NM Results Management
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NM Results Management AI
Project Overview
Intro
Initial Modeling (Pre-Annotations)
Modeling Method I: Regex
Modeling Method II: Machine Learning
Modeling Method III: Deep Learning
Data Acquisition
Initial Model Development
Clinical Workflow & Epic Integration
Prospective Clinical Evaluation
Workflow Challenges
Updating the Models
Future Plans
Getting Started
Code Overview
Prerequisites
Phase 01 Models
Overview
Demo: Findings vs No Findings Model
Train
Classify
Phase 02 Models
Overview
Demo: Pretraining the NM Results Management Language Model with Custom Corpus
Demo: Fine-Tuning NM Results Management Language Model with a Custom Dataset
Train
Classify
Azure
Deployment
NM Results Management
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Overview: module code
All modules for which code is available
nmrezman.phase01.classify.classifier
nmrezman.phase01.train.general
nmrezman.phase02.classify.classifier
nmrezman.phase02.train.general