My work connects medical physics, imaging, software, and engineering across three institutions.
AI for medical imaging and radiation oncology with Dr. Ran Zhang.
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Physics, computation, co-op placements, research, and student advocacy.
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Imaging, treatment planning, local language models, and adaptive radiotherapy.
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Showing 30 records.
University of Wisconsin–Madison
Doctoral training at the intersection of medical imaging, AI, and radiation oncology, advised by Dr. Ran Zhang.
University of Wisconsin–Madison
Graduate research with Dr. Ran Zhang focused on AI applications in medical imaging and radiation oncology.
McMaster University
Undergraduate training combining physics, computation, co-op placements, research, teaching, and institutional advocacy.
University of Alabama at Birmingham · Radiation Oncology
An undergraduate remote collaboration that continued across visiting appointments, co-op work, publications, and conference research.
University of Alabama at Birmingham · Radiation Oncology
In-person research placements in radiation oncology built on the continuing remote collaboration.
Hamilton Health Sciences · Juravinski Cancer Centre
A JCC–UAB commissioning study comparing 6X and 10X flattening-filter-free beams for SBRT on a TrueBeam iTX.
Western University · Lawson Health Research Institute
Computational research using optical measurements to model in-vivo hemoglobin oxygenation.
St. Joseph’s Healthcare Hamilton · Hamilton Centre for Kidney Research
Biomedical research and an augmented-reality workflow for chronic-kidney-disease surgical models.
McMaster Physics & Astronomy · Laboratory for Membrane and Protein Dynamics
Early biophysics and quantitative-imaging work that began before undergraduate study.
McMaster University · W Booth School of Engineering Practice and Technology
Built and validated full-stack applications for academic transcript generation.
Arrow McLaren IndyCar
Race-strategy and performance-engineering work joining simulation, telemetry, and race-weekend decision support.
MAC Formula Electric
Vehicle software and analytics for McMaster’s Formula SAE Electric program.
Synth-Med Biotechnologies
Full-stack application development for biotechnology solutions.
WaaW Global Inc.
Infrastructure and technical-operations leadership for an earlier software team.
Journal of Science Policy & Governance
Promoted student engagement in science policy and governance.
McMaster Physics & Astronomy
Supported undergraduate instruction in introductory physics.
McMaster Undergraduate Physics Society
Helped physics students navigate courses, internships, and extracurricular opportunities.
McMaster Science Careers and Experience Centre
Supported medical and biological physics co-op students through placement searches.
McMaster University Athletics
Led yoga instruction for student cohorts.
Anytime Fitness Brampton
Community yoga instruction documented in the earlier activities record.
McMaster University · UAB partnership
Helped connect students and faculty across the UAB–McMaster research relationship.
Mary Heersink Institute for Global Health
Student outreach and coordination supporting the UAB–McMaster relationship.
Evidence note: An undergraduate trainee-scholar role.
Humber River Hospital
Hospital service across patient-facing and operational areas.
Robotique Zone01
Robotics mentorship and programming leadership.
FIRST Robotics Competition Team 4939
Programming and community outreach within a FIRST Robotics team.
Sparkin’ STEM
Coordinated integration of an in-house STEM curriculum with a large French-language school board.
UAB Radiation Oncology
Four hundred hours of clinical shadowing with radiation oncologists and medical physicists.
UAB Hindu YUVA
Participation in activities centered on Hindu values and community.
Momentum Motorsports
Test-driving experience connecting vehicle behavior with engineering observation.
MRF · Volkswagen Polo Cup
Polo Cup test-driving experience documented in the public motorsport portfolio.
Thirty projects trace how medical imaging, software, engineering, and community work moved from coursework into real collaborations.
Showing 30 records.
UAB Radiation Oncology
Interobserver analysis of target delineation in an online adaptive radiotherapy workflow.
What came of it: Presented at ASTRO 2026; the public case study distinguishes observer variability from clinical-outcomes evidence.
UAB Radiation Oncology
Structured prompts, rules, and local models evaluated on 1,000 radiotherapy target names.
What came of it: AAPM Blue Ribbon Poster; rule compliance improved, while meaning-preservation failures showed why clinical review remains necessary.
UAB Radiation Oncology
Forty-five-patient comparison of four planning templates for multi-metastasis single-isocenter SRS.
What came of it: First-author JACMP publication and 2024 SPS–AAPM Outstanding Poster Presentation recognition.
UAB Radiation Oncology
Comparison of nnU-Net, MONAI Auto3DSeg, and SwinUNETR using geometric metrics and blinded physician review.
What came of it: First-author Intelligent Oncology publication; the two AutoML frameworks outperformed SwinUNETR and physicians preferred nnU-Net.
UAB Radiation Oncology
Fusion of pre-treatment contours with follow-up MRI to support post-radiotherapy assessment.
What came of it: Coauthored Neuro-Oncology Practice article; the study reported lower average review time in its evaluated cohort.
Juravinski Cancer Centre · UAB
Multi-institution dosimetric comparison of flattening-filter-free beam energies on TrueBeam iTX.
What came of it: Preserved as a source-linked research record; no clinical-outcomes claim is made.
Western University · Lawson
Machine-learning models connecting optical measurements to in-vivo hemoglobin oxygenation.
What came of it: Completed research project documented in the earlier portfolio.
Hamilton Centre for Kidney Research
Computer-vision and AR work intended to improve accuracy in chronic-kidney-disease surgical models.
What came of it: Publicly explained in a technical essay; it is not presented as a clinical product.
McMaster Physics & Astronomy
Study of resveratrol, caffeine, beta-carotene, EGCG, and amyloid aggregation in synthetic brain membranes.
What came of it: Coauthored peer-reviewed article in Molecular Nutrition & Food Research.
McMaster Physics & Astronomy
Quantitative smartphone image analysis for gel electrophoresis.
What came of it: Recorded public presentation retained with the historical project record.
UAB Radiation Oncology
Exploratory machine-learning work connecting genomic inputs with linear-quadratic radiation-dose modelling.
What came of it: Preserved as exploratory research; no clinical validation or deployment is claimed.
McMaster University
Ordinary-differential-equation modelling of factors affecting Formula One lap times.
What came of it: Completed academic modelling project with a public source document.
Independent academic project
Deep-learning and computer-vision models for effective driving agents in simulation.
What came of it: Documented as exploratory simulation work.
Project MONAI · open source
Public contribution to NVIDIA’s Medical Open Network for AI tutorials repository.
What came of it: Merged or publicly reviewed contribution remains inspectable in the repository history.
OpenHands · open source
Public contribution to the OpenHands project, formerly All-Hands-AI.
What came of it: Contribution remains inspectable in the public repository history.
Arrow McLaren IndyCar
Deterministic strategy prediction and data tooling in a professional motorsport environment.
What came of it: Used within an internship spanning race, strategy, performance, and systems-engineering contexts.
McMaster University
Software, vehicle-controls, dynamics, and custom-dashboard work for MAC Formula SAE Electric.
What came of it: A hands-on bridge between software systems and vehicle behavior.
Independent project
Early prosthetic-limb prototype combining mechanical construction, wiring, and actuation.
What came of it: Documented on a dedicated public project site.
SPARK Hackathon
Machine-learning and computer-vision prototype for sorting recyclable material.
What came of it: SPARK Hackathon runner-up.
Independent engineering project
Vehicle conversion work using comma.ai and openpilot implementations.
What came of it: Public fork and project history remain available for inspection.
Zone01 · FRC 4939 · Sparkin’ STEM
Mentorship, programming leadership, and curriculum coordination across youth STEM programs.
What came of it: Combined technical instruction with widening access in English- and French-language settings.
Independent research infrastructure
A workspace for lab computing, research jobs, imaging workflows, and fabrication, with explicit service and device state.
What came of it: Historical interface; device status shown reflects the capture.
Independent clinical-workflow research
A clinician-reviewed protocol-candidate workflow with explicit deferral, audit, and rollback boundaries. The demonstration uses placeholder input rather than a clinical record.
What came of it: Research software—not an autonomous protocol selector or a clinical device.
University of Wisconsin–Madison
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.
What came of it: A pre-registered research evaluation, not a diagnostic device; external checks did not establish a clear 27B advantage.
Independent imaging-to-fabrication project
A six-stage macOS workspace—Design, DICOM, Calibrate, Prepare, Send, and Verify—for producing inspectable multi-material fabrication run packages.
What came of it: Preview and G-code come before printing, material calibration, and scan-back validation.
Independent medical-physics evaluation project
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.
What came of it: Benchmark performance does not establish clinical competence.
Independent imaging-research project
An exploratory repository for studying deep-learning methods and imaging characteristics in glioblastoma.
What came of it: Exploratory code; the repository does not claim validated clinical performance.
Independent conference software
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.
What came of it: The app uses frozen public snapshots with visible retrieval cutoffs; it is independent and not affiliated with RSNA.
Independent conference software
Session search, topic filters, a browser-local agenda and private notes, conflict checks, and calendar export for a large meeting program.
What came of it: Independent and not affiliated with ASTRO; the official organizer remains authoritative.
Independent conference software
A searchable meeting-program companion with session discovery, saved planning, and calendar tools for the 2026 annual meeting.
What came of it: Independent and not affiliated with AAPM; meeting details should be confirmed with the official program.