Application of Machine Learning in Medicine

My name is Daniel Müller, MD. I graduated from the University of Basel in 1997 and underwent training in Internal Medicine in Basel, Lausanne, and Boston. In 2005, I completed the executive MBA program at the University of St. Gallen (HSG) in 2005. I am holding a Certificate of Advanced Studies (CAS) in Pharmaceutical Medicine (ECPM) from the University of Basel in 2009.

I hold a Certificate of Online Studies (COS), which I received after completing the Data Science and Machine Learning (ML) Program at the Extension School at EPFL in Lausanne in 2018.

I have earned numerous course and specializations certificates from Coursera in data science and ML.

Since 2007, I have been the owner of Medcontrol AG, a company initially specialized in the online collection of patient-reported information for clinical trials.

Following an accident that required intensive retraining, I discovered a new focus: the application of ML in medicine.

As an ML Practitioner, my specialty lies in building models based on regression, decision trees, and artificial neural networks using different types of data.

I have a particular interest in applying ML in Natural Language Processing (NLP).

Currently, I serve as an external advisor at the intelligent Global Health Lab (iGH) at the Machine Learning and Optimization Lab (MLO) at EPFL, Lausanne.

You can find my complete profile on LinkedIn.

Current projects with the involvement of Medcontrol in collaboration with the Schulthess Klinik in Zürich have been presented at the Annual Congress of the Swiss Orthopedics (SGO 2021) and at EuroSpine 2021:

Titel: „Development of a machine-learning based model for predicting multidimensional outcome after surgery for degenerative disorders of the spine“

Authors: D. Müller, D. Haschtmann, D. O’Riordan, M. Loibl F. Kleinstück, T. Fekete, F. Porchet, R. Reitmeir, D. Jeszenszky, A. Mannion

Brain and Spine, Volume 1, Supplement 1, 2021,100101,ISSN 2772-5294

Titel: „A machine-learning based model predicts significantly inferior multidimensional outcome in patients who drop out at follow-up“

Authors: Anne F. Mannion Daniel Müller Dave O’RiordanTamas F. Fekete Francois Porchet Frank S. Kleinstück Raluca Reitmeir Markus Loibl Daniel Haschtmann

Brain and Spine, Volume 1, Supplement 1,2021, 100010,ISSN 2772-5294,

Publication in the European Spine Journal August 2022 (Volume 31, issue 8, August 2022, The Spine and Artificial Intelligence):

https://www.europeanspinejournal.org/article/101007s00586-022-07306-8

Authors: D. Müller, D. Haschtmann, T. F. Fekete, F. Kleinstück, R. Reitmeir, M. Loibl, D. O’Riordan, F. Porchet, D. Jeszenszky, A. F. Mannion

A Showcase of the developed application can be found here: PrognosticTool

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Publication in nature.com npj digital medicine, Published: 02 June 2023

Titel: DeepBreath—automated detection of respiratory pathology from lung auscultation in 572 pediatric outpatients across 5 countries

Authors: Julien Heitmann, Alban Glangetas, Jonathan Doenz, Juliane Dervaux, Deeksha M. Shama, Daniel Hinjos Garcia, Mohamed Rida Benissa, Aymeric Cantais, Alexandre Perez, Daniel Müller, Tatjana Chavdarova, Isabelle Ruchonnet-Metrailler, Johan N. Siebert, Laurence Lacroix, Martin Jaggi, Alain Gervaix, Mary-Anne Hartley & with the Pneumoscope Study Group

Applications of machine learning in other areas, especially in Natural Language Processing (NLP) in political science can be found here: Stellus.ch

Medcontrol AG is based in Liestal, Switzerland. It was founded in 2002 as an internal startup within Medgate Holding AG, a Swiss telemedicine company. Medcontrol’s original field of activity was to collect patient reported  data for clinical and pharmacological trials by a web platform and interactive voice recording.

In 2007 Medcontrol AG has been bought out by Daniel Müller. Before the company could be fully launched a drastic life event happening to its owner forced the company to downsize its activity for several years.

In recent years the company has resumed its activity in the application of machine learning in medicine, especially outcome research.

In 2019 Physiotherapiezuhause a physiotherapy practice became part of Medcontrol AG.

Excerpt from references related to Medcontrol’s original field of activity:

Title: “Evaluation of a standardized internet-based and telephone-based patient monitoring system for pain therapy with transdermal fentanyl” (Clinical Trial Clin J Pain, Nov-Dec 2007;23(9):804-11)

Authors: Robert Theiler, Eli Alon, Stephan Brugger, André Ljutow, Thomas Mietzsch, Daniel Müller, Alexander Ott, Markus Rimle, André Zemp, Albert Urwyler

Title:Effect of a prebiotic mixture on intestinal comfort and general wellbeing in health” (Randomized Controlled Trial Br J Nutr. 2008 Nov;100(5):1077-85.)

Authors: Oliver Goetze, Heiko Fruehauf, Daniel Pohl, Marianna Giarrè, Florence Rochat, Kurt Ornstein, Dieter Menne, Michael Fried, Miriam Thumshirn

Get in touch with me

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Medcontrol AG

Dr. med. Daniel Müller

Oberer Burghaldenweg 42

CH-4410 Liestal