SynthesisHuman resources for health2023
Health worker education during the COVID-19 pandemic: global disruption, responses and lessons for the future-a systematic review and meta-analysis.
Synthesis 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 23 papers, 1 of them a synthesis that pooled it.
What it found
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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.
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.
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Who cites it
23 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Teledentistry Applied to Health and Education Outcomes: Evidence Gap Map.Journal of medical Internet research · 2024Pooled it
- Effectiveness of Online Team-based Learning for Pharmacists on How to Conduct Clinical Medication Reviews for Old Patients in Japan: A Randomized Controlled Trial.In vivo (Athens, Greece)Trial
- Professional Training by Perinatal Psychiatry Access Programs: Multi-Method Approach to Characterize the State of the US Access Programs.Academic psychiatry : the journal of the American Association of Directors of Psychiatric Residency Training and the Association for Academic Psychiatry · 2026Article
- Understanding implementation contexts and determinants of e-learning for global health security competency-based training in LMICs.npj health systems · 2026Article
- Article
- The post-pandemic transformation in Pathophysiology teaching strategies.Frontiers in medicine · 2026Article
- Resilient health systems appraisal model. whole-of-system approach to health system resilience in fragile contexts: a best-fit framework synthesis.Conflict and health · 2025Article
- Exploring the Opportunities and Challenges of Healthcare Innovation in UK Higher Education: A Narrative Review.Nursing reports (Pavia, Italy) · 2025Review
- Changes to national postgraduate medical education during COVID-19: a scoping review of practice and impact within the UK.BMJ open · 2025Article
- Best Practices for Early Intervention and Remediation of Residents in Family Medicine: Insights From an Interdisciplinary Delphi Study.Family medicine · 2025Article
- Loneliness and mental burden among German medical students during the fading COVID-19 pandemic: a mixed-methods approach.Frontiers in psychology · 2025Article
- Development of a core competence model for improving medical college students' ability in respond to public health emergencies.Frontiers in public health · 2025Article
- Identifying key drivers affecting the future of virtual reality in medical education.Journal of education and health promotion · 2025Article
- Enhancing competency and self-directed learning in anesthesiology residency: an outcome-based education model integrating online-offline hybrid teaching and mind mapping: a randomized controlled trial.Frontiers in medicine · 2025Article
- Global Strategy on Human Resources for Health: Workforce 2030-A Five-Year Check-In.Human resources for health · 2024Article
- Perspectives of work readiness among Australian health students trained during the COVID-19 pandemic.BMC medical education · 2024Article
- 'First of all, I need training': a qualitative study evaluating the Fiji community health worker training program.BMC primary care · 2024Article
- Understanding COVID-19 Impacts on the Health Workforce: AI-Assisted Open-Source Media Content Analysis.JMIR formative research · 2024Article
- Innovation and Competency Development in Occupational Therapy Fieldwork During the COVID-19 Pandemic.Canadian journal of occupational therapy. Revue canadienne d'ergotherapie · 2024Article
- EFAS/EAN survey on the influence of the COVID-19 pandemic on European clinical autonomic education and research.Clinical autonomic research : official journal of the Clinical Autonomic Research Society · 2023Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
15 authors.
Funding
Abstract
backgroundThis systematic review and meta-analysis identified early evidence quantifying the disruption to the education of health workers by the COVID-19 pandemic, ensuing policy responses and their outcomes.
methodsFollowing a pre-registered protocol and PRISMA/AMSTAR-2 guidelines, we systematically screened MEDLINE, EMBASE, Web of Science, CENTRAL, clinicaltrials.gov and Google Scholar from January 2020 to July 2022. We pooled proportion estimates via random-effects meta-analyses and explored subgroup differences by gender, occupational group, training stage, WHO regions/continents, and study end-year. We assessed risk of bias (Newcastle-Ottawa scale for observational studies, RοB2 for randomized controlled trials [RCT]) and rated evidence certainty using GRADE.
resultsOf the 171 489 publications screened, 2 249 were eligible, incorporating 2 212 observational studies and 37 RCTs, representing feedback from 1 109 818 learners and 22 204 faculty. The sample mostly consisted of undergraduates, medical doctors, and studies from institutions in Asia. Perceived training disruption was estimated at 71.1% (95% confidence interval 67.9-74.2) and learner redeployment at 29.2% (25.3-33.2). About one in three learners screened positive for anxiety (32.3%, 28.5-36.2), depression (32.0%, 27.9-36.2), burnout (38.8%, 33.4-44.3) or insomnia (30.9%, 20.8-41.9). Policy responses included shifting to online learning, innovations in assessment, COVID-19-specific courses, volunteerism, and measures for learner safety. For outcomes of policy responses, most of the literature related to perceptions and preferences. More than two-thirds of learners (75.9%, 74.2-77.7) were satisfied with online learning (postgraduates more than undergraduates), while faculty satisfaction rate was slightly lower (71.8%, 66.7-76.7). Learners preferred an in-person component: blended learning 56.0% (51.2-60.7), face-to-face 48.8% (45.4-52.1), and online-only 32.0% (29.3-34.8). They supported continuation of the virtual format as part of a blended system (68.1%, 64.6-71.5). Subgroup differences provided valuable insights despite not resolving the considerable heterogeneity. All outcomes were assessed as very-low-certainty evidence.
conclusionThe COVID-19 pandemic has severely disrupted health worker education, inflicting a substantial mental health burden on learners. Its impacts on career choices, volunteerism, pedagogical approaches and mental health of learners have implications for educational design, measures to protect and support learners, faculty and health workers, and workforce planning. Online learning may achieve learner satisfaction as part of a short-term solution or integrated into a blended model in the post-pandemic future.
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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.