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Keller AV, Torres-Espin A, Peterson TA, Booker J, O’Neill C, Lotz JC, Bailey JF, Ferguson AR, Matthew RP. Unsupervised Machine Learning on Motion Capture Data Uncovers Movement Strategies in Low Back Pain. Front Bioeng Biotechnol 2022; 10:868684. [PMID: 35497350 PMCID: PMC9047543 DOI: 10.3389/fbioe.2022.868684] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2022] [Accepted: 03/15/2022] [Indexed: 11/29/2022] Open
Abstract
Chronic low back pain (LBP) is a leading cause of disability and opioid prescriptions worldwide, representing a significant medical and socioeconomic problem. Clinical heterogeneity of LBP limits accurate diagnosis and precise treatment planning, culminating in poor patient outcomes. A current priority of LBP research is the development of objective, multidimensional assessment tools that subgroup LBP patients based on neurobiological pain mechanisms, to facilitate matching patients with the optimal therapies. Using unsupervised machine learning on full body biomechanics, including kinematics, dynamics, and muscle forces, captured with a marker-less depth camera, this study identified a forward-leaning sit-to-stand strategy (STS) as a discriminating movement biomarker for LBP subjects. A forward-leaning STS strategy, as opposed to a vertical rise strategy seen in the control participants, is less efficient and results in increased spinal loads. Inefficient STS with the subsequent higher spinal loading may be a biomarker of poor motor control in LBP patients as well as a potential source of the ongoing symptomology.
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Affiliation(s)
- Anastasia V. Keller
- Brain and Spinal Injury Center (BASIC), Weill Institute for Neuroscience, Department of Neurological Surgery, University of California, San Francisco, San Francisco, CA, United States
- San Francisco Veterans Affairs Healthcare System, San Francisco, CA, United States
| | - Abel Torres-Espin
- Brain and Spinal Injury Center (BASIC), Weill Institute for Neuroscience, Department of Neurological Surgery, University of California, San Francisco, San Francisco, CA, United States
| | - Thomas A. Peterson
- Department of Orthopaedic Surgery, University of California, San Francisco, San Francisco, CA, United States
| | - Jacqueline Booker
- Department of Orthopaedic Surgery, University of California, San Francisco, San Francisco, CA, United States
| | - Conor O’Neill
- Department of Orthopaedic Surgery, University of California, San Francisco, San Francisco, CA, United States
| | - Jeffrey C Lotz
- Department of Orthopaedic Surgery, University of California, San Francisco, San Francisco, CA, United States
| | - Jeannie F Bailey
- Department of Orthopaedic Surgery, University of California, San Francisco, San Francisco, CA, United States
| | - Adam R. Ferguson
- Brain and Spinal Injury Center (BASIC), Weill Institute for Neuroscience, Department of Neurological Surgery, University of California, San Francisco, San Francisco, CA, United States
- San Francisco Veterans Affairs Healthcare System, San Francisco, CA, United States
| | - Robert P. Matthew
- Department of Physical Therapy and Rehabilitation Science, University of California, San Francisco, San Francisco, CA, United States
- *Correspondence: Robert P. Matthew,
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Vail RE, Harridge SDR, Hodkinson PD, Green NDC, Pavlou M. A Novel Biopsychosocial Approach to Neck Pain in Military Helicopter Aircrew. Aerosp Med Hum Perform 2021; 92:333-341. [PMID: 33875066 DOI: 10.3357/amhp.5449.2021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
INTRODUCTION: Flight-related neck pain (FRNP) is a frequently reported musculoskeletal complaint among military helicopter aircrew. However, despite its prevalence and suspected causes, little is known of the underpinning pain mechanisms or the impact of neck pain on aircrews in-flight task performance. The biopsychosocial (BPS) approach to health, combined with the contemporary conceptualization of musculoskeletal pain, in which injury and pain are not necessarily synonymous, provides a relatively new holistic framework within which to consider the problem of FRNP in military helicopter aircrew. Combining these concepts, a new conceptual model is proposed to illustrate how biopsychosocial factors may influence pain perception, potentially affecting aircrews capacity to process information and, therefore, threatening in-flight task performance. Recommendations are made for considering the underlying pain mechanisms of FRNP to aid prognoses and guide the development of holistic evidence-based countermeasures for FRNP in military helicopter aircrew. Development of instruments able to measure psychosocial factors, such as self-efficacy and functional ability, validated in the military helicopter aircrew population, would assist this task.Vail RE, Harridge SDR, Hodkinson PD, Green NDC, Pavlou M. A novel biopsychosocial approach to neck pain in military helicopter aircrew. Aerosp Med Hum Perform. 2021; 92(5):333341.
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Shraim MA, Massé-Alarie H, Hodges PW. Methods to discriminate between mechanism-based categories of pain experienced in the musculoskeletal system: a systematic review. Pain 2021; 162:1007-1037. [PMID: 33136983 DOI: 10.1097/j.pain.0000000000002113] [Citation(s) in RCA: 63] [Impact Index Per Article: 15.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2020] [Accepted: 10/05/2020] [Indexed: 12/18/2022]
Abstract
ABSTRACT Mechanism-based classification of pain has been advocated widely to aid tailoring of interventions for individuals experiencing persistent musculoskeletal pain. Three pain mechanism categories (PMCs) are defined by the International Association for the Study of Pain: nociceptive, neuropathic, and nociplastic pain. Discrimination between them remains challenging. This study aimed to build on a framework developed to converge the diverse literature of PMCs to systematically review methods purported to discriminate between them; synthesise and thematically analyse these methods to identify the convergence and divergence of opinion; and report validation, psychometric properties, and strengths/weaknesses of these methods. The search strategy identified articles discussing methods to discriminate between mechanism-based categories of pain experienced in the musculoskeletal system. Studies that assessed the validity of methods to discriminate between categories were assessed for quality. Extraction and thematic analysis were undertaken on 184 articles. Data synthesis identified 200 methods in 5 themes: clinical examination, quantitative sensory testing, imaging, diagnostic and laboratory testing, and pain-type questionnaires. Few methods have been validated for discrimination between PMCs. There was general convergence but some disagreement regarding findings that discriminate between PMCs. A combination of features and methods, rather than a single method, was generally recommended to discriminate between PMCs. Two major limitations were identified: an overlap of findings of methods between categories due to mixed presentations and many methods considered discrimination between 2 PMCs but not others. The results of this review provide a foundation to refine methods to differentiate mechanisms for musculoskeletal pain.
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Affiliation(s)
- Muath A Shraim
- The University of Queensland, NHMRC Centre of Clinical Research Excellence in Spinal Pain, Injury & Health, School of Health & Rehabilitation Sciences, QLD, Australia
| | - Hugo Massé-Alarie
- The University of Queensland, NHMRC Centre of Clinical Research Excellence in Spinal Pain, Injury & Health, School of Health & Rehabilitation Sciences, QLD, Australia
- Centre Interdisciplinaire de recherche en réadaptation et Integration sociale (CIRRIS), Université Laval, Québec, QC, Canada
| | - Paul W Hodges
- The University of Queensland, NHMRC Centre of Clinical Research Excellence in Spinal Pain, Injury & Health, School of Health & Rehabilitation Sciences, QLD, Australia
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Systematic Review and Synthesis of Mechanism-based Classification Systems for Pain Experienced in the Musculoskeletal System. Clin J Pain 2020; 36:793-812. [DOI: 10.1097/ajp.0000000000000860] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
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Pain Mechanisms in Low Back Pain: A Systematic Review With Meta-analysis of Mechanical Quantitative Sensory Testing Outcomes in People With Nonspecific Low Back Pain. J Orthop Sports Phys Ther 2019; 49:698-715. [PMID: 31443625 DOI: 10.2519/jospt.2019.8876] [Citation(s) in RCA: 76] [Impact Index Per Article: 12.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
BACKGROUND Mechanical quantitative sensory testing (QST) assesses sensory functioning and detects functional changes in (central) nociceptive processing. It has been hypothesized that these functional changes might be apparent in people with nonspecific low back pain (LBP), although the results are mixed. OBJECTIVE The aim of this systematic review was to examine whether sensory function, measured with QST, was altered in people with nonspecific LBP. METHODS This systematic review was conducted according to PRISMA guidelines. Six databases were searched for relevant literature. Studies comparing mechanical QST measures involving people with subacute and chronic LBP and healthy controls were included if (1) pressure pain thresholds (PPTs), (2) temporal summation, or (3) conditioned pain modulation were reported. Risk of bias was assessed using the Newcastle-Ottawa scale. When possible, the results from different studies were pooled. RESULTS Twenty-four studies were included. Scores on the Newcastle-Ottawa scale varied between 1 and 6 points. People with nonspecific LBP, compared to healthy controls, had significantly lower PPTs at remote sites and increased temporal summation at the lower back. The PPTs measured at the scapula were significantly lower in patients with nonspecific LBP than in healthy controls (pooled mean difference, 119.2 kPa; 95% confidence interval: 91.8, 146.6 kPa; P<.001). CONCLUSION The PPT measurements at remote body parts were significantly lower in people with nonspecific LBP compared with healthy controls. Temporal summation and conditioned pain modulation measurements had mixed outcomes. LEVEL OF EVIDENCE Therapy, level 3a. J Orthop Sports Phys Ther 2019;49(10):698-715. Epub 23 Aug 2019. doi:10.2519/jospt.2019.8876.
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Rabey M, Smith A, Kent P, Beales D, Slater H, O'Sullivan P. Chronic low back pain is highly individualised: patterns of classification across three unidimensional subgrouping analyses. Scand J Pain 2019; 19:743-753. [PMID: 31256070 DOI: 10.1515/sjpain-2019-0073] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2019] [Accepted: 06/12/2019] [Indexed: 11/15/2022]
Abstract
BACKGROUND AND AIMS Chronic low back pain (CLBP) is a complex disorder where central and peripheral nociceptive processes are influenced by factors from multiple dimensions associated with CLBP (e.g. movement, pain sensitivity, psychological). To date, outcomes for treatments matched to unidimensional subgroups (e.g. psychologically-based) have been poor. Therefore, unidimensional subgrouping may not reflect the complexity of CLBP presentations at an individual level. The aim of this study was therefore to explore patterns of classification at an individual level across the three previously-published, data-driven, within-dimension subgrouping studies. METHODS Cross-sectional, multidimensional data was collected in 294 people with CLBP. Statistical derivation of subgroups within each of three clinically-important dimensions (pain sensitivity, psychological profile, pain responses following repeated spinal bending) was briefly reviewed. Patterns of classification membership were subsequently tabulated across the three dimensions. RESULTS Of 27 possible patterns across these dimensions, 26 were represented across the cohort. CONCLUSIONS This result highlights that while unidimensional subgrouping has been thought useful to guide treatment, it is unlikely to capture the full complexity of CLBP. The amount of complexity important for best patient outcomes is currently untested. IMPLICATIONS For clinicians this study highlights the high variability of presentations of people with CLBP at the level of the individual. For example, clinician's should not assume that those with high levels of pain sensitivity will also have high psychological distress and have pain summation following repeated spinal bending. A more flexible, multidimensional, clinically-reasoned approach to profile patient complexity may be required to inform individualised, patient-centred care. Such individualised care might improve treatment efficacy. This study also has implications for researchers; highlighting the inadequacy of unidimensional subgrouping processes and methodological difficulties in deriving subgroups across multidimensional data.
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Affiliation(s)
- Martin Rabey
- School of Physiotherapy and Exercise Science, Curtin University, Bentley, Western Australia
| | - Anne Smith
- School of Physiotherapy and Exercise Science, Curtin University, Bentley, Western Australia
| | - Peter Kent
- School of Physiotherapy and Exercise Science, Curtin University, Bentley, Western Australia
| | - Darren Beales
- School of Physiotherapy and Exercise Science, Curtin University, Bentley, Western Australia
| | - Helen Slater
- School of Physiotherapy and Exercise Science, Curtin University, Bentley, Western Australia
| | - Peter O'Sullivan
- School of Physiotherapy and Exercise Science, Curtin University, Bentley, Western Australia
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Embedding the IASP pain curriculum into a 3-year pre-licensure physical therapy program: redesigning pain education for future clinicians. Pain Rep 2018; 3:e645. [PMID: 29756091 PMCID: PMC5902247 DOI: 10.1097/pr9.0000000000000645] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2017] [Revised: 02/14/2018] [Accepted: 02/15/2018] [Indexed: 12/21/2022] Open
Abstract
Supplemental Digital Content is Available in the Text. This article describes the process and evaluation of embedding the IASP Pain Curriculum for Physical Therapy into a 3-year Doctor of Physiotherapy Program in Australia.
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Panagopoulos J, Magnussen JS, Hush J, Maher CG, Crites-Battie M, Jarvik JG, Jensen TS, Hancock MJ. Prospective Comparison of Changes in Lumbar Spine MRI Findings over Time between Individuals with Acute Low Back Pain and Controls: An Exploratory Study. AJNR Am J Neuroradiol 2017; 38:1826-1832. [PMID: 28775056 DOI: 10.3174/ajnr.a5357] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2017] [Accepted: 05/09/2017] [Indexed: 12/16/2022]
Abstract
BACKGROUND AND PURPOSE The clinical importance of lumbar MR imaging findings is unclear. This study was an exploratory investigation of whether lumbar spine MR imaging findings change more commonly during a 12-week period in individuals with acute low back pain compared with pain-free controls. MATERIALS AND METHODS Twenty individuals with recent-onset low back pain and 10 pain-free controls were recruited into an exploratory prospective cohort study. All participants had a lumbar spine MR imaging at baseline and repeat MR imaging scans at 1, 2, 6, and 12 weeks. The proportion of individuals who had MR imaging findings that changed during the 12-week period was compared with the same proportion in the controls. RESULTS In 85% of subjects, we identified a change in at least 1 MR imaging finding during the 12 weeks; however, the proportion was similar in the controls (80%). A change in disc herniation, annular fissure, and nerve root compromise was reported more than twice as commonly in the subjects as in controls (65% versus 30%, 25% versus 10%, and 15% versus 0%, respectively). Caution is required in interpreting these findings due to wide confidence intervals, including no statistical difference. For all other MR imaging findings, the proportions of subjects and controls in whom MR imaging findings were reported to change during 12 weeks were similar. CONCLUSIONS Changes in MR imaging findings were observed in a similar proportion of the low back pain and control groups, except for herniations, annular fissures, and nerve root compromise, which were twice as common in subjects with low back pain.
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Affiliation(s)
- J Panagopoulos
- From the Faculty of Medicine and Health Sciences (J.P., M.J.H., J.S.M., J.H.)
| | - J S Magnussen
- From the Faculty of Medicine and Health Sciences (J.P., M.J.H., J.S.M., J.H.)
- Centre for Physical Health (J.S.M., J.H., M.J.H.), Macquarie University, Sydney, New South Wales, Australia
| | - J Hush
- From the Faculty of Medicine and Health Sciences (J.P., M.J.H., J.S.M., J.H.)
- Centre for Physical Health (J.S.M., J.H., M.J.H.), Macquarie University, Sydney, New South Wales, Australia
| | - C G Maher
- George Institute of Public Health (C.G.M.), University of Sydney, Sydney, New South Wales Australia
| | - M Crites-Battie
- Department of Physiotherapy (M.C.-B.), University of Alberta, Edmonton, Alberta, Canada
| | - J G Jarvik
- Departments of Radiology, Neurological Surgery, and Health Services (J.G.J.), University of Washington, Seattle, Washington
| | - T S Jensen
- Nordic Institute of Clinical Biomechanics (T.S.J.), Odense, Denmark
- Spine Centre of Southern Denmark (T.S.J.), Middelfart, Denmark
- Institute for Regional Health Research (T.S.J.), University of Southern Denmark, Odense, Denmark
| | - M J Hancock
- From the Faculty of Medicine and Health Sciences (J.P., M.J.H., J.S.M., J.H.)
- Centre for Physical Health (J.S.M., J.H., M.J.H.), Macquarie University, Sydney, New South Wales, Australia
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Müller-Schwefe G, Morlion B, Ahlbeck K, Alon E, Coaccioli S, Coluzzi F, Huygen F, Jaksch W, Kalso E, Kocot-Kępska M, Kress HG, Mangas AC, Margarit Ferri C, Mavrocordatos P, Nicolaou A, Hernández CP, Pergolizzi J, Schäfer M, Sichère P. Treatment for chronic low back pain: the focus should change to multimodal management that reflects the underlying pain mechanisms. Curr Med Res Opin 2017; 33:1199-1210. [PMID: 28277866 DOI: 10.1080/03007995.2017.1298521] [Citation(s) in RCA: 32] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
UNLABELLED Chronic low back pain: Chronic pain is the most common cause for people to utilize healthcare resources and has a considerable impact upon patients' lives. The most prevalent chronic pain condition is chronic low back pain (CLBP). CLBP may be nociceptive or neuropathic, or may incorporate both components. The presence of a neuropathic component is associated with more intense pain of longer duration, and a higher prevalence of co-morbidities. However, many physicians' knowledge of chronic pain mechanisms is currently limited and there are no universally accepted treatment guidelines, so the condition is not particularly well managed. DIAGNOSIS Diagnosis should begin with a focused medical history and physical examination, to exclude serious spinal pathology that may require evaluation by an appropriate specialist. Most patients have non-specific CLBP, which cannot be attributed to a particular cause. It is important to try and establish whether a neuropathic component is present, by combining the findings of physical and neurological examinations with the patient's history. This may prove difficult, however, even when using screening instruments. Multimodal management: The multifactorial nature of CLBP indicates that the most logical treatment approach is multimodal: i.e. integrated multidisciplinary therapy with co-ordinated somatic and psychotherapeutic elements. As both nociceptive and neuropathic components may be present, combining analgesic agents with different mechanisms of action is a rational treatment modality. Individually tailored combination therapy can improve analgesia whilst reducing the doses of constituent agents, thereby lessening the incidence of side effects. CONCLUSIONS This paper outlines the development of CLBP and the underlying mechanisms involved, as well as providing information on diagnosis and the use of a wide range of pharmaceutical agents in managing the condition (including NSAIDs, COX-2 inhibitors, tricyclic antidepressants, opioids and anticonvulsants), supplemented by appropriate non-pharmacological measures such as exercise programs, manual therapies, behavioral therapies, interventional pain management and traction. Surgery may be appropriate in carefully selected patients.
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Affiliation(s)
| | | | | | - Eli Alon
- d Universitätsspital Zurich , Zurich , Switzerland
| | | | - Flaminia Coluzzi
- f Department of Medical and Surgical Sciences and Biotechnologies , Sapienza University of Rome , Italy
| | - Frank Huygen
- g University Hospital , Rotterdam , The Netherlands
| | | | - Eija Kalso
- i Pain Clinic, Department of Anaesthesiology, Intensive Care and Pain Medicine , University of Helsinki, and Helsinki University Hospital , Finland
| | - Magdalena Kocot-Kępska
- j Department of Pain Research and Treatment , Collegium Medicum Jagiellonian University , Kraków , Poland
| | - Hans-Georg Kress
- k Department of Special Anaesthesia and Pain Therapy , Medizinische Universität/AKH Wien , Vienna , Austria
| | | | | | | | | | | | | | - Michael Schäfer
- r Department of Anaesthesiology and Intensive Care Medicine , Charité University Berlin, Campus Virchow Klinikum , Berlin , Germany
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Marcuzzi A, Dean CM, Hush JM. Early changes in somatosensory function in spinal pain: protocol for a systematic review. Syst Rev 2013; 2:90. [PMID: 24088219 PMCID: PMC3852585 DOI: 10.1186/2046-4053-2-90] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/09/2013] [Accepted: 09/23/2013] [Indexed: 12/22/2022] Open
Abstract
BACKGROUND Back and neck pain are common conditions that have a high burden of disease. Changes in somatosensory function in the periphery, the spinal cord and the brain have been well documented at the time when these conditions have become chronic. It is unknown, however, how early these changes occur, what the timecourse is of sensory dysfunction and what the specific nature of these changes are in the first 12 weeks after onset of pain. In this paper, we describe the protocol for a systematic review of the literature on somatosensory dysfunction in the first 12 weeks after pain onset. METHODS AND DESIGN We will conduct a comprehensive search for articles indexed in the databases Ovid MEDLINE, Ovid Embase, Ovid PsycINFO and Cochrane Central Register of Controlled Trial (CENTRAL) from their inception to August 2013 that report on any aspect of somatosensory function in acute or subacute neck or back pain. Two independent reviewers will screen studies for eligibility, assess risk of bias and extract relevant data. Results will be tabulated and a narrative synthesis of the results conducted. DISCUSSION Currently, there is a gap in our knowledge about the timing of somatosensory changes in back and neck pain. The systematic review outlined in this protocol aims to address this knowledge gap and inform developments in diagnostic tools and pain mechanism-based treatments. TRIAL REGISTRATION Our protocol has been registered on PROSPERO, CRD42013005113.
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Affiliation(s)
- Anna Marcuzzi
- Discipline of Physiotherapy, Faculty of Human Sciences, 75 Talavera Rd, Macquarie University, North Ryde, New South Wales 2109, Australia.
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