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Articles 3541 - 3570 of 20660
Full-Text Articles in Medicine and Health Sciences
Growth Mindset Messaging In Stigma-Relevant Contexts: Harnessing Benefits Without Costs, Crystal L. Hoyt, Jeni L. Burnette
Growth Mindset Messaging In Stigma-Relevant Contexts: Harnessing Benefits Without Costs, Crystal L. Hoyt, Jeni L. Burnette
Jepson School of Leadership Studies articles, book chapters and other publications
Growth mindsets are increasingly used to promote learning, development, and health. The increased popularity resulted in scrutiny and disputes about utility. The current work reviews a perspective critical to the debate. Namely, we focus on emerging research that examines both the favorable and potentially adverse consequences of growth mindset messaging in stigma-relevant contexts. This double-edged sword model merges the mindset perspective with attribution theory and the psychological essentialism literature. In stigmatizing contexts and in isolation, growth mindsets can indirectly predict less positive outcomes, via personal responsibility for the problem, but more positive outcomes, via expectations for the potential to manage …
The Post Hurricane Harvey Respiratory Protection Training Program, Yiyao Li, Christine Bakos-Block, Amal Rammah, Rotem Magal, Joel Adekanye, Shari Esquenazi, Michelle R Mcdaniel, Kai Zhang, Elaine Symanski, William B Perkison
The Post Hurricane Harvey Respiratory Protection Training Program, Yiyao Li, Christine Bakos-Block, Amal Rammah, Rotem Magal, Joel Adekanye, Shari Esquenazi, Michelle R Mcdaniel, Kai Zhang, Elaine Symanski, William B Perkison
Faculty, Staff and Student Publications
OBJECTIVES: This study evaluated the effectiveness of an outreach program which included safety training and the distribution of personal protection kits in the Houston area in the aftermath of Hurricane Harvey.
METHODS: Outreach: 71 volunteers conducted training sessions at 19 different sites and distributed a total of 1187 kits. Follow-up study: We conducted telephonic interviews to collect data on respiratory symptoms and obtain perceptions of the quality of the safety training provided among 83 participants.
RESULTS: Participants reported an increase in airway symptoms four weeks after Hurricane Harvey. Outreach efforts were felt to be effective by a majority of participants. …
Who Is Wearing A Mask? Gender-, Age-, And Location-Related Differences During The Covid-19 Pandemic, Mike Haischer, Rachel Beilfuss, Meggie Rose Hart, Lauren Opielinski, David Wrucke, Gretchen Zirgaitis, Toni D. Urich, Sandra K. Hunter
Who Is Wearing A Mask? Gender-, Age-, And Location-Related Differences During The Covid-19 Pandemic, Mike Haischer, Rachel Beilfuss, Meggie Rose Hart, Lauren Opielinski, David Wrucke, Gretchen Zirgaitis, Toni D. Urich, Sandra K. Hunter
Exercise Science Faculty Research and Publications
Masks are an effective tool in combatting the spread of COVID-19, but some people still resist wearing them and mask-wearing behavior has not been experimentally studied in the United States. To understand the demographics of mask wearers and resistors, and the impact of mandates on mask-wearing behavior, we observed shoppers (n = 9935) entering retail stores during periods of June, July, and August 2020. Approximately 41% of the June sample wore a mask. At that time, the odds of an individual wearing a mask increased significantly with age and was also 1.5x greater for females than males. Additionally, the …
Genetic Duties, Jessica L. Roberts, Alexandra L. Foulkes
Genetic Duties, Jessica L. Roberts, Alexandra L. Foulkes
William & Mary Law Review
Most of our genetic information does not change, yet the results of our genetic tests might. Labs reclassify genetic variants in response to advances in genetic science. As a result, a person who took a test in 2010 could take the same test with the same lab in 2020 and get a different result. However, no legal duty requires labs or physicians to inform patients when a lab reclassifies a variant, even if the reclassification communicates clinically actionable information. This Article considers the need for such duties and their potential challenges. In so doing, it offers much-needed guidance to physicians …
Professor Katherine Mims Crocker: Reflections On The Fall 2020 Semester, Katherine Mims Crocker
Professor Katherine Mims Crocker: Reflections On The Fall 2020 Semester, Katherine Mims Crocker
Law School Personal Reflections on COVID-19
No abstract provided.
Sylvanna Gross ’23: Reflections On The Fall 2020 Semester, Sylvanna Gross
Sylvanna Gross ’23: Reflections On The Fall 2020 Semester, Sylvanna Gross
Law School Personal Reflections on COVID-19
No abstract provided.
Mechelle King ’21: Reflections On The Fall 2020 Semester, Mechelle King
Mechelle King ’21: Reflections On The Fall 2020 Semester, Mechelle King
Law School Personal Reflections on COVID-19
No abstract provided.
Cleidiane Perez Ll.M. '21: Reflections On The Fall 2020 Semester, Cleidiane Perez
Cleidiane Perez Ll.M. '21: Reflections On The Fall 2020 Semester, Cleidiane Perez
Law School Personal Reflections on COVID-19
No abstract provided.
Associate Dean Laura N. Shepherd: Reflections On The Fall 2020 Semester, Laura N. Shepherd
Associate Dean Laura N. Shepherd: Reflections On The Fall 2020 Semester, Laura N. Shepherd
Law School Personal Reflections on COVID-19
No abstract provided.
Professor Aaron-Andrew Bruhl: Reflections On The Fall 2020 Semester, Aaron-Andrew P. Bruhl
Professor Aaron-Andrew Bruhl: Reflections On The Fall 2020 Semester, Aaron-Andrew P. Bruhl
Law School Personal Reflections on COVID-19
No abstract provided.
Max Chu '22: Reflections On The Fall 2020 Semester, Max Chu
Max Chu '22: Reflections On The Fall 2020 Semester, Max Chu
Law School Personal Reflections on COVID-19
No abstract provided.
Joseph Demarco '22: Reflections On The Fall 2020 Semester, Joseph Demarco
Joseph Demarco '22: Reflections On The Fall 2020 Semester, Joseph Demarco
Law School Personal Reflections on COVID-19
No abstract provided.
Mepivacaine Versus Bupivacaine Spinal Anesthesia For Early Postoperative Ambulation., Eric S. Schwenk, Vincent P. Kasper, Jordan D. Smoker, Andrew M. Mendelson, Mathew S. Austin, Scot A. Brown, William J. Hozack, Alexa J. Cohen, Jonathan J. Li, Christopher S. Wahal, Jaime L. Baratta, Marc Torjman, Alyson C. Nemeth, Eric E. Czerwinski
Mepivacaine Versus Bupivacaine Spinal Anesthesia For Early Postoperative Ambulation., Eric S. Schwenk, Vincent P. Kasper, Jordan D. Smoker, Andrew M. Mendelson, Mathew S. Austin, Scot A. Brown, William J. Hozack, Alexa J. Cohen, Jonathan J. Li, Christopher S. Wahal, Jaime L. Baratta, Marc Torjman, Alyson C. Nemeth, Eric E. Czerwinski
Department of Anesthesiology Faculty Papers
BACKGROUND: Early ambulation after total hip arthroplasty predicts early discharge. Spinal anesthesia is preferred by many practices but can delay ambulation, especially with bupivacaine. Mepivacaine, an intermediate-acting local anesthetic, could enable earlier ambulation than bupivacaine. This study was designed to test the hypothesis that patients who received mepivacaine would ambulate earlier than those who received hyperbaric or isobaric bupivacaine for primary total hip arthroplasty.
METHODS: This randomized controlled trial included American Society of Anesthesiologists Physical Status I to III patients undergoing primary total hip arthroplasty. The patients were randomized 1:1:1 to 52.5 mg of mepivacaine, 11.25 mg of hyperbaric bupivacaine, …
Birth Preparedness And Complication Readiness Among Women Of Reproductive Age In Kenya And Tanzania: A Community-Based Cross-Sectional Survey, James Orwa, Samwel Gatimu, Michaela Mantel, Stanley Luchters, Micheal Mugerwa, Sharon Brownie, Leonard Subi, Secilia Mrema, Lucy Nyaga, Grace Edwards, Loveluck Mwasha, Kahabi Isangula, Edna Selestine, Sofia Jadavji, Rachel Pell, Columba Mbekenga, Marleen Temmerman
Birth Preparedness And Complication Readiness Among Women Of Reproductive Age In Kenya And Tanzania: A Community-Based Cross-Sectional Survey, James Orwa, Samwel Gatimu, Michaela Mantel, Stanley Luchters, Micheal Mugerwa, Sharon Brownie, Leonard Subi, Secilia Mrema, Lucy Nyaga, Grace Edwards, Loveluck Mwasha, Kahabi Isangula, Edna Selestine, Sofia Jadavji, Rachel Pell, Columba Mbekenga, Marleen Temmerman
Obstetrics and Gynaecology, East Africa
Background: Delayed health-seeking continues to contribute to preventable maternal and neonatal deaths in low resource countries. Some of the strategies to avoid the delay include early preparation for the birth and detection of danger signs. We aimed to assess the level of practice and factors associated with birth preparedness and complication readiness (BPCR) in Kenya and Tanzania.
Methods: We conducted community-based multi-stage cross-sectional surveys in Kilifi and Kisii counties in Kenya and Mwanza region in Tanzania and included women who delivered two years preceding the survey (2016–2017). A woman who mentioned at least three out of five BPCR components was …
Improving Data For Decision-Making: A Toolkit For Cervical Cancer Prevention And Control Programmes, Elkanah Omenge, Edwin Were, Oliver Rode, Kapten Muthoka, Michael Byczkowski, Heike Sartor, Davy Vanden Broeck, Dietmar Schmidt, Miriam Reuschenbach, Magnus Von Knebel Doeberitz
Improving Data For Decision-Making: A Toolkit For Cervical Cancer Prevention And Control Programmes, Elkanah Omenge, Edwin Were, Oliver Rode, Kapten Muthoka, Michael Byczkowski, Heike Sartor, Davy Vanden Broeck, Dietmar Schmidt, Miriam Reuschenbach, Magnus Von Knebel Doeberitz
Obstetrics and Gynaecology, East Africa
Background: Screening of unvaccinated women remains essential to mitigate the high morbidity/mortality of cervical cancer. Here, we compared visual inspection with acetic acid (VIA), recommended by WHO as the most cost-effective screening approach in LMICs, with HPV-based screening, and usage of p16INK4a/Ki-67 dual stain cytology.
Methods: We prospectively enrolled women participating in a VIA-based cervical cancer screening program in two peri-urban health centers of Kenya. Consenting women had a VIA examination preceded by collection of a liquid-based cytology sample from the cervix stored in PreservCyt medium (Hologic®). Analysis of all samples included a hrHPV DNA test and evaluation of a …
Acute Covid-19 Induced Fulminant Systemic Vascular Thrombosis: A Novel Entity., Zain Ali, Waqas Ullah, Rehan Saeed, Ammar Ashfaq, Bilal Lashari, Md
Acute Covid-19 Induced Fulminant Systemic Vascular Thrombosis: A Novel Entity., Zain Ali, Waqas Ullah, Rehan Saeed, Ammar Ashfaq, Bilal Lashari, Md
Abington Jefferson Health Papers
No abstract provided.
Role Of Fine Needle Aspiration Cytology In The Diagnosis Of Parotid Gland Tumors: Analysis Of 193 Cases, Rahim Dhanani, Haissan Iftikhar, Mohammad Sohail Awan, Nida Zahid, Sehrish Nizar Ali Momin
Role Of Fine Needle Aspiration Cytology In The Diagnosis Of Parotid Gland Tumors: Analysis Of 193 Cases, Rahim Dhanani, Haissan Iftikhar, Mohammad Sohail Awan, Nida Zahid, Sehrish Nizar Ali Momin
Section of Otolaryngology, Head & Neck Surgery
Introduction: Parotid gland tumors include a wide variety of inflammatory and neoplastic diseases. The majority of these tumors are benign (80%), which usually require superficial parotidectomy, while the incidence of malignant tumors is lower (20%), requiring more radical surgery with or without neck dissection. The diagnosis cannot be established on the basis of clinical history and simple physical examination and requires complementary diagnostic methods. Fine needle aspiration cytology (FNAC) guided by ultrasound is a widely used diagnostic tool to evaluate parotid swellings.
Objective: To determine the sensitivity, specificity, positive and negative predictive values and diagnostic accuracy of FNAC in the …
Building Pipelines: Partnering For Successful Rn Residency, Leann Ogilvie, Laurie Ryan-Mcdonald
Building Pipelines: Partnering For Successful Rn Residency, Leann Ogilvie, Laurie Ryan-Mcdonald
Books, Presentations, Posters, Etc.
No abstract provided.
Social Determinants Of Health-Related Needs During Covid-19 Among Low-Income Households With Children, Shreela V Sharma, Ru-Jye Chuang, Melinda Rushing, Brittni Naylor, Nalini Ranjit, Mike Pomeroy, Christine Markham
Social Determinants Of Health-Related Needs During Covid-19 Among Low-Income Households With Children, Shreela V Sharma, Ru-Jye Chuang, Melinda Rushing, Brittni Naylor, Nalini Ranjit, Mike Pomeroy, Christine Markham
Faculty, Staff and Student Publications
INTRODUCTION: Little is known about the social needs of low-income households with children during the coronavirus-2019 (COVID-19) pandemic. Our objective was to conduct a cross-sectional quantitative and qualitative descriptive analysis of a rapid-response survey among low-income households with children on social needs, COVID-19-related concerns, and diet-related behaviors.
METHODS: We distributed an electronic survey in April 2020 to 16,435 families in 4 geographic areas, and 1,048 responded. The survey asked families enrolled in a coordinated school-based nutrition program about their social needs, COVID-19-related concerns, food insecurity, and diet-related behaviors during the pandemic. An open-ended question asked about their greatest concern. We …
Home Health Care Nursing In The Pandemic: Preliminary Analysis Of Video Interviews, Richard P. Smiraglia, Edmund Pajarillo, Elizabeth Milonas, Sergey Zherebchevsky
Home Health Care Nursing In The Pandemic: Preliminary Analysis Of Video Interviews, Richard P. Smiraglia, Edmund Pajarillo, Elizabeth Milonas, Sergey Zherebchevsky
Publications and Research
No abstract provided.
Targeted Fgfr Blockade For The Treatment Of Tumor-Induced Osteomalacia, Iris R Hartley, Carole B Miller, Georgios Z Papadakis, Clemens Bergwitz, Jaydira Del Rivero, Jenny E Blau, Pablo Florenzano, Jason A Berglund, Jing Tassone, Kelly L Roszko, Susan Moran, Rachel I Gafni, Randi Isaacs, Michael T Collins
Targeted Fgfr Blockade For The Treatment Of Tumor-Induced Osteomalacia, Iris R Hartley, Carole B Miller, Georgios Z Papadakis, Clemens Bergwitz, Jaydira Del Rivero, Jenny E Blau, Pablo Florenzano, Jason A Berglund, Jing Tassone, Kelly L Roszko, Susan Moran, Rachel I Gafni, Randi Isaacs, Michael T Collins
Faculty, Staff and Student Publications
No abstract provided.
Don't Sweat The Blown Pupil: Anisocoria In Patients Using Qbrexza., Shaza N Al-Holou, Stephen N Lipsky, Barry N Wasserman
Don't Sweat The Blown Pupil: Anisocoria In Patients Using Qbrexza., Shaza N Al-Holou, Stephen N Lipsky, Barry N Wasserman
Wills Eye Hospital Papers
No abstract provided.
Effect Of Bout Length On Gait Measures In People With And Without Parkinson’S Disease During Daily Life, Vrutangkumar Shah, James Mcnames, Graham Harker, Martina Mancini, Patricia Carlson-Kuhta, John G. Nutt, Mahmoud El-Gohary, Carolin Curtze, Fay Horak
Effect Of Bout Length On Gait Measures In People With And Without Parkinson’S Disease During Daily Life, Vrutangkumar Shah, James Mcnames, Graham Harker, Martina Mancini, Patricia Carlson-Kuhta, John G. Nutt, Mahmoud El-Gohary, Carolin Curtze, Fay Horak
Electrical and Computer Engineering Faculty Publications and Presentations
Although the use of wearable technology to characterize gait disorders in daily life is increasing, there is no consensus on which specific gait bout length should be used to characterize gait. Clinical trialists using daily life gait quality as study outcomes need to understand how gait bout length affects the sensitivity and specificity of measures to discriminate pathological gait as well as the reliability of gait measures across gait bout lengths. We investigated whether Parkinson’s disease (PD) affects how gait characteristics change as bout length changes, and how gait bout length affects the reliability and discriminative ability of gait measures …
Time-Frequency Analysis Of Muscle Activation Patterns In People With Chronic Ankle Instability During Landing And Cutting Tasks, Hoon Kim, Rianna M. Palmieri-Smith, Kristof Kipp
Time-Frequency Analysis Of Muscle Activation Patterns In People With Chronic Ankle Instability During Landing And Cutting Tasks, Hoon Kim, Rianna M. Palmieri-Smith, Kristof Kipp
Exercise Science Faculty Research and Publications
Background
People with chronic ankle instability (CAI) exhibit neuromuscular deficits. Previous studies, however, only investigated magnitudes of muscle activation and not the time-frequency domain.
Research question
Do people with CAI exhibit differences in muscle activation patterns in the time-frequency domain during landing, anticipated cutting, and unanticipated cutting compared to matched controls?
Methods
Eleven people with CAI and eleven healthy matched controls (CON) performed landing, anticipated cutting, and unanticipated cutting as surface EMG of the lateral gastrocnemius, medial gastrocnemius, fibularis longus, soleus, and tibialis anterior were recorded. The time-frequency domain of surface EMG data was analyzed with wavelet transformations and principal …
Greater Fatigue Resistance Of Dorsiflexor Muscles In People With Prediabetes Than Type 2 Diabetes, Jonathon Senefeld, Lynette A. Singh-Peters, Kenji A. Kenno, Sandra K. Hunter, Jennifer M. Jakobi
Greater Fatigue Resistance Of Dorsiflexor Muscles In People With Prediabetes Than Type 2 Diabetes, Jonathon Senefeld, Lynette A. Singh-Peters, Kenji A. Kenno, Sandra K. Hunter, Jennifer M. Jakobi
Exercise Science Faculty Research and Publications
Although exercise can prevent progression to T2D among people with prediabetes, little is known about fatigue during exercise in people with prediabetes compared to T2D. The purpose of the study was to compare the magnitude and mechanisms of fatigability of the ankle dorsiflexor muscles between people with prediabetes and T2D. Ten people with prediabetes (6 females, 51.7 ± 6.9 years) and fourteen with T2D (6 females, 52.6 ± 6.2 years) who were matched for age, body mass index and physical activity performed an intermittent (6 s contraction: 4 s relaxation) fatiguing task at 75% maximal voluntary contraction (MVC) with the …
Exercise And Lifestyle Physical Activity Recommendations For People With Multiple Sclerosis Throughout The Disease Course, Rosalind Kalb, Theodore R. Brown, Susan Coote, Kathleen Costello, Ulrik Dalgas, Eric Garmon, Barbara Geisser, June Halper, Herb Karpatkin, Jennifer Keller, Alexander V. Ng, Lara A. Pilutti, Amanda Rohring, Paul Van Asch, Kathleen Zachowski, Robert W. Motl
Exercise And Lifestyle Physical Activity Recommendations For People With Multiple Sclerosis Throughout The Disease Course, Rosalind Kalb, Theodore R. Brown, Susan Coote, Kathleen Costello, Ulrik Dalgas, Eric Garmon, Barbara Geisser, June Halper, Herb Karpatkin, Jennifer Keller, Alexander V. Ng, Lara A. Pilutti, Amanda Rohring, Paul Van Asch, Kathleen Zachowski, Robert W. Motl
Exercise Science Faculty Research and Publications
Objectives:
To provide clinicians who treat multiple sclerosis (MS) patients with evidence-based or expert opinion–based recommendations for promoting exercise and lifestyle physical activity across disability levels.
Methods:
The National MS Society (“Society”) convened clinical and research experts in the fields of MS, exercise, rehabilitation, and physical activity to (1) reach consensus on optimal exercise and lifestyle physical activity recommendations for individuals with MS at disability levels 0–9.0 on the Expanded Disability Status Scale (EDSS) and (2) identify and address barriers/facilitators for participation.
Recommendations:
Based on current evidence and expert opinion, the Society makes the following recommendations, endorsed by the Consortium …
Impaired Firing Behavior Of Individually Tracked Paretic Motor Units During Fatiguing Contractions Of The Dorsiflexors And Functional Implications Post Stroke, Francesco Negro, Kathleen Bathon, Jennifer Nguyen, Cassidy Bannon, Claudio Orizio, Sandra K. Hunter, Allison S. Hyngstrom
Impaired Firing Behavior Of Individually Tracked Paretic Motor Units During Fatiguing Contractions Of The Dorsiflexors And Functional Implications Post Stroke, Francesco Negro, Kathleen Bathon, Jennifer Nguyen, Cassidy Bannon, Claudio Orizio, Sandra K. Hunter, Allison S. Hyngstrom
Exercise Science Faculty Research and Publications
Introduction: This study quantified stroke-related changes in the following: (1) the averaged discharge rate of motor units (individually tracked and untracked) identified from high-density electromyography (HD-EMG) recordings, (2) global muscle EMG properties of the dorsiflexors during a fatiguing contraction, and the relationship between task endurance and measures of leg function.
Methods: Ten individuals with chronic stroke performed a sustained sub-maximal, isometric, fatiguing dorsiflexion contraction in paretic and non-paretic legs. Motor-unit firing behavior, task duration, maximal voluntary contraction strength (MVC), and clinical measures of leg function were obtained.
Results: Compared to the non-paretic leg, the paretic leg task duration was shorter, …
A Discrete-Choice Experiment To Assess Patients’ Preferences For Osteoarthritis Treatment: An Esceo Working Group, Mickael Hiligsmann, Elaine Dennison, Charlotte Beaudart, Gabriel Herrero-Beaumont, Jaime Branco, Olivier Bruyère, Philip G. Conaghan, Cyrus Cooper, Nasser Al-Daghri, Famida Jiwa, Willem Lems, Daniel Pinto, René Rizzoli, Thierry Thomas, Daniel Uebelhart, Nicolas Veronese, Jean-Yves Reginster
A Discrete-Choice Experiment To Assess Patients’ Preferences For Osteoarthritis Treatment: An Esceo Working Group, Mickael Hiligsmann, Elaine Dennison, Charlotte Beaudart, Gabriel Herrero-Beaumont, Jaime Branco, Olivier Bruyère, Philip G. Conaghan, Cyrus Cooper, Nasser Al-Daghri, Famida Jiwa, Willem Lems, Daniel Pinto, René Rizzoli, Thierry Thomas, Daniel Uebelhart, Nicolas Veronese, Jean-Yves Reginster
Physical Therapy Faculty Research and Publications
Objective
To evaluate the preferences of patients with osteoarthritis for treatment.
Methods
A discrete-choice experiment was conducted among adult OA patients who were presented with 12 choice sets of two treatment options and asked in each to select the treatment they would prefer. Based on literature reviews, expert consultation, patient survey and expert meeting, treatment options were characterized by seven attributes: improvement in pain, improvement in walking, ability to manage domestic activities, ability to manage social activities, improvement in overall energy and well-being, risk of moderate/severe side effects and impact on disease progression. Random parameters logit model was used to …
Prognostic Impact Of Single And Multiple Descriptors In Pathologically Staged T3n0m0 Non-Small Cell Lung Cancer, Takefumi Komiya Md, Emily Powell Phd, Shinkichi Takamori Md Phd
Prognostic Impact Of Single And Multiple Descriptors In Pathologically Staged T3n0m0 Non-Small Cell Lung Cancer, Takefumi Komiya Md, Emily Powell Phd, Shinkichi Takamori Md Phd
PCI Publications and Projects
Background
T components of the current 8th edition of lung cancer American Joint Commission on Cancer (AJCC) staging assignment include size of primary tumor and others such as chest wall invasion. The role of the presence of multiple T3 descriptors in prognosis remains unknown.
Materials and methods
Using National Cancer Database (NCDB) and of AJCC 7th edition, pathologically staged (R0) N0M0 non-small cell lung cancer (NSCLC) cases diagnosed in 2010-2016 were analyzed. Selected cases had primary size larger than 5cm or staged as T3 by AJCC 7th edition despite size <5cm. T3 descriptor status by 8th edition was defined as single descriptor (“T3-single”) as primary size 5-7cm or size <5cm and T3 per 7th edition (“T3-other”), or multiple descriptor (“T3-multi”) as presence of both descriptors. Survival analysis was performed with validation of multivariate analyses.
Results
Of the 108,632 surgically resected pathologically staged N0M0R0 NSCLC …
5cm.>Representation Of Ehr Data For Predictive Modeling: A Comparison Between Umls And Other Terminologies, Laila Rasmy, Firat Tiryaki, Yujia Zhou, Yang Xiang, Cui Tao, Hua Xu, Degui Zhi
Representation Of Ehr Data For Predictive Modeling: A Comparison Between Umls And Other Terminologies, Laila Rasmy, Firat Tiryaki, Yujia Zhou, Yang Xiang, Cui Tao, Hua Xu, Degui Zhi
Faculty, Staff and Student Publications
OBJECTIVE: Predictive disease modeling using electronic health record data is a growing field. Although clinical data in their raw form can be used directly for predictive modeling, it is a common practice to map data to standard terminologies to facilitate data aggregation and reuse. There is, however, a lack of systematic investigation of how different representations could affect the performance of predictive models, especially in the context of machine learning and deep learning.
MATERIALS AND METHODS: We projected the input diagnoses data in the Cerner HealthFacts database to Unified Medical Language System (UMLS) and 5 other terminologies, including CCS, CCSR, …