Achieving accurate estimates of fetal gestational age and personalised predictions of fetal growth based on data from an international prospective cohort study: a population-based machine learning study
Russell Fung1, Jose Villar2,3, Ali Dashti1, Leila Cheikh Ismail2,4, Eleonora Staines-Urias2, Eric O Ohuma2,5,6, Laurent J Salomon7, Cesar G Victora8, Fernando C Barros8,9, Ann Lambert2, Maria Carvalho10, Yasmin A Jaffer11, J Alison Noble12, Michael G Gravett13,14, Manorama Purwar15, Ruyan Pang16, Enrico Bertino17, Shama Munim18, Aung Myat Min19, Rose McGready5,19
1Department of Physics, University of Wisconsin, Milwaukee, WI, USA
2Nuffield Department of Women's & Reproductive Health, University of Oxford, Oxford, UK
3Oxford Maternal & Perinatal Health Institute, Green Templeton College, University of Oxford, Oxford, UK
4College of Health Sciences, University of Sharjah, University City, United Arab Emirates
5Centre for Tropical Medicine and Global Health, Nuffield Department of Medicine, University of Oxford, Oxford, UK
6Centre for Global Child Health, Hospital for Sick Children, Toronto, ON, Canada
7Maternité Necker-Enfants Malades, Assistance publique – Hôpitaux de Paris (AP-HP), Université Paris Descartes, Paris, France
8Programa de Pós-Graduação em Epidemiologia, Universidade Federal de Pelotas, Pelotas, Brazil
9Programa de Pós-Graduação em Saúde e Comportamento, Universidade Católica de Pelotas, Pelotas, Brazil
10Faculty of Health Sciences, Aga Khan University, Nairobi, Kenya
11Department of Family & Community Health, Ministry of Health, Muscat, Oman
12Department of Engineering Science, University of Oxford, Oxford, UK
13Department of Obstetrics and Gynecology, University of Washington, Seattle, WA, USA
14Department of Global Health, University of Washington, Seattle, WA USA
15Nagpur INTERGROWTH-21st Research Centre, Ketkar Hospital, Nagpur, India
16School of Public Health, Peking University, Beijing, China
17Dipartimento di Scienze Pediatriche e dell' Adolescenza, Struttura Complessa Direzione Universitaria Neonatologia, Università di Torino, Torino, Italy
18Department of Obstetrics & Gynaecology, Division of Women & Child Health, Aga Khan University, Karachi, Pakistan
19Shoklo Malaria Research Unit (SMRU), Mahidol-Oxford Tropical Medicine Research Unit (MORU), Faculty of Tropical Medicine, Mahidol University, Mae Sot, Thailand
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The Lancet Digital Health
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e368-e375
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