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Development and internal validation of a machine learning prediction model for low back pain non-recovery in patients with an acute episode consulting a physiotherapist in primary care

Hoogeboom, T.J. (Thomas) (Phd); Lankveld, W. (Wim) van (Phd); Knoop, J (Jesper) (Phd); Hoppenbrouwers, S. (Stijn) (Phd); Heymans, M.W. (M.) (Phd); Overmeeren, E. (Elon) van (Extern); Veenhof, C. (Cindy) (Lector); Sappelli, M. (Maja) (Onderzoeker); Wees, P.J. (Philip) van der (Professor); Soer, (Remko) (Associate Lector); Beijer, ( Lilian) (Extern); Geerdink, (Frank) (Onderzoeker); Vissers, (Kris) (Extern); Staal, (Bart) (Extern); Mittendorff, ( Kariene ) (Associate Lector); Holkenborg, (Kris)

Background While low back pain occurs in nearly everybody and is the leading cause of disability worldwide, we lack instruments to accurately predict persistence of acute low back pain. We aimed to develop and internally validate a machine learning model predicting non-recovery in acute low back pain …

2022-09-01AlgemeenArtikel

Development and internal validation of a machine learning prediction model for low back pain non-recovery in patients with an acute episode consulting a physiotherapist in primary care

J. Knoop; Wim van Lankveld; Lilian Beijer; F.J.B Geerdink; M.W. Heymans; T.J. Hoogeboom; Stijn Hoppenbrouwers; E. van Overmeeren; R Soer; C. Veenhof; K.C.P Vissers; P. J. van der Wees; Maya Sappelli; Bart Staal

2022AlgemeenArtikel

Sex- and race-specific associations of protein intake with change in muscle mass and physical function in older adults of the Health ABC Study

L.E.M. Elstgeest; L.A. Schaap; M.W. Heymans; L.M. Hengeveld; Elke Naumann; D.K. Houston; S.B. Kritchevsky; E.M. Simonsick; A.B. Newman; S. Farsijani; M. Visser; H.A.H. Wijnhoven

2020AlgemeenArtikel

Kinesiophobia is not required to predict chronic low back pain in workers: a decision curve analysis.

A.M. Panken; Bart Staal; M.W. Heymans

BACKGROUND: Currently used performance measures for discrimination were not informative to determine the clinical benefit of predictor variables. The purpose was to evaluate if a former relevant predictor, kinesiophobia, remained clinically relevant to predict chronic occupational low back pain (LBP) …

2020AlgemeenArtikel

Clinical course of pain and disability following primary lumbar discectomy: systematic review and meta-analysis.

A. Rushton; N.R. Heneghan; M.W. Heymans; Bart Staal; P. Goodwin

PURPOSE: To conduct a meta-analysis to describe clinical course of pain and disability in adult patients post-lumbar discectomy (PROSPERO: CRD42015020806). METHODS: Sensitive topic-based search strategy designed for individual databases was conducted. Patients (> 16 years) following first-time lumbar …

2020AlgemeenArtikel

Prognosis and course of work-participation in patients with chronic non-specific low back pain: A 12-month follow-up cohort study

Drs. H.S. Miedema (Lector); Dr. K. Verkerk (Docent); P.A.J. Luijsterburg; B.W. Koes; A. Pool - Goudzwaard; M.W. Heymans; I. Ronchetti

OBJECTIVE: To investigate the clinical course of, and prognostic factors for, work-participation in patients with chronic non-specific low back pain. METHODS: A total of 1,608 patients with chronic non-specific low back pain received a multidisciplinary therapy and were evaluated at baseline and …

2015-10-01AlgemeenArtikel

Prognostic factors and course for successful clinical outcome quality of life and patients' perceived effect after a cognitive behavior therapy for chronic non-specific low back pain: A 12-months prospective study

K. Verkerk (Lid Lectoraat); H.S. Miedema (Lector); P.A.J. Luijsterburg; A. Pool - Goudzwaard; M.W. Heymans; B.W. Koes; I. Ronchetti

This study investigates the clinical course of and prognostic factors for quality of life (Short Form 36 items Health survey (SF-36)) and global perceived effect (GPE) in patients treated for chronic nonspecific low back pain at 5 and 12-months follow-up. Data from a prospective cohort (n ¼ 1760) of …

2015-02-01GezondheidArtikel

Prognosis and Course of Disability in Patients With Chronic Nonspecific Low Back Pain: A 5- and 12-Month Follow-up Cohort Study

K. Verkerk (Lid Lectoraat); M.W. Heymans; I. Ronchetti; A.L. Pool-Goudzwaard; P.A.J. Luijsterburg; B.W. Koes; H.S. Miedema (Lector)

There is no strong evidence to support the claim that 80% to 90% of patients with low back pain (LBP) become pain-free within 1 month; on average, 62% (range42%–75%) of the patients still experienced back pain after 12 months.1 Studies following patients over a 12-month period have shown that LBP is …

2013-03-03GezondheidArtikel

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