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Reducing the incidence of surgical site infections (SSIs) is one of the objectives of the French nosocomial infection control program. Manual monitoring of SSIs is carried out each year by the hospital hygiene team and surgeons at the…

Surgical Site Infection (SSI) is a national priority in healthcare research. Much research attention has been attracted to develop better SSI risk prediction models. However, most of the existing SSI risk prediction models are built on…

机器学习 · 计算机科学 2016-11-15 Chuyang Ke , Yan Jin , Heather Evans , Bill Lober , Xiaoning Qian , Ji Liu , Shuai Huang

Accurately and efficiently diagnosing Post-Acute Sequelae of COVID-19 (PASC) remains challenging due to its myriad symptoms that evolve over long- and variable-time intervals. To address this issue, we developed a hybrid natural language…

Surgical site infection (SSI) is one of the most common and costly healthcare-associated infections and and surgical wound care remains a significant clinical challenge in preventing SSIs and improving patient outcomes. While recent studies…

A large fraction of the electronic health records consists of clinical measurements collected over time, such as blood tests, which provide important information about the health status of a patient. These sequences of clinical measurements…

The Time Since Infection (TSI) models, which use disease surveillance data to model infectious diseases, have become increasingly popular due to their flexibility and capacity to address complex disease control questions. However, a notable…

统计方法学 · 统计学 2025-01-10 Jiasheng Shi , Yizhao Zhou , Jing Huang

The diagnosis of oral diseases presents a problematic clinical challenge, characterized by a wide spectrum of pathologies with overlapping symptomatology. To address this, we developed Clinical Semantic Intelligence (CSI), a novel…

人工智能 · 计算机科学 2025-07-22 Mohammad Mashayekhi , Sara Ahmadi Majd , Arian AmirAmjadi , Parsa Hosseini

Infections in Diabetic Foot Ulcers (DFUs) can cause severe complications, including tissue death and limb amputation, highlighting the need for accurate, timely diagnosis. Previous machine learning methods have focused on identifying…

计算机视觉与模式识别 · 计算机科学 2025-02-28 Palawat Busaranuvong , Emmanuel Agu , Reza Saadati Fard , Deepak Kumar , Shefalika Gautam , Bengisu Tulu , Diane Strong

Given an aftermath of a cascade in the network, i.e. a set $V_I$ of "infected" nodes after an epidemic outbreak or a propagation of rumors/worms/viruses, how can we infer the sources of the cascade? Answering this challenging question is…

社会与信息网络 · 计算机科学 2016-08-24 Hung T. Nguyen , Preetam Ghosh , Michael L. Mayo , Thang N. Dinh

Severe sepsis and septic shock are conditions that affect millions of patients and have close to 50% mortality rate. Early identification of at-risk patients significantly improves outcomes. Electronic surveillance tools have been developed…

计算机与社会 · 计算机科学 2018-09-12 Emilia Apostolova , Tom Velez

Sepsis is a leading cause of mortality and critical illness worldwide. While robust biomarkers for early diagnosis are still missing, recent work indicates that hyperspectral imaging (HSI) has the potential to overcome this bottleneck by…

Despite the widely reported success of embedding-based machine learning methods on natural language processing tasks, the use of more easily interpreted engineered features remains common in fields such as cognitive impairment (CI)…

机器学习 · 计算机科学 2020-10-14 Benjamin Eyre , Aparna Balagopalan , Jekaterina Novikova

Objective:Develop and validate an algorithm for analyzing the layout of PDF clinical documents to improve the performance of downstream natural language processing tasks. Materials and Methods: We designed an algorithm to process clinical…

Large-scale volumetric medical images with annotation are rare, costly, and time prohibitive to acquire. Self-supervised learning (SSL) offers a promising pre-training and feature extraction solution for many downstream tasks, as it only…

计算机视觉与模式识别 · 计算机科学 2023-03-16 Ke Yu , Li Sun , Junxiang Chen , Max Reynolds , Tigmanshu Chaudhary , Kayhan Batmanghelich

Background: Artificial Intelligence (AI) clinical decision support (CDS) systems have the potential to augment surgical risk assessments, but successful adoption depends on an understanding of end-user needs and current workflows. This…

人机交互 · 计算机科学 2025-04-04 Andrea E Davidson , Jessica M Ray , Yulia Levites Strekalova , Parisa Rashidi , Azra Bihorac

Lung squamous cell carcinoma (LSCC) has a high recurrence and metastasis rate. Factors influencing recurrence and metastasis are currently unknown and there are no distinct histopathological or morphological features indicating the risks of…

计算机视觉与模式识别 · 计算机科学 2023-02-09 Weicheng Zhu , Carlos Fernandez-Granda , Narges Razavian

Clinical notes are an essential component of a health record. This paper evaluates how natural language processing (NLP) can be used to identify the risk of acute care use (ACU) in oncology patients, once chemotherapy starts. Risk…

计算与语言 · 计算机科学 2023-06-28 Claudio Fanconi , Marieke van Buchem , Tina Hernandez-Boussard

Chronic pain is a pervasive disorder which is often very disabling and is associated with comorbidities such as depression and anxiety. Neuropathic Pain (NP) is a common sub-type which is often caused due to nerve damage and has a known…

An extensive library of symptom inventories has been developed over time to measure clinical symptoms, but this variety has led to several long standing issues. Most notably, results drawn from different settings and studies are not…

计算与语言 · 计算机科学 2023-09-12 Eamonn Kennedy , Shashank Vadlamani , Hannah M Lindsey , Kelly S Peterson , Kristen Dams OConnor , Kenton Murray , Ronak Agarwal , Houshang H Amiri , Raeda K Andersen , Talin Babikian , David A Baron , Erin D Bigler , Karen Caeyenberghs , Lisa Delano-Wood , Seth G Disner , Ekaterina Dobryakova , Blessen C Eapen , Rachel M Edelstein , Carrie Esopenko , Helen M Genova , Elbert Geuze , Naomi J Goodrich-Hunsaker , Jordan Grafman , Asta K Haberg , Cooper B Hodges , Kristen R Hoskinson , Elizabeth S Hovenden , Andrei Irimia , Neda Jahanshad , Ruchira M Jha , Finian Keleher , Kimbra Kenney , Inga K Koerte , Spencer W Liebel , Abigail Livny , Marianne Lovstad , Sarah L Martindale , Jeffrey E Max , Andrew R Mayer , Timothy B Meier , Deleene S Menefee , Abdalla Z Mohamed , Stefania Mondello , Martin M Monti , Rajendra A Morey , Virginia Newcombe , Mary R Newsome , Alexander Olsen , Nicholas J Pastorek , Mary Jo Pugh , Adeel Razi , Jacob E Resch , Jared A Rowland , Kelly Russell , Nicholas P Ryan , Randall S Scheibel , Adam T Schmidt , Gershon Spitz , Jaclyn A Stephens , Assaf Tal , Leah D Talbert , Maria Carmela Tartaglia , Brian A Taylor , Sophia I Thomopoulos , Maya Troyanskaya , Eve M Valera , Harm Jan van der Horn , John D Van Horn , Ragini Verma , Benjamin SC Wade , Willian SC Walker , Ashley L Ware , J Kent Werner , Keith Owen Yeates , Ross D Zafonte , Michael M Zeineh , Brandon Zielinski , Paul M Thompson , Frank G Hillary , David F Tate , Elisabeth A Wilde , Emily L Dennis

A patient is often willing to quickly get, from his physician, reliable analysis and concise explanation according to provided linked medical images. The fact of making choices individually by the patient's physician may lead to…

计算机视觉与模式识别 · 计算机科学 2015-06-16 Abir Messaoudi , Riadh Bouslimi , Jalel Akaichi
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