Evidence map›Paper›PMID 42401892›Full record

SynthesisBMC health services research2026

Electronic health records: managerial insights from an umbrella review.

Nicola Belle, Alessandro Gazzetti, Paola Cantarelli, Veronica Cruciani, Stefano Gandolfi, Andrea Piazzoli

Abstract readSystematic Review
In one paragraph

Synthesis in BMC health services research, 2026. 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

6 authors.

Nicola BelleSant'Anna School of Advanced Studies, Pisa, Italy.ORCID http://orcid.org/0000-0003-0873-7253
Alessandro GazzettiSant'Anna School of Advanced Studies, Pisa, Italy. alessandro.gazzetti@santannapisa.it.ORCID http://orcid.org/0009-0006-9804-2496
Paola CantarelliSant'Anna School of Advanced Studies, Pisa, Italy.ORCID http://orcid.org/0000-0002-9914-2548
Veronica CrucianiSant'Anna School of Advanced Studies, Pisa, Italy.ORCID http://orcid.org/0009-0001-1053-7915
Stefano GandolfiSant'Anna School of Advanced Studies, Pisa, Italy.ORCID http://orcid.org/0000-0002-8988-9883
Andrea PiazzoliSant'Anna School of Advanced Studies, Pisa, Italy.ORCID http://orcid.org/0009-0005-6843-5013

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundHealthcare systems are increasingly implementing tools that aid the decision-making process of professionals. There is a clear need to develop evidence-based managerial guidelines for implementing electronic health records. This umbrella review aims to identify a parsimonious yet comprehensive set of factors that enhance the efficiency and effectiveness of electronic health records in supporting professionals' decision-making.

methodsWe analysed 199 literature reviews and meta-analyses to classify key factors influencing electronic health records' performance into technological, human, and institutional domains. For each domain, we systematized implications and recommendations relevant to healthcare management.

resultsTechnological factors account for the largest share of existing research, with data management, artificial intelligence, and usability emerging as the most frequently studied areas, while barriers related to ICT infrastructure and software receive comparatively less attention. Human factors are also widely examined, particularly user familiarity, nudges, and system use, whereas collaboration, ethics, and enforced actions are less frequently addressed. Institutional factors primarily concern adoption processes and acceptance, followed by access and workflow optimization; privacy and guidelines are discussed to a lesser extent, while customization and evaluation remain relatively underexplored.

conclusionsHealthcare managers should prioritize cognitive usability, workflow integration, user familiarity, and alignment with organizational strategy when designing and implementing electronic health records. Their development should be guided by robust evidence and continuous, iterative refinement. By placing behavioural considerations at the centre, this review supports the development of systems that not only meet technical standards but also actively enhance clinical reasoning, without duplicating prior efforts. PRE-REGISTRATION: Prospero CRD420251000239.

Indexed as

Electronic Health RecordsArtificial IntelligenceDecision MakingDigital HealthHumansBehavioural healthcare managementDecision-makingDecision support systemsElectronic health recordsUmbrella review

Identifiers

PMID42401892
PMCPMC13625389

What Socratic holds

Textmetadata
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 Socratic graph.