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Academic Member

Assistant Professor Ayşe Banu Birlik

Tıbbi Hizmetler ve Teknikler
Ayşe Banu BİRLİK completed her undergraduate studies in the Department of Physics at Uludağ University, Faculty of Science, in 2007. She received her master’s degree in 2011 from the Department of Physics, Graduate School of Natural and Applied Sciences, Marmara University. In 2020, she began her PhD studies in the Health Systems Engineering program at Istanbul Medipol University, Graduate School of Engineering and Natural Sciences, and successfully completed her doctoral dissertation titled “Machine Learning–Based Risk Prediction System for Coronary Artery Bypass Operations” in February 2025....
Ayşe Banu BİRLİK completed her undergraduate studies in the Department of Physics at Uludağ University, Faculty of Science, in 2007. She received her master’s degree in 2011 from the Department of Physics, Graduate School of Natural and Applied Sciences, Marmara University. In 2020, she began her PhD studies in the Health Systems Engineering program at Istanbul Medipol University, Graduate School of Engineering and Natural Sciences, and successfully completed her doctoral dissertation titled “Machine Learning–Based Risk Prediction System for Coronary Artery Bypass Operations” in February 2025. Her doctoral research was supported by the TÜBİTAK 2211-C Domestic Doctoral Fellowship Program in Priority Areas and the TÜBİTAK 1002-A Short-Term R&D Funding Program. Since 2018, she has been teaching various courses at Beykoz University Vocational School, and as of 2023, she has been working at İstinye University.

Articles

  • Machine learning-based hybrid risk estimation system (ERES) in cardiac surgery: Supplementary insights from the ASA score analysis ,2025
  • Identification of Critical Risk Factors in CABG Surgery: A Survey-Based Expert Opinion Study ,2024
  • A Review on Machine Learning Applications: CVI Risk Assessment ,2024
  • Prediction of Heart Disease by Naive Bayesian Classification Algorithm Based on Statistical Modeling ,2025
  • Heart Disease Risk Prediction: A Comparison of Machine Learning Techniques ,2023

Reports

  • COMPARISON OF THE EFFECTS OF GENERAL AND REGIONAL ANESTHESIA ON POSTOPERATIVE PAIN AND QUALITY OF RECOVERY IN CESAREAN SECTION OPERATIONS - TEK MERTCAN RAMAZAN,EROL MUSTAFA OĞUZHAN,BİRLİK AYŞE BANU,YILMAZ COŞAR MELTEM
  • Exploratory Data Analysis in Cardiac Surgery: Enhancing Risk Prediction with Machine Learning - BİRLİK AYŞE BANU,TOZAN HAKAN,KÖSE KEVSER BANU,KÖSE İLKER,CEDOLİN MİCHELE,ERKANLI KORHAN,ÇAKIR KÜBRA
  • KLİNİK KARAR DESTEK SİSTEMLERİNDE ASA VE EUROSCORE’UN KARDİYAK CERRAHİDEKİ ROLÜ - BİRLİK AYŞE BANU
  • Tıbbi Görüntüleme İşlemlerinde Hasta Radyasyon Maruziyetinin Azaltılması İçin Kritik Bir Araç - BİRLİK AYŞE BANU
  • COMPARATIVE NUMERICAL HEMODYNAMIC APPROACHES IN CONGENITAL CARDIOVASCULAR SURGERY - KÖSE KEVSER BANU, BİRLİK AYŞE BANU, Koyuncu Cihat, Mersin Osman, macit semih, BAYRAM MUHAMMED
  • Kardiyak Cerrahi Risk Tahmininde Makine Öğrenmesi Üzerine Literatür Çalışması - BİRLİK AYŞE BANU, TOZAN HAKAN, KÖSE KEVSER BANU
  • Dünya’ya En Yakın Nötron Yıldızı RXJ1856 - BİRLİK AYŞE BANU

Books

  • Sağlık Bilimlerinde Güncel Tartışmalar 7 – Bilgin Kültür Sanat Yayınları
  • Mühendislik Alanında Gelişmeler – Platanus Publishing
  • Sağlık Bilimleri Alanında Uluslararası Araştırmalar XIX – Eğitim Yayınevi
  • AKILLI TOPLUMA GEÇİŞTE REKABET ZİNCİRLERİ – Eğitim Yayınevi

Awards

  • Honurable Mention in category Research Papers – 2000
Assistant Professor Ayşe Banu Birlik - İstinye Üniversitesi
banu.birlikistinye.edu.tr
SW

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  • Sağlık Bilimleri Temel Alanı
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