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Deep learning approach for probabilistic pulmonary function estimation from chest X-ray and peak expiratory flow rate.

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Title: Deep learning approach for probabilistic pulmonary function estimation from chest X-ray and peak expiratory flow rate.
Authors: Killing C; Institute of Infectious Diseases and Tropical Medicine, LMU University Hospital, LMU Munich, Munich, Germany. christoph.killing@med.uni-muenchen.de., Wekerle M; Institute of Infectious Diseases and Tropical Medicine, LMU University Hospital, LMU Munich, Munich, Germany., Sutherland JS; Vaccines and Immunity Theme, Medical Research Council Unit The Gambia at LSHTM, Fajara, The Gambia., Rassool M; Clinical HIV Research Unit (CHRU), Wits Health Consortium (WHC), Health Science Research Office (HSRO), Faculty of Health Sciences, University of Witwatersrand, Johannesburg, South Africa., Zurba L; Education for Health Africa, Durban, South Africa., Ivanova O; Institute of Infectious Diseases and Tropical Medicine, LMU University Hospital, LMU Munich, Munich, Germany., Charalambous S; The Aurum Institute, Johannesburg, South Africa., Khosa C; Instituto Nacional de Saúde, Marracuene, Mozambique., Wallis RS; The Aurum Institute, Johannesburg, South Africa., Hoelscher M; Institute of Infectious Diseases and Tropical Medicine, LMU University Hospital, LMU Munich, Munich, Germany.; German Centre for Infection Research (DZIF), Partner Site Munich, Munich, Germany.; Fraunhofer Institute, Immunology, Infection and Pandemic Research, Munich, Germany.; Helmholtz Zentrum München, German Research Center for Environmental Health (HMGU), Neuherberg, Germany., Calderwood C; Clinical Research Department, London School of Hygiene & Tropical Medicine, London, UK., Allwood B; Division of Pulmonology, Department of Medicine, Stellenbosch University & Tygerberg Hospital, Cape Town, South Africa., Castelletti N; Institute of Infectious Diseases and Tropical Medicine, LMU University Hospital, LMU Munich, Munich, Germany.; Fraunhofer Institute, Immunology, Infection and Pandemic Research, Munich, Germany.; Helmholtz Zentrum München, German Research Center for Environmental Health (HMGU), Neuherberg, Germany., Rachow A; Institute of Infectious Diseases and Tropical Medicine, LMU University Hospital, LMU Munich, Munich, Germany.; German Centre for Infection Research (DZIF), Partner Site Munich, Munich, Germany.; Helmholtz Zentrum München, German Research Center for Environmental Health (HMGU), Neuherberg, Germany.
Corporate Authors: TB Sequel Consortium
Source: Communications medicine [Commun Med (Lond)] 2026 Jun 09; Vol. 6 (1). Date of Electronic Publication: 2026 Jun 09.
Publication Type: Journal Article
Journal Info: Publisher: Nature Portfolio Country of Publication: England NLM ID: 9918250414506676 Publication Model: Electronic Cited Medium: Internet ISSN: 2730-664X (Electronic) Linking ISSN: 2730664X NLM ISO Abbreviation: Commun Med (Lond) Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Killing+C%22">Killing C</searchLink>; Institute of Infectious Diseases and Tropical Medicine, LMU University Hospital, LMU Munich, Munich, Germany. christoph.killing@med.uni-muenchen.de.<br /><searchLink fieldCode="AU" term="%22Wekerle+M%22">Wekerle M</searchLink>; Institute of Infectious Diseases and Tropical Medicine, LMU University Hospital, LMU Munich, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Sutherland+JS%22">Sutherland JS</searchLink>; Vaccines and Immunity Theme, Medical Research Council Unit The Gambia at LSHTM, Fajara, The Gambia.<br /><searchLink fieldCode="AU" term="%22Rassool+M%22">Rassool M</searchLink>; Clinical HIV Research Unit (CHRU), Wits Health Consortium (WHC), Health Science Research Office (HSRO), Faculty of Health Sciences, University of Witwatersrand, Johannesburg, South Africa.<br /><searchLink fieldCode="AU" term="%22Zurba+L%22">Zurba L</searchLink>; Education for Health Africa, Durban, South Africa.<br /><searchLink fieldCode="AU" term="%22Ivanova+O%22">Ivanova O</searchLink>; Institute of Infectious Diseases and Tropical Medicine, LMU University Hospital, LMU Munich, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Charalambous+S%22">Charalambous S</searchLink>; The Aurum Institute, Johannesburg, South Africa.<br /><searchLink fieldCode="AU" term="%22Khosa+C%22">Khosa C</searchLink>; Instituto Nacional de Saúde, Marracuene, Mozambique.<br /><searchLink fieldCode="AU" term="%22Wallis+RS%22">Wallis RS</searchLink>; The Aurum Institute, Johannesburg, South Africa.<br /><searchLink fieldCode="AU" term="%22Hoelscher+M%22">Hoelscher M</searchLink>; Institute of Infectious Diseases and Tropical Medicine, LMU University Hospital, LMU Munich, Munich, Germany.; German Centre for Infection Research (DZIF), Partner Site Munich, Munich, Germany.; Fraunhofer Institute, Immunology, Infection and Pandemic Research, Munich, Germany.; Helmholtz Zentrum München, German Research Center for Environmental Health (HMGU), Neuherberg, Germany.<br /><searchLink fieldCode="AU" term="%22Calderwood+C%22">Calderwood C</searchLink>; Clinical Research Department, London School of Hygiene & Tropical Medicine, London, UK.<br /><searchLink fieldCode="AU" term="%22Allwood+B%22">Allwood B</searchLink>; Division of Pulmonology, Department of Medicine, Stellenbosch University & Tygerberg Hospital, Cape Town, South Africa.<br /><searchLink fieldCode="AU" term="%22Castelletti+N%22">Castelletti N</searchLink>; Institute of Infectious Diseases and Tropical Medicine, LMU University Hospital, LMU Munich, Munich, Germany.; Fraunhofer Institute, Immunology, Infection and Pandemic Research, Munich, Germany.; Helmholtz Zentrum München, German Research Center for Environmental Health (HMGU), Neuherberg, Germany.<br /><searchLink fieldCode="AU" term="%22Rachow+A%22">Rachow A</searchLink>; Institute of Infectious Diseases and Tropical Medicine, LMU University Hospital, LMU Munich, Munich, Germany.; German Centre for Infection Research (DZIF), Partner Site Munich, Munich, Germany.; Helmholtz Zentrum München, German Research Center for Environmental Health (HMGU), Neuherberg, Germany.
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  Data: <searchLink fieldCode="JN" term="%229918250414506676%22">Communications medicine</searchLink> [Commun Med (Lond)] 2026 Jun 09; Vol. 6 (1). <i>Date of Electronic Publication: </i>2026 Jun 09.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Nature+Portfolio%22">Nature Portfolio </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>9918250414506676 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2730-664X (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%222730664X%22">2730664X </searchLink><i>NLM ISO Abbreviation: </i>Commun Med (Lond) <i>Subsets: </i>PubMed not MEDLINE
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