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本文引用的文献

1
Statistical and video graphic posture analysis of work-related musculoskeletal disorders among carpet weavers in Kashmir, India.印度克什米尔地区地毯编织工与工作相关的肌肉骨骼疾病的统计和视频图形姿势分析。
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2
Musculoskeletal Disorder Burden and Its Attributable Risk Factors in China: Estimates and Predicts from 1990 to 2044.中国肌肉骨骼疾病负担及其归因危险因素:1990 年至 2044 年的估计和预测。
Int J Environ Res Public Health. 2023 Jan 2;20(1):840. doi: 10.3390/ijerph20010840.
3
Prevalence of work-related musculoskeletal disorders among general surgeons in Japan.日本普通外科医生中与工作相关的肌肉骨骼疾病的患病率。
Surg Today. 2022 Oct;52(10):1423-1429. doi: 10.1007/s00595-022-02520-9. Epub 2022 Jun 23.
4
Workplace Musculoskeletal Disorder Prevention Practices and Experiences.工作场所肌肉骨骼障碍预防实践与经验。
Inquiry. 2022 Jan-Dec;59:469580221092132. doi: 10.1177/00469580221092132.
5
Development of modified rapid entire body assessment (MOREBA) method for predicting the risk of musculoskeletal disorders in the workplaces.改良快速全身评估(MOREBA)法在预测工作场所肌肉骨骼疾病风险中的应用。
BMC Musculoskelet Disord. 2022 Jan 24;23(1):82. doi: 10.1186/s12891-022-05011-7.
6
A systematic overview on the risk effects of psychosocial work characteristics on musculoskeletal disorders, absenteeism, and workplace accidents.关于心理社会工作特征对肌肉骨骼疾病、旷工和工作场所事故的风险影响的系统综述。
Appl Ergon. 2021 Sep;95:103434. doi: 10.1016/j.apergo.2021.103434. Epub 2021 Apr 28.
7
Fuzzy Logic Modeling of Factors Affecting Musculoskeletal Disorders in a Steel Factory in Iran: A Cross-Sectional Study.伊朗某钢铁厂影响肌肉骨骼疾病因素的模糊逻辑建模:一项横断面研究。
J Manipulative Physiol Ther. 2021 Mar;44(3):221-228. doi: 10.1016/j.jmpt.2020.07.011. Epub 2021 Apr 11.
8
Using fuzzy logic approach to predict work-related musculoskeletal disorders among automotive assembly workers.运用模糊逻辑方法预测汽车装配工人的工作相关肌肉骨骼疾病。
Med J Islam Repub Iran. 2019 Dec 16;33:136. doi: 10.34171/mjiri.33.136. eCollection 2019.
9
Job rotation and work-related musculoskeletal disorders: a fatigue-failure perspective.岗位轮换与工作相关肌肉骨骼疾病:疲劳-失效视角。
Ergonomics. 2020 Apr;63(4):461-476. doi: 10.1080/00140139.2020.1717644. Epub 2020 Feb 3.
10
Are Work-Related Musculoskeletal Disorders Claims Related to Risk Factors in Workplaces of the Manufacturing Industry?制造业工作场所的工作相关肌肉骨骼疾病索赔与危险因素有关吗?
Ann Work Expo Health. 2020 Feb 20;64(2):152-164. doi: 10.1093/annweh/wxz084.

地毯行业影响肌肉骨骼疾病风险变量的模糊逻辑建模:一项横断面研究。

Fuzzy Logic Modelling of Risk Variables Influencing Musculoskeletal Disorders in Carpet Industry: A Cross-Sectional Study.

作者信息

Gada Hannan, Parvez Saad, Ahmad Babar

机构信息

Department of Mechanical Engineering, National Institute of Technology Srinagar, Jammu and Kashmir, India.

出版信息

J Chiropr Med. 2024 Sep;23(3):83-92. doi: 10.1016/j.jcm.2024.05.001. Epub 2024 Aug 16.

DOI:10.1016/j.jcm.2024.05.001
PMID:39670202
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11632790/
Abstract

OBJECTIVE

The purpose of this study was to develop a fuzzy prediction model that could help in determining the musculoskeletal risk involved in the occupation of hand-made carpet weaving.

METHODS

A questionnaire-based study involving 193 carpet weavers in Jammu and Kashmir was conducted. The questionnaire collected information on demographics, psychosocial factors, workplace fatigue, and musculoskeletal complaints. A rapid entire-body assessment technique was also used to assess the weaver's working posture for musculoskeletal risk. A fuzzy logic model was used to determines the degree to which a proposition is true or untrue rather of categorizing it as absolute truth (1) or untruth (0). This technique provides for a more subtle examination of accuracy, taking into account the variety of variables and levels that exist between standard binary classification.

RESULTS

Work stress, socio-emotional factors, family-related responsibilities, lack of motivation, sleepiness, lack of energy, physical exertion, and discomfort were found to have a statistically significant relationship with musculoskeletal complaints. Between real and predicted musculoskeletal complaints, a correlation coefficient of 0.46 was calculated. Using the REBA for postural analysis, HSEJSQ for psychosocial job parameters, and SOFI for fatigue, significant predictors of musculoskeletal complaints were identified and analyzed using fuzzy logic. The fuzzy model's predictions showed a moderate correlation with actual musculoskeletal complaints measured by the Nordic questionnaire, underscoring the impact of psychosocial and physical factors on these complaints.

CONCLUSION

The current model had a moderate relationship with actual musculoskeletal complaints and can be used to assess the musculoskeletal risk associated with work in a timely manner.

摘要

目的

本研究的目的是开发一种模糊预测模型,以帮助确定手工地毯编织职业中涉及的肌肉骨骼风险。

方法

在查谟和克什米尔对193名地毯编织工进行了一项基于问卷的研究。该问卷收集了有关人口统计学、心理社会因素、工作场所疲劳和肌肉骨骼不适的信息。还使用了一种快速全身评估技术来评估编织工的工作姿势的肌肉骨骼风险。模糊逻辑模型用于确定一个命题为真或假的程度,而不是将其归类为绝对真(1)或假(0)。该技术考虑到标准二元分类之间存在的各种变量和水平,对准确性进行了更细致的检验。

结果

发现工作压力、社会情感因素、家庭相关责任、缺乏动力、困倦、缺乏精力、体力消耗和不适与肌肉骨骼不适存在统计学上的显著关系。计算出实际和预测的肌肉骨骼不适之间的相关系数为0.46。使用快速全身评估法进行姿势分析,使用健康与安全执行局工作心理社会参数问卷进行心理社会工作参数评估,使用疲劳严重程度指数进行疲劳评估,利用模糊逻辑确定并分析了肌肉骨骼不适的重要预测因素。模糊模型的预测结果与北欧问卷测量的实际肌肉骨骼不适呈中度相关,突出了心理社会和身体因素对这些不适的影响。

结论

当前模型与实际肌肉骨骼不适有中度关系,可用于及时评估与工作相关的肌肉骨骼风险。