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Smit, J.M. (author), Krijthe, J.H. (author), Kant, W. M.R. (author), Labrecque, J. A. (author), Komorowski, M. (author), Gommers, D.A.M.P.J. (author), van Bommel, J. (author), Reinders, M.J.T. (author), van Genderen, M. E. (author)This scoping review focuses on the essential role of models for causal inference in shaping actionable artificial intelligence (AI) designed to aid clinicians in decision-making. The objective was to identify and evaluate the reporting quality of studies introducing models for causal inference in intensive care units (ICUs), and to provide...review 2023
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Smit, J.M. (author), Krijthe, J.H. (author), van Bommel, Jasper (author), van Genderen, M. E. (author), Labrecque, J. A. (author), Komorowski, M. (author), Gommers, D.A.M.P.J. (author), Reinders, M.J.T. (author)Artificial intelligence (AI) research in the intensive care unit (ICU) mainly focuses on developing models (from linear regression to deep learning) to predict out-<br/>comes, such as mortality or sepsis [1, 2]. However, there is another important aspect of AI that is typically not framed as AI (although it may be more worthy of the name), which...journal article 2023
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Smit, J.M. (author), Krijthe, J.H. (author), Gommers, D.A.M.P.J. (author), Kamps, M. J.A. (author), Cornet, A.J. (author), Arbous, M. S. (author), De Bruin, D. P. (author), Van Bommel, J. (author), Reinders, M.J.T. (author)Background: The COVID-19 pandemic continues to overwhelm intensive care units (ICUs) worldwide, and improved prediction of mortality among COVID-19 patients could assist decision making in the ICU setting. In this work, we report on the development and validation of a dynamic mortality model specifically for critically ill COVID-19 patients...journal article 2022
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Smit, J.M. (author), Krijthe, J.H. (author), Tintu, Andrei N. (author), Endeman, Henrik (author), Ludikhuize, Jeroen (author), van Genderen, Michel E. (author), Gommers, D.A.M.P.J. (author), Arbous, M.S. (author), Reinders, M.J.T. (author)Background: Timely identification of deteriorating COVID-19 patients is needed to guide changes in clinical management and admission to intensive care units (ICUs). There is significant concern that widely used Early warning scores (EWSs) underestimate illness severity in COVID-19 patients and therefore, we developed an early warning model...journal article 2022
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Snik, F. (author), Rietjens, J.H.H. (author), Apituley, A. (author), Volten, H. (author), Mijling, B. (author), Di Noia, A. (author), Heikamp, S. (author), Heinsbroek, R.C. (author), Hasekamp, O.P. (author), Smit, J.M. (author), Vonk, J. (author), Stam, D.M. (author), Van Harten, G. (author), De Boer, J. (author), Keller, C.U. (author)To assess the impact of atmospheric aerosols on health, climate, and air traffic, aerosol properties must be measured with fine spatial and temporal sampling. This can be achieved by actively involving citizens and the technology they own to form an atmospheric measurement network. We establish this new measurement strategy by developing and...journal article 2014