Machine Learning Model for Perioperative Transfusion Prediction

Summary

This study aimed to develop and interpret a machine learning model to predict red blood cell (RBC) transfusion.

Conditions

• Surgery
• Blood Transfusion

Interventions

OTHER

Perioperative blood transfusion

Perioperative blood transfusion

Sponsors & Collaborators

• Hacettepe University

  collaborator OTHER

• Dokuz Eylul University

  collaborator OTHER

• Saglik Bilimleri Universitesi

  collaborator OTHER

• Bulent Ecevit University

  collaborator OTHER

• Erzincan University

  collaborator OTHER

• Kahramanmaras Sutcu Imam University

  collaborator OTHER

• Ufuk University

  collaborator OTHER

• Istanbul Medeniyet University

  collaborator OTHER

• Marmara University

  collaborator OTHER

• Eskisehir Osmangazi University

  collaborator OTHER

• Inonu University

  collaborator OTHER

• Mersin University

  collaborator OTHER

• Istanbul University

  collaborator OTHER

• Selcuk University

  collaborator OTHER

• Balikesir University

  collaborator OTHER

• Trakya University

  collaborator OTHER

• Necmettin Erbakan University

  collaborator OTHER

• Ankara University

  collaborator OTHER

• Suleyman Demirel University

  collaborator OTHER

• Tobb University of Economics and Technology

  collaborator OTHER

• Akdeniz University

  collaborator OTHER

• Uludag University

  collaborator OTHER

• T.C. ORDU ÜNİVERSİTESİ

  collaborator OTHER

• Gazi University

  collaborator OTHER

• TC Erciyes University

  collaborator OTHER

• Hitit University

  collaborator OTHER

• Firat University

  collaborator OTHER

• Karadeniz Technical University

  collaborator OTHER

• Ondokuz Mayıs University

  collaborator OTHER

• Yuzuncu Yıl University

  collaborator OTHER

• Namik Kemal University

  collaborator OTHER

• Baskent University

  collaborator OTHER

• Celal Bayar University

  collaborator OTHER

• Osmaniye Government Hospital

  collaborator OTHER_GOV

• Diskapi Teaching and Research Hospital

  lead OTHER

Principal Investigators

• Dilek D Unal, Prof · UNIVERSITY OF HEALTH SCIENCES TURKEY DISKAPI YILDIRIM BEYAZIT TRAINING RESEARCH HOSPITAL ANKARA

Eligibility

Min Age

18 Years

Max Age

100 Years

Sex

ALL

Healthy Volunteers

No

Timeline & Regulatory

Start

2022-01-13

Primary Completion

2022-02-01

Completion

2022-02-01

Countries

• Turkey (Türkiye)

Study Locations