Classification of painful or painless diabetic peripheral neuropathy and identification of the most powerful predictors using machine learning models in large cross-sectional cohorts.

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Title: Classification of painful or painless diabetic peripheral neuropathy and identification of the most powerful predictors using machine learning models in large cross-sectional cohorts.
Authors: Baskozos G; Neural Injury Group, Nuffield Department of Clinical Neuroscience, John Radcliffe Hospital, University of Oxford, Level 6, West Wing, Oxford, OX3 9DU, UK. georgios.baskozos@ndcn.ox.ac.uk., Themistocleous AC; Neural Injury Group, Nuffield Department of Clinical Neuroscience, John Radcliffe Hospital, University of Oxford, Level 6, West Wing, Oxford, OX3 9DU, UK., Hebert HL; Chronic Pain Research Group, Division of Population Health and Genomics, Mackenzie Building, Ninewells Hospital and Medical School, University of Dundee, Dundee, UK., Pascal MMV; Neural Injury Group, Nuffield Department of Clinical Neuroscience, John Radcliffe Hospital, University of Oxford, Level 6, West Wing, Oxford, OX3 9DU, UK., John J; Neural Injury Group, Nuffield Department of Clinical Neuroscience, John Radcliffe Hospital, University of Oxford, Level 6, West Wing, Oxford, OX3 9DU, UK., Callaghan BC; Department of Neurology, University of Michigan Medical School, Ann Arbor, MI, USA., Laycock H; Pain Research, Department of Surgery and Cancer, Faculty of Medicine, Imperial College London, London, UK., Granovsky Y; Department of Neurology, Rambam Health Care Campus, Technion-Israel Institute of Technology, Haifa, Israel., Crombez G; Department of Experimental-Clinical and Health Psychology, Faculty of Psychology and Educational Sciences, Ghent University, Ghent, Belgium., Yarnitsky D; Department of Neurology, Rambam Health Care Campus, Technion-Israel Institute of Technology, Haifa, Israel., Rice ASC; Pain Research, Department of Surgery and Cancer, Faculty of Medicine, Imperial College London, London, UK., Smith BH; Chronic Pain Research Group, Division of Population Health and Genomics, Mackenzie Building, Ninewells Hospital and Medical School, University of Dundee, Dundee, UK., Bennett DLH; Neural Injury Group, Nuffield Department of Clinical Neuroscience, John Radcliffe Hospital, University of Oxford, Level 6, West Wing, Oxford, OX3 9DU, UK.
Source: BMC medical informatics and decision making [BMC Med Inform Decis Mak] 2022 May 29; Vol. 22 (1), pp. 144. Date of Electronic Publication: 2022 May 29.
Publication Type: Journal Article; Research Support, Non-U.S. Gov't
Journal Info: Publisher: BioMed Central Country of Publication: England NLM ID: 101088682 Publication Model: Electronic Cited Medium: Internet ISSN: 1472-6947 (Electronic) Linking ISSN: 14726947 NLM ISO Abbreviation: BMC Med Inform Decis Mak Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Classification of painful or painless diabetic peripheral neuropathy and identification of the most powerful predictors using machine learning models in large cross-sectional cohorts.
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  Data: <searchLink fieldCode="AU" term="%22Baskozos+G%22">Baskozos G</searchLink>; Neural Injury Group, Nuffield Department of Clinical Neuroscience, John Radcliffe Hospital, University of Oxford, Level 6, West Wing, Oxford, OX3 9DU, UK. georgios.baskozos@ndcn.ox.ac.uk.<br /><searchLink fieldCode="AU" term="%22Themistocleous+AC%22">Themistocleous AC</searchLink>; Neural Injury Group, Nuffield Department of Clinical Neuroscience, John Radcliffe Hospital, University of Oxford, Level 6, West Wing, Oxford, OX3 9DU, UK.<br /><searchLink fieldCode="AU" term="%22Hebert+HL%22">Hebert HL</searchLink>; Chronic Pain Research Group, Division of Population Health and Genomics, Mackenzie Building, Ninewells Hospital and Medical School, University of Dundee, Dundee, UK.<br /><searchLink fieldCode="AU" term="%22Pascal+MMV%22">Pascal MMV</searchLink>; Neural Injury Group, Nuffield Department of Clinical Neuroscience, John Radcliffe Hospital, University of Oxford, Level 6, West Wing, Oxford, OX3 9DU, UK.<br /><searchLink fieldCode="AU" term="%22John+J%22">John J</searchLink>; Neural Injury Group, Nuffield Department of Clinical Neuroscience, John Radcliffe Hospital, University of Oxford, Level 6, West Wing, Oxford, OX3 9DU, UK.<br /><searchLink fieldCode="AU" term="%22Callaghan+BC%22">Callaghan BC</searchLink>; Department of Neurology, University of Michigan Medical School, Ann Arbor, MI, USA.<br /><searchLink fieldCode="AU" term="%22Laycock+H%22">Laycock H</searchLink>; Pain Research, Department of Surgery and Cancer, Faculty of Medicine, Imperial College London, London, UK.<br /><searchLink fieldCode="AU" term="%22Granovsky+Y%22">Granovsky Y</searchLink>; Department of Neurology, Rambam Health Care Campus, Technion-Israel Institute of Technology, Haifa, Israel.<br /><searchLink fieldCode="AU" term="%22Crombez+G%22">Crombez G</searchLink>; Department of Experimental-Clinical and Health Psychology, Faculty of Psychology and Educational Sciences, Ghent University, Ghent, Belgium.<br /><searchLink fieldCode="AU" term="%22Yarnitsky+D%22">Yarnitsky D</searchLink>; Department of Neurology, Rambam Health Care Campus, Technion-Israel Institute of Technology, Haifa, Israel.<br /><searchLink fieldCode="AU" term="%22Rice+ASC%22">Rice ASC</searchLink>; Pain Research, Department of Surgery and Cancer, Faculty of Medicine, Imperial College London, London, UK.<br /><searchLink fieldCode="AU" term="%22Smith+BH%22">Smith BH</searchLink>; Chronic Pain Research Group, Division of Population Health and Genomics, Mackenzie Building, Ninewells Hospital and Medical School, University of Dundee, Dundee, UK.<br /><searchLink fieldCode="AU" term="%22Bennett+DLH%22">Bennett DLH</searchLink>; Neural Injury Group, Nuffield Department of Clinical Neuroscience, John Radcliffe Hospital, University of Oxford, Level 6, West Wing, Oxford, OX3 9DU, UK.
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