Physical Inactivity Clinical Trial
Official title:
SHIFT-Hospital in Motion: Validation Study of a Newly Developed Algorithm for Movement Detection Using Activity Sensors in Acute Care Hospital Patients
The goal of this monocentric observational study involving acute hospitalised patients is to validate the accuracy of classification algorithms for the detection of various movements parameters.
Patients in hospitals spend the majority of their time inactive, sitting or lying down. Not being active is a common problem for patients in hospitals, often causing complications and impairing recovery, as it can lead to issues such as reduced blood volume, unsteady blood pressure when standing, weaker muscles, and a higher risk of infections, blood clots, and other health issues. The inactivity-related changes in the body in combination with the natural ageing process, the stress of being in the hospital, a poor nutritional status, and possibly troubles with thinking, memory, and understanding or depression diminish the ability to regenerate with overall compromised physiological resilience. In order to quantify the amount of physical activity of hospitalised patients, the ability of activity sensors to distinguish between lying, sitting, standing and walking is an important requirement. A pilot study (NCT06403826) involving 40 patients examined the feasibility and effectiveness of using activity sensors in clinical settings. The study focused on detecting specific activities and movement patterns using sensors worn on various body parts, with the ankle identified as the preferred location for long-term monitoring. Most participants found wearing the sensors tolerable, indicating the practicality of this approach for extended patient activity monitoring. The primary objective of this observational, single center study is to validate the accuracy of newly developed algorithms for the detection of various movements parameters. Two different sensors worn on the ankle are used to record the duration of lying, sitting/standing, and the number of steps taken when walking and climbing stairs (up/down). The validation is based on the movement data collected from this and the pilot study and will be conducted in two phases: - phase 1 (model improvement): Increasing the robustness of the algorithms using training data - phase 2 (model validation): Validation of the algorithms using test data The secondary objectives are: - to determine if altitude data enhances the algorithms' accuracy in distinguishing between stair climbing and walking - to evaluate the comfort of wearing the sensors The results of this study will advance healthcare by developing an algorithm that accurately determines the activity patterns of hospitalized patients, thereby enhancing monitoring and understanding of patient mobility in hospital settings. ;
Status | Clinical Trial | Phase | |
---|---|---|---|
Active, not recruiting |
NCT05659862 -
Digitally Assisted Behavioral Physical Activity Intervention in Fibromyalgia
|
N/A | |
Recruiting |
NCT05294692 -
Using Behavioural Economics for More Sustainable Physical Activity mHealth Incentives: the Caterpillar App
|
N/A | |
Recruiting |
NCT05619250 -
Supervised Center-based vs. Unsupervised Home-based Exercise Programs (PRO-Training)
|
N/A | |
Recruiting |
NCT06088485 -
The Effect of Bone Mineral Density in Patients With Adult Cystic Fibrosis
|
||
Not yet recruiting |
NCT05963893 -
Promoting a Healthy Life Through Gender Equity
|
||
Enrolling by invitation |
NCT05461989 -
Physical Activity Barriers in Adolescent Hypertension Patients
|
||
Completed |
NCT06063187 -
Technology-based Fall Risk Assessments for Older Adults in Low-income Settings
|
||
Active, not recruiting |
NCT06089876 -
The Use of Mobile Applications in Obese and Overweight Adolescents for Health Improvement
|
N/A | |
Recruiting |
NCT05608707 -
APPETITE: Plant Protein and Exercise Solutions for the Prevention of Undernutrition in Older Adults.
|
N/A | |
Enrolling by invitation |
NCT06033417 -
Walking and Blood Pressure in Older Adults With Respiratory Impairment.
|
N/A | |
Not yet recruiting |
NCT05887583 -
Supporting Physical Literacy at School and Home
|
N/A | |
Completed |
NCT05535400 -
Effects of Physical-Psychological Integrative Intervention on SCI Patient: a Pilot Randomized Controlled Trial
|
N/A | |
Recruiting |
NCT06095999 -
Perfect Fit: Evaluation of a Virtual Coach for Smoking Cessation and Physical Activity
|
N/A | |
Completed |
NCT06246812 -
Text Message and Competition-Based Interventions Among University Students
|
N/A | |
Recruiting |
NCT05935982 -
Virtual Reality Exercise in a Community Highschool for Children With Disabilities
|
Phase 1 | |
Not yet recruiting |
NCT06027502 -
Cardioprotective Benefit of Passive Heat Therapy in Higher-Level Spinal Cord Injury: Safety and Proof of Concept
|
N/A | |
Recruiting |
NCT05147909 -
Impact of Dietary Phosphate Excess on Exercise Capacity and Visceral Adiposity
|
N/A | |
Recruiting |
NCT06185413 -
Children's Cooperation Denmark: a 3-year System Dynamics Trial
|
N/A | |
Completed |
NCT06018974 -
Digital Gaming Intervention for Older People in Long-term Care
|
N/A | |
Recruiting |
NCT05412862 -
Positive Emotions Following Acute Cardiac Events
|
N/A |