Mood Disorder Detection in Adolescents by Classification Trees, Random Forests and XGBoost in Presence of Missing Data

Autor: Elzbieta Turska, Szymon Jurga, Jaroslaw Piskorski

Publikováno v: Entropy, Vol 23, Iss 9, p 1210 (2021)

We apply tree-based classification algorithms, namely the classification trees, with the use of the rpart algorithm, random forests and XGBoost methods to detect mood disorder in a group of 2508 lower secondary school students. The dataset presents m

Externí odkaz: https://doaj.org/article/556fef2103b14adeabc8f08674a39f0a

Spinal adhesive arachnoiditis: three case reports and review of literature

Autor: Łukasz Urbaniak, Emilia Pilchowska-Ujma, Wojciech Wierzchołowski, Olga Szymańska-Adamcewicz, Szymon Jurga

Publikováno v: Acta Neurologica Belgica

Spinal adhesive arachnoiditis is a rare pathology involving pia mater of the spinal cord and nerve roots. It can potentially lead to disability—many patients end up wheelchair-bound due to subsequent paraparesis. It is an infrequent but possible ca

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::39f2977c74661eb6734cd4df0bcd7e0b
https://doi.org/10.1007/s13760-020-01431-1

Mood Disorder Detection in Adolescents by Classification Trees, Random Forests and XGBoost in Presence of Missing Data

Autor: Szymon Jurga, Jaroslaw Piskorski, Elżbieta Turska

Publikováno v: Entropy
Volume 23
Issue 9
Entropy, Vol 23, Iss 1210, p 1210 (2021)

We apply tree-based classification algorithms, namely the classification trees, with the use of the rpart algorithm, random forests and XGBoost methods to detect mood disorder in a group of 2508 lower secondary school students. The dataset presents m

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::6b28d2310d861c0bf584169717f3b1b2
http://europepmc.org/articles/PMC8468933

Ticagrelor Added to Aspirin in Acute Nonsevere Ischemic Stroke or Transient Ischemic Attack of Atherosclerotic Origin

Autor: Pierre Amarenco, Hans Denison, Scott R. Evans, Anders Himmelmann, Stefan James, Mikael Knutsson, Per Ladenvall, Carlos A. Molina, Yongjun Wang, S. Claiborne Johnston, Kenneth Butcher, Shuya Li, Huaguang Zheng, David Skoloudik, Lawrence Wong, Ketevana Meshkova, Nijasri C. Suwanwela, Sebastian Ameriso, Leonardo Gonzalez, Pablo Ioli, Lorena Jure, Guillermo Povedano, Guadalupe Bruera, Gustavo Herrera, Juan Jose Martin Artesi, Virginia A. Pujol Lereis, Conrado J. Estol, Maia Gomez Schneider, Santiago Pigretti, Fernando Lipovestky, María Cristina Zurru, Stephen Davis, Andrew Wong, Tissa Wijeratne, Arman Sabet, Andrew Lee, Vincent Thijs, Robin Lemmens, Laetitia Yperzeele, Geert Vanhooren, Peter Vanacker, Iris Vansteenkiste, Vicky Maqueda, André Peeters, Marie-Christine Hasenbroekx, Van Daele, Wendy Hasenbroekx, Adinda De Pauw, Regilio Oedit, Wouter De Vooght, Philippe Desfontaines, Yves Vandermeeren, Marianna D.A. Dracoulakis, Rodrigo Bazan, Octavio M. Pontes Neto, Daniel D.C. Bezerra, Luiz C. Marrone, Pedro A. Kowacs, Carla H.C. Moro, Paulo C.O. Macelino, Marco Tulio A. Pedatella, Ekaterina Titianova, Ivan Staikov, Dimitar Maslarov, Plamen Petkov, Tanya Beleva, Borislav Kralev, Nikolay Sotirov, Dimcho Hristov, Rumeliya M. Ivanova, Margarita V. Mihailova, Ashfaq M. Shuaib, Andrew Demchuk, Michel Beaudry, Anthony R. Winder, Sumiti Nayar, Xingquan Zhao, Guoqiang Wen, Xueshuang Dong, Guozhong Li, Zhaohui Zhang, Huisheng Chen, Dong Wang, Xiaohong Li, Yuncheng Wu, Xu Zhang, Baorong Zhang, Wenke Hong, Xiaogang Li, Lijuan Wang, Li Liu, Xiaolin Xu, Peifu Wang, Weihong Zheng, Jinsheng Zeng, Yukai Wang, Yan Jia, Yongqiu Li, Bo Hu, Wei Shen, Zhi Song, Zhiping Hu, Yunhai Liu, Kaifu Ke, Deqin Geng, Shigang Zhao, Runxiu Zhu, Qiumin Qu, Xiuli Zhao, Qi Wan, Yunhua Yue, Huishan Du, Meiyun Zhang, Yan Wang, Dongfang Li, Dongyu Wang, Yongqiang Li, Xufang Xie, Tingmin Yu, Qi Liu, Mingxiu Yang, Xiaoping Pan, Lijun Xu, Deen Xu, Gang Li, Anding Xu, Martin Roubec, Petr Geier, Daniel Vaclavik, Jiri Neumann, Jana Bednarova, Robert Mikulik, David Hlinovsky, Charlotte Cordonnier, Igor Sibon, Caroline Arquizan, Sonia Alamowitch, Bertrand Lapergue, Jean-Marc Olivot, Nicolas Raposo, Marie-Hélène Mahagne, Emmanuel Touze, Gilles Rodier, Stéphane Vannier, Yves Samson, Michael Obadia, Emmanuel Ellie, Benoît Guillon, Serge Timsit, Yannick Bejot, Valérie Wolff, Didier Smadja, Aude Bagan-Triquenot, Pierre Garnier, Xavier Ducrocq, Peggy Reiner, Thierry Moulin, Frédéric Philippeau, Fernando Pico, Sébastien Richard, Joachim Röther, Jörg Berrouschot, Hassan Soda, Carsten Pohlmann, Christoph Terborg, Darius G. Nabavi, Rainer Dziewas, Martin Köhrmann, Jörg Glahn, Lars Marquardt, Bernd Kallmünzer, Karin Weißenborn, Yannie Oi-Yan Soo, Richard Li, Wing Chi Fong, Siu Hung Li, Raymond Cheung, Kin Keung Yip, Joshua Wai Ming Fok, Michael Y.P. Fu, Norbert Szegedi, Krisztián Pozsegovits, Attila Valikovics, Gyula Pánczél, Csilla Rózsa, Péter Diószeghy, Attila Csányi, Levente Kerényi, Valéria Nagy, László Szapáry, Dániel Bereczki, Sándor Molnár, Gyula Timár, András G. Folyovich, Mária Sátori, Ildikó Vastagh, Praveen S. Kumar, Rajnish Kumar, Atul Prasad, Vikram Sharma, Alok Verma, Indraneel Basu, Abu Z. Ansari, Vijaya Pamidimukkala, Raghavendra B, null S, Vivek D. Junewar, Sumit Singh, Advait Prakash Kulkarni, Padma M.V. Srivastava, K. Pramod, Sanjay G. Ramteke, Jaideep Bansal, Kewal Krishan, Hrishikesh Kumar, Priyanka V. Kashyap, T.C.R. Ramakrishnan, Gopal R. Adrasetty, Amit Yeole, Rahul B. Baviskar, Giancarlo Agnelli, Danilo Toni, Stefano Ricci, Rossana Tassi, Giuseppe Micieli, Michelangelo Mancuso, Giovanni Orlandi, Alberto Chiti, Marialuisa Delodovici, Federico Carimati, Alessandro De Vito, Francesco Perini, Cinzia Finocchi, Tiziana Tassinari, Massimo Del Sette, Luisa Roveri, Andrea Zini, Guido Bigliardi, Francesca R. Pezzella, Letizia Cupini, Alessandro Adami, Giampaolo Tomelleri, Carla Zanferrari, Angel A. Arauz Góngora, Minerva López Ruíz, Angelica Ruíz Franco, José O.J. Chacon Romero, Fernando Cruz Castillo, Jose L. Ruiz-Sandoval, Jesús D. López Tapia, Edgar A. Castillo Vargas, Juan F. Gongora Rivera, Guillermo Rivera Martinez, Jorge Villarreal Careaga, Nilton Custodio, Oscar G. Pamo Reyna, Cesar A. Castañeda, Edwin J. Pretell, Nestor Najar, Julio C. Perez, Luisa Cardoza, Carlos Chavez, Maria Reyes, Anna Członkowska, Waldemar Fryze, Piotr Sobolewski, Ryszard Nowak, Dorota Szkopek, Zbigniew Bąk, Sławomir Brzozowski, Waldemar Brola, Marek Zalisz, Konrad Rejdak, Marta Bilik, Małgorzata Fudala, Andrzej Tutaj, Anetta Lasek-Bal, Jan Kochanowicz, Bartosz Karaszewski, Tomasz Berkowicz, Beata Zwiernik, Dorota Różański, Jan P. Mejnartowicz, Szymon Jurga, Jacek Rożniecki, Maciej Świat, Ovidiu A. Bajenaru, Cristina A. Panea, Mihaela A. Simu, Rodica Balasa, Dan I. Cuciureanu, Bogdan O. Popescu, Monica Sabau, Corina Roman-Filip, Liudmila Odnopozova, Oleg Artyukov, Anna Milto, Liudmila V. Stakhovskaya, Sergei Aksentiev, Svetlana E. Chuprina, Elena B. Kuznetsova, Ilya I. Sholomov, Alexander Malygin, Elena Mordvintseva, Rostislav Y. Nilk, Inna Ershova, Dina Khasanova, Leila Akhmadeeva, Aida Iakupova, Ekaterina A. Drozdova, Marine Tanashyan, Evgenij Pudov, Lybov A. Shpagina, Svetlana Berns, Liudmila G. Lenskaya, Konstantin Golikov, Andrey V. Kovalenko, Elena Vasilieva, Elena Reznik, Mikhail Zykov, Evgeniy Kovalchuk, Dmitry Popov, Andrey Belkin, Olga Androfagina, Tatyana Lokshtanova, Elena V. Melnikova, Fahmi Al-Senani, Nouf Almansour, Fawaz Alhussein, Ali Alkhathaami, Saeed Alghamdi, Miroslav Brozman, Marta Mikloskova, Georgi Krastev, Vlastimil Serdahely, Michal Kovacik, Ladislav Gurcik, Miloslav Dvorak, Egon Kurca, Andrea Cimprichova, Marian Kycina, Erika Zacharova, Richard Risnovsky, Hee-Joon Bae, Kyung Bok Lee, Yong-Jin Cho, Jong-Moo Park, Joon-Tae Kim, Jun Lee, Jae-Kwan Cha, Sung-Il Sohn, Dong-Ick Shin, Soo Joo Lee, Byung-Chul Lee, Jay Chol Choi, Moo Seok Park, Dae-Il Chang, Joung-Ho Rha, Sang Min Sung, Yangha Hwang, Jaume Roquer González, Jaime Masjuan Vallejo, Meritxell Gomis Cortina, Francisco Moniche Álvarez, Miguel Ángel Gamero García, Soledad Pérez Sánchez, Francisco Purroy García, Santiago Trillo Senín, Tomás Segura Martín, Joaquín Serena Leal, Juan Arenillas Lara, Joan Martí-Fàbregas, Aida Lago Martín, Carlos Tejero Juste, Javier Marta Moreno, Nicolás López Hernández, Lars Sjöblom, Ann Charlotte Laska, Margarita Callander, Thomas Mooe, Jan-Erik Karlsson, Mihaela Oana Romanitan, Arne Lindgren, Niaz Ahmed, Björn Cederin, Christine Kremer, Tsong-Hai Lee, Jiann-Shing Jeng, Chih-Hung Chen, Helen L. Po, Chia-Wei Liou, Huey-Juan Lin, Ruey-Tay Lin, Hsiu-Fen Lin, Li-Ming Lien, Lung Chan, Wei-Shih Huang, Wen-Yi Huang, Ta-Cheng Chen, Chin-I Chen, Po-Lin Chen, Chun-Pai Yang, Yu Sun, Aurauma Chutinet, Tasanee Tantirittisak, Sombat Muengtaweepongsa, Yongchai Nilanont, Somsak Tiamkao, Chesda Udommongkol, Witoon Jantararotai, Tabtim Chongsuvivatwong, Suwat Srisuwananukorn, Wasutha Khaykhaew, Supachai Paiboonpol, Makorn Limudomporn, Saengduan Mayotarn, Kanoksri Samintharapanya, Arkhom Arayawichanon, Thanoot Thamangraksat, Duangpol Srimanee, Galyna Chmyr, Nataliya Tomakh, Alla Cherkez, Sergii Moskovko, Vadym Nikonov, Svitlana Shkrobot, Lyudmyla Shulga, Hanna Hrebeniuk, Valentyna Yavorska, Nataliia Lytvynenko, Marta Khavunka, Iryna Kobets, Nataliia Chemer, Ivanna Tashchuk, Olha Myronova, Thang H. Nguyen, Tan V. Vo, Thanh T. Tran, Nga T.P. Nguyen, Anh D. Nguyen, Binh T. Nguyen, Thang B. Nguyen, Ngoc H. Nguyen, Quang D. Nguyen, Nhan D. Le, Dai D. Pham.

Publikováno v: Stroke, Vol. 51, no. 12, p. 3504-3513 (2020)
Stroke
Repositório Institucional da USP (Biblioteca Digital da Produção Intelectual)
Universidade de São Paulo (USP)
instacron:USP

Supplemental Digital Content is available in the text.
Background and Purpose: Among patients with a transient ischemic attack or minor ischemic strokes, those with ipsilateral atherosclerotic stenosis of cervicocranial vasculature have the high

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::2c87804a1e41a4ef38e26b4d28272733
https://hdl.handle.net/2078.1/241341

Selected clinical syndromes of genetic variability in pain sensation

Autor: Wojciech Świtała, Szymon Jurga, Emilia Pilchowska-Ujma, Beata Juszczyszyn

Publikováno v: BÓL. 19:30-36

Pain sensation is variable both in animals and humans. Factors that influence the threshold and intensity of pain include race, ethnic origin, sex, material standard of living, stress exposure, environmental conditions and genetic factors. Methods us

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::eaba9dfd7f2d00bd596307f51f9580be
https://doi.org/10.5604/01.3001.0012.5927