key: cord-0875759-kw09490m authors: Hertelendy, Attila J.; Goniewicz, Krzysztof; Khorram-Manesh, Amir title: The COVID-19 pandemic: How predictive analysis, artificial intelligence and GIS can be integrated into a clinical command system to improve disaster response and preparedness() date: 2020-11-02 journal: Am J Emerg Med DOI: 10.1016/j.ajem.2020.10.049 sha: 3bb29faae53320b02250319c0a8b5d0add9285da doc_id: 875759 cord_uid: kw09490m nan European governments should to evaluate investment in GIS frameworks that are standardized so that information can be readily shared across the European Union. Over 500 hospitals globally have partnered with GE Healthcare to implement clinical command centers that are high tech solutions to improve patient care coordination using artificial intelligence and predictive analysis [8] . An integrated command center provides decision support for staff that monitors patient flow, tracks delays and provides this information in real time using both strategically located large LCD screens throughout the hospital and mobile applications that are available to hospital staff. GE's Command Center ecosystem was used during the COVID-19 pandemic at more than 150 hospitals and in Oregon's statewide system for managing real time bed and ventilator inventory [9] . Integrating GIS into the software ecosystem of a clinical command system would generate a much more precise response and improve operational capability and collaboration throughout the healthcare system during a disaster or crisis event. For example, crowd-sourced geographic data could be used to improve situational awareness and improve data reliability in cases where standard mapping is either unavailable, or outdated [10] [11] . GIS data can also be utilized in emergency departments with their response to pandemics and concurrent disasters by reporting real time data concerning staffing and resource allocation including ventilators status. Coordination across hospitals and healthcare systems regionally through visual dashboards would help to manage a surge of patients requiring admission in an effort to achieve load-balancing and prevent overwhelming local resources [12] . European governments are urged to invest further in applying geospatial thinking to improve the speed, scalability and insights provided by GIS technology. This should be integrated into clinical command centers to help achieve a collectively more secure and prosperous European continent. Second wave COVID-19 pandemics in Europe: a temporal playbook A collaborative (web-GIS) framework based on empirical data collected from three case studies in Europe for risk management of hydro-meteorological hazards Analysis of the Potential of IT System Support in Early Warning Systems: Mitigating Flood Risk in Poland. Prehospital and disaster medicine Building change detection using high resolution remotely sensed data and GIS Open Geospatial Consortium standards. International Encyclopedia of Geography: People, the Earth, Environment and Technology: People, the Earth Disaster early warning systems: the potential role and limitations of emerging text and data messaging mitigation capabilities. Disaster medicine and public health preparedness Building joint crisis management capacity? Comparing civil security systems in 22 European countries. Risk, Hazards & Crisis in Public Policy Tampa General's New Command Center cuts delays saving millions Use of big data and information and communications technology in disasters: an integrative review. Disaster medicine and public health preparedness Geographic information system technology: review of the challenges for its establishment as a major asset for disaster and emergency management in Poland. Disaster medicine and public health preparedness Khorram-Manesh, A. The Impact of Experience, Length of Service, and Workplace Preparedness in Physicians' Readiness in the Response to Disasters