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Full-Text Articles in Health Information Technology

Patient Frailty: A Review, Lakshmi Sailaja Kodavati Jan 2023

Patient Frailty: A Review, Lakshmi Sailaja Kodavati

Dissertations and Theses

According to Geriator (2011), frailty is a common clinical syndrome in older adults that carries an increased risk for poor health outcomes such as falls, incident disability, hospitalization, and mortality. An operational definition of frailty is the existence of at least three out of five observable criteria indicating compromised energetics: low grip strength; low energy; slowed walking speed; low physical activity; and unintentional weight loss (Fried, et al. 2001).

According to Dubois and Charpillet (2017), most transitions into frailty are due to unintentional weight loss which, in turn, impacts gait performance and subsequent general mobility. In this literature review, the …


Training In The Use Of Interpretive Services For Patients With Limited English Proficiency, Kristina Wooten Dec 2022

Training In The Use Of Interpretive Services For Patients With Limited English Proficiency, Kristina Wooten

Symposium of Student Scholars

In clinical settings, there is a disconnect between health care professionals (HCPs) and patients with limited English proficiency (LEP). HCPs rely on ad hoc interpreters to communicate with patients with LEP (e.g. nurses using untrained friends and family or nursing students to interpret care information). Refusing to use or misusing professional interpreters and other interpretive services may lead patients with LEP to avoid seeking necessary care, misunderstand their diagnoses and treatment regimens, and fail to return for follow-up care. This increases the already existing health care disparity between patients who speak English and patients with LEP. Studies show that if …


A Study Of Heart Disease Diagnosis Using Machine Learning And Data Mining, Intisar Ahmed Dec 2022

A Study Of Heart Disease Diagnosis Using Machine Learning And Data Mining, Intisar Ahmed

Electronic Theses, Projects, and Dissertations

Heart disease is the leading cause of death for people around the world today. Diagnosis for various forms of heart disease can be detected with numerous medical tests, however, predicting heart disease without such tests is very difficult. Machine learning can help process medical big data and provide hidden knowledge which otherwise would not be possible with the naked eye. The aim of this project is to explore how machine learning algorithms can be used in predicting heart disease by building an optimized model. The research questions are; 1) What Machine learning algorithms are used in the diagnosis of heart …


Partnering To Advance Health Equity And A Welcome Opportunity To Gather: Proceedings From The 28th Annual Conference Of The Health Care Systems Research Network, Robert T. Greenlee Jul 2022

Partnering To Advance Health Equity And A Welcome Opportunity To Gather: Proceedings From The 28th Annual Conference Of The Health Care Systems Research Network, Robert T. Greenlee

Journal of Patient-Centered Research and Reviews

In April 2022, the Health Care Systems Research Network (HCSRN) — a consortium of 20 research institutions affiliated with large health systems spread across the United States (and one in Israel) — held its 28th annual conference in Pasadena, California, with 275 researchers, health care colleagues, and external academic partners in attendance. With a conference theme of “Promoting Collaboration and Partnerships to Advance Health Equity,” the scientific program was assembled by a multisite planning committee with input from representatives of informal local host Kaiser Permanente Southern California. Objectives of the annual conference are to showcase scientific findings from HCSRN projects …


Can Variables From The Electronic Health Record Identify Delirium At Bedside?, Ariba Khan, Kayla Heslin, Michelle Simpson, Michael L. Malone Jul 2022

Can Variables From The Electronic Health Record Identify Delirium At Bedside?, Ariba Khan, Kayla Heslin, Michelle Simpson, Michael L. Malone

Journal of Patient-Centered Research and Reviews

Delirium, a common and serious disorder in older hospitalized patients, remains underrecognized. While several delirium predictive models have been developed, only a handful have focused on electronic health record (EHR) data. This prospective cohort study of older inpatients (≥ 65 years old) aimed to determine if variables within our health system’s EHR could be used to identify delirium among hospitalized patients at the bedside. Trained researchers screened daily for delirium using the 3-minute diagnostic Confusion Assessment Method (3D-CAM). Patient demographic and clinical variables were extracted from the EHR. Among 408 participants, mean age was 75 years, 60.8% were female, and …


Is Home Blood Pressure Monitoring Effective At Controlling Hypertension In African American Patients? A Clin-Iq, Rebecca Nye, Wilhelm Lehmann, Deborah Simpson Jul 2022

Is Home Blood Pressure Monitoring Effective At Controlling Hypertension In African American Patients? A Clin-Iq, Rebecca Nye, Wilhelm Lehmann, Deborah Simpson

Journal of Patient-Centered Research and Reviews

African Americans are disproportionately affected by hypertension, a modifiable contributor to multiple chronic diseases and premature death. Primary care physicians play an important role in hypertension control. Home blood pressure monitoring (HBPM) is an evidence-based method for confirming diagnosis and monitoring hypertension over time. Some studies have found that HBPM may lead to clinically relevant reductions in blood pressure when combined with additional interventions, but few studies have focused specifically on African American populations. Evidence of effectiveness could increase clinical recommendation of HBPM. This clinical inquiry examined whether HBPM improves blood pressure control in African Americans with uncontrolled hypertension. Reviewed …


The Short-Term Effects Of Fine Airborne Particulate Matter And Climate On Covid-19 Disease Dynamics, El Hussain Shamsa, Kezhong Zhang Jun 2022

The Short-Term Effects Of Fine Airborne Particulate Matter And Climate On Covid-19 Disease Dynamics, El Hussain Shamsa, Kezhong Zhang

Medical Student Research Symposium

Background: Despite more than 60% of the United States population being fully vaccinated, COVID-19 cases continue to spike in a temporal pattern. These patterns in COVID-19 incidence and mortality may be linked to short-term changes in environmental factors.

Methods: Nationwide, county-wise measurements for COVID-19 cases and deaths, fine-airborne particulate matter (PM2.5), and maximum temperature were obtained from March 20, 2020 to March 20, 2021. Multivariate Linear Regression was used to analyze the association between environmental factors and COVID-19 incidence and mortality rates in each season. Negative Binomial Regression was used to analyze daily fluctuations of COVID-19 cases …


Emerging Trends In Healthcare Driven By The Covid-19 Pandemic: A Review From Health Informatics Perspective., Venugopal Mudgundi, Bhargav Desai, Farhad Nasar May 2022

Emerging Trends In Healthcare Driven By The Covid-19 Pandemic: A Review From Health Informatics Perspective., Venugopal Mudgundi, Bhargav Desai, Farhad Nasar

Advances in Clinical Medical Research and Healthcare Delivery

The COVID-19 pandemic is the first of its kind to hit the world in the modern information age. People working in healthcare across the globe have harnessed technological advances and modern digital tools in innovative new ways. This has brought specific, more recent trends in healthcare delivery to the forefront. In this review, we present a collection of articles that highlight some of the emerging trends in healthcare driven by the COVID-19 pandemic and that have the potential to transform healthcare in the coming decades. We provide a brief commentary on the opportunities and challenges for each trend.


J Mich Dent Assoc April 2022 Apr 2022

J Mich Dent Assoc April 2022

The Journal of the Michigan Dental Association

Monthly, The Journal of the Michigan Dental Association brings news, information, and feature articles to our state's oral health community and the MDA's 6,200+ members. No publication reaches more Michigan dentists!

In this April 2022 issue, the reader will find the following original content:

  • A cover feature “Protect Your Patients and Yourself: The Complete and Honest Medical History”
  • A feature article “The Foundation for Dental Care: The Patient Interview and Dental/Medical Health History”
  • A 10-Minute EBD “The Preferred Analgesia for Orthodontic Tooth Movement: Acetaminophen or NSAIDs?”
  • News you need: an Editorial, a "Reminder about Antitrust Law", and regular department articles, …


Intermediate Anticoagulation Dosing In Covid-19 Icu Patients: Evaluation Comparing Ventilated Vs Non-Ventilated Populations, Christopher Michael D'Amico Mar 2022

Intermediate Anticoagulation Dosing In Covid-19 Icu Patients: Evaluation Comparing Ventilated Vs Non-Ventilated Populations, Christopher Michael D'Amico

Applied Research Projects

Surges of COVID-19 have been seen to place large numbers of patients into the ICU. Establishing standards of care is critical not only for patient care, but to also implement a baseline of therapy to build upon with future research. COVID-19 produces a hypercoagulable state resulting in higher occurrences of clotting such as deep vein thrombosis (DVT), and pulmonary embolism (PE). Anticoagulation medications thin the blood to combat this aspect of the disease from occurring but does so at the risk of increasing bleeding potential. The purpose of this study is to evaluate the risk/benefit of anticoagulation usage between ventilated …


Open Your Eyes To 3d Imaging, Lea Al Matny Dds, Ms Mar 2022

Open Your Eyes To 3d Imaging, Lea Al Matny Dds, Ms

The Journal of the Michigan Dental Association

This cover feature illuminates the transformative role of cone beam computed tomography (CBCT) in dental diagnostics and treatment planning. As CBCT evolves from specialized to commonplace usage, its impact on various dental specialties, including oral surgery, periodontics, orthodontics, and general dentistry, becomes apparent. The article underscores the necessity of understanding CBCT's fundamental concepts and emphasizes the importance of customized imaging protocols tailored to patients' needs. Comprehensive evaluation of CBCT scans reveals anatomical variations, aids in detecting periapical pathosis, visualizing root fractures, assessing external cervical root resorption, and contributes to airway analysis. Moreover, the article explores CBCT's expanding role beyond implant …


Cbct In Clinical Practice, Tarunjeet Pabla Bds, Dmd, Ms, Dip. Abomr, Hugo C. Campos Dds, Dmd, Mds, Dip. Abomr, Aruna Ramesh Bds, Dmd, Ms, Dip. Abomr Mar 2022

Cbct In Clinical Practice, Tarunjeet Pabla Bds, Dmd, Ms, Dip. Abomr, Hugo C. Campos Dds, Dmd, Mds, Dip. Abomr, Aruna Ramesh Bds, Dmd, Ms, Dip. Abomr

The Journal of the Michigan Dental Association

This feature explores the integration of Cone Beam Computed Tomography (CBCT) into dental practice, offering guidelines for best practices. Introduced in 2001, CBCT revolutionized dental radiography, impacting various clinical areas. The article emphasizes the need for clinicians to comprehend CBCT technology, its benefits, and potential risks. It delves into CBCT imaging considerations, technical parameters (Field of View, Voxel Size, Spatial and Contrast Resolution), image viewing, artifacts, machine calibration, and service. Addressing radiation dose, risks, and protection, the article outlines decision-making for 2D vs. 3D imaging. It underscores the responsibility of interpreting CBCT images, legal considerations, return on investment, and the …


10-Minute Ebd: Digital Scans Or Conventional Impressions: Which Results In Better Crowns?, Laura Tsu Dds Mar 2022

10-Minute Ebd: Digital Scans Or Conventional Impressions: Which Results In Better Crowns?, Laura Tsu Dds

The Journal of the Michigan Dental Association

This 10-Minute EBD column critically evaluates the outcomes of digital scans versus conventional impressions in fabricating single-unit crowns, focusing on factors such as marginal and internal fit. Employing a PICO question and a literature search pathway via PubMed, the analysis includes systematic reviews and meta-analyses. Findings suggest that crowns from digital scans generally exhibit clinically acceptable marginal and internal fit, often outperforming conventional impressions. However, heterogeneity in study samples and methodologies contributes to varied results. While digital scans meet the standard of care, ongoing research is essential for a comprehensive understanding of the evolving landscape in digital prosthodontics.


Implementation Of Standardized Longitudinal Emr-Based Monitoring Of Patients With Post-Covid Conditions, Michael K. Espino, Jean Bombach, Richard Andrews, Karin Dunn Jan 2022

Implementation Of Standardized Longitudinal Emr-Based Monitoring Of Patients With Post-Covid Conditions, Michael K. Espino, Jean Bombach, Richard Andrews, Karin Dunn

Gulf Coast Division GME Research Day 2022

No abstract provided.


Why Do Family Members Reject Ai In Health Care? Competing Effects Of Emotions, Eun Hee Park, Karl Werder, Lan Cao, Balasubramaniam Ramesh Jan 2022

Why Do Family Members Reject Ai In Health Care? Competing Effects Of Emotions, Eun Hee Park, Karl Werder, Lan Cao, Balasubramaniam Ramesh

Information Technology & Decision Sciences Faculty Publications

Artificial intelligence (AI) enables continuous monitoring of patients’ health, thus improving the quality of their health care. However, prior studies suggest that individuals resist such innovative technology. In contrast to prior studies that investigate individuals’ decisions for themselves, we focus on family members’ rejection of AI monitoring, as family members play a significant role in health care decisions. Our research investigates competing effects of emotions toward the rejection of AI monitoring for health care. Based on two scenario-based experiments, our study reveals that emotions play a decisive role in family members’ decision making on behalf of their parents. We find …


Increasing Continuous Positive Airway Pressure Compliance With Various Telemedicine Interventions: An Integrated Literature Review, Tracy Partington Dec 2021

Increasing Continuous Positive Airway Pressure Compliance With Various Telemedicine Interventions: An Integrated Literature Review, Tracy Partington

Doctor of Nursing Practice (DNP) Projects

Aims and Objectives. This literature review's objective was to synthesize evidence from previously published literature on telemedicine interventions' effectiveness on CPAP (Continuous Positive Airway Pressure) therapy compliance.

Background. It is estimated that 22 million Americans suffer from a form of Sleep Apnea (SA), and those up to 80 percent of the cases of moderate to severe Obstructive Sleep Apnea (OSA) are undiagnosed (Sleep Apnea, n,d). The first-line therapy for OSA is CPAP. However, CPAP therapy is associated with low compliance rates.

Design. Systematic review.

Method. A multi-database literature search was conducted to identify published literature between 2009 and 2020. …


Deep Convolutional Neural Networks For Accurate Diagnosis Of Covid-19 Patients Using Chest X-Ray Image Databases From Italy, Canada, And The Usa, Amgad A. Salama, Samy H. Darwish, Samir M. Abdel-Mageed, Radwa A. Meshref, Ehab I. Mohamed Dec 2021

Deep Convolutional Neural Networks For Accurate Diagnosis Of Covid-19 Patients Using Chest X-Ray Image Databases From Italy, Canada, And The Usa, Amgad A. Salama, Samy H. Darwish, Samir M. Abdel-Mageed, Radwa A. Meshref, Ehab I. Mohamed

The University of Louisville Journal of Respiratory Infections

Introduction: Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), famously known as COVID-19, has quickly become a global pandemic. Chest X-ray (CXR) imaging has proven reliable, fast, and cost-effective for identifying COVID-19 infections, which proceeds to display atypical unilateral patchy infiltration in the lungs like typical pneumonia. We employed the deep convolutional neural network (DCNN) ResNet-34 to detect and classify CXR images from patients with COVID-19 and Viral Pneumonia and Normal Controls.

Methods: We created a single database containing 781 source CXR images from four different international sub-databases: the Società Italiana di Radiologia Medica e Interventistica (SIRM), the GitHub Database, the …


Self-Measured Blood Pressure Monitoring: A Patient Empowerment Project, Alison Cusmano Dec 2021

Self-Measured Blood Pressure Monitoring: A Patient Empowerment Project, Alison Cusmano

Doctor of Nursing Practice Final Manuscripts

Hypertension is a public health issue estimated to affect 112 million adults by 2030. Primary care patients in an outpatient clinic in Southern California with elevated blood pressure readings in the office did not have an organized system for close follow-up. The purpose of this evidence-based project (EBP) was to educate patients on self-measured blood pressure monitoring (SMBP), Dietary Approaches to Stop Hypertension (DASH), diet interventions, and healthy weight loss to improve hypertension rates. Through these interventions, patients developed an understanding of their systolic and diastolic blood pressure goals. Nurse practitioners, medical assistants, and licensed vocational nurses screened for high …


Mobile Phone Sensors Can Discern Medication-Related Gait Quality Changes In Parkinson's Patients In The Home Environment, Albert Pierce, Niklas König Ignasiak, Wilford K. Eiteman-Pang, Cyril Rakovski, Vincent Berardi Sep 2021

Mobile Phone Sensors Can Discern Medication-Related Gait Quality Changes In Parkinson's Patients In The Home Environment, Albert Pierce, Niklas König Ignasiak, Wilford K. Eiteman-Pang, Cyril Rakovski, Vincent Berardi

Psychology Faculty Articles and Research

Patients with Parkinson's Disease (PD) experience daytime symptom fluctuations, which result in small amplitude, slow and unstable walking during times when medication attenuates. The ability to identify dysfunctional gait patterns throughout the day from raw mobile phone acceleration and gyroscope signals would allow the development of applications to provide real-time interventions to facilitate walking performance by, for example, providing external rhythmic cues. Patients (n = 20, mean Hoehn and Yahr: 2.25) had their ambulatory data recorded and were directly observed twice during one day: once after medication abstention, (OFF) and once approximately 30 min after intake of their medication …


Pulmon-C: A Real-Time Monitoring Framework Of Pulmonary Function, Md Saiful Islam, Maria Valero, Shahriar Hossain Aug 2021

Pulmon-C: A Real-Time Monitoring Framework Of Pulmonary Function, Md Saiful Islam, Maria Valero, Shahriar Hossain

Symposium of Student Scholars

This project will develop PulMon-C, a real-time monitoring framework of pulmonary function to diagnose COVID-19 patients who are being self-quarantined at home. The tool will identify anomalies in breathe rate and predict pulmonary deterioration to raise alert for immediate actions. The uniqueness of the tool is using non-invasive sensors placed under-mattress that are able to communicate data about the respiratory signal. The customer segment of PulMon-C will be the diagnosed COVID-19 patients and healthcare providers. PulMon-C will assist with the remote monitoring of COVID-19 patients as an urgent need in the USA and will bring larger impact in delivering …


J Mich Dent Assoc August 2021 Aug 2021

J Mich Dent Assoc August 2021

The Journal of the Michigan Dental Association

Every month, The Journal of the Michigan Dental Association brings news, information, and features about Michigan dentistry to our state's oral health community and the MDA's 6,200+ members. No publication reaches more Michigan dentists!

In this issue, the reader will find the following original content:

  • A cover story on “Diversity, Equity, Inclusion, and Dentistry: Understanding the MDA’s Perspective”.
  • A feature article, “Diversity, Equity, Inclusion, and Dentistry: Its Impact on Oral Health — You Can Make a Difference!”.
  • A feature article from the Journal’s DEI series, “Welcoming Diversity, Equity, and Inclusion with Students Considering Careers in Dentistry”.
  • A feature clinical article …


Determining The Perception And Willingness Of Primary Care Providers To Prescribe Advanced Diabetes Technologies, Alexander O’Donovan, Sean M. Oser, Jessica Parascando, Arthur Berg, Donald E. Nease Jr., Tamara K. Oser Jul 2021

Determining The Perception And Willingness Of Primary Care Providers To Prescribe Advanced Diabetes Technologies, Alexander O’Donovan, Sean M. Oser, Jessica Parascando, Arthur Berg, Donald E. Nease Jr., Tamara K. Oser

Journal of Patient-Centered Research and Reviews

Advanced diabetes technologies have produced increasingly favorable outcomes compared to older treatments. Disparities in practice resources have led to a treatment disparity by clinical setting, where endocrinologists typically prescribe far more such technologies than primary care providers (PCPs). Fully automated artificial pancreas systems (APS), which combine technologies to deliver and adjust insulin dosing continuously in response to automatic and continuous glucose monitoring, may be more straightforward for PCPs to prescribe and manage, therefore extending their benefit to more patients. We aimed to assess willingness of PCPs to prescribe advanced diabetes technologies through a cross-sectional survey of PCPs from 4 geographically …


Impacts Of Covid-19 On Rural Medical Business Models, Kendra L. Stefan Jun 2021

Impacts Of Covid-19 On Rural Medical Business Models, Kendra L. Stefan

Anthós

This paper is concerned with the question of how COVID-19 impacts the medical delivery system in a rural community. It presents findings from interviews of medical professionals participating in an isolated rural community and public health officials that coordinate preparedness planning. This paper reviews barriers of access to healthcare in an already constricted system. Then looks at the implications of COVID-19 as an additional strain. Interviews of professionals will survey preparedness, regulatory impacts, repercussions to the business model, impact on service capacity, and opportunities for improvement. Interested parties would include patient advocates, patients, healthcare workers, politicians, and employers.


Feasibility And Acceptability Of Using Mobile Health Apps In Underserved Patients With Diabetes, Jieyu Luo Jun 2021

Feasibility And Acceptability Of Using Mobile Health Apps In Underserved Patients With Diabetes, Jieyu Luo

Theses and Dissertations (ETD)

Introduction. Diabetes mellitus is a condition with a growing morbidity and mortality burden. An estimated 30 million adults currently live with diabetes, with each individual spending over $9500 annually on medical care. The successful management of diabetes is a lifelong endeavor. This involves balancing a variety of factors including diet, medications, and glucose monitoring. It has been well established that successful control of diabetes depends largely upon patients’ daily lifestyle habits and activities. Not all patients, however, have the resources necessary for effective diabetes management. Health disparities lead to a higher rate of diabetes development in minority and poor populations. …


Exploring The Usefulness Of Mindfulness Practices Through Zoom Meetings In Reducing Anxiety And/Or Stress Of Adults With Learning And Developmental Disabilities During The Covid-19 Pandemic, Thatiane Abra May 2021

Exploring The Usefulness Of Mindfulness Practices Through Zoom Meetings In Reducing Anxiety And/Or Stress Of Adults With Learning And Developmental Disabilities During The Covid-19 Pandemic, Thatiane Abra

Expressive Therapies Capstone Theses

This thesis explored which mindfulness meditations or mindfulness practices could be beneficial in the online sessions, the extent to which adults with learning and developmental disabilities could learn the practices remotely, and how stress and anxiety disorders could be reduced through online mindfulness interventions. Furthermore, it was also necessary to address the online sessions as the only mental health treatment possibility during the Coronavirus pandemic for the clients observed and the benefits and limitations of these interventions. Additionally, the importance of structure and routine for this population, the multi-modal structure of the interventions, and how attunement plays an important role …


Effects Of Social Determinants Of Health In Progression To Type 2 Diabetes, Folabi I. Ariganjoye May 2021

Effects Of Social Determinants Of Health In Progression To Type 2 Diabetes, Folabi I. Ariganjoye

Applied Research Projects

The prevalence of prediabetes and diabetes in the United States and around the world has increased faster than expected in the last 30 years. The economic burden this costs a nation can be astronomic both in terms of expense and loss in productivity. One-third of U.S. adults, 86 million people, have prediabetes. Effective management is needed that can reach these 86 million, and others at high risk, to reduce their progression to diagnosed Type 2 diabetes. After the literature review, there was not enough literature to support how these led to the progression to diabetes. The abundant literature is centered …


J Mich Dent Assoc May 2021 May 2021

J Mich Dent Assoc May 2021

The Journal of the Michigan Dental Association

Every month, The Journal of the Michigan Dental Association brings news, information, and features about Michigan dentistry to our state's oral health community and the MDA's 6,200+ members. No publication reaches more Michigan dentists!

In this issue, the reader will find the following original content:

  • A cover story “3D Printing in Dentistry: Concepts, Technologies, and Applications”.
  • An interview with new MDA President Dr. Mike Maihofer.
  • The MDA award-winners for 2021.
  • A feature article, “Things to Know about the New e-Prescribing Law”.
  • News you need, Editorial and regular department articles on MDA Foundation activities, Dentistry and the Law, Staff Matters, and …


There's An App For That: Promoting Health App Use In Rural Ireland, Noor Yahya, Marcus Simon Mar 2021

There's An App For That: Promoting Health App Use In Rural Ireland, Noor Yahya, Marcus Simon

Undergraduate Research Symposium

Problem Statement: Smartphones and mobile applications (commonly referred to as apps) were first introduced in the late 20th century and early 21st century. Due to the public’s time constraints, lack of transportation, lack of medical insurance, and a growing desire for healthier lifestyles, the total global mHealth market forecast to reach 100 billion dollars in 2021 – a fivefold increase from 21 billion in 2016. mHealth apps have been successfully used for health promotion activities but barriers such as lack of knowledge and comfort in using health apps exist.

Purpose: Evaluate readiness of a rural community and the …


A Mobile App For Delirium Screening, Brett Armstrong, Daniel Habtemariam, Erica Husser, Douglas L. Leslie, Marie Boltz, Yoojin Jun, Donna M. Fick, Sharon K. Inouye, Edward R. Marcantonio, Long H. Ngo Mar 2021

A Mobile App For Delirium Screening, Brett Armstrong, Daniel Habtemariam, Erica Husser, Douglas L. Leslie, Marie Boltz, Yoojin Jun, Donna M. Fick, Sharon K. Inouye, Edward R. Marcantonio, Long H. Ngo

Osteopathic Medicine Student Publications

Objective: The objective of this study is to describe the algorithm and technical implementation of a mobile app that uses adaptive testing to assess an efficient mobile app for the diagnosis of delirium.

Materials and Methods: The app was used as part of a NIH-funded project to assess the feasibility, effectiveness, administration time, and costs of the 2-step delirium identification protocol when performed by physicians and nurses, and certified nursing assistants (CNA). The cohort included 535 hospitalized patients aged 79.7 (SD¼6.6) years enrolled at 2 different sites. Each patient was assessed on 2 consecutive days by the research associate who …


A High-Precision Machine Learning Algorithm To Classify Left And Right Outflow Tract Ventricular Tachycardia, Jianwei Zhang, Guohua Fu, Islam Abudayyeh, Magdi Yacoub, Anthony Chang, William Feaster, Louis Ehwerhemuepha, Hesham El-Askary, Xianfeng Du, Bin He, Mingjun Feng, Yibo Yu, Binhao Wang, Jing Liu, Hai Yao, Hulmin Chu, Cyril Rakovski Feb 2021

A High-Precision Machine Learning Algorithm To Classify Left And Right Outflow Tract Ventricular Tachycardia, Jianwei Zhang, Guohua Fu, Islam Abudayyeh, Magdi Yacoub, Anthony Chang, William Feaster, Louis Ehwerhemuepha, Hesham El-Askary, Xianfeng Du, Bin He, Mingjun Feng, Yibo Yu, Binhao Wang, Jing Liu, Hai Yao, Hulmin Chu, Cyril Rakovski

Mathematics, Physics, and Computer Science Faculty Articles and Research

Introduction: Multiple algorithms based on 12-lead ECG measurements have been proposed to identify the right ventricular outflow tract (RVOT) and left ventricular outflow tract (LVOT) locations from which ventricular tachycardia (VT) and frequent premature ventricular complex (PVC) originate. However, a clinical-grade machine learning algorithm that automatically analyzes characteristics of 12-lead ECGs and predicts RVOT or LVOT origins of VT and PVC is not currently available. The effective ablation sites of RVOT and LVOT, confirmed by a successful ablation procedure, provide evidence to create RVOT and LVOT labels for the machine learning model.

Methods: We randomly sampled training, validation, and testing …