| Unique ID issued by UMIN | UMIN000062539 |
|---|---|
| Receipt number | R000069425 |
| Scientific Title | Immediate effects of AI-based real-time feedback of lumbar moment on biomechanical low back load during patient transfer: a randomized controlled trial |
| Date of disclosure of the study information | 2026/08/10 |
| Last modified on | 2026/10/25 13:04:08 |
Effects of AI-based real-time feedback on low back load during patient transfer assistance: a randomized controlled trial
AI-Transfer Feedback Trial
Immediate effects of AI-based real-time feedback of lumbar moment on biomechanical low back load during patient transfer: a randomized controlled trial
AI-Transfer RCT
| Japan |
Low back load during patient transfer assistance in healthcare workers (healthy volunteers)
| Not applicable |
Others
NO
To examine the immediate effects of AI-based real-time feedback of lumbar moment waveforms, derived from markerless motion analysis (VP-Ergono), in addition to standard transfer instruction and review of participants' own video, on biomechanical low back load (peak lumbar moment and cumulative lumbar load) during patient transfer among healthcare workers who routinely perform transfer assistance. The association between changes in mechanical load and acute subjective burden (pre-to-post changes in pain and fatigue) is also examined. This is a single-session, immediate intervention; effects on chronic low back pain are not evaluated. The direction of change in lumbar load is not prespecified.
Efficacy
Co-primary outcomes (both derived from markerless motion analysis of video; between-group comparison of pre-to-post change): (1) peak lumbar moment (Nm) during patient transfer, and (2) cumulative lumbar load (Nm x s, natural-log transformed). Multiplicity is adjusted by the Bonferroni method (two-sided alpha = 0.025 for each). The direction of change is not prespecified; two-sided tests are used.
Secondary: (a) pain VAS (0-100 mm) and (b) fatigue VAS (0-100 mm), change from immediately before to after the transfer task; (c) median %RVE of right (primary) and left (comparator) multifidus by surface EMG, normalised to a 6-kg trunk-flexion reference contraction. Exploratory: integrated EMG (adequate electrode contact only), rate of change in lumbar moment, right-left asymmetry.
Additional secondary/exploratory outcomes:
(1) Baseline occupational exposure: transfers per working day, patients in charge, night shifts (yes/no, per month), years of clinical experience (self-reported on the record sheet).
(2) Low back pain: presence of LBP of VAS 30 mm or more within the preceding 3 months (the stratification factor) and presence of LBP within the preceding 7 days.
(3) Estimated daily cumulative lumbar load = cumulative lumbar moment per transfer x self-reported transfers per working day.
(4) Reliability and convergent validity: trial-to-trial reliability of lumbar moment measures from repeated baseline trials (ICC, SEM, MDC) and correspondence with simultaneously recorded multifidus %RVE.
(5) Implementation cost: equipment cost and time required for measurement and feedback per participant.
(6) Effect modification by history of LBP (VAS 30 mm or more within 3 months, as stratified), pre-specified exploratory; by age and years of experience, exploratory.
Interventional
Parallel
Randomized
Individual
Open -but assessor(s) are blinded
Active
YES
NO
Institution is not considered as adjustment factor.
YES
Numbered container method
2
Educational,Counseling,Training
| Device,equipment | Behavior,custom |
In addition to standard transfer instruction, participants review video of their own transfer performance and receive real-time feedback of lumbar moment waveforms derived from markerless motion analysis (VP-Ergono) (single session).
In addition to standard transfer instruction, participants review video of their own transfer performance without presentation of lumbar moment waveforms (single session). Both groups receive standard instruction and video review, so the between-group difference is limited to the presence or absence of AI feedback (waveform presentation).
| Not applicable |
| Not applicable |
Male and Female
Physical therapists, occupational therapists, speech-language-hearing therapists, nurses, and care workers employed by the medical corporation who provide written informed consent.
(1) Severe acute low back pain or neurological symptoms that make it difficult to perform the measurement task; (2) history of spinal surgery; (3) marked limitation of lower-limb joint range of motion; (4) any other condition judged by the principal investigator to make participation unsuitable.
60
| 1st name | Daichi |
| Middle name | |
| Last name | Yoshida |
Fukuoka Sakurajuji Medical Corporation Hanabatake Hospital / Fukuoka Sakurajuji Medical Corporation (Sakurajuji Advanced Rehabilitation Center SACRA)
Rehabilitation Department
830-0038
914 Nishimachi, Kurume City, Fukuoka Prefecture
0942-32-4565
mugonjikkou@yahoo.co.jp
| 1st name | Daichi |
| Middle name | |
| Last name | Yoshida |
Fukuoka Sakurajuji Medical Corporation Hanabatake Hospital
Rehabilitation Department
830-0038
914 Nishimachi, Kurume City, Fukuoka Prefecture
09092057660
mugonjikkou@yahoo.co.jp
Fukuoka Sakurajuji Medical Corporation (Sakurajuji Advanced Rehabilitation Center SACRA)
Daichi Yoshida
Japan Society for the Promotion of Science
Japanese Governmental office
Japan
Faculty of Rehabilitation, Nishi Kyushu University
Institutional Review Board of Sakurajyuji Fukuoka Hospital
5-11 Watanabe-dori 3-chome, Chuo Ward, Fukuoka City
092-791-1100
mugonjikkou@yahoo.co.jp
YES
25K13431
Japan Society for the Promotion of Science (JSPS)
医療法人福岡桜十字 花畑病院(福岡県)
| 2026 | Year | 08 | Month | 10 | Day |
Unpublished
Open public recruiting
| 2026 | Year | 02 | Month | 17 | Day |
| 2026 | Year | 02 | Month | 17 | Day |
| 2026 | Year | 02 | Month | 18 | Day |
| 2028 | Year | 03 | Month | 31 | Day |
Design details fixed before resumption of measurement (Oct 2026) and before any between-group analysis. Randomisation: stratified permuted blocks (block size 4) within 4 strata defined by professional category (rehabilitation professionals: PT/OT/ST vs nursing/care staff) and history of low back pain (VAS 30 mm or more within the preceding 3 months). Concealment: sequentially numbered, opaque, sealed envelopes prepared by a co-investigator not involved in measurement, one opened per participant after baseline. Three external pilot participants are excluded; 10 newly employed staff randomised in Apr-May 2026 under this procedure are included (ITT). Recruitment plan: nursing/care staff (target 27, minimum 20) and all eligible rehabilitation staff are recruited in parallel. A blinded sample size re-estimation based on the pooled (group-unlabelled) variance of the primary outcome is pre-specified when 30 participants have completed both measurements; the final sample size will be set between 60 and 72, with no interim efficacy analysis. Primary analysis: ANCOVA adjusted for baseline, stratification factors, age, experience and BMI. Registered retrospectively (first participant Feb 2026). Outcome computation (SAP v3.4 s.4.1): lumbar moment despiked (5-frame median); each transfer is the contiguous interval above 50 Nm around the detected peak (gaps <1 s bridged; limit to be confirmed on the first 10 participants, blind to group); peak = maximum within that interval; cumulative load = time integral above 50 Nm within it; mean of 3 trials. Fixed window: sensitivity analysis. The waveform is shown only during the review immediately after the baseline transfers, not during the post-intervention transfers. Harms are recorded. Group labels are merged only after an external review and the final pre-unblinding SAP (v4.0). SAP v3.4 (25 Oct 2026) and code are deposited on Zenodo before unblinding (DOI to be added). Funded by JSPS KAKENHI 25K13431.
| 2026 | Year | 08 | Month | 10 | Day |
| 2026 | Year | 10 | Month | 25 | Day |
Value
https://center6.umin.ac.jp/cgi-open-bin/ctr_e/ctr_view.cgi?recptno=R000069425