1
|
Toh ZA, Berg B, Han QYC, Hey HWD, Pikkarainen M, Grotle M, He HG. Clinical Decision Support System Used in Spinal Disorders: Scoping Review. J Med Internet Res 2024; 26:e53951. [PMID: 38502157 PMCID: PMC10988379 DOI: 10.2196/53951] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2023] [Revised: 01/29/2024] [Accepted: 02/10/2024] [Indexed: 03/20/2024] Open
Abstract
BACKGROUND Spinal disorders are highly prevalent worldwide with high socioeconomic costs. This cost is associated with the demand for treatment and productivity loss, prompting the exploration of technologies to improve patient outcomes. Clinical decision support systems (CDSSs) are computerized systems that are increasingly used to facilitate safe and efficient health care. Their applications range in depth and can be found across health care specialties. OBJECTIVE This scoping review aims to explore the use of CDSSs in patients with spinal disorders. METHODS We used the Joanna Briggs Institute methodological guidance for this scoping review and reported according to the PRISMA-ScR (Preferred Reporting Items for Systematic Reviews and Meta-Analyses Extension for Scoping Reviews) statement. Databases, including PubMed, Embase, Cochrane, CINAHL, Web of Science, Scopus, ProQuest, and PsycINFO, were searched from inception until October 11, 2022. The included studies examined the use of digitalized CDSSs in patients with spinal disorders. RESULTS A total of 4 major CDSS functions were identified from 31 studies: preventing unnecessary imaging (n=8, 26%), aiding diagnosis (n=6, 19%), aiding prognosis (n=11, 35%), and recommending treatment options (n=6, 20%). Most studies used the knowledge-based system. Logistic regression was the most commonly used method, followed by decision tree algorithms. The use of CDSSs to aid in the management of spinal disorders was generally accepted over the threat to physicians' clinical decision-making autonomy. CONCLUSIONS Although the effectiveness was frequently evaluated by examining the agreement between the decisions made by the CDSSs and the health care providers, comparing the CDSS recommendations with actual clinical outcomes would be preferable. In addition, future studies on CDSS development should focus on system integration, considering end user's needs and preferences, and external validation and impact studies to assess effectiveness and generalizability. TRIAL REGISTRATION OSF Registries osf.io/dyz3f; https://osf.io/dyz3f.
Collapse
Affiliation(s)
- Zheng An Toh
- National University Hospital, National University Health System, Singapore, Singapore
| | - Bjørnar Berg
- Centre for Intelligent Musculoskeletal Health, Faculty of Health Sciences, Oslo Metropolitan University, Oslo, Norway
| | | | - Hwee Weng Dennis Hey
- Division of Orthopaedic Surgery, National University Hospital, National University Health System, Singapore, Singapore
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Minna Pikkarainen
- Department of Rehabilitation and Health Technology, Oslo Metropolitan University, Oslo, Norway
- Martti Ahtisaari Institute, Oulu Business School, Oulu University, Oulu, Finland
- Department of Product Design, Oslo Metropolitan University, Oslo, Norway
| | - Margreth Grotle
- Centre for Intelligent Musculoskeletal Health, Faculty of Health Sciences, Oslo Metropolitan University, Oslo, Norway
- Department of Research and Innovation, Division of Clinical Neuroscience, Oslo University Hospital, Oslo, Norway
| | - Hong-Gu He
- Alice Lee Centre for Nursing Studies, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| |
Collapse
|
2
|
Docking S, Gao L, Ademi Z, Bonello C, Buchbinder R. Use of Decision-Analytic Modelling to Assess the Cost-Effectiveness of Diagnostic Imaging of the Spine, Shoulder, and Knee: A Scoping Review. APPLIED HEALTH ECONOMICS AND HEALTH POLICY 2023; 21:467-475. [PMID: 36940059 PMCID: PMC10119214 DOI: 10.1007/s40258-023-00799-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Accepted: 02/23/2023] [Indexed: 05/03/2023]
Abstract
BACKGROUND Limited evidence is available on the cost-effectiveness of diagnostic imaging for back, neck, knee, and shoulder complaints. Decision analytic modelling may be an appropriate method to synthesise evidence from multiple sources, and overcomes issues with trial-based economic evaluations. OBJECTIVE The aim was to describe the reporting of methods and objectives utilised in existing decision analytic modelling studies that assess the cost-effectiveness of diagnostic imaging for back, neck, knee, and shoulder complaints. METHODS Decision analytic modelling studies investigating the use of any imaging modality for people of any age with back, neck, knee, or shoulder complaints were included. No restrictions on comparators were applied, and included studies were required to estimate both costs and benefits. A systematic search (5 January 2023) of four databases was conducted with no date limits imposed. Methodological and knowledge gaps were identified through a narrative summary. RESULTS Eighteen studies were included. Methodological issues were identified relating to the poor reporting of methods, and measures of effectiveness did not incorporate changes in quantity and/or quality of life (cost-utility analysis in only ten of 18 studies). Included studies, particularly those investigating back or neck complaints, focused on conditions that were of low prevalence but have a serious impact on health (i.e. cervical spine trauma, cancer-related back pain). CONCLUSIONS Future models should pay particular attention to the identified methodological and knowledge gaps. Investment in the health technology assessment of these commonly utilised diagnostic imaging services is needed to justify the current level of utilisation and ensure that these services represent value for money.
Collapse
Affiliation(s)
- Sean Docking
- School of Public Health and Preventive Medicine, Monash University, Melbourne, VIC, Australia.
| | - Lan Gao
- Deakin Health Economics, Institute for Health Transformation, School of Health & Social Development, Deakin University, Geelong, VIC, Australia
| | - Zanfina Ademi
- School of Public Health and Preventive Medicine, Monash University, Melbourne, VIC, Australia
- Centre for Medicine Use and Safety, Monash University, Parkville, VIC, Australia
| | - Christian Bonello
- La Trobe Sport and Exercise Medicine Research Centre, La Trobe University, Bundoora, VIC, Australia
| | - Rachelle Buchbinder
- School of Public Health and Preventive Medicine, Monash University, Melbourne, VIC, Australia
| |
Collapse
|
3
|
Vanaclocha V. Back Pain: Pathophysiology, Diagnosis, and Treatment. Healthcare (Basel) 2023; 11:healthcare11070953. [PMID: 37046880 PMCID: PMC10094399 DOI: 10.3390/healthcare11070953] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2023] [Revised: 03/17/2023] [Accepted: 03/24/2023] [Indexed: 03/29/2023] Open
Abstract
Although back pain is one of the most common medical conditions [...]
Collapse
Affiliation(s)
- Vicente Vanaclocha
- Department of Surgery, Medical School, University of Valencia, 46010 Valencia, Spain
| |
Collapse
|
4
|
Feldman DE, Nahin RL. Disability Among Persons With Chronic Severe Back Pain: Results From a Nationally Representative Population-based Sample. THE JOURNAL OF PAIN 2022; 23:2144-2154. [PMID: 36096352 DOI: 10.1016/j.jpain.2022.07.016] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/03/2022] [Revised: 07/28/2022] [Accepted: 07/31/2022] [Indexed: 01/04/2023]
Abstract
We evaluated the association between the chronic severe back pain with disability and participation, in U.S. Adults using data from the US 2019 National Health Interview Survey. In our sample of 2,925 adults (weighted n: 20,468,134) who reported having chronic severe back pain, 60% reported mobility disability, 60% had work limitations, 34% were limited for social participation and 16% had self-care limitations. Older age (65+) was associated with mobility difficulties (OR 1.99, 95% CI 1.28,6.09) and work limitation (OR 2.21, 95% CI 1.61,3.05). Lower socioeconomic status was associated with increasing odds of disability across the 4 categories. Being obese was only associated with mobility difficulties (OR 1.95, 95% CI 1.41,2.71), while not working in the past week was associated with difficulties in mobility (OR 3.55, 95% CI 2.64,4.75), self-care (OR 3.34, 95% CI 2.20,5.08), and social participation (OR 3.20, 95% CI 2.13,4.80). Comorbidities were highly associated with limitations in all 4 categories. Those deeming their ability to manage their pain ineffective were twice as likely to have limitations in self-care, social and work participation but not mobility. Identifying factors associated with disability and limitation may help target appropriate management for persons with chronic pain at high risk for disability. PERSPECTIVE: We evaluated the association between the chronic severe back pain with disability and participation, in a representative sample of Americans. Identifying factors associated with a likelihood of disability may help target appropriate pain management for persons at high risk for disability due to chronic severe back pain.
Collapse
Affiliation(s)
- Debbie Ehrmann Feldman
- School of Rehabilitation, Faculty of Medicine, Physiotherapy Program and School of Public Health, Department of Social and Preventive Medicine, Université de Montréal, Centre for interdisciplinary research in rehabilitation, CReSP: Center for Research in Public Health, Université de Montréal, Montreal, Canada.
| | - Richard L Nahin
- National Center for Complementary and Integrative Health, National Institutes of Health, Bethesda, Maryland
| |
Collapse
|
5
|
King WC, Hinerman AS, White GE. A 7-Year Study of the Durability of Improvements in Pain, Physical Function, and Work Productivity After Roux-en-Y Gastric Bypass and Sleeve Gastrectomy. JAMA Netw Open 2022; 5:e2231593. [PMID: 36103179 PMCID: PMC9475385 DOI: 10.1001/jamanetworkopen.2022.31593] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
IMPORTANCE Bariatric surgical procedures are associated with clinically important improvements (CIIs) in pain and physical function. However, there are declines in initial improvement by the third postoperative year, and the long-term durability of improvements are not well-described. OBJECTIVE To evaluate the durability of improvements in pain and physical function through 7 years after Roux-en-Y gastric bypass (RYGB) or sleeve gastrectomy (SG). DESIGN, SETTING, AND PARTICIPANTS This study is part of the Longitudinal Assessment of Bariatric Surgery-2 (LABS-2), a cohort study at 10 US hospitals. Adults with severe obesity (ie, body mass index of 35 or greater) undergoing bariatric surgery were assessed preoperatively (2006-2009) and followed up annually for as long as 7 years or until 2015. Of 1829 participants who underwent RYGB or SG in LABS-2, 338 were excluded from this study because they had a follow-up period of less than 5 years. Analysis of participants who underwent RYGB or SG and completed research assessments preoperatively and postoperatively for 5 to 7 years was conducted from March to April 2022. MAIN OUTCOMES AND MEASURES Preoperative-to-postoperative CIIs in pain and physical function scores from the 36-Item Short Form Health Survey and the Western Ontario McMaster Osteoarthritis Index, and 400-meter walk time, using previously established thresholds; and remission of mobility deficit, ie, inability to walk 400 meters in 7 minutes or less. RESULTS A total of 1491 individuals were included, with 1194 (80%) women; 59 (4%) Hispanic, 164 (11%) non-Hispanic Black, and 1205 (82%) non-Hispanic White individuals; a preoperative median (IQR) age of 47 (38-55) years; and a preoperative median (IQR) body mass index of 47 (42-52). Between 3 and 7 years after surgery, the percentage of participants with preoperative-to-postoperative CIIs in bodily pain decreased from 50% (95% CI, 48%-53%) to 43% (95% CI, 40%-46%), in physical function from 75% (95% CI, 73%-77%) to 64% (95% CI, 61%-68%), and in 400-meter walk time from 61% (95% CI, 56%-65%) to 50% (95% CI, 45%-55%). Among participants with a preoperative mobility deficit, remission decreased from 50% (95% CI, 42%-57%) to 41% (95% CI, 32%-49%), and among participants with severe knee or hip pain or disability, the percentage with CIIs in knee and hip pain and function decreased (eg, hip pain: from 77% [95% CI, 72%-82%] to 65% [95% CI, 58%-72%]; knee function: from 77% [95% CI, 73%-82%] to 72% [95% CI, 67%-77%]). CONCLUSIONS AND RELEVANCE In this cohort study, despite decreases in preoperative-to-postoperative improvements across follow-up, CIIs in perceived bodily and joint-specific pain and in self-reported and objectively measured physical function ranged from 41% to 72%, depending on the measure and subgroup, 7 years after surgery, suggesting that RYGB and SG are commonly associated with long-term CIIs in pain and physical function.
Collapse
Affiliation(s)
- Wendy C. King
- Department of Epidemiology, School of Public Health, University of Pittsburgh, Pittsburgh, Pennsylvania
| | - Amanda S. Hinerman
- Department of Epidemiology, School of Public Health, University of Pittsburgh, Pittsburgh, Pennsylvania
| | - Gretchen E. White
- Division of General Internal Medicine, School of Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania
| |
Collapse
|
6
|
Brus I, Speklé E, Kuijer PP, Hardenberg M, Coenen P. Occupational recovery of Dutch workers with low back pain. Occup Med (Lond) 2022; 72:462-469. [PMID: 35866584 PMCID: PMC9578671 DOI: 10.1093/occmed/kqac067] [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] [Indexed: 12/02/2022] Open
Abstract
Background Low back pain (LBP) is a world leading cause of disability and has substantial impact on individuals and society as a whole. The largest part of the societal burden of LBP is caused by indirect costs, including sick leave. Aims We aimed to describe occupational recovery and associated costs for workers consulting an occupational physician (OP) with LBP, and to determine to what extent this differs by diagnoses: non-specific favourable LBP, non-specific unfavourable LBP, lumbosacral radicular syndrome (LRS) and specific LBP. Methods We analysed longitudinal dynamic cohort data from an occupational health service, representing ~1.2 million workers from various companies and sectors throughout the Netherlands. The OP registered data on sick leave and LBP diagnoses. A survival analysis was performed on sick leave duration to determine recovery and a linear regression analysis on cost per episode, adjusting for sex, age and working hours. Results We analysed 5951 LBP episodes from 5472 workers who consulted an OP, with a median and mean duration sick leave of 95 and 151 days, respectively. The probability of not recovering was 82% at 30 days and 10% at 1 year. The mean cost per episode was €15 350. Specific LBP (€22 999; beta (95% confidence interval [CI]): 16 278 (13 325–19 165)) and LRS (€20 111; beta (95% CI): 13 589 (12 527–14 659)) had the longest and most costly episodes, compared to non-specific favourable LBP (€6745; reference group). Conclusions With LRS and non-specific unfavourable LBP accounting for over 83% of LBP-associated sick leave costs, the work-directed care of workers with these two diagnoses deserves increased attention.
Collapse
Affiliation(s)
- I Brus
- Department of Public and Occupational Health, Amsterdam Public Health Research Institute, Amsterdam UMC, Amsterdam 1081 BT, The Netherlands
| | - E Speklé
- Department of Public and Occupational Health, Amsterdam Public Health Research Institute, Amsterdam UMC, Amsterdam 1081 BT, The Netherlands.,Arbo Unie, Occupational Health Service, Utrecht 3508 AC, The Netherlands
| | - P P Kuijer
- Department of Public and Occupational Health, Amsterdam Public Health Research Institute, Amsterdam UMC, Amsterdam 1081 BT, The Netherlands
| | - M Hardenberg
- Department of Public and Occupational Health, Amsterdam Public Health Research Institute, Amsterdam UMC, Amsterdam 1081 BT, The Netherlands
| | - P Coenen
- Department of Public and Occupational Health, Amsterdam Public Health Research Institute, Amsterdam UMC, Amsterdam 1081 BT, The Netherlands
| |
Collapse
|
7
|
Costa N, Blyth FM, Amorim AB, Parambath S, Shanmuganathan S, Schneider CH. Implementation initiatives to improve low back pain care in Australia: a scoping review. PAIN MEDICINE 2022; 23:1979-2009. [PMID: 35758625 DOI: 10.1093/pm/pnac102] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/24/2022] [Revised: 06/01/2022] [Accepted: 06/15/2022] [Indexed: 11/13/2022]
Abstract
OBJECTIVE This scoping review aimed to comprehensively review strategies for implementation of low back pain (LBP) guidelines, policies and models of care in the Australian healthcare system. METHODS A literature search was conducted in MEDLINE, EMBASE, CINAHL, Amed and Web of Science to identify studies that aimed to implement or integrate evidence-based interventions/practices to improve LBP care within Australian settings. RESULTS Twenty-five studies met the inclusion criteria. Most studies targeted primary care settings (n = 13). Other settings included tertiary care (n = 4), community (n = 4), pharmacies (n = 3). One study targeted both primary and tertiary care settings (n = 1). Only 40% of the included studies reported an underpinning framework, model or theory. Implementation strategies most frequently used were evaluative and iterative strategies (n = 14, 56%) and train and educate stakeholders (n = 13, 52%), followed by engage consumers (n = 6, 24%), develop stakeholder relationships (n = 4, 16%), change in infrastructure (n = 4, 16%) and support clinicians (n = 3, 12%). The most common implementation outcomes considered were acceptability (n = 11, 44%) and adoption (n = 10, 40%), followed by appropriateness (n = 7, 28%), cost (n = 3, 12%), feasibility (n = 1, 4%) and fidelity (n = 1, 4%). Barriers included time constraints, funding, and teamwork availability. Facilitators included funding and collaboration between stakeholders. CONCLUSIONS Implementation research targeting LBP appears to be a young field, mostly focusing on training and educating stakeholders in primary care. Outcomes on sustainability and penetration of evidence-based interventions are lacking. There is a need for implementation research guided by established frameworks that consider interrelationships between organisational and system contexts beyond the clinician-patient dyad.
Collapse
Affiliation(s)
- Nathalia Costa
- The University of Sydney, Sydney School of Public Health, Faculty of Medicine and Health, Sydney, New South Wales, Australia.,The University of Queensland, School of Health and Rehabilitation Sciences, Brisbane, Queensland, Australia
| | - Fiona M Blyth
- The University of Sydney, Sydney School of Public Health, Faculty of Medicine and Health, Sydney, New South Wales, Australia
| | - Anita B Amorim
- The University of Sydney, School of Health Sciences, Faculty of Medicine and Health, Sydney, New South Wales, Australia
| | - Sarika Parambath
- The University of Sydney, Sydney School of Public Health, Faculty of Medicine and Health, Sydney, New South Wales, Australia
| | - Selvanaayagam Shanmuganathan
- The University of Sydney, Sydney School of Public Health, Faculty of Medicine and Health, Sydney, New South Wales, Australia
| | - Carmen Huckel Schneider
- The University of Sydney, Sydney School of Public Health, Faculty of Medicine and Health, Sydney, New South Wales, Australia
| |
Collapse
|
8
|
Leite WKDS, Araújo AJDS, da Silva LB, de Souza EL, Silva JMND, Bolis I, Silva MPDOE, Neves RDF, Colaço GA. Sickness absence from work in the footwear industry: A longitudinal study. Work 2022; 72:431-451. [DOI: 10.3233/wor-205312] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
BACKGROUND: Studies on illness in the footwear industry have prioritized specific work sectors and diseases. OBJECTIVES: To analyze the main factors related to sickness absence and the indicators of illness in terms of recurrence and workdays lost among workers at a footwear company, ranging from storage of raw material to distribution of the final product. METHODS: A total of 9072 cases of absence from work were investigated in shoe production units from 2014 to 2017. Univariate models estimated the risk of bodily dysfunction (physiological and psychological) and the severity of recurrence and work days lost. RESULTS: (1) Most production units and work sectors were related to one or more affected bodily functions; (2) Neuromusculoskeletal and movement-related functions and the work sectors of prefabrication; cutting, assembly and finishing; and quality inspection of the final product required a longer recovery time before return to work and had a greater recurrence of leave; and (3) Women seemed to be more affected than men in terms of the reappearance of symptoms. CONCLUSIONS: Illness differs according to occupational sectors. The production sectors present more serious situations due to physical overload, intense rhythm and concentration, monotony and low autonomy.
Collapse
Affiliation(s)
| | | | - Luiz Bueno da Silva
- Department of Production Engineering, Federal University of Paraíba, João Pessoa, Paraíba, Brazil
| | - Erivaldo Lopes de Souza
- Department of Production Engineering, Federal University of Paraíba, João Pessoa, Paraíba, Brazil
| | | | - Ivan Bolis
- Postgraduate Program in Social Psychology, Federal University of Paraíba, João Pessoa, Paraíba, Brazil
| | | | - Robson da Fonseca Neves
- Postgraduate Program in Physical Therapy, Federal University of Paraíba, João Pessoa, Paraíba, Brazil
| | | |
Collapse
|
9
|
Ropponen A, Wang M, Farrants K, Narusyte J, Svedberg P. Psychosocial Working Conditions and Subsequent Sickness Absence-Effects of Pain and Common Mental Disorders in a Population-Based Swedish Twin Sample. J Occup Environ Med 2022; 64:451-457. [PMID: 35121688 PMCID: PMC9275835 DOI: 10.1097/jom.0000000000002501] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
OBJECTIVE To investigate pain and/or common mental disorders (CMDs) in the associations between psychosocial working conditions and sickness absence (SA) while controlling familial confounding. METHODS Prospective Prospective twin cohort study included survey data for pain and CMD, register data for SA and psychosocial working conditions. The follow-up from 2005 to 2016 of 28,916 twin individuals for first incident SA spell measured as the main International Classification of Diseases version 10 (ICD-10) diagnosis groups (F00-F99, I00-I99, and M00-M99), or the duration. We used regression models to obtain odds ratio (OR), incidence rate ratio (IRR), or relative risk ratio (RRR) with 95% confidence intervals (CI). RESULTS The covariate adjusted models of 9156 SA spells indicated almost no statistically significant associations between psychosocial working conditions and SA. CONCLUSIONS Psychosocial working conditions were not associated with SA while familial confounding could not be ruled out.
Collapse
Affiliation(s)
- Annina Ropponen
- From the Division of Insurance Medicine, Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden (Dr Ropponen, Dr Wang, Dr Farrants, Dr Narusyte, Dr Svedberg); Finnish Institute of Occupational Health, Helsinki, Finland (Dr Ropponen)
| | | | | | | | | |
Collapse
|