Evidence map›Paper›PMID 37723568›Full record

ArticleHuman resources for health2023

Managing uncertainty in forecasting health workforce demand using the Robust Workforce Planning Framework: the example of midwives in Belgium.

Nadia Benahmed, Mélanie Lefèvre, Sabine Stordeur

Abstract read
In one paragraph

Article in Human resources for health, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

5 citing papers in PubMed.

  1. Article
  2. Article
  3. Review
  4. Projected burden of femoral fracture surgeries in Japan through 2035: a nationwide population-based modeling study.Osteoporosis international : a journal established as result of cooperation between the European Foundation for Osteoporosis and the National Osteoporosis Foundation of the USA · 2025
    Article
  5. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

3 authors.

Nadia BenahmedBelgian Health Care Knowledge Centre, Boulevard du Jardin Botanique, 55, 1000, Brussels, Belgium. nadia.benahmed@kce.fgov.be.ORCID http://orcid.org/0000-0002-0461-3440
Mélanie LefèvreBelgian Health Care Knowledge Centre, Boulevard du Jardin Botanique, 55, 1000, Brussels, Belgium.ORCID http://orcid.org/0000-0002-5195-0896
Sabine StordeurBelgian Health Care Knowledge Centre, Boulevard du Jardin Botanique, 55, 1000, Brussels, Belgium.ORCID http://orcid.org/0000-0001-7214-5637

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundIn Belgium, the Planning Commission for Medical Supply is responsible for monitoring human resources for health (HRH) and ultimately proposing workforce quotas. It is supported by the Planning Unit for the Supply of the Health Professions. This Unit quantifies and forecasts the workforce in the healthcare professions on the basis of a stock and flow model, based on trends observed in the past. In 2019, the Planning Unit asked the KCE (Belgian Health Care Knowledge Centre) to develop additional forecasting scenarios for the midwifery workforce, to complement the standard historical trend approach. The aim of this paper is to present the development of such forecasting scenarios.

methodsThe Robust Workforce Planning Framework, developed by the Centre for Workforce Intelligence in the UK was used to develop alternative midwifery workforce scenarios. The framework consists of four steps (Horizon scanning, Scenario generation, Workforce modelling, and Policy analysis), the first two of which were undertaken by KCE, using two online surveys and five workshops with stakeholders.

resultsThree alternative scenarios are proposed. The first scenario (close to the current situation) envisages pregnancy and maternity care centred on gynaecologists working either in a hospital or in private practice. The second scenario describes an organisation of midwife-led care in hospitals. In the third scenario, care is primarily organised by primary care practitioners (midwives and general practitioners) in outpatient settings.

conclusionsThe Robust Workforce Planning Framework provides an opportunity to adjust the modelling of the health workforce and inform decision-makers about the impact of their future decisions on the health workforce.

Indexed as

General PractitionersMaternal Health ServicesMidwiferyBelgiumFemaleHealth WorkforceHumansPregnancyUncertaintyWorkforceBelgiumHuman resources for healthMidwiferyMidwifery servicesScenario planning

Identifiers

PMID37723568
PMCPMC10506318

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.