Brodbeck, Dominique
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ICU Cockpit: a platform for collecting multimodal waveform data, AI-based computational disease modeling and real-time decision support in the intensive care unit
2022-05-13, Boss, Jens Michael, Narula, Gagan, Straessle, Christian, Willms, Jan, Suter, Susanne, Buehler, Christof, Muroi, Carl, Mack, David Jule, Seric, Marko, Baumann, Daniel, Keller, Emanuela, Azzati, Jan, Brodbeck, Dominique, Lüthy, Rahel
ICU Cockpit: a secure, fast, and scalable platform for collecting multimodal waveform data, online and historical data visualization, and online validation of algorithms in the intensive care unit. We present a network of software services that continuously stream waveforms from ICU beds to databases and a web-based user interface. Machine learning algorithms process the data streams and send outputs to the user interface. The architecture and capabilities of the platform are described. Since 2016, the platform has processed over 89 billion data points (N = 979 patients) from 200 signals (0.5–500 Hz) and laboratory analyses (once a day). We present an infrastructure-based framework for deploying and validating algorithms for critical care. The ICU Cockpit is a Big Data platform for critical care medicine, especially for multimodal waveform data. Uniquely, it allows algorithms to seamlessly integrate into the live data stream to produce clinical decision support and predictions in clinical practice.
Augmented feedback system to support physical therapy of non-specific low back pain
2010, Brodbeck, Dominique, Degen, Markus, Stanimirov, Michael, Kool, Jan, Scheermesser, Mandy, Oesch, Peter, Neuhaus, Cornelia, Fred, Ana, Filipe, Joaquim, Gamboa, Hugo
Low back pain is an important problem in industrialized countries. Two key factors limit the effectiveness of physiotherapy: low compliance of patients with repetitive movement exercises, and inadequate awareness of patients of their own posture. The Backtrainer system addresses these problems by real-time monitoring of the spine position, by providing a framework for most common physiotherapy exercises for the low back, and by providing feedback to patients in a motivating way. A minimal sensor configuration was identified as two inertial sensors that measure the orientation of the lower back at two points with three degrees of freedom. The software was designed as a flexible platform to experiment with different hardware, and with various feedback modalities. Basic exercises for two types of movements are provided: mobilizing and stabilizing. We developed visual feedback - abstract as well as in the form of a virtual reality game - and complemented the on-screen graphics with an ambient feedback device. The system was evaluated during five weeks in a rehabilitation clinic with 26 patients and 15 physiotherapists. Subjective satisfaction of subjects was good, and we interpret the results as encouraging indication for the adoption of such a therapy support system by both patients and therapists.
A method and tool for strategic hospital planning
2015, Brodbeck, Dominique, Degen, Markus, Walter, Andreas, Reichlin, Serge, Napierala, Christoph, Fred, Ana, Gamboa, Hugo, Elias, Dirk
We developed a visualization tool and a methodology to support strategic planning of hospital service portfolios. Hospitals in Switzerland are reimbursed with a fixed fee per case. The fixed-fee model makes medical services comparable from a financial point of view. In order to take advantage of this model, the data that characterizes the medical services must be operationalized. The method that we developed, centers around a visual metaphor that provides the basis for strategic thinking. It is complemented by a visualization tool that allows visualization, analysis, and modification of service portfolios. Special features enable the tool to be used during live planning sessions. We describe the method, the tool, and its application in strategy workshops for infrastructure planning, reorganization, and resource optimization decisions.
Strategic Planning of Hospital Service Portfolios - The DRGee Viewer
2015, Brodbeck, Dominique, Degen, Markus, Walter, Andreas, Napierala, Christoph, Reichlin, Serge