Tim Schoenharl, Greg Madey, Gábor Szabó, & Albert-László Barabási. (2006). WIPER: A multi-agent system for emergency response. In M. T. B. Van de Walle (Ed.), Proceedings of ISCRAM 2006 – 3rd International Conference on Information Systems for Crisis Response and Management (pp. 282–287). Newark, NJ: Royal Flemish Academy of Belgium.
Abstract: This paper describes the proposed WIPER system. WIPER is intended to provide emergency planners and responders with an integrated system that will help to detect possible emergencies, as well as to suggest and evaluate possible courses of action to deal with the emergency. The system is designed as a multi-agent system using web services and the service oriented architecture. Components of the system for detecting and mitigating emergency situations can be added and removed from the system as the need arises. WIPER is designed to evaluate potential plans of action using a series of GIS enabled Agent-Based simulations that are grounded on realtime data from cell phone network providers. The system relies on the DDDAS concept, the interactive use of partial aggregate and detailed realtime data to continuously update the system and allow emergency planners to stay updated on the situation. The interaction with the system is done using a web-based interface and is composed of several overlaid layers of information, allowing users rich detail and flexibility.
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Yixing Shan, Lili Yang, & Roy Kalawsky. (2014). Exploring the prescriptive modeling of fire situation assessment. In and P.C. Shih. L. Plotnick M. S. P. S.R. Hiltz (Ed.), ISCRAM 2014 Conference Proceedings – 11th International Conference on Information Systems for Crisis Response and Management (pp. 60–64). University Park, PA: The Pennsylvania State University.
Abstract: One of the key assumptions in Endsley's three-level Situation Awareness (SA) model is the critical role of mental models in the development and maintenance of SA. We explored a prescriptive way of modeling this essential mental process of the fire incident commanders' fire ground assessment. The modeling was drawn from the Fast and Frugal Heuristics (FFHs) program, given the strong parallels between its contentions on ecological rationality and the environment demanding of the emergency response context. This paper addresses a number of issues being encountered in the attempt of our empirical investigation.
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Huizhang Shen, & Jidi Zhao. (2010). Decision-making support based on the combination of CBR and logic reasoning. In C. Zobel B. T. S. French (Ed.), ISCRAM 2010 – 7th International Conference on Information Systems for Crisis Response and Management: Defining Crisis Management 3.0, Proceedings. Seattle, WA: Information Systems for Crisis Response and Management, ISCRAM.
Abstract: In recent years, various crises arise frequently and cause tremendous economic and life losses. Meanwhile, current emergency decision models and decision support systems still need further improvement. This paper first proposes a new emergency decision model based on the combination of a new case retrieval algorithm for Case-Based Reasoning (CBR) and logic reasoning, and then address a sample flood disaster emergency decision process to explain the application of the model in practice.
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Huizhang Shen, Jingwen Hu, Jidi Zhao, & Jing Dong. (2012). Ontology-based modeling of emergency incidents and crisis management. In Z.Franco J. R. L. Rothkrantz (Ed.), ISCRAM 2012 Conference Proceedings – 9th International Conference on Information Systems for Crisis Response and Management. Vancouver, BC: Simon Fraser University.
Abstract: With the frequent occurrence of emergency incidents in recent years, developing intelligent and effective decision support systems for emergency response and management is getting crucial to the government and public administration. Prior research has made many efforts in constructing crisis databases over the decades. However, existing emergency management systems built on top of these databases provide limited decision support capabilities and are short of information processing and reasoning. Furthermore, ontology based on logic description and rules has more semantics description capability compared to traditional relational database. Aiming to extend existing studies and considering ontology's reusability, this paper presents an approach to build ontology-based DSSs for crisis response and management. © 2012 ISCRAM.
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Nanja J. J. M. Smets, Guido Te Brake, Jasper Lindenberg, & Mark A. Neerincx. (2007). Influence of mobile map size and user capacities on situation awareness tested in a virtual environment. In K. Nieuwenhuis P. B. B. Van de Walle (Ed.), Intelligent Human Computer Systems for Crisis Response and Management, ISCRAM 2007 Academic Proceedings Papers (pp. 557–564). Delft: Information Systems for Crisis Response and Management, ISCRAM.
Abstract: In the near future, first responders may become equipped with mobile devices providing navigation, decision and communication support. Because of the complex and chaotic circumstances in which these devices will be used, the devices should support the creation and maintenance of adequate situation awareness. Extensive testing of such devices for crisis management in real-life is expensive, complex, risky and only possible for specific settings. Therefore, we developed a synthetic task environment that is suited for developing and evaluating new concepts. In this paper, we present the results of the first experiment in this environment. Participants had to rescue victims in a synthetic world, and were supported by a map of the area showing the location and orientation of the participant and the victims. The experiment focused on the effects of map size and user's spatial ability on the quality of the situational awareness that was developed by the first responders. Besides the results of the experiment, experiences with the use of a synthetic environment for evaluation and development purposes are presented.
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Alexander Smirnov, Tatiana Levashova, & Nikolay Shilov. (2010). Ubiquitous computing in emergency: Profile-based situation response. In C. Zobel B. T. S. French (Ed.), ISCRAM 2010 – 7th International Conference on Information Systems for Crisis Response and Management: Defining Crisis Management 3.0, Proceedings. Seattle, WA: Information Systems for Crisis Response and Management, ISCRAM.
Abstract: Ubiquitous computing opens new possibilities to various aspects of human activities. The paper proposes an approach to emergency situation response that benefits of the ubiquitous computing. The approach is based on utilizing profiles to facilitate the coordination of the activities of the emergency response operation members. The major idea behind the approach is to represent the operation members together with information sources as a network of services that can be configured via negotiation of participating parties. Such elements as profile structure, information source model and negotiation protocol are described in detail.
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Alexander Smirnov, Tatiana Levashova, & Nikolay Shilov. (2013). Context-based knowledge fusion patterns in decision support system for emergency response. In J. Geldermann and T. Müller S. Fortier F. F. T. Comes (Ed.), ISCRAM 2013 Conference Proceedings – 10th International Conference on Information Systems for Crisis Response and Management (pp. 597–606). KIT; Baden-Baden: Karlsruher Institut fur Technologie.
Abstract: The purpose of this paper is discovery of context-based knowledge fusion patterns. Knowledge fusion is considered as an appearance of new knowledge in consequence of processes ongoing in decision support systems. The knowledge fusion processes are considered within a system intended to support decisions on planning emergency response actions. The knowledge fusion patterns are generalized with regard to preservation of internal structures and autonomies of information and knowledge sources involved in the knowledge fusion and to knowledge fusion results. The found patterns give a general idea of knowledge fusion processes taking place at the operational stage of decision support system functioning, i.e. the stage where context-aware functions of the system come into operation. As a practical application, such patterns can support engineers with making choice of knowledge sources to be used in the systems they design.
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Sofie Pilemalm. (2022). Barriers to Digitalized Co-production: the Case of Volunteer First Responders. In Rob Grace, & Hossein Baharmand (Eds.), ISCRAM 2022 Conference Proceedings – 19th International Conference on Information Systems for Crisis Response and Management (pp. 782–790). Tarbes, France.
Abstract: Information and communication technology (ICT) and digitalization are often seen as enablers of co-production. But if its potential is not implemented, technology will rather act as a barrier. In Sweden, new types of “hybrid” co-production initiatives that engage civil citizen volunteers as first responders emerged a decade ago. Even though the benefits are recognized, the initiatives’ expansion are hampered by the ICT solutions. In this study, we explore why, by comparing the perspectives of national authorities, needs-owners, suppliers, and end-users. We describe the barriers, e.g., insufficient geofencing, to develop ICT for various mobile platforms, unavailability of a joint API, competitiveness and double roles among stakeholders, and ICT costs. We suggest how to address the barriers and argue that digitalized co-production of the type presented will likely increase. Here our study can contribute to the successive accumulation of knowledge.
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Stensrud, R., & Valaker, S. (2023). Methods to meet changes in the security environment a proposal of qualitative and quantitative assessment attributes for coordination performance. In Jaziar Radianti, Ioannis Dokas, Nicolas Lalone, & Deepak Khazanchi (Eds.), Proceedings of the 20th International ISCRAM Conference (pp. 676–691). Omaha, USA: University of Nebraska at Omaha.
Abstract: The use of methods to inform changes of command and control has long been important, in particular through empirical surveys and computational simulation. In this article, we focus on a particular type of control: “bump less” time-shift of authority during emergency response where it is not desirable to interrupt task resolution (Dess et al.,1984). As an example we address a particular type of control in a sociotechnical use case, i.e. ensuring coordinated action among human and non-human entities, and specifically use as a case shift of who ensures coordinated action when what entities are participating fluctuate over time, yet there is a need to sustain coordination (e.g. due to criticality of sustained performance). We do some work to detail a sociotechnical control mechanism and we present methods for examining the influence such control may have on performing both planned, prescribed, organizational task work as well as dynamic, non-prescribed tasks (Stanton et al., 2018). We argue that measures of high fidelity, with high specificity, defined before task resolution (feedforward) may be particularly important in prescribed change due to the possibility to define clear goals for coordinating and detailing who holds coordination authority. For dynamic change, on the other hand supporting technology that enable a sensing and processing of feedback the number of agents/entities undergoing change is not predetermined and the change of who is best suited to coordinate authority is less clear. Our theorizing is illustrated by using traditional linear control theory emulating shift of control nuanced by an emergency use case. In conclusion, we suggest future directions for research as well as practical implications.
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Mirko Thorstensson. (2012). Supporting observers in the field to perform model based data collection. In Z.Franco J. R. L. Rothkrantz (Ed.), ISCRAM 2012 Conference Proceedings – 9th International Conference on Information Systems for Crisis Response and Management. Vancouver, BC: Simon Fraser University.
Abstract: Computerized support systems enhancing taskforce performance are being increasingly used in different organizations in the emergency response, crisis management and military fields. Organizational demands for improved mission capabilities and reduced budgets impose new requirements on data content and system performance. More information needs to be provided by humans in the field, reporting observations from the evolving course of events in order to enhance possibilities for operational analyses and continuous development of organizational abilities. In this paper, we describe a method that can improve human data-collection abilities and data quality when using human observers as data collecting sensors in distributed tactical operations by applying model-based data collection. We introduce a tool that can support observers in the field, the network-based observer tool that can support human observers in determining what to report and how to report observations. We present results and findings from three different use cases. © 2012 ISCRAM.
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Tobias Andersson Granberg, Carl-Oscar Jonson, Erik Prytz, Krisjanis Steins, & Martin Waldemarsson. (2020). Sensor Requirements for Logistics Analysis of Emergency Incident Sites. In Amanda Hughes, Fiona McNeill, & Christopher W. Zobel (Eds.), ISCRAM 2020 Conference Proceedings – 17th International Conference on Information Systems for Crisis Response and Management (pp. 952–960). Blacksburg, VA (USA): Virginia Tech.
Abstract: Using sensors to collect data at emergency incident sites can facilitate analysis of the logistic operations. This can be used to improve planning and preparedness for new operations. Furthermore, real-time information from the sensors can serve as operational decision support. In this work in progress, we investigate the requirements on the sensors, and on the sensor data, to facilitate such an analysis. Through observations of exercises, the potential of using sensors for data collection is explored, and the requirements are considered. The results show that the potential benefits are significant, especially for tracking patients, and understanding the interaction between the response actors. However, the sensors need to be quite advanced in order to capture the necessary data.
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Tobias Andersson Granberg, Niklas Danielsson, Anna Fredriksson, Johan Nordstrom, Sofie Pilemalm, Richard Tjernstrom, et al. (2016). Using Semi-professionals in Emergency Response. In A. Tapia, P. Antunes, V.A. Bañuls, K. Moore, & J. Porto (Eds.), ISCRAM 2016 Conference Proceedings ? 13th International Conference on Information Systems for Crisis Response and Management. Rio de Janeiro, Brasil: Federal University of Rio de Janeiro.
Abstract: The term semi-professional can be used to denote occupational groups that do not have emergency response as their primary profession but who get additional responsibilities within rescue and response, e.g. by performing a first response or assisting the professional emergency services. In this study, four different groups of possible semi-professional resources are analyzed and compared. Similarities and differences between the four groups are discussed. Factors, important for the successful implementation of a cross-sector collaboration of this kind, are highlighted. The preliminary results show that all four groups have the potential to act as semi-professional resources within emergency response. Interestingly, the basic requirements are the same for all groups, despite different prerequisites.
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Tobias Hellmund, Manfred Schenk, Jürgen Moßgraber, Hans Springer, Reuter Jürgen, & Philipp Hertweck. (2022). ELD-BS: The Digital Situation Dashboard for Baden-Württemberg. In Rob Grace, & Hossein Baharmand (Eds.), ISCRAM 2022 Conference Proceedings – 19th International Conference on Information Systems for Crisis Response and Management (pp. 233–240). Tarbes, France.
Abstract: This paper presents the Elektronische Lagedarstellung für den Bevölkerungsschutz (ELD-BS, engl. Electronic Situation Dashboard for civil protection), a software suite for managing crisis relevant information in the German federal state Baden-Württemberg. ELD-BS serves as an easy-to-use and functional tool to support administration work in larger operational situations and in the event of a disaster. The ELD-BS supports communication and data exchange between the authorized access points in the event of an incident, yet it does not replace the formal reporting channels and the communication between the units involved in the operation. ELD-BS is conceptually intended for the overarching use of the administrative levels and particularly allows the exchange of information between the administrative authorities in large-scale operations. The software suite comprises 4 applications, which are accessible from the web and offer different functionalities during crisis response. This paper introduces the individual components and their interaction.
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Tongshen Zheng, Shunjiang Ni, Shifei Shen, Yan Wang, & Yang Tai. (2016). Numerical Study of Radioactive Pollutants Dispersion in Radioactive ?Dirty Bomb? Events. In A. Tapia, P. Antunes, V.A. Bañuls, K. Moore, & J. Porto (Eds.), ISCRAM 2016 Conference Proceedings ? 13th International Conference on Information Systems for Crisis Response and Management. Rio de Janeiro, Brasil: Federal University of Rio de Janeiro.
Abstract: The simulation of radioactive pollutants dispersion is critical for emergency response of the nuclear terrorism. The radioactive ?dirty bomb?, also called radiological dispersion device (RDD), produced and used by the terrorist to make fearful and radioactive pollution in general, has a great risk on humans. Numerical investigation of the impact of different configurations on radioactive pollution release and dispersion in urban buildings is made in this paper. The numerical simulations used the OpenFOAM, a free and open source software for computational fluid dynamics (CFD), and the simulations can be implanted to the information system of the nuclear terrorism emergency decision support system(EDSS) as the consequence assessment subsystem conveniently. The study showed that the configurations of building canyon and the position relationship of the source item and the buildings both affect the concentration distributions around the buildings.
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Sébastien Tremblay, Daniel Lafond, Jean-François Gagnon, Vincent Rousseau, & Rego Granlund. (2010). Extending the capabilities of the C3Fire microworld as a testing platform for research in emergency response management. In C. Zobel B. T. S. French (Ed.), ISCRAM 2010 – 7th International Conference on Information Systems for Crisis Response and Management: Defining Crisis Management 3.0, Proceedings. Seattle, WA: Information Systems for Crisis Response and Management, ISCRAM.
Abstract: The present paper describes the C3Fire microworld and the testing capabilities it provides for research in emergency response management. We start with a general description of C3Fire and report extensions that add a new subtask (search and rescue) relevant to the context of emergency response and a vocal communication system. We then describe how various organizational structures can be designed using this task environment and several metrics of major interest for research in crisis management, related to task performance, communication, coordination effectiveness, monitoring effectiveness, recovery from interruptions, detection of critical changes, and team adaptation. The microworld constitutes a highly flexible testing platform for research in team cognition, cognitive systems engineering and decision support for crisis management.
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Jiri Trnka, & Johan Jenvald. (2006). A real-time role-playing exercise as a methodology to support command and control research. In M. T. B. Van de Walle (Ed.), Proceedings of ISCRAM 2006 – 3rd International Conference on Information Systems for Crisis Response and Management (pp. 559–568). Newark, NJ: Royal Flemish Academy of Belgium.
Abstract: In this paper, methodological issues in research and training of complex command and control structures in emergency management are addressed. In particular, a methodological approach combining real-time role-playing exercise, after action review and observations is presented. An explorative study-ALFA-05-utilizing this approach is described. A brief overview of methodological aspects of preparation and execution is given. Further, experience gained and methodological lessons learned are also discussed. Finally, real-time role-playing exercise in combination with other methods is suggested as a feasible method for researchers and exercise managers to tackle present and future command and control in complex settings, where interaction and communication are in focus. In addition, areas for further development of the real-time role-playing exercises as a research method are suggested.
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Elena Tsiporkova, Nicolás González-Deleito, Tom Tourwé, & Anna Hristoskova. (2012). Ontology-driven multimodal interface design for an emergency response application. In Z.Franco J. R. L. Rothkrantz (Ed.), ISCRAM 2012 Conference Proceedings – 9th International Conference on Information Systems for Crisis Response and Management. Vancouver, BC: Simon Fraser University.
Abstract: In this paper, we propose an ontology-driven modelling framework, which allows to capture the domain and expert knowledge available within the interface design community, and to support designers in their daily design tasks by eliciting user and application dependent design recommendations. We illustrate how this framework can be used in practice with a concrete case study devoted to multimodal interface design for the purpose of emergency response applications. © 2012 ISCRAM.
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Simon Tucker, Vitaveska Lanfranchi, Neil Ireson, Alfonso Sosa, Gregoire Burel, & Fabio Ciravegna. (2012). Straight to the information I need: Assessing collational interfaces for emergency response. In Z.Franco J. R. L. Rothkrantz (Ed.), ISCRAM 2012 Conference Proceedings – 9th International Conference on Information Systems for Crisis Response and Management. Vancouver, BC: Simon Fraser University.
Abstract: Collational interfaces gather information from a range of sources and present them to users. Information overload is tackled by processing information in the back-end and providing interactive means to filter and browse data. Such interfaces have applications in emergency response – giving users the right information to act effectively. In this paper we explore a collational interface for emergency response, carrying out a user study that compares it to a paper based interface and one which presents data without collating it. We demonstrate that a collational interface allows users to build a picture of an emergency, but not necessarily in less time. © 2012 ISCRAM.
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Catrinel Turcanu, Benny Carlé, & Philippe Vincke. (2004). Structuring stakeholders' involvement in radiological crisis management: A multicriteria decision aid approach for countermeasure evaluation. In B. C. B. Van de Walle (Ed.), Proceedings of ISCRAM 2004 – 1st International Workshop on Information Systems for Crisis Response and Management (pp. 115–120). Brussels: Royal Flemish Academy of Belgium.
Abstract: Stakeholders represent a valuable source of knowledge, which should be used in steering the emergency response during a radiological crisis. This can be achieved in a multi-criteria decision aid framework, the potential benefits of which are highlighted in the paper: consideration of all relevant factors, problem structuring, better insight in the decision process, and support for decision-makers to justify the chosen countermeasure strategies. © Proceedings ISCRAM 2004.
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Murray Turoff, Connie White, Linda Plotnick, & Starr Roxanne Hiltz. (2008). Dynamic emergency response management for large scale decision making in extreme events. In B. V. de W. F. Fiedrich (Ed.), Proceedings of ISCRAM 2008 – 5th International Conference on Information Systems for Crisis Response and Management (pp. 462–470). Washington, DC: Information Systems for Crisis Response and Management, ISCRAM.
Abstract: Effective management of a large-scale extreme event requires a system that can quickly adapt to changing needs of the users. There is a critical need for fast decision-making within the time constraints of an ongoing emergency. Extreme events are volatile, change rapidly, and can have unpredictable outcomes. Large, not predetermined groups of experts and decision makers need a system to prepare for a response to a situation never experienced before and to collaborate to respond to the actual event. Extreme events easily require a hundred or more independent agencies and organizations to be involved which usually results in two or more times the number of individuals. To accomplish the above objectives we present a philosophical view of decision support for Emergency Preparedness and Management that has not previously been made explicit in this domain and describe a number of the current research efforts at NJIT that fit into this framework.
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Gerd Van Den Eede, Willem J. Muhren, Raphaël Smals, & Bartel A. Van De Walle. (2006). IS capability for incident management and the DERMIS design premises. In M. T. B. Van de Walle (Ed.), Proceedings of ISCRAM 2006 – 3rd International Conference on Information Systems for Crisis Response and Management (pp. 251–261). Newark, NJ: Royal Flemish Academy of Belgium.
Abstract: In this paper we present a dynamic model of the performance of an organization's Incident Management process as determined by the capability of its supporting emergency response information system. Our work is based on the Capability Trap model by Repenning & Sterman (2001) and draws from the many insights on emergency response information systems design as described in the DERMIS (Dynamic Emergency Response Management Information System) framework established by Turoff et al. 2004. Whereas the latter describes the premises that underlie an Information System (IS) that is capable of ensuring a reliable and flexible emergency response, the present paper contributes to the research field by looking at the interrelations of the aforementioned premises. We take a System Dynamics approach and gain insights in the key determinants of IS Capability by highlighting the mutual interdependences grouped around the concepts of adaptability, control, implicit knowledge and explicit knowledge.
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Viktor Sköld Gustafsson, Tobias Andersson Granberg, Sofie Pilemalm, & Martin Waldemarsson. (2022). Managing Natural Hazards in Sweden – Needs for Improved Information and Decision Support Systems. In Rob Grace, & Hossein Baharmand (Eds.), ISCRAM 2022 Conference Proceedings – 19th International Conference on Information Systems for Crisis Response and Management (pp. 376–384). Tarbes, France.
Abstract: This paper explores opportunities for information systems to support emergency response to multiple natural hazards. Interviews were conducted with 12 representatives from actors of the Swedish emergency response system about response to multiple natural hazards. Challenges and needs connected to five themes influencing the response effort were identified: Cooperation, Resource management, Command and control, Common operational picture, and Risk management. The results illuminate a lack of technology to support decisions and analyses during emergency response to both single and multiple natural hazards. Based on this, the paper suggests and discusses information systems and decision support tools to assist in satisfying the identified needs. The findings can inform policy makers in emergency response of where to concentrate the development of collaborative preparedness and response work, and the scientific community of future research directions.
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Kera Z. Watkins, Katrina Simon-Agolory, Anuradha Venkateswaran, & Deok Nam. (2011). Get a plan! Automatically generating disaster preparedness plans using WILBER. In E. Portela L. S. M.A. Santos (Ed.), 8th International Conference on Information Systems for Crisis Response and Management: From Early-Warning Systems to Preparedness and Training, ISCRAM 2011. Lisbon: Information Systems for Crisis Response and Management, ISCRAM.
Abstract: It is common knowledge that having a relevant disaster preparedness plan is helpful for saving lives and money during an actual crisis. However, few individuals and families have a plan in the United States. Less than 10% of US states provide online resources for individuals and families to develop customized basic disaster plans. Those states sometimes offer additional information particular to their areas. However, existing online resources could be extended nationally by automatically providing additional plan information based on localized threats (e.g. climate, terrorism, etc.) within a geographical area. Wilberforce University has designed a solution called Wilberforce's Information Library Boosting Emergency Response (WILBER) which utilizes an interdisciplinary approach to automatically generate information based on localized threats within a geographical area to extend a basic disaster preparedness plan for individuals and families. WILBER combines current and historical information from Geographical Information Systems (GIS), risk assessment, wireless sensors, and computing.
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Steven C. Way, & Yufei Yuan. (2012). Towards a context-aware multi-party emergency coordination system framework. In Z.Franco J. R. L. Rothkrantz (Ed.), ISCRAM 2012 Conference Proceedings – 9th International Conference on Information Systems for Crisis Response and Management. Vancouver, BC: Simon Fraser University.
Abstract: A framework for an emergency response system is proposed which is an extension of, but significantly different from, traditional group and distributed group support systems. The framework considers the environmental, organizational, and activity-based issues of emergency response for responders and decision makers. These issues are addressed by incorporating context-aware, multi-agency relationship management, and multiparty coordination components into the framework for a context-aware multiparty coordination system. © 2012 ISCRAM.
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Asa Weinholt, & Tobias Andersson Granberg. (2013). Evaluation of enhanced collaboration between fire and rescue services and security officers. In J. Geldermann and T. Müller S. Fortier F. F. T. Comes (Ed.), ISCRAM 2013 Conference Proceedings – 10th International Conference on Information Systems for Crisis Response and Management (pp. 735–740). KIT; Baden-Baden: Karlsruher Institut fur Technologie.
Abstract: The hypothesis of this study is that collaboration between fire and rescue services and new actors, with basic rescue skills, might be a cost effective way to improve emergency response. Interview studies of collaborations between fire and rescue services and security officers in three Swedish municipalities are presented. Seven semi-structured interviews are conducted with representatives from the security officer companies, the fire and rescue services and security managers at the municipalities. The method used to evaluate the collaborations quantitatively is Cost-benefit analysis. The collaborations have positive economic effects for society that most likely outweighs the costs. There also exist several external effects that are not possible to value monetarily, but that represent positive values for society. The results and their generalizability are discussed, as well as the possibility for these new collaborations to improve crisis management.
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