Machine Learning to Infer a Health State Using Biomedical Signals — Detection of Hypoglycemia in People with Diabetes while Driving Real Cars

Author:

Lehmann Vera1ORCID,Zueger Thomas12ORCID,Maritsch Martin3ORCID,Notter Michael1ORCID,Schallmoser Simon45ORCID,Bérubé Caterina3ORCID,Albrecht Caroline1ORCID,Kraus Mathias36ORCID,Feuerriegel Stefan45ORCID,Fleisch Elgar37ORCID,Kowatsch Tobias389ORCID,Lagger Sophie1ORCID,Laimer Markus1ORCID,Wortmann Felix7ORCID,Stettler Christoph1ORCID

Affiliation:

1. Department of Diabetes, Endocrinology, Nutritional Medicine and Metabolism, Inselspital, Bern, University Hospital, University of Bern, Bern, Switzerland

2. Department of Endocrinology and Metabolic Diseases, Kantonsspital Olten, Olten, Switzerland

3. Department of Management, Technology and Economics, ETH Zurich, Zurich, Switzerland

4. Institute of Artificial Intelligence (AI) in Management, LMU Munich, Munich, Germany

5. Munich Center for Machine Learning, Munich, Germany

6. School of Business, Economics and Society, Friedrich-Alexander University Erlangen-Nürnberg, Nürnberg, Germany

7. Institute of Technology Management, University of St. Gallen, St. Gallen, Switzerland

8. Institute for Implementation Science in Health Care, University of Zurich, Zurich, Switzerland

9. School of Medicine, University of St. Gallen, St. Gallen, Switzerland

Publisher

Massachusetts Medical Society

Reference23 articles.

1. Glucose Counterregulation, Hypoglycemia, and Intensive Insulin Therapy in Diabetes Mellitus

2. Acute Hypoglycemia Impairs Executive Cognitive Function in Adults With and Without Type 1 Diabetes

3. Driving Mishaps Among Individuals With Type 1 Diabetes

4. Bieber-Tregear M, Funmilayo D, Amana A, Connor D, Tregear S. Evidence report: 2010 update: diabetes and commercial motor vehicle safety. Washington, DC: Federal Motor Carrier Safety Administration, May 27, 2011 (https://rosap.ntl.bts.gov/view/dot/21200).

5. Driving Safety and Real-Time Glucose Monitoring in Insulin-Dependent Diabetes

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