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Narayan A, Goncharova M, Goncharov M, Gostine A, Shah NR, Kaplan RM. Continuous monitoring of eating and sleeping behaviors in the home environments of older adults: a case study demonstration. Front Public Health 2024; 11:1277714. [PMID: 38283288 PMCID: PMC10811267 DOI: 10.3389/fpubh.2023.1277714] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2023] [Accepted: 12/01/2023] [Indexed: 01/30/2024] Open
Abstract
Accurate observation of patient functioning is necessary for rigorous clinical research and for improving the quality of patient care. However, clinic or laboratory environments systematically differ from the contexts of everyday life. Further, assessments that are completed in a single institutional session may not be generalizable. Here, we describe a computer vision methodology that measures human functioning continuously in the environments where patients live, sleep, and eat.
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Affiliation(s)
- Aditya Narayan
- Stanford University School of Medicine, Palo Alto, CA, United States
| | | | | | - Andrew Gostine
- Artisight, Chicago, IL, United States
- Northwestern Medicine, Chicago, IL, United States
| | - Nirav R. Shah
- Department of Medicine, Clinical Excellence Research Center, Stanford University, Palo Alto, CA, United States
| | - Robert M. Kaplan
- Department of Medicine, Clinical Excellence Research Center, Stanford University, Palo Alto, CA, United States
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Dorner TE, Mittendorfer-Rutz E, Helgesson M, Lallukka T, Ervasti J, Pazarlis K, Ropponen A, Svedberg P, Wang M, Rahman S. Diagnosis-Specific Work Disability before and after Lumbar Spine Decompression Surgery-A Register Study from Sweden. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 18:8937. [PMID: 34501526 PMCID: PMC8430561 DOI: 10.3390/ijerph18178937] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/02/2021] [Revised: 08/12/2021] [Accepted: 08/19/2021] [Indexed: 11/17/2022]
Abstract
Low back pain (LBP) patients undergoing lumbar spine decompression surgery (LSDS) often suffer from multi-comorbidity and experience high work disability. This study aimed to identify diagnosis-specific work disability patterns in all LBP-patients before and after LSDS during 2008-2010, that were aged 19-60 years and living in Sweden (n = 10,800) and compare these patterns to LBP-patients without LSDS (n = 109,179), and to matched individuals without LBP (n = 472,191). Work disability days (long-term sickness absence (LTSA), disability pension (DP)) during the three years before to three years after the cohort's entry date were identified by generalised estimating equations. LBP-patients undergoing LSDS had higher overall work disability during the three years following surgery (LTSA: 23.6%, DP: 6.3%) than LBP-patients without LSDS (LTSA: 19.5%, DP: 5.9%), and those without LBP (LTSA: 7.9%, DP: 1.7%). Among patients undergoing LSDS, the prevalence of work disability due to dorsopathies increased from 20 days three years before surgery to 70 days in the year after and attenuated to 30 days in the third year following surgery. Work disability for other diagnoses remained stable at a low level in this group (<10 days annually). LBP-patients undergoing LSDS have an unfavourable long-term work disability prognosis, primarily due to dorsopathies. Decompression surgery seemed to restrict further inclines in work disability in the long run.
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Affiliation(s)
- Thomas E. Dorner
- Division of Insurance Medicine, Department of Clinical Neuroscience, Karolinska Institutet, SE-171 77 Stockholm, Sweden; (T.E.D.); (E.M.-R.); (M.H.); (T.L.); (A.R.); (P.S.); (M.W.)
- Department of Social and Preventive Medicine, Centre for Public Health, Medical University of Vienna, Kinderspitalgasse 15/I, 1090 Wien, Austria
| | - Ellenor Mittendorfer-Rutz
- Division of Insurance Medicine, Department of Clinical Neuroscience, Karolinska Institutet, SE-171 77 Stockholm, Sweden; (T.E.D.); (E.M.-R.); (M.H.); (T.L.); (A.R.); (P.S.); (M.W.)
| | - Magnus Helgesson
- Division of Insurance Medicine, Department of Clinical Neuroscience, Karolinska Institutet, SE-171 77 Stockholm, Sweden; (T.E.D.); (E.M.-R.); (M.H.); (T.L.); (A.R.); (P.S.); (M.W.)
| | - Tea Lallukka
- Division of Insurance Medicine, Department of Clinical Neuroscience, Karolinska Institutet, SE-171 77 Stockholm, Sweden; (T.E.D.); (E.M.-R.); (M.H.); (T.L.); (A.R.); (P.S.); (M.W.)
- Department of Public Health, University of Helsinki, P.O. Box 20, 00014 Helsinki, Finland
| | - Jenni Ervasti
- Finnish Institute of Occupational Health, P.O. Box 18, FI-00032 Työterveyslaitos, Helsinki, Finland;
| | - Konstantinos Pazarlis
- Department of Surgical Sciences, Division of Orthopaedics, Uppsala University Hospital, Akademiska Sjukhuset Ing 70, SE-751 85 Uppsala, Sweden;
- Stockholm Spine Center, 194 89 Upplands Väsby, Sweden
| | - Annina Ropponen
- Division of Insurance Medicine, Department of Clinical Neuroscience, Karolinska Institutet, SE-171 77 Stockholm, Sweden; (T.E.D.); (E.M.-R.); (M.H.); (T.L.); (A.R.); (P.S.); (M.W.)
- Finnish Institute of Occupational Health, P.O. Box 18, FI-00032 Työterveyslaitos, Helsinki, Finland;
| | - Pia Svedberg
- Division of Insurance Medicine, Department of Clinical Neuroscience, Karolinska Institutet, SE-171 77 Stockholm, Sweden; (T.E.D.); (E.M.-R.); (M.H.); (T.L.); (A.R.); (P.S.); (M.W.)
| | - Mo Wang
- Division of Insurance Medicine, Department of Clinical Neuroscience, Karolinska Institutet, SE-171 77 Stockholm, Sweden; (T.E.D.); (E.M.-R.); (M.H.); (T.L.); (A.R.); (P.S.); (M.W.)
| | - Syed Rahman
- Division of Insurance Medicine, Department of Clinical Neuroscience, Karolinska Institutet, SE-171 77 Stockholm, Sweden; (T.E.D.); (E.M.-R.); (M.H.); (T.L.); (A.R.); (P.S.); (M.W.)
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Grabovac I, Dorner TE. Association between low back pain and various everyday performances : Activities of daily living, ability to work and sexual function. Wien Klin Wochenschr 2019; 131:541-549. [PMID: 31493101 PMCID: PMC6851039 DOI: 10.1007/s00508-019-01542-7] [Citation(s) in RCA: 79] [Impact Index Per Article: 13.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2019] [Accepted: 08/13/2019] [Indexed: 12/11/2022]
Abstract
Low back pain (LBP) is a widely prevalent chronic pain disorder associated with a high burden on individuals and society. In the subjective perception of patients with LBP, probably the most important health outcomes associated with LBP are those that effect everyday performance. Such outcomes include reduction in activities of daily living (ADL), in work ability (WA), and in sexual function. This narrative review aimed to (1) examine the association between LBP and the three mentioned outcomes of everyday performance, (2) to explain possible mediating factors promoting these associations, and (3) to discuss possible implications for treatment and rehabilitation. Studies have shown that LBP can generate anxiety of movement leading to movement avoidance (fear-avoidance beliefs), which may lead to deconditioning and further increasing problems with ADL, WA and decreasing sexual function. Furthermore, common mental disorders, such as depression, anxiety, and stress-related disorders, which also often co-occur with LBP can lead to adverse effects on everyday performance and vice versa, can be the consequence of such problems and aggravate LBP. Although there is no universally accepted treatment modality that fits every patient with LBP, physical training, comprehensive patient education, and workplace or home modifications have been shown to be able to interrupt the mutual influence between LBP and the described mediating factors, and have a beneficial effect on ADL, WA, and sexual function. For this, a multidisciplinary approach is necessary which includes multiprofessional care teams, participation of the patients, and involvement of different settings, such as workplace, home, and physical training facilities.
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Affiliation(s)
- Igor Grabovac
- Department of Social and Preventive Medicine, Centre for Public Health, Medical University of Vienna, Kinderspitalgasse 15/1, 1090, Vienna, Austria
| | - Thomas Ernst Dorner
- Department of Social and Preventive Medicine, Centre for Public Health, Medical University of Vienna, Kinderspitalgasse 15/1, 1090, Vienna, Austria.
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Dorner TE, Stein KV, Hahne J, Wepner F, Friedrich M, Mittendorfer-Rutz E. How are socio-demographic and psycho-social factors associated with the prevalence and chronicity of severe pain in 14 different body sites? A cross-sectional population-based survey. Wien Klin Wochenschr 2017. [PMID: 28634778 PMCID: PMC5772122 DOI: 10.1007/s00508-017-1223-x] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
BACKGROUND Severe pain and chronic pain have a high impact on individuals and society. Body location of pain is important with regard to perception, articulation, and underlying biological, mental or social causes of pain. METHODS A cross-sectional survey was performed in the general Austrian population with 15,474 personally interviewed subjects aged 15 years and older. RESULTS The 1‑year period prevalence of severe pain in any body site was 38.6% and of chronic pain 24.9%. In all, 8.1% had pain in at least three body sites. Subjects aged 65 years and older (52.2%), those with low education (43.4%), unemployed subjects (50.4%), retired subjects (52.4%), those with anxiety/depression (67.7%), and subjects with lack of social support (49.6%) were sub-populations with high pain prevalence. In multivariate analyses, depression/anxiety was associated with prevalence and chronicity of severe pain in all body sites (range of ORs 1.89-5.01), while such associations were found for lack of social support (range of ORs 1.33-1.65), female sex (range of ORs 1.38-2.34), higher age (range of ORs 1.09-1.18 for 5 year intervals), as well as low educational (range of ORs 1.47-2.06 primary vs. tertiary education) and unemployment status (range of ORs 1.50-2.62) in most body sites. Being born in non-EU or EFTA states was associated with pain in many body sites (range of ORs 1.38-2.10). CONCLUSIONS Psychosocial factors are associated with pain presence in similar ways irrespective of location. Regarding socio-demographic factors, differences towards the magnitude and the direction in the association with pain frequency and chronicity in different body sites emerged.
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Affiliation(s)
- Thomas Ernst Dorner
- Institute of Social Medicine, Centre for Public Health, Medical University of Vienna, Kinderspitalgasse 15/I, 1090, Vienna, Austria.
| | - Katharina Viktoria Stein
- International Foundation for Integrated Care, The Quorum, Oxford Business Park North, Garsington Road, 7200, Oxford, UK
| | - Julia Hahne
- Department of Orthopaedic Pain Management, Spine Unit, Centre of Excellence for Orthopaedic Pain Management, Speising, Speisinger Straße 109, 1130, Vienna, Austria
| | - Florian Wepner
- Department of Orthopaedic Pain Management, Spine Unit, Centre of Excellence for Orthopaedic Pain Management, Speising, Speisinger Straße 109, 1130, Vienna, Austria
| | - Martin Friedrich
- Department of Orthopaedic Pain Management, Spine Unit, Centre of Excellence for Orthopaedic Pain Management, Speising, Speisinger Straße 109, 1130, Vienna, Austria
| | - Ellenor Mittendorfer-Rutz
- Department of Clinical Neuroscience, Division of Insurance Medicine, Karolinska Institutet, Berzelius väg 3, 17177, Stockholm, Sweden
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Dorner TE, Crevenna R. Preventive aspects regarding back pain. Wien Med Wochenschr 2015; 166:15-21. [PMID: 26695480 DOI: 10.1007/s10354-015-0413-2] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2015] [Accepted: 12/07/2015] [Indexed: 11/30/2022]
Abstract
Prevention, as the act of keeping from happening, aims to avert things that would occur if no intervention would be taken. From the epidemiology of back pain, consequences of the disease that are worth preventing can be derived. Biological, psychological, and social factors lead to back pain and chronification and ultimately to various adverse outcomes. The most important preventable consequences of back pain include loss of ability to function in daily life, loss of work productivity, sickness absence, and disability pension, excessive and inappropriate healthcare utilisation, impairments in quality of life, and disturbance of sexual life. The most important tools for prevention of back pain lie within rehabilitation after acute pain treatment and include exercise and physical training as well as health education and increasing health literacy. The bio-psycho-social nature of back pain must be taken into account in all preventive measures.
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Affiliation(s)
- Thomas E Dorner
- Institute of Social Medicine, Centre for Public Health, Medical University of Vienna, Kinderspitalgasse 15/I, 1090, Vienna, Austria.
| | - Richard Crevenna
- Department of Physical Medicine and Rehabilitation, Medical University of Vienna, Kinderspitalgasse 15/I, 1090, Vienna, Austria
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