Andrew P. Creagh | publications

2022

medrXiv
Longitudinal Trend Monitoring of Multiple Sclerosis Ambulation using Smartphones

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

medrXiv 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 = {medrXiv}, abbr = {medrXiv}, pdf = {Creagh2022_LongitudinalTrendMonitoring_medrXiv.pdf}, selected = {true} }
arXiv
Self-supervised Learning for Human Activity Recognition Using 700,000 Person-days of Wearable Data

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

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

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

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

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

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

Sci. Reports

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

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

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 = {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},
  type = {Journal Article},
  abbr = {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

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

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}, type = {Journal Article}, abbr = {IEEE J-BHI}, pdf = {Creagh_2020_smartphone_ambulation.pdf}, selected = {true} }
STEM4Britian
Digital Biomarkers for Neurodegenerative Diseases through Smartphone-Based Remote Patient Monitoring

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

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}, conference = {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

Creagh, A. P.

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},
  type = {Magazine Article}
}

Thesis

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

Creagh, A. P.

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},
  university = {University of Oxford},
  year = {2020},
  type = {Thesis},
  abbr = {Thesis}
}

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

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

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}, type = {Journal Article}, 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

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

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}, type = {Journal Article}, abbr = {JAMDA} }

2017

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

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

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}, type = {Conference Proceedings}, 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

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

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}, type = {Conference Proceedings}, 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

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

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

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

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

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

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}, type = {Conference Proceedings}, abbr = {Age & Ageing}, year = {2016} }
Age & Ageing
Examining the links between Domains of Gait and tests of Global Cognition: a Factor Analysis Approach

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

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} }