
Aaron Mueller
· Assistant ProfessorVerifiedBoston University · Computer Science
Active 1962–2025
About
Aaron Mueller is an Assistant Professor of Computer Science at Boston University. His research centers on natural language processing and machine learning, with a focus on understanding, improving, and precisely controlling the capabilities and inner workings of systems that can learn and use human language.
Research signals
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Research topics
- Medicine
- Internal medicine
- Intensive care medicine
- Emergency medicine
- Virology
- Immunology
- Pediatrics
Selected publications
Journal of cardiovascular computed tomography · 2025-07-01
article1st authorCorrespondingJournal of Cardiothoracic and Vascular Anesthesia · 2025-10-15
letterOpen accessRefining Cardiovascular Risk: Reducing Events Using Imaging-Based Treatment Strategies
Journal of cardiovascular computed tomography · 2025-07-01
article1st authorCorrespondingFrontiers in Anesthesiology · 2025-01-22
articleOpen accessObjectives This study aimed to assess the enduring impact of cross-clamp duration on postoperative sleep disturbance and functional outcomes (up to 180 days) in cardiac surgery patients. Design This is a secondary analysis of data from a randomized, double-blind trial comparing dexmedetomidine to placebo for delirium prevention (Minimizing ICU Neurological Dysfunction with Dexmedetomidine-induced Sleep). Setting Data from patients recruited at a tertiary medical center in Boston, Massachusetts, between March 2017 and February 2022 were analyzed in January 2024. Participants The study included 394 patients aged ≥60 who underwent cardiac surgery with cardiopulmonary bypass. Interventions The primary exposure was cross-clamp time, while secondary exposures included surgical type [isolated coronary artery bypass graft (CABG) or not] and dexmedetomidine randomization. Measurements and main results The primary outcome was sleep quality, assessed using the PROMIS Sleep Disturbance questionnaire at 30, 90, and 180 days postoperatively. Secondary outcomes encompassed cognitive function and health-related quality of life in various domains. Sleep quality, measured by PROMIS scores, showed improvement over time, and did not differ based on cross-clamp duration (MD 0.74 points, 95% CI: −0.57, 2.07), procedure type (MD 2.14 points, 95% CI: 0.29, 3.99), or dexmedetomidine (MD 0.9 points, 95% CI: −1.33, 1.5). However, isolated CABG patients reported sleep disturbance at all time points. Notably, extended cross-clamp time (>90 min) significantly worsened the trajectories of mental health (90-day: MD −2.37 points, 95% CI: −4.35, −0.39; 180-day: MD −2.68 points, 95% CI: −4.62, −0.73) and applied cognition (180-day: MD: −2.59 points, 95% CI: −4.49, −0.68). Conclusion Regardless of the duration of the cross-clamp, sleep quality tends to improve over time following cardiac surgery. However, cross-clamp times that last longer than 90 min have been identified as a risk factor for self-reported declines in mental health and applied cognition.
Journal of Vascular and Interventional Radiology · 2025-08-26
articleJournal of Clinical Anesthesia · 2025-02-07 · 5 citations
articleOpen accessPregnancy Hypertension · 2025-01-10
letterJournal of Neurology · 2025-05-12 · 10 citations
articleJournal of Lipid Research · 2025-12-06
articleOpen accessLipids play a crucial role in signaling, membrane dynamics, and inflammatory regulation, yet their involvement in postoperative delirium pathogenesis remains unclear. This study examined serum lipidomic alterations in postoperative delirium and assessed the effects of dexmedetomidine treatment on these changes. Lipidomic profiling was conducted at baseline and postoperative day 1 in two independent cohorts of cardiac surgery patients. Mass spectrometry-based shotgun lipidomics and targeted lipid analyses were used to assess lipidomes and oxylipins, respectively. Cardiac surgery was associated with decreased serum lysophospholipids. Postoperative delirium was associated with increased long-chain polyunsaturated fatty acid phospholipids, particularly phosphatidylethanolamines, and elevated oxylipins. Dexmedetomidine, a potential delirium-mitigating medication, reduced long-chain polyunsaturated fatty acid phospholipids. These findings highlight lipid modulation as a potential target for postoperative delirium prevention.
Journal of Neurosurgical Anesthesiology · 2025-07-31 · 1 citations
articleCorrespondingBACKGROUND: Venous air embolism (VAE) occurs when air enters the venous circulation. During nonsitting craniotomies with elevated VAE risk due to proximity to a venous sinus, our institutional practice is to employ precordial Doppler ultrasound (PDU) and transesophageal echocardiography (TEE) for monitoring, as well as central venous catheterization (CVC) for aspiration. We utilized an electronic medical record (EMR) database to assess the frequency of VAE occurrence, its clinical detection, and the use of VAE-specific monitoring modalities. METHODS: EMR review identified all patients who underwent nonsitting craniotomies for an intracranial tumor. To identify episodes of VAE occurrence, the EMR was screened for intraoperative VAE events as determined by clinical diagnosis (cVAE) as well as an EtCO 2 drop >20% over a 2-minute interval, concerning for suspected VAE (sVAE). To identify patients who had VAE-specific monitoring, the EMR was scanned for placement of a CVC, TEE, or PDU. RESULTS: Three thousand nine hundred forty-five patients underwent a craniotomy for resection of tumor, and 3531 met study inclusion criteria. There were 14 episodes of intraoperative VAE diagnosed by a clinician (cVAE) and 86 episodes of suspected VAE (sVAE) based on review of anesthesia records for significant changes in EtCO 2 . There were 261 cases that used VAE-specific monitoring, with minimal overlap with sVAE cases. CONCLUSIONS: We identified 100 episodes of VAE, diagnosed either clinically (cVAE) or by abrupt EtCO 2 decrease (sVAE). Our data suggest that VAE in nonsitting craniotomy often occurs in instances where VAE-specific monitoring modalities are not used, and that our ability to preoperatively identify neurosurgical cases where VAE may occur is limited.
Frequent coauthors
- 235 shared
Sarosh Rana
University of Chicago Medical Center
- 173 shared
Daniel Talmor
Beth Israel Deaconess Medical Center
- 143 shared
Avery Tung
University of Chicago
- 121 shared
Shahzad Shaefi
Beth Israel Deaconess Medical Center
- 120 shared
Sajid Shahul
University of Chicago
- 95 shared
Joana Lopes Perdigao
- 86 shared
Brian O’Gara
Harvard University
- 81 shared
Valerie Banner‐Goodspeed
Beth Israel Deaconess Medical Center
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