Publications by authors named "Franz Krause"
Article Synopsis
- - The paper explores how Knowledge Graphs (KGs) can facilitate real-time human interventions in AI-driven manufacturing processes in the evolving Industry 5.0 environment to enhance system performance under dynamic conditions.
- - It advocates for a "late shaping" design approach, allowing for adaptability and integration of human intelligence during runtime, contrasting with the traditional "early shaping" method that fixes system behavior at the design phase.
- - The discussion includes insights from the European project Teaming.AI, focusing on challenges such as domain expertise modeling, vertical knowledge integration, and dynamically populating KGs for improved relational machine learning outcomes.
Background: Even more than hospital care in general, intensive care and mechanical ventilation capacities and its utilization in terms of rates, indications, ventilation types and outcomes vary largely among countries. We analyzed complete and nationwide data for Germany, a country with a large intensive care sector, before, during and after the COVID-19 pandemic.
Methods: Analysis of administrative claims data, provided by the German health insurance, from all hospitals for all individual patients who were mechanically ventilated between 2019 and 2022.