| Literature DB >> 35576560 |
Naohiro Itoh1, Hirokazu Mishima1, Yuki Yoshida2, Manami Yoshida1, Hiroyuki Oka3, Ko Matsudaira3.
Abstract
BACKGROUND: Artificial intelligence-assisted interactive health promotion systems are useful tools for the management of musculoskeletal conditions.Entities:
Keywords: chronic low back pain; exercise regimen; mobile app; mobile phone; patient education
Mesh:
Year: 2022 PMID: 35576560 PMCID: PMC9152720 DOI: 10.2196/35867
Source DB: PubMed Journal: JMIR Mhealth Uhealth ISSN: 2291-5222 Impact factor: 4.947
Figure 1Study design.
Figure 2Examples of exercises with instructions from the artificial intelligence–assisted health program (Secaide).
Figure 4Exercise schedule on Secaide. a) One Stretch (Standing Back Extension), b) Side One Stretch, c) McKenzie Extension (Sea Lion Pose), d) Hamstring Stretch, e) Lying Waist Twist, f) Arm Leg Raise (Kneeling Superman), m) Mindfulness, n) Questionnaire.
Figure 5Patient disposition. FAS: full analysis set.
Baseline characteristics (full analysis set).
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| Exercise group (n=48) | Conventional group (n=51) | |||
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| 47.9 (10.2) | 46.9 (12.3) | |||
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| <45 | 18 (37.5) | 20 (39.2) | ||
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| ≥45 | 30 (62.5) | 31 (60.8) | ||
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| Women | 21 (44) | 23 (45) | ||
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| Men | 27 (56) | 28 (55) | ||
| BMI (kg/m2), mean (SD) | 24.42 (4.05) | 23.39 (4.18) | |||
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| <0.5 | 3 (6) | 5 (10) | ||
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| 0.5 to <1 | 3 (6) | 6 (12) | ||
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| ≥1 | 42 (88) | 40 (78) | ||
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| Yes | 14 (29) | 19 (37) | ||
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| No | 14 (29) | 19 (37) | ||
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| Sometimes | 20 (42) | 13 (25) | ||
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| Yes | 42 (88) | 45 (88) | ||
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| No | 6 (13) | 6 (12) | ||
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| Full time (>40 hours per week) | 34 (71) | 40 (78) | ||
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| Part time | 14 (29) | 11 (22) | ||
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| Living alone | 10 (21) | 9 (18) | ||
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| Living with children only | 1 (2) | 4 (8) | ||
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| Living with adults only | 18 (38) | 18 (35) | ||
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| Living with adults and children | 19 (40) | 20 (39) | ||
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| <3 million (24,000) | 15 (31) | 10 (20) | ||
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| 3 million to <5 million (24,000 to 40,000) | 14 (29) | 16 (31) | ||
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| 5 million to <8 million (40,000 to 64,000) | 9 (19) | 13 (25) | ||
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| ≥8 million (64,000) | 8 (17) | 7 (14) | ||
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| Decline to answer | 2 (4) | 5 (10) | ||
| Education level (completed university education), mean (SD) | 25 (52.1) | 22 (43.1) | |||
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| Yes | 17 (35) | 18 (35) | ||
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| No | 12 (25) | 22 (43) | ||
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| Sometimes | 19 (40) | 11 (22) | ||
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| Never smoked | 23 (48) | 26 (51) | ||
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| Former smoker | 14 (29) | 15 (29) | ||
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| Current smoker | 11 (23) | 10 (20) | ||
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| Performance degradation | 0.51 (0.303) | 0.516 (0.314) | ||
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| Days of work loss due to poor performance | 10.466 (8.485) | 12.409 (9.956) | ||
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| Work time | 4.3 (12.4) | 8.2 (21.8) | ||
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| Impairment while working | 35.3 (29.8) | 45.6 (33.2) | ||
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| Overall work impairment | 37.0 (30.7) | 47.7 (34.4) | ||
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| Activity impairment | 47.2 (31.6) | 50.4 (29) | ||
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| CLBP | 5 (2.4) | 5.1 (2.1) | ||
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| Shoulder stiffness | 4.5 (3.0) | 4.5 (2.8) | ||
| RDQ-24,e mean (SD) | 8.6 (5.3) | 7.4 (4.7) | |||
| EQ-5D-5L,f mean (SD) | 0.720 (0.195) | 0.746 (0.142) | |||
| TSK-11,g mean (SD) | 26.4 (6.1) | 24.6 (6.6) | |||
| K-6,h mean (SD) | 6.2 (5.6) | 5 (4.9) | |||
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| Hospital | 1.9 (1.7) | 2.1 (2.3) | ||
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| Clinic | 0.8 (1.6) | 1.1 (2.5) | ||
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| Acupuncture and moxibustion clinic | 0.2 (0.8) | 0.1 (0.2) | ||
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| Manipulative clinic | 0.8 (1.7) | 0.8 (1.9) | ||
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| Others | 0.3 (1.0) | 0.4 (0.9) | ||
aCLBP: chronic low back pain.
bQQ method: Quantity and Quality method.
cWPAI-GH: Work Productivity and Activity Impairment Questionnaire: General Health.
dNRS: Numerical Rating Scale.
eRDQ-24: Roland-Morris Disability Questionnaire.
fEQ-5D-5L: EuroQoL 5 Dimensions 5 Level.
gTSK-11: Tampa Scale for Kinesiophobia.
hK-6: Kessler Screening Scale for Psychological Distress.
Figure 6Compliance rates for the use of mobile messaging app–based exercise therapy during the study duration. Exercise status is evaluated by access log to Secaide within a specified period. Percentage of patients (%)=(access days/observation period)×100. Category aggregation for the rate of adherence was performed by 0% to 25% (blue), 25% to 50% (orange), 50% to 75% (gray), and ≥75% (yellow).
Changes in Work Productivity and Activity Impairment Questionnaire: General Health parameters and QoLa at week 12.
| Parameter | Exercise group, least squares mean (SE) | Conventional group, least squares mean (SE) | Difference between groups in the 12 weeks, least squares mean (95% CI) | ||
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| 36b (100) | 26 (100) | N/Ac |
| |
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| Work time | 3.8 (3.4) | 1.2 (4.1) | 2.7 (−5.4 to 10.7) | .51 |
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| Impairment while working | −16.5 (6.2) | −6.8 (6.9) | −9.6 (−23.3 to 4.1) | .17 |
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| Overall work impairment | −13.3 (6.8) | −4.7 (7.6) | −8.6 (−23.6 to 6.5) | .26 |
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| Activity impairment | −16.7 (5.7) | −6.4 (6.7) | −10.3 (−23.6 to 3.0) | .13 |
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| 38 (100) | 34 (100) | N/A |
| |
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| RDQ-24d | −2.1 (0.8) | −0.3 (0.9) | −1.9 (−3.7 to 0.0) | .05 |
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| EQ-5D-5Le | 0.068 (0.024) | 0.006 (0.026) | 0.061 (0.008 to 0.114) | .03 |
aQoL: quality of life.
bData for activity impairment due to health were analyzed for 37 patients.
cN/A: not applicable.
dRDQ-24: Roland-Morris Disability Questionnaire.
eEQ-5D-5L: EuroQoL 5 Dimensions 5 Level.
Change from baseline of work productivity, CLBP,a and quality of life among treatment compliances at week 12 (post hoc analysis).b
| Parameters | Exercise group compliance ≥75% (n=18), least squares mean (95% CI) | Exercise group compliance <75% (n=20), least squares mean (95% CI) | Conventional group (n=34), least squares mean (95% CI) |
| Work productivity (QQ methodc) | 0.00 (−0.14 to 0.15) | 0.05 (−0.11 to 0.21) | 0.08 (−0.03 to 0.18) |
| CLBP (NRSd) | −2.28 (−3.47 to −1.09) | −0.15 (−1.03 to 0.73) | −0.91 (−1.48 to −0.34) |
| Quality of life (RDQ-24e) | −3.06 (−4.45 to −1.66) | −2.20 (−4.51 to 0.11) | −0.76 (−2.15 to 0.62) |
aCLBP: chronic low back pain.
bNo statistical tests were performed.
cQQ method: Quantity and Quality method.
dNRS: Numerical Rating Scale.
eRDQ-24: Roland-Morris Disability Questionnaire.