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Radar-based inspiratory-to-expiratory time ratio estimation: a validation study.

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Title: Radar-based inspiratory-to-expiratory time ratio estimation: a validation study.
Authors: Trần TT; Department Artificial Intelligence in Biomedical Engineering (AIBE), Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Erlangen, Germany. truc.tran@fau.de.; Department for Palliative Care, University Hospital Erlangen, Friedrich- Alexander-Universität Erlangen-Nürnberg (FAU), Erlangen, Germany. truc.tran@fau.de., Oesten M; Department Artificial Intelligence in Biomedical Engineering (AIBE), Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Erlangen, Germany.; Department for Palliative Care, University Hospital Erlangen, Friedrich- Alexander-Universität Erlangen-Nürnberg (FAU), Erlangen, Germany., Griesshammer SG; Department for Palliative Care, University Hospital Erlangen, Friedrich- Alexander-Universität Erlangen-Nürnberg (FAU), Erlangen, Germany., Malessa A; Department for Palliative Care, University Hospital Erlangen, Friedrich- Alexander-Universität Erlangen-Nürnberg (FAU), Erlangen, Germany., Shi K; Institute for Electronics Engineering, Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Erlangen, Germany., Heckel M; Department for Palliative Care, University Hospital Erlangen, Friedrich- Alexander-Universität Erlangen-Nürnberg (FAU), Erlangen, Germany., Eskofier BM; Department Artificial Intelligence in Biomedical Engineering (AIBE), Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Erlangen, Germany.; Chair of AI-supported Therapy Decisions, Institute for Medical Information Processing, Biometry, and Epidemiology, LMU München, Munich, Germany.; Translational Digital Health Group, Institute of AI for Health, German Research Center for Environmental Health, Helmholtz Zentrum München, Neuherberg, Germany.; Munich Center for Machine Learning (MCML), Munich, Germany., Koelpin A; Institute for High Frequency Technology, Technische Universität Hamburg (TUHH), Hamburg, Germany., Ostgathe C; Department for Palliative Care, University Hospital Erlangen, Friedrich- Alexander-Universität Erlangen-Nürnberg (FAU), Erlangen, Germany., Steigleder T; Department for Palliative Care, University Hospital Erlangen, Friedrich- Alexander-Universität Erlangen-Nürnberg (FAU), Erlangen, Germany.
Source: Scientific reports [Sci Rep] 2026 Mar 04; Vol. 16 (1). Date of Electronic Publication: 2026 Mar 04.
Publication Type: Journal Article; Validation Study
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Trần+TT%22">Trần TT</searchLink>; Department Artificial Intelligence in Biomedical Engineering (AIBE), Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Erlangen, Germany. truc.tran@fau.de.; Department for Palliative Care, University Hospital Erlangen, Friedrich- Alexander-Universität Erlangen-Nürnberg (FAU), Erlangen, Germany. truc.tran@fau.de.<br /><searchLink fieldCode="AU" term="%22Oesten+M%22">Oesten M</searchLink>; Department Artificial Intelligence in Biomedical Engineering (AIBE), Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Erlangen, Germany.; Department for Palliative Care, University Hospital Erlangen, Friedrich- Alexander-Universität Erlangen-Nürnberg (FAU), Erlangen, Germany.<br /><searchLink fieldCode="AU" term="%22Griesshammer+SG%22">Griesshammer SG</searchLink>; Department for Palliative Care, University Hospital Erlangen, Friedrich- Alexander-Universität Erlangen-Nürnberg (FAU), Erlangen, Germany.<br /><searchLink fieldCode="AU" term="%22Malessa+A%22">Malessa A</searchLink>; Department for Palliative Care, University Hospital Erlangen, Friedrich- Alexander-Universität Erlangen-Nürnberg (FAU), Erlangen, Germany.<br /><searchLink fieldCode="AU" term="%22Shi+K%22">Shi K</searchLink>; Institute for Electronics Engineering, Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Erlangen, Germany.<br /><searchLink fieldCode="AU" term="%22Heckel+M%22">Heckel M</searchLink>; Department for Palliative Care, University Hospital Erlangen, Friedrich- Alexander-Universität Erlangen-Nürnberg (FAU), Erlangen, Germany.<br /><searchLink fieldCode="AU" term="%22Eskofier+BM%22">Eskofier BM</searchLink>; Department Artificial Intelligence in Biomedical Engineering (AIBE), Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Erlangen, Germany.; Chair of AI-supported Therapy Decisions, Institute for Medical Information Processing, Biometry, and Epidemiology, LMU München, Munich, Germany.; Translational Digital Health Group, Institute of AI for Health, German Research Center for Environmental Health, Helmholtz Zentrum München, Neuherberg, Germany.; Munich Center for Machine Learning (MCML), Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Koelpin+A%22">Koelpin A</searchLink>; Institute for High Frequency Technology, Technische Universität Hamburg (TUHH), Hamburg, Germany.<br /><searchLink fieldCode="AU" term="%22Ostgathe+C%22">Ostgathe C</searchLink>; Department for Palliative Care, University Hospital Erlangen, Friedrich- Alexander-Universität Erlangen-Nürnberg (FAU), Erlangen, Germany.<br /><searchLink fieldCode="AU" term="%22Steigleder+T%22">Steigleder T</searchLink>; Department for Palliative Care, University Hospital Erlangen, Friedrich- Alexander-Universität Erlangen-Nürnberg (FAU), Erlangen, Germany.
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              Text: 2026 Mar 04
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