Current Work on Medical Coding

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Table of contents

1 Resume francais 
1.1 Introduction
1.1.1 Registres du Cancer
1.1.2 Codication
1.2 Preliminaires
1.2.1 L’intelligence articielle explicable
1.2.2 RDFS et SPARQL
1.2.3 Les distances d’edition
1.2.4 Le raisonnement a partir de cas
1.2.5 L’argumentation
1.3 Representation des connaissances
1.3.1 Representation des cas
1.3.2 Representation des arguments
1.4 Raisonnement a partir de cas et argumentation
1.4.1 Types d’arguments
1.4.2 Exemple
1.4.3 L’etape retrouver
1.4.4 L’etape reutiliser
1.4.5 Les etapes reviser et retenir
1.5 Evaluation
1.5.1 Methode
1.5.2 Resultats
1.5.3 Discussion
1.6 Conclusion
1.6.1 Codication medicale
1.6.2 Perspectives
2 Introduction 
2.1 Public Health
2.2 Oncology
2.3 National Cancer Registry of Luxembourg
2.4 International Coding Standards
2.5 Coding diculties
2.6 Problem description and goals
3 Medical Coding Assistance 
3.1 Current Work on Medical Coding
3.1.1 Natural Language Processing
3.1.2 Automated Coding
3.1.3 Coding Support
3.2 Coding Assistant
3.2.1 Automated Coding for the NCR
3.2.2 Implementation
4 Case-Based Reasoning for Medical Coding 
4.1 Explainable AI
4.2 Knowledge Representation and Manipulation
4.2.1 Resource Description Framework
4.2.2 Resource Description Framework Schema
4.2.3 SPARQL Protocol and RDF Query Language
4.3 Semantic Web
4.4 Edit Distance
4.5 Case-Based Reasoning
4.5.1 The 4-R cycle
4.5.2 Knowledge Containers
4.5.3 Case Maintenance
4.6 Other Problem Solving Methods
4.6.1 Rule-Based Reasoning
4.6.2 Preference-based reasoning
4.6.3 Conversational Systems
4.6.4 Recommender systems
4.6.5 Belief Merging
4.6.6 Argumentation
5 Case Acquisition and Representation 
5.1 Case Denition
5.2 Case Representation
5.3 Case Authoring
5.3.1 Initial Case Acquisition
5.3.2 Reviewing and Revising New Cases
5.4 Use Case
5.4.1 Asking a Question
5.4.2 Reviewing a Case
6 Case Retrieval and Reuse 
6.1 Running Example
6.2 Retrieval
6.2.1 Coding Expert Reasoning
6.2.2 Argument Types
6.2.3 Comparing Source Cases
6.3 Reuse
6.3.1 Reuse by Copy
6.3.2 New Coding Standards
6.4 Use case
6.5 Conclusion
7 Evaluation 
7.1 Method
7.1.1 Evaluation Set
7.1.2 Indicators
7.2 Results
7.3 Discussion
7.4 Conclusion
8 Conclusion and Future Work 
8.1 Contributions
8.2 Domain Knowledge
8.3 Case Representation
8.4 Argumentation
8.5 Coding Assistant