Symbolic classification methods for patient discharge summaries encoding into ICD

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

Volumn 6233 LNAI, Issue , 2010, Pages 197-208

  Kevers, Laurent ^a   Medori, Julia ^a  

^a UNIVERSITÉ CATHOLIQUE DE LOUVAIN   (Belgium)

Author keywords

classification; ICD 9 CM; Patient discharge summaries; symbolic approach

Indexed keywords

AUTOMATIC EXTRACTION; CLASSIFICATION; DISCHARGE SUMMARY; F-MEASURE; ICD-9-CM; INTERNAL MEDICINE; LINGUISTIC RESOURCES; MACHINE-LEARNING; MEDICAL CLASSIFICATION; MEDICAL TERMS; MORPHOLOGICAL ANALYSIS; PATIENT DISCHARGE; SEMI-AUTOMATICS; SYMBOLIC APPROACH; SYMBOLIC CLASSIFICATIONS;

COMPUTATIONAL LINGUISTICS; ENCODING (SYMBOLS); LEARNING ALGORITHMS; MEDICINE;

NATURAL LANGUAGE PROCESSING SYSTEMS;

EID: 77956584267     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-14770-8_23     Document Type: Conference Paper

References (17)

1. Ananiadou, S., McNaught, J.: Introduction to text mining in biology. In: Text Mining for Biology and Biomedicine, pp. 1-12. Artech House Books (2006)
2. Ceusters, W., Michel, C., Penson, D., Mauclet, E.: Semi-automated encoding of diagnoses and medical procedures combining ICD-9-CM with computationallinguistic tools. Ann. Med. Milit. Belg. 8(2), 53-58 (1994)
3. Zweigenbaum, P., Consortium Menelas: Menelas: Coding and information retrieval from natural language patient discharge summaries. In: Laires, M., Ladeira, M., Christensen, J. (eds.) Advances in Health Telematics, pp. 82-89. IOS Press, Amsterdam (1995)
4. Friedman, C., Shagina, L., Lussier, Y., Hripcsak, G.: Automated encoding of clinical documents based on natural language processing. Journal of the American Medical Informatics Association 11(5), 392-402 (2004)
5. Pakhomov, S.V., Buntrock, J.D., Chute, C.G.: Automating the assignment of diagnosis codes to patient encounters using example-based and machine learning techniques. JAMIA 13(5), 516-525 (2006)
6. Pestian, J.P., Brew, C., Matykiewicz, P., Hovermale, D.J., Johnson, N., Cohen, K.B., Duch, W.: A shared task involving multi-label classification of clinical free text. In: Proceedings of the Workshop on BioNLP 2007: Biological, Translational, and Clinical Language Processing, ACL, Prague, Czech Republic, pp. 97-104 (2007)
7. Farkas, R., Szarvas, G.: Automatic construction of rule-based ICD-9-CM coding systems. BMC Bioinformatics 9(Suppl. 3), S10 (2008)
8. Goldstein, I., Arzrumtsyan, A., Uzuner, O.: Three approaches to automatic assignment of ICD-9-CM codes to radiology reports. In: Proceedings of AMIA Annual Symposium, pp. 279-283 (2007)
9. Pereira, S., Ńev́eol, A., Massari, P., Joubert, M., Darmoni, S.: Construction of a semi-automated ICD-10 coding help system to optimize medical and economic coding. Studies in Health Technology and Informatics 124, 845-850 (2006)
10. Medori, J.: From free text to ICD: development of a coding help. In: Proc. of the 1st Louhi Workshop on Text and Data Mining of Health Documents, Turku (2008)
11. Paumier, S.: De la reconnaissance de formes linguistiques ̀a l'analyse syntaxique. PhD thesis, Universit́e de Marne-la-Valĺee (2003)
12. Deĺeger, L., Namer, F., Zweigenbaum, P.: Morphosemantic parsing of medical compound words: transferring a french analyzer to english. International Journal of Medical Informatics 78(Suppl. 1), S48-S55 (2009)
13. Namer, F.: Automatiser l'analyse morpho-śemantique non affixale: le syst̀eme D́eriF. Cahiers de grammaire 28, 31-48 (2003)
14. Kevers, L.: Indexation semi-automatique de textes: th́esaurus et transducteurs. In: Actes de la 6e Conf́erence Francophone en Recherche d'Information et Applications, Presqu'le de Giens, France, pp. 151-167 (May 2009)
15. Kevers, L., Mantrach, A., Fairon, C., Bersini, H., Saerens, M.: Classification supervis ́ee hybride par motifs lexicaux ́etendus et classificateurs SVM. In: Actes Des 10e Jourńees Internationales D'analyse Des Donńees Textuelles, Rome (June 2010)
16. Porter, M.F.: An algorithm for suffix stripping. In: Readings in Information Retrieval, pp. 313-316. Morgan Kaufmann Publishers Inc., San Francisco (1997)
17. Funk, M.E., Reid, C.A., McGoogan, L.S.: Indexing consistency in MEDLINE. Bulletin of the Medical Library Association 71(2), 176-183 (1983)