Towards a knowledge-based decision support system to foster the return to work of wheelchair users

被引:0
|
作者
Spoladore, Daniele [1 ,2 ]
Negri, Luca [4 ,5 ]
Arlati, Sara [1 ]
Mahroo, Atieh [1 ,3 ]
Fossati, Margherita [4 ]
Biffi, Emilia [4 ]
Davalli, Angelo [6 ]
Trombetta, Alberto [2 ]
Sacco, Marco [1 ]
机构
[1] Inst Intelligent Ind Technol & Syst Adv Mfg, Natl Res Council Italy, Lecce, Italy
[2] Insubria Univ, Dept Pure & Appl Sci, Varese, Italy
[3] Univ Milano Bicocca, Dept Informat Syst & Commun, Milan, Italy
[4] IRCCS E Medea, Sci Inst, Bosisio Parini, Lecco, Italy
[5] Univ Milan, Dept Pathophysiol & Transplantat, Milan, Italy
[6] Natl Inst Insurance Accid Work, Budrio, Italy
关键词
Knowledge -based decision support system; Ontology engineering; Return to work; Clinical decision support system; Wheelchair user; SEMANTIC WEB; ONTOLOGY; HEALTH;
D O I
10.1016/j.csbj.2024.05.013
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Accidents at work may force workers to face abrupt changes in their daily life: one of the most impactful accident cases consists of the worker remaining in a wheelchair. Return To Work (RTW) of wheelchair users in their working age is still challenging, encompassing the expertise of clinical and rehabilitation personnel and social workers to match the workers' residual capabilities with job requirements. This work describes a novel and prototypical knowledge-based Decision Support System (DSS) that matches workers' residual capabilities with job requirements, thus helping vocational therapists and clinical personnel in the RTW decision-making process for WUs. The DSS leverages expert knowledge in the form of ontologies to represent the International Classification of Functioning, Disability, and Health (ICF) and the Occupational Information Network (O*NET). These taxonomies enable both workers' health conditions and job requirements formalization, which are processed to assess the suitability of a job depending on a worker's condition. Consequently, the DSS suggests a list of jobs a wheelchair user can still perform, exploiting his/her residual abilities at their best. The manuscript describes the theoretical approach and technological foundations of such DSS, illustrating its development, its output metric, and application. The developed solution was tested with real wheelchair users' health conditions provided by the Italian National Institute for Insurance against Accidents at Work. The feasibility of an approach based on objective data was thus demonstrated, providing a novel point of view in the critical process of decision-making during RTW.
引用
收藏
页码:374 / 392
页数:19
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