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Experiences in Treatment, Recovery, and Return-to-Work Following an Acute Cardiac Event Among Firefighters: A Descriptive Thematic Analysis of Firefighter Experiences. 消防员急性心脏事件后的治疗、康复和重返工作岗位的经验:消防员经验的描述性专题分析。
IF 2.5 3区 医学 Q1 REHABILITATION Pub Date : 2026-02-09 DOI: 10.1007/s10926-026-10366-y
Sara M Stretton, Joy C MacDermid, Joline W Attalla, Renee MacPhee, David M Walton

Background: Heart disease is the leading cause of death and disability worldwide and includes any disease affecting the heart or blood vessels. Stress has been widely cited as a potential factor in the development of heart disease and acute cardiac events. Firefighters may be at a higher risk of developing heart disease and experiencing an acute cardiac event due to the high mental and physical demands of the job. There is limited literature on treatment, recovery, and how to successfully return to this high-stress work environment. This study explored the recovery, treatment, and return-to-work (RTW) process following acute cardiac events experienced by firefighters, with a specific focus on psychological stress and mental health.

Methods: We recruited nine firefighters who had an acute cardiac event during their career. Firefighters participated in a semi-structured interview with a critical theory paradigm that explored their experience during treatment, recovery, and RTW. Data were analyzed in a two-reviewer process using thematic analysis.

Results: Thematic analysis revealed four major themes: (1) there is a lack of consideration of what it means to be a firefighter during treatment and recovery; (2) mental health difficulties are overlooked and a major barrier to recovery and RTW; (3) mental and physical illness stigma within the fire organization impedes a successful recovery and RTW; and (4) social support is critical to a successful recovery and RTW.

Conclusion: The results of this study highlighted a pressing need for formalized fire-specific treatment, recovery, and return-to-work processes to ensure a successful return.

背景:心脏病是世界范围内导致死亡和残疾的主要原因,包括任何影响心脏或血管的疾病。压力已被广泛认为是心脏病和急性心脏事件发展的一个潜在因素。由于这项工作对精神和身体的要求很高,消防员患心脏病和急性心脏病的风险可能更高。关于治疗、康复以及如何成功地回到这种高压力的工作环境的文献有限。本研究探讨了消防员经历急性心脏事件后的恢复、治疗和重返工作(RTW)过程,特别关注心理压力和心理健康。方法:我们招募了9名在其职业生涯中发生过急性心脏事件的消防员。消防员参与了一项半结构化的访谈,探讨了他们在治疗、康复和RTW期间的经历。数据采用专题分析,由两名审稿人进行分析。结果:专题分析揭示了四个主要主题:(1)缺乏对消防员在治疗和康复过程中的意义的考虑;(2)心理健康困难被忽视,成为康复和复游的主要障碍;(3)火灾组织内部的精神和身体疾病耻辱感阻碍了成功的康复和RTW;(4)社会支持对成功的恢复和RTW至关重要。结论:本研究的结果强调,迫切需要正式的火灾治疗,恢复和重返工作岗位的过程,以确保成功的回归。
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引用次数: 0
Evaluating the Validity of the GM@W Survey: A Psychometric Study Across Gender and Industry. 评估GM@W调查的有效性:跨性别和行业的心理测量学研究。
IF 2.5 3区 医学 Q1 REHABILITATION Pub Date : 2026-01-31 DOI: 10.1007/s10926-026-10367-x
Javier Mencia-Ledo, Sana Siddiqui, Hong Ki Chloe Lau, Kishana Balakrishnar, André Luiz Fagundes Avila Dos Santos, Ana Valentina Villarreal Galeano, Leyi Zhou, Michael Cooper, Gustavo S Betini, Behdin Nowrouzi-Kia

Purpose: The National Workplace Psychological Health and Safety Standard (The Standard) recommends the use of a survey developed by Guarding Minds at Work (GM@W). However, its validity remains underexplored. This study has two objectives: (1) to evaluate the psychometric properties of the survey in assessing the Standard dimensions and (2) to examine validity across gender and industry.

Methods: A Confirmatory Factor Analysis (CFA) was conducted on data from the GM@W survey to evaluate the factor structure and validity of the 13 dimensions. Group comparisons by gender and occupational groups were assessed using t-tests and ANOVA tests.

Results: Across the 13 dimensions, most items demonstrated strong internal consistency and discriminant validity, with physical safety (r = 0.71) and organizational culture (r = 0.68) showing the highest internal consistency. While psychological competencies and physical safety were linked to positive mental health outcomes, challenges with workload management and balance remain prominent, especially for workers in healthcare and education. Group differences were observed, with women and workers in business, trades, and manufacturing reporting better psychosocial outcomes.

Discussion: While the GM@W tool demonstrated internal consistency and improved convergent validity compared to previous versions, significant model misfit was observed across all sectors. High latent correlations and frequent violations of the Fornell-Larcker criterion reveal substantial construct overlap and empirical redundancy. The findings suggest that while individual constructs are reliable, the 13-factor structure faces challenges in achieving empirical distinctiveness. Capturing the diverse psychosocial experiences of a national workforce within a single psychometric instrument remains a complex task.

目的:国家工作场所心理健康和安全标准(该标准)建议使用“保护工作中的思想”(GM@W)制定的一项调查。然而,其有效性仍未得到充分探讨。本研究有两个目的:(1)评估调查在评估标准维度时的心理测量特性;(2)检验跨性别和行业的有效性。方法:对GM@W调查数据进行验证性因子分析(Confirmatory Factor Analysis, CFA),评估13个维度的因子结构和效度。采用t检验和方差分析对性别和职业组的组间比较进行评估。结果:在13个维度中,大多数项目表现出较强的内部一致性和判别效度,其中人身安全(r = 0.71)和组织文化(r = 0.68)的内部一致性最高。虽然心理能力和身体安全与积极的心理健康结果有关,但工作量管理和平衡方面的挑战仍然突出,特别是对医疗保健和教育工作者而言。观察到群体差异,商业、贸易和制造业的女性和工人报告了更好的社会心理结果。讨论:虽然GM@W工具与以前的版本相比显示了内部一致性和改进的收敛有效性,但在所有部门都观察到显著的模型不拟合。高潜在相关性和频繁违反Fornell-Larcker准则揭示了大量的结构重叠和经验冗余。研究结果表明,虽然个体结构是可靠的,但13因素结构在实现经验独特性方面面临挑战。在一个单一的心理测量工具中捕捉一个国家劳动力的不同心理社会经验仍然是一项复杂的任务。
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引用次数: 0
Factors Associated with Negative Experiences and Mental Ill Health During a Workers' Compensation Claim: A Mixed Methods Study. 在工人赔偿索赔中与消极经历和精神疾病相关的因素:一项混合方法研究。
IF 2.5 3区 医学 Q1 REHABILITATION Pub Date : 2026-01-21 DOI: 10.1007/s10926-026-10364-0
Samineh Sanatkar, Elizabeth Pritchard, Libby Callaway, Grainne Cruickshank, Genevieve Grant, Branislava Godic, Ellen MacEachen, Jason Thompson, Michael Di Donato, Shannon Gray, Alex Collie

Purpose: Prior studies demonstrate that many injured workers find involvement in workers' compensation processes complex and stressful. This study sought to identify experiences, events and interactions contributing to system-generated mental ill health.

Methods: Mixed methods design utilising an online survey and follow-up interviews. Eligible participants were workers employed in Australia, at least 18 years of age, proficient in English, who had submitted a compensation claim. Survey items assessed demographic and claim information, claim experiences, and impacts of interactions with claim stakeholders and processes. Between September 2023 and July 2024, the survey was distributed through community organisations, worker support groups, and social media. Qualitative interviews took place between February and July 2024.

Results: A total of 533 participants completed the survey, and 20 completed an interview. Most survey participants (n = 503, Medianage = 45-54 years, 59.2% women) reported negative mental health impacts. Of those, 279 reported negative experiences throughout the claim process, while the remainder reported more positive or mixed experiences. Hierarchical logistic regression indicated that negative interactions with insurers (OR = 5.22, 95%CI [1.89, 14.42]) and delays in claim approval (OR = 4.12, 95%CI [1.88, 8.99]) were significantly associated with negative claim experiences. The full logistic regression model accounted for 40% of the variation in claim experiences. Qualitative analysis of injured workers revealed themes around claim-related sources of stress and negative consequences from illness or injury.

Conclusion: Findings provide insights into modifiable aspects of compensation claim processes that, if actioned, may improve worker experiences during their claim and reduce the risk of secondary psychological injury.

目的:先前的研究表明,许多受伤工人发现参与工人赔偿过程复杂且有压力。这项研究试图确定有助于系统产生的精神疾病的经历、事件和相互作用。方法:采用在线调查和随访访谈相结合的混合方法设计。符合条件的参与者是在澳大利亚工作的工人,至少18岁,精通英语,并提交了赔偿要求。调查项目评估了人口统计和索赔信息、索赔经验,以及与索赔涉众和流程交互的影响。在2023年9月至2024年7月期间,该调查通过社区组织、工人支持团体和社交媒体进行分发。定性访谈在2024年2月至7月期间进行。结果:共有533名参与者完成了调查,20名参与者完成了访谈。大多数调查参与者(n = 503,中位数= 45-54岁,59.2%为女性)报告了负面的心理健康影响。其中,279人在整个索赔过程中报告了负面经历,而其余的人报告了更积极或混合的经历。分层逻辑回归表明,与保险公司的负面互动(OR = 5.22, 95%CI[1.89, 14.42])和索赔批准延迟(OR = 4.12, 95%CI[1.88, 8.99])与负面索赔经历显著相关。全逻辑回归模型占索赔经验变化的40%。对受伤工人的定性分析揭示了与索赔相关的压力来源和疾病或受伤的负面后果的主题。结论:研究结果提供了对赔偿索赔流程可修改方面的见解,如果采取行动,可能会改善工人在索赔期间的体验,并降低继发性心理伤害的风险。
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引用次数: 0
Correction to: Update on Individual Placement and Support for New Populations: A Meta-analytic Review. 更正:对新人口的个人安置和支持的更新:一项荟萃分析综述。
IF 2.5 3区 医学 Q1 REHABILITATION Pub Date : 2026-01-21 DOI: 10.1007/s10926-026-10362-2
Gary R Bond, Robert E Drake, Deborah R Becker
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引用次数: 0
Inpatient or Outpatient Occupational Rehabilitation - What Works Best for Whom? A Non-randomized Clinical Trial. 住院或门诊职业康复-什么对谁最有效?一项非随机临床试验。
IF 2.5 3区 医学 Q1 REHABILITATION Pub Date : 2026-01-16 DOI: 10.1007/s10926-026-10363-1
Monica Eftedal, Chris Jensen

Purpose: This study compared return-to-work (RTW) outcomes among Norwegian patients with musculoskeletal or common mental disorders participating in a 4-week inpatient or 3-month outpatient occupational rehabilitation program, examining associations between program type, pre-intervention sick-leave duration, and RTW.

Methods: An observational cohort (n = 857) was categorized into five pre-intervention benefit groups, including Group 1 (partial benefits for ≥ 6 weeks) and Group 2 (90-100% benefits for 6 weeks through 5 months). Primary outcome was time to stable RTW (first month without sickness benefits); secondary outcome was cumulative work participation over 24 months.

Results: RTW hazard varied by group and time. During the first 3 months, outpatients in Group 1 had a threefold higher hazard of stable RTW than inpatients (HR = 3.61, p = .03). Between 3 and 10 months, the pattern reversed, favoring inpatients (outpatient HR = 0.68, p = .01). After 10 months, outpatients again had higher RTW hazards, significant only in Group 1. In Group 2, no outpatients achieved RTW during the first 3 months; furthermore, between 3 and 10 months, inpatients had a significantly higher RTW hazard (outpatient HR = 0.38, p = .02). Median months worked over 24 months was 18.1 for outpatients vs. 12.8 for inpatients in Group 1 (p = .08), and 0.6 vs. 5.3 in Group 2 (p = .04).

Conclusion: Pre-intervention sick-leave duration strongly influences RTW. Program effectiveness is time- and subgroup dependent. Patients with remaining work attachment (partial benefits) may benefit more from outpatient care, while those on full-time benefits for moderate durations benefit more from intensive inpatient programs, suggesting a need for stratified allocation.

Trial registration: Current controlled trials https://doi.org/10.1186/ISRCTN12033424 , 15.10.2014, retrospectively registered.

目的:本研究比较了挪威参加4周住院或3个月门诊职业康复项目的肌肉骨骼或常见精神疾病患者的重返工作(RTW)结果,检查项目类型、干预前病假持续时间和RTW之间的关系。方法:将观察性队列(n = 857)分为5个干预前获益组,包括组1(部分获益≥6周)和组2(90-100%获益,6周到5个月)。主要终点为稳定RTW的时间(第一个月无疾病福利);次要指标为24个月的累计工作参与情况。结果:RTW危害随组、时间不同而不同。前3个月,第1组门诊患者发生稳定性RTW的风险是住院患者的3倍(HR = 3.61, p = 0.03)。在3至10个月之间,模式逆转,有利于住院患者(门诊HR = 0.68, p = 0.01)。10个月后,门诊患者再次出现较高的RTW风险,仅在第1组显著。第2组前3个月没有门诊患者实现RTW;此外,住院患者在3 ~ 10个月间发生RTW的风险显著高于门诊患者(HR = 0.38, p = 0.02)。第1组门诊患者24个月的中位工作时间为18.1个月,住院患者为12.8个月(p =。第二组为0.6 vs. 5.3 (p = 0.04)。结论:干预前病假时间对RTW影响较大。规划的有效性取决于时间和子组。仍然有工作关系的患者(部分福利)可能从门诊治疗中获益更多,而那些中等持续时间的全职福利患者从强化住院治疗中获益更多,这表明需要分层分配。试验注册:当前对照试验https://doi.org/10.1186/ISRCTN12033424, 2014年10月15日,回顾性注册。
{"title":"Inpatient or Outpatient Occupational Rehabilitation - What Works Best for Whom? A Non-randomized Clinical Trial.","authors":"Monica Eftedal, Chris Jensen","doi":"10.1007/s10926-026-10363-1","DOIUrl":"10.1007/s10926-026-10363-1","url":null,"abstract":"<p><strong>Purpose: </strong>This study compared return-to-work (RTW) outcomes among Norwegian patients with musculoskeletal or common mental disorders participating in a 4-week inpatient or 3-month outpatient occupational rehabilitation program, examining associations between program type, pre-intervention sick-leave duration, and RTW.</p><p><strong>Methods: </strong>An observational cohort (n = 857) was categorized into five pre-intervention benefit groups, including Group 1 (partial benefits for ≥ 6 weeks) and Group 2 (90-100% benefits for 6 weeks through 5 months). Primary outcome was time to stable RTW (first month without sickness benefits); secondary outcome was cumulative work participation over 24 months.</p><p><strong>Results: </strong>RTW hazard varied by group and time. During the first 3 months, outpatients in Group 1 had a threefold higher hazard of stable RTW than inpatients (HR = 3.61, p = .03). Between 3 and 10 months, the pattern reversed, favoring inpatients (outpatient HR = 0.68, p = .01). After 10 months, outpatients again had higher RTW hazards, significant only in Group 1. In Group 2, no outpatients achieved RTW during the first 3 months; furthermore, between 3 and 10 months, inpatients had a significantly higher RTW hazard (outpatient HR = 0.38, p = .02). Median months worked over 24 months was 18.1 for outpatients vs. 12.8 for inpatients in Group 1 (p = .08), and 0.6 vs. 5.3 in Group 2 (p = .04).</p><p><strong>Conclusion: </strong>Pre-intervention sick-leave duration strongly influences RTW. Program effectiveness is time- and subgroup dependent. Patients with remaining work attachment (partial benefits) may benefit more from outpatient care, while those on full-time benefits for moderate durations benefit more from intensive inpatient programs, suggesting a need for stratified allocation.</p><p><strong>Trial registration: </strong>Current controlled trials https://doi.org/10.1186/ISRCTN12033424 , 15.10.2014, retrospectively registered.</p>","PeriodicalId":48035,"journal":{"name":"Journal of Occupational Rehabilitation","volume":" ","pages":""},"PeriodicalIF":2.5,"publicationDate":"2026-01-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145991436","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Cross-Sectional Associations Between Overall and Task-Specific Physical Work Demands and Sustainable Employability Among Dutch Firefighters: Results from the SEmFire Cohort Study. 荷兰消防员整体和特定任务体力工作需求与可持续就业能力之间的横断面关联:来自SEmFire队列研究的结果。
IF 2.5 3区 医学 Q1 REHABILITATION Pub Date : 2026-01-13 DOI: 10.1007/s10926-025-10361-9
Linda van Delden, Nicole W H Jansen, Ludovic G P M van Amelsvoort, Bram P I Fleuren, Dave Stynen, Lieze T Poesen, Jos J M Slangen, IJmert Kant

Purpose: Firefighting is widely recognized as a physically demanding profession, in which working until the statutory retirement age is considered highly challenging. However, increasing societal pressure to extend working lives highlights the need to gain more insight into how sustainable employability (SE) can be supported in such occupations. This study aims to examine cross-sectional associations between overall and task-specific physical work demands and SE among Dutch career firefighters.

Methods: Data from the SEmFire Cohort Study questionnaire for Dutch career firefighters (n = 1371) were used. SE was assessed using nine indicators across three domains: health (health status, work ability, need for recovery, prolonged fatigue), well-being (job satisfaction, motivation to work), and employability (employability, skill gap, job performance). Physical work demands-overall and task-specific-were used as independent variables. Multiple logistic regression models were applied, adjusting for personal, occupational, and health-related factors.

Results: Dutch career firefighters reported high physical work demands and unfavorable outcomes across multiple SE indicators. Both overall and task-specific physical demands were cross-sectionally associated with adverse SE outcomes across all three domains. Statistically significant associations were observed in all three distinguished function groups-operational, hybrid, and non-operational-though patterns (i.e., which indicators and the strength of associations) varied between groups. The frequency of incident responses per month also influenced the strengths of these associations.

Conclusion: This study shows that physical work demands are associated with multiple indicators of SE among Dutch career firefighters. These findings provide an important first step toward identifying actionable areas to enhance SE among firefighters.

目的:消防被广泛认为是一项体力要求很高的职业,工作到法定退休年龄被认为是极具挑战性的。然而,延长工作年限的社会压力越来越大,这凸显了我们需要更深入地了解如何在这些职业中支持可持续就业能力(SE)。本研究旨在探讨荷兰职业消防员整体和特定任务体力工作需求与SE之间的横断面关联。方法:数据来自荷兰职业消防员SEmFire队列研究问卷(n = 1371)。使用三个领域的9个指标来评估SE:健康(健康状况、工作能力、恢复需求、长期疲劳)、幸福感(工作满意度、工作动机)和就业能力(就业能力、技能差距、工作绩效)。体力工作需求——总体和特定任务——被用作独立变量。应用多元逻辑回归模型,调整个人、职业和健康相关因素。结果:荷兰职业消防员报告高体力工作要求和不利结果在多个SE指标。在所有三个领域中,总体和特定任务的身体需求都与不良SE结果横断面相关。在所有三个不同的功能组(操作、混合和非操作)中都观察到统计学上显著的关联,尽管模式(即哪些指标和关联强度)在组之间有所不同。每月事件反应的频率也会影响这些关联的强度。结论:本研究表明,体力工作需求与荷兰职业消防员的主观幸福感有显著的关系。这些发现为确定可采取行动的领域提供了重要的第一步,以提高消防员的SE。
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引用次数: 0
Toward Measuring Cognitive Endurance Capacity: A Proof-of-Principle Study in a Healthy Population. 对认知耐力能力的测量:一项健康人群的原理验证研究。
IF 2.5 3区 医学 Q1 REHABILITATION Pub Date : 2026-01-13 DOI: 10.1007/s10926-025-10346-8
Fabienne I M van Vliet, Birgit H P M Donker-Cools, Gert J Geurtsen, Rudolf W H M Ponds, Frederieke G Schaafsma

Purpose: Occupational health professionals increasingly encounter workers who complain about a decrease in cognitive endurance, yet standardized tools to objectively assess this decrease are lacking. Cognitive endurance, the ability to sustain cognitive performance during prolonged mental effort, is critical for sustainable employability.

Methods: In this proof-of-principle study, 101 healthy working adults (M_age = 35.7, SD = 13.6) completed neuropsychological assessments and fatigue questionnaires at the start and end of a regular workday. Cognitive endurance was operationalized as within-day change scores across six cognitive domains. Analyses included paired t-tests, Wilcoxon signed-rank tests, Spearman correlations, and multiple regression.

Results: Over the course of a workday, cognitive performance improved in language, attention/executive functioning, and information processing speed (all p < 0.001), despite a significant increase in subjective fatigue (Z = -6.34, p < 0.001). Nearly half of the neuropsychological tests showed improvement. Fatigue measures explained only a small part of the variance in language change (R2 = 0.122), and no individual fatigue predictors were significant in that model. Higher subjective fatigue was associated with less improvement in processing speed (p = 0.040).

Conclusion: Cognitive performance remained stable or improved over the course of the day, even as subjective fatigue levels increased. Fatigue measures showed limited predictive value for changes in cognitive outcomes, with only subjective fatigue significantly related to performance in one domain. These findings suggest that in healthy working adults, subjective complaints alone do not reliably indicate reduced cognitive functioning. Incorporating objective cognitive data may therefore be important when assessing endurance capacity and informing occupational health evaluations.

目的:职业卫生专业人员越来越多地遇到抱怨认知耐力下降的工人,但缺乏客观评估这种下降的标准化工具。认知耐力,即在长时间脑力劳动中维持认知表现的能力,对可持续就业能力至关重要。方法:在这项原理验证性研究中,101名健康的工作成年人(M_age = 35.7, SD = 13.6)在正常工作日开始和结束时完成了神经心理评估和疲劳问卷。认知耐力通过六个认知领域的单日变化得分进行操作。分析包括配对t检验、Wilcoxon符号秩检验、Spearman相关性和多元回归。结果:在一个工作日的过程中,认知表现在语言,注意力/执行功能和信息处理速度方面得到改善(所有p 2 = 0.122),并且在该模型中没有个体疲劳预测因子显着。主观疲劳程度越高,处理速度改善程度越低(p = 0.040)。结论:认知能力在一天的过程中保持稳定或改善,即使主观疲劳水平增加。疲劳测量对认知结果变化的预测价值有限,只有主观疲劳与一个领域的表现显著相关。这些发现表明,在健康的工作成年人中,主观抱怨本身并不能可靠地表明认知功能下降。因此,在评估耐力和为职业健康评估提供信息时,纳入客观认知数据可能很重要。
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引用次数: 0
Associations Between Employment and Health Outcomes: A Systematic Review of Reviews. 就业与健康结果之间的关系:综述的系统综述。
IF 2.5 3区 医学 Q1 REHABILITATION Pub Date : 2026-01-06 DOI: 10.1007/s10926-025-10357-5
Ryan Gerdes, Tanya D Jackson, Richard Roberts, Ellina Lytvyak, Danika Deibert, Liz Dennett, A Kim Burton, Douglas P Gross, Charl Els, Alexander Doroshenko, Reidar Hagtvedt, Sebastian Straube

Purpose: The subject of employment as a determinant of health has received considerable attention from researchers. To our knowledge, a comprehensive synthesis of evidence on the health effects of employment has not been completed in almost 20 years. This systematic review aimed to provide an up-to-date summary of the associations between employment status and any measurable domain of health.

Methods: We searched Ovid MEDLINE, Embase, CINAHL Plus with Full Text, and APA PsycINFO. We included peer-reviewed, full-text systematic reviews or overviews published in English between January 2012 and November 2024. Two reviewers independently screened resultant publications and extracted data from those found eligible for the review.

Results: Our search yielded 1862 reviews and meta-analyses, 49 of which were eligible for synthesis. Employment status was associated with several health domains including general health and wellbeing, mental health, alcohol and substance use disorders, cardiovascular health, systemic inflammation, sleep quality, cognitive functioning, and mortality.

Conclusion: Being employed was almost universally associated with favourable physical and mental health outcomes, with evidence to suggest re-employment may facilitate improvements in health after a period of unemployment. Socioeconomic status was a notable factor which affected health outcomes for both employed and unemployed people, illustrative of social gradients in health. Insecure or low-quality work demonstrated the potential to override identified health benefits of work. Heterogeneity in the operationalization of employment across publications, and the influence of survivorship bias on health outcomes highlights a task for future research to establish causality in the relationship between employment status and health.

目的:就业作为健康的决定因素这一主题受到了研究人员的相当大的关注。据我们所知,近20年来,关于就业对健康影响的证据的全面综合尚未完成。本系统综述旨在提供就业状况与任何可测量健康领域之间关联的最新摘要。方法:检索Ovid MEDLINE, Embase, CINAHL Plus全文,APA PsycINFO。我们纳入了2012年1月至2024年11月间发表的同行评议的全文系统评论或概述。两位审稿人独立筛选最终的出版物,并从符合评审条件的出版物中提取数据。结果:我们检索了1862篇综述和荟萃分析,其中49篇符合合成条件。就业状况与几个健康领域有关,包括一般健康和福祉、精神健康、酒精和物质使用障碍、心血管健康、全身炎症、睡眠质量、认知功能和死亡率。结论:就业几乎普遍与良好的身心健康结果相关联,有证据表明,失业一段时间后再就业可能有助于改善健康状况。社会经济地位是影响就业者和失业者健康结果的一个显著因素,说明了健康方面的社会梯度。不安全或低质量的工作表明有可能压倒已确定的工作的健康益处。各出版物就业操作化的异质性以及生存偏差对健康结果的影响突出了未来研究的一个任务,即建立就业状况与健康之间的因果关系。
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引用次数: 0
Trajectories of Work Ability After Total Hip and Knee Arthroplasty: A Latent Class Growth Analysis. 全髋关节和膝关节置换术后工作能力的轨迹:潜在类增长分析。
IF 2.5 3区 医学 Q1 REHABILITATION Pub Date : 2026-01-06 DOI: 10.1007/s10926-025-10358-4
Madeleine Gernert, Michael Schuler, Lea A L Dejonghe, Andrea Schaller

Purpose: Total hip arthroplasty (THA) and total knee arthroplasty (TKA) as treatments for osteoarthritis increasingly affect working-age adults. However, little is known about the development of work ability after THA and TKA. This study investigated different trajectory classes of work ability after THA and TKA.

Methods: This prospective study included 146 working patients (THA n = 51, TKA n = 95). They received THA/ TKA treatment as usual, including surgery, rehabilitation, and optional post-rehabilitation programmes. The primary outcome work ability was assessed five times (before surgery, end of rehabilitation, 3-month, 6-month, and 12-month follow-up) with the Work Ability Score. Additionally, the questionnaires included sociodemographic, health-, rehabilitation-, and work-related data. We applied a latent class growth analysis to identify distinct trajectory classes of work ability over 12 months, and examined associated factors using univariable multinominal logistic regression analyses in MPlus.

Results: We found three distinct trajectory classes of work ability within one year after THA/ TKA: no improvement (24.5%), delayed improvement (36.6%), and early improvement in work ability (38.9%). Preoperative predictors for work ability trajectory classes were sex, pain intensity, functional ability in everyday life, and risk of work-related disabilities. Furthermore, work ability trajectory classes were associated with participation in the T-RENA post-rehabilitation programme, and with pain intensity one year after having started rehabilitation.

Conclusion: Despite the fact that most patients showed improvements in work ability after THA and TKA, there is a noteworthy proportion who did not. Further studies are needed to enhance identification of these individuals, and to offer targeted interventions.

Trial registration: The study is registered in the German Clinical Trials Register (DRKS00029630).

目的:全髋关节置换术(THA)和全膝关节置换术(TKA)作为治疗骨关节炎的方法越来越多地影响到工作年龄的成年人。然而,对全髋关节置换术和全髋关节置换术后工作能力的发展情况了解甚少。本研究考察了全髋关节置换术和全髋关节置换术后不同轨迹的工作能力。方法:本前瞻性研究纳入146例工作患者(全髋关节置换术51例,全髋关节置换术95例)。他们照常接受THA/ TKA治疗,包括手术、康复和可选的康复后方案。主要结果工作能力评估五次(术前,康复结束,3个月,6个月和12个月的随访)与工作能力评分。此外,调查问卷还包括社会人口统计、健康、康复和工作相关数据。我们应用潜在类别增长分析来确定12个月内工作能力的不同轨迹类别,并使用MPlus的单变量多项式逻辑回归分析来检查相关因素。结果:我们发现THA/ TKA术后一年内工作能力有三个明显的轨迹分类:无改善(24.5%)、延迟改善(36.6%)和早期改善(38.9%)。工作能力轨迹分类的术前预测因子为性别、疼痛强度、日常生活功能能力和工作相关残疾风险。此外,工作能力轨迹课程与T-RENA康复后计划的参与有关,并且与开始康复一年后的疼痛强度有关。结论:尽管大部分患者在THA和TKA后工作能力得到改善,但也有一部分患者没有得到改善。需要进一步的研究来加强对这些个体的识别,并提供有针对性的干预措施。试验注册:该研究已在德国临床试验注册(DRKS00029630)中注册。
{"title":"Trajectories of Work Ability After Total Hip and Knee Arthroplasty: A Latent Class Growth Analysis.","authors":"Madeleine Gernert, Michael Schuler, Lea A L Dejonghe, Andrea Schaller","doi":"10.1007/s10926-025-10358-4","DOIUrl":"https://doi.org/10.1007/s10926-025-10358-4","url":null,"abstract":"<p><strong>Purpose: </strong>Total hip arthroplasty (THA) and total knee arthroplasty (TKA) as treatments for osteoarthritis increasingly affect working-age adults. However, little is known about the development of work ability after THA and TKA. This study investigated different trajectory classes of work ability after THA and TKA.</p><p><strong>Methods: </strong>This prospective study included 146 working patients (THA n = 51, TKA n = 95). They received THA/ TKA treatment as usual, including surgery, rehabilitation, and optional post-rehabilitation programmes. The primary outcome work ability was assessed five times (before surgery, end of rehabilitation, 3-month, 6-month, and 12-month follow-up) with the Work Ability Score. Additionally, the questionnaires included sociodemographic, health-, rehabilitation-, and work-related data. We applied a latent class growth analysis to identify distinct trajectory classes of work ability over 12 months, and examined associated factors using univariable multinominal logistic regression analyses in MPlus.</p><p><strong>Results: </strong>We found three distinct trajectory classes of work ability within one year after THA/ TKA: no improvement (24.5%), delayed improvement (36.6%), and early improvement in work ability (38.9%). Preoperative predictors for work ability trajectory classes were sex, pain intensity, functional ability in everyday life, and risk of work-related disabilities. Furthermore, work ability trajectory classes were associated with participation in the T-RENA post-rehabilitation programme, and with pain intensity one year after having started rehabilitation.</p><p><strong>Conclusion: </strong>Despite the fact that most patients showed improvements in work ability after THA and TKA, there is a noteworthy proportion who did not. Further studies are needed to enhance identification of these individuals, and to offer targeted interventions.</p><p><strong>Trial registration: </strong>The study is registered in the German Clinical Trials Register (DRKS00029630).</p>","PeriodicalId":48035,"journal":{"name":"Journal of Occupational Rehabilitation","volume":" ","pages":""},"PeriodicalIF":2.5,"publicationDate":"2026-01-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145913458","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Machine Learning to Predict Return to Work After Medical Rehabilitation for Musculoskeletal Disorders: A Retrospective Cohort Study. 机器学习预测肌肉骨骼疾病医学康复后重返工作岗位:一项回顾性队列研究
IF 2.5 3区 医学 Q1 REHABILITATION Pub Date : 2026-01-06 DOI: 10.1007/s10926-025-10359-3
Mathis Elling, Christian Hetzel, Marco Streibelt, Nadine Sänger, Betje Schwarz, Nico Seifert

Purpose: This study aimed to identify and quantify the contribution of various features and their interactions to the prediction of return to work (RTW) following medical rehabilitation due to musculoskeletal disorders, using a machine learning approach.

Methods: This retrospective cohort study used data from the Rehabilitation Statistics Database (RSD) of the German Pension Insurance. A total of 685,890 individuals who received multimodal medical rehabilitation for musculoskeletal disorders between January 2018 and December 2021 were included. A Light Gradient Boosting Machine (LightGBM) model was trained on 75% of the sample and tested on the remaining 25%. Model predictions were explained using Shapley values to determine the contributions of individual features and their interactions.

Results: Overall, 65.0% of individuals achieved stable RTW. On the test dataset (threshold 0.5), the model achieved an accuracy of 0.815, precision of 0.830, recall of 0.901, and an AUC-ROC of 0.867. The most important predictors of RTW were days in employment, income, incapacity for work at admission, occupational status, duration of incapacity for work, and age. The model also identified interaction effects, including an interaction between postacute rehabilitation and incapacity for work at admission, and an interaction between age and income.

Conclusion: The machine learning model demonstrated good predictive performance for RTW after medical rehabilitation for musculoskeletal disorders and confirmed the relevance of established predictors, such as prior employment and incapacity for work. In addition, the analysis identified interactions that are difficult to detect with traditional regression approaches.

目的:本研究旨在利用机器学习方法识别和量化各种特征及其相互作用对肌肉骨骼疾病医学康复后重返工作(RTW)的预测的贡献。方法:本回顾性队列研究使用来自德国养老保险康复统计数据库(RSD)的数据。2018年1月至2021年12月期间接受肌肉骨骼疾病多模式医学康复治疗的685,890人被纳入研究。光梯度增强机(Light Gradient Boosting Machine, LightGBM)模型在75%的样本上进行训练,并在剩下的25%上进行测试。使用Shapley值来解释模型预测,以确定单个特征及其相互作用的贡献。结果:总体而言,65.0%的个体实现了稳定的RTW。在阈值为0.5的测试数据集上,该模型的准确率为0.815,精密度为0.830,召回率为0.901,AUC-ROC为0.867。RTW最重要的预测因子是就业天数、收入、入院时丧失工作能力、职业状态、丧失工作能力持续时间和年龄。该模型还确定了相互作用效应,包括急性后康复和入院时丧失工作能力之间的相互作用,以及年龄和收入之间的相互作用。结论:机器学习模型对肌肉骨骼疾病医学康复后的RTW表现出良好的预测性能,并证实了已建立的预测因子(如先前就业和丧失工作能力)的相关性。此外,分析还确定了难以用传统回归方法检测到的相互作用。
{"title":"Machine Learning to Predict Return to Work After Medical Rehabilitation for Musculoskeletal Disorders: A Retrospective Cohort Study.","authors":"Mathis Elling, Christian Hetzel, Marco Streibelt, Nadine Sänger, Betje Schwarz, Nico Seifert","doi":"10.1007/s10926-025-10359-3","DOIUrl":"https://doi.org/10.1007/s10926-025-10359-3","url":null,"abstract":"<p><strong>Purpose: </strong>This study aimed to identify and quantify the contribution of various features and their interactions to the prediction of return to work (RTW) following medical rehabilitation due to musculoskeletal disorders, using a machine learning approach.</p><p><strong>Methods: </strong>This retrospective cohort study used data from the Rehabilitation Statistics Database (RSD) of the German Pension Insurance. A total of 685,890 individuals who received multimodal medical rehabilitation for musculoskeletal disorders between January 2018 and December 2021 were included. A Light Gradient Boosting Machine (LightGBM) model was trained on 75% of the sample and tested on the remaining 25%. Model predictions were explained using Shapley values to determine the contributions of individual features and their interactions.</p><p><strong>Results: </strong>Overall, 65.0% of individuals achieved stable RTW. On the test dataset (threshold 0.5), the model achieved an accuracy of 0.815, precision of 0.830, recall of 0.901, and an AUC-ROC of 0.867. The most important predictors of RTW were days in employment, income, incapacity for work at admission, occupational status, duration of incapacity for work, and age. The model also identified interaction effects, including an interaction between postacute rehabilitation and incapacity for work at admission, and an interaction between age and income.</p><p><strong>Conclusion: </strong>The machine learning model demonstrated good predictive performance for RTW after medical rehabilitation for musculoskeletal disorders and confirmed the relevance of established predictors, such as prior employment and incapacity for work. In addition, the analysis identified interactions that are difficult to detect with traditional regression approaches.</p>","PeriodicalId":48035,"journal":{"name":"Journal of Occupational Rehabilitation","volume":" ","pages":""},"PeriodicalIF":2.5,"publicationDate":"2026-01-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145906965","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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Journal of Occupational Rehabilitation
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