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Patrick Thoral

Department of Intensive Care Medicine

29H-index
100Paper Count
9.6KCitation Count
Published Papers 33
Publication Date
Behaviour artificial intelligence technology to support the decision-making process of continuation or withdrawal of life-sustaining therapy
err2026-07-01
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errPatrick J. Thoral; Jesse de Metz; Stella Mulia; Annebel ten Broeke; Nicolaas Heyning; Birkitt L. ten Tusscher; Rolf K. Gigengack; Hilde M. Feijen; Caspar G. Chorus; Bas van den Bogaard; Paul W. G. Elbers
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Innovation in intensive care: a framework to turn ideas and concepts into actionable solutions
err2026-04-07
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PREAI
errMaurizio Cecconi; Massimiliano Greco; Eleonora Balzani; Ana-Maria Ioan; Elena Sancho Ferrando; Andrea Aliverti; Derek C. Angus; Elie Azoulay; Elena Bignami; Lluis Blanch; Cristiana Bolchini; Leo Celi; Kirsten Colpaert; Andrew Conway Morris; Maria Laura Costantino; Paul Elbers; Ari Ercole; Manuela Ferrario; Roberto Fumagalli; Giacomo Grasselli; Nicole G. M. Hunfeld; Carolina Iaquaniello; Samir Jaber; Jozef Kesecioglu; Giovanni Landoni; Nicola Latronico; Ezinwanne Ozoani; Gaetano Perchiazzi; Pedro Povoa; Jason A. Roberts; Manu Shankar-Hari; Maria Theodorakopoulou; Patrick Thoral; Margo van Mol; Salvatore Maggiore; Jan J. De Waele
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ICU readmission and mortality risk prediction: Generalizability of a multi-hospital model
err2025-10-01
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errDam, Tariq A.; de Bruin, Daan; Cina, Giovanni; Thoral, Patrick J.; Elbers, Paul W. G.; den Uil, Corstiaan A.; Crane, Reinier F.
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Sharing is caring: A systematic review of publicly available intensive care data sets
err2025-08-06
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errA.R. Jagesar; T.A. Dam; T. Struja; C.M. Sauer; M. Otten; L.A. Biesheuvel; A.R.J. Girbes; L. Adhikari; Z. Zhang; M. Faltys; N. Rodemund; P.J. Thoral; L.A. Celi; P.W.G. Elbers
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Adapting to Adulthood: A Review of Transition Strategies for Osteogenesis Imperfecta
err2024-11-13
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errCelli, Luca; Garrelfs, Mark R.; Sakkers, Ralph J. B.; Elting, Mariet W.; Celli, Mauro; Boekenkamp, Arend; Smits, Cas; Goderie, Thade; Smit, Jan Maerten; Schwarte, Lothar A.; Schober, Patrick R.; Lubbers, Wouter D.; Visser, Marieke C.; Kievit, Arthur J.; van Royen, Barend J.; Gilijamse, Marjolijn; Schreuder, Willem H.; Rustemeyer, Thomas; Pramana, Angela; Hendrickx, Jan-Jaap; Dahele, Max R.; Saeed, Peerooz; Moll, Annette C.; Curro-Tafili, Katie R.; Ghyczy, Ebba A. E.; Dickhoff, Chris; de Leeuw, Robert A.; Bonjer, Jaap H.; Nieuwenhuijzen, Jakko A.; Konings, Thelma C.; Engelsman, Anton F.; Eeckhout, Augustinus M.; van den Aardweg, Joost G.; Thoral, Patrick J.; Noske, David P.; Dubois, Leander; Teunissen, Berend P.; Semler, Oliver; Wekre, Lena Lande; Maasalu, Katre; Maertson, Aare; Sangiorgi, Luca; Versacci, Paolo; Riminucci, Mara; Grammatico, Paola; Zambrano, Anna; Martini, Lorena; Castori, Marco; Botman, Esmee; Westerheim, Ingunn; Zhytnik, Lidiia; Micha, Dimitra; Eekhoff, Elisabeth Marelise W.
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Comparative performance of intensive care mortality prediction models based on manually curated versus automatically extracted electronic health record data
err2024-08-01
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PREAI
errJagesar, A. R.; Otten, M.; Dam, T. A.; Biesheuvel, L. A.; Dongelmans, D. A.; Brinkman, S.; Thoral, P. J.; Francois-Lavet, V.; Girbes, A. R. J.; de Keizer, N. F.; de Grooth, H. J. S.; Elbers, P. W. G.
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Does Reinforcement Learning Improve Outcomes for Critically Ill Patients? A Systematic Review and Level-of-Readiness Assessment
err2023-11-08
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errOtten, Martijn; Jagesar, Ameet R.; Dam, Tariq A.; Biesheuvel, Laurens A.; den Hengst, Floris; Ziesemer, Kirsten A.; Thoral, Patrick J.; de Grooth, Harm-Jan; Girbes, Armand R. J.; Francois-Lavet, Vincent; Hoogendoorn, Mark; Elbers, Paul W. G.
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Augmented intelligence facilitates concept mapping across different electronic health records
err2023-11-01
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errDam, Tariq A.; Fleuren, Lucas M.; Roggeveen, Luca F.; Otten, Martijn; Biesheuvel, Laurens; Jagesar, Ameet R.; Lalisang, Robbert C. A.; Kullberg, Robert F. J.; Hendriks, Tom; Girbes, Armand R. J.; Hoogendoorn, Mark; Thoral, Patrick J.; Elbers, Paul W. G.
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Determining and assessing characteristics of data element names impacting the performance of annotation using Usagi
err2023-10-01
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errde Groot, Rowdy; Puttmann, Daniel P.; Fleuren, Lucas M.; Thoral, Patrick J.; Elbers, Paul W. G.; de Keizer, Nicolette F.; Cornet, Ronald
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Illness severity assessment of older adults in critical illness using machine learning (ELDER-ICU): an international multicentre study with subgroup bias evaluation
err2023-10-01
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errLiu, Xiaoli; Hu, Pan; Yeung, Wesley; Zhang, Zhongheng; Ho, Vanda; Liu, Chao; Dumontier, Clark; Thoral, Patrick J.; Mao, Zhi; Cao, Desen; Mark, Roger G.; Zhang, Zhengbo; Feng, Mengling; Li, Deyu; Celi, Leo Anthony
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Encouraging responsible intensive care data sharing
err2023-06-13
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PREAI
errThoral, Patrick; Elbers, Paul
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Diagnosing acute kidney injury ahead of time in critically ill septic patients using kinetic estimated glomerular filtration rate
err2023-06-01
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errLijovic, Lada; Pelajic, Stipe; Hawchar, Fatime; Minev, Ivaylo; da Silva, Beatriz Helena Cermaria Soares; Angelucci, Alessandra; Ercole, Ari; de Grooth, Harm-Jan; Thoral, Patrick; Radoc, Tomislav; Elbers, Paul
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Oxygenation thresholds for invasive ventilation in hypoxemic respiratory failure: a target trial emulation in two cohorts
err2023-02-22
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errYarnell, Christopher J. J.; Angriman, Federico; Ferreyro, Bruno L. L.; Liu, Kuan; De Grooth, Harm Jan; Burry, Lisa; Munshi, Laveena; Mehta, Sangeeta; Celi, Leo; Elbers, Paul; Thoral, Patrick; Brochard, Laurent; Wunsch, Hannah; Fowler, Robert A. A.; Sung, Lillian; Tomlinson, George
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Development of a Reinforcement Learning Algorithm to Optimize Corticosteroid Therapy in Critically Ill Patients with Sepsis
err2023-02-14
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errBologheanu, Razvan; Kapral, Lorenz; Laxar, Daniel; Maleczek, Mathias; Dibiasi, Christoph; Zeiner, Sebastian; Agibetov, Asan; Ercole, Ari; Thoral, Patrick; Elbers, Paul; Heitzinger, Clemens; Kimberger, Oliver
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Evolution of Clinical Phenotypes of COVID-19 Patients During Intensive Care Treatment: An Unsupervised Machine Learning Analysis
err2023-02-06
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errSiepel, Sander; Dam, Tariq A.; Fleuren, Lucas M.; Girbes, Armand R. J.; Hoogendoorn, Mark; Thoral, Patrick J.; Elbers, Paul W. G.; Bennis, Frank C.
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Predicting Readmission or Death After Discharge From the ICU: External Validation and Retraining of a Machine Learning Model
err2022-12-16
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errde Hond, Anne A. H.; Kant, Ilse M. J.; Fornasa, Mattia; Cina, Giovanni; Elbers, Paul W. G.; Thoral, Patrick J. J.; Arbous, M. Sesmu; Steyerberg, Ewout W. W.
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Assess and validate predictive performance of models for in-hospital mortality in COVID-19 patients: A retrospective cohort study in the Netherlands comparing the value of registry data with high-granular electronic health records
err2022-11-01
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errVagliano, Iacopo; Schut, Martijn C.; Abu-Hanna, Ameen; Dongelmans, Dave A.; de Lange, Dylan W.; Gommers, Diederik; Cremer, Olaf L.; Bosman, Rob J.; Rigter, Sander; Wils, Evert-Jan; Frenzel, Tim; de Jong, Remko; Peters, Marco A. A.; Kamps, Marlijn J. A.; Ramnarain, Dharmanand; Nowitzky, Ralph; Nooteboom, Fleur G. C. A.; de Ruijter, Wouter; Urlings-Strop, Louise C.; Smit, Ellen G. M.; Mehagnoul-Schipper, D. Jannet; Dormans, Tom; de Jager, Cornelis P. C.; Hendriks, Stefaan H. A.; Achterberg, Sefanja; Oostdijk, Evelien; Reidinga, Auke C.; Festen-Spanjer, Barbara; Brunnekreef, Gert B.; Cornet, Alexander D.; van den Tempel, Walter; Boelens, Age D.; Koetsier, Peter; Lens, Judith; Faber, Harald J.; Karakus, A.; Entjes, Robert; de Jong, Paul; Rettig, Thijs C. D.; Reuland, M. C.; Arbous, Sesmu; Fleuren, Lucas M.; Dam, Tariq A.; Thoral, Patrick J.; Lalisang, Robbert C. A.; Tonutti, Michele; de Bruin, Daan P.; Elbers, Paul W. G.; de Keizer, Nicolette F.
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Predicting responders to prone positioning in mechanically ventilated patients with COVID-19 using machine learning
err2022-10-20
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errDam, Tariq A.; Roggeveen, Luca F.; van Diggelen, Fuda; Fleuren, Lucas M.; Jagesar, Ameet R.; Otten, Martijn; de Vries, Heder J.; Gommers, Diederik; Cremer, Olaf L.; Bosman, Rob J.; Rigter, Sander; Wils, Evert-Jan; Frenzel, Tim; Dongelmans, Dave A.; de Jong, Remko; Peters, Marco A. A.; Kamps, Marlijn J. A.; Ramnarain, Dharmanand; Nowitzky, Ralph; Nooteboom, Fleur G. C. A.; de Ruijter, Wouter; Urlings-Strop, Louise C.; Smit, Ellen G. M.; Mehagnoul-Schipper, D. Jannet; Dormans, Tom; de Jager, Cornelis P. C.; Hendriks, Stefaan H. A.; Achterberg, Sefanja; Oostdijk, Evelien; Reidinga, Auke C.; Festen-Spanjer, Barbara; Brunnekreef, Gert B.; Cornet, Alexander D.; van den Tempel, Walter; Boelens, Age D.; Koetsier, Peter; Lens, Judith; Faber, Harald J.; Karakus, A.; Entjes, Robert; de Jong, Paul; Rettig, Thijs C. D.; Arbous, Sesmu; Vonk, Sebastiaan J. J.; Machado, Tomas; Herter, Willem E.; De Grooth, Harm-Jan; Thoral, Patrick J.; Girbes, Armand R. J.; Hoogendoorn, Mark; Elbers, Paul W. G.
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Right dose, right now: bedside, real-time, data-driven, and personalised antibiotic dosing in critically ill patients with sepsis or septic shock-a two-centre randomised clinical trial
err2022-09-05
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errRoggeveen, Luca F.; Guo, Tingjie; Fleuren, Lucas M.; Driessen, Ronald; Thoral, Patrick; van Hest, Reinier M.; Mathot, Ron A. A.; Swart, Eleonora L.; de Grooth, Harm-Jan; van den Bogaard, Bas; Girbes, Armand R. J.; Bosman, Rob J.; Elbers, Paul W. G.
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Clinically Interpretable Machine Learning Models for Early Prediction of Mortality in Older Patients with Multiple Organ Dysfunction Syndrome: An International Multicenter Retrospective Study
err2022-06-03
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errLiu, Xiaoli; Dumontier, Clark; Hu, Pan; Liu, Chao; Yeung, Wesley; Mao, Zhi; Ho, Vanda; Thoral, Patrick J.; Kuo, Po-Chih; Hu, Jie; Li, Deyu; Cao, Desen; Mark, Roger G.; Zhou, Feihu; Zhang, Zhengbo; Celi, Leo Anthony
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