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  3. Optimizing the Provision of Rehabilitation Services Through Explainable Recommender Systems (SmartRehab) Optimizing the Provision of Rehabilitation Services Through Explainable Recommender Systems (SmartRehab)

Optimizing the Provision of Rehabilitation Services Through Explainable Recommender Systems (SmartRehab)

The complexity of the data and the limited ability to explore it can lead to suboptimal treatment decisions, resulting in over-treatment or under-treatment. It increases healthcare costs and has significant implications for patient health and well-being.

Brief information

School:

Business

Status:

Completed

Period:

01.10.2025 - 30.09.2029

Overview

This project aims to contribute to this area of research by implementing recommender systems that support healthcare professionals' decision-making processes. The project will use data from a rehabilitation clinic in Switzerland that cares for persons with spinal cord injury (SCI). Our system will analyze data from the first rehabilitation, which happens after acute care and lasts six to eight months. SCI is damage to the spine that leads to irreversible physical impairment, also known as paraplegia and tetraplegia. First rehabilitation is designed to support persons with SCI to get used to their new condition, and to give them the tools to make them as independent as possible. The healthcare professionals involved during this phase include physicians, nurses, physiotherapists, logopedists, and psychologists, among other therapists.

This project is led by the Lucerne University of Applied Sciences and Arts (HSLU). HSLU is responsible for designing and implementing explainable methods in recommendations that will be integrated into the beta version of SmartRehab. In addition, this project collaborates with the University of Lucerne (UniLU), health professionals at the Swiss Paraplegic Center (SPC), and the Swiss Paraplegic Research (SPF) to comprehensively analyze the use case and thoroughly test and provide feedback on the system developed. The objective is to provide feedback on the system and ensure it is functional and user-friendly. The project's ultimate goal is to deploy a prototype of SmartRehab that can optimize medical decision-making in SCI rehabilitation. It will translate into optimizing patient functioning and reducing the cost of services. The project also considers rigorous ethical considerations. As a result, it provides a solid foundation for expanding current solutions by establishing a standard for using health recommender systems (HRSs) for rehabilitation services.

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Facts

Type of project

Forschung

Internal organisations involved
  • Institute of Communication and Marketing (IKM)
External project partner
  • Schweizer Paraplegiker-Zentrum
  • Schweizer Paraplegiker-Forschung
  • Universität Luzern
  • Universidad de Santiago de Compostela
Funding
  • SNF-HSLU als Hauptgesuchsteller/in
UN Sustainable Development Goals
Among other things, this project contributes to the attainment of the following UN Sustainable Development Goals (SDGs):
  • SDG 3: Good Health and Well-Being
    Ensure healthy lives and promote well-being for all at all ages
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Links

  • SNSF Project Publication

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Persons involved: internal

Project manager
  • Luis Terán
Member of project team
  • José Mancera
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Persons involved: external

External Project Co-Head
  • Diana Pacheco

Brief information

School:

Business

Status:

Ongoing

Period:

10/01/2025 - 09/30/2029

Project Head

PD Dr. Luis Terán

Lecturer

+41 41 757 67 01

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