The "human Cli-Knowme" Project: Building a universal, formal, procedural and declarative clinical knowledge base, for the automation of therapy and research

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Currently, most clinical knowledge is in free text and is not easily accessible to clinicians and medical researchers. A major grand challenge for medical informatics is the creation of a distributed, universal, formal, sharable, reusable, and computationally accessible medical knowledge base. The required knowledge consists of both procedural knowledge, such as clinical guidelines, and declarative knowledge, such as context-sensitive interpretations of longitudinal patterns of raw clinical data accumulating from several sources. In this position paper, I first demonstrate the feasibility of such an enterprise, and explain in detail the overall lifecycle of a clinical guideline, by reviewing the main current components and their respective evaluations of one such comprehensive architecture for management of clinical guidelines: The Digital Electronic Guideline Library (DeGeL), a Web-based, modular, distributed architecture that facilitates gradual conversion of clinical guidelines from text to a formal representation in chosen target guideline ontology. The architecture supports guideline classification, semantic markup, context-sensitive search, browsing, run-time application to a specific patient at the point of care, and retrospective quality assessment. The DeGeL architecture operates closely with a declarative-knowledge temporal-abstraction architecture, IDAN. Thus, there is significant evidence that building a distributed, multiple-ontology architecture that caters for the full life cycle of a significant portion of current clinical procedural and declarative knowledge, which I refer to as "the Human Clin-knowme Project," has become a feasible task for a joint, coordinated, international effort involving clinicians and medical informaticians.

Original languageAmerican English
Title of host publicationKnowledge Representation for Health-Care - AIME 2011 Workshop KR4HC 2011, Revised Selected Papers
Pages1-22
Number of pages22
DOIs
StatePublished - 8 Mar 2012
Event3rd International Workshop on Knowledge Representation for Health Care, KR4HC 2011, Held in Conjunction with the 13th Conference on Artificial Intelligence in Medicine, AIME 2011 - Bled, Slovenia
Duration: 6 Jul 20116 Jul 2011

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume6924 LNAI

Conference

Conference3rd International Workshop on Knowledge Representation for Health Care, KR4HC 2011, Held in Conjunction with the 13th Conference on Artificial Intelligence in Medicine, AIME 2011
Country/TerritorySlovenia
CityBled
Period6/07/116/07/11

Keywords

  • Automatic Application
  • Clinical Guidelines
  • Knowledge Acquisition
  • Medical Decision Support Systems
  • knowledge Representation

All Science Journal Classification (ASJC) codes

  • Theoretical Computer Science
  • General Computer Science

Fingerprint

Dive into the research topics of 'The "human Cli-Knowme" Project: Building a universal, formal, procedural and declarative clinical knowledge base, for the automation of therapy and research'. Together they form a unique fingerprint.

Cite this