Evidence map›Paper›PMID 41331434›Full record

ArticleBMC research notes2025

Health workforce trends and planning in Morocco: a READ-based systematic document analysis.

Wafâa Al Hassani, Youness El Achhab, Chakib Nejjari, Abdelali Belghiti Alaoui

Abstract read
In one paragraph

Article in BMC research notes, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

4 authors.

Wafâa Al HassaniEuromed Research Center, Euromed University of Fes, UEMF, Fes, Morocco.
Youness El AchhabEuromed Research Center, Euromed University of Fes, UEMF, Fes, Morocco. youness_elachhab@yahoo.fr.ORCID http://orcid.org/0000-0002-2527-2518
Chakib NejjariEuromed Research Center, Euromed University of Fes, UEMF, Fes, Morocco.ORCID http://orcid.org/0000-0001-9610-8507
Abdelali Belghiti AlaouiEuromed Research Center, Euromed University of Fes, UEMF, Fes, Morocco.ORCID http://orcid.org/0000-0002-7890-8241

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectiveMorocco faces persistent shortages and unequal distribution of health workers, limiting progress toward universal health coverage and global targets. This study analyzed official data to describe Morocco's health workforce and training pipeline, compare them with international benchmarks, and identify priority gaps for policy. A READ-based document analysis was applied to national strategies, statistical yearbooks, and planning reports from the Ministries of Health and Higher Education, with structured selection, extraction, and validation to ensure systematic synthesis.

resultsIn 2023, Morocco had 0.80 physicians and 1.03 nurses or midwives per 1000 population, below reference values of 1.72 and 4.5. Between 2000 and 2023, physician density nearly doubled, and nursing density rose substantially. Training capacity expanded, with enrollment increases of 171% in paramedical programs and 96% in medicine and pharmacy. Growth remains uneven, with physician concentration in urban areas, shortages in remote regions and retention challenges. Beyond expanding training, stronger governance, equitable deployment, and financing are needed to translate supply gains into equitable services. This study provides the first national synthesis using a READ-based approach and establishes a reproducible baseline to guide forecasting, fair distribution, real-time registry development, and governance reforms.

Indexed as

Health WorkforcePhysiciansDocument AnalysisHumansMoroccoNursesDocument analysisHealth workforceMoroccoPlanningStock

Identifiers

PMID41331434
PMCPMC12777332

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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.