Evidence map›Paper›PMID 38542033›Full record

ArticleJournal of clinical medicine2024

Predicting the Length of Mechanical Ventilation in Acute Respiratory Disease Syndrome Using Machine Learning: The PIONEER Study.

Jesús Villar, Jesús M González-Martín, Cristina Fernández, Juan A Soler, Alfonso Ambrós, Lidia Pita-García, Lorena Fernández, Carlos Ferrando, Blanca Arocas, Myriam González-Vaquero and 12 more

Open access · goldAbstract read
In one paragraph

Article in Journal of clinical medicine, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing papers in PubMed
1.7field-weighted citation impact, top 17% of its field
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

6 citing papers in PubMed, 4 citations in OpenAlex.

  1. PaCOJournal of clinical medicine · 2026
    Review
  2. Article
  3. PaCOFrontiers in medicine · 2026
    Review
  4. Article
  5. Advances in Machine Learning for Mechanically Ventilated Patients.International journal of general medicine · 2025
    Review
  6. 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

22 authors at 16 institutions in 4 countries.

Jesús VillarCIBER de Enfermedades Respiratorias, Instituto de Salud Carlos III, 28029 Madrid, Spain.ORCID 0000-0001-5687-3562
Jesús M González-MartínCIBER de Enfermedades Respiratorias, Instituto de Salud Carlos III, 28029 Madrid, Spain.ORCID 0000-0001-6816-4157
Cristina FernándezResearch Unit, Hospital Universitario Dr. Negrín, 35019 Las Palmas de Gran Canaria, Spain.
Juan A SolerIntensive Care Unit, Hospital Universitario Virgen de Arrixaca, 30120 Murcia, Spain.
Alfonso AmbrósIntensive Care Unit, Hospital General Universitario de Ciudad Real, 13005 Ciudad Real, Spain.
Lidia Pita-GarcíaIntensive Care Unit, Hospital Universitario de A Coruña, 15006 La Coruña, Spain.
Lorena FernándezIntensive Care Unit, Hospital Universitario Río Hortega, 47012 Valladolid, Spain.
Carlos FerrandoCIBER de Enfermedades Respiratorias, Instituto de Salud Carlos III, 28029 Madrid, Spain.
Blanca ArocasDepartment of Anesthesia, Hospital Clínico Universitario de Valencia, 46010 Valenci, Spain.
Myriam González-VaqueroIntensive Care Unit, Complejo Asistencial Universitario de León, 24001 León, Spain.
José M AñónCIBER de Enfermedades Respiratorias, Instituto de Salud Carlos III, 28029 Madrid, Spain.
Elena González-HiguerasIntensive Care Unit, Hospital Virgen de La Luz, 16002 Cuenca, Spain.
Dácil ParrillaIntensive Care Unit, Hospital Universitario NS de Candelaria, 38010 Santa Cruz de Tenerife, Spain.
Anxela VidalIntensive Care Unit, Hospital Universitario Fundación Jiménez Díaz, 28040 Madrid, Spain.ORCID 0000-0002-2879-8152
M Mar FernándezIntensive Care Unit, Hospital Universitario Mutua Terrassa, 08221 Terrassa, Spain.ORCID 0000-0001-8137-5872
Pedro Rodríguez-SuárezCIBER de Enfermedades Respiratorias, Instituto de Salud Carlos III, 28029 Madrid, Spain.
Rosa L FernándezCIBER de Enfermedades Respiratorias, Instituto de Salud Carlos III, 28029 Madrid, Spain.
Estrella Gómez-BentolilaResearch Unit, Hospital Universitario Dr. Negrín, 35019 Las Palmas de Gran Canaria, Spain.
Karen E A BurnsLi Ka Shing Knowledge Institute at St. Michael's Hospital, Toronto, ON M5B 1W8, Canada.ORCID 0000-0002-9967-5424
Tamas SzakmanyIntensive Care, Cardiff University, Cardiff CF14 4XW, UK.ORCID 0000-0003-3632-8844
Ewout W SteyerbergDepartment Biomedical Data Sciences, Leiden University Medical Center, 2333 ZA Leiden, The Netherlands.
The PredictION Of Duration Of mEchanical vEntilation In Ards Pioneer Network
Instituto de Salud Carlos III · ESHospital Universitario de Gran Canaria Doctor Negrín · ESSt. Michael's Hospital · CACardiff University · GBComplejo Asistencial Universitario de Palencia · ESComplexo Hospitalario Universitario A Coruña · ESHospital Clínico Universitario de Valencia · ESHospital General Universitario de Ciudad Real · ESHospital Universitario Fundación Jiménez Díaz · ESHospital Universitario La Paz · ESHospital Universitario Nuestra Señora de Candelaria · ESHospital Universitario Río Hortega · ESHospital Universitario Virgen de la Arrixaca · ESHospital Virgen de la Luz · ESLeiden University Medical Center · NLMútua Terrassa · ES

Funding

Fundación Canaria Instituto de Investigación Sanitaria de Canarias PIFIISC21-36Instituto de Salud Carlos III PI19/0141The European Regional Development's Funds PIFIISC20-51
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

acute respiratory distress syndromeclinical trialsduration of mechanical ventilationlung-protective ventilationmachine learningobservational studiesprediction models

Identifiers

PMID38542033
PMCPMC10971349
OpenAlexW4393042834

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.