ArticleInternational journal of environmental research and public health2023
Methods and Tools Used to Estimate the Shortages of Medical Staff in European Countries-Scoping Review.
Article in International journal of environmental research and public health, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
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Who cites it
9 citing papers in PubMed.
- Utilizing and Optimizing Forecasting Models for Nursing Demand: A Narrative Review.Health science reports · 2026Article
- Data in ambulatory care logistics: What modelers need and what practice can offer.Health care management science · 2025Article
- Departing from standard practices: Strategic application of value engineering in the anatomy laboratory to enhance formaldehyde extraction using high-impact, low-cost, and low-maintenance solutions.Anatomical sciences education · 2025Article
- Avatar customization, social presence, and eHealth literacy: understanding user adoption of virtual hospitals for public health innovation.Frontiers in public health · 2025Article
- Analysis of the sample size used in clinical MRI studies.PloS one · 2025Article
- Workplace culture for forensic mental health services: a mixed methods descriptive study.BMC health services research · 2024Article
- The "flipped visit": an innovative method to improve medical student self-efficacy through a structured approach in clinic.BMC medical education · 2024Article
- Modelling the Wage Bill and Budget Space for Health Workforce in Ghana: Implications for Sustainable Health Professions Education Policy.Health services insights · 2024Article
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Corrections and comments
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Authors and funding
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Healthcare workforce (HWF) shortages are the biggest challenges today in healthcare systems. Therefore, it is crucial to forecast the future needs of HWFs in order to plan accordingly. The purpose of this study was to identify, map, and synthesize the tools, methods, and procedures for measuring medical staff deficits in Europe. We used the Arksey and O'Malley scoping review methodology. Based on predefined criteria, 38 publications that were retrieved from multiple scientific databases, hand-searched on the internet, from relevant organizations, and scanned from references were considered. They were published between 2002 and 2022. There were 25 empirical studies, 6 theoretical papers, 5 reports, 1 literature review, and 1 guidebook. The majority estimated or measured shortages of physicians (14/38) and nurses (7/38) or looked at HWF generally (10/38). Various methods were used, including projections, estimations, predictions, simulation models, and surveys, which used tools such as special computer software or customized indicators, i.e., the Workload Indicators of Staffing Need method. Researchers estimated HWF shortages at both national and regional levels. Such projections and estimations were often based on demand, supply, and/or need. These methods and tools are not always suited to the needs of a country or medical facility, which is why they need to be further developed and tested.
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Registered trials
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