TY - JOUR
KW - Humans
KW - *Diabetes Mellitus, Type 2/epidemiology/drug therapy
KW - *Electronic Health Records/statistics & numerical data
KW - Female
KW - Male
KW - *Machine Learning
KW - Middle Aged
KW - Prognosis
KW - Aged
KW - Adult
KW - Hypoglycemic Agents/therapeutic use
KW - Incidence
KW - Follow-Up Studies
KW - diabetes mellitus, type 2
KW - Electronic Health Records
KW - epidemiology
KW - Informatics
KW - biopharmaceutical company, and declare stock and stock options. AB has received
KW - research funding from AstraZeneca. KK has acted as a consultant, speaker or
KW - received grants for investigator-initiated studies for AstraZeneca, Bayer,
KW - Novartis, Novo Nordisk, Sanofi-Aventis, Lilly and Merck Sharp & Dohme, Boehringer
KW - Ingelheim, Oramed Pharmaceuticals, Roche and Applied Therapeutics.
AU - M. Mizani
AU - A. Dashtban
AU - L. Pasea
AU - Q. Zeng
AU - K. Khunti
AU - J. Valabhji
AU - J. Mamza
AU - H. Gao
AU - T. Morris
AU - A. Banerjee
AD - University College London, London, UK.
British Heart Foundation Data Science Centre, Health Data Research UK, London, UK.
Peking Union Medical College Hospital, Beijing, China.
Diabetes Research Department, University of Leicester, Leicester, UK.
NHS England and NHS Improvement London, London, UK.
Imperial College Healthcare NHS Trust, London, UK.
AstraZeneca Cambridge Biomedical Campus, Cambridge, UK.
AstraZeneca, Cambridge, UK.
University College London, London, UK ami.banerjee@ucl.ac.uk.
Barts Health NHS Trust, London, UK.
AN - 38834334
BT - BMJ Open Diabetes Res Care
C2 - PMC11163636
DO - 10.1136/bmjdrc-2024-004191
DP - NLM
ET - 2024/06/05
LA - eng
M1 - 3
N1 - 2052-4897
Mizani, Mehrdad A
Orcid: 0000-0002-2441-895x
Dashtban, Ashkan
Pasea, Laura
Zeng, Qingjia
Khunti, Kamlesh
Valabhji, Jonathan
Mamza, Jil Billy
Gao, He
Orcid: 0000-0001-7764-198x
Morris, Tamsin
Banerjee, Amitava
Orcid: 0000-0001-8741-3411
Journal Article
Validation Study
England
BMJ Open Diabetes Res Care. 2024 Jun 4;12(3):e004191. doi: 10.1136/bmjdrc-2024-004191.
PY - 2024
SN - 2052-4897
T2 - BMJ Open Diabetes Res Care
TI - Identifying subtypes of type 2 diabetes mellitus with machine learning: development, internal validation, prognostic validation and medication burden in linked electronic health records in 420 448 individuals
VL - 12
ER -