Medicine and Health Sciences Commons^™

Learning From Our Dental Colleagues: A Brief Review Of Counter-Stimulation To Reduce Procedural Pain In Emergency Medicine Mechanisms, Existing Evidence, And A Pragmatic Research Agenda, James Espinosa, Neal Appelstein, Alan Lucerna

Rowan-Virtua Research Day

Counter-stimulation techniques such as tapping, pressure, vibration, and tissue shaking are commonly observed in dental practice during administration of local anesthetic nerve blocks. Although not systematically described in the Emergency Medicine literature, individual clinicians may employ tactile counter-stimulation techniques during needle-based procedures. The practice remains under-theorized and under-studied within the Emergency Medicine literature. This brief review synthesizes mechanistic neurobiology—including segmental gate control theory (Melzack & Wall, 1965), descending inhibitory modulation, and attentional salience models—with evidence from dental and needle-procedure research. We propose a practical taxonomy of counter-stimulation techniques applicable to Emergency Medicine and identify gaps in the current literature. Finally, …

From Confirmation To Guidance: Making The Case For Intraprocedural Pocus As The Next Developmental Step In Ultrasound-Supported Shoulder Reduction A Conceptual Practice Proposal And Research Agenda, James Espinosa

Rowan-Virtua Research Day

Point-of-care ultrasound (POCUS) is well established for the diagnosis of shoulder dislocation and for the confirmation of successful reduction. However, its role during the reduction maneuver itself remains under-described. This conceptual practice proposal argues that intraprocedural POCUS represents the logical next developmental step in ultrasound-supported shoulder reduction. By introducing real-time visualization of humeral head translation during reduction attempts, clinicians may identify ineffective vectors earlier, adjust technique midstream, and potentially reduce repeated attempts or escalation of procedural sedation. This work does not present outcome data but instead proposes a practical framework, workflow model, and research agenda for intraprocedural implementation. Future study …

Rainfall, Air Quality, And Vaso-Occlusive Crisis In Adults With Sickle Cell Disease, James Espinosa

Rowan-Virtua Research Day

.Patients with sickle cell disease (SCD) frequently report that weather changes precipitate vaso-occlusive crises (VOC). While prior investigations have focused primarily on temperature, humidity, and seasonal variation, emerging data suggest that rainfall patterns may represent a more meaningful environmental signal. In a multi-hospital Emergency Department analysis, below-average rainfall days were associated with significantly increased adult VOC presentations (Ahmed et al., 2023). Rainfall may function as an atmospheric clearing mechanism; reduced precipitation may permit accumulation of airborne particulate matter and environmental pollutants, increasing oxidative stress and endothelial activation—mechanisms central to vaso-occlusion. Multiple epidemiologic studies demonstrate associations between particulate exposure and increased …

The Complex World Of Emergency Department Medication Dosing: Weight Scalars, Dose And Area Under The Curve (Auc) In Medication Dosing--Areas For Future Research, James Espinosa, Alan Lucerna

Rowan-Virtua Research Day

Weight-based dosing is foundational to emergency medicine practice. With modern ED beds capable of automatic patient weighing, inaccuracies in estimated weight have largely diminished. However, medication misalignment persists, particularly in patients at extremes of body weight and in high-stakes clinical contexts such as rapid sequence intubation (RSI), antimicrobial therapy, and anticoagulation. Emerging pharmacokinetic literature emphasizes total drug exposure—represented by the area under the concentration–time curve (AUC)—as a stronger correlate of efficacy and toxicity than single-point serum levels. This review explores where weight precision most likely matters in the ED, examines weight scalars, and reframes dosing decisions through an exposure-centered paradigm. …

Designing For Difference: A Systems Approach To Sensory-Adaptive Care In The Emergency Department, James Espinosa, Alan Lucerna, Henry Schuitema

Rowan-Virtua Research Day

Children with genetic syndromes and other neurodevelopmental conditions frequently present to the Emergency Department (ED) with sensory vulnerabilities that complicate evaluation and treatment in high-stimulus environments. While experienced clinicians often adapt instinctively to meet these needs, such adaptations may be inconsistently applied and may also be highly individual provider dependent. We present a case involving a child with a genetic syndrome affecting auditory and visual systems to illustrate how small environmental, relational, temporal, and cognitive adjustments can prevent escalation and enable routine care delivery without specialized resources.

We propose reframing sensory-adaptive care not as an exceptional accommodation but as a …

Towards More Effective And Efficient Ite And Board Preparation In Emergency Medicine: A Conceptual Framework Using Personality Preferences (Mbti) To Inform Study And Test-Taking Behaviors, James Espinosa, Robin Lahr, James Lee, Alan Lucerna

Rowan-Virtua Research Day

Background: Preparation for high-stakes examinations in Emergency Medicine (EM) relies heavily on question-bank practice, rapid decision-making, and targeted review. Despite standardized board-preparation resources, trainees demonstrate substantial variability in study behaviors and perceived efficiency. The Myers-Briggs Type Indicator (MBTI), widely used in medical education for communication and self-reflection, may offer a framework for understanding differences in study and test-taking behaviors, though it is not designed as a predictive psychometric tool.

Objective: To review existing literature relating MBTI preferences to learning behaviors and academic performance, and to propose a conceptual framework linking personality preferences to board-style test-taking patterns in EM trainees.

Methods: …

The Case For Intraprocedural Ultrasound Guidance In Lumbar Puncture--From Landmarking To Navigation In Lumbar Puncture. A Conceptual Review And Research Agenda, James Espinosa, Frank Wheeler, Robin Lahr, Sergey Medlenov, Alan Lucerna, Henry Schuitema

Rowan-Virtua Research Day

Ultrasound guidance for lumbar puncture (LP) is well established for pre-procedural landmark identification, particularly in patients with difficult anatomy. However, most current approaches discontinue ultrasound prior to needle insertion, returning the operator to a blind technique. Current emergency medicine ultrasound guided intravenous line insertion demonstrate feasibility of real-time needle visualization.  However,  the development and adoption of real-time guidance in the setting of lumbar puncture remains limited. Prior simulation work demonstrated that ergonomics, operator experience, and workflow integration significantly influence performance in ultrasound-assisted LP (Horn, Espinosa et al., 2016).  Here we make the case that LP is not a static targeting …

Listening To The System: Reframing Emergency Department Noise: The Case For Noise As A Real-Time Operational Signal In A Complex Adaptive System (Cas), James Espinosa, Alan Lucerna, Henry Schuitema

Rowan-Virtua Research Day

Emergency Department (ED) noise has historically been framed as an occupational and environmental hazard requiring mitigation. And this is still true—but not complete. Early work focused on exposure reduction and spike identification. Subsequent mapping studies demonstrated spatial and temporal differentiation in ED acoustic load. We propose an expanded conceptual model: acoustic variability may function not only as a hazard, but also as a real-time signal of operational turbulence within the ED as a complex adaptive system (CAS). Drawing on human factors, alarm fatigue, resilience engineering, and complexity science, we synthesize existing literature and institutional experience to identify a critical gap—noise …

When The Clock Stands Still: Clock Time Vs. Experienced Time In The Emergency Department Brief Review: Neurobiology Of Time Perceptiontemporal Distortion As A Marker Of Cognitive Load And Operational Turbulence, James Espinosa, Alan Lucerna

Rowan-Virtua Research Day

Background: Emergency clinicians frequently report that time during ED shifts can feel unusually slow or unusually fast. This shared observation has rarely been examined formally in emergency medicine. Altered time perception has also been described in high demand professions such as aviation, sports, military operations, and emergency response. Individuals often report time dilation during critical events and time compression during highly coordinated performance. These findings suggest that temporal perception reflects underlying neurocognitive responses to environmental demands. Emergency departments share many characteristics with these environments, including rapid decision making, task switching, and intermittent high stakes events.

Objective:  Brief narrative review concerning …

From Lists To Landscapes And Locations: Spatial Memory And Schema Formation (Memory Palace Adaptation) As A Neurobiologically Informed Strategy For Teaching Environmental And Toxicology Emergencies Ite And Board Review In Emergency Medicine Residency, James Espinosa, Alan Lucerna

Rowan-Virtua Research Day

Background:

Most emergency medicine board domains inherit spatial scaffolding from foundational anatomy education (e.g., neuroanatomy, gastrointestinal tract, cardiopulmonary structures). Environmental emergencies lack an inherent anatomic anchor and are frequently taught as disconnected lists, increasing cognitive load and impairing schema formation. Similarly, toxicology crosses age, and specialty without an inherent anatomic structural anchor.

Objective:

To describe a scene-based, learner-generated landscape model designed to reintroduce spatial structure into environmental emergency education and to situate the model within contemporary neurobiology and learning science.

Educational Innovation:

Residents construct a large-format landscape diagram (sun–water–mountain schema) during live instruction. Environmental conditions are spatially anchored in ecologically …

Olfaction And Clinical Cognition In Medicine: An Under-Theorized Sensory Modality In Healthcare, James Espinosa, Alan Lucerna

Rowan-Virtua Research Day

Background: Olfaction is the most evolutionarily ancient sensory modality and retains privileged neuroanatomical connections to limbic and threat-detection systems. Despite its biological significance, olfactory perception is under-discussed in contemporary medical education and academic literature, particularly in healthcare environments.

Objective: To examine olfaction as a low-bandwidth, high-salience diagnostic signal in medicine; to explore its neurobiological foundations; and to analyze its ethical, social, and professional implications within Emergency Medicine and other clinical settings.

Methods: Narrative synthesis of neuroscience, evolutionary biology, volatile organic compound (VOC) research, and clinical observational practice.

Discussion: Olfactory pathways bypass primary thalamic relay and project directly to limbic structures …

The Physics And Biology Of High-Risk Falls: Biomechanical Analysis And Physics Assists In Understanding Why The Threshold For High-Risk Was Lowered To 10 Feet, James Espinosa, Alan Lucerna

Rowan-Virtua Research Day

Background: Recent revisions to the National Guideline for the Field Triage of Injured Patients lowered the high-risk fall threshold from >20 feet  to >10 feet for all ages. Guideline changes are multifactorial and typically reflect epidemiologic registry data, injury severity trends, and systems-level performance feedback. However, biomechanical analysis assists in understanding the importance of the change.

Objective: To demonstrate that a 10-foot fall generates sufficient kinetic energy and deceleration forces to exceed structural tolerance thresholds in multiple human tissues, and to show that fundamental physics independently supports the recent trauma protocol change.

Methods: Application of gravitational motion equations (v = …

The Ones That Got Away:Shared Misses, Shared Mastery — A Proposal For Leveraging Spaced Retrieval, Variable Reinforcement, And Collective Learning In Emergency Medicine Residency, James Espinosa D, Robin Lahr, James Lee, Swet M. Patel, Alan Lucerna

Rowan-Virtua Research Day

Background

Residents frequently engage in individual question-bank study for board preparation; however, missed questions are typically processed in isolation. Educational psychology demonstrates that spaced retrieval and variable reinforcement enhance durable learning. Psychological safety further supports collective sense-making in professional education . The addition of a periodic, structured, collective shared-review process model may leverage these principles within residency training.

Objective

To propose a resident-driven educational initiative that transforms individually missed board-style questions into a shared, psychologically safe learning stream that promotes durable knowledge retention and community-based mastery.  The movement of this stream could be a chief resident responsibility, or could be …

Detecting Early Operational Turbulence In The Emergency Department Using Fourier And Wavelet Analysis: A Conceptual Framework For Signal-Informed Anticipation And Prediction In The Ed Complex Adaptive System, James Espinosa, David Ho, Alan Lucerna

Rowan-Virtua Research Day

Background:

We theorize that Emergency Departments (EDs) function as complex adaptive systems characterized by nonlinear interactions, oscillatory demand patterns, and abrupt phase transitions from stable flow to turbulent states. Traditional dashboards rely on threshold metrics that detect instability after degradation becomes visible. Many ED data streams are significantly retrospective as well as compression-averaged into temporal systems such as days, months, quarters or even years. Signal processing methods—particularly Fourier and wavelet analysis—offer the  framework for detecting latent oscillatory shifts preceding overt operational change from laminar to transitional to turbulent flow states. This could lead to better methods of adaptation.

Conceptual Framework: …

Beyond Traditional Emergency Medicine Residency Match Interviews: Behavioral Questions As Stress Tests For Resident Selection A Theory-Driven Micro-Assessment Framework For Detecting High-Value Traits, Alan Lucerna, James Lee, Robin Lahr, James Espinosa

Rowan-Virtua Research Day

Background: Traditional residency selection metrics incompletely capture behavioral traits essential for emergency medicine (EM) performance.

Objective: To propose a theory-driven framework using structured behavioral questions as stress tests to detect high-value traits.

Methods: Conceptual analysis of three standardized behavioral prompts assessing execution, systems thinking, and team orientation.

Results: Distinct response patterns align with observable domains associated with reliability, performance, and leadership.

Conclusion: Behavioral stress test questions offer a scalable, low-cost method to enhance residency selection processes.

When Individual Implicit Bias Meets Ed System Turbulence: Expanding The Implicit Bias And Cultural Bias Conceptual Frame To Support Reflective Decision Making Through Both Individual Bias Reduction Strategies As Well As System-Level Design Approaches, James Espinosa, Alan Lucerna

Rowan-Virtua Research Day

Background

Cultural and implicit bias have been widely studied as contributors to disparities in healthcare delivery. Prior literature has largely conceptualized bias as an individual-level cognitive phenomenon occurring within clinician–patient interactions. However, emergency departments (EDs) function as complex adaptive systems (CAS), characterized by time pressure, uncertainty, cognitive load, and environmental noise. These conditions may contribute to the expression of implicit bias in clinical care.

Objective

To reframe cultural and implicit bias in the ED as both an individual cognitive property as well as a system-dependent and modulated  phenomenon and to propose that the operational state of the ED influences the …

Helping Waldo (The Poster) Be Found: Teaching Search Literacy, Discoverability And Search Engine Optimization As Core Scholarly Skills In Graduate Medical Education, James Espinosa, Alan Lucerna

Rowan-Virtua Research Day

Background: In modern academic medicine, trainees are taught how to search the biomedical literature but rarely taught how to structure their own scholarly work so that it can be discovered. This creates a diffusion gap in which high‑quality educational innovations, case reports, and operational insights remain difficult to locate despite being presented or archived.

Objective: To propose a concise educational module that teaches residents the principles of search literacy and scholarly discoverability.

Methods: A conceptual curriculum framework was developed drawing on literature from information science, medical education, and diffusion theory. The module introduces the paired competencies of 'Finding Waldo' (literature …

Sharing Research Posters With The World: Clinical Education Posters Can Demonstrate Global Diffusion And Conceptual Portability--Evidence From Readership Maps, James Espinosa, Alan Lucerna

Rowan-Virtua Research Day

Background

Traditional academic metrics emphasize citation counts and journal impact factors as measures of scholarly influence. These metrics often overlook the early and informal diffusion of ideas across global clinical communities. Educational posters and case-based teaching materials frequently circulate through digital repositories, yet little attention has been paid to how readership analytics may illuminate patterns of knowledge diffusion across healthcare systems.

Objective

To explore the concept of conceptual portability and to introduce readership mapping as a framework for understanding how clinical ideas travel across diverse global contexts.

Methods

We examined readership analytics from an institutional digital repository hosting clinical posters …

Constructive Affirmation: Proposing An Empowering Term For What Good Teaching Attendings Already Do-- Integrating Affirmation And Constructive Criticism Through Learning Science, James Espinosa, Alan Lucerna

Rowan-Virtua Research Day

Background

Feedback is central to residency training, and quite naturally many educational cultures emphasize corrective feedback and error identification. Learning science suggests that reinforcement of correct cognitive patterns is equally essential for expertise development. This paper introduces the concept of constructive affirmation as an integrated feedback model combining affirmation and constructive criticism.

Objective

To propose a learning science framework for clinical feedback in residency training centered on the concept of constructive affirmation.

Methods

This conceptual analysis synthesizes literature from medical education, cognitive psychology, neurobiology of learning, and complexity science to examine how different feedback types influence pattern recognition, cognitive load, …

Congruence (Healthy Adaptation And Resilience) Under Stress: A Human Systems Model For Healthcare Microsystems Integrating Virginia Satir’S Communication Theory With Clinical Microsystems And Complex Adaptive Systems Using The Emergency Department As A Model Of Adaptive Team Function, James Espinosa, Alan Lucerna

Rowan-Virtua Research Day

Background:

Emergency departments operate as complex human systems under continuous cognitive, emotional, and operational stress. Healthcare delivery occurs within clinical microsystems—small frontline units where patients, clinicians, and staff interact directly. While microsystem theory has provided an operational framework for improving quality and safety, less attention has been given to the relational communication dynamics within these systems.

Objective:

To integrate Virginia Satir’s human systems theory with clinical microsystem theory and complex adaptive systems thinking in order to better understand communication patterns, team dynamics, and adaptive functioning within emergency medicine residency programs and ED clinical teams.

Conceptual Framework:

Satir described several communication …

The Epidemiology Of Sledding Injuries: Clinical Patterns And Public Health Prevention Strategies, James Espinosa, Alan Lucerna

Rowan-Virtua Research Day

Background: Sledding is a widely enjoyed winter recreational activity among children and adolescents. Although commonly perceived as low risk, sledding can result in extremity fractures, head injuries, and collision-related trauma. Emergency Departments frequently encounter sledding injuries during winter months, providing both clinical insight and opportunities for injury prevention counseling. An estimated 20,000–30,000 sledding-related injuries occur annually in the United States, most involving children and adolescents.

Objectives: To describe patterns of sledding injuries presenting to the Emergency Department and highlight practical safety recommendations physicians can communicate to families.

Methods: Conceptual review integrating Emergency Department observational experience with published literature on pediatric …

Reframing The Step Study: The Health Significance Of Emergency Physician Step Count Results In Light Of Contemporary Benchmark Evidence, James A. Espinosa Md, Alan Lucerna

Rowan-Virtua Research Day

Background:

The STEP study (2023), a prospective observational study of emergency medicine residents and attending physicians, demonstrated that clinicians rarely achieve the commonly cited 10,000-step benchmark during clinical shifts. Since that time, large-scale dose–response analyses suggest that substantial health benefits occur at lower step counts (~7,000 steps/day), with diminishing returns beyond this range.

Objective:

To reinterpret the findings of the STEP study in light of contemporary evidence regarding step count and health outcomes.

Methods:

We revisited observational data from the STEP study, which measured step counts during emergency department shifts across three campuses using pedometers. These findings were compared with …

The Safety Paradox Of Emergency Department Shift Length: Why The Relationship Between Hours Worked And Patient Safety Is More Complex Than It Appears, James A. Espinosa Md, Alan Lucerna

Rowan-Virtua Research Day

Background: Emergency department shift duration has long been debated as a determinant of patient safety. While longer shifts may increase cognitive fatigue, shorter shifts may increase the frequency of patient handoffs, which themselves introduce communication risk. Objective: To conceptualize emergency department shift length as a safety paradox arising from the balance between fatigue and handoff-related communication risks. Conceptual Framework: We propose the Emergency Department Shift Length Safety Paradox model illustrating the nonlinear relationship between shift duration and patient safety. Implications: Optimal shift design may depend on balancing fatigue risk and communication risk within a complex adaptive healthcare system. Conclusion: Emergency …

Emergency Medicine As A Complex Adaptive System Apprenticeship: A Conceptual Framework For Understanding The Development And Emergence Of Systems Leaders From The Field Of Emergency Medicine, James Espinosa, Alan A. Lucerna, Henry Schuitema

Rowan-Virtua Research Day

Background

Emergency physicians are frequently observed to assume leadership roles in hospitals and health systems. Prior literature, including policy and leadership analyses from the American College of Emergency Physicians, has described this phenomenon and highlighted the emergency department’s central position within hospital operations. However, most explanations focus on enumerating leadership competencies rather than identifying the developmental mechanism through which those competencies emerge.

Objective

To propose a conceptual framework explaining how emergency medicine training functions as an apprenticeship in managing complex adaptive systems.

Conceptual Model

The emergency department (ED) operates as a highly dynamic environment characterized by nonlinear patient inflow, interdependent …

A Systems-Based Approach To Supporting Resident Scholarly Productivity: Building A High-Throughput Academic Pipeline In Emergency Medicine Residency Training Through Poster Development Apprenticeship, James Espinosa, Alan Lucerna, Robin Lahr, James Lee, Swet Patel, Henry Schuitema

Rowan-Virtua Research Day

Background: Many residency programs require scholarly output; however, consistent and high volume production of posters and publications can be challenging. Anecdotal evidence from a variety of programs suggests variability in outcomes across programs, often influenced by differences in mentorship, structure, and available scholarly infrastructure. Objective: To describe a reproducible, systems-based model for generating high-volume resident scholarly output through alignment of expectations, culture, infrastructure, and faculty engagement. Methods and Conceptual Model: We outline a multi-domain framework derived from sustained programmatic experience, incorporating structural requirements, leadership alignment, cultural reinforcement, workflow standardization, and active faculty participation. The model is supported by practical tools …

Reframing Outpatient-To-Ed Transitions As A Patient Safety Interface: Recognizing, Structuring, And Preserving Signal Across Clinical Boundaries Conceptualizing The Call-In To Ed Referral Model As A Handoff Of Care Model, James Espinosa, Alan Lucerna, Henry Schuitema

Rowan-Virtua Research Day

Background

Transitions of care are recognized sources of patient safety risk. Structured handoff processes have improved communication reliability in inpatient and emergency department (ED) settings. However, outpatient-to-ED referrals—despite representing a transfer of care—are not consistently conceptualized or operationalized as formal handoffs.

Objective

To reframe outpatient-to-ED referrals as clinical handoffs occurring across a system boundary, and to propose a conceptual and operational framework to improve safety through recognition, structure, and signal preservation.

Methods

Conceptual analysis informed by clinical experience, systems thinking, and existing literature on handoffs and patient safety. Comparative evaluation of structured (ED→ED, ED→inpatient) versus less-structured (outpatient→ED) transitions.

Results

Outpatient-to-ED …

Designing Patient Update Intervals In The Emergency Department: A Queueing-Theory And Operational Science Model Of Patient Updates And Progress Signaling To Improve Patient Experience, James Espinosa, Alan Lucerna, Henry Schuitema

Rowan-Virtua Research Day

Background Patients in the Emergency Department (ED) frequently experience uncertainty while awaiting diagnostic results, reassessment, and disposition. Even when clinical processes are progressing, prolonged informational silence may create the perception of that those processes are not advancing.

Objective To develop a conceptual and operational mathematical, queuing-theory based  model linking bedside communication, conversational time, and informational silence to patient experience.

Methods A back-of-the-envelope operational model was constructed to estimate the time required for bedside update communication during a typical physician shift. A queueing-theory framework was applied to examine how intervals between informational updates influence perceived waiting burden. Concepts from queueing theory …

Demographic Disparities In Contraceptive Use: Insights From Female Nsfg Respondents, 2015–2023, Adira Brenner

Rowan-Virtua Research Day

Disparities in contraceptive use persist in the United States despite expanded access to family planning services. Historical policies and ongoing social determinants of health (SDOH) are significant drivers of the continued inequality in reproductive healthcare access and utilization. This study examines demographic trends in contraceptive use using data from the National Survey of Family Growth (NSFG) between 2015 and 2023.

Data were obtained from the NSFG and the National Center for Health Statistics (NCHS) datasets. A cross-comparison was conducted, focusing on variables such as age, race/ethnicity, and educational attainment.

The consensus was that contraceptive use increased to approximately 65% in …

Pcl And Pegdma Nanoyarns Feasibility For Antimicrobial Suture Applications, Wynn Bastianelli, Dominique Hassinger, Vincent Beachley, Sean Mcmillan

Rowan-Virtua Research Day

Abstract Title: PCL and PEGDMA Nanoyarns Feasibility for Antimicrobial Suture

Nanofibers represent an innovative class of materials with diverse applications, including tissue engineering and drug delivery.¹ Among the most promising areas of research is their use in surgical sutures, particularly for complex orthopedic injuries with high re-tear rates. Polycaprolactone (PCL) nanofibers have shown promise as alternatives to standard sutures as their unique properties support superior healing compared to standard materials.² Our lab aims to further optimize these healing capabilities by adding Poly(ethylene glycol) dimethacrylate (PEGDMA), a molecule that tethers peptides to PCL nanoyarns, developing a suture with greater …

Obesity Paradox In Post-Cholecystectomy Outcomes: A Bmi Class–Based Trinetx Analysis At 6 Months And 1 Year, Jashanveer S. Johal, Mahmoud Al-Bataineh, Bianca Patel, Archana Salek, Om Patel, Jason Hyman, Yecheskel Schneider, Abdallah Hussein

Rowan-Virtua Research Day

Background: Obesity is traditionally associated with higher perioperative risk, yet observational data suggest an "obesity paradox" in which obese patients experience comparable or better outcomes than non-obese peers. We evaluated the impact of obesity (BMI ≥30 kg/m²) and obesity class on post-cholecystectomy outcomes.

Methods: A retrospective cohort study was conducted using the TriNetX global federated network. Adults undergoing cholecystectomy with BMI < 30 kg/m² were propensity score–matched 1:1 to those with BMI ≥30 kg/m², yielding 81,048 patients per group. Primary outcomes included choledocholithiasis, procedural complications, need for ERCP, and ED/inpatient utilization; secondary outcomes included mortality, respiratory and cardiovascular complications, and upgrade of care. Outcomes were assessed at 6 months and 1 year. A prespecified subgroup analysis compared BMI 30–39 versus BMI ≥40 kg/m² (40,238 per cohort).

Results: Obese patients consistently demonstrated lower rates of major outcomes at both timepoints. At 1 year, BMI < 30 had higher risks of choledocholithiasis (9.1% vs. 8.0%; RR 1.13), procedural complications (3.8% vs. 3.1%; RR 1.22), ERCP (5.4% vs. 4.6%; RR 1.19), and ED/inpatient visits (30.3% vs. 28.8%; RR 1.05; all p< 0.001). Mortality was also higher in non-obese patients at 1 year (1.4% vs. 1.2%; RR 1.20). Within the obese subgroup, BMI 30–39 and BMI ≥40 had broadly similar complication and utilization rates, though 1-year mortality was lowest in class I–II obesity (0.8% vs. 1.0%; RR 0.85).

Conclusions: Obesity was associated with better post-cholecystectomy outcomes compared with BMI < 30 kg/m², supporting an obesity paradox in biliary surgery. BMI alone should not deter cholecystectomy, and perioperative risk stratification should incorporate factors beyond weight class.