Evidence map›Paper›PMID 40807005›Full record

ArticleJournal of clinical medicine2025

Machine Learning-Based Identification of Risk Factors for ICU Mortality in 8902 Critically Ill Patients with Pandemic Viral Infection.

Elisabeth Papiol, Ricard Ferrer, Juan C Ruiz-Rodríguez, Emili Díaz, Rafael Zaragoza, Marcio Borges-Sa, Julen Berrueta, Josep Gómez, María Bodí, Susana Sancho and 3 more

Abstract read
In one paragraph

Article in Journal of clinical medicine, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. 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

13 authors.

Elisabeth PapiolIntensive Care Department, Vall d'Hebron University Hospital, 08035 Barcelona, Spain.ORCID 0000-0001-7361-7835
Ricard FerrerIntensive Care Department, Vall d'Hebron University Hospital, 08035 Barcelona, Spain.
Juan C Ruiz-RodríguezIntensive Care Department, Vall d'Hebron University Hospital, 08035 Barcelona, Spain.ORCID 0000-0001-7392-8617
Emili DíazCritical Care Department, Hospital Parc Tauli, 08208 Sabadell, Spain.ORCID 0000-0003-3637-3821
Rafael ZaragozaCritical Care Department, Hospital Dr. Peset, 46017 Valencia, Spain.ORCID 0000-0002-6593-5486
Marcio Borges-SaCritical Care Department, Hospital Son Llatzer, 07198 Palma de Mallorca, Spain.
Julen BerruetaCritical Care Department, Hospital Universitari Joan XXIII, 43005 Tarragona, Spain.
Josep GómezTechnical Secretary Department, Hospital Universitari Joan XXIII, 43005 Tarragona, Spain.ORCID 0000-0002-0573-7621
María BodíCritical Care Department, Hospital Universitari Joan XXIII, 43005 Tarragona, Spain.ORCID 0000-0001-7652-8379
Susana SanchoCritical Care Department, Hospital Universitario y Politécnico La Fe, 46026 Valencia, Spain.
Borja SuberviolaCritical Care Department, Hospital Marques de Valdecilla, 39008 Santander, Spain.
Sandra TreflerCritical Care Department, Hospital Universitari Joan XXIII, 43005 Tarragona, Spain.
Alejandro RodríguezCritical Care Department, Hospital Universitari Joan XXIII, 43005 Tarragona, Spain.ORCID 0000-0001-8828-5984

Funding

Barri Casanovas Private Foundation Scholarship (FBC02/2023)
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

generalized linear modelICU mortalitymortality risk factorspandemic virusesrandom forest

Identifiers

PMID40807005
PMCPMC12346979

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.