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The predictive power of hemodynamic data on postoperative neurocognitive impairment: a logistic regression and random forest approach.

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第一作者： Faruk Sanberk,Kiziltas

第一单位： Department of Electrical and Electronics Engineering, Sakarya University, 54100, Sakarya, Türkiye. faruk.kiziltas@ogr.sakarya.edu.tr.

作者： Faruk Sanberk,Kiziltas ^[1] ; Ozhan,Ozkan ^[2] ; Fatih,Toptan ^[3] ; Zuhal,Dogan ^[3] ; Kadir,Gokmen ^[4] ; Esra Gundogdu,Eryilmaz ^[3] ; Ibrahim,Kara ^[5] ; Ali Fuat,Erdem ^[6]

作者单位： Department of Electrical and Electronics Engineering, Sakarya University, 54100, Sakarya, Türkiye. faruk.kiziltas@ogr.sakarya.edu.tr. ^[1] Department of Electrical and Electronics Engineering, Sakarya University, 54100, Sakarya, Türkiye. ^[2] Department of Anesthesiology and Reanimation, Sakarya Training and Research Hospital, Sakarya, 54100, Türkiye. ^[3] Department of Cardiovascular Surgery, Sakarya Training and Research Hospital, Sakarya, 54100, Türkiye. ^[4] Department of Cardiovascular Surgery, Sakarya University, Sakarya, 54050, Türkiye. ^[5] Department of Anesthesiology and Reanimation, Sakarya University, 54050, Sakarya, Türkiye. ^[6]

关键词 Cardiopulmonary Bypass (CPB)Cardiopulmonary bypass graft (CABG)Logistic regression Montreal Cognitive Assessment (MoCA) test Neurocognitive Partial Dependence Plot (PDP)Random Forest

医学主题词人类(Humans);Logistic模型(Logistic Models);血流动力学(Hemodynamics);手术后并发症(Postoperative Complications);女(雌)性(Female);心肺转流术(Cardiopulmonary Bypass)

DOI 10.1007/s13246-025-01585-3

PMID 40560327

发布时间 2026-06-26

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Physical and engineering sciences in medicine

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Physical and engineering sciences in medicine

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The predictive power of hemodynamic data on postoperative neurocognitive impairment: a logistic regression and random forest approach.

Physical and engineering sciences in medicine

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The predictive power of hemodynamic data on postoperative neurocognitive impairment: a logistic regression and random forest approach.

Physical and engineering sciences in medicine

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