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Randomized Controlled Trial
. 2023 Jun 1;6(6):e2320400.
doi: 10.1001/jamanetworkopen.2023.20400.

Effect of an Artificial Intelligence-Based Self-Management App on Musculoskeletal Health in Patients With Neck and/or Low Back Pain Referred to Specialist Care: A Randomized Clinical Trial

Affiliations
Randomized Controlled Trial

Effect of an Artificial Intelligence-Based Self-Management App on Musculoskeletal Health in Patients With Neck and/or Low Back Pain Referred to Specialist Care: A Randomized Clinical Trial

Anna Marcuzzi et al. JAMA Netw Open. .

Abstract

Importance: Self-management is a key element in the care of persistent neck and low back pain. Individually tailored self-management support delivered via a smartphone app in a specialist care setting has not been tested.

Objective: To determine the effect of individually tailored self-management support delivered via an artificial intelligence-based app (SELFBACK) adjunct to usual care vs usual care alone or nontailored web-based self-management support (e-Help) on musculoskeletal health.

Design, setting, and participants: This randomized clinical trial recruited adults 18 years or older with neck and/or low back pain who had been referred to and accepted on a waiting list for specialist care at a multidisciplinary hospital outpatient clinic for back, neck, and shoulder rehabilitation. Participants were enrolled from July 9, 2020, to April 29, 2021. Of 377 patients assessed for eligibility, 76 did not complete the baseline questionnaire, and 7 did not meet the eligibility criteria (ie, did not own a smartphone, were unable to take part in exercise, or had language barriers); the remaining 294 patients were included in the study and randomized to 3 parallel groups, with follow-up of 6 months.

Interventions: Participants were randomly assigned to receive app-based individually tailored self-management support in addition to usual care (app group), web-based nontailored self-management support in addition to usual care (e-Help group), or usual care alone (usual care group).

Main outcomes and measures: The primary outcome was change in musculoskeletal health measured by the Musculoskeletal Health Questionnaire (MSK-HQ) at 3 months. Secondary outcomes included change in musculoskeletal health measured by the MSK-HQ at 6 weeks and 6 months and pain-related disability, pain intensity, pain-related cognition, and health-related quality of life at 6 weeks, 3 months, and 6 months.

Results: Among 294 participants (mean [SD] age, 50.6 [14.9] years; 173 women [58.8%]), 99 were randomized to the app group, 98 to the e-Help group, and 97 to the usual care group. At 3 months, 243 participants (82.7%) had complete data on the primary outcome. In the intention-to-treat analysis at 3 months, the adjusted mean difference in MSK-HQ score between the app and usual care groups was 0.62 points (95% CI, -1.66 to 2.90 points; P = .60). The adjusted mean difference between the app and e-Help groups was 1.08 points (95% CI, -1.24 to 3.41 points; P = .36).

Conclusions and relevance: In this randomized clinical trial, individually tailored self-management support delivered via an artificial intelligence-based app adjunct to usual care was not significantly more effective in improving musculoskeletal health than usual care alone or web-based nontailored self-management support in patients with neck and/or low back pain referred to specialist care. Further research is needed to investigate the utility of implementing digitally supported self-management interventions in the specialist care setting and to identify instruments that capture changes in self-management behavior.

Trial registration: ClinicalTrials.gov Identifier: NCT04463043.

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Conflict of interest statement

Conflict of Interest Disclosures: No disclosures were reported.

Figures

Figure.
Figure.. Study Flowchart
Five participants in the usual care group withdrew from the study; of those, 3 participants did not report any reason, 1 did not benefit from the study, and 1 had pain elsewhere. Eighteen participants in the app group withdrew from the study; of those, 5 participants did not report any reason, 3 had technical problems, 3 found the app not relevant, 2 thought that joining the study was a prerequisite to get treatment at the clinic, 2 had other health issues, 2 had pain elsewhere, and 1 had personal reasons. Eleven participants in the e-Help group withdrew from the study; of those, 6 did not report any reason, 2 changed clinic, 1 had pain elsewhere, 1 thought it was too much effort, and 1 had a change in clinical situation and found no meaning in participating any longer. The main per-protocol analysis was based on accessing the intervention at least once for both the app and e-Help intervention groups. ITT indicates intention to treat.

References

    1. Hurwitz EL, Randhawa K, Yu H, Côté P, Haldeman S. The Global Spine Care Initiative: a summary of the global burden of low back and neck pain studies. Eur Spine J. 2018;27(suppl 6):796-801. doi:10.1007/s00586-017-5432-9 - DOI - PubMed
    1. Andersson G, Watkins-Castillo SI. The burden of musculoskeletal diseases in the United States: spine: low back and neck pain. United States Bone and Joint Initiative; 2014. Accessed November 29, 2022. https://www.boneandjointburden.org/2014-report/ii0/spine-low-back-and-ne...
    1. Chou R, Shekelle P. Will this patient develop persistent disabling low back pain? JAMA. 2010;303(13):1295-1302. doi:10.1001/jama.2010.344 - DOI - PubMed
    1. Park PW, Dryer RD, Hegeman-Dingle R, et al. . Cost burden of chronic pain patients in a large integrated delivery system in the United States. Pain Pract. 2016;16(8):1001-1011. doi:10.1111/papr.12357 - DOI - PubMed
    1. Hartvigsen J, Hancock MJ, Kongsted A, et al. ; Lancet Low Back Pain Series Working Group . What low back pain is and why we need to pay attention. Lancet. 2018;391(10137):2356-2367. doi:10.1016/S0140-6736(18)30480-X - DOI - PubMed

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