Study · October 13, 2026 · medRxiv preprint · submitting authorFeatured
RadKev: a decision model built for radiology.
RadKev is an open-weight AI model for radiology decisions with a fixed set of answers. It can run inside an institution, returns probabilities in one step, and was evaluated against general decision models and language models across fifteen tasks.
Details and sources (3)
An open-weight model for fixed-choice radiology decisions
Study · September 29, 2026 · ASTRO 2026 · Poster 3104 · BostonFeatured
The human side of adaptive radiotherapy.
Adaptive radiotherapy adjusts treatment to the anatomy seen on the day. But before a plan can adapt, a person has to decide where the treatment target begins and ends. This work examines how those decisions vary across clinical specialties.
Details and sources (2)
Characterizing contouring uncertainty across clinical specialties in CBCT-guided online adaptive partial breast irradiation
Inter-Observer Variability of Clinical Target Volume Delineation In Cone Beam CT-Guided Online Adaptive Accelerated Partial Breast Irradiation
presenting author. Published digital poster Presenter: Udbhav S. Ram.
Details and sources (4)
Presenter: Udbhav S. Ram
Program: PO-DPV-T-14
Interobserver Variability in Clinical Target Volume Delineation for Online Adaptive Accelerated Partial Breast Irradiation
Inter-observer variability of clinical target volume delineation in cone beam CT-guided online adaptive accelerated partial breast irradiation
Collection: Research record
Collection record title: Inter-Observer Variability of Clinical Target Volume Delineation In Cone Beam CT-Guided Online Adaptive Accelerated Partial Breast Irradiation
presenting author · Presenter: Udbhav S. Ram. Published digital poster
July 19, 2026 – July 22, 2026 · 2026 Joint AAPM | COMP Annual Meeting & Exhibition · digital-only poster
Meeting dates; digital-only poster with no dedicated physical session
Meeting dates; digital-only poster with no dedicated physical session · Interobserver Variability in Clinical Target Volume Delineation for Online Adaptive Accelerated Partial Breast Irradiation · Inter-observer variability of clinical target volume delineation in cone beam CT-guided online adaptive accelerated partial breast irradiation
A graduation Q&A about early mentorship from Ben Davis-Purcell, health physics, and representing undergraduates at the UAB–McMaster partnership meeting.
Details and sources (2)
Edition title (McMaster Faculty of Science · 2026-05-20): Convocation countdown with…Udbhav Ram
Edition summary (McMaster Faculty of Science · 2026-05-20): A graduation Q&A about early mentorship from Ben Davis-Purcell, health physics, and representing undergraduates at the UAB–McMaster partnership meeting.
Interview subject
Collection: Media and institutional profiles
Collection record title: Convocation countdown with Udbhav Ram
Udbhav Ram’s co-op supervisors flew in from Alabama to give him an award
McMaster profiles the Science Co-op Student of the Year recognition, the surprise visit by Joel Pogue and Carlos Cardenas, and Udi’s work mentoring students through applications and international placements.
Details and sources (3)
Edition title (McMaster News · 2026-03-31): Udbhav Ram’s co-op supervisors flew in from Alabama to give him an award
Edition summary (McMaster News · 2026-03-31): McMaster profiles the Science Co-op Student of the Year recognition, the surprise visit by Joel Pogue and Carlos Cardenas, and Udi’s work mentoring students through applications and international placements.
By Danielle Gallant
Featured subject and award recipient
Published March 31, 2026. The Ontario co-op award mentioned in the story was a nomination.
Edition title (McMaster Science Careers & Experience Centre · 2026-03-18): A moment worth flying for – Udbhav Ram’s extraordinary co-op experience
Edition summary (McMaster Science Careers & Experience Centre · 2026-03-18): The earlier, fuller Faculty of Science account of Udi’s co-op award and peer mentorship. Group with the March 31 McMaster News adaptation.
Collection: Media and institutional profiles
Collection record title: Udbhav Ram’s co-op supervisors flew in from Alabama to give him an award
Follow-up imaging asks clinicians to understand what has changed since treatment. This project brings earlier treatment contours into the follow-up magnetic-resonance image so that history is easier to review.
Details and sources (1)
Fusing pre-radiotherapy brain-metastasis contours with follow-up MRI
Software · Open evaluation infrastructure · active 2026Featured
MedPhysBench
Deterministic graders, safety gates, sealed task views, and versioned packs for evaluating medical-physics AI and agent systems within a declared tool-and-policy setup.
Details and sources (2)
Benchmark performance does not establish clinical competence.
Software · Research workflow · synthetic demonstrationFeatured
ProtocolIQ
A clinician-reviewed protocol-candidate workflow with explicit deferral, audit, and rollback boundaries. The demonstration uses placeholder input rather than a clinical record.
Details and sources (1)
Research software—not an autonomous protocol selector or a clinical device.
Work with Dr. Ran Zhang on radiology-specialized 9B and 27B models, continued training, and constrained-option probability outputs. Public model cards and evaluation artifacts show both gains and weaknesses.
Details and sources (2)
A pre-registered research evaluation, not a diagnostic device; external checks did not establish a clear 27B advantage.
Search and planning across 946 sessions and 6,931 presentations, with source-backed venue guidance and a 128,237-record public research archive spanning 2003–2025.
Details and sources (2)
The app uses frozen public snapshots with visible retrieval cutoffs; it is independent and not affiliated with RSNA.
AI-based framework to fuse pre-RT brain metastases contours with follow-up MRI to improve post-RT assessment
Co-author. Published in Neuro-Oncology Practice.
Details and sources (1)
Authors: Yogesh Kumar, Kayla L. Steed, Ho-Hsin Chang, Udbhav Ram, Gaurav N. Rathi, Katherine A. Heinzman, Ritish Nedunoori, Farnaz Rahim Li, Richard A. Popple, Rex Cardan, Christopher D. Willey, Drexell H. Boggs, John B. Fiveash, Carlos E. Cardenas
First published online 2025-12-17; journal issue 2026-06.
Neuro-Oncology Practice 13(3), 497–505. DOI: 10.1093/nop/npaf126.
Paper · 2025-12 · Journal of Applied Clinical Medical PhysicsFeatured
Dosimetric evaluation of Ethos 2.0 high-fidelity mode for single-isocenter SRS
First author. Published in Journal of Applied Clinical Medical Physics.
Details and sources (1)
Authors: Udbhav S. Ram, Richard A. Popple, John B. Fiveash, Katherine A. Heinzman, Yogesh Kumar, Natalie N. Viscariello, Courtney B. Stanley, Dennis N. Stanley, Carlos E. Cardenas, Joel A. Pogue
First published online 2025-11-21; journal issue 2025-12.
Journal of Applied Clinical Medical Physics 26(12), e70370. DOI: 10.1002/acm2.70370.
Presentation · October 31, 2025 · 2025 Physics and Astronomy Congress · Invited poster presentationFeatured
Evaluation of Ethos 2.0 High-Fidelity Mode for Multi-Met, Single-Isocenter Stereotactic Radiotherapy: A Semi-Automated Comparative Analysis
Invited poster presenter. Presented Presenter: Udbhav Ram, University of Alabama at Birmingham.
Details and sources (9)
Presenter: Udbhav Ram, University of Alabama at Birmingham
Program: Session undefined
Dosimetric Evaluation of Ethos 2.0 High-Fidelity Mode for Single-Isocenter SRS
Evaluation of Ethos 2.0 High-Fidelity Mode for Multi-Met, single-isocenter stereotactic radiotherapy: A semi-automated comparative analysis
Evaluating second generation ETHOS automated treatment planning software on stereotactic radiosurgery cases
Collection: Research record
Collection record title: Evaluation of Ethos 2.0 High-Fidelity Mode for Multi-Met, Single-Isocenter Stereotactic Radiotherapy: A Semi-Automated Comparative Analysis
Invited poster presenter · Presenter: Udbhav Ram, University of Alabama at Birmingham. Presented
October 31, 2025 · 2025 Physics and Astronomy Congress · Invited poster presentation
Dosimetric Evaluation of Ethos 2.0 High-Fidelity Mode for Single-Isocenter SRS · Evaluation of Ethos 2.0 High-Fidelity Mode for Multi-Met, single-isocenter stereotactic radiotherapy: A semi-automated comparative analysis · Evaluating second generation ETHOS automated treatment planning software on stereotactic radiosurgery cases
Presentation · July 27, 2025 – July 30, 2025 · AAPM 67th Annual Meeting & Exhibition · digital-only posterFeatured
Dosimetric Comparison of 6X and 10X Flattening Filter-Free Photon Beams on a Truebeam Linac Using the Eclipse TPS
presenting author. Presented Presenter: Udbhav S. Ram.
Details and sources (4)
Presenter: Udbhav S. Ram
Program: PO-GPV-T-244
Dosimetric Comparison of 6X and 10X Flattening Filter-Free Photon Beams on a TrueBeam Linac Using the Eclipse TPS
Collection: Research record
Collection record title: Dosimetric Comparison of 6X and 10X Flattening Filter-Free Photon Beams on a Truebeam Linac Using the Eclipse TPS
presenting author · Presenter: Udbhav S. Ram. Presented
July 27, 2025 – July 30, 2025 · AAPM 67th Annual Meeting & Exhibition · digital-only poster
Meeting date range; digital poster, no physical session
Meeting date range; digital poster, no physical session · Dosimetric Comparison of 6X and 10X Flattening Filter-Free Photon Beams on a TrueBeam Linac Using the Eclipse TPS
Presentation · July 27, 2025 · AAPM 67th Annual Meeting & Exhibition · Blue Ribbon PosterFeatured
Improving TG-263 Target Name Compliance Using Locally-Hosted Large Language Models
presenting author. Presented Presenter: Udbhav S. Ram.
Details and sources (4)
Presenter: Udbhav S. Ram
Program: SU-330-BRP-12
Improving TG-263 target name compliance using locally-hosted Large Language Models
Collection: Research record
Collection record title: Improving TG-263 Target Name Compliance Using Locally-Hosted Large Language Models
presenting author · Presenter: Udbhav S. Ram. Presented
July 27, 2025 · AAPM 67th Annual Meeting & Exhibition · Blue Ribbon Poster
Blue Ribbon Poster, AAPM 2025
exact program viewing/discussion date
Blue Ribbon Poster, AAPM 2025 · exact program viewing/discussion date · Improving TG-263 target name compliance using locally-hosted Large Language Models
Media · 2025-06-09 · UAB Heersink School of Medicine
Cardenas receives McMaster Co-op Emerging Employer of the Year Award
The mentor-award feature follows the development of Udi’s co-op placement, research collaboration and return to Birmingham for a second placement in 2025.
Details and sources (3)
Edition title (UAB Heersink School of Medicine · 2025-06-09): Cardenas receives McMaster Co-op Emerging Employer of the Year Award
Edition summary (UAB Heersink School of Medicine · 2025-06-09): The mentor-award feature follows the development of Udi’s co-op placement, research collaboration and return to Birmingham for a second placement in 2025.
By Jay Dial
Nominator and quoted co-op student; Carlos Cardenas is the award recipient
Edition title (McMaster Science Careers & Experience Centre · 2025-04-03): Recognizing Excellence in Science: 2024 Co-op Employer of the Year Awards
Edition summary (McMaster Science Careers & Experience Centre · 2025-04-03): McMaster’s award roundup describes Udi’s nomination of Carlos Cardenas, including clinical shadowing, research mentorship and support for the UAB–McMaster ambassador role.
Nominator and quoted student in a multi-recipient roundup
Coverage of the 2024 work-term award cycle, published in 2025.
Collection: Media and institutional profiles
Collection record title: Cardenas receives McMaster Co-op Emerging Employer of the Year Award
The story documents Udbhav’s nomination of mentor Carlos Cardenas and the continuing UAB-McMaster collaboration.
UAB Heersink School of Medicine, 2025
Collection record title: Recognizing Excellence in Science: 2024 Co-op Employer of the Year Awards
Employer and supervisor recognition presented as context for the broader co-op program.
Presentation · March 20, 2025 · 2025 Radiosurgery Society Scientific Meeting · Poster presentationFeatured
Evaluation of High-Fidelity Mode for Semi-Automated Multi-Met, Single-Isocenter Stereotactic Radiosurgery Planning Using the Ethos 2.0 Planning System
First author; coauthored presentation. Conference program record Presenter: Carlos E. Cardenas, PhD.
Details and sources (5)
Presenter: Carlos E. Cardenas, PhD
Collection: Research record
Collection record title: Evaluation of High-Fidelity Mode for Semi-Automated Multi-Met, Single-Isocenter Stereotactic Radiosurgery Planning Using the Ethos 2.0 Planning System
First author; coauthored presentation · Presenter: Carlos E. Cardenas, PhD. Conference program record
March 20, 2025 · 2025 Radiosurgery Society Scientific Meeting · Poster presentation
Assessing quantitative performance and expert review of multiple deep learning-based frameworks for computed tomography-based abdominal organ auto-segmentation
First author. Published in Intelligent Oncology.
Details and sources (2)
Authors: Udbhav S. Ram, Joel A. Pogue, Michael Soike, Neil T. Pfister, Rojymon Jacob, Carlos E. Cardenas
First published online 2025-03-19; journal issue 2025-04.
Media · 2025-01 · AAPM Newsletter, Volume 50, No. 1
EDIC Sessions at the 2024 AAPM Annual Meeting
Heather Whitney’s report names Udi as the undergraduate Best Poster Presentation winner for his Ethos 2.0 high-fidelity stereotactic-radiotherapy project.
Details and sources (1)
Edition title (AAPM Newsletter, Volume 50, No. 1 · 2025-01): EDIC Sessions at the 2024 AAPM Annual Meeting
Edition summary (AAPM Newsletter, Volume 50, No. 1 · 2025-01): Heather Whitney’s report names Udi as the undergraduate Best Poster Presentation winner for his Ethos 2.0 high-fidelity stereotactic-radiotherapy project.
By Heather Whitney
Named Best Poster Presentation winner
A January/February 2025 report of the 2024 competition award.
Study · 2025 · First-author journal article · JACMPFeatured
A closer look at the treatment plan.
For people with multiple brain metastases, a radiation plan needs to cover the targets while limiting dose outside them. This study asks how high-fidelity planning and control rings change that balance on Ethos 2.0.
Details and sources (2)
Dosimetric evaluation of Ethos 2.0 high-fidelity mode for single-isocenter SRS
Study · 2025 · First-author journal article · Intelligent OncologyFeatured
A contour has to work for a person.
Good overlap scores are useful, but they do not tell the whole story of an automatically drawn organ. This head-to-head study pairs quantitative evaluation with blinded physician review.
Details and sources (2)
Quantitative performance and expert review of deep-learning frameworks for abdominal-organ segmentation
Beam energy affects more than delivery speed. This planning-and-phantom study asks how the choice between two flattening-filter-free photon beams changes lung-treatment dosimetry and efficiency.
Details and sources (1)
Dosimetry and delivery efficiency of 6X-FFF versus 10X-FFF for lung SBRT
A treatment-target name is a small piece of text with a large job: it has to preserve clinical intent while fitting a shared naming convention. This project explores where local language models can help, and where a clinician still needs to look closely.
Details and sources (2)
Locally hosted language models for radiation-oncology naming quality assurance
Undergrad adds ‘international visiting scholar in radiation oncology’ to jam-packed résumé
A profile connecting Udi’s UAB research with earlier experiences in race engineering, biomedical research, software development and science-policy outreach.
Details and sources (3)
Edition title (McMaster News · 2024-07-31): Undergrad adds ‘international visiting scholar in radiation oncology’ to jam-packed résumé
Edition summary (McMaster News · 2024-07-31): A profile connecting Udi’s UAB research with earlier experiences in race engineering, biomedical research, software development and science-policy outreach.
By Jay Robb
Featured subject
Edition title (McMaster Faculty of Science · 2024-07-30): International visiting scholar at the University of Alabama at Birmingham the latest of many achievements for McMaster Science undergrad
Edition summary (McMaster Faculty of Science · 2024-07-30): The original Faculty of Science profile, adapted by McMaster News the next day. Retain as an additional edition within the same story card.
Collection: Media and institutional profiles
Collection record title: Undergrad adds ‘international visiting scholar in radiation oncology’ to a jam-packed résumé
Evaluation of Ethos 2.0 High-Fidelity Mode for Multi-Met, Single-Isocenter Stereotactic Radiotherapy: A Semi-Automated Comparative Analysis
presenting author. Presented Presenter: Udbhav S. Ram.
Details and sources (4)
Presenter: Udbhav S. Ram
Program: TU300-GPD(B)-LOUNGE-149
Evaluating second generation ETHOS automated treatment planning software on stereotactic radiosurgery cases
Collection: Research record
Collection record title: Evaluation of Ethos 2.0 High-Fidelity Mode for Multi-Met, Single-Isocenter Stereotactic Radiotherapy: A Semi-Automated Comparative Analysis
presenting author · Presenter: Udbhav S. Ram. Presented
Outstanding Poster Presentation, 2024 Society of Physics Students–AAPM undergraduate research competition
exact program viewing/discussion date
Outstanding Poster Presentation, 2024 Society of Physics Students–AAPM undergraduate research competition · exact program viewing/discussion date · Evaluating second generation ETHOS automated treatment planning software on stereotactic radiosurgery cases
exact program viewing/discussion date · Head-to-Head Comparison of State-of-the-Art AutoML Segmentation Frameworks Using Publicly Available Data · Head-to-head comparison of state-of-the-art AutoML segmentation frameworks using publicly available data
Media · 2024-06-28 · UAB Heersink School of Medicine
International student from McMaster University and mentor drive changes in medicine through AI
UAB explores Udi’s collaboration with Carlos Cardenas on segmentation, planning-system evaluation and AI quality assurance, alongside his undergraduate ambassador role.
Details and sources (2)
Edition title (UAB Heersink School of Medicine · 2024-06-28): International student from McMaster University and mentor drive changes in medicine through AI
Edition summary (UAB Heersink School of Medicine · 2024-06-28): UAB explores Udi’s collaboration with Carlos Cardenas on segmentation, planning-system evaluation and AI quality assurance, alongside his undergraduate ambassador role.
By Mary Ashley Canevaro
Featured researcher and undergraduate ambassador
The UAB article is dated June 28, 2024; the collaboration showcase video was uploaded that September.
Collection: Media and institutional profiles
Collection record title: International student and mentor drive changes in medicine through AI
Presentation · June 5, 2024 · 70th COMP Annual Scientific Meeting · Oral presentation in Science Spoken Succinctly (S3) research communication competitionFeatured
Evaluation of Ethos 2.0 High-Fidelity Mode for Multi-Met, single-isocenter stereotactic radiotherapy: A semi-automated comparative analysis
S3 competition presenter. Conference program record Presenter: Udbhav Ram.
Details and sources (5)
Presenter: Udbhav Ram
Program: Session 87
Collection: Research record
Collection record title: Evaluation of Ethos 2.0 High-Fidelity Mode for Multi-Met, single-isocenter stereotactic radiotherapy: A semi-automated comparative analysis
S3 competition presenter · Presenter: Udbhav Ram. Conference program record
June 5, 2024 · 70th COMP Annual Scientific Meeting · Oral presentation in Science Spoken Succinctly (S3) research communication competition
Presentation · July 23, 2023 – July 26, 2023 · AAPM 65th Annual Meeting & Exhibition · ePoster viewingFeatured
Assessing Efficacy of Deep Learning-Based Auto-Contouring for Abdominal Normal Tissues
presenting author. Presented Presenter: Udbhav S. Ram.
Details and sources (3)
Presenter: Udbhav S. Ram
Program: PO-GePV-D-39
Assessing efficacy of deep learning-based auto-contouring for abdominal normal tissues
Assessing Efficacy of Multiple, State Of The Art, Deep Learning Models in Abdominal Organ Auto-Segmentation
Collection: Research record
Collection record title: Assessing Efficacy of Deep Learning-Based Auto-Contouring for Abdominal Normal Tissues
presenting author · Presenter: Udbhav S. Ram. Presented
July 23, 2023 – July 26, 2023 · AAPM 65th Annual Meeting & Exhibition · ePoster viewing
Viewing period for one ePoster
Viewing period for one ePoster · Assessing efficacy of deep learning-based auto-contouring for abdominal normal tissues · Assessing Efficacy of Multiple, State Of The Art, Deep Learning Models in Abdominal Organ Auto-Segmentation
Second place overall talk, PhUnC 2023 (speaker-reported)
Second place overall talk, PhUnC 2023 (speaker-reported) · Abdominal organs auto-segmentation to reduce patient-wait times in radiation oncology treatment starts · Abdominal Multi-Organ Segmentation using Deep learning to enable enhanced workflows for LMIC
Presentation · October 29, 2022 · Canadian Undergraduate Physics Conference (CUPC 2022) · Oral presentation, Biomedical Physics sessionFeatured
Abdominal Organs Auto-Segmentation to Reduce Patient-Wait Times in Radiation Oncology Treatment Starts
Presenting first author. Presented Presenter: Udbhav Ram.
Details and sources (5)
Presenter: Udbhav Ram
Abdominal organs auto-segmentation to reduce patient-wait times in radiation oncology treatments
Abdominal organs auto-segmentation to reduce patient-wait times in radiation oncology treatment starts
Collection: Research record
Collection record title: Abdominal Organs Auto-Segmentation to Reduce Patient-Wait Times in Radiation Oncology Treatment Starts
Presenting first author · Presenter: Udbhav Ram. Presented
October 29, 2022 · Canadian Undergraduate Physics Conference (CUPC 2022) · Oral presentation, Biomedical Physics session
Third place in Biomedical Physics oral presentation judging, CUPC 2022
Third place in Biomedical Physics oral presentation judging, CUPC 2022 · Abdominal organs auto-segmentation to reduce patient-wait times in radiation oncology treatments · Abdominal organs auto-segmentation to reduce patient-wait times in radiation oncology treatment starts
June 7, 2022 · 2022 CAP Congress · Oral undergraduate competition presentation
An augmented-reality setup to improve accuracy in surgical chronic kidney disease models · An Augmented Reality setup to improve accuracy in the 5/6 nephrectomy surgical model
Before the clinical-AI projects, biophysics offered a way to study complex biological questions through a controlled model system. This paper investigates interactions between selected compounds, synthetic membranes, and amyloid aggregates.
Details and sources (2)
Dietary compounds and amyloid aggregation in synthetic brain membranes
Developed deterministic strategy-prediction simulation, used race-weekend telemetry and performance tools, and contributed to race, performance, and strategy-engineering projects.
Details and sources (1)
Collection: Motorsports
Collection record title: Data and Strategy Intern - Arrow McLaren IndyCar
Developed deterministic strategy-prediction simulation, used race-weekend telemetry and performance tools, and contributed to race, performance, and strategy-engineering projects.
Historical · Activities and service · Clinical, research, software, and service
Earlier software-engineering roles
Biomedical researcher at St. Joseph's Healthcare Hamilton; independent deep-learning researcher with UAB Radiation Oncology; DevOps infrastructure and backend lead for WaaW Group; lead full-stack developer at Synth-Med Biotechnologies.
Details and sources (1)
Collection: Activities and service
Collection record title: Earlier software-engineering roles
Biomedical researcher at St. Joseph's Healthcare Hamilton; independent deep-learning researcher with UAB Radiation Oncology; DevOps infrastructure and backend lead for WaaW Group; lead full-stack developer at Synth-Med Biotechnologies.
Historical · Engineering and projects · Robotics and software systems
Full-stack application development
Published client/server applications, Flask and Django mathematical or deep-learning backends, Android/iOS/web frontends, and CI/CD work across Azure, Google Cloud, and AWS.
Details and sources (1)
Collection: Engineering and projects
Collection record title: Full-stack application development
Published client/server applications, Flask and Django mathematical or deep-learning backends, Android/iOS/web frontends, and CI/CD work across Azure, Google Cloud, and AWS.
Media · UAB Mary Heersink Institute for Global Health
MHIGH Trainee Scholar and McMaster ambassador
The official Trainee Scholars listing details student outreach, information sessions, institutional liaison work and coordination for the McMaster Spring Symposium and UAB–McMaster Summer Program.
Historical · Activities and service · Training, sport, and instruction
Scuba diving qualifications
PADI Advanced Open Water Diver and Enriched Air Diver (Nitrox), confirmed May 2025. Earlier SSI Open Water Diver qualification issued June 3, 2023, through SaltyBoneDivers in Chennai.
Details and sources (1)
Collection: Activities and service
Collection record title: Scuba diving qualifications
PADI Advanced Open Water Diver and Enriched Air Diver (Nitrox), confirmed May 2025. Earlier SSI Open Water Diver qualification issued June 3, 2023, through SaltyBoneDivers in Chennai.
Historical · Profile and foundations · How the earlier site introduced me
Undergraduate-era biography
The old copy described me as a 22-year-old college senior researching AI and machine learning applications in clinical medical physics and radiation oncology.
Details and sources (1)
Collection: Profile and foundations
Collection record title: Undergraduate-era biography
The old copy described me as a 22-year-old college senior researching AI and machine learning applications in clinical medical physics and radiation oncology.
Historical wording retained for context; age and student stage are no longer current.
