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Implementation of expert systems to support the functional evaluation of stand-to-sit activity

BACKGROUND: Functional evaluation of sit-to-stand and stand-to-sit activities is often used by physiotherapists in patients with neurological and musculoskeletal disorders. The observation of the way these activities are executed is essential in identifying kinesiological problems. There are differe...

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Autores principales: Junkes-Cunha, Maíra, Cardozo, Glauco, Boos, Christine F, de Azevedo, Fernando
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4120714/
https://www.ncbi.nlm.nih.gov/pubmed/25047546
http://dx.doi.org/10.1186/1475-925X-13-98
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author Junkes-Cunha, Maíra
Cardozo, Glauco
Boos, Christine F
de Azevedo, Fernando
author_facet Junkes-Cunha, Maíra
Cardozo, Glauco
Boos, Christine F
de Azevedo, Fernando
author_sort Junkes-Cunha, Maíra
collection PubMed
description BACKGROUND: Functional evaluation of sit-to-stand and stand-to-sit activities is often used by physiotherapists in patients with neurological and musculoskeletal disorders. The observation of the way these activities are executed is essential in identifying kinesiological problems. There are different methodologies used to describe the stand-to-sit activity and its evaluation is not yet standardized, which makes the practical application of resources on clinical observation difficult. The objective of this study is to automate the decision making process of an evaluation protocol, developed in previous study, and facilitate its utilization by professionals in the area. METHODS: A decision-making system has been implemented through a computational tool, more specifically an Expert System that due its inherent characteristics emulates the decision-making process of a human expert in the domain area. A Shell called Expert Sinta was used to develop two knowledge bases, i.e. two expert systems, one for the anterior view and another for the lateral view of stand-to-sit activity. Variables, values, associated rules and confidence factors, objectives, and additional information questions were defined by the expert of domain and once implemented each expert system generates a number of questions to its user. These questions serve as a guide to physiotherapists and support the standardization of the activity evaluation. The developed systems were evaluated by physiotherapists through the application of a questionnaire that evaluates the knowledge base and the usability of the system. The physiotherapists’ answers were then evaluated through statistical estimation and percentage analysis. RESULTS: When asked about the systems’ “utility for clinical practice of the physiotherapist”, 67% of evaluators answered positively. An interesting finding was that most physiotherapists (i.e. 92%) considered that the systems are suitable for educational purposes, which was not the main objective of this study. CONCLUSIONS: The developed expert systems can support the physiotherapist in evaluating stand-to-sit activity through a conclusion suggestion about the “level of inadequacy” for the “degree of inadequacy” searched during its execution. Results of experts’ evaluation analyzed through statistical methods indicate that the automation of protocols contributed to the standardization of the evaluation of stand-to-sit activity and that it has application for teaching purposes.
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spelling pubmed-41207142014-08-05 Implementation of expert systems to support the functional evaluation of stand-to-sit activity Junkes-Cunha, Maíra Cardozo, Glauco Boos, Christine F de Azevedo, Fernando Biomed Eng Online Research BACKGROUND: Functional evaluation of sit-to-stand and stand-to-sit activities is often used by physiotherapists in patients with neurological and musculoskeletal disorders. The observation of the way these activities are executed is essential in identifying kinesiological problems. There are different methodologies used to describe the stand-to-sit activity and its evaluation is not yet standardized, which makes the practical application of resources on clinical observation difficult. The objective of this study is to automate the decision making process of an evaluation protocol, developed in previous study, and facilitate its utilization by professionals in the area. METHODS: A decision-making system has been implemented through a computational tool, more specifically an Expert System that due its inherent characteristics emulates the decision-making process of a human expert in the domain area. A Shell called Expert Sinta was used to develop two knowledge bases, i.e. two expert systems, one for the anterior view and another for the lateral view of stand-to-sit activity. Variables, values, associated rules and confidence factors, objectives, and additional information questions were defined by the expert of domain and once implemented each expert system generates a number of questions to its user. These questions serve as a guide to physiotherapists and support the standardization of the activity evaluation. The developed systems were evaluated by physiotherapists through the application of a questionnaire that evaluates the knowledge base and the usability of the system. The physiotherapists’ answers were then evaluated through statistical estimation and percentage analysis. RESULTS: When asked about the systems’ “utility for clinical practice of the physiotherapist”, 67% of evaluators answered positively. An interesting finding was that most physiotherapists (i.e. 92%) considered that the systems are suitable for educational purposes, which was not the main objective of this study. CONCLUSIONS: The developed expert systems can support the physiotherapist in evaluating stand-to-sit activity through a conclusion suggestion about the “level of inadequacy” for the “degree of inadequacy” searched during its execution. Results of experts’ evaluation analyzed through statistical methods indicate that the automation of protocols contributed to the standardization of the evaluation of stand-to-sit activity and that it has application for teaching purposes. BioMed Central 2014-07-21 /pmc/articles/PMC4120714/ /pubmed/25047546 http://dx.doi.org/10.1186/1475-925X-13-98 Text en Copyright © 2014 Junkes-Cunha et al.; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited.
spellingShingle Research
Junkes-Cunha, Maíra
Cardozo, Glauco
Boos, Christine F
de Azevedo, Fernando
Implementation of expert systems to support the functional evaluation of stand-to-sit activity
title Implementation of expert systems to support the functional evaluation of stand-to-sit activity
title_full Implementation of expert systems to support the functional evaluation of stand-to-sit activity
title_fullStr Implementation of expert systems to support the functional evaluation of stand-to-sit activity
title_full_unstemmed Implementation of expert systems to support the functional evaluation of stand-to-sit activity
title_short Implementation of expert systems to support the functional evaluation of stand-to-sit activity
title_sort implementation of expert systems to support the functional evaluation of stand-to-sit activity
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4120714/
https://www.ncbi.nlm.nih.gov/pubmed/25047546
http://dx.doi.org/10.1186/1475-925X-13-98
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