Evidence map›Paper›PMID 42356201›Full record

ArticleMedicina (Kaunas, Lithuania)2026

Explainable Machine Learning Analysis of Perioperative Factors Associated with Clinically Significant Emergence Agitation After Pediatric Ophthalmic Surgery.

Jung A Lim, Jonghae Kim, Minju Kong, Sang-Gyu Kwak

Abstract read
In one paragraph

Article in Medicina (Kaunas, Lithuania), 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.

Jung A LimDepartment of Anesthesiology and Pain Medicine, School of Medicine, Kyungpook National University, Daegu 41944, Republic of Korea.ORCID 0000-0002-7427-5483
Jonghae KimDepartment of Anesthesiology and Pain Medicine, School of Medicine, Daegu Catholic University, Daegu 42472, Republic of Korea.
Minju KongDepartment of Anesthesiology and Pain Medicine, School of Medicine, Daegu Catholic University, Daegu 42472, Republic of Korea.ORCID 0009-0001-7750-2653
Sang-Gyu KwakDepartment of Medical Statistics, School of Medicine, Daegu Catholic University, Daegu 42472, Republic of Korea.ORCID 0000-0003-0398-5514

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Emergence DeliriumMachine LearningOphthalmologic Surgical ProceduresAnesthetics, InhalationBoosting Machine Learning AlgorithmsChildChild, PreschoolClassification AlgorithmsCohort StudiesFemaleHumansLogistic ModelsMalePediatric AnesthesiaPredictive Learning ModelsRandom ForestAnesthetics, InhalationSevofluranechilddeliriumemergence agitationmachine learningophthalmic surgerysevoflurane

Identifiers

PMID42356201
PMCPMC13303714

What OpenQuestion holds

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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.