GAMLSS; statistical modelling; machine learning; BAMLSS; GAMboostLSS

Stasinopoulos, Dimitrios M., Kneib, Thomas, Klein, Nadja, Mayr, Andreas and Heller, Gillian Z. (2024) Generalized Additive Models for Location, Scale and Shape: A Distributional Regression Approach, with Applications. Cambridge Series in Statistical and Probability Mathematics, 56 . Cambridge University Press, Cambridge, UK. ISBN 978-1009410069 (doi:10.1017/9781009410076)

P-splines; GAMLSS; Box-Cox t distribution; zero-adjusted distribution; zero-heavy distribution; semi-continuous distribution

Stasinopoulos, Dimitrios M., Rigby, Robert A., Heller, Gillian Z. and De Bastiani, Fernanda (2023) P-splines and GAMLSS: a powerful combination, with an application to zero-adjusted distributions. Statistical Modelling, 23 (5-6). pp. 510-524. ISSN 1471-082X (Print), 1477-0342 (Online) (doi:10.1177/1471082X231176635)

alanine aminotransferase, albumin, alkaline phosphatase, aspartate aminotransferase, dispersion and shape of the distribution, gamma-glutamyl transferase, generalized additive model for location scale and shape, liver function tests, maternal characteristics, pregnancy, reference ranges, total bilirubin

Judah, Hannah R., Rigby, Robert A., Stasinopoulos, Mikis D., Pateras, Konstantinos, Rahim, Mussarat N., Heneghan, Michael A., Nicolaides, Kypros H. and Kametas, Nikos A. ORCID: https://orcid.org/0000-0002-7992-6038 (2025) Reference ranges for liver function tests in pregnancy controlling for maternal characteristics. American Journal of Obstetrics & Gynecology (AJOG). ISSN 0002-9378 (Print), 1097-6868 (Online) (doi:10.1016/j.ajog.2025.06.056)