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Machine Learned Chemical Intuition for the AI Generation of Molecules within Specific Chemical Spaces

Technology / Case number: #26403
Brett McGuire / Zachary Fried
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Computer Science / Drug Discovery and Research Tools / Therapeutics
Impact Areas: Healthy Living
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Method to Improve the Image Quality of Positron Emission Tomography When Using Non-Standard Isotopes Based on Triple Coincidences

Technology / Case number: #16135
Shivang Dave / Joaquin Herraiz / Eduardo Lage / Vicente Parot
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Communication Systems / Electronics & Photonics / Sensing & Imaging
Impact Areas: Healthy Living
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A Mechanical Underwater Soft Adhesion System for Kinetic Biosensing and Intelligent Targeted Drug Delivery

Technology / Case number: #26028J
Giovanni Traverso / Yubin Cai / Troy Ziliang Kang / Ming Zhao / Ameya Kirtane
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Biotechnology / Drug Delivery / Therapeutics
Impact Areas: Healthy Living, Advanced Materials
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A Single Fibre Computer Enables Textile Networks and Distributed Inference

Technology / Case number: #26084
Yoel Fink / Syamantak Payra / Nikhil Gupta / Henry Cheung / Zi Jie Gabriel Loke
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Biomaterials & Bioelectronics / Biotechnology / Chemicals & Materials / Electronics & Photonics
Impact Areas: Healthy Living, Connected World
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Synergisms between Small Molecule Boosters and LNP Formulations Uncovered using High Throughput Screening and Machine Learning

Technology / Case number: #26199J
Giovanni Traverso / Deepak Subramanian / Rajib Dey / Ameya Kirtane
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Computer Science / Drug Delivery / Therapeutics
Impact Areas: Healthy Living
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Machine Learning-Guided Discovery of Nanoparticle Formulations Maximizing mRNA Transfection

Technology / Case number: #25890J
Giovanni Traverso / Taksim Ahmed / Hao Song / Xisha Huang / Simon Qu / Deepak Subramanian / Jonathan Woo / Alvin Chan / Joshua Bernstock / Ameya Kirtane
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Chemicals & Materials / Therapeutics
Impact Areas: Healthy Living, Advanced Materials
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Machine-Learning Optimized Proteins and Enzymes

Technology / Case number: #26015J
Omar Abudayyeh / Zhaoqing Yan / Matteo Di Bernardo / Kaiyi Jiang / Lukas Villiger / Jonathan S. Gootenberg
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Therapeutics
Impact Areas: Healthy Living, Advanced Materials
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Method for Image and Data Segmentation

Technology, Software / Case number: #13701H
H. Seung / Srinivas Turaga / Viren Jain
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Computer Science
Impact Areas: Healthy Living, Connected World
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System for Portable Body Surface Acquisition

Technology / Case number: #17269
Luca Giancardo / Aurelien Bourquard / Tobias Hahn / Carlos Sanchez Mendoza
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Biotechnology / Sensing & Imaging
Impact Areas: Healthy Living
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Use of Ranking Methods in Machine Learning to Prioritize Chemical Compounds for Drug Discovery

Technology / Case number: #14011
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Computer Science
Impact Areas: Healthy Living
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Method for Predicting Patient Outcomes from a Quasi-Periodic Patient Signal

Technology / Case number: #16302
John Guttag / Yun Liu / Collin M Stultz
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Computer Science
Impact Areas: Healthy Living
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Biomarkers Derived from Neurophysiological Computational Modeling

Technology / Case number: #18088L
Thomas Quatieri / Joseph Perricone / Gregory Ciccarelli / Jim Williamson / Daryush Mehta / Brian Helfer / Christopher Smalt / Jeffrey Palmer / Satrajit Ghosh
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Biomaterials & Bioelectronics / Biotechnology
Impact Areas: Healthy Living
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Enabling Human Activity Learning by MachineKnitted Whole-Garment Sensing Wearables

Technology / Case number: #22169
Wojciech Matusik / Yunzhu Li / Pratyusha Sharma / Yiyue Luo / Wan Shou / Michael Foshey / Antonio Torralba / Tomas Palacios
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Chemicals & Materials / Industrial Engineering & Automation / Sensing & Imaging
Impact Areas: Healthy Living
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Phonologically-Based Biomarkers

Technology / Case number: #15027L
Thomas Quatieri / Andrea Trevino / Nicolas Malyska
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Biomaterials & Bioelectronics / Biotechnology
Impact Areas: Healthy Living
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End to End Deep Neural Network for Auditory Attention Decoding

Technology / Case number: #21085LJ
Thomas Quatieri / James O'Sullivan / Nima Mesgarani / Michael Nolan / Stephanie Haro / Paul Calamia / Michael Brandstein / Joseph Perricone / Gregory Ciccarelli / Christopher Smalt
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Computer Science / Sensing & Imaging
Impact Areas: Healthy Living, Connected World
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An Emotion-Driven Vocal Biomarker-Based PTSD Screening Tool

Technology / Case number: #25570L
Thomas Quatieri / Jonathan Taylor / Hayley Reynolds / Jim Williamson / Jing Wang / Jeffrey Palmer / Richard DeLaura
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML)
Impact Areas: Healthy Living
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Machine Learning for Dynamic Information Retrieval of Electronic Health Record Notes

Technology / Case number: #25085J
David Karger / Nicholas Kurtzman / Barbara Lam / Shannon Shen / Sharon Jiang / Steven Horng / Monica Agrawal / David Sontag
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML)
Impact Areas: Healthy Living
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Superconducting Parametric Amplifier Neural Network

Technology / Case number: #21125L
Alexander Wynn
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Biotechnology / Computer Science
Impact Areas: Healthy Living, Advanced Materials
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Automated Surface Area Assessment for Dermatologic Lesions

Technology / Case number: #19792J
Anantha Chandrakasan / Victor Huang / Jiarui Huang / Priyanka Raina
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Computer Science / Sensing & Imaging
Impact Areas: Healthy Living, Connected World
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Methods for Learning Network Architectures of Deep Convolutional Neural Networks under Resource Constraints

Technology / Case number: #20095L
Luke Skelly / Daniel Scarafoni / Ronald Duarte / Michael Chan / Jason Thornton
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Computer Science / Industrial Engineering & Automation
Impact Areas: Healthy Living
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The technologies listed represent a selection of the MIT intellectual property protected by the TLO.

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