Faculty Bibliography

Mobile eye-tracking has revolutionized the study of human behavior and cognition by enabling researchers to record eye movements in the real world. However, the dynamic and multimodal nature of mobile eye-tracking data also introduces significant analytical challenges, including the alignment, integration, and interpretation of complex data. To fill these gaps, we present PyNeon, a versatile, community-oriented Python package designed to streamline the analysis of mobile eye-tracking, motion, and video data from the Neon eye-tracking system (Pupil Labs GmbH). We describe how PyNeon provides accessible APIs for reading, preprocessing, epoching, and exporting Neon data. Furthermore, it supports advanced video processing such as mapping between eye movement data and real-world coordinates and dynamic scanpath estimation. PyNeon presents an open-source and extendable framework for analyzing mobile eye-tracking data and forms the foundation for higher-level applications.

BACKGROUND:The nurse practitioner (NP) and physician associate (PA) workforce in the United States is constantly evolving to meet the changing demands of the U.S. population. PURPOSE/OBJECTIVE:This study aimed to determine how the NP and PA Medicare workforce in the United States has changed from 2017 to 2025 with attention to geographic and temporal trends. METHODOLOGY/METHODS:Data were obtained on NPs and PAs from the Centers for Medicare and Medicaid Services Doctors and Clinicians national downloadable file (2017-2025). Trends of time series data were assessed using the Mann Kendall Trend Test. Local Indicators of Spatial Association (LISA) mapping of counties identified statistically significant areas with higher and lower NP and PA density than average in 2025. RESULTS:The number of Medicare NPs in the United States rose from 109,100 in 2017 to 252,755 in 2025 (p-value <.001), whereas the number of Medicare PAs increased from 65,500 in 2017 to 123,419 in 2025 (p-value <.001). NPs were more likely to practice in rural areas than PAs. There were clusters of high NP density predominantly in the South and clusters of low NP density throughout the West, whereas there were scattered clusters of high PA density and clusters of low PA density throughout the South. CONCLUSIONS:There have been broad increases in NPs and PAs throughout the United States, although variation persists across geographic regions, degrees of rurality, and demographic characteristics. IMPLICATIONS/CONCLUSIONS:These findings can inform initiatives focused on training, recruiting, and retaining Medicare NPs and PAs in underserved regions.

BACKGROUND:Final infarct volume (FIV) on 24-hour magnetic resonance imaging is a well-established imaging biomarker linked to functional recovery after ischemic stroke, yet its prognostic value in intracranial atherosclerosis-related large vessel occlusion remains poorly explored. The impact of adjunct intracranial stenting on both infarct size and progression also remains unclear in this population. This study aimed to examine the association between FIV and clinical outcome, evaluate the effect of adjunct stenting on FIV and infarct progression, and assess the relationship between infarct progression and functional independence. METHODS:We conducted a post hoc secondary analysis of the RESCUE-ICAS registry (Registry of Emergent Large Vessel Occlusion due to Intracranial Stenosis); only patients with anterior circulation large vessel occlusion with magnetic resonance imaging after thrombectomy were included. FIV was measured on diffusion-weighted magnetic resonance imaging performed 24 to 36 hours postthrombectomy. Infarct progression was defined as the difference between baseline computed tomography perfusion infarct volume (cerebral blood flow <30%) on presentation and 24- to 36-hour FIV. The primary outcome was 90-day functional independence (modified Rankin Scale score 0-2). Additional analyses evaluated the association between adjunct intracranial stenting and FIV, and the association between infarct progression and 90-day functional outcome. Associations were analyzed using multivariable logistic regression and inverse probability of treatment weighting. RESULTS:=0.008). CONCLUSIONS:Among intracranial atherosclerosis-related large vessel occlusion patients, 24- to 36-hour FIV is a strong predictor of functional outcome. Adjunct stenting is associated with smaller FIV. Lower infarct progression was also associated with favorable outcome. These findings highlight FIV as a reliable imaging biomarker and potential surrogate end point in future trials.

PURPOSE/UNASSIGNED:Vesicourethral anastomotic stenosis (VUAS) occurs after 1 to 3% of robotic-assisted radical prostatectomies (RARPs). Pelvic fascia-sparing techniques preserve more native anatomy and may reduce stenoses, but evidence is lacking. The aim of this study was to compare stenosis incidence, management, and outcomes after standard vs pelvic fascia-sparing RARP. MATERIALS AND METHODS/UNASSIGNED:We conducted a multi-institutional retrospective study of 910 standard, 409 Retzius-sparing, and 272 hood RARP during February 2012-September 2025. Standard and hood techniques used 18Fr urethral catheters, and the Retzius-sparing technique used 18Fr suprapubic catheters. The primary end point was cystoscopically confirmed VUAS requiring intervention within 12 months. Urinary continence was assessed using the validated Expanded Prostate Cancer Index Composite for Clinical Practice (EPIC-CP). Multivariable logistic regression assessed factors associated with VUAS. RESULTS/UNASSIGNED:= .046). CONCLUSIONS/UNASSIGNED:There were no VUAS after Retzius-sparing RARP, and Retzius-sparing vs standard approach was associated with lower odds of stenosis. Endoscopic management with structured self-catheterization achieved high success without worsening incontinence. Prospective studies are needed to validate our findings.

BACKGROUND/UNASSIGNED:Retained foreign bodies (RFB), or those left behind following spine surgery, are considered "Never Events (NE < 1/1000: they should never happen)," or "Near Never Events (NNE < 1/100; they should nearly never happen)", but are not just "Adverse Events (AE >/= 1/100)." The vast majority of NE/NNE are due to cotton sponges, cottonoids, or residual cotton strands (i.e., collectively called Textilomas or Gossypibomas). However, RFB additionally included; fractured needles, guidewires, fractured screws/implants/drains, and/or broken instruments (i.e., scalpels). Notably, the spine surgeon of record, as captain of the ship, is primarily liable for RFB and is central to ensuing medicolegal suits. However, secondarily liable are the adjunctive surgical/medical personnel, (i.e., physicians, Physician Assistants, Nurses, Nurse Practitioners, Physical Therapists, Occupational Therapists), and others who are independent or work full-time for hospitals. METHODS/UNASSIGNED:Patients with RFB may present with acute, subacute, or chronic/delayed pain and suffering. Additional complaints include; lost wages, sustained physical disability and/or injury attributed to these objects. Most RFB are diagnosed on plain X-rays, followed by MR and/or CT studies. RESULTS/UNASSIGNED:RBS's may include; retained drain fragments, broken needles, fractured guidewires, broken scalpel blades, fractured screws, and/or instruments. Retrieval procedures warrant a wide variety of different techniques, some of which fail. Notably, RFB's largely occur due to the performance of; emergent procedures, doing an unfamiliar operation, encountering anatomical variants, or operating on patients with elevated body mass indexes (BMI). Additionally these include; surgeons' failure to order and/or radiologists' failure to correctly read intraoperative X-rays/fluoroscopic images, and/or nurses' failures to correctly perform end of surgery counts. CONCLUSION/UNASSIGNED:RFBs, or foreign bodies left behind following spine surgery, are considered "Never Events (< 1/1000)" or "Near Never Events (< 1/100)," and are not just "Adverse Events (> 1/100)". When they do occur, the operating surgeon bears primary responsibility, but the nursing/adjunctive staff and hospital are also liable.

Acute kidney injury (AKI) and chronic kidney disease (CKD) are common conditions among patients with cirrhosis whose development is associated with increased morbidity and mortality. Recurrent episodes of AKI within this population can ultimately lead to CKD, while patients with underlying CKD are in turn more likely to experience AKI. Determining the etiology of kidney dysfunction in the setting of cirrhosis is often challenging given the considerable limitations of currently available diagnostic tools. Ongoing research into the role of novel serum and urine biomarkers may allow for more timely diagnosis and treatment of kidney injury among patients with cirrhosis. This review provides an overview of kidney dysfunction in cirrhosis with a focus on the role of these emerging biomarkers for diagnosis of AKI and CKD.

PURPOSE/OBJECTIVE:To determine the association between labral width as measured on preoperative magnetic resonance imaging (MRI) and patient-reported outcomes, achievement of clinically significant thresholds, and reoperation rates in hip arthroscopy for femoroacetabular impingement syndrome (FAIS) at minimum 10-year follow-up. METHODS:A retrospective review of a prospectively gathered database of hip arthroscopy patients from August 2012 to June 2014 was conducted. Inclusion criteria were patients ≥18 years with clinically and radiographically confirmed FAIS and labral tearing who underwent primary hip arthroscopy with labral repair or debridement and had ≥10 years of follow-up. MRI labral width measurements were performed by 2 blinded musculoskeletal radiologists at standardized clockface locations using a validated technique. Outcomes were assessed using the modified Harris Hip Score (mHHS) and Non-Arthritic Hip Score (NAHS). Patients were classified as hypoplastic if they had a labral width below the mean on 2 or more views. Outcomes and reoperation rates were compared between groups using independent samples t-tests for continuous variables and chi-square tests for categorical variables. RESULTS:were included, with a mean follow-up of 11.30 ± 0.47 years. Patients were categorized into hypoplastic (n = 42) and nonhypoplastic (n = 41) groups. There was no significant difference between hypoplastic and nonhypoplastic groups with respect to age, sex, smoking status, or intraoperative procedures. Additionally, there were no significant intergroup differences in mHHS or NAHS improvement at 5 or 10 years postoperatively. Both groups showed high achievement of the mHHS minimal clinically important difference threshold at 10-year follow-up with no significant difference (nonhypoplastic: 90.3% vs hypoplastic: 85.2%, P = .549). There was also no difference achievement of the patient acceptable symptom state (nonhypoplastic: 64.5% vs. hypoplastic: 70.4%, P = .636). However, the hypoplastic group had a significantly higher rate of revision arthroscopy (28.6% vs 9.8%, P = .030) and conversion to total hip arthroplasty (21.4% vs 4.9%, P = .026) when compared with the nonhypoplastic group. CONCLUSIONS:Hypoplastic labral width on preoperative MRI was associated with an increased risk of revision hip arthroscopy and conversion to total hip arthroplasty at 10 year follow-up in patients with FAIS. LEVEL OF EVIDENCE/METHODS:Level III, retrospective comparative case series.

BACKGROUND:There are limited studies on telehealth use patterns among patients with prostate cancer. OBJECTIVE:We assessed the patterns of delivery of care for prostate cancer management in the Veterans Health Administration (VHA). DESIGN/METHODS:A retrospective observational cohort study from January 2016 to February 2023. PARTICIPANTS/METHODS:Data were from the VHA's Corporate Data Warehouse (CDW). Veterans with a new diagnosis of prostate cancer were included in the study. Those who died within 1 year of diagnosis, had missing staging information, or had no prostate-specific antigen (PSA), biopsy, or treatment recorded within 2 years of initial diagnosis were excluded. MAIN MEASURES/METHODS:Veterans were categorized into watchful waiting, active surveillance, and active treatment management groups based on subsequent care received and categorized into National Comprehensive Cancer Network (NCCN) risk categories. We categorized outpatient urology or oncology visits as telephone-based, video-based, or in-person using administrative stop codes. We used logistic regression models to evaluate the characteristics associated with at least one video/virtual visit. KEY RESULTS/RESULTS:In total, 60,381 Veterans were included in the study (20.3% low risk, 49.8% intermediate risk, and 29.8% high risk). Even during the COVID-19 pandemic, less than 6% and 9% of Veterans had at least one urology or oncology video visit, respectively, in the first year after diagnosis across all management groups. In the regression model, Veterans aged 60 and older were less likely to have video visits for both urology and oncology. In contrast, living in urban areas, being diagnosed during the COVID-19 pandemic, and being in the intermediate NCCN risk group were associated with higher odds of having at least one video visit in both specialties. CONCLUSIONS:Despite improvements in telehealth use among Veterans with prostate cancer, telehealth utilization, particularly video visits, remains low, warranting attention from leadership and policymakers.

MRI is central to evaluation of the post-operative knee, providing a comprehensive assessment of reconstructions, repairs, and cartilage restoration procedures. Accurate interpretation requires familiarity with operative techniques, graft biology, and the expected temporal evolution of post-operative imaging findings. This review presents a practical, imaging-based approach to contemporary knee surgery. Emphasis is placed on anterior cruciate ligament reconstruction, the renewed interest in primary repair, and common mechanisms of failure. Meniscal surgery, including repair, root repair, centralization, and transplantation, is discussed with attention to expected post-operative MRI appearances and findings suggestive of recurrent or failed repair. Finally, cartilage resurfacing and restoration techniques are reviewed using a systematic framework to assess graft infill, integration, surface congruity, and subchondral bone response. By integrating surgical context with time-dependent MRI findings, this review aims to provide radiologists with a practical framework to distinguish expected post-operative changes from complications, improving diagnostic confidence and clinical relevance of post-operative knee MRI interpretation.