Machine learning

Literature review and protocol for a prospective multicentre cohort study on multimodal prediction of seizure recurrence after unprovoked first seizure
Brooke C Beattie, Karla Batista García-Ramó, Krista Biggs, Lysa Boissé Lomax, Donald C Brien, Jason P Gallivan, Kristin Ikeda, Matthias Schmidt, Garima Shukla, Benjamin Whatley, Stephanie Woodroffe, Antonina Omisade, Gavin P Winston

BMJ Open Apr 2024, 14 (4) e086153; DOI: 10.1136/bmjopen-2024-086153
Machine learning methods, applications and economic analysis to predict heart failure hospitalisation risk: a scoping review protocol
Joana Seringa, João Abreu, Teresa Magalhaes

BMJ Open Apr 2024, 14 (4) e083188; DOI: 10.1136/bmjopen-2023-083188
Study protocol: retrospectively mining multisite clinical data to presymptomatically predict seizure onset for individual patients with Sturge-Weber
Pooja Vedmurthy, Anna L R Pinto, Doris D M Lin, Anne M Comi, Yangming Ou

BMJ Open Feb 2022, 12 (2) e053103; DOI: 10.1136/bmjopen-2021-053103
Predictive value of machine learning on fracture risk in osteoporosis: a systematic review and meta-analysis
Yanqian Wu, Jianqian Chao, Min Bao, Na Zhang

BMJ Open Dec 2023, 13 (12) e071430; DOI: 10.1136/bmjopen-2022-071430
Does geographical variation confound the relationship between host factors and the human gut microbiota: a population-based study in China
Shan Sun, Huijun Wang, Matthew CB Tsilimigras, Annie Green Howard, Wei Sha, Jiguo Zhang, Chang Su, Zhihong Wang, Shufa Du, Michael Sioda, Farnaz Fouladi, Anthony Fodor, Penny Gordon-Larsen, Bing Zhang

BMJ Open Nov 2020, 10 (11) e038163; DOI: 10.1136/bmjopen-2020-038163
Efficacy of deep learning methods for predicting under-five mortality in 34 low-income and middle-income countries
Adeyinka Emmanuel Adegbosin, Bela Stantic, Jing Sun

BMJ Open Aug 2020, 10 (8) e034524; DOI: 10.1136/bmjopen-2019-034524
Biomarker discovery studies for patient stratification using machine learning analysis of omics data: a scoping review
Enrico Glaab, Armin Rauschenberger, Rita Banzi, Chiara Gerardi, Paula Garcia, Jacques Demotes

BMJ Open Dec 2021, 11 (12) e053674; DOI: 10.1136/bmjopen-2021-053674
Can clinical audits be enhanced by pathway simulation and machine learning? An example from the acute stroke pathway
Michael Allen, Kerry Pearn, Thomas Monks, Benjamin D Bray, Richard Everson, Andrew Salmon, Martin James, Ken Stein

BMJ Open Sep 2019, 9 (9) e028296; DOI: 10.1136/bmjopen-2018-028296
Predictive care: a protocol for a computational ethnographic approach to building fair models of inpatient violence in emergency psychiatry
Laura Sikstrom, Marta M Maslej, Zoe Findlay, Gillian Strudwick, Katrina Hui, Juveria Zaheer, Sean L Hill, Daniel Z Buchman

BMJ Open Apr 2023, 13 (4) e069255; DOI: 10.1136/bmjopen-2022-069255
Application of speCtraL computed tomogrAphy to impRove specIficity of cardiac compuTed tomographY (CLARITY study): rationale and design
Robbert Willem van Hamersvelt, Ivana Išgum, Pim A de Jong, Maarten Jan Maria Cramer, Geert E H Leenders, Martin J Willemink, Michiel Voskuil, Tim Leiner

BMJ Open Mar 2019, 9 (3) e025793; DOI: 10.1136/bmjopen-2018-025793

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