Evidence map›Paper›PMID 41375629›Full record

ArticleJournal of clinical medicine2025

Personalized Medicine in Pulmonary Arterial Hypertension: Utilizing Artificial Intelligence for Death Prevention.

Łukasz Ledziński, Grzegorz Grześk, Michał Ziołkowski, Marcin Waligóra, Marcin Kurzyna, Tatiana Mularek-Kubzdela, Anna Smukowska-Gorynia, Ilona Skoczylas, Łukasz Chrzanowski, Piotr Błaszczak and 19 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 3 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed, 1 pooled it
–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

3 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Article
  3. 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

29 authors.

Łukasz LedzińskiDepartment of Cardiology and Clinical Pharmacology, Collegium Medicum in Bydgoszcz, Nicolaus Copernicus University in Toruń, 85-168 Bydgoszcz, Poland.ORCID 0000-0001-9812-4607
Grzegorz GrześkDepartment of Cardiology and Clinical Pharmacology, Collegium Medicum in Bydgoszcz, Nicolaus Copernicus University in Toruń, 85-168 Bydgoszcz, Poland.ORCID 0000-0001-6669-5931
Michał ZiołkowskiDepartment of Cardiology and Clinical Pharmacology, Collegium Medicum in Bydgoszcz, Nicolaus Copernicus University in Toruń, 85-168 Bydgoszcz, Poland.
Marcin WaligóraDepartment of Cardiac and Vascular Diseases, St. John Paul II Hospital in Krakow, 31-202 Krakow, Poland.ORCID 0000-0002-0672-6369
Marcin KurzynaDepartment of Pulmonary Circulation, Thromboembolic Diseases and Cardiology, Centre of Postgraduate Medical Education, Fryderyk Chopin Hospital in European Health Centre Otwock, 05-400 Otwock, Poland.ORCID 0000-0002-6746-469X
Tatiana Mularek-KubzdelaDepartment of Cardiology, Poznan University of Medical Sciences, 61-701 Poznan, Poland.ORCID 0000-0001-5282-1570
Anna Smukowska-GoryniaDepartment of Cardiology, Poznan University of Medical Sciences, 61-701 Poznan, Poland.
Ilona Skoczylas3rd Department of Cardiology, Faculty of Medical Sciences in Zabrze, Medical University of Silesia, 41-800 Katowice, Poland.
Łukasz ChrzanowskiCardiology Department, Medical University of Lodz, 91-347 Lodz, Poland.
Piotr BłaszczakDepartment of Cardiology, Cardinal Wyszynski Hospital, 20-718 Lublin, Poland.ORCID 0009-0009-9756-8842
Miłosz Jaguszewski1st Department of Cardiology, Medical University of Gdańsk, 80-210 Gdańsk, Poland.
Beata Kuśmierczyk-DroszczDepartment of Congenital Heart Disease, Institute of Cardiology, 04-628 Warsaw, Poland.
Katarzyna PtaszyńskaDepartment of Cardiology, Medical University of Bialystok, 15-276 Bialystok, Poland.ORCID 0000-0002-6457-704X
Katarzyna Mizia-StecCentre of the European Reference Network for Rare, Low Prevalence or Complex Diseases of the Heart (ERN GUARD Heart), First Department of Cardiology, School of Medicine in Katowice, Medical University of Silesia in Katowice, 40-635 Katowice, Poland.ORCID 0000-0001-6907-2799
Ewa MalinowskaPulmonary Department, University of Warmia and Mazury, 10-357 Olsztyn, Poland.
Małgorzata Peregud-PogorzelskaDepartment of Cardiology, Pomeranian Medical University in Szczecin, 70-111 Szczecin, Poland.
Ewa LewickaDepartment of Cardiology and Electrotherapy, Medical University of Gdansk, 80-211 Gdansk, Poland.ORCID 0000-0002-0162-2659
Michał TomaszewskiDepartment of Cardiology, Medical University of Lublin, 20-090 Lublin, Poland.ORCID 0000-0001-6993-2154
Wojciech Jacheć2nd Department of Cardiology, Faculty of Medical Sciences in Zabrze, Medical University of Silesia in Katowice, 41-800 Zabrze, Poland.ORCID 0000-0002-1091-9788
Michał FlorczykDepartment of Pulmonary Circulation, Thromboembolic Diseases and Cardiology, Centre of Postgraduate Medical Education, Fryderyk Chopin Hospital in European Health Centre Otwock, 05-400 Otwock, Poland.ORCID 0000-0003-4995-9645
Ewa MroczekClinic of Heart Diseases, Institute of Heart Diseases, University Clinical Hospital in Wrocław, 50-556 Wrocław, Poland.
Zbigniew GąsiorDepartment of Cardiology, School of Health Sciences in Katowice, Medical University of Silesia in Katowice, 40-635 Katowice, Poland.ORCID 0000-0003-3616-8932
Agnieszka PawlakDepartment of Cardiology, National Medical Institute of the Ministry of the Interior and Administration, 02-507 Warszawa, Poland.
Katarzyna Betkier-LipińskaDepartment of Cardiology and Internal Medicine, Military Institute of Medicine-National Research Institute, 04-141 Warsaw, Poland.
Piotr PruszczykDepartment of Internal Medicine and Cardiology with the Center for Diagnosis and Treatment of Venous Thromboembolism, Medical University of Warsaw, 02-005 Warszawa, Poland.ORCID 0000-0002-9768-0000
Olga Dzikowska-DiduchDepartment of Internal Medicine and Cardiology with the Center for Diagnosis and Treatment of Venous Thromboembolism, Medical University of Warsaw, 02-005 Warszawa, Poland.ORCID 0000-0002-8132-1660
Katarzyna WidejkoDepartment of Cardiology, Copper Health Center, 59-300 Lubin, Poland.
Judyta Winowska-JózwaDepartment of Cardiology, Provincial Specialist Hospital in Szczecin, 70-111 Szczecin, Poland.
Grzegorz KopećDepartment of Cardiac and Vascular Diseases, St. John Paul II Hospital in Krakow, 31-202 Krakow, Poland.ORCID 0000-0001-9921-2801

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

machine learningmortality predictionpersonalized medicinepulmonary arterial hypertension (PAH)risk stratificationSHAPXGBoost

Identifiers

PMID41375629
PMCPMC12692538

What OpenQuestion holds

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Registered trials

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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.