Model-based diagnosis with FTTell: Assessing the potential for pediatric failure to thrive (FTT) during the perinatal stage

Natali Levi-Soskin, Ron Shaoul, Hanan Kohen, Ahmad Jbara, Dov Dori

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

Models have traditionally been mostly either prescriptive, expressing the function, structure and behavior of a system-to-be, or descriptive, specifying a system so it can be understood and analyzed. In this work, we offer a third kind—diagnostic models. We have built a model for assessing potential pediatric failure to thrive (FTT) during the perinatal stage. Although FTT is commonly found in young children and has been studied extensively, the exact etiology is often not clear. The ideal solution is for a pediatrician to input pertinent data and information in a single tool in order to obtain some assessment on the potential etiology. We present FTTell—an executable model-based medical knowledge aggregation and diagnosis tool, in which the qualitative considerations and quantitative parameters of the problem are modeled using a Methodical Approach to Executable Integrative Modeling (MAXIM)—an extended version of Object-Process Methodology (OPM) ISO 19450, focusing on the perinatal stage. The efficacy of the tool is demonstrated on three real-life cases, and the tool’s diagnosis outcomes may be compared with and critiqued by a domain expert.

Original languageEnglish (US)
Title of host publicationInformation Systems
Subtitle of host publicationResearch, Development, Applications, Education - 12th SIGSAND/PLAIS EuroSymposium 2019, Proceedings
EditorsStanislaw Wrycza, Jacek Maslankowski
PublisherSpringer Verlag
Pages37-47
Number of pages11
ISBN (Print)9783030296070
DOIs
StatePublished - Jan 1 2019
Event12th SIGSAND/PLAIS EuroSymposium, 2019 - Gdansk, Poland
Duration: Sep 19 2019Sep 19 2019

Publication series

NameLecture Notes in Business Information Processing
Volume359
ISSN (Print)1865-1348
ISSN (Electronic)1865-1356

Conference

Conference12th SIGSAND/PLAIS EuroSymposium, 2019
CountryPoland
CityGdansk
Period9/19/199/19/19

Keywords

  • Executable models
  • Failure to thrive (FTT) potential
  • Model-based diagnosis
  • OPM ISO 19450
  • Systems and software engineering

ASJC Scopus subject areas

  • Management Information Systems
  • Control and Systems Engineering
  • Business and International Management
  • Information Systems
  • Modeling and Simulation
  • Information Systems and Management

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  • Cite this

    Levi-Soskin, N., Shaoul, R., Kohen, H., Jbara, A., & Dori, D. (2019). Model-based diagnosis with FTTell: Assessing the potential for pediatric failure to thrive (FTT) during the perinatal stage. In S. Wrycza, & J. Maslankowski (Eds.), Information Systems: Research, Development, Applications, Education - 12th SIGSAND/PLAIS EuroSymposium 2019, Proceedings (pp. 37-47). (Lecture Notes in Business Information Processing; Vol. 359). Springer Verlag. https://doi.org/10.1007/978-3-030-29608-7_4