| Unique ID issued by UMIN | UMIN000062069 |
|---|---|
| Receipt number | R000071023 |
| Scientific Title | Preclinical feasibility study of an inertial measurement unit-based system for detecting ICU-relevant risky movements |
| Date of disclosure of the study information | 2026/06/26 |
| Last modified on | 2026/06/26 15:42:43 |
A preclinical study of a sensor-based system for detecting ICU-related risky movements
ICU Risk Movement Sensor Study
Preclinical feasibility study of an inertial measurement unit-based system for detecting ICU-relevant risky movements
SMILE-3 Study
| Japan |
None
| Not applicable | Adult |
Others
NO
To evaluate, in healthy adults, the event-level detection performance, false alarm burden, attachment stability, and implementation feasibility of an IMU-based continuous movement monitoring system intended to support patient safety in the ICU, after improving the sensor configuration and fixation method, under conditions that include long-duration measurement, non-target movements, and clinical noise in a simulated ICU environment.
Safety,Efficacy
Event-level F1 score for detecting target risky movements
Event-level sensitivity, specificity, precision, and accuracy
False alarm rate (false alarms per hour)
Time to detection (time from the onset of a target movement to detection)
Window-level accuracy, macro-F1, and class-wise F1
False detection rate for non-target movements
Performance comparison by sensor and sensor configuration
Sensor detachment rate, signal loss rate, number of communication interruptions, and number of reattachments
Skin symptoms at the attachment sites, pain, and discomfort assessed using a visual analog scale (VAS)
Measurement completion rate and participant-reported acceptability of sensor attachment
Feasibility of the sensor attachment and measurement procedures as assessed by research staff
Other related outcomes
Observational
| 18 | years-old | <= |
| 65 | years-old | >= |
Male and Female
Healthy adults who have provided written informed consent to participate in the study
Individuals who can safely perform simulated movements on a bed
Individuals younger than 18 years or older than 65 years
Individuals who have difficulty performing the required movements due to musculoskeletal disorders, collagen diseases, or other conditions
Individuals with implanted electronic medical devices, such as pacemakers
Individuals with skin disease, wounds, or adhesive tape allergy at the sensor attachment sites
Individuals who are pregnant or may be pregnant and have difficulty remaining in a supine position for an extended period
Individuals who are judged by the principal investigator to be inappropriate for participation in this study for any other reason
40
| 1st name | Ryuto |
| Middle name | |
| Last name | Yokoyama |
Yamagata University Faculty of Medicine
Department of Emergency Medicine
990-9585
2-2-2 Iida Nishi, Yamagata City, Yamagata Prefecture
0236331122
ryusi0311@gmail.com
| 1st name | RYUTO |
| Middle name | |
| Last name | YOKOYAMA |
Yamagata University Faculty of Medicine
Department of Emergency Medicine
9909585
2-2-2 Iida Nishi, Yamagata City, Yamagata Prefecture
0236285422
ryusi0311@gmail.com
Yamagata Univercity
RYUTO YOKOYAMA
Yamagata Univercity
Other
Ethics Review Committee, Faculty of Medicine, Yamagata University
2-2-2 Iida Nishi, Yamagata City, Yamagata Prefecture
0236331122
ryusi0311@gmail.com
NO
| 2026 | Year | 06 | Month | 26 | Day |
Unpublished
Preinitiation
| 2026 | Year | 06 | Month | 10 | Day |
| 2026 | Year | 06 | Month | 26 | Day |
| 2026 | Year | 07 | Month | 01 | Day |
| 2028 | Year | 12 | Month | 31 | Day |
This preclinical feasibility study will evaluate an IMU-based continuous movement monitoring system in healthy adults before future clinical studies in ICU patients. After written informed consent, baseline information will be collected, and research-use IMU sensors will be attached to predefined sites on the limbs and trunk. Each participant will undergo approximately 60 minutes of continuous measurement in a simulated ICU environment, including target risky movements, non-target movements, resting states, and routine bed-based movements. Target movements include simulated tube self-removal, limb movement beyond the bed rail, sitting up, and pre-bed-exit movements. Non-target movements include turning over, repositioning, cough-like movements, scratching, hand-to-mouth movements not intended for device removal, rehabilitation-like movements, simulated nursing care, and conversation- or eating-like movements. All movements will be performed under staff supervision, with safety measures to prevent falls or injuries. The measurement will be stopped immediately if fatigue, pain, discomfort, skin symptoms, or any other abnormality occurs. Video recording will be performed only for movement labeling and verification of IMU time-series data. Video and sensor data will be managed using study IDs and securely stored according to the study protocol. The IMU sensors are research-use measurement devices and will not be used for diagnosis, treatment, or prevention.
| 2026 | Year | 06 | Month | 26 | Day |
| 2026 | Year | 06 | Month | 26 | Day |
Value
https://center6.umin.ac.jp/cgi-open-bin/icdr_e/ctr_view.cgi?recptno=R000071023