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Articles 331 - 360 of 711
Full-Text Articles in Other Analytical, Diagnostic and Therapeutic Techniques and Equipment
Fall Detection: Threshold Analysis Of Wrist-Worn Motion Sensor Signals, Michael J. Wolfe, Jospeh Caguioa, Andy Nguyen, Jacquelyn Cheun Phd
Fall Detection: Threshold Analysis Of Wrist-Worn Motion Sensor Signals, Michael J. Wolfe, Jospeh Caguioa, Andy Nguyen, Jacquelyn Cheun Phd
SMU Data Science Review
In this paper, we present a detection algorithm that accurately differentiates the event of a person falling from normal Activities of Daily Living (ADL). Our algorithm processes signals recorded from accelerometers and gyroscopes built into wearable activity monitoring devices such as smart watches that are worn on an individual’s wrist. Existing algorithms are accurate but imprecise, and rely too much on inconveniently-placed sensors. We propose a pipeline that improves precision without sacrificing accuracy and ease of use. We present the use of a combination of threshold-based and machine learning-based approaches to develop a refined fall-detection algorithm that builds upon previous …
Enhanced Extraction Technique Of Omarigliptin From Human Plasma-Applied To Biological Samples From Healthy Human Volunteers, Shereen Mowaka, Nermeen Ashoush, Mariam M. Tadros, Noha M. Elzahar, Bassam Ayoub
Enhanced Extraction Technique Of Omarigliptin From Human Plasma-Applied To Biological Samples From Healthy Human Volunteers, Shereen Mowaka, Nermeen Ashoush, Mariam M. Tadros, Noha M. Elzahar, Bassam Ayoub
Pharmacy
Enhancing drug extraction from human plasma is a challenging approach that critically affects pharmacokinetic and any further clinical studies based on the drug Cmin and Cmax values. It also has a serious impact on the sensitivity and the lower limit of quantification (LLOQ) value of the bio-analytical methods. An advanced liquid chromatography tandem mass spectrometry (LC-MS/MS) bio-analytical method of omarigliptin (25–1000 nM) was established in human plasma using one-step liquid-liquid extraction. Alogliptin was used as an internal standard (IS) to attain good recovery and reproducibility while reducing the effects of the matrix. Enhanced plasma extraction of omarigliptin was successfully achieved …
Flexible Coordinator And Switcher Hubs For Adaptive Task Control, Carrisa V. Cocuzza, Takuya Ito, Douglas H. Schultz, Dabielle D. Bassett, Michael W. Cole
Flexible Coordinator And Switcher Hubs For Adaptive Task Control, Carrisa V. Cocuzza, Takuya Ito, Douglas H. Schultz, Dabielle D. Bassett, Michael W. Cole
Center for Brain, Biology, and Behavior: Faculty Publications
Functional connectivity (FC) studies have identified at least two large-scale neural systems that constitute cognitive control networks, the frontoparietal network (FPN) and cingulo-opercular network (CON). Control networks are thought to support goal-directed cognition and behavior. It was previously shown that the FPN flexibly shifts its global connectivity pattern according to task goal, consistent with a “flexible hub” mechanism for cognitive control. Our aim was to build on this finding to develop a functional cartography (a multimetric profile) of control networks in terms of dynamic network properties. We quantified network properties in (male and female) humans using a high-control-demand cognitive paradigm …
Validating Tackle Mechanics In American Football: Improving Safety And Performance, Arthur C. Maerlender, Caitlin J. Masterson, Rex Norris, Adam Hinthorne
Validating Tackle Mechanics In American Football: Improving Safety And Performance, Arthur C. Maerlender, Caitlin J. Masterson, Rex Norris, Adam Hinthorne
Center for Brain, Biology, and Behavior: Faculty Publications
Research has helped to understand the risks of injuries of tackling in American football and rugby; however, approaches to teaching and analysis are not well-documented. Shoulder-led tackling has been proposed as a safer approach to tackling even though data on the effectiveness for safety and defensive performance is limited. Additionally, some have argued that safety and effectiveness are incompatible. The purpose of the study was to validate a specific sequence of tackling actions as a tool for teaching safer and more effective tackling skills. Results suggested tackle scores help predict presence of head contact, and that higher tackle scores were …
Resistance Exercise Intensity Does Not Influence Neurotrophic Factors Response In Equated Volume Schemes, Leandro Lodo, Alexandre Moreira, Reury Frank P Bacurau, Carol D. Capitani, Wesley P. Barbosa, Marcelo Massa, Brad J. Schoenfeld, Marcelo S. Aoki
Resistance Exercise Intensity Does Not Influence Neurotrophic Factors Response In Equated Volume Schemes, Leandro Lodo, Alexandre Moreira, Reury Frank P Bacurau, Carol D. Capitani, Wesley P. Barbosa, Marcelo Massa, Brad J. Schoenfeld, Marcelo S. Aoki
Publications and Research
The aim of the present study was to evaluate the effects of 2 different intensities of resistance training (RT) bouts, performed with the equated total load lifted (TLL), on the acute responses of neurotrophic factors (NFs) (brain-derived neurotrophic factor [BDNF]; and nerve growth factor [NGF]), as well as on metabolic (lactate concentration) and hormonal (salivary cortisol concentration) responses. Thirty participants (males, 22.8 ± 2.3 years old, 177 ± 6.8 cm, 75.5 ± 7.9 kg, n = 15; and females, 22.2 ± 1.7 years, 163.7 ± 6.5 cm, 57 ± 7.6 kg, n = 15) performed 2 separate acute RT bouts …
Cyclic Peptide [R4w4] In Improving The Ability Of First-Line Antibiotics To Inhibit Mycobacterium Tuberculosis Inside In Vitro Human Granulomas, Joshua Hernandez, David Ashley, Ruoqiong Cao, Rachel Abrahem, Timothy Nguyen, Kimberly To, Aram Yegiazaryan, Ajayi Akinwale David, Rakesh Kumar Tiwari, Vishwanath Venketaraman
Cyclic Peptide [R4w4] In Improving The Ability Of First-Line Antibiotics To Inhibit Mycobacterium Tuberculosis Inside In Vitro Human Granulomas, Joshua Hernandez, David Ashley, Ruoqiong Cao, Rachel Abrahem, Timothy Nguyen, Kimberly To, Aram Yegiazaryan, Ajayi Akinwale David, Rakesh Kumar Tiwari, Vishwanath Venketaraman
Pharmacy Faculty Articles and Research
Tuberculosis (TB) is currently one of the leading causes of global mortality. Medical non-compliance due to the length of the treatment and antibiotic side effects has led to the emergence of multidrug-resistant (MDR) strains of Mycobacterium tuberculosis (M. tb) that are difficult to treat. A current therapeutic strategy attempting to circumvent this issue aims to enhance drug delivery to reduce the duration of the antibiotic regimen or dosage of first-line antibiotics. One such agent that may help is cyclic peptide [R4W4], as it has been shown to have antibacterial properties (in combination with tetracycline) …
Development Of A Ct Metal Artifact Management Algorithm For Proton Therapy Planning (Ampp) For Head And Neck Cancer Patients, Daniela Branco
Development Of A Ct Metal Artifact Management Algorithm For Proton Therapy Planning (Ampp) For Head And Neck Cancer Patients, Daniela Branco
Dissertations and Theses (Open Access)
Purpose: Dental amalgams (high Z materials) are common sources of artifacts in Head and Neck (HN) images. Commercial artifact reduction techniques have been offered, but many are impractical, produce inaccurate CT images or are not clinically available, thus not widely implemented. The goal of this work is to use CT gantry tilts to develop and evaluate a stereoscopic HN metal artifact management algorithm and investigate its improvement in proton treatment planning.
Methods: The in-house CT metal artifact management method for proton planning (AMPP) uses two angled CT scans to generate a single image set with no metal artifacts posterior …
Data Augmentation For Deep-Learning-Based Electroencephalography, Elnaz Lashgari, Dehua Liang, Uri Maoz
Data Augmentation For Deep-Learning-Based Electroencephalography, Elnaz Lashgari, Dehua Liang, Uri Maoz
Psychology Faculty Articles and Research
Background
Data augmentation (DA) has recently been demonstrated to achieve considerable performance gains for deep learning (DL)—increased accuracy and stability and reduced overfitting. Some electroencephalography (EEG) tasks suffer from low samples-to-features ratio, severely reducing DL effectiveness. DA with DL thus holds transformative promise for EEG processing, possibly like DL revolutionized computer vision, etc.
New method
We review trends and approaches to DA for DL in EEG to address: Which DA approaches exist and are common for which EEG tasks? What input features are used? And, what kind of accuracy gain can be expected?
Results
DA for DL on EEG begun …
Mapping Gadolinium Contrast In A Complex Ionic And Photosynthesis Environment Of Pineapple By Near-Infrared And X-Ray Imaging, Subhendra Sarkar, Zoya Vinokur, Chen Xu, Tetiana Soloviova, Amina Shahbaz, Aldona Gjoni
Mapping Gadolinium Contrast In A Complex Ionic And Photosynthesis Environment Of Pineapple By Near-Infrared And X-Ray Imaging, Subhendra Sarkar, Zoya Vinokur, Chen Xu, Tetiana Soloviova, Amina Shahbaz, Aldona Gjoni
Publications and Research
This work explores the diffusivity of a lanthanide complex, Eovist (Gadolinium-Ethoxy Benzyl Diethylenetriamine pentaacetate) that is stable in neutral media but is not in acidic environment. In the current work an acidic fruit model like pineapple that is rich in transition metals was used and a possible transmetallation reaction among Eovist and transition metal complexes was tested using X-ray imaging. Another goal of this work was to perturb the usual and the unusual photosynthesis systems that pineapple has maintained for millions of years during the evolution of circadian genes for efficient water conservation by dark photosynthesis. To detect such photosynthesis …
Pre-Stretching Of The Hamstrings Before Squatting Acutely Increases Biceps Femoris Thickness Without Impairing Exercise Performance, Thiago Barbosa Trindade, Leônidas Oliveira Neto, José Claudino Neto Pita, Vagner Deuel De Oliveira Tavares, Paulo Moreira Silva Dantas, Brad J. Schoenfeld, Jonato Prestes
Pre-Stretching Of The Hamstrings Before Squatting Acutely Increases Biceps Femoris Thickness Without Impairing Exercise Performance, Thiago Barbosa Trindade, Leônidas Oliveira Neto, José Claudino Neto Pita, Vagner Deuel De Oliveira Tavares, Paulo Moreira Silva Dantas, Brad J. Schoenfeld, Jonato Prestes
Publications and Research
Background: Bilateral squat exercise is widely used in resistance training (RT) programs to increase lower limb strength and muscle mass, but this exercise does not result in significant hypertrophy of the hamstrings. It has been speculated that stretching between sets with a certain degree of tension results in muscle hypertrophy, while acute stretching could decrease performance during maximal contractions.
Objective: This study investigated the acute effects of hamstring stretching before bilateral squatting on muscle thickness (MT), electromyography (EMG), and total training volume (TTV) on exercise performance.
Methods: Fourteen resistance-trained young men, with ∼7.5 years of RT experience, performed the 10 …
Recombinant Human Proteoglycan-4 Mediates Interleukin-6 Response In Both Human And Mouse Endothelial Cells Induced Into A Sepsis Phenotype, Holly A. Richendrfer, Mitchell M. Levy, Khaled A. Elsaid, Tannin A. Schmidt, Ling Zhang, Ralph Cabezas, Gregory D. Jay
Recombinant Human Proteoglycan-4 Mediates Interleukin-6 Response In Both Human And Mouse Endothelial Cells Induced Into A Sepsis Phenotype, Holly A. Richendrfer, Mitchell M. Levy, Khaled A. Elsaid, Tannin A. Schmidt, Ling Zhang, Ralph Cabezas, Gregory D. Jay
Pharmacy Faculty Articles and Research
Objectives:
Sepsis is a leading cause of death in the United States. Putative targets to prevent systemic inflammatory response syndrome include antagonism of toll-like receptors 2 and 4 and CD44 receptors in vascular endothelial cells. Proteoglycan-4 is a mucinous glycoprotein that interacts with CD44 and toll-like receptor 4 resulting in a blockade of the NOD-like receptor pyrin domain-containing-3 pathway. We hypothesized that endothelial cells induced into a sepsis phenotype would have less interleukin-6 expression after recombinant human proteoglycan 4 treatment in vitro.
Design:
Enzyme-linked immunosorbent assay and reverse transcriptase-quantitative polymerase chain reaction to measure interleukin-6 protein and gene expression.
Setting: …
Sensors And Wearables In Oncology: A Study Of The Barriers And Facilitators To Adoption, Sam Hanna
Sensors And Wearables In Oncology: A Study Of The Barriers And Facilitators To Adoption, Sam Hanna
Doctor of Philosophy in Translational Health Sciences Dissertations
Innovation, although a subject of considerable debate (e.g., Baregheh et al., 2009; Christensen, 1997), can be defined as the introduction and dissemination of a new or a different idea into use or practice that drives impact (Solis and Sinfield, 2014). Many studies and editorials have highlighted the complexity of the United States health system and detailed the slow speed by which innovative ideas materialize into impactful innovations (Continuing America’s leadership (2017); England & Stewart (2007); Kannampallil, Schauer, Cohen & Patel (2011)). While there are many advances in sensor and wearable technologies in this instance, the adoption rate by oncologists has …
Nanoparticle-Mediated Drug Delivery For The Treatment Of Cardiovascular Diseases, Rajasekharreddy Pala, Vt Anju, Madhu Dyavaiah, Siddhardha Busi, Surya M. Nauli
Nanoparticle-Mediated Drug Delivery For The Treatment Of Cardiovascular Diseases, Rajasekharreddy Pala, Vt Anju, Madhu Dyavaiah, Siddhardha Busi, Surya M. Nauli
Pharmacy Faculty Articles and Research
Cardiovascular diseases (CVDs) are one of the foremost causes of high morbidity and mortality globally. Preventive, diagnostic, and treatment measures available for CVDs are not very useful, which demands promising alternative methods. Nanoscience and nanotechnology open a new window in the area of CVDs with an opportunity to achieve effective treatment, better prognosis, and less adverse effects on non-target tissues. The application of nanoparticles and nanocarriers in the area of cardiology has gathered much attention due to the properties such as passive and active targeting to the cardiac tissues, improved target specificity, and sensitivity. It has reported that more than …
Clinical Validation And Diagnostic Rate/Outcomes Of A Dual Molecular Diagnostic Assay For Myotonic Dystrophy 1., Maxime Cadieux-Dion, Isabelle Thiffault, Midhat S. Farooqi, Joseph Alaimo
Clinical Validation And Diagnostic Rate/Outcomes Of A Dual Molecular Diagnostic Assay For Myotonic Dystrophy 1., Maxime Cadieux-Dion, Isabelle Thiffault, Midhat S. Farooqi, Joseph Alaimo
Research Days
No abstract provided.
Effectiveness Of Aerobic Exercise For Adults With Leukemia, Jalin Davis, Summer Hood, Alex Miller, Sam Stein, Kaylee Stem
Effectiveness Of Aerobic Exercise For Adults With Leukemia, Jalin Davis, Summer Hood, Alex Miller, Sam Stein, Kaylee Stem
Master of Occupational Therapy Student Critically Appraised Topics
We wanted to look at the most effective interventions for increasing strength and endurance in clients with Leukemia experiencing functional decline.
Immersive Virtual Reality Training Improved Upper Extremity Function In Patients With Spinal Cord Injuries: A Case Series, Anqi Zhang
Theses & Dissertations
Virtual reality (VR) is an emerging treatment tool to engage people in environments that appear and feel similar to real-world objects and events.1 There are various levels of evidence that VR can potentially promote functional activity and neuroplasticity in patients with neurological disorders like spinal cord injury (SCI).2,3
In this case series, we explored the feasibility of using commercially available immersive VR technology as an augmented treatment in the SCI population and compare participant’s suitability for this intervention. Three male SCI participants were recruited in a subacute inpatient rehabilitation facility and participated in VR intervention twice a week …
Healthy Behaviors For Healthcare Workers, Nicole Mccullough
Healthy Behaviors For Healthcare Workers, Nicole Mccullough
Masters Theses/Capstone Projects
ARC Healthcare is a health technology contracting company that handles provider network development, software development, and healthcare consulting for large health plans and provider partners. ARC Healthcare is providing contracts to health providers in region 4 states to allow our focused, confidential client to make additional referrals to the providers who agree to the contract through a community care network. Patients who have been referred by the client will then be able to be seen by providers of countless practices and specialties.
ARC Healthcare partnered with the Ignite Health Foundation to organize health fairs for underprivileged communities during my time …
Language, Motor, And Cognitive Outcomes Of Toddlers Who Were Born Preterm, Diane Frome Loeb, Caitlin M. Imgrund, Jaehoon Lee, Steven Barlow
Language, Motor, And Cognitive Outcomes Of Toddlers Who Were Born Preterm, Diane Frome Loeb, Caitlin M. Imgrund, Jaehoon Lee, Steven Barlow
Center for Brain, Biology, and Behavior: Faculty Publications
Purpose: The purpose of this study was to examine the language, motor, and cognitive abilities of children born preterm in four categories: (a) healthy preterm infants, (b) infants of diabetic mothers, (c) infants with respiratory distress syndrome, and (d) infants with chronic lung disease when the children were 30 months, uncorrected age. Comorbidity of language, motor, and cognitive skills was examined, along with predictor variables.
Method: A total of 148 children who were born preterm participated and were assessed using bivariate tests and logistic regression on standardized assessment scores.
Results: Controlling for the children’s gestational age (GA), overall language ability …
A Protocol Driven Stroke Code's Impact On Door-To-Needle Times, Jesse Osborne
A Protocol Driven Stroke Code's Impact On Door-To-Needle Times, Jesse Osborne
Electronic Theses and Dissertations
Tissue plasminogen activator (tPA) is most effective the faster it is able to be administered to a patient that has been affected by stroke. A Stroke Code is a strategy that acute care facilities implement to reduce the time from diagnosing a stroke to administering tPA. The purpose of this study was to determine if the initiation of a Stroke Code in an acute care hospital reduces the door-to-needle time for patients affected by a stroke. In particular, does a Stroke Code reduce door-to-needle times. The research was conducted using data from April 1, 2014 to December 31, 2014 (pre-Stroke …
Myocardial Work Index: A Novel Method For Assessment Of Myocardial Function In South Asian Recreational Athletes, Shantanu Sengupta, Renuka Jain, Nitin Burkule, Susan Olet, Bijoy K. Khandheria
Myocardial Work Index: A Novel Method For Assessment Of Myocardial Function In South Asian Recreational Athletes, Shantanu Sengupta, Renuka Jain, Nitin Burkule, Susan Olet, Bijoy K. Khandheria
Journal of Patient-Centered Research and Reviews
Purpose: We used a novel noninvasive method based on speckle-tracking echocardiography to evaluate myocardial performance in South Asian recreational athletes who completed a half marathon.
Methods: Transthoracic echocardiography was performed on 24 recreational athletes 48 hours before they took part in a half marathon (premarathon), within 2 hours of half marathon completion (postmarathon), and 72 hours after completion. Clinical, laboratory, and echocardiographic variables were collected. Speckle-tracking echocardiography was performed in all subjects to characterize myocardial mechanics.
Results: Mean age of participants was 41.8 ± 7.4 years, and 23 (95.8%) were male. No subject had a prior history of coronary artery …
An Examination Of The Validity Of An Ios-Based Heart Rate And Pulse Oximetry App During And After Moderate Intensity Exercise, Nathan Grizenko, Rachel Shipman, Ian Cree, Mitchell Colvin
An Examination Of The Validity Of An Ios-Based Heart Rate And Pulse Oximetry App During And After Moderate Intensity Exercise, Nathan Grizenko, Rachel Shipman, Ian Cree, Mitchell Colvin
ONU Student Research Colloquium
Fitness tracking apps are popular. There is little data validating their use during and after exercise. PURPOSE: Validate an iOS-based pulse oximeter against a fingertip pulse oximeter and a Polar® heart rate monitor during moderate intensity exercise and recovery. METHODS: Age Estimated Maximal Heart Rate (AEMHR) was calculated for fifteen college-aged students. Participants completed a 30-minute running trial divided into three 10-minute segments intended to elicit heart rate responses of 60, 70, and 80% of AEMHR. Heart rate and oxygen saturation data were collected at five and nine minutes of each segment. RESULTS: At 60% the digiDoc® app exhibited a …
Mechanical Thrombectomy For Acute Ischemic Stroke In The Cardiac Catheterization Laboratory., Steven A Guidera, Sudhir Aggarwal, J Doyle Walton, David Boland, Roy Jackel, Jeffrey D Gould, Brooke Kearins, Joseph Mcgarvey, Yan Qi, Brian Furlong
Mechanical Thrombectomy For Acute Ischemic Stroke In The Cardiac Catheterization Laboratory., Steven A Guidera, Sudhir Aggarwal, J Doyle Walton, David Boland, Roy Jackel, Jeffrey D Gould, Brooke Kearins, Joseph Mcgarvey, Yan Qi, Brian Furlong
Department of Radiology & Diagnostic Medical Imaging
OBJECTIVES: The aim of this study was to determine the feasibility of establishing a mechanical thrombectomy (MT) program for acute ischemic stroke in a community hospital using interventional cardiologists working closely with neurologists.
BACKGROUND: American Heart Association/American Stroke Association 2018 guidelines give a Class I (Level of Evidence: A) recommendation for MT in eligible patients with large vessel occlusion stroke. Improvement in neurological outcomes with MT is highly time sensitive. Most hospitals do not have trained neurointerventionalists to perform MT, leading to treatment delays that reduce the benefit of reperfusion therapy.
METHODS: An MT program based in the cardiac catheterization …
Champ's Triathlon Training Program, Rachael Sollman
Champ's Triathlon Training Program, Rachael Sollman
OTD Capstone Projects
Champ's Triathlon Training Program was created to provide an adaptive fitness opportunity to the community of Nashville, TN. This program was specifically targeting children 8 to 15 years old diagnosed with Down's Syndrome and Cerebral Palsy, Gross Motor Function Classification Scale levels I, II, and III. Champ's Triathlon Training Program was an extension of the Champ's Tri My Best Triathlon hosted by a team of therapists and Vanderbilt's Pediatric Clinic, including Kelley Newman. The program aimed to increase the participants' strength, flexibility, and endurance through triathlon related activities such as running/walking, swimming, and biking. Outcomes of the program were to …
Alexithymia Symptoms Are Not Associated With Childhood Trauma Or Crhr1 Rs110402 Genotype, Emily Wiatr, Grace Sullivan, Scott Stoltenberg
Alexithymia Symptoms Are Not Associated With Childhood Trauma Or Crhr1 Rs110402 Genotype, Emily Wiatr, Grace Sullivan, Scott Stoltenberg
Center for Brain, Biology, and Behavior: Faculty Publications
Alexithymia is associated with difficulties in emotional self-regulation, and alexithymia is specifically associated with an absence of emotional experience and cognition of emotion. Past research has indicated a potential association between alexithymia and the CRHR1 gene . Situational factors may also impact the expression of the CRHR1 gene within an individual. Berenbaum (1996) found associations between PTSD/childhood trauma and alexithymia. This study examined these associations using the Online Alexithymia Questionnaire-G2 (OAQ-G2) as well as DNA samples gathered from 657 participants at the University of Nebraska-Lincoln (72% women; 78.6% white; mean age= 20.34; standard deviation of 2.6). It was hypothesized that …
Single Vs. Multiple Laparoscopies: Pain Status One Year Post-Hysterectomy For Chronic Pelvic Pain, Ghadear Shukr, Madeleine R. Gonte, Victoria Webber, David Eisenstein
Single Vs. Multiple Laparoscopies: Pain Status One Year Post-Hysterectomy For Chronic Pelvic Pain, Ghadear Shukr, Madeleine R. Gonte, Victoria Webber, David Eisenstein
Medical Student Research Symposium
Despite the prevalence of chronic pelvic pain (CPP)— affecting one in seven women in the U.S.— its cause is often unknown. As such, an evaluation of our current approaches to the work-up of CPP is warranted. Laparoscopy is considered a gold standard tool in the evaluation of CPP with 40% of all laparoscopies in the U.S. performed for this condition [1]. However, limited data exists portraying the clinical importance and outcomes for repeat diagnostic laparoscopies. This is a retrospective case-control study to determine the incidence of multiple laparoscopies for CPP over the past 10 years, and to compare outcomes between …
: Preoperative Patient-Centric Predictors Of Postoperative Outcomes In Patients Undergoing Arthroscopic Meniscectomy, Sreten Franovic, Noah Kuhlmann, Alexander Pietroski, Collin Schlosser, Luke Hessburg, Kelechi Okoroha, Vasilios Moutzouros, Eric Makhni
: Preoperative Patient-Centric Predictors Of Postoperative Outcomes In Patients Undergoing Arthroscopic Meniscectomy, Sreten Franovic, Noah Kuhlmann, Alexander Pietroski, Collin Schlosser, Luke Hessburg, Kelechi Okoroha, Vasilios Moutzouros, Eric Makhni
Medical Student Research Symposium
The Patient-Reported Outcomes Measurement Information System (PROMIS) is a valid and efficient means of collecting patient outcomes in patients with meniscal tears. The studies purpose was to define the minimally clinical important difference (MCID) for PROMIS domains following meniscectomy procedures. Secondary aims included determining the role of pre-operative PROMIS computer adaptive test (CAT) scores in predicting achievement of MCID following meniscectomy. Patients undergoing arthroscopic meniscectomy who completed PROMIS CAT forms for physical function (PROMIS-PF), pain interference (PROMIS-PI), and depression (PROMIS-D), from July 2017 to July 2019, at a single institution were utilized. MCID was calculated according to the distribution methodology, …
Us Guided Management Of Undifferentiated Dyspneic Patient In The Ed, Kaleigh Miller
Us Guided Management Of Undifferentiated Dyspneic Patient In The Ed, Kaleigh Miller
Longitudinal Scholar's Project
Intro: Undifferentiated dyspnea can be a complicated presentation muddled by patient comorbidities and similar symptomology shared among etiologies. Some studies have shown increased mortality and length of stay in the hospital when incorrectly initially diagnosed in the ED. US has been shown more effective at differentiating these causes and improves diagnostic accuracy. This study will implement US exam upon initial exam of patient and chart time to diagnosis/treatment, length of stay in ED, length of stay in hospital admissions versus discharge rates, and 30 day mortality. ADHF and COPD/asthma patient differentiation will be the focus.
Methods: Prospective cohort study of …
Optimal Multi-Stage Arrhythmia Classification Approach, Jianwei Zhang, Huimin Chu, Daniele Struppa, Jianming Zhang, Sir Magdi Yacoub, Hesham El-Askary, Anthony Chang, Louis Ehwerhemuepha, Islam Abudayyeh, Alexander Barrett, Guohua Fu, Hai Yao, Dongbo Li, Hangyuan Guo, Cyril Rakovski
Optimal Multi-Stage Arrhythmia Classification Approach, Jianwei Zhang, Huimin Chu, Daniele Struppa, Jianming Zhang, Sir Magdi Yacoub, Hesham El-Askary, Anthony Chang, Louis Ehwerhemuepha, Islam Abudayyeh, Alexander Barrett, Guohua Fu, Hai Yao, Dongbo Li, Hangyuan Guo, Cyril Rakovski
Mathematics, Physics, and Computer Science Faculty Articles and Research
Arrhythmia constitutes a problem with the rate or rhythm of the heartbeat, and an early diagnosis is essential for the timely inception of successful treatment. We have jointly optimized the entire multi-stage arrhythmia classification scheme based on 12-lead surface ECGs that attains the accuracy performance level of professional cardiologists. The new approach is comprised of a three-step noise reduction stage, a novel feature extraction method and an optimal classification model with finely tuned hyperparameters. We carried out an exhaustive study comparing thousands of competing classification algorithms that were trained on our proprietary, large and expertly labeled dataset consisting of 12-lead …
A 12-Lead Electrocardiogram Database For Arrhythmia Research Covering More Than 10,000 Patients, Jianwei Zhang, Jianming Zhang, Sidy Daniako, Hai Yao, Hangyuan Guo, Cyril Rakovski
A 12-Lead Electrocardiogram Database For Arrhythmia Research Covering More Than 10,000 Patients, Jianwei Zhang, Jianming Zhang, Sidy Daniako, Hai Yao, Hangyuan Guo, Cyril Rakovski
Mathematics, Physics, and Computer Science Faculty Articles and Research
This newly inaugurated research database for 12-lead electrocardiogram signals was created under the auspices of Chapman University and Shaoxing People’s Hospital (Shaoxing Hospital Zhejiang University School of Medicine) and aims to enable the scientific community in conducting new studies on arrhythmia and other cardiovascular conditions. Certain types of arrhythmias, such as atrial fibrillation, have a pronounced negative impact on public health, quality of life, and medical expenditures. As a non-invasive test, long term ECG monitoring is a major and vital diagnostic tool for detecting these conditions. This practice, however, generates large amounts of data, the analysis of which requires considerable …
A Comparative Study Of Machine Learning Approaches For Human Activity Recognition, Loknath Ambati, Omar El-Gayar
A Comparative Study Of Machine Learning Approaches For Human Activity Recognition, Loknath Ambati, Omar El-Gayar
SDSU Data Science Symposium
The goal of this project is to study the performance of Machine Learning (ML) techniques used in Human Activity Recognition (HAR). Specifically, we aim to 1) evaluate and benchmark the performance of various ML techniques used for HAR against established ML performance metrics using multiple datasets, and 2) map the characteristics of various HAR datasets to appropriate ML techniques. From a theoretical perspective, the research will shed light into the strengths and weaknesses of various ML techniques that can provide insights into future research aimed at improving these techniques for HAR. From a practical perspective, the research provides guidance into …