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AI-powered stethoscopes offer a promising alternative for screening rheumatic heart disease (RHD), particularly in regions with limited diagnostic infrastructure. Early detection is vital, yet echocardiography, the gold standard tool,…

We expand Mendelian Randomization (MR) methodology to deal with randomly missing data on either the exposure or the outcome variable, and furthermore with data from nonindependent individuals (eg components of a family). Our method rests on…

As machine learning and artificial intelligence are more frequently being leveraged to tackle problems in the health sector, there has been increased interest in utilizing them in clinical decision-support. This has historically been the…

机器学习 · 计算机科学 2022-04-12 Adrienne Kline , Hanyin Wang , Yikuan Li , Saya Dennis , Meghan Hutch , Zhenxing Xu , Fei Wang , Feixiong Cheng , Yuan Luo

Gliomas are the most common primary brain malignancies, with different degrees of aggressiveness, variable prognosis and various heterogeneous histologic sub-regions, i.e., peritumoral edematous/invaded tissue, necrotic core, active and…

计算机视觉与模式识别 · 计算机科学 2019-04-24 Spyridon Bakas , Mauricio Reyes , Andras Jakab , Stefan Bauer , Markus Rempfler , Alessandro Crimi , Russell Takeshi Shinohara , Christoph Berger , Sung Min Ha , Martin Rozycki , Marcel Prastawa , Esther Alberts , Jana Lipkova , John Freymann , Justin Kirby , Michel Bilello , Hassan Fathallah-Shaykh , Roland Wiest , Jan Kirschke , Benedikt Wiestler , Rivka Colen , Aikaterini Kotrotsou , Pamela Lamontagne , Daniel Marcus , Mikhail Milchenko , Arash Nazeri , Marc-Andre Weber , Abhishek Mahajan , Ujjwal Baid , Elizabeth Gerstner , Dongjin Kwon , Gagan Acharya , Manu Agarwal , Mahbubul Alam , Alberto Albiol , Antonio Albiol , Francisco J. Albiol , Varghese Alex , Nigel Allinson , Pedro H. A. Amorim , Abhijit Amrutkar , Ganesh Anand , Simon Andermatt , Tal Arbel , Pablo Arbelaez , Aaron Avery , Muneeza Azmat , Pranjal B. , W Bai , Subhashis Banerjee , Bill Barth , Thomas Batchelder , Kayhan Batmanghelich , Enzo Battistella , Andrew Beers , Mikhail Belyaev , Martin Bendszus , Eze Benson , Jose Bernal , Halandur Nagaraja Bharath , George Biros , Sotirios Bisdas , James Brown , Mariano Cabezas , Shilei Cao , Jorge M. Cardoso , Eric N Carver , Adrià Casamitjana , Laura Silvana Castillo , Marcel Catà , Philippe Cattin , Albert Cerigues , Vinicius S. Chagas , Siddhartha Chandra , Yi-Ju Chang , Shiyu Chang , Ken Chang , Joseph Chazalon , Shengcong Chen , Wei Chen , Jefferson W Chen , Zhaolin Chen , Kun Cheng , Ahana Roy Choudhury , Roger Chylla , Albert Clérigues , Steven Colleman , Ramiro German Rodriguez Colmeiro , Marc Combalia , Anthony Costa , Xiaomeng Cui , Zhenzhen Dai , Lutao Dai , Laura Alexandra Daza , Eric Deutsch , Changxing Ding , Chao Dong , Shidu Dong , Wojciech Dudzik , Zach Eaton-Rosen , Gary Egan , Guilherme Escudero , Théo Estienne , Richard Everson , Jonathan Fabrizio , Yong Fan , Longwei Fang , Xue Feng , Enzo Ferrante , Lucas Fidon , Martin Fischer , Andrew P. French , Naomi Fridman , Huan Fu , David Fuentes , Yaozong Gao , Evan Gates , David Gering , Amir Gholami , Willi Gierke , Ben Glocker , Mingming Gong , Sandra González-Villá , T. Grosges , Yuanfang Guan , Sheng Guo , Sudeep Gupta , Woo-Sup Han , Il Song Han , Konstantin Harmuth , Huiguang He , Aura Hernández-Sabaté , Evelyn Herrmann , Naveen Himthani , Winston Hsu , Cheyu Hsu , Xiaojun Hu , Xiaobin Hu , Yan Hu , Yifan Hu , Rui Hua , Teng-Yi Huang , Weilin Huang , Sabine Van Huffel , Quan Huo , Vivek HV , Khan M. Iftekharuddin , Fabian Isensee , Mobarakol Islam , Aaron S. Jackson , Sachin R. Jambawalikar , Andrew Jesson , Weijian Jian , Peter Jin , V Jeya Maria Jose , Alain Jungo , B Kainz , Konstantinos Kamnitsas , Po-Yu Kao , Ayush Karnawat , Thomas Kellermeier , Adel Kermi , Kurt Keutzer , Mohamed Tarek Khadir , Mahendra Khened , Philipp Kickingereder , Geena Kim , Nik King , Haley Knapp , Urspeter Knecht , Lisa Kohli , Deren Kong , Xiangmao Kong , Simon Koppers , Avinash Kori , Ganapathy Krishnamurthi , Egor Krivov , Piyush Kumar , Kaisar Kushibar , Dmitrii Lachinov , Tryphon Lambrou , Joon Lee , Chengen Lee , Yuehchou Lee , M Lee , Szidonia Lefkovits , Laszlo Lefkovits , James Levitt , Tengfei Li , Hongwei Li , Wenqi Li , Hongyang Li , Xiaochuan Li , Yuexiang Li , Heng Li , Zhenye Li , Xiaoyu Li , Zeju Li , XiaoGang Li , Wenqi Li , Zheng-Shen Lin , Fengming Lin , Pietro Lio , Chang Liu , Boqiang Liu , Xiang Liu , Mingyuan Liu , Ju Liu , Luyan Liu , Xavier Llado , Marc Moreno Lopez , Pablo Ribalta Lorenzo , Zhentai Lu , Lin Luo , Zhigang Luo , Jun Ma , Kai Ma , Thomas Mackie , Anant Madabushi , Issam Mahmoudi , Klaus H. Maier-Hein , Pradipta Maji , CP Mammen , Andreas Mang , B. S. Manjunath , Michal Marcinkiewicz , S McDonagh , Stephen McKenna , Richard McKinley , Miriam Mehl , Sachin Mehta , Raghav Mehta , Raphael Meier , Christoph Meinel , Dorit Merhof , Craig Meyer , Robert Miller , Sushmita Mitra , Aliasgar Moiyadi , David Molina-Garcia , Miguel A. B. Monteiro , Grzegorz Mrukwa , Andriy Myronenko , Jakub Nalepa , Thuyen Ngo , Dong Nie , Holly Ning , Chen Niu , Nicholas K Nuechterlein , Eric Oermann , Arlindo Oliveira , Diego D. C. Oliveira , Arnau Oliver , Alexander F. I. Osman , Yu-Nian Ou , Sebastien Ourselin , Nikos Paragios , Moo Sung Park , Brad Paschke , J. Gregory Pauloski , Kamlesh Pawar , Nick Pawlowski , Linmin Pei , Suting Peng , Silvio M. Pereira , Julian Perez-Beteta , Victor M. Perez-Garcia , Simon Pezold , Bao Pham , Ashish Phophalia , Gemma Piella , G. N. Pillai , Marie Piraud , Maxim Pisov , Anmol Popli , Michael P. Pound , Reza Pourreza , Prateek Prasanna , Vesna Prkovska , Tony P. Pridmore , Santi Puch , Élodie Puybareau , Buyue Qian , Xu Qiao , Martin Rajchl , Swapnil Rane , Michael Rebsamen , Hongliang Ren , Xuhua Ren , Karthik Revanuru , Mina Rezaei , Oliver Rippel , Luis Carlos Rivera , Charlotte Robert , Bruce Rosen , Daniel Rueckert , Mohammed Safwan , Mostafa Salem , Joaquim Salvi , Irina Sanchez , Irina Sánchez , Heitor M. Santos , Emmett Sartor , Dawid Schellingerhout , Klaudius Scheufele , Matthew R. Scott , Artur A. Scussel , Sara Sedlar , Juan Pablo Serrano-Rubio , N. Jon Shah , Nameetha Shah , Mazhar Shaikh , B. Uma Shankar , Zeina Shboul , Haipeng Shen , Dinggang Shen , Linlin Shen , Haocheng Shen , Varun Shenoy , Feng Shi , Hyung Eun Shin , Hai Shu , Diana Sima , M Sinclair , Orjan Smedby , James M. Snyder , Mohammadreza Soltaninejad , Guidong Song , Mehul Soni , Jean Stawiaski , Shashank Subramanian , Li Sun , Roger Sun , Jiawei Sun , Kay Sun , Yu Sun , Guoxia Sun , Shuang Sun , Yannick R Suter , Laszlo Szilagyi , Sanjay Talbar , Dacheng Tao , Dacheng Tao , Zhongzhao Teng , Siddhesh Thakur , Meenakshi H Thakur , Sameer Tharakan , Pallavi Tiwari , Guillaume Tochon , Tuan Tran , Yuhsiang M. Tsai , Kuan-Lun Tseng , Tran Anh Tuan , Vadim Turlapov , Nicholas Tustison , Maria Vakalopoulou , Sergi Valverde , Rami Vanguri , Evgeny Vasiliev , Jonathan Ventura , Luis Vera , Tom Vercauteren , C. A. Verrastro , Lasitha Vidyaratne , Veronica Vilaplana , Ajeet Vivekanandan , Guotai Wang , Qian Wang , Chiatse J. Wang , Weichung Wang , Duo Wang , Ruixuan Wang , Yuanyuan Wang , Chunliang Wang , Guotai Wang , Ning Wen , Xin Wen , Leon Weninger , Wolfgang Wick , Shaocheng Wu , Qiang Wu , Yihong Wu , Yong Xia , Yanwu Xu , Xiaowen Xu , Peiyuan Xu , Tsai-Ling Yang , Xiaoping Yang , Hao-Yu Yang , Junlin Yang , Haojin Yang , Guang Yang , Hongdou Yao , Xujiong Ye , Changchang Yin , Brett Young-Moxon , Jinhua Yu , Xiangyu Yue , Songtao Zhang , Angela Zhang , Kun Zhang , Xuejie Zhang , Lichi Zhang , Xiaoyue Zhang , Yazhuo Zhang , Lei Zhang , Jianguo Zhang , Xiang Zhang , Tianhao Zhang , Sicheng Zhao , Yu Zhao , Xiaomei Zhao , Liang Zhao , Yefeng Zheng , Liming Zhong , Chenhong Zhou , Xiaobing Zhou , Fan Zhou , Hongtu Zhu , Jin Zhu , Ying Zhuge , Weiwei Zong , Jayashree Kalpathy-Cramer , Keyvan Farahani , Christos Davatzikos , Koen van Leemput , Bjoern Menze

Multiple sclerosis (MS) is a demyelinating disease that affects more than 2 million people worldwide. The most used imaging technique to help in its diagnosis and follow-up is magnetic resonance imaging (MRI). Fluid Attenuated Inversion…

计算机视觉与模式识别 · 计算机科学 2018-07-26 Paulo G. L. Freire , Ricardo J. Ferrari

The rapid global aging trend has led to an increase in dementia cases, including Alzheimer's disease, underscoring the urgent need for early and accurate diagnostic methods. Traditional diagnostic techniques, such as cognitive tests,…

机器学习 · 计算机科学 2024-09-06 Juan A. Berrios Moya

The most frequent kind of dementia of the nervous system, Alzheimer's disease, weakens several brain processes (such as memory) and eventually results in death. The clinical study uses magnetic resonance imaging to diagnose AD. Deep…

图像与视频处理 · 电气工程与系统科学 2023-10-30 Sarasadat Foroughipoor , Kimia Moradi , Hamidreza Bolhasani

The incidence of malignant melanoma continues to increase worldwide. This cancer can strike at any age; it is one of the leading causes of loss of life in young persons. Since this cancer is visible on the skin, it is potentially detectable…

计算机视觉与模式识别 · 计算机科学 2016-01-29 Nabin K. Mishra , M. Emre Celebi

Artificial Intelligence (AI) has demonstrated significant potential in healthcare, particularly in disease diagnosis and treatment planning. Recent progress in Medical Large Vision-Language Models (Med-LVLMs) has opened up new possibilities…

机器学习 · 计算机科学 2025-03-04 Peng Xia , Kangyu Zhu , Haoran Li , Tianze Wang , Weijia Shi , Sheng Wang , Linjun Zhang , James Zou , Huaxiu Yao

Alzheimer's disease (AD), defined as an abnormal buildup of amyloid plaques and tau tangles in the brain can be diagnosed with high accuracy based on protein biomarkers via PET or CSF analysis. However, due to the invasive nature of…

机器学习 · 计算机科学 2026-01-27 Megan A. Witherow , Michael L. Evans , Ahmed Temtam , Hamid R. Okhravi , Khan M. Iftekharuddin

Thyroid cancer is a common endocrine carcinoma that occurs in the thyroid gland. Much effort has been invested in improving its diagnosis, and thyroidectomy remains the primary treatment method. A successful operation without unnecessary…

机器学习 · 计算机科学 2022-03-31 Nan Miles Xi , Lin Wang , Chuanjia Yang

Recent advancements in deep learning have significantly revolutionized the field of clinical diagnosis and treatment, offering novel approaches to improve diagnostic precision and treatment efficacy across diverse clinical domains, thus…

Individuals with suspected rare genetic disorders often undergo multiple clinical evaluations, imaging studies, laboratory tests and genetic tests, to find a possible answer over a prolonged period of time. Addressing this "diagnostic…

Immune checkpoint therapy is one of the most promising immunotherapeutic methods that are likely able to give rise to durable treatment response for various cancer types. Despite much progress in the past decade, there are still critical…

种群与进化 · 定量生物学 2021-03-24 Kamran Kaveh , Feng Fu

The rapid emergence of highly adaptable and reusable artificial intelligence (AI) models is set to revolutionize the medical field, particularly in the diagnosis and management of Parkinson's disease (PD). Currently, there are no effective…

机器学习 · 计算机科学 2025-02-18 Aite Zhao , Yongcan Liu , Xinglin Yu , Xinyue Xing

Machine learning (ML) promises better clinical decision-making, yet opaque model behavior limits the adoption in healthcare. We propose two novel regularization techniques for ensuring the interpretability of ML models trained on real-world…

机器学习 · 计算机科学 2026-03-24 Salma Rachidi , Aso Bozorgpanah , Eric Fey , Alexander Jung

Renal transplantation emerges as the most effective solution for end-stage renal disease. Occurring from complex causes, a substantial risk of transplant chronic dysfunction persists and may lead to graft loss. Medical imaging plays a…

计算机视觉与模式识别 · 计算机科学 2023-05-02 Leo Milecki , Vicky Kalogeiton , Sylvain Bodard , Dany Anglicheau , Jean-Michel Correas , Marc-Olivier Timsit , Maria Vakalopoulou

The increasing global prevalence of mental disorders, such as depression and PTSD, requires objective and scalable diagnostic tools. Traditional clinical assessments often face limitations in accessibility, objectivity, and consistency.…

音频与语音处理 · 电气工程与系统科学 2025-04-03 Abdelrahaman A. Hassan , Abdelrahman A. Ali , Aya E. Fouda , Radwa J. Hanafy , Mohammed E. Fouda

Gliomas are lethal type of central nervous system tumors with a poor prognosis. Recently, with the advancements in the micro-array technologies thousands of gene expression related data of glioma patients are acquired, leading for salient…

基因组学 · 定量生物学 2020-11-03 Navodini Wijethilake , Dulani Meedeniya , Charith Chitraranjan , Indika Perera

Mild cognitive impairment (MCI) is the prodromal stage of Alzheimer's disease (AD) and thus enrolling MCI subjects to undergo clinical trials is worthwhile. However, MCI groups usually show significant diversity and heterogeneity in the…

定量方法 · 定量生物学 2025-08-26 Muheng Shang , Jin Zhang , Junwei Han , Lei Du