본문 바로가기
KERD
논문KCI 등재

From Concept Representations to Ontologies: A Paradigm Shift in Health Informatics?

2

조회

0

다운로드

0

인용

0

참고문헌

키워드

초록

Objectives: This work aims at uncovering challenges in biomedical knowledge representation research by providing an understanding of what was historically called “medical concept representation” and used as the name for a working group of the International Medical Informatics Association. Methods: Bibliometrics, text mining, and a social media survey compare the research done in this area between two periods, before and after 2000. Results: Both the opinion of socially active groups of researchers and the interpretation of bibliometric data since 1988 suggest that the focus of research has moved from “medical concept representation” to “medical ontologies”. Conclusions: It remains debatable whether the observed change amounts to a paradigm shift or whether it simply reflects changes in naming, following the natural evolution of ontology research and engineering activities in the 1990s. The availability of powerful tools to handle ontologies devoted to certain areas of biomedicine has not resulted in a large-scale breakthrough beyond advances in basic research.

Abstract

Objectives: This work aims at uncovering challenges in biomedical knowledge representation research by providing an understanding of what was historically called “medical concept representation” and used as the name for a working group of the International Medical Informatics Association. Methods: Bibliometrics, text mining, and a social media survey compare the research done in this area between two periods, before and after 2000. Results: Both the opinion of socially active groups of researchers and the interpretation of bibliometric data since 1988 suggest that the focus of research has moved from “medical concept representation” to “medical ontologies”. Conclusions: It remains debatable whether the observed change amounts to a paradigm shift or whether it simply reflects changes in naming, following the natural evolution of ontology research and engineering activities in the 1990s. The availability of powerful tools to handle ontologies devoted to certain areas of biomedicine has not resulted in a large-scale breakthrough beyond advances in basic research.

참고문헌 (41)

  1. "International Medical Informatics Association" (2013)[URL]
  2. Cimino JJ, "Introduction: international medical informatics association working group 6 and the 2005 Rome conference", J Biomed Inform, 39(3), pp.249~251 (2006)
  3. Schuemie MJ, "Mapping the domain of medical informatics", Methods Inf Med, 48(1), pp.76~83 (2009)
  4. "Scopus" (2013)[URL]
  5. "Ultimate Research Assistant"[URL]
  6. "Wordle" (2013)[URL]
  7. "Publish or Perish" (2013)[URL]
  8. "Textalyzer" (2004)[URL]
  9. "Datagle"[URL]
  10. Smith B, "The OBO Foundry: coordinated evolution of ontologies to support biomedical data integration", Nat Biotechnol, 25(11), pp.1251~1255 (2007)
  11. Ashburner M, "Gene ontology: tool for the unification of biology. The Gene Ontology Consortium", Nat Genet, 25(1), pp.25~29 (2000)
  12. "SNOMED CT" (2013)[URL]
  13. Bodenreider O, "The Unified Medical Language System (UMLS): integrating biomedical terminology", Nucleic Acids Res, 32(Database issue), pp.D267~D270 (2004)
  14. Rosse C, "A reference ontology for biomedical informatics: the Foundational Model of Anatomy", J Biomed Inform, 36(6), pp.478~500 (2003)
  15. Smith B, "Relations in biomedical ontologies", Genome Biol, 6(5), pp.R46~ (2005)
  16. Cimino JJ, "Desiderata for controlled medical vocabularies in the twenty-first century", Methods Inf Med, 37(4-5), pp.394~403 (1998)
  17. Rector AL, "Clinical terminology: why is it so hard?", Methods Inf Med, 38(4-5), pp.239~252 (1999)
  18. Smith B, "From concepts to clinical reality: an essay on the benchmarking of biomedical terminologies", J Biomed Inform, 39(3), pp.288~298 (2006)
  19. Collier N, "BioCaster: detecting public health rumors with a Web-based text mining system", Bioinformatics, 24(24), pp.2940~2941 (2008)
  20. Gangemi A, "Sweetening ontologies with DOLCE, In Knowledge engineering and knowledge management: ontologies and the Semantic Web", pp.166~181 (2002), Springer
  21. Brown EG, "The medical dictionary for regulatory activities (MedDRA)", Drug Saf, 20(2), pp.109~117 (1999)
  22. Stearns MQ, "SNOMED clinical terms: overview of the development process and project status", Proc AMIA Symp, 2001, pp.662~666 (2001)
  23. Smith B, "Towards a reference terminology for ontology research and development in the biomedical domain", Proceedings of KR-MED, pp.56~67 (2006)
  24. Yu AC, "Methods in biomedical ontology", J Biomed Inform, 39(3), pp.252~266 (2006)
  25. Ceusters W, "Ontologybased error detection in SNOMED-CT", Stud Health Technol Inform, 107(Pt 1), pp.482~486 (2004)
  26. Sadegh-Zadeh K, "Fuzzy health, illness, and disease", J Med Philos, 25(5), pp.605~638 (2000)
  27. Brinkman RR, "Modeling biomedical experimental processes with OBI", J Biomed Semantics, 1(Suppl 1), pp.S7~ (2010)
  28. Ferreira JD, "Bringing epidemiology into the Semantic Web", Proceedings of the 3rd International Conference on Biomedical Ontology (2012)
  29. Porta M, "A dictionary of epidemiology" (2008), Oxford University Press
  30. Semantic interoperability for better health and safer healthcare: research and development roadmap for Europe, "European Commission", European Commission, ~ (2009)
  31. Gillam M, "The healthcare singularity and the age of semantic medicine, In The fourth paradigm: data-intensive scientific discovery", pp.57~64 (2009), Microsoft Research
  32. Smith B, "Beyond concepts: ontology as reality representation", Proceedings of the 3rd International Conference on Formal Ontology in Information Systems, pp.73~84 (2004)
  33. "OWL 2 Web ontology language document overview" (2012)[URL]
  34. Klein GO, "Concept systems and ontologies: recommendations for basic terminology", Trans Jpn Soc Artif Intell, 25(3), pp.433~441 (2010)
  35. Schulz S, "Formal ontologies in biomedical knowledge representation", Yearb Med Inform, 8(1), pp.132~146 (2013)
  36. Smith B, "Applied ontology: a new discipline is born", Philos Today, 12(29), pp.5~6 (1998)
  37. Berners-Lee T, "The Semantic Web", Sci Am, 284(5), pp.28~37 (2001)
  38. Baader F, "The description logic handbook: theory, implementation, and applications" (2007), Cambridge University Press
  39. Gennari JH, "The evolution of Protégé: an environment for knowledge-based systems development", Int J Hum Comput Stud, 58(1), pp.89~123 (2003)
  40. Rector AL, "Medical-concept models and medical records: an approach based on GALEN and PEN&PAD", J Am Med Inform Assoc, 2(1), pp.19~35 (1995)
  41. "IMIA LaMB Working Group" (2013)[URL]

관련 논문AI추천

이 간행물의 다른 논문 (12건)