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Integrating diverse data sources offers a comprehensive view of patient health and holds potential for improving clinical decision-making. In Cystic Fibrosis (CF), which is a genetic disorder primarily affecting the lungs, biomarkers that…

Applications · Statistics 2025-12-30 Eleni-Rosalina Andrinopoulou , Emrah Gecili , Rhonda D Szczesniak

Mycetoma is a chronic and neglected inflammatory disease prevalent in tropical and subtropical regions. It can lead to severe disability and social stigma. The disease is classified into two types based on the causative microorganisms:…

Image and Video Processing · Electrical Eng. & Systems 2024-10-18 Hyam Omar Ali , Romain Abraham , Guillaume Desoubeaux , Ahmed Fahal , Clovis Tauber

In medicine, machine learning (ML) datasets are often built using the International Classification of Diseases (ICD) codes. As new models are being developed, there is a need for larger datasets. However, ICD codes are intended for billing.…

Machine Learning · Computer Science 2024-07-12 Abigail E. Whitlock , Gondy Leroy , Fariba M. Donovan , John N. Galgiani

Traditionally, diagnosis and treatment of fungal infections in humans depend heavily on face-to-face consultations or examinations made by specialized laboratory scientists known as mycologists. In many cases, such as the recent…

Image and Video Processing · Electrical Eng. & Systems 2021-09-16 Camilo Javier Pineda Sopo , Farshid Hajati , Soheila Gheisari

We introduce a new, challenging benchmark and a dataset, FungiTastic, based on fungal records continuously collected over a twenty-year span. The dataset is labelled and curated by experts and consists of about 350k multimodal observations…

Computer Vision and Pattern Recognition · Computer Science 2025-04-28 Lukas Picek , Klara Janouskova , Vojtech Cermak , Jiri Matas

There is a constant need for many healthcare programs to timely address problems with infection prevention and control (IP&C). For example, pathogens can be transmitted among patients with cystic fibrosis (CF) in both the inpatient and…

Methodology · Statistics 2022-07-27 Xiaotong Jiang , William Stoudemire , Marianne S. Muhlebach , Michael R. Kosorok

Alzheimer disease (AD) is considered one of the leading causes of death in the United States, and there is no effective cure for it. Understanding the neuropathological mechanisms underlying AD is essential for identifying early, reliable…

In this research, medical information from 1200 patients across various hospitals in Iraq was collected over a period of 3 years, from February 3, 2018, to March 5, 2021. The study encompassed several infections, including urinary tract…

Other Quantitative Biology · Quantitative Biology 2023-07-28 Maitham G. Yousif

This large-scale study, consisting of 21.3 million hand hygiene opportunities from 19 distinct facilities in 10 different states, uses linear predictive models to expose factors that may affect hand hygiene compliance. We examine the use of…

Computers and Society · Computer Science 2018-01-30 Michael T. Lash , Jason Slater , Philip M. Polgreen , Alberto M. Segre

Oral Squamous Cell Carcinoma (OSCC) is a prevalent and aggressive malignancy where deep learning-based computer-aided diagnosis and prognosis can enhance clinical assessments.However, existing publicly available OSCC datasets often suffer…

Image and Video Processing · Electrical Eng. & Systems 2025-07-23 Jinquan Guan , Junhong Guo , Qi Chen , Jian Chen , Yongkang Cai , Yilin He , Zhiquan Huang , Yan Wang , Yutong Xie

Sepsis is a life-threatening condition which requires rapid diagnosis and treatment. Traditional microbiological methods are time-consuming and expensive. In response to these challenges, deep learning algorithms were developed to identify…

Apple orchards in the U.S. are under constant threat from a large number of pathogens and insects. Appropriate and timely deployment of disease management depends on early disease detection. Incorrect and delayed diagnosis can result in…

Computer Vision and Pattern Recognition · Computer Science 2020-04-28 Ranjita Thapa , Noah Snavely , Serge Belongie , Awais Khan

Lumpy Skin Disease (LSD) and Foot-and-Mouth Disease (FMD) are highly contagious viral diseases affecting cattle, causing significant economic losses and welfare challenges. Their visual diagnosis is complicated by significant symptom…

Computer Vision and Pattern Recognition · Computer Science 2026-01-21 Nazibul Basar Ayon , Abdul Hasib , Md. Faishal Ahmed , Md. Sadiqur Rahman , Kamrul Islam , T. M. Mehrab Hasan , A. S. M. Ahsanul Sarkar Akib

This large-scale study, consisting of 24.5 million hand hygiene opportunities spanning 19 distinct facilities in 10 different states, uses linear predictive models to expose factors that may affect hand hygiene compliance. We examine the…

Computers and Society · Computer Science 2017-07-11 Michael T. Lash , Jason Slater , Philip M. Polgreen , Alberto M. Segre

Just as in eukaryotes, high-throughput chromosome conformation capture (Hi-C) data have revealed nested organizations of bacterial chromosomes into overlapping interaction domains. In this chapter, we present a multiscale analysis framework…

Genomics · Quantitative Biology 2020-10-06 Nelle Varoquaux , Virginia S. Lioy , Frédéric Boccard , Ivan Junier

Machine-learning algorithms can facilitate low-cost, user-guided visual diagnostic platforms for addressing disparities in access to sexual health services. We developed a clinical image dataset using original and augmented images for five…

Image and Video Processing · Electrical Eng. & Systems 2024-03-14 Lao-Tzu Allan-Blitz , Sithira Ambepitiya , Raghavendra Tirupathi , Jeffrey D. Klausner , Yudara Kularathne

Globally, vector-borne diseases are increasing in distribution and frequency, affecting humans, domestic animals and livestock, and wildlife. Science-based management and prevention of these diseases requires a sound understanding of the…

Populations and Evolution · Quantitative Biology 2024-09-20 Sebastian Botero-Canola , Carson Torhorst , Nicholas Canino , Lorenza Beati , Kathleen C. O Hara , Angela M. James , Samantha M. Wisely

The SARS-CoV-2 pandemic has caused significant mortality and morbidity worldwide, sparing almost no community. As the disease will likely remain a threat for years to come, an understanding of the precise influences of human demographics…

Populations and Evolution · Quantitative Biology 2020-07-02 Niayesh Afshordi , Benjamin Holder , Mohammad Bahrami , Daniel Lichtblau

Mycosis fungoides (MF) is a rare, potentially life threatening skin disease, which in early stages clinically and histologically strongly resembles Eczema, a very common and benign skin condition. In order to increase the survival rate, one…

Image and Video Processing · Electrical Eng. & Systems 2020-09-14 Jérémy Scheurer , Claudio Ferrari , Luis Berenguer Todo Bom , Michaela Beer , Werner Kempf , Luis Haug

The diagnosis of superficial fungal infections in dermatology is still mostly based on manual direct microscopic examination with Potassium Hydroxide (KOH) solution. However, this method can be time consuming and its diagnostic accuracy…

Computer Vision and Pattern Recognition · Computer Science 2022-01-06 Abdurrahim Yilmaz , Fatih Goktay , Rahmetullah Varol , Gulsum Gencoglan , Huseyin Uvet
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