publications | Andrew P. Creagh

2022

medrXiv

Digital health technologies and machine learning augment patient reported outcomes to remotely characterise rheumatoid arthritis

A. P. Creagh, V. Hamy, H. Yuan, G. Mertes, R. Tomlinson, W-H. Chen, R. Williams, C. Llop, C. Yee, M-H. Duh, A. Doherty, L. Garcia-Gancedo, and D. A. Clifton

medrXiv 2022

Bib HTML PDF

@article{creagh2022digital,
  bibtex_show = {true},
  title = {Digital health technologies and machine learning augment patient reported outcomes to remotely characterise rheumatoid arthritis},
  author = {Creagh, A. P. and Hamy, V. and Yuan, H. and Mertes, G. and Tomlinson, R. and Chen, W-H. and Williams, R. and Llop, C. and Yee, C. and Duh, M-H. and Doherty, A. and Garcia-Gancedo, L. and Clifton, D. A.},
  elocation-id = {2022.11.18.22282305},
  year = {2022},
  doi = {10.1101/2022.11.18.22282305},
  publisher = {Cold Spring Harbor Laboratory Press},
  html = {https://www.medrxiv.org/content/10.1101/2022.11.18.22282305v1},
  journal = {medrXiv},
  abbr = {medrXiv},
  pdf = {Creagh2022_DHTAugmentPROinRA.pdf},
  selected = {true}
}

IEEE OJEMB

Longitudinal Trend Monitoring of Multiple Sclerosis Ambulation using Smartphones

A. P. Creagh, F. Dondelinger, F. Lipsmeier, M. Lindemann, and M. De Vos

IEEE Open Journal of Engineering in Medicine and Biology 2022

Bib HTML PDF

@article{Creagh2022Longitudinal,
  bibtex_show = {true},
  author = {Creagh, A. P. and Dondelinger, F. and Lipsmeier, F. and Lindemann, M. and De Vos, M.},
  title = {Longitudinal Trend Monitoring of Multiple Sclerosis Ambulation using Smartphones},
  elocation-id = {2022.02.21.22270745},
  year = {2022},
  doi = {10.1101/2022.02.21.22270745},
  publisher = {Cold Spring Harbor Laboratory Press},
  html = {https://www.medrxiv.org/content/early/2022/02/24/2022.02.21.22270745},
  journal = {IEEE Open Journal of Engineering in Medicine and Biology},
  abbr = {IEEE OJEMB},
  pdf = {Creagh2022_LongitudinalTrendMonitoring_medrXiv.pdf},
  selected = {true}
}

arXiv

Self-supervised Learning for Human Activity Recognition Using 700,000 Person-days of Wearable Data

H. Yuan, S. Chan, A. P. Creagh, C. Tong, D. A. Clifton, and A. Doherty

arXiv preprint 2022

Bib HTML

@article{yuan2022self,
  bibtex_show = {true},
  title = {Self-supervised Learning for Human Activity Recognition Using 700,000 Person-days of Wearable Data},
  author = {Yuan, H. and Chan, S. and Creagh, A. P. and Tong, C. and Clifton, D. A. and Doherty, A.},
  journal = {arXiv preprint},
  year = {2022},
  selected = {true},
  abbr = {arXiv},
  doi = {10.48550/arXiv.2206.02909},
  url = {https://doi.org/10.48550/arXiv.2206.02909},
  html = {https://doi.org/10.48550/arXiv.2206.02909}
}

arXiv

Mixture of Input-Output Hidden Markov Models for Heterogeneous Disease Progression Modeling

T. Ceritli, A. P. Creagh, and D. A. Clifton

arXiv preprint 2022

Bib HTML

@article{ceritli2022mixture,
  bibtex_show = {true},
  title = {Mixture of Input-Output Hidden Markov Models for Heterogeneous Disease Progression Modeling},
  author = {Ceritli, T. and Creagh, A. P. and Clifton, D. A.},
  journal = {arXiv preprint},
  doi = {10.48550/arXiv.2207.11846},
  url = {https://doi.org/10.48550/arXiv.2207.11846},
  html = {https://doi.org/10.48550/arXiv.2207.11846},
  abbr = {arXiv},
  year = {2022}
}

arXiv

Personalized Longitudinal Assessment of Multiple Sclerosis Using Smartphones

O. Y. Chen, F. Lipsmeier, H. Phan, F. Dondelinger, A. P. Creagh, C. Gossens, M. Lindemann, and M. Vos

arXiv preprint 2022

Bib HTML

@article{chen2022longitudinal,
  bibtex_show = {true},
  title = {Personalized Longitudinal Assessment of Multiple Sclerosis Using Smartphones},
  author = {Chen, O. Y. and Lipsmeier, F. and Phan, H. and Dondelinger, F. and Creagh, A. P. and Gossens, C. and Lindemann, M. and de Vos, M.},
  journal = {arXiv preprint},
  doi = {10.48550/arXiv.2209.09692},
  url = {https://doi.org/10.48550/arXiv.2209.09692},
  html = {https://doi.org/10.48550/arXiv.2209.09692},
  abbr = {arXiv},
  year = {2022}
}

2021

npj Sci. Reports

Interpretable deep learning for the remote characterisation of ambulation in multiple sclerosis using smartphones

A. P. Creagh, F. Lipsmeier, M. Lindemann, and M. De Vos

Nature Scientific Reports 2021

Bib HTML PDF

@article{Creagh2021InterpretableDeepLearning,
  bibtex_show = {true},
  author = {Creagh, A. P. and Lipsmeier, F. and Lindemann, M. and De Vos, M.},
  title = {Interpretable deep learning for the remote characterisation of ambulation in multiple sclerosis using smartphones},
  journal = {Nature Scientific Reports},
  volume = {11},
  number = {1},
  pages = {14301},
  issn = {2045-2322},
  doi = {10.1038/s41598-021-92776-x},
  url = {https://doi.org/10.1038/s41598-021-92776-x},
  html = {https://www.nature.com/articles/s41598-021-92776-x},
  year = {2021},
  abbr = {npj Sci. Reports},
  pdf = {Creagh_2021_interpretable-dl-ambulation.pdf},
  selected = {true}
}

IEEE J-BHI

Smartphone- and Smartwatch-Based Remote Characterisation of Ambulation in Multiple Sclerosis During the Two-Minute Walk Test

A. P. Creagh, C. Simillion, A. K. Bourke, A. Scotland, F. Lipsmeier, C. Bernasconi, J. Beek, M. Baker, C. Gossens, M. Lindemann, and M. De Vos

IEEE Journal of Biomedical Health Informatics 2021

Bib HTML PDF

@article{Creagh2020SmartphoneAmbulation,
  bibtex_show = {true},
  author = {Creagh, A. P. and Simillion, C. and Bourke, A. K. and Scotland, A. and Lipsmeier, F. and Bernasconi, C. and van Beek, J. and Baker, M. and Gossens, C. and Lindemann, M. and De Vos, M.},
  title = {Smartphone- and Smartwatch-Based Remote Characterisation of Ambulation in Multiple Sclerosis During the Two-Minute Walk Test},
  journal = {IEEE Journal of Biomedical Health Informatics},
  volume = {25},
  number = {3},
  pages = {838-849},
  issn = {2168-2208 (Electronic) 2168-2194},
  doi = {10.1109/JBHI.2020.2998187},
  url = {https://www.ncbi.nlm.nih.gov/pubmed/32750915},
  html = {https://ieeexplore.ieee.org/document/9103259},
  year = {2021},
  abbr = {IEEE J-BHI},
  pdf = {Creagh_2020_smartphone_ambulation.pdf},
  selected = {true}
}

STEM4Britian

Digital Biomarkers for Neurodegenerative Diseases through Smartphone-Based Remote Patient Monitoring

A. P. Creagh, Maarten De Vos, and David A Clifton

STEM for Britian 2021

Bib HTML PDF

@article{Creagh2021STEM4Britian,
  bibtex_show = {true},
  title = {Digital Biomarkers for Neurodegenerative Diseases through Smartphone-Based Remote Patient Monitoring},
  author = {Creagh, A. P. and De Vos, Maarten and Clifton, David A},
  year = {2021},
  journal = {STEM for Britian},
  html = {https://stemforbritain.org.uk/wp-content/uploads/2021/03/ANDREW_CREAGH_2021_POSTER.pdf},
  abbr = {STEM4Britian},
  pdf = {Creagh_2021_stemforbritian-poster.pdf}
}

2020

Phenotype

AI and the Digital Healthcare Revolution Uniting Disciplines

A. P. Creagh

Phenotype 2020

Bib HTML

@article{Creagh2020Phenotype,
  bibtex_show = {true},
  author = {Creagh, A. P.},
  title = {AI and the Digital Healthcare Revolution Uniting Disciplines},
  journal = {Phenotype},
  abbr = {Phenotype},
  pages = {14-16},
  html = {https://issuu.com/phenotypejournal/docs/phenotype_issue34_mt19xht20},
  year = {2020}
}

Thesis

The Development of Digital Biomarkers for Multiple Sclerosis from Remote Smartphone- and Smartwatch-Based Assessments

A. P. Creagh

2020

Bib

@phdthesis{Creagh2020DigitalBiomarkersMS,
  bibtex_show = {true},
  author = {Creagh, A. P.},
  title = {The Development of Digital Biomarkers for Multiple Sclerosis from Remote Smartphone- and Smartwatch-Based Assessments},
  year = {2020},
  journal = {University of Oxford Thesis},
  abbr = {Thesis}
}

Physiol. Meas.

Smartphone-based remote assessment of upper extremity function for multiple sclerosis using the Draw a Shape Test

A. P. Creagh, C. Simillion, A. Scotland, F. Lipsmeier, C. Bernasconi, S. Belachew, J. Beek, M. Baker, C. Gossens, M. Lindemann, and M. De Vos

Physiological Measurement 2020

Bib HTML PDF

@article{Creagh2020DrawAShape,
  bibtex_show = {true},
  author = {Creagh, A. P. and Simillion, C. and Scotland, A. and Lipsmeier, F. and Bernasconi, C. and Belachew, S. and van Beek, J. and Baker, M. and Gossens, C. and Lindemann, M. and De Vos, M.},
  title = {Smartphone-based remote assessment of upper extremity function for multiple sclerosis using the Draw a Shape Test},
  journal = {Physiological Measurement},
  volume = {41},
  number = {5},
  pages = {054002},
  issn = {1361-6579},
  doi = {10.1088/1361-6579/ab8771},
  url = {http://dx.doi.org/10.1088/1361-6579/ab8771},
  html = {https://iopscience.iop.org/article/10.1088/1361-6579/ab8771},
  year = {2020},
  abbr = {Physiol. Meas.},
  pdf = {Creagh_2020_draw-a-shape.pdf},
  selected = {true}
}

2019

2018

JAMDA

Baseline Association of Motoric Cognitive Risk Syndrome With Sustained Attention, Memory, and Global Cognition

F. J. Maguire, I. Killane, A. P. Creagh, O. Donoghue, R. A. Kenny, and R. B. Reilly

J Am Med Dir Assoc 2018

Bib HTML

@article{MaguireCreagh2018MCR,
  bibtex_show = {true},
  author = {Maguire, F. J. and Killane, I. and Creagh, A. P. and Donoghue, O. and Kenny, R. A. and Reilly, R. B.},
  title = {Baseline Association of Motoric Cognitive Risk Syndrome With Sustained Attention, Memory, and Global Cognition},
  journal = {J Am Med Dir Assoc},
  volume = {19},
  number = {1},
  pages = {53-58},
  issn = {1538-9375 (Electronic) 1525-8610 (Linking)},
  doi = {10.1016/j.jamda.2017.07.016},
  url = {https://www.ncbi.nlm.nih.gov/pubmed/28899662},
  html = {https://www.jamda.com/article/S1525-8610(17)30428-0/fulltext},
  year = {2018},
  abbr = {JAMDA}
}

2017

MobiHealth

Large-Scale Continuous Mobility Monitoring of Parkinson’s Disease Patients Using Smartphones

W-Y. Cheng, F. Lipsmeier, A. P. Creagh, A. Scotland, T. Kilchenmann, L. Jin, J. Schjodt-Eriksen, D. Wolf, Y-P. Zhang-Schaerer, I. F. Garcia, J. Siebourg-Polster, J. Soto, L. Verselis, M. M. Facklam, F. Boess, M. Koller, M. Grundman, A. U. Monsch, R. Postuma, A. Ghosh, T. Kremer, K. I. Taylor, C. Czech, C. Gossens, and M. Lindemann

In International conference on Wireless Mobile Communication and Healthcare 2017

Bib HTML

@inproceedings{ChengCreagh2017MobilityMonitoringPD,
  bibtex_show = {true},
  author = {Cheng, W-Y. and Lipsmeier, F. and Creagh, A. P. and Scotland, A. and Kilchenmann, T. and Jin, L. and Schjodt-Eriksen, J. and Wolf, D. and Zhang-Schaerer, Y-P. and Garcia, I. F. and Siebourg-Polster, J. and Soto, J. and Verselis, L. and Facklam, M. M. and Boess, F. and Koller, M. and Grundman, M. and Monsch, A. U. and Postuma, R. and Ghosh, A. and Kremer, T. and Taylor, K. I. and Czech, C. and Gossens, C. and Lindemann, M.},
  title = {Large-Scale Continuous Mobility Monitoring of Parkinson’s Disease Patients Using Smartphones},
  series = {Wireless Mobile Communication and Healthcare},
  booktitle = {International conference on Wireless Mobile Communication and Healthcare},
  publisher = {Springer International Publishing},
  pages = {12-19},
  isbn = {978-3-319-98551-0},
  html = {https://link.springer.com/chapter/10.1007%2F978-3-319-98551-0_2},
  year = {2017},
  organization = {Springer, Cham},
  abbr = {MobiHealth}
}

IEEE LSC

Smartphone-based continuous mobility monitoring of Parkinsons disease patients reveals impacts of ambulatory bout length on gait features

W-Y. Cheng, F. Lipsmeier, A. Scotland, A. P. Creagh, T. Kilchenmann, L. Jin, J. Schjodt-Eriksen, D. Wolf, Y-P. Zhang-Schaerer, I F. Garcia, C. Gossens, and Lindemann M.

In 2017 IEEE Life Sciences Conference (LSC) 2017

Bib HTML

@inproceedings{ChengCreagh2017MobilityMonitoringPD2,
  bibtex_show = {true},
  author = {Cheng, W-Y. and Lipsmeier, F. and Scotland, A. and Creagh, A. P. and Kilchenmann, T. and Jin, L. and Schjodt-Eriksen, J. and Wolf, D. and Zhang-Schaerer, Y-P. and Garcia, I F. and Gossens, C. and M., Lindemann},
  title = {Smartphone-based continuous mobility monitoring of Parkinsons disease patients reveals impacts of ambulatory bout length on gait features},
  booktitle = {2017 IEEE Life Sciences Conference (LSC)},
  publisher = {IEEE},
  pages = {166-169},
  isbn = {1538610302},
  html = {https://ieeexplore.ieee.org/abstract/document/8268169/},
  abbr = {IEEE LSC},
  year = {2017}
}

ECTRIMS

Interim analysis from FLOODLIGHT: a prospective pilot study to evaluate the feasibility of conducting remote patient monitoring with the use of digital technology in patients with multiple sclerosis

P. Mulero, L. Midaglia, X. Montalban, J. Graves, S.L. Hauser, L. Julian, M. Baker, J. Schadrack, C. Gossens, A. Scotland, F. Lipsmeier, A. P. Creagh, C. Bernasconi, S. Belachew, and M. Lindemann

In 7th Joint ECTRIMS–ACTRIMS Meeting. Paris, France 2017

Bib HTML

@inproceedings{Mulero2017Floodlight,
  bibtex_show = {true},
  title = {Interim analysis from FLOODLIGHT: a prospective pilot study to evaluate the feasibility of conducting remote patient monitoring with the use of digital technology in patients with multiple sclerosis},
  author = {Mulero, P. and Midaglia, L. and Montalban, X. and Graves, J. and Hauser, S.L. and Julian, L. and Baker, M. and Schadrack, J. and Gossens, C. and Scotland, A. and Lipsmeier, F. and Creagh, A. P. and Bernasconi, C. and Belachew, S. and Lindemann, M.},
  booktitle = {7th Joint ECTRIMS--ACTRIMS Meeting. Paris, France},
  pages = {25--28},
  year = {2017},
  html = {https://medically.roche.com/en/search/pdfviewer.21f80a53-a098-4d38-b1a8-c228796302a8.html?cid=qrprxx1810nexxectrims2018floodlightsupplementary},
  abbr = {ECTRIMS}
}

Age & Ageing

Processing Speed is Associated with Multiple Independent Domains of Gait under Different Conditions

F. Maguire, I. Killane, A. P. Creagh, R. A. Kenny, R. Reilly, and S. Kennelly

Age and Ageing 2017

Bib

@article{Maguire2017Processing,
  bibtex_show = {true},
  title = {Processing Speed is Associated with Multiple Independent Domains of Gait under Different Conditions},
  author = {Maguire, F. and Killane, I. and Creagh, A. P. and Kenny, R. A. and Reilly, R. and Kennelly, S.},
  journal = {Age and Ageing},
  volume = {46},
  year = {2017},
  abbr = {Age & Ageing}
}

2016

Age & Ageing

Characterisation of Motoric Cognitive Risk Syndrome from a Nationally Representative Sample

Fiachra Maguire, Isabelle Killane, A. P. Creagh, Gavin Bennett, Orna Donoghue, Rose Anne Kenny, and Richard Reilly

In Age and Aging 2016

Bib

@inproceedings{MaguireCreagh2016MCR,
  bibtex_show = {true},
  author = {Maguire, Fiachra and Killane, Isabelle and Creagh, A. P. and Bennett, Gavin and Donoghue, Orna and Kenny, Rose Anne and Reilly, Richard},
  title = {Characterisation of Motoric Cognitive Risk Syndrome from a Nationally Representative Sample},
  booktitle = {Age and Aging},
  publisher = {OXFORD UNIV PRESS GREAT CLARENDON ST, OXFORD OX2 6DP, ENGLAND},
  volume = {45},
  pages = {8-8},
  isbn = {0002-0729},
  abbr = {Age & Ageing},
  year = {2016}
}

Age & Ageing

Examining the links between Domains of Gait and tests of Global Cognition: a Factor Analysis Approach

A. P. Creagh, I. Killane, F. Maguire, and R. Reilly

Age and Aging 2016

Bib

@article{Creagh2016Examining,
  bibtex_show = {true},
  title = {Examining the links between Domains of Gait and tests of Global Cognition: a Factor Analysis Approach},
  author = {Creagh, A. P. and Killane, I. and Maguire, F. and Reilly, R.},
  journal = {Age and Aging},
  volume = {45},
  pages = {ii13--ii56},
  year = {2016},
  publisher = {Oxford University Press, Oxford, UK},
  abbr = {Age & Ageing}
}