Evidence map›Paper›PMID 40281768›Full record

ArticleBioengineering (Basel, Switzerland)2025

Utility of Clustering in Mortality Risk Stratification in Pulmonary Hypertension.

Pasquale Tondo, Lucia Tricarico, Giuseppe Galgano, Maria Pia C Varlese, Daphne Aruanno, Crescenzio Gallo, Giulia Scioscia, Natale D Brunetti, Michele Correale, Donato Lacedonia

Abstract read
In one paragraph

Article in Bioengineering (Basel, Switzerland), 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. Review
  2. Observational
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

10 authors.

Pasquale TondoDepartment of Medical and Surgical Sciences, University of Foggia, 71122 Foggia, Italy.ORCID 0000-0002-1202-8567
Lucia TricaricoCardiothoracic Department, Policlinico Foggia, 71122 Foggia, Italy.ORCID 0000-0003-4461-1885
Giuseppe GalganoDepartment of Cardiology, F. Miulli Hospital, Acquaviva delle Fonti, 70021 Bari, Italy.
Maria Pia C VarleseDepartment of Medical and Surgical Sciences, University of Foggia, 71122 Foggia, Italy.
Daphne AruannoRespiratory and Intensive Care Unit, Policlinico Foggia, 71122 Foggia, Italy.
Crescenzio GalloDepartment of Clinical and Experimental Medicine, University of Foggia, 71122 Foggia, Italy.ORCID 0000-0002-3929-462X
Giulia SciosciaDepartment of Medical and Surgical Sciences, University of Foggia, 71122 Foggia, Italy.
Natale D BrunettiDepartment of Medical and Surgical Sciences, University of Foggia, 71122 Foggia, Italy.
Michele CorrealeCardiothoracic Department, Policlinico Foggia, 71122 Foggia, Italy.ORCID 0000-0002-7863-253X
Donato LacedoniaDepartment of Medical and Surgical Sciences, University of Foggia, 71122 Foggia, Italy.ORCID 0000-0003-0429-7967

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

clusteringmachine learningpredictive mortality factorspulmonary hypertension

Identifiers

PMID40281768
PMCPMC12024815

What OpenQuestion holds

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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.