Matthew Sperrin
Orcid: 0000-0002-5351-9960
According to our database1,
Matthew Sperrin
authored at least 26 papers
between 2010 and 2023.
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Bibliography
2023
Compatibility in Missing Data Handling Across the Prediction Model Pipeline: A Simulation Study.
Proceedings of the MEDINFO 2023 - The Future Is Accessible, 2023
Applying Team Science to Collaborative Digital Health Research: Learnings from the Wearable Clinic.
Proceedings of the MEDINFO 2023 - The Future Is Accessible, 2023
Comparing Predictive Performance of Time Invariant and Time Variant Clinical Prediction Models in Cardiac Surgery.
Proceedings of the MEDINFO 2023 - The Future Is Accessible, 2023
2022
Quantifying the problem of inconsistent missing data handling across the pipeline of Clinical Prediction Models: A simulation study.
Proceedings of the AMIA 2022, 2022
2021
Adaptive Symptom Monitoring Using Hidden Markov Models - An Application in Ecological Momentary Assessment.
IEEE J. Biomed. Health Informatics, 2021
Informative presence and observation in routine health data: A review of methodology for clinical risk prediction.
J. Am. Medical Informatics Assoc., 2021
Inconsistencies in handling missing data across stages of prediction modelling: a review of methods used.
Proceedings of the AMIA 2021, American Medical Informatics Association Annual Symposium, San Diego, CA, USA, October 30, 2021, 2021
2020
Causal inference and counterfactual prediction in machine learning for actionable healthcare.
Nat. Mach. Intell., 2020
Examining the impact of data quality and completeness of electronic health records on predictions of patients' risks of cardiovascular disease.
Int. J. Medical Informatics, 2020
Towards a Framework for the Design, Implementation and Reporting of Methodology Scoping Reviews.
CoRR, 2020
2019
Explicit causal reasoning is needed to prevent prognostic models being victims of their own success.
J. Am. Medical Informatics Assoc., 2019
Digital biomarkers from geolocation data in bipolar disorder and schizophrenia: a systematic review.
J. Am. Medical Informatics Assoc., 2019
2018
Multi-method laboratory user evaluation of an actionable clinical performance information system: Implications for usability and patient safety.
J. Biomed. Informatics, 2018
Human activity recognition from inertial sensor time-series using batch normalized deep LSTM recurrent networks.
Proceedings of the 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2018
2017
Int. J. Approx. Reason., 2017
2016
Understanding clinical prediction models as 'innovations': a mixed methods study in UK family practice.
BMC Medical Informatics Decis. Mak., 2016
Interface design recommendations for computerised clinical audit and feedback: Hybrid usability evidence from a research-led system.
Int. J. Medical Informatics, 2016
Proceedings of the Probabilistic Graphical Models - Eighth International Conference, 2016
2015
Development and preliminary validation of a dynamic, patient-tailored method to detect abnormal laboratory test results.
Proceedings of the MEDINFO 2015: eHealth-enabled Health, 2015
A Two-stage Dynamic Model to Enable Updating of Clinical Risk Prediction from Longitudinal Health Record Data: Illustrated with Kidney Function.
Proceedings of the MEDINFO 2015: eHealth-enabled Health, 2015
2014
Making Audit Actionable: An Example Algorithm for Blood Pressure Management in Chronic Kidney Disease.
Proceedings of the AMIA 2014, 2014
2013
Proceedings of the MEDINFO 2013, 2013
2012
J. Comput. Biol., 2012
2010
Probabilistic relabelling strategies for the label switching problem in Bayesian mixture models.
Stat. Comput., 2010