University:
Boston University
Course:
SAR HP 151 | Introduction to Health Professions
Academic year:

2023
Views:

244

Pages:

14
Author:

Sonia Hayden

AI in Healthcare: From Theory to Practice Technical/Theoretical Development Medical Concepts Impression: Boston University Slideshow Title Goes Here Mild left costophrenic blunting, basilar pleural effusion, increased left suprahilar opacity, differential diagnosis includes increased volume loss and apical pleural fluid. Right costophrenic, right lung free of focal consolidation. MTI Tags: Degenerative changes Bedside Practice Medical Research Practical Deployment Black Box AI Model Boston University Slideshow Title Goes Here Outcome Technical/Theoretical Development Medical Concepts Impression: Boston University Slideshow Title Goes Here Mild left costophrenic blunting, basilar pleural effusion, increased left suprahilar opacity, differential diagnosis includes increased volume loss and apical pleural fluid. Right costophrenic, right lung free of focal consolidation. ? MTI Tags: Degenerative changes Bedside Practice Medical Research Practical Deployment ? Boston University Slideshow Title Goes Imaging Here Biomarkers Immune System ×n ×10n ×10n Question: Is there any way we can use “unpaired” data? Technical/Theoretical Development Medical Concepts Impression: Boston University Slideshow Title Goes Here Mild left costophrenic blunting, basilar pleural effusion, increased left suprahilar opacity, differential diagnosis includes increased volume loss and apical pleural fluid. Right costophrenic, right lung free of focal consolidation. ? MTI Tags: Degenerative changes Bedside Practice Medical Research AI model Practical Deployment Boston University Slideshow Title Goes Here High stiffness Deep Learning Low stiffness Partial Differential Equation (PDE) Technical/Theoretical Development Medical Concepts Impression: Boston University Slideshow Title Goes Here Mild left costophrenic blunting, basilar pleural effusion, increased left suprahilar opacity, differential diagnosis includes increased volume loss and apical pleural fluid. Right costophrenic, right lung free of focal consolidation. ? MTI Tags: Degenerative changes Bedside Practice Medical Research AI model Practical Deployment Carotid Endarterectomy Boston University Slideshow Title Goes Here Stroke during surgery is diagnosed after surgery. No brain monitoring. AI Model Surgeons* Stroke rate: 7% Technical/Theoretical Development Medical Concepts Impression: Boston University Slideshow Title Goes Here Mild left costophrenic blunting, basilar pleural effusion, increased left suprahilar opacity, differential diagnosis includes increased volume loss and apical pleural fluid. Right costophrenic, right lung free of focal consolidation. ? MTI Tags: Degenerative changes Bedside Practice Medical Research AI model Practical Deployment Digital Pathology and Spatial Biology: Opportunities for Multimodal Machine Learning Ongoing revolution in pathology Boston University Slideshow Title Goes Here PCo athmp olougtiesrt rreeppoorrtt:: • Detailed grading • Grade 0/1/2/3 Quantitative of • • Identification characterization histologic featuresof pathology Current workflow for cancer therapies Part of the biopsy goes for genetic testing (extra step in the workflow) Predicts: • Mutational status of oncogenic drivers • MSI (microsatellite instability) • TMB (tumor mutational burden) • PD-L1 status (programmed death ligand status) Main part of the biopsy will be converted to slides Pathologist analyzes the slide under the microscope for general cancer grading and reporting Boston University Slideshow Title Goes Here Patient gets biopsy done at a hospital based on a specialist recommendation Next generation sequencing Data Analysis Report goes to the oncologist Representation learning for cancer pathology Boston University Slideshow Title Goes Here