Digital Commons Network^™

The Cost-Effectiveness Of Long-Term Post-Treatment Peer Recovery Support Services In The United States, Sierra Castedo De Martell, Margaret Brannon Moore, Hannah Wang, Lori Holleran Steiker, J Michael Wilkerson, Nalini Ranjit, Sheryl A Mccurdy, H Shelton Brown

Faculty, Staff and Student Publications

Background:

Peer recovery support services (PRSS) have been widely adopted across a variety of settings, but little is known about their economic impact.

Objectives:

To conduct a cost-effectiveness analysis of long-term, PRSS delivered after specialty substance use disorder (SUD) treatment (post-treatment), and to describe the development of a free, web-based cost-effectiveness calculator based on this analysis.

Methods:

Using publicly-available data from a variety of sources, post-treatment PRSS were compared to specialty SUD treatment from the societal (broad perspective including costs like participant time) and health systems perspectives (only costs borne by health system), and in terms of quality-adjusted life years …

Identifying Pregnant Women With Disabilities And Maternal And Newborn Outcomes, Alka Dev, Willi Horner-Johnson, Andrew Schaefer, Cecilia Ganduglia-Cazaban, Thérèse A Stukel, David C Goodman, Joanna K Leyenaar

Faculty, Staff and Student Publications

Importance: Pregnant women with disabilities are at higher risk of poor pregnancy and birth outcomes. Different methods for identifying disability may affect estimates of health disparities in this population.

Objective: To compare pregnancy and birth outcomes among pregnant women using different ways of identifying maternal disability.

Design, setting, and participants: Retrospective cohort study of linked vital records and maternal and newborn claims for Medicaid-insured live births from January 2010 to December 2014 in Texas. Data analysis was conducted from October 2023 to May 2024.

Exposure: Births grouped into 5 maternal cohorts: no identified disability, disability benefits enrollment only, disability diagnostic …

Clinical Performance Of An N-Terminal Pro-B-Type Natriuretic Peptide Assay In Acute Heart Failure Diagnosis, Lori B Daniels, Patience Ajongwen, Robert H Christenson, Carol L Clark, Deborah B Diercks, Gregory J Fermann, Sharon E Mace, Simon A Mahler, Peter S Pang, Zubaid Rafique, Michael S Runyon, James Tauras, Christopher R Defilippi

Faculty, Staff and Students Publications

Background: We evaluated the Vitros® Immunodiagnostic Products N-terminal pro B-type natriuretic peptide (NT-proBNP) II assay for aiding in diagnosis of heart failure (HF) in patients with acute dyspnea.

Methods: Serum concentrations of NT-proBNP were measured in patient samples from 20 emergency departments across the United States. Study endpoints included sensitivity, specificity, likelihood ratios, and predictive values for diagnosis of acute HF according to age-stratified cutoffs (450, 900, and 1800 pg/mL), and a rule-out age-independent cutoff (300 pg/mL). Additional measures were area under the curve (AUC) for receiver operating characteristic (ROC) curves. Results were also interpreted in patient subgroups with relevant …

Making Waves: Depression Era Violent Crime In The Upper Peninsula And The United States, Zoe Jancek

HS 390 Primary Research Papers

The Great Depression overlaps with several other important historical eras, all of which had their own impact on crime. This study looks at stressors throughout the decade of the Great Depression to attempt to understand how they affect people and therefore, how they affect the amount of violent crimes committed in both a broad and specific sense. Using statistics and historical accounts, this research analyzes topics such as culture, mental and physical health, substance abuse, gangs, and the effects of Prohibition. The fluctuations can be attributed to economic, social, and cultural factors such as Prohibition and the rise of organized …

Patient Consent And The Right To Notice And Explanation Of Ai Systems Used In Health Care, Meghan E Hurley, Benjamin H Lang, Kristin Marie Kostick-Quenet, Jared N Smith, Jennifer Blumenthal-Barby

Center for Medical Ethics and Health Policy Staff Publications

Given the need for enforceable guardrails for artificial intelligence (AI) that protect the public and allow for innovation, the U.S. Government recently issued a Blueprint for an AI Bill of Rights which outlines five principles of safe AI design, use, and implementation. One in particular, the right to notice and explanation, requires accurately informing the public about the use of AI that impacts them in ways that are easy to understand. Yet, in the healthcare setting, it is unclear what goal the right to notice and explanation serves, and the moral importance of patient-level disclosure. We propose three normative functions …

Risk Of Traumatic Brain Injury In Deployment And Nondeployment Settings Among Members Of The Millennium Cohort Study, Kalyn C Jannace, Lisa Pompeii, David Gimeno Ruiz De Porras, William Brett Perkison, Jose-Miguel Yamal, Daniel W Trone, Rudolph P Rull

Faculty, Staff and Student Publications

Objective: To describe and quantify the prevalence and risk of deployment and nondeployment service-related traumatic brain injury (TBI) among participants of the Millennium Cohort Study.

Setting: Survey data.

Participants: 28 759 Millennium Cohort Study participants who were active duty, Reserves, or National Guard at the time of the survey.

Design: Cross-sectional secondary data analysis.

Main measures: Estimates of prevalence and rates of TBI were calculated. Multivariable Poisson regression estimated rate ratios of TBI overall and stratified by deployment and nondeployment settings.

Results: The rate of TBI over the 362 535 person-years (PY) was 2.95 p/100 PY. the nondeployment rate was …

Difference-Makers For Collecting Sexual Orientation And Gender Identity Data In Oncology Settings, Mandi L Pratt-Chapman, Edward J Miech, Megan A Mullins, Shine Chang, Gwendolyn P Quinn, Shail Maingi, Matthew B Schabath, Charles Kamen

Faculty, Staff and Student Publications

Purpose: The purpose of this analysis was to identify key difference-making conditions that distinguish oncology institutions that collect sexual orientation and gender identity (SOGI) data across a sample of American Society of Clinical Oncology (ASCO) members.

Methods: From October to November 2020, an anonymous 54-item web-based survey was distributed to ASCO members. Coincidence analysis was used to identify difference-making conditions for the collection of SOGI data.

Results: ASCO members' responses to just three items consistently distinguished practices that reported collecting both SO and GI data (n = 25) from those who did not (n = 20): (1)."Do you ask your …

The Associations Of Sensory Impairment With 10-Year Risk Of Dementia And Alzheimer's Disease: The Health And Retirement Study, 2010-2020, Kun Li, Rahul Ghosal, Donglan Zhang, Yike Li, Matthew C Lohman, Monique J Brown, Anwar T Merchant, Chih-Hsiang Yang, Jean Neils-Strunjas, Daniela B Friedman, Jingkai Wei

Faculty, Staff and Student Publications

Background: Studies have examined the association between dual sensory impairment and late-life cognitive outcomes in the U.S with inconsistent findings.

Objective: To examine the associations between sensory impairment and 10-year risk of dementia or Alzheimer's disease among U.S. adults aged ≥ 50.

Methods: A prospective cohort study based on the Health and Retirement Study from 2010 to 2020. Individuals aged ≥ 50 years without self-reported dementia and Alzheimer's disease in 2010 were included in the analysis. Self-reported visual and hearing impairments were measures in 2010. Main failure events included self-reported incident dementia and Alzheimer's disease over a 10-year follow-up period. …

Proceedings Of The National Cancer Institute Workshop On Combining Immunotherapy With Radiotherapy: Challenges And Opportunities For Clinical Translation, Zachary S Morris, Sandra Demaria, Arta M Monjazeb, Silvia C Formenti, Ralph R Weichselbaum, James Welsh, Heiko Enderling, Jonathan D Schoenfeld, Joshua D Brody, Heather M Mcgee, Michele Mondini, Michael S Kent, Kristina H Young, Lorenzo Galluzzi, Sana D Karam, Willemijn S M E Theelen, Joe Y Chang, Mai Anh Huynh, Adi Daib, Sean Pitroda, Caroline Chung, Raphael Serre, Clemens Grassberger, Jie Deng, Quaovi H Sodji, Anthony T Nguyen, Ravi B Patel, Simone Krebs, Anusha Kalbasi, Caroline Kerr, Claire Vanpouille-Box, Logan Vick, Todd A Aguilera, Irene M Ong, Fernanda Herrera, Hari Menon, Deedee Smart, Jalal Ahmed, Robyn D Gartrell, Christina L Roland, Fatemeh Fekrmandi, Binita Chakraborty, Eric H Bent, Tracy J Berg, Alan Hutson, Samir Khleif, Andrew G Sikora, Lawrence Fong

Faculty, Staff and Student Publications

Radiotherapy both promotes and antagonises tumour immune recognition. Some clinical studies show improved patient outcomes when immunotherapies are integrated with radiotherapy. Safe, greater than additive, clinical response to the combination is limited to a subset of patients, however, and how radiotherapy can best be combined with immunotherapies remains unclear. The National Cancer Institute-Immuno-Oncology Translational Network-Society for Immunotherapy of Cancer-American Association of Immunology Workshop on Combining Immunotherapy with Radiotherapy was convened to identify and prioritise opportunities and challenges for radiotherapy and immunotherapy combinations. Sessions examined the immune effects of radiation, barriers to anti-tumour immune response, previous clinical trial data, immunological and …

American Association Of Physicists In Medicine (Aapm) Chapter Climate Check: Mixed Methods Analysis Of Survey Responses, Ashley J Cetnar, Ghada Aldosary, Meghan C Koo, Holly Lincoln, Angélica Pérez-Andújar, Surendra Prajapati, Samantha J Simiele, Kristi R G Hendrickson

Faculty, Staff and Student Publications

Introduction: The American Association of Physicists in Medicine (AAPM) recently shared results and recommendations from its first Equity, Diversity, and Inclusion (EDI) Climate Survey, which was designed to assess the climate at the workplace, the AAPM organization, and the AAPM regional chapter level. This work further explores the status of EDI at the regional chapter level.

Methods: AAPM's EDI Survey was distributed to 5500 members and had a response rate of 25%. In the survey, three open-ended comment boxes were provided for feedback, including one for regional AAPM members. Sixty-four percent of respondents indicated they were part of a regional …

The Association Between Gulf War Illness And Suicidal Thoughts And Behaviors Among Gulf War Era Veterans, Rachele K Lipsky, Drew A Helmer, Jean C Beckham, Patrick S Calhoun, Mary Jo Pugh, Nathan A Kimbrel

Faculty, Staff and Students Publications

The rate of death by suicide is elevated among Veterans of all eras. Chronic symptoms of pain, depression, and sleep disturbances are also common among Veterans, and these symptoms are associated with suicidal thoughts and behaviors. About 25% of the 697,000 Gulf War Era Veterans deployed to the Persian Gulf theater in 1990-1991 remain afflicted with chronic, unexplained symptoms known as Gulf War Illness (GWI). This study used data from a national sample of Gulf War Veterans (N = 1142) who completed a survey of demographic, military, and health information. Multivariable logistic regression models, controlling for confounding variables, tested for …

An Afropessimism Of Student Mobility: Is International Higher Education Extreme Investment In Whiteness?, Zoe A. Case

Journal of Graduate Education Research

This paper strives to consider whether, as Riyad Shahjahan and Kirsten Edwards suggest, international higher education systematically invests in Whiteness. In doing so, I explore first whether the international university system invests in Whiteness through its expansion of satellite campuses and systemic fetishisation of global university rankings. Turning towards the micro-level, I consider the individual international student as investor and, via an Afropessimist lens inspired by Frank B. Wilderson III and Sara Ahmed, I find that the question of Whiteness as investment situates Whiteness as a good in which everyone can invest. I show that although international higher education is …

Associations Of Long-Term Exposure To Temperature With Coronary Artery Calcification Risk Among Middle-Aged Adults: The Coronary Artery Risk Development In Young Adults (Cardia) Study, Dandan Zhao, Jie Yao, Yuanfei Li, David R Jacobs, Yinan Zheng, Chunyu Liu, Yingbin Fu, Margaret M Deangelis, Donald Lloyd-Jones, Lifang Hou, Kai Zhang

Faculty, Staff and Students Publications

BACKGROUND: The impact of ambient temperature on population health has drawn increasing attention as climate change drives more extreme temperatures globally. However, little research has investigated its connection to subclinical cardiovascular diseases. This study aims to examine the impact of long-term exposure to temperature on coronary artery calcification (CAC) among middle-aged Black and White adults in four U.S. areas with varying climate and weather conditions.

METHODS: This study compiled long-term environmental temperature data and individual coronary artery Agatston score (0 vs. >0) from the Coronary Artery Risk Development in Young Adults study. It employed logistic regression and examined the influences …

Black Community Member Perceptions And Ethics Recommendations On Epigenomic Research., Courtney D. Berrios, Tammy Basey, Andrea Bradley-Ewing, Stacey Daniels-Young, Daysha Lewis, Keith Feldman, Mary Moffatt, Tomi Pastinen, Elin Grundberg

Manuscripts, Articles, Book Chapters and Other Papers

BACKGROUND: Social epigenomics research investigates links between social experiences and epigenetic modifications, which may ultimately impact health. Such research holds promise for precision medicine and addressing health disparities based on social conditions, but also brings unique ethical challenges. The linking of social experiences to biological changes risks pathologizing experiences, potentially leading individuals and communities to be seen as 'damaged.' This stigmatization or stereotyping based on experiences also risks placing disproportionate personal responsibility for health. These risks are likely to be amplified in historically marginalized communities already facing discrimination. It is therefore essential to engage members of historically marginalized communities to …

Cardiac Screening Findings And Referral Patterns In Male African-American Basketball Players: Analysis Of The Heartbytes Registry, Douglas Corsi, Avinash Saraiya, Maggie Doyle, Vacha Shah, Blaise O'Malley, Grace Qiu, Renee Lanstaff, Imran Masood, Brian Osler, Alexander G. Hajduczok, Drew Johnson, David Shipon

Student Papers, Posters & Projects

Sudden cardiac death (SCD) is the leading medical cause of death in young athletes. Male African American basketball players (MABP) demonstrate particularly elevated risk for SCD. Despite increasing screening and preventative efforts, the incidence of SCD remains elevated in this population. This retrospective analysis of the HeartBytes National Youth Cardiac Registry (2015-2023) aimed to characterize cardiac screening findings, including symptoms, family history, physical exam, and electrocardiogram (ECG) abnormalities in MABP compared to other youth athletes undergoing cardiac screening. We secondarily examined referral patterns based on screening results between the two groups. Of 8,303 individuals screened, 200 MABP were identified. MABP …

How Electricity Utility Practitioners In The United States Approach Power System Resilience, Shardul Tiwari, Aritra Chakrabarty, Chelsea Schelly, Mostafa Sahraei-Ardakani, Gaby Ou, Jianli Chen

Michigan Tech Publications

This study explores the understanding and practice of resilience among electrical utilities in the United States, focusing on how practitioners in the utility sector conceptualize and apply resilience in their work. As electricity becomes increasingly central to modern life, powering critical infrastructure and essential services, the resilience of power systems has gained prominence in energy policy and planning. However, there is a lack of standardized definitions and approaches to resilience in both academia and practice, particularly from an energy service perspective. The research employs a qualitative approach, utilizing semi-structured interviews with experts (practitioners) from transmission and distribution utilities in the …

Extended Travel As An Introduction To Geography, Michael E. Lewis, Jeffery C. Patton

The Geographical Bulletin

This paper describes an alternative to capstone field courses in undergraduate curricula. Early opportunities for faculty guided exploration and discovery provide students with firsthand field experience and is an effective means of recruiting and retaining qualified geography majors. A wide ranging, rapid movement model is more effective for introducing students to the spatial character of geography than single destination capstone courses

Rideshare Services For Transportation Assistance In Gynecologic Oncology: A Quality Improvement Study, Anna Jo Smith, Sam Pancoe, Mary Pat Lynch, Megan Wachlin, Kristina Powell, Stefanie N. Hinkle, Nathanael C. Koelper, Meredith Doherty, Justin E. Bekelman, Fiona Simpkins, Emily M. Ko

SKMC Student Presentations and Publications

OBJECTIVE: Transportation barriers can lead to delays in care and suboptimal treatment. Our objective was to assess the utilization of a novel transportation pilot intervention in gynecologic oncology.

METHODS: Since May 2022, we have provided donor-funded transportation to patients receiving gynecologic cancer treatment at 5 University of Pennsylvania practices. Patients are screened for transportation barriers at first visit and re-screened during care. Patients who screen positive are referred to the intervention, a HIPAA-compliant ride-sharing service. There are no income or insurance restrictions; distance was limited to 25 miles. We report descriptive statistics on ride completion, distance traveled, and cost.

RESULTS: …

Fetal Personhood And Access To Reproductive Rights: Power And Precarity In Post-Roe America, Jainab Banu

Journal of International Women's Studies

This paper delves into the concept of “fetal personhood” and dissects how lawmakers systematically deploy rhetorical agency in policy to draw demarcating lines between demographic groups in post-Roe America. After abortion was legalized in 1973, the number of women opting for abortion rose significantly. Even after legalization, however, underrepresented and marginalized women struggled to access safe and high-quality healthcare, and many of them risked self-induced abortions. Since Roe v. Wade was overturned in 2022, women with financial affluence can still travel to states where abortion is not banned to access their reproductive rights; however, women with low income may not …

If These Walls Could Talk, What Would They Say About Reproductive Justice Today?, Cassandra Chaney

Journal of International Women's Studies

This article critically examines the lives of the three women in the television film If These Walls Could Talk (Cher & Savoca, 1996). The three protagonists, all White American women, live in the same house and are all faced with the decision of whether to terminate their unplanned, unwanted pregnancies in 1952, 1974, and 1996. Notably, three Black women were included as minor characters in the film. These foundational questions guide this film analysis: (1) What were the societal norms for US women who considered either abortion or giving birth in 1952, 1974, and 1996? (2) What barriers did women …

Youth Soccer In The United States, Alessandrea C. Handley, Cathy C. Handley, Hope E. Handley, Lawrence M. Handley, Lawrence R. Handley, Nathanial S. Handley

The Geographical Bulletin

There are four million youth playing soccer in the United States and its growth rate of 1300 percent between 1975 and 1988 make it the fast growing sport in America. In every state, soccer reaches the youth from ages 4 to 19. Texas and California lead the nation in the number of youth playing the sport. Not only a sport for boys, soccer is one of the most popular sports for girls in the country. This paper examines and discusses the distribution of youth soccer across the U.S. during the years 1975-1988. Distributions based on race, per capita income, sex …

Snap Participation As A Moderator Of Food And Nutrition Security And Combined Cardiometabolic Conditions: A Mixed Regression Approach, Maha Almohamad, Ruosha Li, Natalia I Heredia, Jayna M Dave, Eric E Calloway, Anjail Sharrief, Shreela V Sharma

Faculty, Staff and Student Publications

Objectives: To examine the relationships between food security, nutrition security, Supplemental Nutrition Assistance Program (SNAP) participation, and cardiometabolic outcomes, including hypertension, hyperlipidemia, or diabetes, among low-income U.S. individuals.

Methods: A cross-sectional survey of 486 participants (April–June 2021) assessed food and nutrition security and cardiometabolic outcomes. Mixed-effects logistic regression models adjusted for covariates and included a random effect for state of residence. Moderation analyses evaluated SNAP participation’s impact.

Results: Very low food security was associated with higher odds of having at least one cardiometabolic condition, such as hypertension, hyperlipidemia, or diabetes (AOR = 1.96; 95% CI: 1.04–3.69; p = 0.04). SNAP …

Infection-Related Hospitalization And Incident Heart Failure: The Atherosclerosis Risk In Communities Study, Rebecca L Molinsky, Amil Shah, Melana Yuzefpolskaya, Bing Yu, Jeffrey R Misialek, Bruno Bohn, David Vock, Richard Maclehose, Barry A Borlaug, Paolo C Colombo, Chiadi E Ndumele, Junichi Ishigami, Kunihiro Matsushita, Pamela L Lutsey, Ryan T Demmer

Faculty, Staff and Student Publications

Background: The immune response to infections may become dysregulated and promote myocardial damage contributing to heart failure (HF). We examined the relationship between infection-related hospitalization (IRH) and HF, HF with preserved ejection fraction, and HF with reduced ejection fraction.

Methods and results: We studied 14 468 adults aged 45 to 64 years in the ARIC (Atherosclerosis Risk in Communities) Study who were HF free at visit 1 (1987-1989). IRH was identified using select International Classification of Diseases (ICD) codes in hospital discharge records and was treated as a time-varying exposure. HF incidence was defined as the first occurrence …

A Qualitative Assessment Of Changes In Occupational Exposures Among Healthcare Facility Workers, David Gimeno Ruiz De Porras, Jenil Patel, Sadie Conway, Lisa Pompeii, Laura E Mitchell, Arch Carson, Lawrence W Whitehead, Inkyu Han, Jan-Paul Zock, Paul K Henneberger, Riddhi Patel, Joy De Los Reyes, George L Delclos

Faculty, Staff and Student Publications

Adult-onset asthma, notably prevalent among healthcare professionals, especially nurses, is often attributed to occupational factors such as exposure to cleaning agents. Studies consistently underscore the substantial role of such exposure in work-related asthma among hospital staff. We aimed to (a) identify and characterize current practices in cleaning and aerosolized medication administration; (b) assess changes in practices since a similar 2003 study of Texas healthcare workers; and (c) identify factors contributing to diverse exposures within healthcare job categories. We conducted focus groups with 38 participants in 6 healthcare settings, analyzing current practices, changes since 2003, and factors contributing to exposure diversity. …

Implementation Of Electronic Triggers To Identify Diagnostic Errors In Emergency Departments, Viralkumar Vaghani, Ashish Gupta, Usman Mir, Li Wei, Daniel R Murphy, Umair Mushtaq, Dean F Sittig, Andrew J Zimolzak, Hardeep Singh

Faculty, Staff and Students Publications

Importance: Missed diagnosis can lead to preventable patient harm.

Objective: To develop and implement a portfolio of electronic triggers (e-triggers) and examine their performance for identifying missed opportunities in diagnosis (MODs) in emergency departments (EDs).

Design, setting, and participants: In this retrospective medical record review study of ED visits at 1321 Veterans Affairs health care sites, rules-based e-triggers were developed and implemented using a national electronic health record repository. These e-triggers targeted 6 high-risk presentations for MODs in treat-and-release ED visits. A high-risk stroke e-trigger was applied to treat-and-release ED visits from January 1, 2016, to December 31, 2020. A …

American Cochlear Implant Alliance Position Statement On Newborn Congenital Cytomegalovirus Screening, Megan Honor Pesch, Kevin David Brown, Amy L Birath, Gail J Demmler-Harrison, Cailtin Sapp, Anne Morgan Selleck, Alex D Sweeney

Faculty, Staff and Students Publications

It is estimated that 1 in every 200 US newborns has congenital cytomegalovirus (cCMV). Delayed identification of cCMV in newborns precludes timely intervention to mitigate sequelae of the infection such as hearing loss and other neurological complications. Newborn testing for cCMV enables appropriate diagnosis and intervention by multidisciplinary teams to properly manage the immediate sequelae of cCMV, avoid unnecessary additional testing that can result from delayed diagnosis, and monitor for future complications. It is the position of the American Cochlear Implant Alliance, the National CMV Foundation, and the American Academy of Otolaryngology-Head and Neck Surgery that universal newborn cCMV screening …

Exploring Reciprocal Links Between Early Adolescent Coping And Internalizing Symptoms, Caitlyn Mytelka, Sarah C Narendorf, Elizabeth Baumler, Chiara Acquati, Jeff R Temple

Faculty, Staff and Student Publications

Introduction: The rising prevalence of depression and anxiety among adolescents is a public health concern. Early adolescence is a key developmental period to reduce risks for internalizing symptoms through primary prevention programs, yet additional research is needed on modifiable factors, such as coping skills, to target to mitigate risk factors. Therefore, we investigated the reciprocal link between coping style and internalizing symptoms among a racially/ethnically diverse sample of early adolescents (n = 1273) from 12 middle schools over 1 year.

Methods: We leveraged a longitudinal data set of a cluster, randomized trial of a preventive intervention from 12 middle schools …

Visualizing The Rise Of American Women's Soccer, Hoi Wah Tang

Dissertations, Theses, and Capstone Projects

The rise of American women’s soccer is a compelling narrative of determination, talent, and triumph on the global stage. From the inaugural FIFA Women’s World Cup in 1991 to the ongoing dominance of the U.S. Women’s National Team (USWNT), this journey encapsulates not only athletic excellence but also the broader struggles for equality, representation, and respect in sports.

This project aims to bring this story to life by presenting a rich tapestry of data visualizations, timelines, and multimedia elements that showcase key moments, players, and milestones. Through engaging graphics and interactive features, users will explore how the sport evolved, the …

Decades Of Division: Analyzing Hate Crimes In The Usa (1991–2022), Sangeeth Sajan Baby

Dissertations, Theses, and Capstone Projects

This project comprehensively analyses hate crime data in the United States, leveraging advanced data analysis and visualization techniques to unmask patterns and insights. By utilizing datasets of criminal offenses reported by law enforcement agencies such as the FBI, this study explores the dynamics of hate crimes across racial, religious, gender, and sexual orientation groups. The analysis reveals key findings, including the disproportionate targeting of African Americans and LGBTQ+ individuals, the prevalence of hate crimes in specific locations like residences and educational institutions, and the consistent patterns of attack types and locations across different racial groups. Analysis of crime data over …

Regulation Of Artificial Intelligence In Healthcare: Clinical Laboratory Improvement Amendments (Clia) As A Model, Brian R Jackson, Mark P Sendak, Anthony Solomonides, Suresh Balu, Dean F Sittig

Faculty, Staff and Student Publications

Objectives: To assess the potential to adapt an existing technology regulatory model, namely the Clinical Laboratory Improvement Amendments (CLIA), for clinical artificial intelligence (AI).

Materials and methods: We identify overlap in the quality management requirements for laboratory testing and clinical AI.

Results: We propose modifications to the CLIA model that could make it suitable for oversight of clinical AI.

Discussion: In national discussions of clinical AI, there has been surprisingly little consideration of this longstanding model for local technology oversight. While CLIA was specifically designed for laboratory testing, most of its principles are applicable to other technologies in patient care. …