Evidence map›Paper›PMID 39906267›Full record

ArticleIEEE open journal of engineering in medicine and biology2025

Contactless Detection of Abnormal Breathing Using Orthogonal Frequency Division Multiplexing Signals and Deep Learning in Multi-Person Scenarios.

Muneeb Ullah, Xiaodong Yang, Zhiya Zhang, Tong Wu, Nan Zhao, Lei Guan, Malik Muhammad Arslan, Akram Alomainy, Hafiza Maryum Ishfaq, Qammer H Abbasi

Abstract read
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In one paragraph

Article in IEEE open journal of engineering in medicine and biology, 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

10 authors.

Muneeb UllahKey Laboratory of High Speed Circuit Design and EMC of Ministry of Education, School of Electronic EngineeringXidian University Xi'an Shaanxi 710071 China.
Xiaodong YangNational Key Laboratory of Radar Detection and Sensing Xi'an Shaanxi 710071 China.ORCID https://orcid.org/0000-0002-4701-1204
Zhiya ZhangNational Key Laboratory of Radar Detection and Sensing Xi'an Shaanxi 710071 China.ORCID https://orcid.org/0000-0001-5305-8511
Tong WuKey Laboratory of High Speed Circuit Design and EMC of Ministry of Education, School of Electronic EngineeringXidian University Xi'an Shaanxi 710071 China.ORCID https://orcid.org/0009-0007-7709-8893
Nan ZhaoKey Laboratory of High Speed Circuit Design and EMC of Ministry of Education, School of Electronic EngineeringXidian University Xi'an Shaanxi 710071 China.ORCID https://orcid.org/0000-0002-5353-0158
Lei GuanKey Laboratory of High Speed Circuit Design and EMC of Ministry of Education, School of Electronic EngineeringXidian University Xi'an Shaanxi 710071 China.ORCID https://orcid.org/0000-0003-1177-3052
Malik Muhammad ArslanKey Laboratory of High Speed Circuit Design and EMC of Ministry of Education, School of Electronic EngineeringXidian University Xi'an Shaanxi 710071 China.ORCID https://orcid.org/0009-0005-1608-096X
Akram AlomainySchool of Electronic Engineering and Computer ScienceQueen Mary University of London E1 4NS London U.K.ORCID https://orcid.org/0000-0002-5802-9194
Hafiza Maryum IshfaqKey Laboratory of High Speed Circuit Design and EMC of Ministry of Education, School of Electronic EngineeringXidian University Xi'an Shaanxi 710071 China.
Qammer H AbbasiJames Watt School of EngineeringUniversity of Glasgow G12 8QQ Glasgow U.K.ORCID https://orcid.org/0000-0002-7097-9969

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Abnormal breathing patternsdeep learning techniquesrespiratory illness diagnosisSDR signals

Identifiers

PMID39906267
PMCPMC11793861

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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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.