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Peter J. Watkinson
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Journal Articles
- 2022
- [j21]João Jorge
, Mauricio Villarroel, Hamish Tomlinson, Oliver Gibson, Julie L. Darbyshire
, Jody Ede
, Mirae Harford
, J. Duncan Young
, Lionel Tarassenko
, Peter J. Watkinson
:
Non-contact physiological monitoring of post-operative patients in the intensive care unit. npj Digit. Medicine 5 (2022) - 2021
- [j20]Peter H. Charlton
, Timothy Bonnici, Lionel Tarassenko, David A. Clifton, Richard Beale, Peter J. Watkinson
, Jordi Alastruey:
An impedance pneumography signal quality index: Design, assessment and application to respiratory rate monitoring. Biomed. Signal Process. Control. 65: 102339 (2021) - [j19]Mauro D. Santos, Cristian Roman
, Marco A. F. Pimentel, Sarah Vollam
, Carlos Areia
, Louise Young
, Peter J. Watkinson
, Lionel Tarassenko:
A Real-Time Wearable System for Monitoring Vital Signs of COVID-19 Patients in a Hospital Setting. Frontiers Digit. Health 3: 630273 (2021) - [j18]João Jorge
, Mirae Harford
, Mauricio Villarroel, Sitthichok Chaichulee
, Shaun M. Davidson
, Eoin Finnegan, Samuel H. Clark, J. Duncan Young
, Peter J. Watkinson
, Lionel Tarassenko
:
Non-Contact Assessment of Peripheral Artery Haemodynamics Using Infrared Video Thermography. IEEE Trans. Biomed. Eng. 68(1): 276-288 (2021) - [j17]Rasheed el-Bouri
, David W. Eyre
, Peter J. Watkinson
, Tingting Zhu
, David A. Clifton:
Hospital Admission Location Prediction via Deep Interpretable Networks for the Year-Round Improvement of Emergency Patient Care. IEEE J. Biomed. Health Informatics 25(1): 289-300 (2021) - 2020
- [j16]Simarjot S. Dahella, James S. Briggs
, Paul Coombes, Nazli FarajiDavar, Paul Meredith
, Timothy Bonnici, Julie L. Darbyshire
, Peter J. Watkinson
:
Implementing a system for the real-time risk assessment of patients considered for intensive care. BMC Medical Informatics Decis. Mak. 20(1): 161 (2020) - [j15]Farah E. Shamout
, Tingting Zhu
, Pulkit Sharma
, Peter J. Watkinson
, David A. Clifton:
Deep Interpretable Early Warning System for the Detection of Clinical Deterioration. IEEE J. Biomed. Health Informatics 24(2): 437-446 (2020) - 2019
- [j14]James Malycha
, Timothy Bonnici, David A. Clifton, Guy Ludbrook, J. Duncan Young, Peter J. Watkinson
:
Patient centred variables with univariate associations with unplanned ICU admission: a systematic review. BMC Medical Informatics Decis. Mak. 19(1): 98:1-98:9 (2019) - [j13]Mauricio Villarroel, Sitthichok Chaichulee
, João Jorge
, Sara Davis, Gabrielle Green, Carlos Arteta
, Andrew Zisserman
, Kenny McCormick, Peter J. Watkinson
, Lionel Tarassenko:
Non-contact physiological monitoring of preterm infants in the Neonatal Intensive Care Unit. npj Digit. Medicine 2 (2019) - 2018
- [j12]Stijn Luca
, Marco A. F. Pimentel, Peter J. Watkinson
, David A. Clifton:
Point process models for novelty detection on spatial point patterns and their extremes. Comput. Stat. Data Anal. 125: 86-103 (2018) - [j11]Steve K. Harris
, Sinan Shi
, David Brealey
, Niall S. MacCallum, Spiros C. Denaxas
, David Pérez-Suárez, Ari Ercole
, Peter J. Watkinson
, Andrew Jones, Simon Ashworth, Richard Beale, J. Duncan Young
, Stephen Brett, Mervyn Singer
:
Critical Care Health Informatics Collaborative (CCHIC): Data, tools and methods for reproducible research: A multi-centre UK intensive care database. Int. J. Medical Informatics 112: 82-89 (2018) - [j10]Drew A. Birrenkott
, Marco A. F. Pimentel
, Peter J. Watkinson
, David A. Clifton:
A Robust Fusion Model for Estimating Respiratory Rate From Photoplethysmography and Electrocardiography. IEEE Trans. Biomed. Eng. 65(9): 2033-2041 (2018) - 2017
- [j9]David Wong
, Nicolas Wu
, Peter J. Watkinson
:
Quantitative metrics for evaluating the phased roll-out of clinical information systems. Int. J. Medical Informatics 105: 130-135 (2017) - [j8]David Wong
, Timothy Bonnici, Julia Knight
, Stephen Gerry
, James Turton, Peter J. Watkinson
:
A ward-based time study of paper and electronic documentation for recording vital sign observations. J. Am. Medical Informatics Assoc. 24(4): 717-721 (2017) - [j7]Marco A. F. Pimentel
, Alistair E. W. Johnson, Peter Charlton
, Drew A. Birrenkott
, Peter J. Watkinson
, Lionel Tarassenko, David A. Clifton:
Toward a Robust Estimation of Respiratory Rate From Pulse Oximeters. IEEE Trans. Biomed. Eng. 64(8): 1914-1923 (2017) - 2016
- [j6]Timothy Bonnici
, Stephen Gerry
, David Wong
, Julia Knight
, Peter J. Watkinson
:
Evaluation of the effects of implementing an electronic early warning score system: protocol for a stepped wedge study. BMC Medical Informatics Decis. Mak. 16: 19 (2016) - 2015
- [j5]David Wong
, Timothy Bonnici, Julia Knight
, Lauren Morgan
, Paul Coombes, Peter J. Watkinson
:
SEND: a system for electronic notification and documentation of vital sign observations. BMC Medical Informatics Decis. Mak. 15: 68 (2015) - 2014
- [j4]Lei A. Clifton
, David A. Clifton, Marco A. F. Pimentel, Peter J. Watkinson
, Lionel Tarassenko:
Predictive Monitoring of Mobile Patients by Combining Clinical Observations With Data From Wearable Sensors. IEEE J. Biomed. Health Informatics 18(3): 722-730 (2014) - [j3]Lei A. Clifton
, David A. Clifton, Yang Zhang, Peter J. Watkinson
, Lionel Tarassenko, Hujun Yin
:
Probabilistic Novelty Detection With Support Vector Machines. IEEE Trans. Reliab. 63(2): 455-467 (2014) - 2013
- [j2]Marco A. F. Pimentel, David A. Clifton, Lei A. Clifton
, Peter J. Watkinson
, Lionel Tarassenko:
Modelling physiological deterioration in post-operative patient vital-sign data. Medical Biol. Eng. Comput. 51(8): 869-877 (2013) - [j1]Lei A. Clifton
, David A. Clifton, Marco A. F. Pimentel, Peter J. Watkinson
, Lionel Tarassenko:
Gaussian Processes for Personalized e-Health Monitoring With Wearable Sensors. IEEE Trans. Biomed. Eng. 60(1): 193-197 (2013)
Conference and Workshop Papers
- 2023
- [c8]Cristian Roman
, Sarah Vollam, Peter J. Watkinson, Lionel Tarassenko:
Wearables for continuous patient monitoring on COVID-19 isolation wards. BHI 2023: 1-4 - 2022
- [c7]Henrique Aguiar, Mauro D. Santos, Peter J. Watkinson, Tingting Zhu:
Learning of Cluster-based Feature Importance for Electronic Health Record Time-series. ICML 2022: 161-179 - 2020
- [c6]Rasheed el-Bouri, David W. Eyre, Peter J. Watkinson, Tingting Zhu, David A. Clifton:
Student-Teacher Curriculum Learning via Reinforcement Learning: Predicting Hospital Inpatient Admission Location. ICML 2020: 2848-2857 - 2016
- [c5]Drew A. Birrenkott
, Marco A. F. Pimentel, Peter J. Watkinson
, David A. Clifton:
Robust estimation of respiratory rate via ECG- and PPG-derived respiratory quality indices. EMBC 2016: 676-679 - 2014
- [c4]Alistair E. W. Johnson, Jonathan Burgess, Marco A. F. Pimentel, David A. Clifton, J. Duncan Young
, Peter J. Watkinson
, Lionel Tarassenko:
Physiological trajectory of patients pre and post ICU discharge1. EMBC 2014: 3160-3163 - 2012
- [c3]Marco A. F. Pimentel, David A. Clifton, Lei A. Clifton, Peter J. Watkinson, Lionel Tarassenko:
Vital-sign Data Fusion Models for Post-operative Patients. BIOSIGNALS 2012: 410-413 - [c2]Lei A. Clifton, David A. Clifton, Marco A. F. Pimentel, Peter J. Watkinson
, Lionel Tarassenko:
Gaussian process regression in vital-sign early warning systems. EMBC 2012: 6161-6164 - 2011
- [c1]Lei A. Clifton, David A. Clifton, Peter J. Watkinson, Lionel Tarassenko:
Identification of Patient Deterioration in Vital-Sign Data using One-Class Support Vector Machines. FedCSIS 2011: 125-131
Informal and Other Publications
- 2024
- [i6]Zhiyao Luo, Yangchen Pan, Peter J. Watkinson, Tingting Zhu:
Reinforcement Learning in Dynamic Treatment Regimes Needs Critical Reexamination. CoRR abs/2405.18556 (2024) - 2023
- [i5]Munib Mesinovic, Peter J. Watkinson, Tingting Zhu:
XMI-ICU: Explainable Machine Learning Model for Pseudo-Dynamic Prediction of Mortality in the ICU for Heart Attack Patients. CoRR abs/2305.06109 (2023) - [i4]Munib Mesinovic, Peter J. Watkinson, Tingting Zhu:
Explainable AI for clinical risk prediction: a survey of concepts, methods, and modalities. CoRR abs/2308.08407 (2023) - [i3]Munib Mesinovic
, Peter J. Watkinson, Tingting Zhu:
DySurv: Dynamic Deep Learning Model for Survival Prediction in the ICU. CoRR abs/2310.18681 (2023) - 2020
- [i2]Rasheed el-Bouri, David W. Eyre, Peter J. Watkinson, Tingting Zhu
, David A. Clifton:
Student-Teacher Curriculum Learning via Reinforcement Learning: Predicting Hospital Inpatient Admission Location. CoRR abs/2007.01135 (2020) - [i1]Henrique Aguiar, Mauro D. Santos, Peter J. Watkinson, Tingting Zhu
:
Phenotyping Clusters of Patient Trajectories suffering from Chronic Complex Disease. CoRR abs/2011.08356 (2020)
Coauthor Index
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