- Research article
- Open Access
A 10-year population-based study of people with multiple sclerosis in Stockholm, Sweden: use of and satisfaction with care and the value of different factors in predicting use of care
BMC Health Services Research volume 15, Article number: 480 (2015)
The national strategy for treatment of chronic diseases - including MS - and changes in the Swedish welfare system, call for analyses of the use of, and patient satisfaction with, care in a long-term perspective. The aim was therefore to explore the use of care and the predictive value of personal factors, disease-specific factors and functioning on the use of care and to explore patient satisfaction with care in a 10-year perspective.
Information regarding personal factors, disease-specific factors, functioning and satisfaction with care was collected by home-visits; use of care was collected from the Stockholm County Council computerised register.
Data from 121 people with MS (PwMS) was collected. Primary care accounted for the majority of all care. Neurology and Rehabilitation Departments together accounted for two-thirds of all hospital outpatient care. Rehabilitation Departments accounted for one-third of the total number of inpatient days. Lower coping capacity, impaired manual dexterity and activity of daily living dependency at baseline, together with progress in MS disability predicted a higher use of care. Overall, patient satisfaction with care was stable over time.
The extensive use of care offers challenges to care coordination. Implementation of person-centred care could be a strategy to increase efficacy/outcome of care.
Multiple sclerosis (MS) is a neuroinflammatory and neurodegenerative disease, characterized by demyelination and axonal degeneration in focal areas of the central nervous system [1, 2]. MS is commonly diagnosed in people who are 20–40 years of age and is the leading cause of neurological disability in younger adults. The disease may cause a wide range of symptoms including fatigue, motor- and cognitive impairments, sensory disturbance, depressive symptoms, bladder, bowel and sexual impairments  with a significant impact on quality of life, working ability and ability to fulfill household responsibilities .
Since MS has a great impact on functioning in people with MS (PwMS), the majority will need health care over a period of many years. Previous cross-sectional and short-term (up to three years) studies have found that PwMS use a large amount of care [5, 6] and that a more severe MS is associated with a higher cost and a higher total amount of care used . It has also been found that depressive symptoms  and fatigue  are associated with a higher use of care, but the impact of other variables has not been explored. Studies have demonstrated that PwMS are not satisfied with a number of areas of care, for example; accessibility of care  and psychosocial support [10, 11]; advice on social security matters; and continuity of rehabilitation services .
Within the Stockholm MS-study, a population-based study of PwMS in Stockholm, Sweden, baseline cross-sectional results showed a parallel use of care within many different departments and services and a large proportion of the PwMS were not satisfied with the supply of psychosocial support/counselling from the health care system .
In the light of the recent Swedish national strategy for prevention and treatment of chronic diseases - including MS - aiming to develop care for persons with chronic diseases , and the changes in the Swedish welfare system conducted in order to enhance productivity and efficiency and to be more sensitive to the patients’ preferences , we have performed analyses of mortality, disability and HRQL within a 10-year follow-up of the Stockholm MS-study. Results showed that 19 % of the PwMS had died and that older age, a progressive disease course and depressive symptoms were associated with mortality . In those who survived, there was a significant increase in the proportion of PwMS with disability in walking speed, manual dexterity, and in the proportion of PwMS who were dependent in Activities of Daily Living (ADL) . However, the Health Related Quality of Life (HRQL) was quite stable over time .
To be able to provide means for improvement it is important to analyse also the use of, and satisfaction with, care among PwMS in a long-term perspective. Thus, the aims of this 10-year follow-up of the Stockholm MS-study were to: a) explore the use of care and the predictive value of personal factors, disease-specific factors and functioning on the use of care, and b) explore the satisfaction with care from the perspective of the PwMS.
The present study is a 10-year follow-up of the Stockholm MS-study for which the case-finding procedure has been described previously . In brief, those PwMS included at baseline (from September 1999 to September 2002) were recruited from a temporary data pool comprising of 2129 patients from all neurological hospital clinics in Stockholm County, in order to obtain the utmost possible population-based ascertainment. A random sample representing 15 % (n = 321) of the data pool was drawn. Inclusion criteria were a definite and informed MS diagnosis, residence in Stockholm County and no diagnosis of other severe neurological or psychiatric illness. In total 196 PwMS fulfilled the criteria and 166 (85 %) of them gave informed consent, both verbally and in written form, to participate in the baseline study. For the purpose of data collection in the 10-year follow-up, the same PwMS were identified and those still alive were contacted through a postal letter.
Data collection procedures
The data collection procedures at baseline, regarding personal and disease specific characteristics, functioning  and satisfaction with care  have been described previously as have the data collection procedures at the 10-year follow-up . In brief, data collection was performed at baseline (from 1999 to 2002) and 10 years ± 6 months after using structured face-to-face interviews during home visits. Each home-visit lasted for two to three hours and was conducted by health care professionals, all with clinical experience in neurologic assessment and calibrated for the purpose of data collection.
Table 1 presents the independent variables used in the univariable and multivariable linear regression analyses, methods and instruments used for data collection and criteria for categorisation of the variables. The following variables were collected at baseline: coping capacity; level of education; MS disability; disease course; time since diagnosis; use of immunomodulatory treatment; mood; cognitive function; manual dexterity; walking ability; capacity in personal and instrumental ADL and frequency of social/lifestyle activities. In addition, progress in MS disability was defined as more than one point difference from baseline to the 10-year follow-up according to the Expanded Disability Status Scale (EDSS) .
Data on the use of primary care, hospital outpatient care and hospital inpatient care were obtained from the computerised register at Stockholm County Council. The register contains information regarding all care use (clinical visits and home visits, telephone consultations and inpatient days) with care providers within Stockholm County Council.
To assess satisfaction with care, a questionnaire used in previous studies [12, 19, 20] and based on the taxonomy of Ware was used . The questionnaire includes the following dimensions: art of care; technical quality of care; accessibility/convenience; finances; availability; continuity and efficacy/outcomes of care. In addition, items relating to participation in the planning of care were included in the questionnaire. The questionnaire consists of 18 items constructed as statements, with which the PwMS agrees or disagrees (satisfied-dissatisfied) on a five-graded Likert scale. After the PwMS had filled in the questionnaire, the answers were dichotomised into “not satisfied” (1–3 on the Likert scale) or “satisfied” (4–5 on the Likert scale).
Descriptive statistics were used to analyse use of care (primary care; hospital outpatient care; inpatient care) distributed by profession or department from baseline to the 10-year follow-up.
Univariable and multivariable linear regression analyses with a stepwise backward selection were performed in order to analyse the predictive value of the independent variables at baseline and progress in MS disability on the use of care. Data on the use of primary care and hospital outpatient care (clinical visits, home visits, telephone consultations) were summarised into the dependent variable “total outpatient care” and data on all inpatient care (days) formed the dependent variable “inpatient care”. Because of highly skewed distribution of the dependent variables, the data was log transformed. One PwMS had only one contact in total outpatient care and was therefore excluded from the regression analyses of total outpatient care. For each dependent variable a stepwise analysis including all independent variables was performed. To obtain the models with the best fit, separate multivariable analyses were performed using the independent variables age, coping capacity and time since diagnosis as either continuous or categorised. The models with the highest adjusted coefficient of determination were then selected. For total outpatient care, coping capacity was used as a continuous variable and for inpatient care, coping capacity was used as a categorised variable. The criterion for removing variables was set to a p value > 0.1. The final results of the multivariable linear regression analyses are presented as regression coefficient (B) with a 95 % confidence interval (CI), standardised regression coefficient (Beta) and p value.
Changes in satisfaction with care in those PwMS who reported a need at both baseline and at the 10 year follow-up were analysed using the McNemar test. If fewer than five PwMS had expressed a need at both baseline and at the 10-year follow-up, no statistical analysis was performed for that item. The p value for a change was set to ≤ 0.05. To explore the use of care for PwMS satisfied versus PwMS not satisfied with the efficacy/outcome of primary care, hospital outpatient care, inpatient care and inpatient rehabilitation, the Mann Whitney U test was used. The p value for a difference was set to ≤ 0.05.
The Regional Ethical Review Board in Stockholm approved the study, dnr: 2009/3:3.
A total of 166 PwMS were included at baseline, of which 32 were deceased at the 10-year follow-up. An additional 12 PwMS declined to participate and one PwMS had moved from Stockholm County and was therefore excluded. Consequently, 121 PwMS were included in the present study. Of these 121 PwMS, four were unable to be interviewed in the 10-year follow-up due to severe disability and were therefore not included in the analysis of satisfaction with care over time. Personal- and disease-specific characteristics, proportions of PwMS with disability at baseline, and progress in MS disability are presented in Table 2.
All PwMS had been in contact with primary care. Nurses composed the largest proportion of all use in primary care (Fig. 1). Almost all PwMS had been in contact with physicians and nurses and fewer with occupational therapists and physiotherapists during the 10-year study period (Table 3).
Rehabilitation Departments composed one third of all inpatient care, followed by Neurology Departments which composed almost one third of all inpatient care (Fig. 2). Three quarters of all PwMS had been hospitalised at some point during the study period (Table 5).
A total number of 35,970 contacts were registered for primary care and hospital outpatient care from baseline to the 10-year follow-up. Sixty-five percent of these contacts were registered in primary care and 35 % were registered in hospital outpatient care. The final multivariable regression analysis for the use of total outpatient care revealed that a lower coping capacity, use of immunomodulatory treatment, impaired manual dexterity, inability to walk, and dependence in instrumental ADL at baseline together with a progress in MS disability predicted a higher use of total hospital outpatient care (Table 6). The adjusted coefficient of determination for the final multivariable linear regression model was 0.340.
The final multivariable regression analysis for the use of inpatient care revealed that a weak coping capacity, impaired manual dexterity and dependence in personal ADL at baseline together with a progress in MS disability predicted a higher use of inpatient care (Table 7). The adjusted coefficient of determination for the final multivariable model was 0.280.
Overall, the proportion of PwMS satisfied with different dimensions of care was similar at baseline and at the 10-year follow-up although the proportion of PwMS who were not satisfied with the accessibility to rehabilitation periods; the accessibility to psychosocial support and advice/support of social insurance/work rehabilitation; the availability of physicians; and the proportion who had participated in planning care ranged between 34 and 66 % at both baseline and at the follow-up. However, there was a significant increase in the proportion of PwMS satisfied with: the accessibility of rehabilitation periods and home help service/personal assistance; the availability of nurses; and the efficacy of hospital outpatient care. No decrease in satisfaction with care over time was seen (Table 8).
There was no difference in the use of care among PwMS satisfied compared to PwMS not satisfied with the efficacy/outcome of primary care (p = 0.08), hospital outpatient care (p = 0.99), hospital inpatient care (p = 0.49) and inpatient rehabilitation (p = 0.40).
This study revealed that, over a period of 10 years, all PwMS had been in contact with primary care which also accounted for the majority of all care used. Almost all PwMS had been in contact with hospital outpatient care and the Neurology Departments and the Rehabilitation Departments accounted for two-thirds of all hospital outpatient care used. Three-quarters of the PwMS had used hospital inpatient care at some point during the study period and the Rehabilitation Departments accounted for one-third of the total number of inpatient days. The results of the multivariable regression analyses for the use of total outpatient care and inpatient care respectively were similar with a lower coping capacity, disability in manual dexterity and dependence in ADL at baseline, and progress in MS disability as predictors for a higher use. Overall, the proportion of PwMS satisfied with care was stable over time, however, the high proportion of PwMS not satisfied with the accessibility to and the availability of certain types of care as well as the high proportion of PwMS who had not participated in planning their care indicate room for improvement. The use of care was not associated with satisfaction with the efficacy/outcome of care.
The great proportion of primary care used, especially nurses, could reflect the onset of secondary complications and a need for nursing care in the later stages of the disease. However, considering the great proportion of PwMS with comorbidity the high use of primary care is probably not solely MS-specific.
Even though MS is a neurologic and progressive disease, the Neurology Departments did not account for more than about one-third of all hospital outpatient care. Compared to other European countries the number of neurologist per thousand inhabitants in Sweden is low  which could explain the high proportion of PwMS not satisfied with the availability of physicians.
People with chronic diseases have been found to use more emergency care than people without a chronic disease  although this was not found in this study where only 4 % of the PwMS had visited the Emergency Room over 20 times or more during the 10-year study period. Rehabilitation accounted for a high proportion of the care used and even though there was a significant increase in the proportion of PwMS satisfied with the accessibility to rehabilitation periods from baseline to the 10-year follow-up, about one-third of the PwMS were still not satisfied with the accessibility to rehabilitation periods. Forty % of the PwMS in this study also experienced that they had not participated in the planning of their care. In Stockholm County, the Neurology Departments have the main responsibility for MS specific care while primary care has the overall responsibility for the total care of the PwMS. The extensive use of care during the 10-year study period highlights the challenge for primary care to coordinate all care between primary care and hospital outpatient care. Strategies to enhance coordination between caregivers are therefore warranted and need to incorporate the PwMS as full partners to their care-providers with a role in health care decisions  i.e. to establish a patient-centred care. In addition, new digital technology, such as the web-based platform linked to the Swedish MS-register, may enhance patient participation and patient-centeredness by enabling patients, including PwMS, to communicate with care providers.
Compared to another study exploring the use of care in PwMS in Sweden , our study reported a lower use of total outpatient care and number of inpatient days. In an international perspective there are studies reporting both a lower and a higher amount of visits to neurologists [26, 27] compared to our study, and a higher use of inpatient days at the Neurology Departments . Differences in results might be attributable to differences in study sample, types of data collection, and length of follow-up. These differences as well as differences in organisation of care between countries challenge comparisons of results.
The prediction models of the use of care explained about one-third of the variance of the use of outpatient care and one-quarter of the use of inpatient care. Even though other variables not included in the models contribute to the variance of the use of care, the similarity between the models strengthens our results. Previous reports in Sweden have highlighted that age, sex and level of education  are important variables for the use of care, although this was not found in our study.
Even though the high prevalence of depressive symptoms in PwMS is well-known  and there are an increasing number of studies exploring the effectiveness of different psychological treatment methods of depressive symptoms in PwMS , the satisfaction with the accessibility to psychosocial support/counselling was low. In addition, the majority of the PwMS with a perceived need were not satisfied with the accessibility to advice/support of social insurance/work rehabilitation. This indicates the urgent need to gain knowledge about sickness absence and disability pension over the MS trajectory as well as to develop interventions aiming retaining PwMS in the work force.
This study has several strengths including the population-based cohort, the longitudinal design, and the possibility to link patient characteristics to all register-based outcomes. However, 19 % of the baseline cohort died during the 10-year follow-up time and these PwMS were not included in this study. It is possible that the use of care would have been higher if those PwMS who were deceased during the 10-year study period were included in the analyses. Furthermore, this study was conducted in Stockholm County, an urban area including a university hospital and with one of the highest number of neurologists per citizen in Sweden. It is possible that the distribution of care differs compared to more rural areas of Sweden and between Sweden and other countries.
The result from this study is a significant knowledge base in order to create a long-term sustainable, effective and equal care for PwMS. The extensive use of care in different care sectors and in many different departments offers challenges to care coordination, and thereby also challenges the delivery of high quality care to the PwMS. By establishing the PwMS as full partners to their care providers in health care decision and implement strategies to coordinate care between primary care and outpatient hospital care there is a potential to increase efficacy/outcome of care.
Frischer JM, Bramow S, Dal-Bianco A, Lucchinetti CF, Rauschka H, Schmidbauer M, et al. The relation between inflammation and neurodegeneration in multiple sclerosis brains. Brain. 2009;132(Pt 5):1175–89.
Lublin FD, Reingold SC. Defining the clinical course of multiple sclerosis: results of an international survey. National Multiple Sclerosis Society (USA) Advisory Committee on Clinical Trials of New Agents in Multiple Sclerosis. Neurology. 1996;46(4):907–11.
Compston A. McAlpine DMs. McAlpine’s multiple sclerosis. 4th ed./Alastair Compston ed. Edinburgh: Elsevier Churchill Livingstone; 2006.
Julian LJ, Vella L, Vollmer T, Hadjimichael O, Mohr DC. Employment in multiple sclerosis. Exiting and re-entering the work force. J Neurol. 2008;255(9):1354–60.
Stolp-Smith KA, Atkinson EJ, Campion ME, O’Brien PC, Rodriguez M. Health care utilization in multiple sclerosis: a population-based study in Olmsted County. MN Neurology. 1998;50(6):1594–600.
Pohar SL, Jones CA, Warren S, Turpin KV, Warren K. Health status and health care utilization of multiple sclerosis in Canada. Can J Neurol Sci. 2007;34(2):167–74.
Ytterberg C, Lundqvist S, Johansson S. Use of health services in people with multiple sclerosis with and without depressive symptoms: a two-year prospective study. BMC Health Serv Res. 2013;13:365.
Johansson S, Ytterberg C, Gottberg K, Widén Holmqvist L, von Koch L. Use of health services in people with multiple sclerosis with and without fatigue. Mult Scler. 2009;15(1):88–95.
Forbes A, While A, Taylor M. What people with multiple sclerosis perceive to be important to meeting their needs. J Adv Nurs. 2007;58(1):11–22.
Minden SL, Ding L, Cleary PD, Frankel D, Glanz BI, Healy BC, et al. Improving the quality of mental health care in multiple sclerosis. J Neurol Sci. 2013;335(1–2):42–7.
Ytterberg C, Johansson S, Gottberg K, Holmqvist LW, von Koch L. Perceived needs and satisfaction with care in people with multiple sclerosis: a two-year prospective study. BMC Neurol. 2008;8:36.
Gottberg K, Einarsson U, Ytterberg C, Fredrikson S, von Koch L, Holmqvist LW. Use of health care services and satisfaction with care in people with multiple sclerosis in Stockholm County: a population-based study. Mult Scler. 2008;14(7):962–71.
Government Offices of Sweden. Nationell strategi för att förebygga och behandla kroniska sjukdomar. Available at: http://www.regeringen.se/contentassets/9f4c29d2ec634fc0b3be84bf58639bae/nationell-strategi-foratt-forebygga-och-behandla-kroniska-sjukdomar-s2014.005. Accessed May 2014.
Bergmark A. Market reforms in Swedish health care: normative reorientation and welfare state sustainability. J Med Philos. 2008;33(3):241–61.
Chruzander C, Johansson S, Gottberg K, Einarsson U, Fredrikson S, Holmqvist LW, et al. A 10-year follow-up of a population-based study of people with multiple sclerosis in Stockholm, Sweden: changes in disability and the value of different factors in predicting disability and mortality. J Neurol Sci. 2013;332(1–2):121–7.
Chruzander C, Ytterberg C, Gottberg K, Einarsson U, Widén Holmqvist L, Johansson S. A 10-year follow-up of a population-based study of people with multiple sclerosis in Stockholm, Sweden: changes in health-related quality of life and the value of different factors in predicting health-related quality of life. J Neurol Sci. 2014;339(1–2):57–63.
Einarsson U, Gottberg K, von Koch L, Fredrikson S, Ytterberg C, Jin YP, et al. Cognitive and motor function in people with multiple sclerosis in Stockholm County. Mult Scler. 2006;12(3):340–53.
Kurtzke JF. Rating neurologic impairment in multiple sclerosis: an expanded disability status scale (EDSS). Neurology. 1983;33(11):1444–52.
Forsberg A, de Pedro-Cuesta J, Widén Holmqvist L. Use of healthcare, patient satisfaction and burden of care in Guillain-Barre syndrome. J Rehabil Med. 2006;38(4):230–6.
Holmqvist LW, von Koch L, de Pedro-Cuesta J. Use of healthcare, impact on family caregivers and patient satisfaction of rehabilitation at home after stroke in southwest Stockholm. Scand J Rehabil Med. 2000;32(4):173–9.
Ware JE. Effects of acquiescent response set on patient satisfaction ratings. Med Care. 1978;16(4):327–36.
The National Board of Health and Welfare. Labour Supply in Sweden. Qualified Medical Specialists 2011. Published 2014. Availiable at: http://www.socialstyrelsen.se/Lists/Artikelkatalog/Attachments/19330/2014-1-16.pdf. Accessed September 2014.
The Swedish Agency for Health and Care Services Analyses. VIP i vården-om utmaningar i vården av personer med kronisk sjukdom. Availible at: http://www.vardanalys.se/Rapporter/2014/VIP-i-varden-Om-utmaningar-i-varden-av-personer-medkronisk-sjukdom/. Accessed May 2014.
The Swedish Agency for Health and Care Services Analyses. Patient-centeredness in Sweden’s Health system-an external assessment and six steps for progress. Availible at: http://www.vardanalys.se/Rapporter/2013/Patient-centeredness-in-Swedens-health-system/. Accessed May 2014.
Berg J, Lindgren P, Fredrikson S, Kobelt G. Costs and quality of life of multiple sclerosis in Sweden. Eur J Health Econ. 2006;7 Suppl 2:S75–85.
Asche CV, Singer ME, Jhaveri M, Chung H, Miller A. All-cause health care utilization and costs associated with newly diagnosed multiple sclerosis in the United States. J Manag Care Pharm. 2010;16(9):703–12.
McCrone P, Heslin M, Knapp M, Bull P, Thompson A. Multiple sclerosis in the UK: service use, costs, quality of life and disability. Pharmacoeconomics. 2008;26(10):847–60.
The Goldman Consensus Group. The Goldman Consensus statement on depression in multiple sclerosis. Mult Scler. 2005;11(3):328–37.
Thomas PW, Thomas S, Hillier C, Galvin K, Baker R. Psychological interventions for multiple sclerosis. Cochrane Database Syst Rev. 2006;1:CD004431.
Antonovsky A. The structure and properties of the sense of coherence scale. Soc Sci Med. 1993;36(6):725–33.
Langius A, Björvell H. Coping ability and functional status in a Swedish population sample. Scand J Caring Sci. 1993;7(1):3–10.
Beck AT, Steer RA, Ball R, Ranieri W. Comparison of Beck Depression Inventories -IA and -II in psychiatric outpatients. J Pers Assess. 1996;67(3):588–97.
Wade DT. Measurement in neurological rehabilitation. Oxford, New York: Oxford University Press; 1992.
Heller A, Wade DT, Wood VA, Sunderland A, Hewer RL, Ward E. Arm function after stroke: measurement and recovery over the first three months. J Neurol Neurosurg Psychiatry. 1987;50(6):714–9.
Barthel DW, Mahoney FI. Functional evaluation: the Barthel index. Md State Med J. 1965;14:61–5.
Sonn U, Asberg KH. Assessment of activities of daily living in the elderly. A study of a population of 76-year-olds in Gothenburg, Sweden. Scand J Rehabil Med. 1991;23(4):193–202.
Wade DT, Legh-Smith J, Langton Hewer R. Social activities after stroke: measurement and natural history using the Frenchay Activities Index. Int Rehabil Med. 1985;7(4):176–81.
Turnbull JC, Kersten P, Habib M, McLellan L, Mullee MA, George S. Validation of the Frenchay Activities Index in a general population aged 16 years and older. Arch Phys Med Rehabil. 2000;81(8):1034–8.
The work was financially supported by the regional agreement on medical training and clinical research between Stockholm County Council and Karolinska Institutet, Doctoral School in Health Care Sciences at Karolinska Institutet and by the Swedish Research Council, (K2009-69X-21163-01-0).
The work was supported by the regional agreement on medical training and clinical researchbetween Stockholm County Council and Karolinska Institutet, Doctoral School in Health Care Sciences at Karolinska Institutet and the Swedish Research Council (K2009-69X-21163-01-0).
The authors declare that they have no competing interests.
CC coordinated the study, participated in the design of the study, in the data collection, performed the statistical analyses and drafted the manuscript. SJ participated in the design of the study, in the data collection, made substantial analysis of and interpretation of the data and was involved in drafting the manuscript. KG and UE participated in the data collection, made substantial analysis of and interpretation the data and were involved in drafting the manuscript. JH made substantial analysis of and interpretation of the data and was involved in drafting the manuscript. LWH participated in the design of the study, made substantial analysis of and interpretation of the data and was involved in drafting the manuscript. CY participated in the design of the study, in the data collection, performed the statistical analyses, made substantial analysis of and interpretation of the data and was involved in drafting the manuscript. All authors read and approved the final manuscript.
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Chruzander, C., Johansson, S., Gottberg, K. et al. A 10-year population-based study of people with multiple sclerosis in Stockholm, Sweden: use of and satisfaction with care and the value of different factors in predicting use of care. BMC Health Serv Res 15, 480 (2015). https://doi.org/10.1186/s12913-015-1144-1
- Multiple sclerosis
- Health care
- Patient satisfaction