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

  • Natali Levi-Soskin(corresponding author)
    ,
  • Ron Shaoul
    ,
  • Hanan Kohen
    ,
  • Ahmad Jbara
    ,
  • Dov Dori
*Corresponding author for this work
  • Technion-Israel Institute of Technology
    ,
  • Health Care Campus
    ,
  • Augusta University
    ,
  • Massachusetts Institute of Technology
Scholary Output:
Chapter in Book/Report/Conference proceeding
Conference contribution

Related Event

Title

12th SIGSAND/PLAIS EuroSymposium, 2019

Event type

Conference

Date

09/19/2019 - 09/19/2019

Location

GdanskPoland

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.

Publication Information

Output type

Scholary Output:
Chapter in Book/Report/Conference proceeding
Conference contribution

Host publication Subtitle

Research, Development, Applications, Education - 12th SIGSAND/PLAIS EuroSymposium 2019, Proceedings

Original language

English (US)

Pages from-to (Number of pages)

Pages 37-47 (11 pages)

Publication milestones

  • Published - 2019

Publication status

Published - 2019

Publisher

Springer Verlag

Publication series

  • Publication series name: Lecture Notes in Business Information Processing
    ISSN (Print): 1865-1348
    ISSN (Electronic): 1865-1356
    Volume: 359
9783030296070

Publication IDs

  • Scopus: 85072832236

Host publication title

Information Systems

Host publication editors

  • Stanislaw Wrycza
  • Jacek Maslankowski

Publication metrics

Metrics

Fractional count
1
Fractional count
0.20
Fractional count
4
Fractional count
0.80
Fractional count
1
Fractional count
1
SciVal
citations
3
Scopus
citations
SciVal
FWCI
2.80
SciVal
Author count
5
SciVal
Paper percentile
66

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Captures
8
Citation count
7

Funding Details

The research in this paper was partially funded by the Gordon Center for Systems Engineering at the Technion, Israel Institute for Technology.