Evidence mapPaperPMID 42513451Full record

ArticleJournal of clinical medicine2026

Predicting Adverse ICU Outcomes from Admission-Time Frailty and Nocturnal Sleep Fragmentation Using Explainable AI.

Bibars Amangeldy, Assiya Boltaboyeva, Zhanel Baigarayeva, Baglan Imanbek, Nurdaulet Tasmurzayev, Shugyla Kurmanbek, Sultan Tuleukhanov, Vyacheslav Lokshin

Abstract read
In one paragraph

Article in Journal of clinical medicine, 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

8 authors.

Bibars AmangeldyAlfaCenter (Al-Farabi AI Center), Farabi University, Almaty 050040, Kazakhstan.ORCID 0000-0002-4089-6337
Assiya BoltaboyevaAlfaCenter (Al-Farabi AI Center), Farabi University, Almaty 050040, Kazakhstan.ORCID 0000-0002-7279-9910
Zhanel BaigarayevaAlfaCenter (Al-Farabi AI Center), Farabi University, Almaty 050040, Kazakhstan.ORCID 0000-0003-1919-3570
Baglan ImanbekAlfaCenter (Al-Farabi AI Center), Farabi University, Almaty 050040, Kazakhstan.
Nurdaulet TasmurzayevAlfaCenter (Al-Farabi AI Center), Farabi University, Almaty 050040, Kazakhstan.ORCID 0000-0003-3039-6715
Shugyla KurmanbekAlfaCenter (Al-Farabi AI Center), Farabi University, Almaty 050040, Kazakhstan.
Sultan TuleukhanovFaculty of Biology and Biotechnology, Farabi University, Almaty 050040, Kazakhstan.
Vyacheslav LokshinLLP "PERSONA International Clinical Center for Reproductology", Almaty 050060, Kazakhstan.ORCID 0000-0002-4792-5380

Funding

Ministry of Science and Higher Education of the Republic of Kazakhstan AP26103523
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

artificialcritical illnessdatabasesdeliriumelectronic health recordsexplainable artificial intelligencefactualfrailtyhospital mortalityintensive care unitsmachine learningnursing careprognosisrespirationrisk assessmentsleep deprivationtreatment outcome

Identifiers

PMID42513451
PMCPMC13412584

What Socratic 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 Socratic graph.