ArticleBMC health services research2018
Prediction of healthcare utilization following an episode of physical therapy for musculoskeletal pain.
Article in BMC health services research, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 29 papers.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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Who cites it
29 citing papers in PubMed, 45 citations in OpenAlex.
- Modifiable prognostic factors of high societal costs among people on sick leave due to musculoskeletal disorders: a replication study.BMC musculoskeletal disorders · 2024Trial
- Trial
- Use of primary care physiotherapy and its associations with clinical and socioeconomic outcomes in musculoskeletal disorders: a cohort study.Scandinavian journal of primary health care · 2026Article
- Exploring utilisation of knee and hip osteoarthritis healthcare services and its predictors: a scoping review.BMJ open · 2026Article
- Spine-Related Health Care Utilization and Costs Following Orthobiologic Injection Versus Lumbar Surgery for Degenerative Spine Conditions.medRxiv : the preprint server for health sciences · 2026Article
- Predictive factors for care intensification in a no co-pay physical therapy model for musculoskeletal pain.BMC health services research · 2026Article
- Predicting high health care use in patients with spinal disorder in secondary care: model development and validation.Pain reports · 2026Article
- Article
- Referral, enrollment, and health care use in a comprehensive patient-centered management program for osteoarthritis of the hip and knee.Osteoarthritis and cartilage open · 2024Article
- Does psychological distress predict risk of orthopaedic surgery and postoperative opioid prescribing in patients with hip pain? A retrospective study.BMC musculoskeletal disorders · 2024Article
- Article
- Pain associated psychological distress is more strongly associated with shoulder pain and function than tear severity in patients undergoing rotator cuff repair.JSES international · 2023Article
- Risk Stratification in a Tertiary Care Spine Centre: Comparison Between STarTBack and OSPRO-YF Screening Tools.Physiotherapy Canada. Physiotherapie Canada · 2023Article
- Association Between Preoperative Multidimensional Psychological Distress and Physical Function After Surgery for Sports-Related Injury.Orthopaedic journal of sports medicine · 2023Article
- Article
- Opioid Initiation Within One Year After Starting a Digital Musculoskeletal (MSK) Program: An Observational, Longitudinal Study with Comparison Group.Journal of pain research · 2023Article
- Relationships between physical therapy intervention and opioid use: A scoping review.PM & R : the journal of injury, function, and rehabilitation · 2022Article
- Modifiable prognostic factors of high costs related to healthcare utilization among older people seeking primary care due to back pain: an identification and replication study.BMC health services research · 2022Observational
- Can Physical Therapy Deliver Clinically Meaningful Improvements in Pain and Function Through a Mobile App? An Observational Retrospective Study.Archives of rehabilitation research and clinical translation · 2022Article
- Predicting Recurrent Care Seeking of Physical Therapy for Musculoskeletal Pain Conditions.Pain medicine (Malden, Mass.) · 2021Article
Corrections and comments
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Authors and funding
3 authors at 2 institutions in 1 country.
Funding
Abstract
backgroundIn the United States, value-based purchasing has created the need for healthcare systems to prospectively identify patients at risk for high healthcare utilization beyond a physical therapy episode for musculoskeletal pain. The purpose of this study was to determine predictors of pain-related healthcare utilization subsequent to an index episode of physical therapy for musculoskeletal pain.
methodsThis study assessed data from the Optimal Screening for Prediction of Referral and Outcome (OSPRO) longitudinal cohort study that recruited individuals with a primary complaint of neck, low back, knee or shoulder pain in physical therapy (n = 440). Demographics, health-related information, review of systems, comorbidity and pain-related psychological distress measures were collected at baseline evaluation. Baseline to 4-week changes in pain intensity, disability, and pain-related psychological distress were measured as treatment response variables. At 6-months and 1-year after baseline evaluation, individuals reported use of opioids, injection, surgery, diagnostic tests or imaging, and emergency room visits for their pain condition over the follow-up period. Separate prediction models were developed for any subsequent care and service-specific utilization.
resultsSubsequent pain-related healthcare utilization was reported by 43% (n = 106) of the study sample that completed the 12-month follow-up (n = 246). Baseline disability and 4-week change in pain intensity were important global predictors of subsequent healthcare utilization. Age, insurance status, comorbidity burden, baseline pain, and 4-week changes in pain intensity, disability and pain-related psychological distress predicted specific service utilization.
conclusionIn those completing follow up measures, risk of additional pain-related healthcare utilization after physical therapy was best predicted by baseline characteristics and 4-week treatment response variables for pain intensity, disability and pain-related psychological distress. These findings suggest treatment monitoring of specific response variables could enhance identification of those at risk for future healthcare utilization in addition to baseline assessment. Further study is required to determine how specific characteristics of the clinical encounter influence future utilization.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.