Some projects are just for fun.
- Research:
- Non-Invasive Detection of Early-Stage Fatty Liver Disease via an On-Skin Impedance Sensor and Attention-Based Deep Learning: Advanced Science - Kaidong Wang, Samuel Margolis, Jae Min Cho, Shaolei Wang, Brian Arianpour, Alejandro Jabalera, Junyi Yin, Wen Hong, Yaran Zhang, Peng Zhao, Enbo Zhu, Srinivasa Reddy, Tzung K. Hsiai, 2024
- Frontiers in artificial intelligence-directed light-sheet microscopy for uncovering biological phenomena and multiorgan imaging: Enbo Zhu, Yan-Ruide Li, Samuel Margolis, Jing Wang, Kaidong Wang, Yaran Zhang, Shaolei Wang, Jongchan Park, Charlie Zheng, Lili Yang, Alison Chu, Yuhua Zhang, Liang Gao, Tzung K Hsiai, 2024
- Rapid Prediction of Acute Thrombosis via Nanoengineered Immunosensors with Unsupervised Clustering for Multiple Circulating Biomarkers: Kaidong Wang, Shaolei Wang, Samuel Margolis, Jae Min Cho, Enbo Zhu, Alexander Dupuy, Junyi Yin, Seul-Ki Park, Clara E. Magyar, Oladunni B. Adeyiga, Kristin Schwab Jensen, John A. Belperio, Freda Passam, Peng Zhao, Tzung K. Hsiai, Science Advances, 2024
- Vision-Language and Large Language Models Performance on Gastroenterology: GPT, Claude, Llama, Phi, Mistral, Gemma, and Quantized Models: Seyed Amir Ahmad Safavi-Naini, Shuhaib Ali, Omer Shahab, Zahra Shahhoseini, Thomas Savage, Sara Rafiee, Jamil S. Samaan, Reem Al Shabeeb, Farah Ladak, Jamie O. Yang, Juan Echavarria, Sumbal Babar, Aasma Shaukat, Samuel Margolis, Nicholas P. Tatonetti, Girish Nadkarni, Bara El Kurdi, Ali Soroush, 2024
- Multimodal Large Language Model Passes Specialty Board Examination and Surpasses Human Test-Taker Scores: A Comparative Analysis Examining the Stepwise Impact of Model Prompting Strategies on Performance: MedRxiv - Jamil S. Samaan, Samuel Margolis, Nitin Srinivasan, Apoorva Srinivasan, Yee Hui Yeo, Rajsavi Anand, Fadi S. Samaan, James Mirocha, Seyed Amir Ahmad Safavi-Naini, Bara El Kurdi, Ali Soroush, Rabindra Watson, Srinivas Gaddam, Joann G. Elmore, Brennan M.R. Spiegel, Nicholas P. Tatonetti, 2024
- Refractive Index-Corrected Light-Sheet Microscopy for Macro-View Cardiovascular Imaging: Enbo Zhu, Yaran Zhang, Peng Zhao, Jae Min Cho, Zhaoqiang Wang, Yan-Ruide Li, Jing Wang, Samuel Margolis, Shaolei Wang, Lili Yang, Alison Chu, Yuhua Zhang, Liang Gao, Tzung K Hsiai, Advanced Science, 2025
- Improving the Readability of Institutional Heart Failure-Related Patient Education Materials Using GPT-4: Observational Study: JMIR Cardio - RC King, JS Samaan, J Haquang, V Bharani, S Margolis, N Srinivasan, 2025
- GPT-4 Enhances Readability of Online Patient Materials for Cardiac Amyloidosis: medRxiv - J Haquang, V Bharani, JS Samaan, RC King, S Margolis, N Srinivasan, 2025
- GPT-4 Improves Readability of Institutional Heart Failure Patient Education Materials: An Observational Study: MedRxiv - Ryan C. King, Jamil S. Samaan, Joseph Haquang, Vishnu Bharani, Samuel Margolis, Nitin Srinivasan, Yee Hui Yeo, Yuxin Peng, Roxana Ghashghaei, 2024
- Ni-kshay: India's Integrated System for Digitizing, Tracking, and Supporting People Seeking Care Through the Entire Tuberculosis Care Cascade: Samuel Margolis, Meredith Kimball, Eliud Akama, 2024
- Benchmarking Proprietary and Open-Source Language and Vision-Language Models for Gastroenterology Clinical Reasoning: Seyed Amir Ahmad Safavi-Naini, Shuhaib Ali, Omer Shahab, Zahra Shahhoseini, Thomas Savage, Sara Rafiee, Jamil S. Samaan, Reem Al Shabeeb, Farah Ladak, Jamie O. Yang, Juan Echavarria, Sumbal Babar, Aasma Shaukat, Samuel Margolis, Nicholas P. Tatonetti, Girish Nadkarni, Bara El Kurdi, Ali Soroush, 2024
- Generating Seamless Virtual Immunohistochemical Whole Slide Images with Content and Color Consistency: ISBI Conference - Sitong Liu, Kechun Liu, Samuel Margolis, Wenjun Wu, Stevan R. Knezevich, David E. Elder, Megan M. Eguchi, Joann G. Elmore, Linda Shapiro, 2024
- Sprayable Nanocomposite Hydrogel Dressing Enriched with Cerium Oxide Nanoparticles for Accelerated Wound Healing and Infection Control: Shichang Liu, Samuel Margolis, Yucheng Zhang, Shaolei Wang, Yan Yu, Dingjun Hao, 2024
- Four Childhood Atopic Dermatitis Subtypes Identified from Trajectory and Severity of Disease and Internally Validated in a Large UK Birth Cohort: British Journal of Dermatology - A.R. Mulick, K.E. Mansfield, R.J. Silverwood, A. Budu-Aggrey, A. Roberts, A. Custovic, N. Pearce, A.D. Irvine, L. Smeeth, K. Abuabara, S.M. Langan, 2021
- Anti-Facenet: Samuel Margolis, Tushar Menon, 2020
- Other projects:
- Dr. GPT: A GPT Model that takes in a user's symptoms and returns a set of diagnoses
- Mediband: Developed IoT bracelet for managing prescriptions, won $15k funding, iterated designs with physicians.
- AWS Comprehend Hackathon: Mined IRS 990 non-profit PDFs, mapped into a database, enriched with map data, used by Missouri non-profit for social worker recommendations.
- Kaggle skin cancer identifications: Built model to identify skin tumors based on images.
- Kaggle magnetic interactions: Built model to predict the scalar coupling constant.
- Smart Aerosol Technologies: Created nanoscale nutrient formulations, authored business plan, secured accelerator acceptance and partnerships, translating research to applications.
- IOT House Lock: Built an Arduino-based house lock, controlled via smartphone app, providing secure and convenient access.
- Made money:
- USocial: Co-founded digital event marketing company, ~$100k+ revenue, and sold business with ~$200k+ revenue.
- Previously worked: