Clustering of Disease Trajectories with Explainable Machine Learning: A Case Study on Postoperative Delirium Phenotypes

Autor: Zheng, Xiaochen, Schürch, Manuel, Chen, Xingyu, Komninou, Maria Angeliki, Schüpbach, Reto, Allam, Ahmed, Bartussek, Jan, Krauthammer, Michael

The identification of phenotypes within complex diseases or syndromes is a fundamental component of precision medicine, which aims to adapt healthcare to individual patient characteristics. Postoperative delirium (POD) is a complex neuropsychiatric c

Externí odkaz: http://arxiv.org/abs/2405.03327

Coagulation side effects of enzymatic debridement in burned patients

Autor: Pfister, Pablo, Garcia Wendel, Pedro David, Kim, Bong Sung, Schuepbach, Reto Andreas, Steiger, Peter, Camen, Giovanni, Buehler, Philipp Karl

Publikováno v: In Burns September 2023 49(6):1272-1281

Machine learning using the extreme gradient boosting (XGBoost) algorithm predicts 5-day delta of SOFA score at ICU admission in COVID-19 patients

Autor: Alfaro-Farias, Mario, Vizmanos-Lamotte, Gerardo, Tschoellitsch, Thomas, Meier, Jens, Aguirre-Bermeo, Hernán, Apolo, Janina, Martínez, Alberto, Jurkolow, Geoffrey, Delahaye, Gauthier, Novy, Emmanuel, Losser, Marie-Reine, Wengenmayer, Tobias, Rilinger, Jonathan, Staudacher, Dawid L., David, Sascha, Welte, Tobias, Stahl, Klaus, Pavlos”, “Agios, Aslanidis, Theodoros, Korsos, Anita, Babik, Barna, Nikandish, Reza, Rezoagli, Emanuele, Giacomini, Matteo, Nova, Alice, Fogagnolo, Alberto, Spadaro, Savino, Ceriani, Roberto, Murrone, Martina, Wu, Maddalena A., Cogliati, Chiara, Colombo, Riccardo, Catena, Emanuele, Turrini, Fabrizio, Simonini, Maria Sole, Fabbri, Silvia, Potalivo, Antonella, Facondini, Francesca, Gangitano, Gianfilippo, Perin, Tiziana, Grazia Bocci, Maria, Antonelli, Massimo, Gommers, Diederik, Rodríguez-García, Raquel, Gámez-Zapata, Jorge, Taboada-Fraga, Xiana, Castro, Pedro, Tellez, Adrian, Lander-Azcona, Arantxa, Escós-Orta, Jesús, Martín-Delgado, Maria C., Algaba-Calderon, Angela, Franch-Llasat, Diego, Roche-Campo, Ferran, Lozano-Gómez, Herminia, Zalba-Etayo, Begoña, Michot, Marc P., Klarer, Alexander, Ensner, Rolf, Schott, Peter, Urech, Severin, Zellweger, Nuria, Merki, Lukas, Lambert, Adriana, Laube, Marcus, Jeitziner, Marie M., Jenni-Moser, Beatrice, Wiegand, Jan, Yuen, Bernd, Lienhardt-Nobbe, Barbara, Westphalen, Andrea, Salomon, Petra, Drvaric, Iris, Hillgaertner, Frank, Sieber, Marianne, Dullenkopf, Alexander, Petersen, Lina, Chau, Ivan, Ksouri, Hatem, Sridharan, Govind Oliver, Cereghetti, Sara, Boroli, Filippo, Pugin, Jerome, Grazioli, Serge, Rimensberger, Peter C., Bürkle, Christian, Marrel, Julien, Brenni, Mirko, Fleisch, Isabelle, Lavanchy, Jerome, Perez, Marie-Helene, Ramelet, Anne-Sylvie, Weber, Anja Baltussen, Gerecke, Peter, Christ, Andreas, Ceruti, Samuele, Glotta, Andrea, Marquardt, Katharina, Shaikh, Karim, Hübner, Tobias, Neff, Thomas, Redecker, Hermann, Moret-Bochatay, Mallory, Bentrup, FriederikeMeyer zu, Studhalter, Michael, Stephan, Michael, Brem, Jan, Gehring, Nadine, Selz, Daniela, Naon, Didier, Kleger, Gian-Reto, Pietsch, Urs, Filipovic, Miodrag, Ristic, Anette, Sepulcri, Michael, Heise, Antje, Franchitti Laurent, Marilene, Laurent, Jean-Christophe, Wendel Garcia, Pedro D., Schuepbach, Reto, Heuberger, Dorothea, Bühler, Philipp, Brugger, Silvio, Fodor, Patricia, Locher, Pascal, Camen, Giovanni, Gaspert, Tomislav, Jovic, Marija, Haberthuer, Christoph, Lussman, Roger F., Colak, Elif, Montomoli, Jonathan, Romeo, Luca, Moccia, Sara, Bernardini, Michele, Migliorelli, Lucia, Berardini, Daniele, Donati, Abele, Carsetti, Andrea, Bocci, Maria Grazia, Wendel Garcia, Pedro David, Fumeaux, Thierry, Guerci, Philippe, Schüpbach, Reto Andreas, Ince, Can, Frontoni, Emanuele, Hilty, Matthias Peter

Publikováno v: In Journal of Intensive Medicine October 2021 1(2):110-116

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Investigating group A Streptococcus antibiotic tolerance in necrotizing fasciitis.

Autor: Keller, Nadia, Boumasmoud, Mathilde, Andreoni, Federica, Tarnutzer, Andrea, von Matt, Manuela, Scheier, Thomas C., Epprecht, Jana, Weller, David, Gómez-Mejia, Alejandro, Huemer, Markus, von Reibnitz, Donata, Fontein, Duveken B. Y., Marques-Maggio, Ewerton, Schuepbach, Reto A., Mairpady-Shambat, Srikanth, Brugger, Silvio D., Zinkernagel, Annelies S.

Publikováno v: MSphere; Sep2024, Vol. 9 Issue 9, p1-10, 10p