Feasibility and Discriminant Validity of Monitoring Movement Behavior of Adolescents With Cerebral Palsy
Wearable and Deep Learning-Based Recognition of Real-World Movement Behavior of Adolescents With Cerebral Palsy: Feasibility and Discriminant Validity Study
1 other identifier
observational
25
1 country
1
Brief Summary
A new artificial intelligence network has been developed to monitor real-world daytime and nighttime movement behavior of adolescents with cerebral palsy (CP). The network uses seven wearable sensors to recognize lying, sitting, and standing, as well as walking and movements of both arms and legs. This information can be useful for healthcare professionals to understand and influence change in movement behavior, leading to benefits for the health of adolescents with cerebral palsy. This study aims to examine the acceptability and technical dependability of monitoring the movement behavior of adolescents with cerebral palsy for 72 hours using wearable sensors. Additionally, the study aims to evaluate the network's ability to discriminate between control and individuals with CP, different subgroups of individuals with CP, as well as the incidence of sleep disturbance in the entire cohort.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at below P25 for all trials
Started Oct 2023
Typical duration for all trials
1 active site
Health score is calculated from publicly available data and should be used for screening purposes only.
Trial Relationships
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Study Timeline
Key milestones and dates
First Submitted
Initial submission to the registry
October 9, 2023
CompletedStudy Start
First participant enrolled
October 16, 2023
CompletedFirst Posted
Study publicly available on registry
October 19, 2023
CompletedPrimary Completion
Last participant's last visit for primary outcome
December 31, 2025
CompletedStudy Completion
Last participant's last visit for all outcomes
December 31, 2025
CompletedJune 22, 2025
June 1, 2025
2.2 years
October 9, 2023
June 17, 2025
Conditions
Keywords
Outcome Measures
Primary Outcomes (2)
Gross Motor Functional Classification Scale - Expanded and revised (GMFCS-E&R)
The GMFCS-E\&R is a classification system comprising five levels that aims to describe the gross motor function of children and adolescents with CP. This system considers five age bands; in this case, we use the 12-18-year-old age band. Individuals with CP are classified as level I when capable of walking without limitations, while those with non-ambulatory functions are classified as levels IV and V
Day one
Jenkins Sleep Evaluation Questionnaire (JSEQ) - Danish version
The JSEQ evaluates the frequency and intensity of sleep difficulties in the past month. The questions pertain to difficulty falling asleep, frequent awakenings during the night, trouble remaining asleep, and subjective feelings of fatigue and sleepiness despite a typical night's rest. Respondents rate their experiences using a Likert-type scale, with the following response alternatives: not at all (1), 1 to 3 days (2), 4 to 7 days (3), 8 to 14 days (4), 15 to 21 days (5), and 22 to 28 days (6).
Day one
Study Arms (1)
Adolescents with CP and typically developed adolescents.
Eligibility Criteria
Primary care clinic and community sample
You may qualify if:
- Clinical diagnosis of Cerebral Palsy at GMFCS-E\&R levels I-V and typically developed without neurological impairment.
- Age range: 15-25 years
- Capable of providing informed consent or have a legal guardian who can provide consent on their behalf.
You may not qualify if:
- Adolescents without the capacity to provide informed consent when another young adult with the capacity can provide the same or similar data.
- Adolescents who have undergone musculoskeletal surgery or injury and have not resumed their normal movement behavior.
- Presence of skin wounds in areas where sensors are to be attached.
Contact the study team to confirm eligibility.
Sponsors & Collaborators
- Rigshospitalet, Denmarklead
- University of Copenhagencollaborator
Study Sites (1)
University Hospital Copenhagen, Rigshospitalet
Copenhagen, 2100, Denmark
Related Publications (4)
Wimalasundera N, Stevenson VL. Cerebral palsy. Pract Neurol. 2016 Jun;16(3):184-94. doi: 10.1136/practneurol-2015-001184. Epub 2016 Feb 2.
PMID: 26837375BACKGROUNDHanna SE, Rosenbaum PL, Bartlett DJ, Palisano RJ, Walter SD, Avery L, Russell DJ. Stability and decline in gross motor function among children and youth with cerebral palsy aged 2 to 21 years. Dev Med Child Neurol. 2009 Apr;51(4):295-302. doi: 10.1111/j.1469-8749.2008.03196.x.
PMID: 19391185BACKGROUNDHulst RY, Gorter JW, Obeid J, Voorman JM, van Rijssen IM, Gerritsen A, Visser-Meily JMA, Pillen S, Verschuren O. Accelerometer-measured physical activity, sedentary behavior, and sleep in children with cerebral palsy and their adherence to the 24-hour activity guidelines. Dev Med Child Neurol. 2023 Mar;65(3):393-405. doi: 10.1111/dmcn.15338. Epub 2022 Jul 14.
PMID: 35833425BACKGROUNDPalisano RJ, Rosenbaum P, Bartlett D, Livingston MH. Content validity of the expanded and revised Gross Motor Function Classification System. Dev Med Child Neurol. 2008 Oct;50(10):744-50. doi: 10.1111/j.1469-8749.2008.03089.x.
PMID: 18834387BACKGROUND
MeSH Terms
Conditions
Condition Hierarchy (Ancestors)
Study Officials
- PRINCIPAL INVESTIGATOR
Jakob Lorentzen, Prof.
University of Copenhagen, Department of Neuroscience
Central Study Contacts
Study Design
- Study Type
- observational
- Observational Model
- COHORT
- Time Perspective
- PROSPECTIVE
- Sponsor Type
- OTHER
- Responsible Party
- PRINCIPAL INVESTIGATOR
- PI Title
- Senior researcher
Study Record Dates
First Submitted
October 9, 2023
First Posted
October 19, 2023
Study Start
October 16, 2023
Primary Completion
December 31, 2025
Study Completion
December 31, 2025
Last Updated
June 22, 2025
Record last verified: 2025-06