Clinical validatiOn of an AI-based DEcision Support System for Robotic Upper Limb Rehabilitation in Patients With Stroke. A CO-AIDER Study.
NCT ID: NCT07199322
Last Updated: 2025-09-30
Study Results
The study team has not published outcome measurements, participant flow, or safety data for this trial yet. Check back later for updates.
Basic Information
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NOT_YET_RECRUITING
NA
100 participants
INTERVENTIONAL
2025-09-30
2026-12-31
Brief Summary
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The study aims to answer the following questions:
* Can the AI-DSS support therapists in setting therapy parameters and adapting personalized robotic rehabilitation programs effectively?
* Can AI-supported robotic rehabilitation improve upper limb function, activities of daily living (ADL), cognitive function, and quality of life compared with standard therapist-guided robotic rehabilitation?
Researchers will compare two groups:
* Robotic rehabilitation supported by the AI-DSS (CO-AIDER);
* Robotic rehabilitation with parameters set by therapists (control group).
Participants will:
* Receive robotic rehabilitation for the upper limb, either guided by the AI-DSS or by therapists;
* Be monitored throughout the program, with therapy parameters adjusted according to their progress;
* Complete assessments to evaluate changes in upper limb function, activities of daily living, cognitive function, and quality of life.
The study will also evaluate the usability and acceptability of the AI-supported robotic system as perceived by participants and clinical staff, and will include a cost-effectiveness analysis of the two interventions.
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Detailed Description
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Conditions
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Study Design
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RANDOMIZED
PARALLEL
OTHER
DOUBLE
Study Groups
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Robotic treatment with an AI-based decision support system (Robotic therapy + CO-AIDER software)
Participants assigned to this arm will receive upper limb robotic treatment using the MOTORE robotic device, supported by the AI-based decision support system (CO-AIDER software). CO-AIDER implements a predictive model based on recurrent neural networks (LSTM) that analyzes demographic, clinical, and kinematic data collected during treatment sessions. The model estimates the expected post-treatment scores on three standard clinical scales (FMA, ARAT, and MI). In addition to outcome prediction, the system provides therapists with recommendations on robot parameters (stiffness, weight, and viscosity), which are used to personalize the difficulty level of the exercises implemented in MOTORE, without directly altering the therapeutic course.
Robotic upper limb rehabilitation in patients with Stroke with AI support
Participants will receive upper limb robotic treatment using MOTORE (Mobile robot for upper limb neurOrtho Rehabilitation), a medical device indicated for post-stroke and post-traumatic rehabilitation. MOTORE is a portable, autonomous, omnidirectional, haptic robot that provides force feedback to the user and supports active, passive, and assistive movements.
The device includes software with assessment and rehabilitation exercises presented as interactive games (serious games), enabling personalized therapy and measurement of patient performance. MOTORE follows the "assist as needed" paradigm, actively assisting or resisting movements based on the patient's intentions. Parameters are set by the AI-based decision support system (CO-AIDER). Treatment will be delivered daily for 45 minutes, five days per week, for a total of 30 sessions.
Robotic treatment with parameters defined exclusively by the clinical team (Robotic Therapy)
Participants assigned to the control group will receive upper limb robotic treatment using the MOTORE robotic device. The treatment will be identical to the experimental arm in terms of device and exercise types, but all parameters will be determined exclusively by the physiotherapists based on their clinical expertise, without AI-based decision support.
Robotic upper limb rehabilitation in patients with Stroke without AI support
Participants will receive upper limb robotic treatment using MOTORE (Mobile robot for upper limb neurOrtho Rehabilitation), a medical device indicated for post-stroke and post-traumatic rehabilitation. MOTORE is a portable, autonomous, omnidirectional, haptic robot that provides force feedback to the user and supports active, passive, and assistive movements.
The device includes software with assessment and rehabilitation exercises presented as interactive games (serious games), enabling personalized therapy and measurement of patient performance. MOTORE follows the "assist as needed" paradigm, actively assisting or resisting movements based on the patient's intentions. Parameters are set by the clinical team based on their expertise. Treatment will be delivered daily for 45 minutes, five days per week, for a total of 30 sessions.
Interventions
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Robotic upper limb rehabilitation in patients with Stroke with AI support
Participants will receive upper limb robotic treatment using MOTORE (Mobile robot for upper limb neurOrtho Rehabilitation), a medical device indicated for post-stroke and post-traumatic rehabilitation. MOTORE is a portable, autonomous, omnidirectional, haptic robot that provides force feedback to the user and supports active, passive, and assistive movements.
The device includes software with assessment and rehabilitation exercises presented as interactive games (serious games), enabling personalized therapy and measurement of patient performance. MOTORE follows the "assist as needed" paradigm, actively assisting or resisting movements based on the patient's intentions. Parameters are set by the AI-based decision support system (CO-AIDER). Treatment will be delivered daily for 45 minutes, five days per week, for a total of 30 sessions.
Robotic upper limb rehabilitation in patients with Stroke without AI support
Participants will receive upper limb robotic treatment using MOTORE (Mobile robot for upper limb neurOrtho Rehabilitation), a medical device indicated for post-stroke and post-traumatic rehabilitation. MOTORE is a portable, autonomous, omnidirectional, haptic robot that provides force feedback to the user and supports active, passive, and assistive movements.
The device includes software with assessment and rehabilitation exercises presented as interactive games (serious games), enabling personalized therapy and measurement of patient performance. MOTORE follows the "assist as needed" paradigm, actively assisting or resisting movements based on the patient's intentions. Parameters are set by the clinical team based on their expertise. Treatment will be delivered daily for 45 minutes, five days per week, for a total of 30 sessions.
Other Intervention Names
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Eligibility Criteria
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Inclusion Criteria
* Age between 18 and 85 years;
* Time since stroke less than six months;
* Mild to severe upper limb impairment (Fugl-Meyer Assessment for Upper Extremity (FMA-UE) ≤ 58).
Exclusion Criteria
* Severe spasticity or hypertonia in the affected limb (Modified Ashworth Scale (MAS) \> 3);
* Severe visual impairments;
* Concurrent participation in another clinical trial for upper limb rehabilitation following stroke;
* Refusal to provide written informed consent.
18 Years
85 Years
ALL
No
Sponsors
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Fondazione Policlinico Universitario Campus Bio-Medico
OTHER
Scuola Superiore Sant'Anna di Pisa
OTHER
Fondazione Don Carlo Gnocchi Onlus
OTHER
Responsible Party
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Principal Investigators
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Eugenio Guglielmelli, PhD
Role: STUDY_CHAIR
Campus Bio-Medico University
Irene G Aprile, MD, PhD
Role: PRINCIPAL_INVESTIGATOR
Fondazione Don Carlo Gnocchi ONLUS, Roma
Locations
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Fondazione Don Carlo Gnocchi, Polo Specialistico Riabilitativo
Sant'Angelo dei Lombardi, AV, Italy
Fondazione Don Carlo Gnocchi, Centro Spalenza
Rovato, BS, Italy
IRCSS Fondazione Don Carlo Gnocchi
Florence, FI, Italy
Fondazione Don Carlo Gnocchi, Polo Specialistico Riabilitativo
Tricarico, Mount, Italy
Scuola Superiore Sant'Anna
Pisa, PI, Italy
Fondazione Don Carlo Gnocchi, Centro Gala
Acerenza, PZ, Italy
Fondazione Policlinico Universitario Campus Bio-Medico
Roma, RM, Italy
Fondazione Don Carlo Gnocchi, Centro Santa Maria della Provvidenza
Roma, RM, Italy
Fondazione Don Carlo Gnocchi, Santa Maria dei Poveri Polo Riabilitativo del Levante ligure
La Spezia, SP, Italy
Fondazione Don Carlo Gnocchi, Centro Santa Maria ai Colli - Presidio Sanitario Ausiliatrice
Torino, TO, Italy
Countries
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Central Contacts
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Facility Contacts
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References
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Mehrholz J, Pohl M, Platz T, Kugler J, Elsner B. Electromechanical and robot-assisted arm training for improving activities of daily living, arm function, and arm muscle strength after stroke. Cochrane Database Syst Rev. 2018 Sep 3;9(9):CD006876. doi: 10.1002/14651858.CD006876.pub5.
Germanotta M, Cruciani A, Pecchioli C, Loreti S, Spedicato A, Meotti M, Mosca R, Speranza G, Cecchi F, Giannarelli G, Padua L, Aprile I. Reliability, validity and discriminant ability of the instrumental indices provided by a novel planar robotic device for upper limb rehabilitation. J Neuroeng Rehabil. 2018 May 16;15(1):39. doi: 10.1186/s12984-018-0385-8.
Aprile I, Germanotta M, Cruciani A, Loreti S, Pecchioli C, Cecchi F, Montesano A, Galeri S, Diverio M, Falsini C, Speranza G, Langone E, Papadopoulou D, Padua L, Carrozza MC; FDG Robotic Rehabilitation Group. Upper Limb Robotic Rehabilitation After Stroke: A Multicenter, Randomized Clinical Trial. J Neurol Phys Ther. 2020 Jan;44(1):3-14. doi: 10.1097/NPT.0000000000000295.
Other Identifiers
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RF-2021-12375472
Identifier Type: OTHER_GRANT
Identifier Source: secondary_id
COAIDER
Identifier Type: -
Identifier Source: org_study_id
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