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Authors: Francesco Gargiulo ; Stefano Silvestri ; Mariarosaria Fontanella and Mario Ciampi

Affiliation: Institute for High Performance Computing and Networking and ICAR-CNR, Italy

Keyword(s): Clustering, Medical Specification Document, Validation, Natural Language Processing (NLP), Schematron.

Abstract: In this paper we propose a novel approach to reduce the complexity of the definition and implementation of a medical document validation model. Usually the conformance requirements for specifications are contained in documents written in natural language format and it is necessary to manually translate them in a software model for validation purposes. It should be very useful to extract and group the conformance rules that have a similar pattern to reduce the manual effort needed to accomplish this task. We will show an innovative cluster approach that automatically evaluates the optimal number of groups using an iterative method based on internal cluster measures evaluation. We will show the application of this method on two case studies: i) Patient Summary (Profilo Sanitario Sintetico) and ii) Hospital Discharge Letter (Lettera di Dimissione Ospedaliera) for the Italian specification of the conformance rules.

CC BY-NC-ND 4.0

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Paper citation in several formats:
Gargiulo, F.; Silvestri, S.; Fontanella, M. and Ciampi, M. (2017). A Methodology to Reduce the Complexity of Validation Model Creation from Medical Specification Document. In Proceedings of the 10th International Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC 2017) - SmartMedDev; ISBN 978-989-758-213-4; ISSN 2184-4305, SciTePress, pages 497-507. DOI: 10.5220/0006291404970507

@conference{smartmeddev17,
author={Francesco Gargiulo. and Stefano Silvestri. and Mariarosaria Fontanella. and Mario Ciampi.},
title={A Methodology to Reduce the Complexity of Validation Model Creation from Medical Specification Document},
booktitle={Proceedings of the 10th International Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC 2017) - SmartMedDev},
year={2017},
pages={497-507},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0006291404970507},
isbn={978-989-758-213-4},
issn={2184-4305},
}

TY - CONF

JO - Proceedings of the 10th International Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC 2017) - SmartMedDev
TI - A Methodology to Reduce the Complexity of Validation Model Creation from Medical Specification Document
SN - 978-989-758-213-4
IS - 2184-4305
AU - Gargiulo, F.
AU - Silvestri, S.
AU - Fontanella, M.
AU - Ciampi, M.
PY - 2017
SP - 497
EP - 507
DO - 10.5220/0006291404970507
PB - SciTePress