Motor Disorders Clinical Trial
Official title:
A Preliminary Study on Artificial Intelligence for Infant Motor Screening
The purpose of this preliminary study is to apply AI technology on a sample of infants aged 4 to 18 months to develop an action tracking and recognition algorithm for infant motor screening and to determine the accuracy of the captured movements during the Alberta Infant Motor Scale (AIMS) assessment using an experienced physical therapists' assessment results as the reference.
Background and Purpose. Although there is an increase in the public awareness of early intervention for children with developmental disorder in Taiwan, the number of children reported for early intervention by the Ministry of Health and Welfare is limited, particularly for those aged under two years, outside of hospital settings, and in remote areas. This has highlighted the need of early screening for infants who are at risk or have developmental disorders. While motor development has a potential impact on the emergence of abilities in other domains in children at later age, motor screening may serve as the cornerstone to help detect signs of developmental dysfunction. Artificial Intelligence (AI), based on machine learning of big data, may be an alternative for assisting healthcare professionals to efficiently screen children's development and to help plan for further diagnostic assessment. The purpose of this preliminary study is to apply AI technology on a sample of infants aged 4 to 18 months to develop an action tracking and recognition algorithm for infant motor screening and to determine the accuracy of the captured movements during the Alberta Infant Motor Scale (AIMS) assessment using an experienced physical therapists' assessment results as the reference. Method. This study will recruit 50 infants (40 preterm infants and 10 term infants age 4-18 months (corrected age for preterm infants) from the National Taiwan University Children's Hospital. Each infant will be evaluated by a physical therapist for their gross motor development during prone, spine, sitting and standing positions using the AIMS assessment. The whole assessment procedure will be video recorded by five cameras. The data processing of movement video records will consist of selection of movement records, establishment of a pose estimation model, and establishment of an action recognition model. The accuracy of the pose and action recognition model in identifying infants' movements will be examined using the physical therapist's results as the gold standard. The results of this study will provide preliminary data to help establish the best and appropriate action recognition model of infant motor screening for future validation on a large sample. ;
Status | Clinical Trial | Phase | |
---|---|---|---|
Recruiting |
NCT04899830 -
Study of the Acceptability and Psychosocial Impact of Using a Telepresence Robot in the Living Space of Inpatients
|
N/A | |
Recruiting |
NCT06086951 -
Pai.ACT - An Artificial Intelligence Driven Chatbot Assisted ACT
|
N/A | |
Completed |
NCT04361149 -
Motor Unit Abnormalities After Experimentally Induced Sensitization
|
Phase 4 | |
Completed |
NCT04681235 -
Virtual Reality Training Affects on Motor Functions and Mental Health in Stroke Patients
|
N/A | |
Recruiting |
NCT04620707 -
RGS@Home: Personalized 24/7 Home Care Post-stroke
|
N/A | |
Completed |
NCT04619953 -
Cognitive-motor Dual Task Training in Patients With Multiple Sclerosis
|
N/A | |
Recruiting |
NCT05637775 -
DiSCIoser: Improving Arm Sensorimotor Functions After Spinal Cord Injury Via Brain-Computer Interface Training
|
N/A | |
Active, not recruiting |
NCT03114748 -
Electroencephalographic Monitoring in Patients Treated by Deep Brain Stimulation
|
N/A | |
Completed |
NCT05373394 -
Evaluation of Cognitive and Motor Neurological Disorders in the Short and Long Term After Surgery for the Removal of a Diffuse Low-grade Glioma of the Supplementary Motor Area
|
||
Recruiting |
NCT05511207 -
Clinical Validation of a Hybrid BCI-controlled FES for Upper Limb Rehabilitation After Stroke
|
N/A | |
Recruiting |
NCT06392802 -
Effectiveness of a Rehabilitation Exercise Plan at Home to Treat Post-stroke Patients in the Chronic Phase
|
N/A | |
Recruiting |
NCT05872737 -
FAB Programme for Parents of Children With NDD
|
N/A | |
Not yet recruiting |
NCT05900310 -
Linus Health CDS Retrospective Validation Study
|
||
Completed |
NCT02821598 -
Effects of the Proprioceptive Neuromuscular Facilitation for Promoting Muscular Irradiation
|
N/A | |
Completed |
NCT02828813 -
Neural Mechanisms of Motor and Cognitive Networks
|
||
Recruiting |
NCT05183152 -
Non-invasive BCI-controlled Assistive Devices
|
N/A | |
Recruiting |
NCT05349539 -
Instrumental Assessment of Motor Symptoms by Means of Wearable Sensors in Patients With Parkinson's Disease
|
||
Terminated |
NCT05316519 -
Transcutaneous Auricular Vagus Nerve Stimulation to Enhance Motor Learning
|
N/A | |
Completed |
NCT04203589 -
Explorer Babies Early Intervention Program
|
N/A | |
Completed |
NCT02816541 -
Effects of Pilates-based Therapeutic Exercises on the Postural Control
|
N/A |