept study that involved 18 stationary subjects with clean skin and 36 recordings of their vital signs, using the developed pipeline in outdoor conditions. In this study, we could achieve a single-value heart-rate assessment with an overall root-mean-squared error of 14.3 beats-per-minute, demonstrating the basic feasibility of our approach. However, further research is needed to verify the applicability of our approach in actual disaster situations, where remote photoplethysmography readings could be impacted by other factors, such as blood, dirt, and body positioning.

Indexed as

contactlessdronesextractionmass-casualty incidentRGB videosignaltriage

Identifiers

PMID36978727
PMCPMC10045207

What OpenQuestion holds

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LicenceCC BY
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table measurements read3
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.