与肌肉骨骼疼痛相关的工作残疾:系统动力学方法

F. Morilla, L. Abasolo, M. Blanco, I. Méndez, J. Jover, B. Fernández-Gutiérrez
{"title":"与肌肉骨骼疼痛相关的工作残疾:系统动力学方法","authors":"F. Morilla, L. Abasolo, M. Blanco, I. Méndez, J. Jover, B. Fernández-Gutiérrez","doi":"10.3109/10582452.2014.883007","DOIUrl":null,"url":null,"abstract":"Abstract Objective: To apply system dynamics methodology to study the evolution of temporary work disability in the context of pain-related musculoskeletal disorders [MSD-TWD]. Methods: Data were obtained from the MSD-TWD program records on 13 077 patients with acute disability [7805 in the control group [CG]; 5272 in the intervention group [IG]] who suffered 16 297 episodes of temporary work disability. Samples were randomized into two homogeneous sub-samples for validation purposes. The dynamic model developed with system dynamics methodology included 20 variables [five levels, seven rates, two auxiliary variables, six parameters], five differential equations, and eight algebraic equations. A sensitivity analysis of various scenarios was carried out. Results: Episodes were described according to their duration; short-term and long-term MSD-TWD. By tuning the model parameters, the actual survival curves of both groups in the two sub-samples were almost exactly reproduced. An explicit temporal expression of the survival curve was used in solving the equations of the dynamic model. The mean duration of short-term episodes was 18 days [d] in the CG and 14 d in the IG, while the mean duration of long-term episodes was 98 and 57 d, respectively. The conversion rate from short-term to long-term work disability was 7.3% in the CG compared with 3.5% in the IG. The model was cross-validated. Sensitivity analysis showed no overlap between the CG and IC curves. Conclusion: The dynamic model proposed is an excellent approach to the generic temporary work disability process, and is also able to explain the effects of intervention on the process.","PeriodicalId":50121,"journal":{"name":"Journal of Musculoskeletal Pain","volume":"22 1","pages":"51 - 61"},"PeriodicalIF":0.0000,"publicationDate":"2014-02-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.3109/10582452.2014.883007","citationCount":"2","resultStr":"{\"title\":\"Work Disability Related to Musculoskeletal Pain: A System Dynamics Approach\",\"authors\":\"F. Morilla, L. Abasolo, M. Blanco, I. Méndez, J. Jover, B. Fernández-Gutiérrez\",\"doi\":\"10.3109/10582452.2014.883007\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Abstract Objective: To apply system dynamics methodology to study the evolution of temporary work disability in the context of pain-related musculoskeletal disorders [MSD-TWD]. Methods: Data were obtained from the MSD-TWD program records on 13 077 patients with acute disability [7805 in the control group [CG]; 5272 in the intervention group [IG]] who suffered 16 297 episodes of temporary work disability. Samples were randomized into two homogeneous sub-samples for validation purposes. The dynamic model developed with system dynamics methodology included 20 variables [five levels, seven rates, two auxiliary variables, six parameters], five differential equations, and eight algebraic equations. A sensitivity analysis of various scenarios was carried out. Results: Episodes were described according to their duration; short-term and long-term MSD-TWD. By tuning the model parameters, the actual survival curves of both groups in the two sub-samples were almost exactly reproduced. An explicit temporal expression of the survival curve was used in solving the equations of the dynamic model. The mean duration of short-term episodes was 18 days [d] in the CG and 14 d in the IG, while the mean duration of long-term episodes was 98 and 57 d, respectively. The conversion rate from short-term to long-term work disability was 7.3% in the CG compared with 3.5% in the IG. The model was cross-validated. Sensitivity analysis showed no overlap between the CG and IC curves. Conclusion: The dynamic model proposed is an excellent approach to the generic temporary work disability process, and is also able to explain the effects of intervention on the process.\",\"PeriodicalId\":50121,\"journal\":{\"name\":\"Journal of Musculoskeletal Pain\",\"volume\":\"22 1\",\"pages\":\"51 - 61\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2014-02-20\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://sci-hub-pdf.com/10.3109/10582452.2014.883007\",\"citationCount\":\"2\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Musculoskeletal Pain\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.3109/10582452.2014.883007\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Musculoskeletal Pain","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.3109/10582452.2014.883007","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 2

摘要

摘要目的:应用系统动力学方法研究疼痛相关肌肉骨骼疾病[MSD-TWD]背景下临时工作残疾的演变。方法:数据来源于MSD-TWD程序记录的13 077例急性残疾患者[对照组7805例];干预组[IG]中有5272人,他们有16297次暂时工作残疾。为了验证目的,样本被随机分为两个均匀的子样本。采用系统动力学方法建立的动力学模型包括20个变量[5个水平、7个速率、2个辅助变量、6个参数]、5个微分方程和8个代数方程。对各种情况进行了敏感性分析。结果:根据发作的持续时间进行描述;短期和长期的MSD-TWD。通过调整模型参数,两个子样本中两组的实际生存曲线几乎完全重现。在求解动力学模型方程时,采用了生存曲线的显式时间表达式。短期发作平均持续时间CG组为18 d, IG组为14 d,长期发作平均持续时间分别为98 d和57 d。从短期到长期工作残疾的转换率在CG中为7.3%,而在IG中为3.5%。对模型进行交叉验证。敏感性分析显示CG和IC曲线无重叠。结论:提出的动态模型是一种很好的方法来研究一般临时性工作失能过程,也能解释干预对过程的影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Work Disability Related to Musculoskeletal Pain: A System Dynamics Approach
Abstract Objective: To apply system dynamics methodology to study the evolution of temporary work disability in the context of pain-related musculoskeletal disorders [MSD-TWD]. Methods: Data were obtained from the MSD-TWD program records on 13 077 patients with acute disability [7805 in the control group [CG]; 5272 in the intervention group [IG]] who suffered 16 297 episodes of temporary work disability. Samples were randomized into two homogeneous sub-samples for validation purposes. The dynamic model developed with system dynamics methodology included 20 variables [five levels, seven rates, two auxiliary variables, six parameters], five differential equations, and eight algebraic equations. A sensitivity analysis of various scenarios was carried out. Results: Episodes were described according to their duration; short-term and long-term MSD-TWD. By tuning the model parameters, the actual survival curves of both groups in the two sub-samples were almost exactly reproduced. An explicit temporal expression of the survival curve was used in solving the equations of the dynamic model. The mean duration of short-term episodes was 18 days [d] in the CG and 14 d in the IG, while the mean duration of long-term episodes was 98 and 57 d, respectively. The conversion rate from short-term to long-term work disability was 7.3% in the CG compared with 3.5% in the IG. The model was cross-validated. Sensitivity analysis showed no overlap between the CG and IC curves. Conclusion: The dynamic model proposed is an excellent approach to the generic temporary work disability process, and is also able to explain the effects of intervention on the process.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
Journal of Musculoskeletal Pain
Journal of Musculoskeletal Pain 医学-风湿病学
自引率
0.00%
发文量
0
审稿时长
>12 weeks
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信