Increasing Alertness while Coding Secondary Diagnostics in the Medical Record
Ghazar Chahbandarian, Nathalie Souf, Rémi Bastide, Jean-Christophe Steinbach
2016
Abstract
In order to measure the medical activity, hospitals are required to manually encode information concerning a patient’s stay using International Classification of Disease (ICD-10). This task is time consuming and requires substantial training for the staff. We propose to help by speeding up and facilitating the tedious task of coding patient information, specially while coding some secondary diagnostics that are not well described in the medical resources such as discharge letter and medical records. Our approach consists of building a decision tree out of big variety of inpatient stay information in particular, contextual information such as age, sex, diagnostic count and other related information, next figure out missing secondary diagnostics. The results are still preliminary, we identify some important information variables that can be interesting to verify while coding certain secondary diagnostics.
References
- Djennaoui, M., Ficheur, G., Beuscart, R., and Chazard, E. (2014). Improvement of the quality of medical databases: data-mining-based prediction of diagnostic codes from previous patient codes. Studies in health technology and informatics, 210:419-423.
- Dubois-Lefrère, J. and Coca, E. (1992). Maˆitriser l évolution des dépenses hospitalières: le PMSI.
- Erraguntla, M., Gopal, B., Ramachandran, S., and Mayer, R. (2012). Inference of missing ICD 9 codes using text mining and nearest neighbor techniques. In System Science (HICSS), 2012 45th Hawaii International Conference on, pages 1060-1069. IEEE.
- Fetter, R. B. (1991). Diagnosis Related Groups: Understanding Hospital Performance. Interfaces, 21(1):6- 26.
- GUIDE (2006). Guide Mthodologique De Production Des Rsums De Sjour Du Pmsi En Mdecine, Chirurgie Et Obsttrique.
- Lecornu, L., Thillay, G., Le Guillou, C., Garreau, P., Saliou, P., Jantzem, H., Puentes, J., and Cauvin, J. (2009). REFEROCOD: a probabilistic method to medical coding support. In Engineering in Medicine and Biology Society, 2009. EMBC 2009. Annual International Conference of the IEEE, pages 3421-3424. IEEE.
- Pereira, S., Névéol, A., Massari, P., Joubert, M., and Darmoni, S. (2006). Construction of a semi-automated ICD-10 coding help system to optimize medical and economic coding. In MIE, pages 845-850.
- Pinaire, J., Rabatel, J., Azé, J., Bringay, S., and Landais, P. (2015). Recherche et visualisation de trajectoires dans les parcours de soins des patients ayant eu un infarctus du myocarde. In 3ème Symposium Ingénierie de lInformation Médicale (SIIM 2015), Rennes, France.
- Potignon, C., Musat, A., Hillon, P., Rat, P., Osmak, L., Rigaud, D., Vergès, B., and Others (2010). P146- Impact financier pour les établissements hospitaliers du mauvais codage PMSI de la dénutrition et de lobésité. Ótude au sein du poˆle des pathologies digestives, endocriniennes et métaboliques du CHU de Dijon.
- Therneau, T. M. and Atkinson, E. J. (2015). An Introduction to Recursive Partitioning Using the RPART Routines.
- Tufféry, S. (2010). Data mining et statistique décisionnelle: l'intelligence des données. Editions Technip.
- WHO. International Classification of Diseases (ICD)-10.
Paper Citation
in Harvard Style
Chahbandarian G., Souf N., Bastide R. and Steinbach J. (2016). Increasing Alertness while Coding Secondary Diagnostics in the Medical Record . In Proceedings of the 9th International Joint Conference on Biomedical Engineering Systems and Technologies - Volume 5: HEALTHINF, (BIOSTEC 2016) ISBN 978-989-758-170-0, pages 490-495. DOI: 10.5220/0005824004900495
in Bibtex Style
@conference{healthinf16,
author={Ghazar Chahbandarian and Nathalie Souf and Rémi Bastide and Jean-Christophe Steinbach},
title={Increasing Alertness while Coding Secondary Diagnostics in the Medical Record},
booktitle={Proceedings of the 9th International Joint Conference on Biomedical Engineering Systems and Technologies - Volume 5: HEALTHINF, (BIOSTEC 2016)},
year={2016},
pages={490-495},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0005824004900495},
isbn={978-989-758-170-0},
}
in EndNote Style
TY - CONF
JO - Proceedings of the 9th International Joint Conference on Biomedical Engineering Systems and Technologies - Volume 5: HEALTHINF, (BIOSTEC 2016)
TI - Increasing Alertness while Coding Secondary Diagnostics in the Medical Record
SN - 978-989-758-170-0
AU - Chahbandarian G.
AU - Souf N.
AU - Bastide R.
AU - Steinbach J.
PY - 2016
SP - 490
EP - 495
DO - 10.5220/0005824004900495