Digital Commons Network^™

Immigration Enforcement In Protected Areas-Implications For Health And Equitable Access To Care, Eric A Russell, Carmelle Wallace

Faculty, Staff and Students Publications

No abstract provided.

Exploring Bidirectionality In Global Health Partnerships: Perspectives From U.S. Pediatric Residency Programs, Anik Patel, Pauline Kamau, Justus Simba, Ashley Combs, Adelaide Barnes, Kathy Ferrer, Heather Haq, Duncan K Hau, Lee Morris, Brittany Murray, Amy Rule, Reena P Tam, Lisa Umphrey, Megan S Mchenry

Faculty, Staff and Students Publications

Introduction Despite growing interest, little guidance exists to re-evaluate global health partnerships (GHPs) through promoting bidirectionality. This study aims to understand the perspectives of United States (U.S.) pediatric global health (GH) faculty on institutional bidirectional practices to inform future discussions with international collaborators. Methods An internally, iteratively developed REDCap-based online survey (REDCap, Vanderbilt University, Nashville, TN), by our diverse author group, collected qualitative data from January 18 to February 20, 2023. Free-text responses were reviewed and coded inductively, with findings framed to generate themes for subsequent engagement with international partners. Results Of the 88 U.S. programs that identify as having …

Case Series: Joubert Syndrome And Eosinophilic Esophagitis, Jonathon Schening, Stephanie Leon-Paredes, Eric Chiou, Vibha Szafron, Anthony Olive, Sara Anvari

Faculty, Staff and Students Publications

Joubert syndrome (JS) is a rare genetic disorder characterized by developmental abnormalities, particularly in the brainstem and cerebellar vermis, alongside multisystem manifestations such as kidney and liver anomalies, polydactyly, cleft lip or palate, and tongue defects. The underlying ciliopathy causing JS may also contribute to gastrointestinal symptoms and immune dysregulation via Wnt signaling and impaired epithelial maintenance. Dysmotility including Hirschsprung disease has been documented at increased rates in JS and in other ciliopathies. Our case series highlights how JS patients frequently exhibit feeding intolerance, vomiting, and poor growth, which may raise suspicion for an underlying gastrointestinal condition, such as eosinophilic …

Risk Factors For The Development Of Food Allergy In Infants And Children: A Systematic Review And Meta-Analysis, Nazmul Islam, Alexandro W L Chu, Falana Sheriff, Farid Foroutan, Gordon H Guyatt, Romina Brignardello-Petersen, Paul Oykhman, Alfonso Iorio, Ariel Izcovich, Katherine M Morrison, Yetiani Roldan Benitez, Rachel J Couban, Dorota Borovsky, Yiming Zhang, Leonardo Ologundudu, Keerthana Pasumarthi, Syed Fahad Farooq, Kyle Tong, Wang-Choi Tang, Haseeb Faisal, Muhammad Faran Khalid, Mohammad Saad Asif, Shannon French, Susan Waserman, R Sharon Chinthrajah, Hugh A Sampson, S Shahzad Mustafa, Jay A Lieberman, Kirsi M Järvinen, Sally Bailey, Philippe Bégin, Scott H Sicherer, Jennifer Gerdts, Melanie Carver, Lynda Mitchell, Kelly Cleary, Matthew J Greenhawt, Julie Wang, Aikaterini Anagnostou, Marcus S Shaker, Anita Chandra-Puri, Patricia C Fulkerson, Robert A Wood, Derek K Chu

Faculty, Staff and Students Publications

Importance: The incidence and risk (predictive) factors for early life food allergy development remain uncertain.

Objective: To estimate the incidence and quantify risk factors for food allergy development.

Data sources: MEDLINE and Embase were systematically searched to January 1, 2025. Data were analyzed from June 1, 2025, to November 25, 2025.

Study selection: Incidence estimates included studies confirming food allergy via food challenge. Risk factor analyses included cohort, case-control, and cross-sectional studies in any language assessing children younger than 6 years using multivariable analyses.

Data extraction and synthesis: Paired reviewers independently extracted data. Random-effects meta-analyses pooled incidence and adjusted odds …

Plasma Proteins Associated With Psychosocial Factors And Heart Disease: The Jackson Heart Study, Sara N O'Brien, Madeline G Gillman, Michael D Green, Daniel E Cruz, James S Floyd, Susan Hankinson, Daniel H Katz, Xiaojuan Liu, Michelle C Odden, Bruce M Psaty, Alexander P Reiner, Jerome I Rotter, Stephen S Rich, Robert E Gerszten, Amil Shah, Mario Sims, Usman A Tahir, Lesley F Tinker, Alexis C Wood, Bing Yu, Anthony S Zannas, Laura M Raffield, Láshauntá M Glover

Faculty, Staff and Students Publications

Background: Knowledge of proteomic mechanisms explaining the link between psychosocial stress and cardiovascular disease is limited. This study aimed to (1) identify plasma proteins associated with psychosocial factors and (2) assess associational pathways between psychosocial factors, identified proteins, and incident cardiovascular disease events in a discovery cohort, JHS (Jackson Heart Study), and 2 replication cohorts, the CHS (Cardiovascular Health Study), and the MESA (Multi-Ethnic Study of Atherosclerosis).

Methods: JHS participants from exam 1 (2000-2004) with SomaScan 1.3k platform proteomics data were included (n=2143, mean age=55.3). Depressive symptoms and perceived stress scores were measured via the 20-item Center for Epidemiological Studies …

Ixodid And Flea Infestations And Associated Bacteria On Two Sympatric Felid Species In South Texas, Allan T Showler, Hilary Swarts, Maya Murry, Alisa Nelson, Alexander R Kneubehl, Sarah M Gunter

Faculty, Staff and Students Publications

Ixodid ticks and fleas parasitize wild felids and can transmit pathogens of veterinary and public health concern. We identified ixodid and flea species collected from sympatric South Texas bobcats, L. rufus, and ocelots, L. pardalis. Greater diversities of ixodids were found on both felids than in previous reports, with seven species in three genera on L. rufus and six species in three genera on L. pardalis. We report first findings of tropical horse tick, Dermacentor nitens, on L. rufus in Texas, and Ixodes keiransi on both felids in Texas. Although false cayenne tick, Amblyomma tenellum, nymphs were the most abundant …

Hiding In Plain Sight: A Call To Prevent Cutaneous Leishmaniasis Transmission In The United States, Juan David Ramírez, Sarah M Gunter, Megan Coffee, Norman Beatty, Dawn M Wetzel

Faculty, Staff and Students Publications

Cutaneous leishmaniasis (CL), once considered a travel-associated tropical disease, is increasingly transmitted within the United States, particularly in southern regions. Despite mounting evidence of local transmission, public health recognition and preventive infrastructure remain limited. This Viewpoint highlights the urgent need to shift the U.S. CL response from questioning endemicity to preventing transmission. We review ecological, clinical, and surveillance data demonstrating the presence of competent vectors, animal reservoirs, and autochthonous human cases. Diagnostic delays, underreporting, and insufficient provider training contribute to missed prevention opportunities. Climate change and peri-urban rodent-human contact data further heighten future risk. A coordinated response is essential, including …

Bridging Access Gaps In Radiotherapy: Knowledge-Based Planning In A Resource-Constrained Clinical Setting, Milton E Ixquiac Cabrera, Erick O Montenegro, Matthew Schmidt, Baozhou Sun, James A Kavanaugh, Taoran Li, Angel Velarde, Vicky De Falla, Francisco Reynoso

Faculty, Staff and Students Publications

Background/purpose: Radiotherapy access in low- and middle-income countries (LMICs) is severely limited by shortages of trained personnel, high patient volumes, and large waiting times for manual treatment planning. Knowledge-based planning (KBP) has shown promise in high-income settings, yet its feasibility in resource-constrained environments remains underexplored. This study aimed to evaluate the feasibility of adapting a KBP model developed at a high-income institution for clinical use at Liga Nacional Contra el Cáncer (LNCC) in Guatemala for gynecological radiotherapy planning.

Materials and methods: A RapidPlan KBP model (Varian-Siemens Healthineers, Palo Alto, CA, USA) originally developed at Washington University in St. Louis using …

A Multi-Institutional Epid-Based 3d Dose Reconstruction Model In A Virtual Phantom For Standardized Patient Qa, Benchmarking And Auditing For Stereotactic Radiosurgery, Benjamin Zwan, Emily Searle, Cameron Stanton, Ching-Ling Teng, Seng Boh Lim, Andrew Dipuglia, Richard Popple, Michael Lovelock, Ashley Cullen, Conor K Mcgarry, Victoria Robinson, Sergei Zavgorodni, Baozhou Sun, Xiaodong Zhao, Matthew Schmidt, Juan-Francisco Calvo-Ortega, Gemma Warner, Andrew Cousins, Michael Barnes, Peter Greer

Faculty, Staff and Students Publications

Background and purpose: For single-isocentre multi-target (SIMT) stereotactic radiosurgery (SRS), benchmarking, auditing and inter-institutional standardisation of dose verification remain challenging as they require specialized equipment and expertise. This work aims to develop and validate an electronic portal imaging device (EPID)-based technique to determine 3D dose in a virtual spherical phantom which is applicable across institutions for SIMT SRS dose verification.

Materials and methods: Small-field output factors from 11 international centres were measured in-water for the TrueBeam linear accelerator, including jaw-defined and high-definition multi-leaf collimator (MLC) fields from 0.5 × 0.5 to 20 × 20 cm2 and depths from 1.5-20 cm. …

Mif-Cd74 Signaling Drives Immune Modulation In Medulloblastoma, Benjamin Draper, Zhen You, Dean Thompson, Xu Guo, Alaide Morcavallo, Diego Chillon Pino, Carlos Lorenzo Gido Nery, Sumana Shrestha, Chantelle E Bowers, Courtney Himsworth, Alberto Delaidelli, Bethany Remeniuk, Sonia Morlando, Brandon Wade, Freya Gordon, Yara Sanchez-Corrales, Bei Hopkins, Natalie Monteiro, Darren Locke, Miao Liu, Jacob Torrejon Diaz, Kevin Greenslade, Barbara Martins Da Costa, Karen Barker, Colin Kwok, Olumide Ogunbiyi, Anya Fletcher, Stacey Richardson, Carlos Custodia, Rafael Roque, Thomas Jackson, Regan Barfoot, Sergi Castellano, Rebecca M Hill, Olivier Saulnier, Thomas S Jacques, Michael D Taylor, Claudia C Faria, Olivier Ayrault, Poul H Sorensen, John Anderson, Louis Chesler, L Frank Huang, Steven C Clifford, Laura K Donovan

Faculty, Staff and Students Publications

Background: Relapsed medulloblastoma remains a significant therapeutic challenge as it is near universally fatal. The tumor microenvironment of medulloblastoma plays a critical role in tumor progression, influencing tumor growth, immune evasion, and therapeutic resistance. We hypothesized that defining tumor-immune interactions in diagnostic and relapsed medulloblastoma may uncover mechanisms of immune evasion and identify novel therapeutic targets.

Methods: We analyzed paired primary and recurrent RNA-sequencing data from 140 medulloblastoma patients to profile immune cell composition and validate spatial relationships within the TME. To identify key tumor-immune interactions, we developed a novel algorithm to detect receptor-ligand pairs using single-cell RNA-sequencing data. These …

Assessment Of Correctness, Content Omission, And Risk Of Harm In Large Language Model Responses To Ophthalmology Continuing Medical Education Questions, Jacqueline L Chen, Amanda J Lu, Rohan Verma, Li Wang, Douglas D Koch, Allison J Chen

Faculty, Staff and Students Publications

Purpose: To evaluate the accuracy and prose responses of 2 large language models (LLMs) to ophthalmology continuing medical education questions.

Design: Question prompts and multiple choice (MC) answer options were input into the 2 LLMs, and responses were analyzed for accuracy and assessed for evidence of correctness, completeness, bias, and potential harm using a previously reported standardized rubric.

Subjects: Basic and Clinical Science Course questions and MC answer options from the American Academy of Ophthalmology question bank were used as inputs into the 2 LLMs (ChatGPT-4 and Google Vertex's Gemini Pro 1.5).

Methods: The MC responses were assessed for accuracy …

Impact Of Obesity On Complication Rates After Treatment Of Slipped Capital Femoral Epiphysis: A Retrospective Cohort Database Study, Holden Archer, Scott B Rosenfeld, Pablo Castañeda, Jessica A Mcgraw-Heinrich, Simon P Kelley

Faculty, Staff and Students Publications

Background: While obesity is a well-established risk factor for slipped capital femoral epiphysis (SCFE), limited data exist regarding its impact on postoperative complication rates. This study aimed to evaluate the association between obesity and complications following SCFE treatment.

Methods: We queried a large national database for pediatric patients who underwent treatment for SCFE between June 2005 and June 2025. We divided this cohort into patients with obesity and patients without obesity. We matched the cohorts with a propensity scoring algorithm on a one-to-one basis, resulting in 1,175 patients in each group. We tracked outcomes including infection, pulmonary embolism (PE), chondrolysis, …

Optical Coherence Tomography As An Emerging Technique For Identifying Pediatric Middle Ear Effusion, Roger Neuberger, Jeffrey Carter, Adriana Dives, Ana Sofia C Ibarrola, Maritsa Ixba, Elton Lambert, Yi-Chun Liu, Anna H Messner

Faculty, Staff and Students Publications

Objective: Acute otitis media (AOM) and otitis media with effusion (OME) rely on accurate characterization of middle ear effusion (MEE). Optical coherence tomography (OCT) is a potential modality for noninvasive analysis of MEE, thereby assisting with otitis media diagnosis. This study aims to compare the diagnostic performance of OCT with otoscopy and tympanometry in pediatric patients.

Methods: A prospective convenience sample of 164 pediatric patients aged 6 months to 12 years was recruited from two tertiary care pediatric otolaryngology clinics. During their visit, each child underwent otoscopy, tympanometry, and OCT evaluation. Scans were reviewed by both a fellowship-trained pediatric otolaryngologist …

Congenital Aromatase Deficiency In An Adult Male: A Case Report Of Clinical Course And Symptom Reversal With Estrogen Supplementation, Peyton Coady, Arnaav Walia, Beatriz Hernandez, David E Hinojosa-Gonzalez, Adnan El-Achkar, Mohit Khera

Faculty, Staff and Students Publications

Congenital aromatase deficiency is an autosomal recessive CYP19A1 loss-of-function disorder that blocks conversion of androgens to estrogens. A man with homozygous CYP19A1 c.628G > A (exon 5) presented with longstanding fatigue, low libido, and desire to maintain fertility. Physiologic estrogen replacement was started with transdermal estradiol 0.0375 mg. After three months of estrogen therapy, the patient reported markedly improved energy and libido. Follow-up evaluation showed a rise in serum estradiol with normalization of gonadotropins, while maintaining spermatogenesis. This case illustrates the essential role of estrogen in male physiology, sexual function, and fertility. Estradiol replacement can alleviate hypoestrogenic symptoms with preservation of …

Robot-Assisted Resection Of Diaphragmatic And Hepatorenal Recess Peritoneal Endometriosis: Two Cases And A Narrative Review, Xiaoming Guan, Qiannan Yang, Daniel Y Lovell, Chunhua Zhang

Faculty, Staff and Students Publications

In this report, we describe two cases of diaphragmatic endometriosis with concurrent hepatorenal recess peritoneal involvement managed using robotic-assisted laparoscopic surgery with the da Vinci Xi platform. In both patients, diaphragmatic implants and hepatorenal recess peritoneal lesions were excised en bloc, followed by resection of additional pelvic and abdominal lesions. Case 1 involved a 45-year-old woman whose pathology confirmed endometriosis in 28 of 46 sites, including the diaphragm, umbilicus, bowel, hepatorenal recess peritoneum, and pelvic peritoneum. Case 2 involved a 32-year-old woman with histopathologic evidence of endometriosis in 26 of 34 resected sites, including the appendix, diaphragm, hepatorenal recess peritoneum, …

Derivation And Validation Of The Pediatric Community-Acquired Pneumonia Severity (Pedcaps) Score: A Prospective Cohort Study, Todd A Florin, Ron Reeder, Lilliam Ambroggio, Richard M Ruddy, Samir S Shah, Allison Cator, Matthew J Lipshaw, Geoffrey A Capraro, Laura F Sartori, Amy Y Cheng, Leah Tzimenatos, Patrick S Walsh, Claudia R Morris, Chris A Rees, Son H Mclaren, Tamar R Lubell, Chari D Larsen, Justin Moher, Eileen J Klein, Shubhada Hooli, Nathan Kuppermann

Faculty, Staff and Students Publications

Introduction: Community-acquired pneumonia (CAP) is a frequent and costly cause of pediatric emergency department (ED) visits and hospitalizations. Previous prognostic tools for CAP are limited by small samples, single-center or retrospective designs, lack of generalizability to ED settings, lack of biomarkers, or limited objective data. To overcome these limitations, we will derive and externally validate a prediction rule for pediatric CAP severity in a large, multicenter prospective cohort.

Methods: This is a prospective cohort study of children 3 months to 18 years old with CAP who present to EDs within the Pediatric Emergency Care Applied Research Network. Enrollment began 8/2023 …

Hepatopulmonary Syndrome As Presentation Of Pediatric Metabolic Dysfunction-Associated Steatohepatitis, Shruti Sakhuja, Stacey S Beer, Kalyani R Patel, Alexiss M Williams, Nhu Thao Galvan, John A Goss, Krupa R Mysore

Faculty, Staff and Students Publications

Childhood obesity is rising and leading to serious co-morbidities, among which is metabolic dysfunction-associated steatotic liver disease (MASLD) predisposing individuals to cirrhosis. We describe a young 11-year-old Hispanic male who presented with hepatopulmonary syndrome secondary to cirrhotic portal hypertension from metabolic dysfunction-associated steatohepatitis (MASH), necessitating liver transplantation. Despite lifestyle modifications post-transplantation, the patient experienced persistent weight gain and recurrence of steatosis, emphasizing challenges of managing pediatric MASLD. The burden of childhood obesity is increasing and impacting children significantly earlier than previously believed. Our case is one of the few to report the severe complications of MASH in a young, pre-teen …

Antibiotics Aren’T Enough, Andrew R Dinardo, Christoph Lange

Faculty, Staff and Students Publications

No abstract provided.

Stance And Gait Analysis Of Apollo Astronauts On The Moon, Faye Y Chiou-Tan, Conrad Li, Jason P Caffrey, Millard Reschke, Timothy R Macaulay

Faculty, Staff and Students Publications

Introduction/aim: As humans return to the Moon, safe efficient ambulation and fall prevention on the lunar surface are key concerns. The analysis of gait from archived Apollo mission video footage is now possible with pose estimation video analysis software. Thus, this study aims to retrospectively quantify parameters of Apollo astronauts' stance and gait on the Moon.

Methods: Publicly available National Aeronautics and Space Administration (NASA) footage of astronauts ambulating on the Lunar surface was examined using body pose analysis software. Goniometric lower limb joint/torso angles and width of base of stance and gait were derived. Gait cycle stance phase, swing …

Protecting Minors From Medical Malpractice Act: Implications For Otolaryngology-Head & Neck Surgery, Shiven Sharma, Margo K Mckenna, Julina Ongkasuwan, Michael J Brenner

Faculty, Staff and Students Publications

No abstract provided.

Development And Pilot Testing Of Transdiagnostic Exposure Therapy/Behavioral Activation For Autistic Adolescents With Internalizing Disorders, Andrew G Guzick, Elizabeth A Kaplan-Kahn, Jessica Szu-Chi Cheng, Callie Murphy, Ogechi C Onyeka, David Riddle, Tracy Dibbs, Leandra N Berry, Robin P Goin-Kochel, Eric A Storch

Faculty, Staff and Students Publications

Internalizing disorders disproportionately affect autistic adolescents, though limited research has focused on tailoring therapy for this population. The purposes of this paper were (1) to describe the development of a transdiagnostic exposure therapy/behavioral activation intervention for autistic adolescents with internalizing disorders, and (2) to present a pilot test of feasibility, acceptability, and efficacy of the intervention. The development of this therapy is described in detail, which prioritized the following domains: (1) building on the existing evidence base of exposure-based cognitive behavioral therapy for autistic youth with anxiety disorders, (2) involving caregivers considerably, (3) incorporating autism-specific considerations into case conceptualization and …

Impact Of Innovative Interprofessional Practice And Education Intervention Led By Graduate Medical Education Resident Physicians With School-Based Nursing In 32 School Districts, Christoffer A. Amdahl, Hans Drawbert, Sadra Forati, Tyler Fields, James Mantil, Afsha Rais Kaisani, Marci Ayers, Michele L. Mccarroll Phd

HCA Healthcare Journal of Medicine

Background

School nurses play a critical role in student well-being, underscoring their growing importance in both education and health care systems. Research consistently demonstrates their contributions to individual student care and broader population health.

Methods

This resident-led project explored community-based partnerships to facilitate mutual learning between school nurses and graduate medical education (GME) physicians. Conducted during the 2023–2024 academic year, this quality initiative (QI) involved the Medical City Healthcare (HCA Healthcare) GME programs and North Texas school districts. Educational resources were delivered through in-person teaching sessions led by resident physicians and hands-on medical simulations. School nurses who attended the Continuing …

Enhancing Resident Preparedness For The American Board Of Surgery Certifying Exam Through Low-Stakes Mock Oral Sessions, Camila R. Guetter, Taylor Locklear, Omar Haque, P Nina Scalise, Saptarshi Biswas, R. Wesley Vosburg

HCA Healthcare Journal of Medicine

Background

The American Board of Surgery (ABS) requires trainees to pass both a written qualifying examination (ABSQE) and oral certifying examination (ABSCE) to achieve board certification. The high-stakes nature of the ABSCE, which assesses knowledge, clinical judgment, and decision-making, necessitates extensive preparation. To address the challenges of the ABSCE format and associated trainee stress, structured mock oral programs have been developed. Here we evaluate the impact of structured mock oral sessions on residents' comfort levels and familiarity with the ABSCE at a single institution.

Methods

A mixed-methods survey was given to 50 general surgery residents in different training years who …

Knowledge Gaps In High-Energy Sacral Fracture Treatment And Management, Ashraf N. El Naga, Marko H. Neva, Ahmed Abdelazim Hassan, Gregory D. Schroeder, Mohammad El-Sharkawi, Sebastian F. Bigdon, Andrei F. Joaquim, Klaus Schnake, Richard Bransford, Emre Yilmaz

Rothman Institute Papers

High-energy sacral fractures (HESF) are often challenging injuries due to the location of the sacrum at the junction of the spine and pelvis, the complex biomechanics of the pelvic ring and the wide spectrum of injury patterns, which make treatment standardization challenging. Despite advances in classification systems - particularly the AOSpine Sacral Injury Classification - significant gaps remain in understanding optimal management. To review and discuss the management and identify knowledge gaps related to HESF. A narrative review of the literature was conducted, focusing on five domains: 1. Relative instability and biomechanics affected in different injury patterns; 2. The significance …

Cyanosis-Associated Coagulopathy In Neonates Undergoing Cardiopulmonary Bypass: A Scoping Review, Lily Crickmar

Student Works

2. Structured summary:

A. Background: Patients with cyanotic congenital heart disease exhibit coagulation abnormalities related to chronic hypoxemia, which may increase the risk of bleeding and thrombosis, particularly during cardiopulmonary bypass.

B. Objective: This scoping review mapped the existing literature on coagulation disturbances and perioperative hemostatic outcomes in pediatric patients with cyanotic congenital heart disease.

C. Methods: 14 studies meeting the inclusion criteria were identified through structured database searching. The data were collected and synthesized descriptively due to heterogeneity in study design, patient populations, and coagulation assessment methods.

D. Results: Across studies, cyanotic patient physiology was associated with platelet dysfunction, …

From Pages To Practice: Course Design For Integrative And Connected Learning, Prutha Deshpande

UNLV Best Teaching Practices Expo

The poster provides resources for the design of courses to incorporate considerable reading, paired with purposeful activities and reflection questions that deepen understanding of key points of learning, support knowledge transfer, and encourage dialogue and connection.

“Finding From The Field”—An Approach To Encourageexperiential And Epistemological Reflection, Julian Kilker

UNLV Best Teaching Practices Expo

The “Findings from the Field” teaching practice asks students to document and analyze experiences, locations, or artifacts encountered outside the classroom. While traditional field trips emphasize experiential learning by, ideally, linking course concepts to real-world experiences, this “Findings from the Field” approach extends this model through epistemological reflection guided by annotating observations. Students are prompted to consider not only what they observe, but how they know what they know, encouraging metacognition about observation, experience, and empirical research.

Reinforcement Learning Improves Llm Accuracy And Reasoning In Disease Classification From Radiology Reports, Yishu Wei, Yi Lin, Adam Flanders, George Shih, Yifan Peng

Department of Radiology Faculty Papers

Accurate disease classification from radiology reports is essential for many applications. While supervised fine-tuning (SFT) of lightweight LLMs improves accuracy, it can degrade reasoning. We propose a two-stage approach: SFT on disease labels followed by Group Relative Policy Optimization (GRPO) to refine predictions by optimizing accuracy and format without reasoning supervision. Across three radiologist-annotated datasets, SFT outperformed baselines and GRPO further improved classification and enhanced reasoning recall and comprehensiveness.

A Systematic Review And Meta-Analysis Finds That Psychological Well-Being Predicts All-Cause Mortality Independently Of Psychological Ill-Being., Max Genecov, David Yeager

Department of Psychiatry and Human Behavior Faculty Papers

BACKGROUND: Does psychological well-being (e.g. life satisfaction, happiness, meaning in life) predict the length of a person’s life, or are measures of well-being simply assessing the absence of ill-being (depression, loneliness, sadness) and are therefore redundant with ill-being measures? Individual studies have examined this question by measuring and controlling for both well-being and ill-being, but inconsistent findings have been reported. METHODS: A systematic review and random-effects meta-analysis was conducted on the literature of prospective longitudinal studies linking all-cause mortality to well-being. Studies that controlled for ill-being were compared to studies that did not control for ill-being to identify the unique …

Extrapulmonary Small Cell Carcinoma Presenting As Bilateral Papilledema, Hyponatremia, Encephalitis, Seizures, Crmp5-Igg Reactivity, And Prominent Anterior Tubular Perivascular Spaces, Ramsis Benjamin, Drew Thomas, Nina Mourao, J. Judd Fite, Brianna Woodliff, Shubhank Goyal

School of Medicine Publications

Background: Paraneoplastic syndromes that affect both the optic disc and the brain parenchyma typically harbor antibodies directed toward CV2/collapsin response-mediator protein 5 (anti-CRMP5), amphiphysin, Ma antigen 2 (Ma2/Ta), and Yo. The most common cancers linked to anti-CRMP5 antibodies include small-cell lung carcinoma (SCLC), followed by thymoma, renal cell carcinoma, and thyroid papillary carcinoma. A long-held belief explains papilledema as related to increased pressure within the subarachnoid space or the microvascular capillaries, but intracranial pressures within the normal standard range may exist in a person with a paraneoplastic syndrome and papilledema. The glymphatic system, a central waste-clearance conduit, may play a …