ArticleScientific reports2023
Predicting work disability among people with chronic conditions: a prospective cohort study.
Article in Scientific reports, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.
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Who cites it
7 citing papers in PubMed, 8 citations in OpenAlex.
- Explainable Prediction of Prolonged Work Disability After Occupational Injury and Disease: Temporal Validation and Sex-Specific Performance.Journal of occupational rehabilitation · 2026Article
- Stakeholder Perspectives on Cancer Survivors' Return to Work and Well-Being: Qualitative Interview Study.JMIR cancer · 2026Article
- Labour market patterns among women and men following the uptake of their first parental leave benefit in Sweden.Scientific reports · 2026Article
- A Tool for Predicting Disability Pension Applications in the Finnish Public Sector: Sickness Absences as Early Indicators of Declining Work Ability.Risk management and healthcare policy · 2026Article
- Associations of depressive symptoms and psychosocial working conditions with sickness absences in a Finnish cohort of 11,495 employees.Preventive medicine reports · 2024Article
- Predicting long-term sickness absence with employee questionnaires and administrative records: a prospective cohort study of hospital employees.Scandinavian journal of work, environment & health · 2023Article
- Association of multimorbidity with working life expectancy among adults aged 50 years and older: Findings from two prospective cohort studies.Journal of multimorbidity and comorbidityArticle
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Authors and funding
10 authors at 5 institutions in 3 countries.
Funding
Abstract
Few risk prediction scores are available to identify people at increased risk of work disability, particularly for those with an existing morbidity. We examined the predictive performance of disability risk scores for employees with chronic disease. We used prospective data from 88,521 employed participants (mean age 43.1) in the Finnish Public Sector Study including people with chronic disorders: musculoskeletal disorder, depression, migraine, respiratory disease, hypertension, cancer, coronary heart disease, diabetes, comorbid depression and cardiometabolic disease. A total of 105 predictors were assessed at baseline. During a mean follow-up of 8.6 years, 6836 (7.7%) participants were granted a disability pension. C-statistics for the 8-item Finnish Institute of Occupational Health (FIOH) risk score, comprising age, self-rated health, number of sickness absences, socioeconomic position, number of chronic illnesses, sleep problems, BMI, and smoking at baseline, exceeded 0.72 for all disease groups and was 0.80 (95% CI 0.80-0.81) for participants with musculoskeletal disorders, 0.83 (0.82-0.84) for those with migraine, and 0.82 (0.81-0.83) for individuals with respiratory disease. Predictive performance was not significantly improved in models with re-estimated coefficients or a new set of predictors. These findings suggest that the 8-item FIOH work disability risk score may serve as a scalable screening tool in identifying individuals with increased risk for work disability.
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Registered trials
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