Citations

OBJECTIVE The aim of this study was to compare 3 electrode designs—a novel 22-contact circular grid, standard 6-contact strip, and high-density (HD) grid between 32 and 64 contacts—for the detection of epileptiform activity during awake craniotomy. METHODS This study included patients who underwent functional brain mapping with and without direct electrical stimulation during awake craniotomy. Demographic, clinical, and electrocorticography (ECoG) data were collected. RESULTS A total of 194 patients were included, with 264 instances of electrode use: 113 circular grid, 96 strip electrode, and 55 HD grid. The HD grid (15%) was used less to record ECoG during direct electrical stimulation than the circular grid (80%, p < 0.001) and strip electrodes (69%, p < 0.001). Sporadic interictal epileptiform activity was better detected with circular (45%, p < 0.001) and HD (40%, p = 0.006) grids compared with strip electrodes (16%). Spontaneous seizures were recorded more frequently with the circular grid (16%, p = 0.018) compared with the strip electrode (9.4%) and HD grid (1.8%). Afterdischarges were more frequently detected by the circular grid (69%, p = 0.031) and with circular and HD grids (combined) compared with strip electrodes (67% vs 48%, p = 0.024), at lower median intensity (3 mA vs 5 mA, p < 0.001). Multivariable analyses demonstrated circular grids (p < 0.001) to be more sensitive in detecting spontaneous epileptiform activity than strip and HD grid electrodes, and grids (circular and HD) to be better in recording stimulus-induced epileptiform activity (p = 0.01). CONCLUSIONS This study demonstrates a higher rate of detection of epileptiform activity with circular and standard grids when compared with strip electrodes. The standard HD grid was used less during electrical stimulation, demonstrating the importance of both the number of contacts and design array when considering optimal conditions for ECoG and functional brain mapping.

Background: Generative AI and synthetic media have enabled realistic human Embodied Conversational Agents (ECAs) or avatars. A subset of this technology replicates faces and voices to create realistic likenesses. When combined with avatars, these methods enable the creation of “digital twins” of physicians, offering patients scalable, 24/7 clinical communication outside the immediate clinical environment. This study evaluated surgical patient perceptions of an AI-generated surgeon avatar for postoperative education. Methods: We conducted a pilot feasibility study with 30 plastic surgery patients at Mayo Clinic, USA (July–August 2025). A bespoke interactive surgeon avatar was developed in Python using the HeyGen IV model to reproduce the surgeon’s likeness. Patients interacted with the avatar through natural voice queries, which were mapped to predetermined, pre-recorded video responses covering ten common postoperative topics. Patient perceptions were assessed using validated scales of usability, engagement, trust, eeriness, and realism, supplemented by qualitative feedback. Results: The avatar system reliably answered 297 of 300 patient queries (99%). Usability was excellent (mean System Usability Scale score = 87.7 ± 11.5) and engagement high (mean 4.27 ± 0.23). Trust was the highest-rated domain, with all participants (100%) finding the avatar trustworthy and its information believable. Eeriness was minimal (mean = 1.57 ± 0.48), and 96.7% found the avatar visually pleasing. Most participants (86.6%) recognized the avatar as their surgeon, although many still identified it as artificial; voice resemblance was less convincing (70%). Interestingly, participants with prior exposure to deepfakes demonstrated consistently higher acceptance, rating usability, trust, and engagement 5–10% higher than those without prior exposure. Qualitative feedback highlighted clarity, efficiency, and convenience, while noting limitations in realism and conversational scope. Conclusions: The AI-generated physician avatar achieved high patient acceptance without triggering uncanny valley effects. Transparency about the synthetic nature of the technology enhanced, rather than diminished, trust. Familiarity with the physician and institutional credibility likely played a key role in the high trust scores observed. When implemented transparently and with appropriate safeguards, synthetic physician avatars may offer a scalable solution for postoperative education while preserving trust in clinical relationships.

Background: Fixed drug eruption (FDE) is a non-immediate, CD8+ T cell–mediated hypersensitivity reaction characterized by well-demarcated erythematous–violaceous plaques that recur at the same site after re-exposure to the causative drug. Although NSAIDs and antibiotics are the most common triggers, various other medications may induce FDE, and genetic susceptibility has been linked to specific HLA alleles. Methods: We conducted a clinical evaluation supported by patch testing, oral drug provocation, and assessment of therapeutic alternatives to identify the causative agent and confirm delayed-type hypersensitivity. Results: We report the case of a 53-year-old woman with essential hypertension, autoimmune thyroiditis, and renal lithiasis who developed well-demarcated erythematous plaques with central vesiculation and moderate pruritus on the dorsal hand and posterior calf approximately 8 h after ingestion of a 60 mg etoricoxib tablet. Patch testing was negative, while oral challenge confirmed etoricoxib-induced FDE; celecoxib was subsequently evaluated as a potential safe alternative. Conclusions: This case underscores the importance of an integrated diagnostic approach—including careful history, clinical examination, and confirmatory testing—to accurately diagnose delayed cutaneous drug reactions and to identify safe therapeutic options for patients.

Background: Interstitial lung disease (ILD) involves numerous chronic pulmonary conditions that damage the lung parenchyma and alveolar interstitium. ILD has overlapping clinical and radiological features with other commonly seen cardiac and respiratory conditions. If not identified and treated in a timely manner, it may lead to irreversible fibrosis and a poor prognosis in the patient. The current diagnostic methods are either invasive or reliant on imaging or specialist interpretation, which can lead to diagnostic delay, increased radiation exposure, and healthcare costs. Lung crackles, often under-recognized as a non-specific feature of ILD, may serve as an important diagnostic clue in identifying not only the early stages of ILD but also its subtypes. This review explores the potential of analyzing the lung sounds in ILD through AI-based auscultation. Objective: To provide a comprehensive analysis of the pathophysiological stages of lung injury in ILD, the specific acoustic features, and the location associated with each ILD subtype and to evaluate the current state-of-the-art non-AI and AI methodologies that are used to diagnose ILD. This review aims to analyze the limitations associated with the current modalities and to envision AI-integrated auscultation as a powerful, cost-effective, non-invasive, radiation-free screening tool for early detection of ILD and its subtypes. Content Overview: The review begins with a detailed analysis of the lung sound pathophysiology, exploring the two-stage mechanism of alveolar epithelial injury and fibrosis formation. Existing hypotheses explaining the mechanism behind crackle production and the role of structural anatomy and surface tension in the generation of pathological lung sounds are examined. A tabulated summary of common ILD subtypes is provided, including their inciting events, pathogenesis, anatomical auscultation locations, and prognostic implications. Current diagnostic modalities for ILD, both non-AI and AI-based, are summarized along with their limitations, emphasizing the need for improved diagnostic tools. Discussion: Existing studies suggest that AI-based auscultation can match or exceed the current modalities in its sensitivity and specificity for detecting ILD-related crackles. Clinicians can identify the specific sound pattern and then correlate it with the ILD subtype and understand the prognosis in real time, thereby providing timely intervention to the patient. Additionally, AI-based auscultation can be used in resource-limited settings and can potentially reduce dependence on pulmonology expertise and radiation-based imaging for monitoring the condition. Conclusions: This literature review highlights the clinical potential of AI-based auscultation for early and accurate diagnoses of ILD. Understanding the associated pathological sounds, biomarkers, and genetic mutations linked to different subtypes opens avenues for future development of non-invasive diagnostic panels for ILD in clinical practice.

Importance The 2007 US Food and Drug Administration (FDA) Amendments Act (FDAAA) expanded its safety-related regulatory authorities, including enhanced postmarketing safety surveillance and new clinical study requirements. However, whether FDAAA has been associated with differences in the frequency and timing of postmarket safety-related actions remains poorly understood. Objectives To assess whether FDAAA was associated with differences in time to first FDA postmarket drug safety−related action, and to assess whether therapeutic and regulatory characteristics were associated with differences in time to these actions post-FDAAA implementation. Design and Setting This was a cross-sectional study of all novel therapeutics approved by FDA between January 1, 2001, and December 31, 2019, and followed up through December 31, 2024. Approvals were categorized as pre- or post-FDAAA (before or after March 25, 2008). Post-FDAAA therapeutic and regulatory characteristics included drug class, therapeutic area, orphan status, special regulatory pathway, and presence of a boxed warning or FDAAA-mandated postmarket study requirement at approval. Main Outcomes and Measures Time to first FDA postmarket drug safety−related action, a composite of withdrawals due to safety concerns, incremental boxed warnings, and safety-related communications. Results Of the 560 novel therapeutics approved, FDA took postmarket safety-related actions for 130 (23.2%) during a median (IQR) follow-up of 12.1 (7.8-18.2) years. These comprised actions within 5 years of approval for 34 of 164 therapeutics (20.7%) approved pre-FDAAA, and 57 of 396 (14.4%) approved post-FDAAA (rate ratio, 0.69; 95% CI, 0.47-1.02; P = .06). Compared to pre-FDAAA approvals, after accounting for therapeutic and regulatory characteristics, there was no statistically significant difference in time to first postmarket safety-related action for post-FDAAA approvals (time ratio, 0.40; 95% CI, 0.15-1.07; P = .07). However, among therapeutics with postmarket safety-related actions within 5 years of approval, median time to first action was shorter post-FDAAA (median [IQR], 3.1 (2.0-4.2) years for pre-FDAAA vs 1.8 [1.3-2.5] years post-FDAAA; P = .004). Among 260 novel therapeutics approved post-FDAAA, after the October 2013 enactment of breakthrough therapy designation, the following therapeutic and regulatory characteristics were associated with time to first postmarket safety-related action: small molecule type (time ratio, 0.24; 95% CI, 0.07-0.81; P = .02), orphan designation (time ratio, 8.29; 95% CI, 2.43-28.27; P &amp;lt; .001), fast track (time ratio, 0.22; 95% CI, 0.08-0.64; P = .005), breakthrough therapy designation (time ratio, 0.10; 95% CI, 0.03-0.32; P &amp;lt; .001), prolonged regulatory review time (&amp;gt;400 days; time ratio, 0.16; 95% CI, 0.03-0.73; P = .02), and FDAAA-mandated postmarket study requirements at approval (time ratio, 0.35; 95% CI, 0.15-0.80; P = .01). Conclusions and Relevance This cross-sectional analysis found that the enhanced safety-related regulatory authorities of FDAAA were not associated with differences in time to first postmarket safety-related action. However, among therapeutics with postmarket safety-related actions within 5 years of approval, median time to first action was shorter post-FDAAA implementation.

Abstract Background The purpose of this study was to develop a series of benchmarks specifically for large language model (LLM) performance in the identification of drug-drug interactions (DDIs). Methods We evaluated six LLMs using a clinician-designed dataset of 750 DDI scenarios. Tasks included: (1) a pointwise two-drug classification task (2) a pairwise three-drug discrimination task and (3) a listwise 4–6 drug selection task. Zero-shot prompting was applied and performance was assessed using precision, recall, F1 score, accuracy, and self-consistency. Results Model performance varied by task structure and interaction severity. GPT-5-Chat demonstrated the highest recall and F1 score in the pointwise task (80.7% and 80.2%), whereas DrugGPT achieved superior accuracy in the pairwise (93.7%) and listwise task (92.6%). All models had improved performance with more severe compared to less severe DDIs (accuracy 72.0-99.2% vs. 58.3-86.7%). All models tended to have higher self-consistency in the pairwise and listwise experiments compared to the pointwise experiment (68.8-93.6% vs. 31.0-74.2%). No model exhibited uniformly high reliability across all tasks. Conclusions Current LLMs show inconsistent capabilities in identifying DDIs. Performance degrades as reasoning space expands with limited stability. These findings emphasize the need for multi-format evaluation frameworks and reliability-aware assessment when considering LLMs for medication-safety applications.

Objective To evaluate the incidence and characteristics of secondary synostosis following spring-mediated cranioplasty (SMC) for nonsyndromic sagittal craniosynostosis. Design Retrospective cohort study. Setting Single tertiary pediatric hospital. Patients/Participants Ten patients with isolated sagittal craniosynostosis who underwent primary SMC between 2021 and 2023. Patients with syndromic diagnoses or prior cranial surgery were excluded. Interventions SMC was performed using 2 to 3 stainless-steel springs following sagittal strip craniectomy. Springs were typically removed 3 to 4 months postoperatively. Follow-up included review of clinical photographs, radiographs, and operative records. Main Outcome Measures Change in cephalic index (CI) from preoperative to postoperative assessment and occurrence of secondary suture fusion, particularly coronal synostosis. Results Mean age at surgery was 4 months (range, 3-6 months). Mean CI improved from 68.5 to 79 following expansion. Three patients (30%) developed left unicoronal synostosis (UCS) during the perioperative period prior to spring removal. One patient required secondary coronal suturectomy for significant frontal asymmetry, while 2 were observed without intervention. Conclusions Secondary synostosis, particularly UCS, may represent an underrecognized sequela of SMC. Altered biomechanical forces or asymmetric cranial remodeling during distraction may contribute to this finding. Larger, multicenter studies with longitudinal imaging are warranted to determine incidence, risk factors, and preventive strategies.

Abstract Mitigating impact injuries is crucial in race car driving, requiring adherence to stringent safety standards. Helmets and head-neck support devices are essential for reducing the risk of concussions and serious injuries. The sport's high-risk nature demands a deep understanding of injury types, with attention to common areas such as the spine, shoulders, and knees. Continuous safety innovation focused on factors like posture, race duration, and physiologic response is imperative. Safety advancements have significantly reduced fatalities, with comprehensive protocols and specialized equipment ensuring rapid crash response. Medical and safety measures, including roll bars, harness systems, and heat-resistant clothing, protect drivers, while tailored regulations for different race car categories ensure specific safety needs are met. Overall, the intricate focus on safety balances the thrill of racing with driver well-being.

BACKGROUND: Metachronous cancer risk varies by mismatch repair mutation in patients with hereditary nonpolyposis colorectal cancer. Total colectomy offers decreased risk of metachronous colorectal cancers but decreased quality of life compared with segmental colectomy. OBJECTIVE: Compare segmental versus total colectomy for colon cancer via a mutation-specific Markov decision model. DESIGN: Simulated survival and colorectal metachronous occurrence among patients with MLH1, MSH2 , or MSH6 mutations undergoing either segmental or total colectomy. SETTINGS: National databases, literature review. PATIENTS: Simulated patients with hereditary nonpolyposis colorectal cancer. MAIN OUTCOME MEASURES: Overall survival, quality-adjusted life years based on procedure-specific utility states (segmental colectomy 0.99, total colectomy 0.95). RESULTS: Among patients aged 25 years, total colectomy offered less than 1 year of increased mean survival compared with segmental resection across all mutations ( MLH1: 0.8 years, MSH2: 0.9, MSH6: 0.3). This difference in survival decreased with increasing age. Segmental resection offered a small increase in quality-adjusted life years compared with total colectomy across all ages. This difference was highest for MSH6 (0.9 years vs MLH1 : 0.6 and MSH2 : 0.4 at age 25), particularly at younger ages of diagnosis. In a sensitivity analysis, lower total colectomy utility states resulted in greater increases in quality-adjusted life years with segmental colectomy across all mutations. LIMITATIONS: Metachronous cancer risk data do not distinguish between colon and rectal cancers and is extrapolated beyond age 70 years. CONCLUSIONS: Segmental and total colectomy offer similar survival and quality-adjusted life year outcomes. With decreased risk of metachronous cancers, patients with MSH6 mutations across all ages may prefer segmental resection owing to higher quality-adjusted life years and lower survival benefits from total colectomy compared with MLH1 and MSH2 patients. Operative strategy in patients with hereditary nonpolyposis colorectal cancer should be individualized, and this study shows that mutation-specific differences in survival and quality-adjusted life years are small. See Video Abstract . MODELO DE DECISIÓN ESPECÍFICO PARA LA MUTACIÓN EN LA COLECTOMÍA ABDOMINAL SEGMENTARIA FRENTE A LA COLECTOMÍA ABDOMINAL TOTAL EN EL CÁNCER COLORRECTAL HEREDITARIO NO POLIPOSO ANTECEDENTES: El riesgo de cáncer metacrónico varía según la mutación de reparación de desajustes en pacientes con cáncer colorrectal hereditario no poliposo. La colectomía total ofrece un menor riesgo de cánceres colorrectales metacrónicos, pero una menor calidad de vida en comparación con la colectomía segmentaria. OBJETIVO: Comparar la colectomía segmentaria con la colectomía total para el cáncer de colon mediante un modelo de decisión de Markov específico para mutaciones. DISEÑO: Simulación de la supervivencia y la aparición metacrónica de cáncer colorrectal en pacientes con mutaciones MLH1, MSH2 o MSH6 sometidos a colectomía segmentaria o total. ENTORNO: Bases de datos nacionales, revisión de la literatura. PACIENTES: Pacientes simulados con cáncer colorrectal hereditario no poliposo. PRINCIPALES MEDIDAS DE RESULTADO: Supervivencia global, años de vida ajustados por calidad basados en estados de utilidad específicos del procedimiento (colectomía segmentaria 0,99, colectomía total 0,95). RESULTADOS: Entre los pacientes de 25 años, la colectomía total ofreció menos de un año de aumento de la supervivencia media en comparación con la resección segmentaria en todas las mutaciones ( MLH1: 0,8 años, MSH2: 0,9, MSH6: 0,3). Esta diferencia en la supervivencia disminuyó con el aumento de la edad. La resección segmentaria ofreció un pequeño aumento en los años de vida ajustados por calidad en comparación con la colectomía total en todas las edades. Esta diferencia fue mayor para MSH6 (0,9 años frente a MLH1 : 0,6 y MSH2 : 0,4 a los 25 años), especialmente en las edades más jóvenes de diagnóstico. En un análisis de sensibilidad, los estados de utilidad más bajos de la colectomía total dieron lugar a mayores aumentos en los años de vida ajustados por calidad con la colectomía segmentaria en todas las mutaciones. LIMITACIONES: Los datos sobre el riesgo de cáncer metacrónico no distinguen entre cánceres de colon y recto y se extrapolan más allá de los 70 años. CONCLUSIONES: La colectomía segmentaria y la colectomía total ofrecen resultados similares en cuanto a la supervivencia y los años de vida ajustados por calidad. Con la disminución del riesgo de cánceres metacrónicos, los pacientes con mutaciones MSH6 de todas las edades pueden preferir la resección segmentaria debido a los mayores años de vida ajustados por calidad y los menores beneficios de supervivencia de la colectomía total en comparación con los pacientes MLH1 y MSH2 . La estrategia quirúrgica en pacientes con cáncer colorrectal hereditario no poliposo debe individualizarse, y este estudio muestra que las diferencias específicas de la mutación en la supervivencia y los años de vida ajustados por calidad son pequeñas. ( AI-generated translation )