Beyond Comparing Machine Learning and Logistic Regression in Clinical Prediction Modelling: Shifting from Model Debate to Data Quality

Yanan Hu   ¹ , BCom ;   Xin Zhang   ² , BEng, MEng, PhD ;   Valerie Slavin   ^{3, 4, 5, 6} , BSc, PhD ;   Yitayeh Belsti   ¹ , PhD ;   Sofonyas Abebaw Tiruneh   ¹ , MPH ;   Emily Callander   ^{1, 7} , BA, PhD ;   Joanne Enticott   ¹ , PhD

¹ Monash Centre for Health Research and Implementation, Faculty of Medicine, Nursing and Health Sciences, Monash University, Melbourne, Australia

² Department of Electrical and Computer Systems Engineering, Monash University, Melbourne, Australia

³ Gold Coast Hospital and Health Service, Gold Coast Hospital, Gold Coast, Australia

⁴ School of Nursing and Midwifery, Griffith University, Gold Coast, Australia

⁵ School of Nursing and Midwifery, University of Technology Sydney, Sydney, Australia

⁶ School of Nursing, Midwifery and Social Work, The University of Queensland, Brisbane, Australia

⁷ School of Public Health, University of Technology Sydney, Sydney, Australia