Digital Commons Network^™

“Twitter Jail” For The Jailer: The Precarious First Amendment Rights Of Police Officers To Share Workplace Concerns On Social Media, Frank D. Lomonte, Jessica Terkovich

Nevada Law Journal

No abstract provided.

Transparency In Forensic Exams, Dorothy Sims, Chris Dove, Richard Frederick

Nevada Law Journal

Medical examination of injured plaintiffs by doctors hired by defendants is a staple of modern tort litigation. Federal Rule of Civil Procedure 35 and its state counterparts authorize such examinations when the plaintiff’s physical or mental condition is at issue. Although typically dubbed “independent” medical examinations or IMEs, their use often appears to be anything but independent in that defense-retained medical professionals have a strong financial incentive to dispute or diminish injury claims in order to obtain or retain a steady stream of lucrative work from defendants and their insurers.

Although often tainted, defense-driven medical examinations rema33330p[in necessary as a …

Supreme Court Legitimacy And Reform: Problems With Personnel And Composition Reform Proposals, Joe A. Morgan

Nevada Law Journal

Some people claim that the United States Supreme Court—which is currently dominated by a conservative supermajority—is in a legitimacy crisis. Unsurprisingly, many people are, therefore, calling for institutional reform. Several types of reform proposals have been presented over the years.

This Note evaluates and presents a normative claim concerning a particular group of reform proposals: “personnel” or “composition” reform proposals—those reform proposals that directly address the number of Justices, when Justices get replaced, how seats on the Court are allocated, and which Justices hear cases. This Note proceeds in three Parts. Part I provides an overview of the legal background, …

Optimal Abort Guidance And Experimental Verification Based On Feature Learning, Vinay Kenny, Sixiong You, Chaoying Pei, Godfrey Hendrix, Roha Gul, Ran Dai, Jeremy Rea

Mechanical and Aerospace Engineering Faculty Research & Creative Works

The abort mission refers to the mission where the landing vehicle needs to terminate the landing mission when an anomaly happens and be safely guided to the desired orbit. This paper focuses on solving the time-optimal abort guidance (TOAG) problem in real-time via the feature-based learning method. First, according to the optimal control theory, the features are identified to represent the optimal solutions of TOAG using a few parameters. After that, a sufficiently large data set of time-optimal abort trajectories is generated offline by solving the TOAG problems with different initial conditions. Then, the features are extracted for all generated …

Prognostic Significance Of Acute Kidney Injury Stage 1b In Hospitalized Patients With Cirrhosis: A Us Nationwide Study, Kavish R Patidar, Giuseppe Cullaro, Mobasshir A Naved, Shaowli Kabir, Ananth Grama, Eric S Orman, Salvatore Piano, Andrew S Allegretti

Faculty, Staff and Students Publications

Understanding the prognostic significance of acute kidney injury (AKI) stage 1B [serum creatinine (sCr) ≥1.5 mg/dL] compared with stage 1A (sCr < 1.5 mg/dL) in a US population is important as it can impact initial management decisions for AKI in hospitalized cirrhosis patients. Therefore, we aimed to define outcomes associated with stage 1B in a nationwide US cohort of hospitalized cirrhosis patients with AKI. Hospitalized cirrhosis patients with AKI in the Cerner-Health-Facts database from January 2009 to September 2017 (n = 6250) were assessed for AKI stage 1 (≥1.5-2-fold increase in sCr from baseline) and were followed for 90 days for outcomes. The primary outcome was 90-day mortality; secondary outcomes were in-hospital AKI progression and AKI recovery. Competing-risk multivariable analysis was performed to determine the independent association between stage 1B, 90-day mortality (liver transplant as a competing risk), and AKI recovery (death/liver transplant as a competing risk). Multivariable logistic regression analysis was performed to determine the independent association between stage 1B and AKI progression. In all, 4654 patients with stage 1 were analyzed: 1A (44.3%) and 1B (55.7%). Stage 1B patients had a significantly higher cumulative incidence of 90-day mortality compared with stage 1A patients, 27.2% versus 19.7% ( p < 0.001). In multivariable competing-risk analysis, patients with stage 1B (vs. 1A) had a higher risk for mortality at 90 days [sHR 1.52 (95% CI 1.20-1.92), p = 0.001] and decreased probability for AKI recovery [sHR 0.76 (95% CI 0.69-0.83), p < 0.001]. Furthermore, in multivariable logistic regression analysis, AKI stage 1B (vs. 1A) was independently associated with AKI progression, OR 1.42 (95% CI 1.14-1.72) ( p < 0.001). AKI stage 1B patients have a significantly higher risk for 90-day mortality, AKI progression, and reduced probability of AKI recovery compared with AKI stage 1A patients. These results could guide initial management decisions for AKI in hospitalized patients with cirrhosis.

4-H Volunteer Orientation Handbook, Joeseph D. Drake

UNH Cooperative Extension

New Hampshire 4-H Volunteer Orientation handbook.

Multimodality Imaging Of A Rare Intracardiac Bronchogenic Cyst, Juan Batlle, Christopher Maroules, Ricardo Cury, Constantino Pena, Manuel Menes, Karl Sayegh

All Publications

No abstract provided.

Increased Plasma Branched Short-Chain Fatty Acids And Improved Glucose Homeostasis: The Microbiome And Insulin Longitudinal Evaluation Study (Miles), Arianne Aslamy, Alexis C Wood, Elizabeth T Jensen, Alain G Bertoni, Patricia A Sheridan, Kari E Wong, Gautam Ramesh, Jerome I Rotter, Yii-Der I Chen, Mark O Goodarzi

Faculty, Staff and Students Publications

Short-chain fatty acids (SCFAs) have been extensively studied for potential beneficial roles in glucose homeostasis and risk of diabetes; however, most of this research has focused on butyrate, acetate, and propionate. The effect on metabolism of branched SCFAs (BSCFAs; isobutyrate, isovalerate, and methylbutyrate) is largely unknown. In a cohort of 219 non-Hispanic White participants and 126 African American participants, we examined the association of BSCFA with dysglycemia (prediabetes and diabetes) and oral glucose tolerance test-based measures of glucose and insulin homeostasis, as well as with demographic, anthropometric, lifestyle, and lipid traits, and other SCFAs. We observed a bimodal distribution of …

Analysis Of Letters To The Three Wise Men: Myth And Rite Transferred To Brands, Ainhoa García-Rivero, Belén Moreno-Albarracín

Faculty Research, Scholarly, and Creative Activity

In Spain, approximately 75% of toy sales are concentrated at Christmas (Asociación Española de Fabricantes de Juguetes, 2022). Taking into account this data, it is inevitable to talk about the importance of the Three Wise Men. Every year, boys and girls write their letters with the illusion of waking up on January 6 with gifts in their living rooms. In this context, it is opportune to analyze these letters in order to know the nature of the children's requests in their letters to the Three Wise Men. For this reason, the present work offers a content analysis of 417 letters, …

Collaborative System Usability In Spaceflight Analog Environments Through Remote Observations, Shivang Shelat, Jessica J. Marquez, Jimin Zheng, John A. Karasinski

Faculty Research, Scholarly, and Creative Activity

The conventional design cycle in human–computer interaction faces significant challenges when applied to users in isolated settings, such as astronauts in extreme environments. Challenges include obtaining user feedback and effectively tracking human–software/human–human dynamics during system interactions. This study addresses these issues by exploring the potential of remote conversation analysis to validate the usability of collaborative technology, supplemented with a traditional post hoc survey approach. Specifically, we evaluate an integrated timeline software tool used in NASA’s Human Exploration Research Analog. Our findings indicate that voice recordings, which focus on the topical content of intra-crew speech, can serve as non-intrusive metrics for …

Multispacecraft Observations Of A Widespread Solar Energetic Particle Event On 2022 February 15–16, L Y. Khoo, B Sánchez-Cano, C O. Lee, L Rodríguez-García, A Kouloumvakos, E Palmerio, F Carcaboso, D Lario, N Dresing, C M S Cohen, D J. Mccomas, B J. Lynch, F Fraschetti, I C. Jebaraj, J G. Mitchell, T Nieves-Chinchilla, V Krupar, D Pacheco, J Giacalone, H Auster, J Benkhoff, X Bonnin, E R. Christian, B Ehresmann, A Fedeli

Faculty Publications

On 2022 February 15–16, multiple spacecraft measured one of the most intense solar energetic particle (SEP) events observed so far in Solar Cycle 25. This study provides an overview of interesting observations made by multiple spacecraft during this event. Parker Solar Probe (PSP) and BepiColombo were close to each other at 0.34–0.37 au (a radial separation of ∼0.03 au) as they were impacted by the flank of the associated coronal mass ejection (CME). At about 100° in the retrograde direction and 1.5 au away from the Sun, the radiation detector on board the Curiosity surface rover observed the largest ground-level …

The Role Of Artificial Intelligence For Providing Scientific Content For Laboratory Medicine, Alan H B Wu, Allan S Jaffe, William Franklin Peacock, Pete Kavsak, Dina Greene, Robert H Christenson

Faculty, Staff and Students Publications

Background: Artificial intelligence (AI) promises to become an important tool in the practice of laboratory medicine. AI programs are available online that can provide concise medical and laboratory information within seconds after a question is submitted.

Methods: We posed the following contemporary and relevant question for clinical chemists using an AI program: "Should labs eliminate CK-MB testing?" The results of this inquiry were critically reviewed by a cardiologist, emergency department physician, and clinical laboratorians for accuracy and appropriateness.

Results: An AI report answering this question was generated within 15 s. The experts felt that the information was inaccurate with the …

X-Ray Polarimetry Of The Dipping Accreting Neutron Star 4u 1624–49, M Lynne Saade, Philip Kaaret, Andrea Gnarini, Juri Poutanen, Francesco Ursini, Stefano Bianchi, Anna Bobrikova, Fabio La Monaca, Alessandro Di Marco, Fiamma Capitanio, Alexandra Veledina, Iván Agudo, Lucio A. Antonelli, Matteo Bachetti, Luca Baldini, Wayne H. Baumgartner, Ronaldo Bellazzini, Stephen D. Bongiorno, Raffaella Bonino, Alessandro Brez, Niccolò Bucciantini, Simone Castellano, Elisabetta Cavazzuti, Chien-Ting Chen, Stefano Ciprini

Faculty Publications

We present the first X-ray polarimetric study of the dipping accreting neutron star 4U 1624−49 with the Imaging X-ray Polarimetry Explorer. We report a detection of polarization in the nondip time intervals with a confidence level of 99.99%. We find an average polarization degree (PD) of 3.1% ± 0.7% and a polarization angle of 81° ± 6° east of north in the 2–8 keV band. We report an upper limit on the PD of 22% during the X-ray dips with 95% confidence. The PD increases with energy, reaching from 3.0% ± 0.9% in the 4–6 keV band to 6% ± …

The Ideology Of Press Freedom, Hannah Bloch-Wehba

Faculty Scholarship

This Article offers a critical account of the law of press freedom. American law and political culture laud the press as an institution that plays a vital role in democracy: guarding against corruption, facilitating self-governance, and advocating for free expression. These democratic functions provide justification for the law of press freedom, which defends the media’s autonomy and shields the press from outside interference.

But the dominant accounts of the press’s democratic role are only partly accurate. The law of press freedom is grounded in large part in journalism’s professional commitments to objectivity, public service, and autonomy. These idealized characterizations, flawed …

Evolving Sovereignty Relationships Between Affiliated Jurisdictions: Lessons For Native American Jurisdictions, Vaughan Carter, Charlotte Ku, Andrew P. Morriss

Faculty Scholarship

Though sovereignty is principally associated with governance over a territory and freedom to act in the international arena, this article examines sovereignty as empowerment. The study tests the applicability to Native American jurisdictions of the experiences of fifteen case study jurisdictions presently associated with the United Kingdom, the Netherlands, and France in shared sovereign relationships. The focus is on the evolution of those relationships and opportunities for development where jurisdictions do not attain full control over their affairs. The case studies examine the relationships from the perspectives of political, economic, and cultural sovereignty. The article further examines the relationships in …

Rico's Long Arm, Randy D. Gordon

Faculty Scholarship

RICO has for over 50 years presented something of a parlor game for lawyers, mostly because its text leaves wide latitude in interpretation. And, as is often the case with RICO, resolution of one question begets more. The Supreme Court’s recent decision in Yegiazaryan v. Smagin proves no exception. Here, the Court brought some clarity to a question left open by RJR Nabisco: viz, what must one plead and prove to satisfy the “domestic injury” requirement necessary to invoke an extraterritorial application of RICO. The Court held that a foreign plaintiff can indeed, given the right facts and circumstances, establish …

Complex Adhd Challenging Case: When Simple Becomes Complex: Managing Clinician Bias And Navigating Challenging Family Dynamics In A 6-Year-Old Girl With Adhd And Developmental Delays, Jennifer Cervantes, Jenna Wallace, Annie Kennelly Helms, Elizabeth A Diekroger, Jason Fogler

Faculty, Staff and Students Publications

Layla is a 6.7-year-old girl diagnosed with attention-deficit/hyperactivity disorder (ADHD)-predominantly hyperactive/impulsive type-delayed adaptive skills, enuresis, unspecified malnutrition, and feeding difficulties. She presented to developmental-behavioral pediatrics (DBP) in January 2022 due to caregiver concerns for autism spectrum disorder (ASD).Layla lives in a polyamorous family with her biological mother and father, mother's partner whom Layla refers to as her uncle, and her 2 half-siblings. There is a maternal history of special education services, schizoaffective disorder, bipolar disorder, multiple sclerosis, Wolff-Parkinson-White syndrome, and ADHD. Layla's father is a veteran diagnosed with post-traumatic stress disorder. Layla's siblings, aged 5 and 9 years, have established …

Collaborative Fisheries Research Reveals Reserve Size And Age Determine Efficacy Across A Network Of Marine Protected Areas, Shelby L. Ziegler, Rachel O. Brooks, Lyall F. Bellquist, Jennifer E. Caselle, Steven G. Morgan, Timothy J. Mulligan, Benjamin I. Ruttenberg, Brice X. Semmens, Richard M. Starr, Joe Tyburczy, Dean E. Wendt, Andre Buchheister, Jose R.Marin Jarrin, Christina Pasparakis, Salvador J. Jorgensen, Jennifer A. Chiu, Jordan Colby, Connor L. Coscino, Leon Davis

Faculty Research, Scholarly, and Creative Activity

A variety of criteria may influence the efficacy of networks of marine protected areas (MPA) designed to enhance biodiversity conservation and provide fisheries benefits. Meta-analyses have evaluated the influence of MPA attributes on abundance, biomass, and size structure of harvested species, reporting that MPA size, age, depth, and connectivity influence the strength of MPA responses. However, few empirical MPA evaluation studies have used consistent sampling methodology across multiple MPAs and years. Our collaborative fisheries research program systematically sampled 12 no-take or highly protective limited-take MPAs and paired fished reference areas across a network spanning 1100 km of coastline to evaluate …

Postsynaptic Β1 Spectrin Maintains Na+ Channels At The Neuromuscular Junction, Ozlem Sert, Xiaoyun Ding, Chuansheng Zhang, Ruifa Mi, Ahmet Hoke, Matthew N Rasband

Faculty, Staff and Students Publications

Spectrins function together with actin as obligatory subunits of the submembranous cytoskeleton. Spectrins maintain cell shape, resist mechanical forces, and stabilize ion channel and transporter protein complexes through binding to scaffolding proteins. Recently, pathogenic variants of SPTBN4 (β4 spectrin) were reported to cause both neuropathy and myopathy. Although β4 spectrin's role in neurons is mostly understood, its function in skeletal muscle, another excitable tissue subject to large forces, is unknown. Here, using a muscle specific β4 spectrin conditional knockout mouse, we show that β4 spectrin does not contribute to muscle function. In addition, we show β4 spectrin is not present …

Highlights Of How Single-Cell Analyses Are Illuminating Differentiation And Disease In The Gastric Corpus, Mahliyah Adkins-Threats, Yang-Zhe Huang, Jason C Mills

Faculty, Staff and Students Publications

Single-cell RNA-sequencing (scRNA-seq) has emerged as a powerful technique to identify novel cell markers, developmental trajectories, and transcriptional changes during cell differentiation and disease onset and progression. In this review, we highlight recent scRNA-seq studies of the gastric corpus in both human and murine systems that have provided insight into gastric organogenesis, identified novel markers for the various gastric lineages during development and in adults, and revealed transcriptional changes during regeneration and tumorigenesis. Overall, by elucidating transcriptional states and fluctuations at the cellular level in healthy and disease contexts, scRNA-seq may lead to better, more personalized clinical treatments for disease …

Performance Characteristics Of Sepsis Screening Tools During Antepartum And Postpartum Admissions, Melissa E Bauer, Matt Fuller, Vesela Kovacheva, Rania Elkhateb, Kristen Azar, Morgan Caldwell, Vanna Chiem, Mindy Foster, Ronald Gibbs, Brenna L Hughes, Rebecca Johnson, Nobin Kottukapally, Melissa G Rosenstein, Magdalena Sanz Cortes, Laurence E Shields, Sylvia Sudat, Caitlin D Sutton, Paloma Toledo, Austin Traylor, Kurt Wharton, Elliott Main

Faculty, Staff and Students Publications

Objective: To evaluate the performance characteristics of existing screening tools for the prediction of sepsis during antepartum and postpartum readmissions.

Methods: This was a case-control study using electronic health record data obtained between 2016 and 2021 from 67 hospitals for antepartum sepsis admissions and 71 hospitals for postpartum readmissions up to 42 days. Patients in the sepsis case group were matched in a 1:4 ratio to a comparison cohort of patients without sepsis admitted antepartum or postpartum. The following screening criteria were evaluated: the CMQCC (California Maternal Quality Care Collaborative) initial sepsis screen, the non-pregnancy-adjusted SIRS (Systemic Inflammatory Response Syndrome), …

Performance Characteristics Of Sepsis Screening Tools During Delivery Admissions, Elliott K Main, Matt Fuller, Vesela P Kovacheva, Rania Elkhateb, Kristen Azar, Morgan Caldwell, Vanna Chiem, Mindy Foster, Ronald Gibbs, Brenna L Hughes, Rebecca Johnson, Nobin Kottukapally, Magdalena Sanz Cortes, Melissa G Rosenstein, Laurence E Shields, Sylvia Sudat, Caitlin D Sutton, Paloma Toledo, Austin Traylor, Kurt Wharton, Melissa E Bauer

Faculty, Staff and Students Publications

Objective: To evaluate the screening performance characteristics of existing tools for the diagnosis of sepsis during delivery admissions.

Methods: This was a case-control study using electronic health record data, including vital signs and laboratory results, for all delivery admissions of patients with sepsis from 59 nationally distributed hospitals. Patients with sepsis were matched by gestational age at delivery in a 1:4 ratio with patients without sepsis to create a comparison group. Patients with chorioamnionitis and sepsis were compared with a complete cohort of patients with chorioamnionitis without sepsis. Multiple screening criteria for sepsis were evaluated: the CMQCC (California Maternal Quality …

Reply: Efficacy Of Segmented Axial Length And Artificial Intelligence Approaches To Intraocular Lens Power Calculation In Short Eyes, Karim Kozhaya, Peter I Kenny, Li Wang, Mitchell P Weikert, Douglas D Koch

Faculty, Staff and Students Publications

No abstract provided.

X-Ray Polarization Of The Black Hole X-Ray Binary 4u 1630–47 Challenges The Standard Thin Accretion Disk Scenario, Ajay Ratheesh, Michal Dovčiak, Henric Krawczynski, Jakub Podgorný, Lorenzo Marra, Alexandra Veledina, Valery F. Suleimanov, Nicole Rodriguez Cavero, James F. Steiner, Jiří Svoboda, Andrea Marinucci, Stefano Bianchi, Michela Negro, Giorgio Matt, Francesco Tombesi, Juri Poutanen, Adam Ingram, Roberto Taverna, Andrew West, Vladimir Karas, Francesco Ursini, Paolo Soffitta, Fiamma Capitanio, Domenico Viscolo, Alberto Manfreda

Faculty Publications

A large energy-dependent X-ray polarization degree is detected by the Imaging X-ray Polarimetry Explorer (IXPE) in the high-soft emission state of the black hole X-ray binary 4U 1630–47. The highly significant detection (at ≈50σ confidence level) of an unexpectedly high polarization, rising from ∼6% at 2 keV to ∼10% at 8 keV, cannot be easily reconciled with standard models of thin accretion disks. In this work, we compare the predictions of different theoretical models with the IXPE data and conclude that the observed polarization properties are compatible with a scenario in which matter accretes onto the black hole through a …

Multispacecraft Observations Of A Widespread Solar Energetic Particle Event On 2022 February 15–16, L Y. Khoo, B Sánchez-Cano, C O. Lee, L Rodríguez-García, A Kouloumvakos, E Palmerio, F Carcaboso, D Lario, N Dresing, C M S Cohen, D J. Mccomas, B J. Lynch, F Fraschetti, I C. Jebaraj, J G. Mitchell, T Nieves-Chinchilla, V Krupar, D Pacheco, J Giacalone, H Auster, J Benkhoff, X Bonnin, E R. Christian, B Ehresmann, A Fedeli, D. Fischer, D. Heyner, M. Holmström, R. A. Leske, M. Maksimovic, J. Z. D. Mieth, P. Oleynik, M. Pinto, I. Richter, J. Rodríguez-Pacheco, Nathan A. Schwadron, D. Schmid, D. Telloni, A. Vecchio, M. E. Wiedenbeck

Faculty Publications

On 2022 February 15–16, multiple spacecraft measured one of the most intense solar energetic particle (SEP) events observed so far in Solar Cycle 25. This study provides an overview of interesting observations made by multiple spacecraft during this event. Parker Solar Probe (PSP) and BepiColombo were close to each other at 0.34–0.37 au (a radial separation of ∼0.03 au) as they were impacted by the flank of the associated coronal mass ejection (CME). At about 100° in the retrograde direction and 1.5 au away from the Sun, the radiation detector on board the Curiosity surface rover observed the largest ground-level …

Acceleration And Release Of Solar Energetic Particles Associated With A Coronal Shock On 2021 September 28 Observed By Four Spacecraft, Bin Zhuang, Noé Lugaz, David Lario, Ryun-Young Kwon, Nicolina Chrysaphi, Jonathan Niehof, Tingyu Gou, Lulu Zhao

Faculty Publications

The main driver of the acceleration of solar energetic particles (SEPs) is believed to be shocks driven by coronal mass ejections. Extreme-ultraviolet (EUV) waves are thought to be the propagating footprint of the shock on the solar surface. One of the key questions in SEP research is the timing of the SEP release with respect to the time when the EUV wave magnetically connects with an observer. Taking advantage of close-to-the-Sun measurements by Parker Solar Probe (PSP) and Solar Orbiter (SolO), we investigate an SEP event that occurred on 2021 September 28 and was observed at different locations by SolO, …

Extensions Of Polynomial Plank Covering Theorems, Alexey Glazyrin, Roman Karasev, Alexandr Polyanskii

School of Mathematical & Statistical Sciences Faculty Publications

We prove the complex polynomial plank covering theorem for not necessarily homogeneous polynomials. As the consequence of this result, we extend the complex plank theorem of Ball to the case of planks that are not necessarily centrally symmetric and not necessarily round. We also prove a weaker version of the spherical polynomial plank covering conjecture for planks of different widths.

A First Look With Jwst Aperture Masking Interferometry: Resolving Circumstellar Dust Around The Wolf-Rayet Binary Wr 137 Beyond The Rayleigh Limit, Ryan M. Lau, Matthew J. Hankins, Joel Sanchez-Bermudez, Deepashri Thatte, Anthony Soulain, Rachel A. Cooper, Anand Sivaramakrishnan, Michael F. Corcoran, Alexandra Z. Greenbaum, Theodore R. Gull, Yinuo Han, Olivia C. Jones, Thomas Madura, Anthony F.J. Moffat, Mark R. Morris, Takashi Onaka, Christopher M.P. Russell, Noel D. Richardson, Nathan Smith

Faculty Research, Scholarly, and Creative Activity

We present infrared aperture-masking interferometry (AMI) observations of newly formed dust from the colliding winds of the massive binary Wolf-Rayet system WR 137 with JWST using the Near Infrared Imager and Slitless Spectrograph (NIRISS). NIRISS AMI observations of WR 137 and a point-spread function calibrator star, HD 228337, were taken using the F380M and F480M filters in 2022 July and August as part of the Director’s Discretionary Early Release Science program #1349. Interferometric observables (squared visibilities and closure phases) from the WR 137 “interferogram” were extracted and calibrated using three independent software tools: ImPlaneIA, AMICAL, and SAMpip. The analysis of …

Protect The Children, Body And Soul, Kenjus T. Watson, Tiffani Marie, Ersie Anastasia Gentzis, Dante Dixson

Faculty Research, Scholarly, and Creative Activity

This paper critically examines American schooling systems, challenges their subtractive nature, and juxtaposes it with the culturally sustaining potential of education. We problematize the current tools for evaluating trauma and stress in young people of color and emphasize the need for a comprehensive understanding of indigenous medicines as a remedy. Drawing on interdisciplinary theories, we elucidate the pervasive and evolving nature of anti-blackness, reinforcing the sociohistorical structure of inequity within schools. As a response, this study presents a unique wellness survey (comprising two newly validated wellness scales) developed from a previous four-year longitudinal study investigating the relationship between culturally relevant …

Assessing The Reliability Of Machine Learning Models Applied To The Mental Health Domain Using Explainable Ai, Vishnu Pendyala, Hyungkyun Kim

Faculty Research, Scholarly, and Creative Activity

Machine learning is increasingly and ubiquitously being used in the medical domain. Evaluation metrics like accuracy, precision, and recall may indicate the performance of the models but not necessarily the reliability of their outcomes. This paper assesses the effectiveness of a number of machine learning algorithms applied to an important dataset in the medical domain, specifically, mental health, by employing explainability methodologies. Using multiple machine learning algorithms and model explainability techniques, this work provides insights into the models’ workings to help determine the reliability of the machine learning algorithm predictions. The results are not intuitive. It was found that the …