Daniel Wayne Eller
Research Communications Librarian, School of Medicine - Lane Medical Library
Current Role at Stanford
Research Communications Librarian
Education & Certifications
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PhD (Candidate), Dominican University, Information Studies
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MLIS, University of Oklahoma, Library and Information Science
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MATS, Bethel University, Theological Studies
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BA, Oral Roberts University, Psychology
All Publications
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From Lesion to Decision: AI for ARIA Detection and Predictive Imaging in Alzheimer's Disease.
Biomedicines
2025; 13 (11)
Abstract
Background: Alzheimer's disease (AD) remains the leading cause of dementia worldwide, with anti-amyloid monoclonal antibodies (MABs) marking a significant advance as the first disease-modifying therapies. Their use, however, is limited by amyloid-related imaging abnormalities (ARIA), which appear as vasogenic edema or effusion (ARIA-E) and hemosiderin-related changes (ARIA-H) on MRI. Variability in imaging protocols, subtle early findings, and the lack of standardized risk models challenge detection and management. Methods: This narrative review summarizes current artificial intelligence (AI) applications for ARIA detection and risk prediction. A comprehensive literature search across PubMed, Embase, and Scopus identified studies focusing on MRI-based AI analysis, lesion quantification, and predictive modeling. Results: The evidence is organized into six thematic domains: ARIA definitions, imaging challenges, foundations of AI in neuroimaging, detection tools, predictive frameworks, and future perspectives. Conclusions: AI offers promising avenues to standardize ARIA evaluation, improve lesion quantification, and enable individualized risk prediction. Progress will depend on multicenter datasets, shared frameworks, and prospective validation. Ultimately, AI-driven neuroimaging may transform how treatment-related complications are monitored in the era of anti-amyloid therapy.
View details for DOI 10.3390/biomedicines13112739
View details for PubMedID 41301832
View details for PubMedCentralID PMC12650076
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The impact of library visits on undergraduate student GPA: The vital role of the library as a contributor to student success
JOURNAL OF ACADEMIC LIBRARIANSHIP
2025; 51 (3)
View details for DOI 10.1016/j.acalib.2025.103040
View details for Web of Science ID 001448042700001
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Shrunken Median Location Effect Estimates: An Application to Immuno-Oncology
Journal of Probability and Statistics
2025; 2025 (1): 6
View details for DOI 10.1155/jpas/1856034
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Bibliometrics and Pentecostal Scholarship A Review of Trends in Pneuma
PNEUMA
2023; 45 (1): 78-101
View details for DOI 10.1163/15700747-bja10084
View details for Web of Science ID 001021542500006
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New Horizons for the Individual Research Consultation: Critical Hermeneutics and Habermas’ Goal of Intersubjective Agreement
InterActions: UCLA Journal of Education and Information Studies
2023; 18 (1): 16
View details for DOI 10.5070/D418159162
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Transparency and the future of semantic searching in academic libraries
Information Services and Use
2022; 42 (3-4)
View details for DOI 10.3233/ISU-220175
https://orcid.org/0000-0002-8399-2759