A Knowledge-based Decision Support System for recommending safe recipes to individuals with dysphagia

被引:2
作者
Spoladore, Daniele [1 ,4 ]
Colombo, Vera [1 ]
Campanella, Vania [2 ]
Lunetta, Christian [2 ,3 ]
Mondellini, Marta [1 ]
Mahroo, Atieh [1 ]
Cerri, Federica [2 ]
Sacco, Marco [1 ]
机构
[1] CNR, Inst Intelligent Ind Technol & Syst Adv Mfg, Lecce, Italy
[2] Fdn Serena Onlus, NEuroMuscular Omnictr NEMO, Milan, Italy
[3] Ist Clin Sci Maugeri IRCCS, Dept Neurorehabil Milan Inst, Milan, Italy
[4] CNR, Inst Intelligent Ind Technol & Syst Adv Mfg, via Gaetano Previati 1E, I-23900 Lecce, Italy
关键词
Dysphagia; Ontology-based decision support system; Clinical decision support system; Neuromuscular diseases; Nutrition; Dysphagic patient support; INFORMATION; TECHNOLOGY; STATE; MODEL;
D O I
10.1016/j.compbiomed.2024.108193
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Background: Dysphagia is a disorder that can be associated to several pathological conditions, including neuromuscular diseases, with significant impact on quality of life. Dysphagia often leads to malnutrition, as a consequence of the dietary changes made by patients or their caregivers, who may deliberately decide to reduce or avoid specific food consistencies (because they are not perceived as safe), and the lack of knowledge in how to process foods are critics. Such dietary changes often result in unbalanced nutrients intake, which can have significant consequences for frail patients. This paper presents the development of a prototypical novel ontologybased Decision Support System (DSS) to support neuromuscular patients with dysphagia (following a per-oral nutrition) and their caregivers in preparing nutritionally balanced and safe meals. Method: After reviewing scientific literature, we developed in collaboration with Ear-Nose-Throat (ENT) specialists, neurologists, and dieticians the DSS formalizes expert knowledge to suggest recipes that are considered safe according to patient's consistency limitations and dysphagia severity and also nutritionally well-balanced. Results: The prototype can be accessed via digital applications both by physicians to generate and verify the recommendations, and by the patients and their caregivers to follow the step-by-step procedures to autonomously prepare and process one or more recipe. The system is evaluated with 9 clinicians to assess the quality of the DSS's suggested recipes and its acceptance in clinical practice. Conclusions: Preliminary results suggest a global positive outcome for the recipes inferred by the DSS and a good usability of the system.
引用
收藏
页数:17
相关论文
共 62 条
[1]  
Sallum RAA, 2012, ABCD-ARQ BRAS CIR DI, V25, P279, DOI 10.1590/S0102-67202012000400013
[2]   Harnessing Digital Pathology And Causal Learning To Improve Eosinophilic Esophagitis Dietary Treatment Assignment [J].
Aknin, Eliel ;
Larey, Ariel ;
Caldwell, Julie M. ;
Collins, Margaret H. ;
Rothenberg, Marc E. ;
Savir, Yonatan .
2023 IEEE CONFERENCE ON COMPUTATIONAL INTELLIGENCE IN BIOINFORMATICS AND COMPUTATIONAL BIOLOGY, CIBCB, 2023, :1-8
[3]  
[Anonymous], 2004, W3C Member submission
[4]  
Antoniou G., 2009, Web Ontology Language: OWL, P91, DOI DOI 10.1007/978-3-540-92673-34
[5]  
Barbalho Ingridy Marina Pierre, 2021, International Journal of Bioinformatics Research and Applications, V17, P303, DOI 10.1504/IJBRA.2021.117931
[6]   Explainable Artificial Intelligence (XAI): Concepts, taxonomies, opportunities and challenges toward responsible AI [J].
Barredo Arrieta, Alejandro ;
Diaz-Rodriguez, Natalia ;
Del Ser, Javier ;
Bennetot, Adrien ;
Tabik, Siham ;
Barbado, Alberto ;
Garcia, Salvador ;
Gil-Lopez, Sergio ;
Molina, Daniel ;
Benjamins, Richard ;
Chatila, Raja ;
Herrera, Francisco .
INFORMATION FUSION, 2020, 58 :82-115
[7]   Screening Tools Designed to Assess and Evaluate Oropharyngeal Dysphagia in Adult Patients: A Scoping Review [J].
Bernardes, Rafael A. ;
Cruz, Armenio ;
Neves, Hugo ;
Parola, Vitor ;
Catela, Nuno .
NURSING REPORTS, 2022, 12 (02) :245-258
[8]   Physicians' resistance toward healthcare information technology: a theoretical model and empirical test [J].
Bhattacherjee, Anol ;
Hikmet, Neset .
EUROPEAN JOURNAL OF INFORMATION SYSTEMS, 2007, 16 (06) :725-737
[9]   Swallowing and Secretion Management in Neuromuscular Disease [J].
Britton, Deanna ;
Karam, Chafic ;
Schindler, Joshua S. .
CLINICS IN CHEST MEDICINE, 2018, 39 (02) :449-+
[10]   Age-Related Changes to Eating and Swallowing Impact Frailty: Aspiration, Choking Risk, Modified Food Texture and Autonomy of Choice [J].
Cichero, Julie A. Y. .
GERIATRICS, 2018, 3 (04)