Faculty Bibliography

The Chatbot Assessment Reporting Tool (CHART) is a reporting guideline developed to provide reporting recommendations for studies evaluating the performance of generative artificial intelligence (AI)-driven chatbots when summarizing clinical evidence and providing health advice, referred to as Chatbot Health Advice (CHA) studies. CHART was developed in several phases after performing a comprehensive systematic review to identify variation in the conduct, reporting and methodology in CHA studies. Findings from the review were used to develop a draft checklist that was revised through an international, multidisciplinary modified asynchronous Delphi consensus process of 531 stakeholders, three synchronous panel consensus meetings of 48 stakeholders, and subsequent pilot testing of the checklist. CHART includes 12 items and 39 subitems to promote transparent and comprehensive reporting of CHA studies. These include Title (subitem 1a), Abstract/Summary (subitem 1b), Background (subitems 2ab), Model Identifiers (subitem 3ab), Model Details (subitems 4abc), Prompt Engineering (subitems 5ab), Query Strategy (subitems 6abcd), Performance Evaluation (subitems 7ab), Sample Size (subitem 8), Data Analysis (subitem 9a), Results (subitems 10abc), Discussion (subitems 11abc), Disclosures (subitem 12a), Funding (subitem 12b), Ethics (subitem 12c), Protocol (subitem 12d), and Data Availability (subitem 12e). The CHART checklist and corresponding methodological diagram were designed to support key stakeholders including clinicians, researchers, editors, peer reviewers, and readers in reporting, understanding, and interpreting the findings of CHA studies.

BACKGROUND:The Chatbot Assessment Reporting Tool (CHART) is a reporting guideline developed to provide reporting recommendations for studies evaluating the performance of generative artificial intelligence (AI)-driven chatbots when summarizing clinical evidence and providing health advice, referred to as Chatbot Health Advice (CHA) studies. METHODS:CHART was developed in several phases after performing a comprehensive systematic review to identify variation in the conduct, reporting, and methodology in CHA studies. Findings from the review were used to develop a draft checklist that was revised through an international, multidisciplinary modified asynchronous Delphi consensus process of 531 stakeholders, three synchronous panel consensus meetings of 48 stakeholders, and subsequent pilot testing of the checklist. RESULTS:CHART includes 12 items and 39 subitems to promote transparent and comprehensive reporting of CHA studies. These include Title (subitem 1a), Abstract/Summary (subitem 1b), Background (subitems 2ab), Model Identifiers (subitems 3ab), Model Details (subitems 4abc), Prompt Engineering (subitems 5ab), Query Strategy (subitems 6abcd), Performance Evaluation (subitems 7ab), Sample Size (subitem 8), Data Analysis (subitem 9a), Results (subitems 10abc), Discussion (subitems 11abc), Disclosures (subitem 12a), Funding (subitem 12b), Ethics (subitem 12c), Protocol (subitem 12d), and Data Availability (subitem 12e). CONCLUSION/CONCLUSIONS:The CHART checklist and corresponding methodological diagram were designed to support key stakeholders including clinicians, researchers, editors, peer reviewers, and readers in reporting, understanding, and interpreting the findings of CHA studies.

BACKGROUND:Metabolic dysfunction-associated steatotic liver disease (MASLD) increases risk of cardiovascular disease (CVD). Despite the high prevalence of MASLD among Hispanic populations, there is a scarcity of research on the associations between non-invasive markers of liver disease and incident CVD and all-cause mortality. In this study we investigated the association of liver related biomarkers with CVD events and all-cause mortality in a population based Hispanic/Latino cohort. METHODS:We included 15,216 participants from the Hispanic Community Health Study/Study of Latinos (HCHS/SOL) aged 18-74 years with no pre-existing CVD. The composite outcome combined incident CVD and all-cause mortality. Having "elevated ALT/AST" was defined as ALT > 40 IU/mL or AST > 37 IU/mL for males, and ALT or AST > 31 IU/mL for females. We estimated adjusted hazard ratios (HR) and 95% confidence intervals (CI) relating our composite outcome to elevated ALT/AST, FIB-4 and MASLD. Using interaction terms, we assessed whether the relationship between elevated ALT/AST and the composite outcome differed by MASLD status. RESULTS:The study population was 40 years old on average, 52.7% female and had 740 CVD or all-cause mortality events. Elevated FIB-4 had the strongest association with incident CVD or all-cause mortality (comparing FIB-4 > 2.67 versus ≤ 2.67, HR:3.47; CI:2.34-5.14). Elevated AST was found to be associated with incident CVD or all-cause mortality (HR:1.53; CI:1.14-2.05). MASLD was not associated with incident CVD or all-cause mortality (HR:1.14; CI: 0.94-1.40), but it was associated with incident CVD alone (HR:1.69; CI:1.19-2.39). The relationship between elevated ALT/AST and incident or all-cause mortality was modified by MASLD, such that the strongest association between elevated ALT/AST and incident CVD or all-cause mortality was in the absence of MASLD (HR:1.95; CI:1.20-3.18). CONCLUSIONS:Among Hispanic adults FIB-4 was strongly associated with CVD or all-cause mortality and among persons without MASLD, elevated ALT/AST were associated with CVD or all-cause mortality.

INTRODUCTION/UNASSIGNED:Gait is a critical indicator of neurological health, with changes often signaling underlying decline. We developed a remote gait monitoring protocol using off-the-shelf shoe-based sensors (RunScribe) to assess gait parameters in real-world home settings. This protocol, known as Gait Assessment with Innovative Technologies - Home-based Use and Benefit (GAIT-HUB), was tested in individuals with multiple sclerosis (MS), a population at high risk for gait impairment due to the disease's variable progression. METHODS/UNASSIGNED:Participants with MS completed an in-clinic baseline gait assessment using a validated sensor (G-Sensor®) and three weekly, remotely supervised gait assessments at home using the RunScribe sensors. Gait parameters were compared across devices using intra-class correlation coefficients (ICCs) and Bland-Altman analyses. Longitudinal reliability of remote assessments and system usability score (SUS) were evaluated. RESULTS/UNASSIGNED:Twenty-nine participants (76% women, ages 19-67, PDDS range 0-5) successfully completed the home-based assessments. High agreement between devices was observed for gait speed, stride length, and cadence (ICCs >0.90), though phases like stance and swing showed more variability. Bland-Altman analyses indicated minimal bias in most parameters. Longitudinal assessments demonstrated strong reliability (ICCs >0.87) for key metrics, and SUS indicated good-to-excellent usability of the remote protocol. CONCLUSION/UNASSIGNED:The GAIT-HUB protocol enables reliable and feasible home-based gait monitoring using wearable sensors that patients can easily self-apply. This approach provides valuable insights into daily mobility patterns beyond clinical visits, supporting more precise and timely assessments of functional status between appointments and offering the potential for seamless integration into telemedicine routine care.

INTRODUCTION/UNASSIGNED:Current disability questions used in many US federal surveys exclusively measure disability as having 1 or more of 6 functional limitations. This strategy is at odds with who is disabled as some disabled people do not experience these limitations. METHODS/UNASSIGNED:Using data from a nationally representative survey of 2169 adults, this study describes the potential of a comprehensive disability status question to improve the measurement of disability. RESULTS/UNASSIGNED:Results from this study demonstrate that a comprehensive disability status question successfully identifies disabled people who both do, and do not, experience limitations. CONCLUSION/UNASSIGNED:These findings suggest that a single comprehensive disability status question may provide a viable and more inclusive alternative to identifying the disabled population in US federal surveys.

IMPORTANCE/UNASSIGNED:Acute necrotizing encephalopathy (ANE) is a rare, but severe, neurologic condition for which epidemiologic and management data remain limited. During the 2024-2025 US influenza season, clinicians at large pediatric centers anecdotally reported an increased number of children with influenza-associated ANE, prompting this national investigation. OBJECTIVE/UNASSIGNED:To understand the clinical presentation, interventions, and outcomes among US children diagnosed with influenza-associated ANE. DESIGN, SETTING, AND PARTICIPANTS/UNASSIGNED:This study was a multicenter case series of children diagnosed with ANE with longitudinal follow-up. A call for cases was issued via academic societies, public health agencies, and by directly contacting pediatric specialists at 76 US academic centers, requesting cases between October 1, 2023, and May 30, 2025. Inclusion criteria required acute encephalopathy with radiologic evidence of acute thalamic injury and laboratory confirmation of influenza infection in individuals aged 21 years or younger. EXPOSURE/UNASSIGNED:Influenza-associated ANE. MAIN OUTCOMES AND MEASURES/UNASSIGNED:Presenting symptoms, vaccination history, laboratory and genetic findings, interventions, and clinical outcomes, including modified Rankin Scale score (0: no symptoms; 1-2: mild disability; 3-5: moderate to severe disability; 6: death), length of stay, and functional outcomes. RESULTS/UNASSIGNED:Of 58 submitted cases, 41 cases (23 females; median age, 5 years [IQR, 2-8]) from 23 US hospitals met inclusion criteria. Thirty-one cases (76%) had no significant medical history; 5 (12%) were medically complex. Clinical presentation included fever in 38 patients (93%), encephalopathy in 41 (100%), and seizures in 28 (68%). Thirty-nine patients (95%) had influenza A (14 with A/H1pdm/2009, 7 with A/H3N2, and 18 with no subtype) and 2 had influenza B. Laboratory deviations included elevated liver enzymes (78%), thrombocytopenia (63%), and elevated cerebrospinal fluid protein (63%). Among 32 patients (78%) with genetic testing, 15 (47%) had genetic risk alleles potentially related to risk of ANE including 11 (34%) with RANBP2 variants. Among 38 patients with available vaccination history, only 6 (16%) had received age-appropriate seasonal influenza vaccination. Most patients received multiple immunomodulatory treatments, including methylprednisolone (95%), intravenous immunoglobulin (66%), tocilizumab (51%), plasmapheresis (32%), anakinra (5%), and intrathecal methylprednisolone (5%). Median intensive care unit and hospital lengths of stay were 11 days (IQR, 4-19) and 22 days (IQR, 7-36), respectively. Eleven patients (27%) died a median of 3 days (IQR, 2-4) from symptom onset, primarily from cerebral herniation (91%). Among the 27 survivors with 90-day follow-up, 63% had at least moderate disability (modified Rankin Scale score ≥3). CONCLUSIONS AND RELEVANCE/UNASSIGNED:In this case series of children with influenza-associated ANE from the 2 most recent influenza seasons in the US, the condition was associated with high morbidity and mortality in this cohort of predominantly young and previously healthy children. The findings emphasize the need for prevention, early recognition, intensive treatment, and standardized management protocols.

BACKGROUND:Small tectal gliomas (TGs) may be unrecognized at initial diagnosis of noncommunicating hydrocephalus, with the etiology typically attributed to idiopathic congenital aqueductal stenosis (CAS). There are 2 published cases of TGs found on follow-up imaging after treatment with endoscopic third ventriculostomy (ETV). The authors investigated for this phenomenon in a large cohort of patients with TG or CAS treated with ETV or CSF shunting. OBSERVATIONS/METHODS:The authors reviewed records at their institution from 1999 to 2024, identifying 10 patients initially diagnosed with presumed idiopathic CAS and later found to have underlying TG. Of these, 7 were younger than 1 year of age at hydrocephalus presentation. The median time from CAS to glioma diagnosis was 13 months. Reasons for repeat imaging that identified glioma included postoperative surveillance and recurrent hydrocephalus. Five (50%) lesions grew over follow-up, and 2 required chemotherapy. LESSONS/CONCLUSIONS:The authors describe the eventual emergence of TG as a probable cause of hydrocephalus in a cohort of patients initially diagnosed with CAS. As most of these cases were identified incidentally on interval imaging to evaluate adequate function of CSF diversion procedures, follow-up imaging to evaluate for tectal expansion should be considered in children, particularly infants, with a new diagnosis of idiopathic CAS. https://thejns.org/doi/10.3171/CASE24695.

Between 1919 and 1936, American physiologist Walter B. Cannon and Spanish physician Gregorio Marañón engaged in a sustained transatlantic correspondence that shed light on emerging ideas about the physiologic basis of emotion. Drawing on letters preserved at Harvard's Countway Library of Medicine and the Fundación Ortega-Marañón in Madrid, we examine how their dialogue bridged experimental physiology and clinical neuroendocrinology during a formative era in modern neuroscience. Cannon, widely known for introducing the concepts of "homeostasis" and the "fight-or-flight" response, saw in Marañón's clinical observations a compelling complement to his laboratory findings. In particular, Cannon repeatedly cited Marañón's work on the emotional effects of adrenaline, which distinguished between purely physiologic visceral reactions without subjective emotion ("cold emotion") and full subjective emotional states ("hot emotion"). This nuanced differentiation anticipated later cognitive and constructivist theories of emotion. Their exchange helped shape foundational concepts in affective and autonomic neuroscience by linking internal affective states to neuroendocrine mechanisms and observable bodily responses. These ideas would later cohere in Cannon's The Wisdom of the Body (1932), where traces of their correspondence are evident. Beyond their scientific importance, the Cannon-Marañón letters offer a rare window into the international and interdisciplinary networks that shaped biomedical thought in the early 20th century. It also reflects broader commitments because both men had a relevant political involvement. By recovering this epistolary exchange, we shed light on an overlooked chapter in the history of neuroscience and the enduring value of scientific dialogue.

BACKGROUND AND OBJECTIVES/OBJECTIVE:-related disorders, although descriptions are limited. We aimed to determine trajectories and outcomes of development and adaptive function. METHODS:-containing 2q24.3 copy number variants (CNVs) were considered separately. We collected medical and developmental history from parents/caregivers and medical records. Adaptive function and behavior were characterized using functional classification system levels and Vineland Adaptive Behavior Scales-3 (VABS-3) Parent/Caregiver Form. We repeated analyses on individuals with variants known to result in gain-of-function (GOF, typically EO phenotypes) or loss-of-function (LOF, typically LO phenotypes). RESULTS:< 0.01). Analyses of individuals with confirmed GOF/LOF variants (n = 57) showed similar results to the EO/LO analyses. DISCUSSION/CONCLUSIONS:-related disorders is extremely broad. Phenotypic subgroups provide prognostic information and critically inform clinical trial design.