Evidence map›Paper›PMID 40150125›Full record

ArticleDiagnostics (Basel, Switzerland)2025

Machine Learning Based Multi-Parameter Modeling for Prediction of Post-Inflammatory Lung Changes.

Gerlig Widmann, Anna Katharina Luger, Thomas Sonnweber, Christoph Schwabl, Katharina Cima, Anna Katharina Gerstner, Alex Pizzini, Sabina Sahanic, Anna Boehm, Maxmilian Coen and 8 more

Abstract read
In one paragraph

Article in Diagnostics (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. 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

18 authors.

Gerlig WidmannDepartment of Radiology, Medical University Innsbruck, Anichstrasse 35, 6020 Innsbruck, Austria.ORCID 0000-0002-7255-0672
Anna Katharina LugerDepartment of Radiology, Medical University Innsbruck, Anichstrasse 35, 6020 Innsbruck, Austria.ORCID 0000-0002-0445-8372
Thomas SonnweberDepartment of Internal Medicine II, Medical University Innsbruck, Anichstrasse 35, 6020 Innsbruck, Austria.ORCID 0000-0002-5080-386X
Christoph SchwablDepartment of Radiology, Medical University Innsbruck, Anichstrasse 35, 6020 Innsbruck, Austria.ORCID 0000-0002-4438-9025
Katharina CimaDepartment of Pneumology, LKH Hochzirl-Natters, In der Stille 20, 6161 Natters, Austria.
Anna Katharina GerstnerDepartment of Radiology, Medical University Innsbruck, Anichstrasse 35, 6020 Innsbruck, Austria.ORCID 0000-0002-4451-5036
Alex PizziniDepartment of Internal Medicine II, Medical University Innsbruck, Anichstrasse 35, 6020 Innsbruck, Austria.
Sabina SahanicDepartment of Internal Medicine II, Medical University Innsbruck, Anichstrasse 35, 6020 Innsbruck, Austria.
Anna BoehmDepartment of Pneumology, LKH Hochzirl-Natters, In der Stille 20, 6161 Natters, Austria.
Maxmilian CoenDepartment of Internal Medicine II, Medical University Innsbruck, Anichstrasse 35, 6020 Innsbruck, Austria.
Ewald WöllDepartment of Internal Medicine, St. Vinzenz Hospital, Sanatoriumstraße 43, 6511 Zams, Austria.
Günter WeissDepartment of Internal Medicine II, Medical University Innsbruck, Anichstrasse 35, 6020 Innsbruck, Austria.ORCID 0000-0003-0709-2158
Rudolf KirchmairDepartment of Internal Medicine II, Medical University Innsbruck, Anichstrasse 35, 6020 Innsbruck, Austria.
Leonhard GruberDepartment of Radiology, Medical University Innsbruck, Anichstrasse 35, 6020 Innsbruck, Austria.
Gudrun M FeuchtnerDepartment of Radiology, Medical University Innsbruck, Anichstrasse 35, 6020 Innsbruck, Austria.ORCID 0000-0001-6755-4399
Ivan TancevskiDepartment of Internal Medicine II, Medical University Innsbruck, Anichstrasse 35, 6020 Innsbruck, Austria.
Judith Löffler-RaggDepartment of Internal Medicine II, Medical University Innsbruck, Anichstrasse 35, 6020 Innsbruck, Austria.
Piotr TymoszukInstitute of Clinical Epidemiology, Public Health, Health Economics, Medical Statistics and Informatics, Medical University of Innsbruck, Anichstraße 35, 6020 Innsbruck, Austria.ORCID 0000-0002-0398-6034

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

artificial intelligenceCOVID-19lung CTquantification

Identifiers

PMID40150125
PMCPMC11941013

What OpenQuestion holds

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LicenceCC BY
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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.