Hasso-Plattner-Institut
Prof. Dr.-Ing. Bert Arnrich
 

Jonas Chromik

Research Assistant, PhD Candidate

Phone: +49-(0)331 5509-4819


Room: G-2.1.20


Email: jonas.chromik(at)hpi.de


Personal Information

  • 2016 - 2019: IT Systems Engineering (M.Sc.), Hasso Plattner Institute, Potsdam
  • 2018: EMT Training, NAW Berlin, Berlin
  • 2015 - 2018: Teaching Assistant, Hasso Plattner Institute, Potsdam
  • 2013 - 2016: IT Systems Engineering (B.Sc.), Hasso Plattner Institute, Potsdam

Research Interests

I try to alleviate the alarm fatigue problem in medicine. Alarm fatigue occurs when clinicians are desensitized by numerous alarms, many of which are false or clinically irrelevant. This is especially relevant in intensive care units where there are many alarm generating devices present.

To address this problem, I consider four different perspectives:

  1. Technical correctness of alarms: Do the measurements that caused the alarm correctly describe the reality? For example, technically false alarms could be caused by incorrect heart rate measurements that are, in turn, caused by patient movement impairing the ECG signal.
  2. Clinical relevance of alarms: Are there any consequences to the alarm? If there are no interventions addressing the cause of the alarms, the alarm itself is irrelevant, although it might be technically correct.
  3. Urgency of alarms: How much time elapses before there is a consequence to the alarm? This can help to estimate the importance of alarms which, in turn, can help to prioritize among them.
  4. Alarm prediction: Are some of the alarms foreseeable? If yes: Why is this an alarm at all? We might replace alarms with scheduled tasks to remove the sense of urgency and facilitate planning.

Publications

2022

  • Forecasting Thresholds Al... - Download
    Forecasting Thresholds Alarms in Medical Patient Monitors using Time Series Models. Chromik., Jonas; Pfitzner., Bjarne; Ihde., Nina; Michaelis., Marius; Schmidt., Denise; Klopfenstein., Sophie; Poncette., Akira-Sebastian; Balzer., Felix; Arnrich., Bert (2022). 26–34.
     
  • Extracting Alarm Events f... - Download
    Extracting Alarm Events from the MIMIC-III Clinical Database. Chromik., Jonas; Pfitzner., Bjarne; Ihde., Nina; Michaelis., Marius; Schmidt., Denise; Klopfenstein., Sophie; Poncette., Akira-Sebastian; Balzer., Felix; Arnrich., Bert (2022). 328–335.
     
  • SensorHub: Multimodal Sen... - Download
    SensorHub: Multimodal Sensing in Real-Life Enables Home-Based Studies. Chromik, Jonas; Kirsten, Kristina; Herdick, Arne; Kappattanavar, Arpita Mallikarjuna; Arnrich, Bert in Sensors (2022). 22(1)
     

2021

  • Perioperative Risk Assess... - Download
    Perioperative Risk Assessment in Pancreatic Surgery Using Machine Learning. Pfitzner, Bjarne; Chromik, Jonas; Brabender, Rachel; Fischer, Eric; Kromer, Alexander; Winter, Axel; Moosburner, Simon; Sauer, Igor M.; Malinka, Thomas; Pratschke, Johann; Arnrich, Bert; Maurer, Max M. (2021). 2211–2214.
     
  • Optimal Deployment in Eme... - Download
    Optimal Deployment in Emergency Medicine with Genetic Algorithm Exemplified by Lifeguard Assignments*. Chromik, Jonas; Arnrich, Bert (2021). 1806–1809.
     
  • Impact of Custom Features... - Download
    Impact of Custom Features of Do-it-yourself Artificial Pancreas Systems (DIYAPS) on Glycemic Outcomes of People with Type 1 Diabetes. Staszak, Wiktoria; Chromik, Jonas; Braune, Katarina; Arnrich, Bert (2021). 1472–1475.
     
  • Certainty in QRS detectio... - Download
    Certainty in QRS detection with artificial neural networks. Chromik, Jonas; Pirl, Lukas; Beilharz, Jossekin; Arnrich, Bert; Polze, Andreas in Biomedical Signal Processing and Control (2021). 68 102628.
     
  • Choosing the Appropriate ... - Download
    Choosing the Appropriate QRS Detector. Eilers, Justus; Chromik, Jonas; Arnrich, Bert (2021). (Vol. 14)