Digital Commons Network^™

Treatment Selection Using Prototyping In Latent-Space With Application To Depression Treatment, Akiva Kleinerman, Ariel Rosenfeld, David Benrimoh, Robert Fratila, Caitrin Armstrong, Joseph Mehltretter, Eliyahu Shneider, Amit Yaniv-Rosenfeld, Jordan Karp, Charles F. Reynolds, Gustavo Turecki, Adam Kapelner

Publications and Research

Machine-assisted treatment selection commonly follows one of two paradigms: a fully personalized paradigm which ignores any possible clustering of patients; or a sub-grouping paradigm which ignores personal differences within the identified groups. While both paradigms have shown promising results, each of them suffers from important limitations. In this article, we propose a novel deep learning-based treatment selection approach that is shown to strike a balance between the two paradigms using latent-space prototyping. Our approach is specifically tailored for domains in which effective prototypes and sub-groups of patients are assumed to exist, but groupings relevant to the training objective are not …

Changes In Utilization Of Birth Control And Prep During Covid‑19 In The Usa: A Mixed‑Method Analysis, Rachel A. Fikslin, Alison J. Goldberg, Amanda N. Gesselman, Mora A. Reinka, Omaima Pervez, Elissia T. Franklin, Olivia Ahn, Devon M. Price

Publications and Research

In the USA, the COVID-19 pandemic has created challenges beyond the direct consequences of the infection. Because of shifting resources in response to need, many domains within the healthcare sector unrelated to COVID-19 have had inter - rupted abilities to provide care. In the current study, we focus on preventative sexual health care during the pandemic. In a sample of 511 (mean age = 27.7) people, we examined quantitative data regarding continuation and discontinuation of birth control and PrEP during the pandemic, along with qualitative data illustrating the underlying reasons for participants’ (dis) continuation. Results showed that most (92.5%) of …

The Effect Of Body Mass Index On Brain Volume And Cognitive Function In Relapsing – Remitting Multiple Sclerosis: A Combirx Secondary Analysis, Aliza Bitton Ben-Zacharia, Malvin N. Janal, Abraham A. Brody, Jerry Wolinsky, Fred Lublin, Gary Cutter

Publications and Research

BACKGROUND: Multiple sclerosis (MS) is an autoimmune disease leading to physical, emotional and cognitive disability. High body mass index (BMI) may impact cognitive function and brain volume in MS. Yet, there is paucity of evidence addressing the impact of BMI on cognitive function and brain volume in MS.

OBJECTIVES: The purpose of this study was to examine the effects of BMI on normal appearing brain volume and cognitive function in patients with relapsing – remitting MS.

METHODS: A secondary data analysis of the NIH CombiRx study was conducted. Multivariate regression and mixed model analyses were executed to analyze …

Impact Of Forensic Medical Evaluations On Immigration Relief Grant Rates And Correlates Of Outcomes In The United States., Holly G. Atkinson, Katarzyna Wyka, Kathryn Hampton, Christian Seno, Elizabeth Yim, Deborah Ottenheimer, Nermeen Arastu

Publications and Research

The purpose of this study was to investigate the impact of forensic medical evaluations on grant rates for applicants seeking immigration relief in the United States (U.S.) and to identify significant correlates of grant success. We conducted a retrospective analysis of 2584 cases initiated by Physicians for Human Rights between 2008-2018 that included forensic medical evaluations, and found that 81.6% of applicants for various forms of immigration relief were granted relief, as compared to the national asylum grant rate of 42.4%. Among the study’s cohort, the majority (73.7%) of positive outcomes were grants of asylum. A multivariable regression analysis revealed …

An Examination Of Coping Strategies And Intent To Leave Child Welfare During The Covid 19 Pandemic, Francie J. Julien‑Chinn, Colleen C. Katz, Eden Wall

Publications and Research

Child welfare work is inherently difficult, and child welfare agencies are known to experience high rates of turnover. We sought to expand the existing literature on intention to leave one’s child welfare agency and commitment to child welfare work through examining the coping mechanisms of frontline workers. Having and utilizing healthy coping mechanisms has proved beneficial to child welfare workers in previous research. In this paper, we examine specific coping mechanisms identifed in the Comprehensive Organizational Health Assessment and how they were associated with child welfare workers’ intent to leave their agency and their commitment to remain in the field …

Connection Failure: War, Spiritualism And Communications Media In Violet Hunt's "Love's Last Leave.", Melissa Dinsman, Heather M. Robinson

Publications and Research

An overlooked figure of modernist circles, Violent Hunt was a suffragette, novelist, and author of ghost stories. In her second collection of haunted narratives, More Tales of The Uneasy (1925), Hunt explores the ghostliness of the Great War, both for those on the front and at home. In this essay, we focus on the third story in this volume, “Love’s Last Leave,” and argue that Hunt includes both ghost story tropes and communications media to articulate the real deadliness of the Great War. Communications technology and spiritualism share a similar historical evolution, and in “Love’s Last Leave” both types …

Health Inequality Analysis In Europe: Exploring The Potential Of The Eq-5d As Outcome, Inge Spronk, Juanita A. Haagsma, Erica I. Lubetkin, Suzanne Polinder, M F. Janssen, G J. Bonsel

Publications and Research

Objective: This study explored the additive value of the multi-item EuroQol 5-Dimension 5-Level (EQ-5D-5L) as an outcome measure in health inequality analyses, relative to the single-item EuroQol visual analog scale (EQ VAS).

Methods: A sample comprising the general population from Italy, the Netherlands, and United Kingdom (UK) completed the EQ-5D-5L and the EQ VAS. The level of education was selected as a proxy for socio-economic status (SES). EQ-5D-5L level sum scores (LSS) were compared against EQ VAS scores. Stratified and multivariable analyses were used to study the associations between SES and the LSS/EQ VAS relative to the presence of chronic …

We Are Each Other’S Breath: Tracing Interdependency Through Critical Poetic Inquiry, Karen Zaino, Jordan Bell

Publications and Research

In this paper, we utilize poetic methods that seek to surface, but not overdetermine, the unanticipated relational excess produced through literacy practices. Karen, a queer white woman, and Jordan, a cis-gendered heterosexual Black man, wrote a series of letters to one another throughout the Spring 2020 semester. We turned to critical poetic inquiry to analyze the letters, interested in poetry’s capacity to highlight literacy’s critical power and its emergent potential. We found ourselves implicated in each other’s lives in new ways; we found our relationship both strengthened and tested. Such relational indeterminacy creates methodological challenges in literacy research. We found …

Psychosocial Factors Associated With Mask-Wearing Behavior During The Covid-19 Pandemic, Cliff (Yung-Chi) Chen, Mengjia Lei

Publications and Research

Although increasing evidence has supported the efficacy of masks to prevent the spread of the coronavirus (COVID-19), inconsistent and noncompliant mask-wearing behavior has been observed among members of the society. Because mask-wearing is often considered a social contract, it is important to understand the psychosocial factors that influence people’s mask-wearing behavior in order to implement the necessary steps to respond to the pandemic. Based on the protection motivation theory (PMT), this study examined the cognitive factors (threat and coping appraisals) that contribute to mask-wearing behavior and the intention to engage in health protective behavior until the end of the pandemic. …

Dataset Of Concurrent Eeg, Ecg, And Behavior With Multiple Doses Of Transcranial Electrical Stimulation, Nigel Gebodh, Zeinab Esmaeilpour, Abhishek Datta, Marom Bikson

Publications and Research

We present a dataset combining human-participant high-density electroencephalography (EEG) with physiological and continuous behavioral metrics during transcranial electrical stimulation (tES). Data include within participant application of nine High-Definition tES (HD-tES) types, targeting three cortical regions (frontal, motor, parietal) with three stimulation waveforms (DC, 5 Hz, 30 Hz); more than 783 total stimulation trials over 62 sessions with EEG, physiological (ECG, EOG), and continuous behavioral vigilance/alertness metrics. Experiment 1 and 2 consisted of participants performing a continuous vigilance/alertness task over three 70-minute and two 70.5-minute sessions, respectively. Demographic data were collected, as well as self-reported wellness questionnaires before and after each …

Racial And Ethnic Data Reported For Peanut Allergy Epidemiology Do Little To Advance Its Cause, Treatment, Or Prevention, Nigel Mark Thomas

Publications and Research

No abstract provided.

Identity Selection And The Social Construction Of Birthdays, Brett W. Pelham, Tracy Dehart, Mitsuru Shimizu, Curtis D. Hardin, H. Anna Han, William Von Hippel

Publications and Research

We argue that rather than being a wholly random event, birthdays are sometimes selected by parents. We further argue that such effects have changed over time and are the result of important psychological processes. Long ago, U.S. American parents greatly overclaimed holidays as their children’s birthdays. These effects were larger for more important holidays, and they grew smaller as births moved to hospitals and became officially documented. These effects were exaggerated for ethnic groups that deeply valued specific holidays. Parents also overclaimed well-liked calendar days and avoided disliked calendar days as their children’s birthdays. However, after birthday selection effects virtually …

Partisanship And The Politics Of Covid Vaccine Hesitancy, David Jones, Monika L. Mcdermott

Publications and Research

Has partisan polarization reached the stage that it now affects Americans’ decisions whether or not to get vaccinated against a pervasive and deadly virus such as COVID-19? To date, the evidence has largely been hypothetical—collected before the vaccine was widely available—superficial, or contradictory. Using two original surveys conducted at two different time periods after vaccines became available, this study represents one of the first efforts to systematically analyze the role of party affiliation in predicting vaccine hesitancy. We find that even after controlling for a host of demographic and attitudinal variables, Republicans are significantly less likely—and Democrats more likely—to be …

Ensuring Survey Research Data Integrity In The Era Of Internet Bots, Marybec Griffin, Richard J. Martino, Caleb Loschiavo, Camilla Comer-Carruthers, Kristen D. Krause, Christopher B. Stults, Perry N. Halkitis

Publications and Research

We used an internet-based survey platform to conduct a cross-sectional survey regarding the impact of COVID-19 on the LGBTQ + population in the United States. While this method of data collection was quick and inexpensive, the data collected required extensive cleaning due to the infiltration of bots. Based on this experience, we provide recommendations for ensuring data integrity. Recruitment conducted between May 7 and 8, 2020 resulted in an initial sample of 1251 responses. The Qualtrics survey was disseminated via social media and professional association listservs. After noticing data discrepancies, research staff developed a rigorous data cleaning protocol. A second …

“School Hard” And Traditional Education In The Buffyverse Alia R. Tyner-Mullings, Alia R. Tyner

Publications and Research

Buffy the Vampire Slayer was once heralded as a beacon of feminist power on television in a sea of one-dimensional wives, girlfriends, and supporting characters. Joss Whedon, its creator, has been hailed as a feminist icon and a lifesaver of kids and adults struggling with being different (Cochran). “Geeks love Joss Whedon” according to a 2012 Wired article: “His characters are smart and self-aware. He’s steeped in pop culture and has a clever way with twists and turns of science fiction tropes […] plus, he writes female character who kick ass, which makes him so rare as to be sui …

Syllabus, Loren Cohen

Open Educational Resources

No abstract provided.

Family Structure Variables As Proxies For Socialization And Their Effect On Cognitive Decline: An Empirical Analysis, Peter Amato

Theses and Dissertations

The risk of several common diseases causing dramatic cognitive decline (Alzheimer’s, dementia, anterograde memory loss) and short-term memory impairment are all common, even inevitable ailments as one continues to age. There is a body of literature that suggests stronger social networks reduce the chance of cognitive decline through mentally stimulating activities or socializing. This study examines the rates of cognitive decline in people with larger families by using ordinary least squares (OLS) regression and a cox hazard proportion hazards model to examine the protective effects of different family structures on the rates of cognitive decline using the American Community Supplement …

A Community Cultural Wealth Perspective: Black And Latino Families' Experiences In Nyc Gifted Programs, Jennifer Cosme

Theses and Dissertations

Black and Latino K-12 students are largely underrepresented and underperform on standardized assessments in gifted programs compared to their White and Asian peers. The reasons for these differences in recruitment and retention of Black and Latino K-12 students have been attributed to a culturally biased admissions process and the lack of a culturally responsive curriculum framework for students of color. Nevertheless, a small minority of Black and Latino students are successful in K-12 gifted programs. Yet, little is understood about the factors that account for their success and the degree to which families are involved in their child’s success. Using …

Addressing Structural Racism In The Health Workforce, Randl B. Dent, Anushree Vichare, Jaileessa Casimir

Publications and Research

One of the greatest challenges facing the United States are health inequities among racial/ethnic and other marginalized populations. The deep-rooted structural racism embedded in our social systems, including our health care system and health workforce, is a core cause of racial health inequities. 1 Among many definitions of institutionalized or structural racism, Dr Jones 2 best defines it as: “Differential access to goods, services and opportunities of society by race ... It is structural, having been codified in our institutions of custom, practice, and law, so there need not be an identifiable perpetrator.” Dr Jones further explains that to set …

"Writing Unspeakable Things: Speechlessness, Abjection, And The Ethics/Aesthetics Of (Not) Representing Sexual Violence In Three Korean American "Comfort Women' Novels", M Laura Barberan Reinares

Publications and Research

This article analyzes “comfort women” novels by the Korean American authors Therese Park, Nora Okja Keller, and Chang-rae Lee in terms of the ethics and aesthetics of representing sexual violence through language. I specifically look at these authors’ stylistic strategies to describe rape in writing and how they (more or less successfully) avoid voyeuristic portrayals of the “comfort women” by controlling the narrative point of view and relying on traumatic “speechlessness” and abjection. Building on relevant notions from the fields of photography, cinematography, philosophy, and psychoanalysis, this analysis suggests that in-progress representations of rape in language become a futile project …

Who Needs To Be “Burned-Out”? Time For A New Approach To Job-Related Distress, Renzo Bianchi, Irvin Sam Schonfeld

Publications and Research

Burnout is a popular indicator of job-related distress, notably in research on the ill-being of medical professionals. The burnout construct is, however, plagued by definitional and measurement problems. Often unnoticed, these problems undermine findings and conclusions emanating from burnout research. The definitional and measurement problems affecting the burnout construct hamper knowledge growth, waste resources, and impede our ability to make informed decisions and take effective action to support personnel. It is time for occupational health specialists to abandon the idea of burnout and focus on occupational depression.

Introduction To Literature Zero Textbook Cost Syllabus, Thea Callender

Open Educational Resources

This syllabus is designed to prepare the student to read and write critically without the burden of monetary costs. It details the requirements and expected outcomes of the course in a way that offers encouragement, clarity, and support.

Psychology 102: Introductory Psychology, Susan Austin

Open Educational Resources

Basic concepts and methods of contemporary psychology emphasizing the biological basis of behavior, learning, cognition, consciousness, development, stress and personality, abnormal behavior, group behavior, and social interaction.

Reports And Commands: Deciphering A Health Exhibition Using The Speaking Mnemonic, David H. Lee

Publications and Research

The Amazing You exhibition at the Tampa Museum of Science and Industry had over 400 different multimedia health exhibits. Visitors walked through life stages, from conception through death, the exhibits at first showcasing developmental milestones, then diseases and chronic conditions associated with ageing. Museum executives described the exhibition as a public health intervention that stressed disease prevention, screening and behaviour change. This piece considers the question: What makes an exhibition be a health intervention? To describe complexities of the communication environment I use a mnemonic device called SPEAKING, an acronym for ‘Scene/Setting, Participants, Ends, Act Sequence, Key, Instrumentalites, Norms and …

Spe100 Fundamentals Of Speech, Tessa Flannery

Open Educational Resources

The syllabus for course Speech 100: Fundamentals of Public Speaking. This course involves ZTC & uses OER resources, and was framed using principles of Open Pedagogy.

Cis 440 Unix, George A. Nossa

Open Educational Resources

This document is a topical outline of the CIS 440 UNIX Course. This course is mostly based on lab assignments that are performed by students using their home computers (desktops or laptops). The home computers are configured as virtual machines by installing the Oracle Virtual Box Version 6.12 The Ubuntu Desktop Operating System (version 20.04) is then installed on these virtual machines, which are then used to run the course labs. The first Unit of the syllabus covers the virtual machine configuration for the lab environment and subsequent Units are a topical outline of the course. The detailed content is …

Active Learning With Silent Participation, A.E. Dreyfuss

Publications and Research

Silence by participants in peer-led learning sessions is often viewed as lack of engagement and interpreted as lack of participation or interest. This paper addresses facets of silence, suggesting linguistic, cultural, and other reasons for quietude, and provides methods of facilitation that incorporate silence to give voice to noiseless participation as a bridge to learning.

Deism Defined And Defended, Carlo Alvaro

Publications and Research

No abstract provided.

Peer Leading Small Group Discussion During Covid-19, A. E. Dreyfuss, Ana Fraiman, Milka O. Montes, Reagan Hudson, Fernando Montalvillo Ortega, Jonathan Muniz, Franziska Piefke, Mikayla Rodriguez, Meinar Sheila, Keyshla Vargas, Nicky Vu

Publications and Research

Peer-led workshops in General Chemistry at the University of Texas Permian Basin (UTPB) were affected by COVID-19 restrictions during the 2020-2021 academic year. Most Peer-Led Team Learning (PLTL) workshops were conducted in person, but with the difference that protocols of distancing had to be observed, and a few were conducted online, so adjustments were necessary to prepare Peer Leaders to conduct their workshops in both types of settings. The facets of the modified PLTL program were supported by the online preparation for facilitation and chemistry content.

The results of an examination of critical incidents are shared here. This qualitative examination …

Factors Influencing The Relationship Between Work-Related Stress And Posttraumatic Stress Disorder Among Working Black Adults In The United States, Paul C. Archibald

Publications and Research

Introduction: Work-related stress (WRS) and posttraumatic disorder (PTSD) is higher among Black adults relative to their White counterparts. Trauma exposure is not the only connection to increased risk for PTSD as WRS is highly associated with risk for PTSD. However, the factors that link WRS and PTSD among working Black adults is not well understood. Materials and Methods: Cross-sectional data from the National Survey of American Life was used to examine the relationship between WRS and PTSD among 2,139 working Black adults and to determine whether there are influencing factors. Results: Logistic regression analyses revealed that working …