Evidence map›Paper›PMID 42512583›Full record

ArticleHealthcare (Basel, Switzerland)2026

Mitigating Clinical Confounding in AI Models: A Comparative Analysis of Associative and Causal-Fused AI for ICU Readmissions.

Konstantina Remoundou, Emanuele Koumantakis, Ioanna Roussaki

Abstract read
In one paragraph

Article in Healthcare (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

3 authors.

Konstantina RemoundouInstitute of Communication and Computer Systems, 15773 Athens, Greece.ORCID 0000-0002-2984-4819
Emanuele KoumantakisCenter for Biostatistics, Epidemiology, and Public Health, Department of Clinical and Biological Sciences, University of Turin, 10043 Orbassano, Italy.ORCID 0000-0001-6994-8375
Ioanna RoussakiInstitute of Communication and Computer Systems, 15773 Athens, Greece.ORCID 0000-0001-7289-0653

Funding

European Commission 101120657
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

causal discoverycausal inferenceICU readmissionLong Short-Term Memory (LSTM)MIMIC-IVXGBoost

Identifiers

PMID42512583
PMCPMC13409962

What OpenQuestion 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 OpenQuestion graph.