Evidence map›Paper›PMID 41919858›Full record

ArticleCritical care science2026

Benchmarking and efficiency assessment in intensive care units: a systematic review protocol.

Luís Filipe Azevedo de Oliveira, Fernando Luiz Cyrino Oliveira, Leonardo Dos Santos Lourenço Bastos, Giulliana Martines Moralez, Jorge Ibrain Figueira Salluh, Igor Tona Peres

Abstract readCase Reports
In one paragraph

Article in Critical care science, 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.

Luís Filipe Azevedo de OliveiraDepartment of Industrial Engineering, Pontifícia Universidade Católica do Rio de Janeiro - Rio de Janeiro (RJ), Brazil.ORCID http://orcid.org/0009-0005-8867-1777
Fernando Luiz Cyrino OliveiraDepartment of Industrial Engineering, Pontifícia Universidade Católica do Rio de Janeiro - Rio de Janeiro (RJ), Brazil.ORCID http://orcid.org/0000-0003-1870-9440
Leonardo Dos Santos Lourenço BastosDepartment of Industrial Engineering, Pontifícia Universidade Católica do Rio de Janeiro - Rio de Janeiro (RJ), Brazil.ORCID http://orcid.org/0000-0001-7833-0403
Giulliana Martines MoralezInstituto D'Or de Pesquisa e Ensino - Rio de Janeiro (RJ), Brazil.ORCID http://orcid.org/0000-0002-3780-4008
Jorge Ibrain Figueira SalluhInstituto D'Or de Pesquisa e Ensino - Rio de Janeiro (RJ), Brazil.ORCID http://orcid.org/0000-0002-8164-1453
Igor Tona PeresDepartment of Industrial Engineering, Pontifícia Universidade Católica do Rio de Janeiro - Rio de Janeiro (RJ), Brazil.ORCID http://orcid.org/0000-0001-9863-4690

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectiveTo identify research gaps and propose strategies for enhancing the quality and efficiency of critical care services globally.

methodsWe will explore and analyze metrics, models, and methodologies for efficiency assessment and benchmarking in intensive care units, including both static and longitudinal approaches. For so, we will comprehensively search three electronic databases (Scopus, Web of Science, and Embase) using predefined keywords combined with Boolean operators. The search will target peer-reviewed studies without time frame restrictions. Duplicates will be removed, and two reviewers will independently assess the eligibility of articles based on predefined inclusion and exclusion criteria. Relevant data will be extracted and organized thematically using a standardized form aligned with PRISMA guidelines. The extracted data will include a study of characteristics, methodologies, and outcomes, enabling structured mapping and synthesis of existing evidence. This review does not require ethical approval.

resultsThe findings will be disseminated through open-access journal publications and national and international conferences presentations. The results will also be shared with key stakeholders, including healthcare professionals, policymakers, and researchers, to foster discussions on improving intensive care unit performance.

conclusionThis review will synthesize available evidence on ICU efficiency assessment, contributing to standardization efforts and guiding future research priorities aimed at strengthening critical care management and benchmarking practices worldwide.

Indexed as

BenchmarkingEfficiency, OrganizationalIntensive Care UnitsCritical CareHumansResearch DesignSystematic Reviews as Topic

Identifiers

PMID41919858
PMCPMC12977217

What Socratic 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 Socratic graph.