Evidence map›Paper›PMID 41752819›Full record

ArticleMedicina (Kaunas, Lithuania)2026

Predicting Mortality in Pulmonary Embolism: A Machine Learning Approach with External Validation in COVID-19 Patients.

Diana Alexandra Mîțu, Alexandru Cristian Cindrea, Alexandra Maria Borita, Adina Maria Marza, Corneluța Fira-Mladinescu, Madalin-Marius Margan, Alexandra Herlo, Alina Petrica, Gabriel-Aurel Rus, Daniel-Florin Lighezan and 2 more

Abstract read
In one paragraph

Article in Medicina (Kaunas, Lithuania), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

12 authors.

Diana Alexandra MîțuDoctoral School, Faculty of General Medicine, "Victor Babes" University of Medicine and Pharmacy, 300041 Timisoara, Romania.ORCID 0009-0000-5258-670X
Alexandru Cristian CindreaDoctoral School, Faculty of General Medicine, "Victor Babes" University of Medicine and Pharmacy, 300041 Timisoara, Romania.ORCID 0009-0001-7935-4471
Alexandra Maria BoritaDepartment of Internal Medicine, Emergency Clinical Municipal Hospital, 300254 Timisoara, Romania.
Adina Maria MarzaEmergency Department, Emergency Clinical Municipal Hospital, 300254 Timisoara, Romania.ORCID 0000-0001-8978-3168
Corneluța Fira-MladinescuDiscipline of Hygiene, Department of Microbiology, Center for Studies in Preventive Medicine, "Victor Babes" University of Medicine and Pharmacy, 300041 Timisoara, Romania.ORCID 0009-0007-1714-6830
Madalin-Marius MarganDiscipline of Public Health, Department of Functional Sciences, "Victor Babes" University of Medicine and Pharmacy, 300041 Timisoara, Romania.ORCID 0000-0003-2375-2793
Alexandra HerloDepartment of Infectious Diseases, "Victor Babes" University of Medicine and Pharmacy, Eftimie Murgu Square 2, 300041 Timisoara, Romania.
Alina PetricaDepartment of Surgery, "Victor Babes" University of Medicine and Pharmacy, 300041 Timisoara, Romania.ORCID 0000-0002-0699-710X
Gabriel-Aurel RusDepartment of Medical Oncology, Emergency Clinical Municipal Hospital, 300254 Timisoara, Romania.
Daniel-Florin LighezanDepartment of Medical Semiology I, "Victor Babes" University of Medicine and Pharmacy, No. 2 Eftimie Murgu Square, 300041 Timisoara, Romania.
Flavia ZaraDepartment II of Microscopic Morphology, "Victor Babes" University of Medicine and Pharmacy, E. Murgu Square, No. 2, 300041 Timisoara, Romania.ORCID 0000-0002-5755-179X
Ovidiu Alexandru MederleEmergency Department, Emergency Clinical Municipal Hospital, 300254 Timisoara, Romania.ORCID 0000-0002-2242-7764

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

COVID-19Machine LearningPulmonary EmbolismAgedBoosting Machine Learning AlgorithmsClassification AlgorithmsEmergency Service, HospitalFemaleHumansMaleMiddle AgedPrediction AlgorithmsPredictive Learning ModelsPrognosisRandom ForestRetrospective Studiesmachine learningPESIpulmonary embolismrisk stratificationSARS-CoV-2

Identifiers

PMID41752819
PMCPMC12943754

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.