Evidence map›Paper›PMID 41233452›Full record

ArticleScientific reports2025

Hemodynamic determinants of postoperative neurocognitive impairment using Random Forest analysis and partial dependence plots.

Faruk Sanberk Kiziltas, Ozhan Ozkan, Fatih Toptan, Ibrahim Kara, Zuhal Dogan, Kadir Gokmen, Esra Gundogdu Eryilmaz, Ali Fuat Erdem

Abstract read
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

8 authors.

Faruk Sanberk KiziltasDepartment of Electrical and Electronics Engineering, Sakarya University, 54050, Sakarya, Turkey.
Ozhan OzkanDepartment of Electrical and Electronics Engineering, Sakarya University, 54050, Sakarya, Turkey. ozhan@sakarya.edu.tr.
Fatih ToptanDepartment of Anesthesiology and Reanimation, Sakarya Training and Research Hospital, 54100, Sakarya, Turkey.
Ibrahim KaraDepartment of Cardiovascular Surgery, Sakarya University, 54050, Sakarya, Turkey.
Zuhal DoganDepartment of Anesthesiology and Reanimation, Sakarya Training and Research Hospital, 54100, Sakarya, Turkey.
Kadir GokmenDepartment of Cardiovascular Surgery, Sakarya Training and Research Hospital, 54100, Sakarya, Turkey.
Esra Gundogdu EryilmazDepartment of Anesthesiology and Reanimation, Sakarya Training and Research Hospital, 54100, Sakarya, Turkey.
Ali Fuat ErdemDepartment of Anesthesiology and Reanimation, Sakarya University, 54050, Sakarya, Turkey.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study investigated the effect of hemodynamic data during cardiopulmonary bypass (CPB) on neurocognitive impairment in patients undergoing coronary artery bypass graft (CABG) surgery using machine learning algorithms. Twenty-eight CABG patients were included in the study. Systolic and diastolic blood pressure, pulse (PLS), and SpO

Indexed as

Cognitive DysfunctionCoronary Artery BypassHemodynamicsPostoperative Cognitive ComplicationsPostoperative ComplicationsAgedBlood PressureCardiopulmonary BypassFemaleHumansMachine LearningMaleMiddle AgedRandom ForestCardiopulmonary bypass (CPB)Coronary artery bypass graft surgery (CABG)Montreal cognitive assessment (MoCA) testNeurocognitivePartial dependence plot (PDP)Random Forest

Identifiers

PMID41233452
PMCPMC12615727

What OpenQuestion holds

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Registered trials

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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.