Evidence map›Paper›PMID 41828047›Full record

ArticleDiagnostics (Basel, Switzerland)2026

Limitations of Retrospective Machine Learning Models for Predicting Tracheostomy After Cardiac Surgery.

Felix Wiesmueller, Johannes Rösch, Stephan Kersting, Thomas Strecker

Abstract read
In one paragraph

Article in Diagnostics (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

4 authors.

Felix WiesmuellerDepartment of Surgery, University Hospital Greifswald, University of Greifswald, 17475 Greifswald, Germany.ORCID 0000-0002-6101-804X
Johannes RöschDepartment of Cardiac Surgery, University Hospital Erlangen, Friedrich-Alexander-University of Erlangen-Nuremberg (FAU), 91054 Erlangen, Germany.
Stephan KerstingDepartment of Surgery, University Hospital Greifswald, University of Greifswald, 17475 Greifswald, Germany.ORCID 0000-0002-2124-3103
Thomas StreckerDepartment of Cardiac Surgery, University Hospital Erlangen, Friedrich-Alexander-University of Erlangen-Nuremberg (FAU), 91054 Erlangen, Germany.ORCID 0000-0002-8292-7066

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

artificial intelligencecardiac surgerydeep learningdiagnostic validationmachine learningprediction modeltracheostomy

Identifiers

PMID41828047
PMCPMC12984356

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.