Clinical Risk Groups Analysis for Chronic Hypertensive Patients in Terms of ICD9-CM Diagnosis Codes

Javier Fernández-Sánchez, Cristina Soguero-Ruiz, Pablo de Miguel-Bohoyo, Francisco Javier Rivas-Flores, Ángel Gómez-Delgado, Francisco Javier Gutiérrez-Expósito, Inmaculada Mora-Jiménez

2017

Abstract

Hypertension is a chronic condition that has a considerable prevalence in the elderly. Furthermore, hypertensive patients double cost of normotensive individuals. The budget reduction and the increasing concern about the sustainability of the healthcare system have caused that improving the efficiency and use of resources are a priority in developed countries. Identification of chronic hypertensive patients, i.e., patients with high blood pressure, can be performed by means of population classification systems such as Clinical Risk Groups (CRGs). CRGs classify individuals in health status categories taking both demographic and clinical information of the encounters that individuals have with the healthcare system during a defined period of time. In this work, we determine the characteristic profile and the evolution of diagnosis codes according to the International Classification of Diseases 9 revision, Clinical Modification (ICD9-CM), focusing on healthy and chronic hypertensive patients at different chronic statuses (CRG). Our data correspond to the population associated to the University Hospital of Fuenlabrada (Madrid, Spain) during the year 2012, providing about 46000/16000 healthy/hypertensive individuals. We found that profiles associated to different health statuses have different patterns in terms of ICD-9 diagnosis codes. Furthermore, a prediction method is proposed to determine the health status of a new patient according to demographic (age and gender) and clinical (diagnosis codes) data. We conclude that gender is the less informative characteristic, though the combination of age and diagnosis codes have a great potential when they are non linearly combined.

Paper Citation

in Harvard Style

Fernández-Sánchez J., Soguero-Ruiz C., de Miguel-Bohoyo P., Rivas-Flores F., Gómez-Delgado Á., Gutiérrez-Expósito F. and Mora-Jiménez I. (2017). Clinical Risk Groups Analysis for Chronic Hypertensive Patients in Terms of ICD9-CM Diagnosis Codes . In Proceedings of the 4th International Conference on Physiological Computing Systems - Volume 1: PhyCS, ISBN 978-989-758-268-4, pages 13-22. DOI: 10.5220/0006218700130022

in Bibtex Style

@conference{phycs17,
author={Javier Fernández-Sánchez and Cristina Soguero-Ruiz and Pablo de Miguel-Bohoyo and Francisco Javier Rivas-Flores and Ángel Gómez-Delgado and Francisco Javier Gutiérrez-Expósito and Inmaculada Mora-Jiménez},
title={Clinical Risk Groups Analysis for Chronic Hypertensive Patients in Terms of ICD9-CM Diagnosis Codes},
booktitle={Proceedings of the 4th International Conference on Physiological Computing Systems - Volume 1: PhyCS,},
year={2017},
pages={13-22},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0006218700130022},
isbn={978-989-758-268-4},
}

in EndNote Style

TY - CONF
JO - Proceedings of the 4th International Conference on Physiological Computing Systems - Volume 1: PhyCS,
TI - Clinical Risk Groups Analysis for Chronic Hypertensive Patients in Terms of ICD9-CM Diagnosis Codes
SN - 978-989-758-268-4
AU - Fernández-Sánchez J.
AU - Soguero-Ruiz C.
AU - de Miguel-Bohoyo P.
AU - Rivas-Flores F.
AU - Gómez-Delgado Á.
AU - Gutiérrez-Expósito F.
AU - Mora-Jiménez I.
PY - 2017
SP - 13
EP - 22
DO - 10.5220/0006218700130022