Organization profile
Organization profile
The Structural Analysis of Biomedical Ontologies Center (SABOC) is an interdisciplinary research center linking computer science and medicine. It deals with medical terminologies and ontologies, a subject of study that is a sub-field of Medical Informatics. Many biomedical terminologies are measured in the tens of thousands to hundreds of thousands of terms, including drug names and their chemical ingredients, symptoms, diagnoses, body parts, medical procedures, medical devices, infectious agents and accidents, among others. Understanding these terms and finding inconsistencies with textual representations is difficult, and we therefore use graphical representations: biomedical terminologies appear as networks in which the terms are symbolized as boxes and the relationships between pairs of terms are symbolized as arrows. Without a sophisticated approach, visualizing these networks on a computer screen can lead to failure. The core research efforts of SABOC are to develop small abstraction networks that summarize large biomedical terminologies; to visualize abstraction networks on a computer screen in a manner that is easier to comprehend than the original terminologies; and to perform quality assurance on the original terminologies by using the abstraction networks to find and remove inconsistencies. As biomedical terminologies are increasingly used in applications such as electronic health records, ensuring that terminologies are free of inconsistencies helps ensure the correctness of these applications. SABOC is currently funded by a three-year, $1.75 million grant from the National Institutes of Health.
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Collaborations and top research areas from the last five years
Profiles
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James Geller
- Structural Analysis of Biomedical Ontologies Center - Professor
- Data Science - Professor
Person
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Yehoshua Perl
- Computer Science - Professor
- Structural Analysis of Biomedical Ontologies Center - Director
Person
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Applying Student Knowledge for Success in Cybersecurity and Data Science
Geller, J. (PI)
10/15/21 → 9/30/27
Project: Research project
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Taxonomies Supporting Orientation, Navigation and Auditing of Terminologies
Perl, Y. (PI)
U.S. National Library of Medicine
9/1/07 → 8/31/11
Project: Research project
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RUI: Efficient Reasoning with Massive Parallelism and Hybrid Techniques
Geller, J. (PI)
5/15/92 → 10/31/93
Project: Research project
Research output
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Enhancing Patient Comprehension of Discharge Notes with a Retrieval-Augmented LLM Approach
Dehkordi, M. K. H., Lu, J., Perl, Y. & Deek, F. P., 2025, Proceedings - 2025 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2025. Liu, J., Huang, J., Wang, X., Zhang, F., Zou, X., Tian, T., Hu, X., Hu, B. & Xiong, Y. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 6966-6973 8 p. (Proceedings - 2025 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2025).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
1 Link opens in a new tab Scopus citations -
Fake News Detection and Behavioral Analysis: Case of COVID-19
Li, C. Y., Chun, S. A., Kollapally, N. M. & Geller, J., Jan 1 2025, Detecting Online Propaganda and Misinformation. World Scientific Publishing Co. Pte Ltd, p. 47-80 34 p.Research output: Chapter in Book/Report/Conference proceeding › Chapter
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Improving Large Language Models’ Summarization Accuracy by Adding Highlights to Discharge Notes: Comparative Evaluation
Koohi Habibi Dehkordi, M., Perl, Y., Deek, F. P., He, Z., Keloth, V. K., Liu, H., Elhanan, G. & Einstein, A. J., 2025, In: JMIR Medical Informatics. 13, e66476.Research output: Contribution to journal › Article › peer-review
Open Access4 Link opens in a new tab Scopus citations
Press/Media
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Data on Big Data and Cognitive Computing Discussed by Researchers at New Jersey Institute of Technology (Fine-Tuning LLaMA2 for Summarizing Discharge Notes: Evaluating the Role of Highlighted Information)
2/10/26
1 item of Media coverage
Press/Media: Press / Media
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Association of incident dialysis modality with patient survival: a systematic review and meta-analysis
10/24/25
1 item of Media coverage
Press/Media: Press / Media
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JONATHAN KOZLIK, NJIT STUDENT ENTREPRENEUR, MAKES THE MOST OF SCHOLARSHIP
10/2/25
1 item of Media coverage
Press/Media: Press / Media