Alistair Connell
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View article: CAN AN INTERVAL-BASED RUNNING EXERCISE INTERVENTION IMPROVE LUMBAR INTERVERTEBRAL DISC HEALTH? THE ASTEROID RANDOMISED CONTROL TRIAL
CAN AN INTERVAL-BASED RUNNING EXERCISE INTERVENTION IMPROVE LUMBAR INTERVERTEBRAL DISC HEALTH? THE ASTEROID RANDOMISED CONTROL TRIAL Open
BACKGROUND AND AIMS Low back pain is the leading cause of global disability, with lumbar disc pathologies estimated to contribute to up to 40% of cases. Exercise training is an established treatment to reduce pain intensity and disability …
Multitask prediction of organ dysfunction in the intensive care unit using sequential subnetwork routing Open
Objective Multitask learning (MTL) using electronic health records allows concurrent prediction of multiple endpoints. MTL has shown promise in improving model performance and training efficiency; however, it often suffers from negative tr…
View article: Developing Deep Learning Continuous Risk Models for Early Adverse Event Prediction in Electronic Health Records: an AKI Case Study
Developing Deep Learning Continuous Risk Models for Early Adverse Event Prediction in Electronic Health Records: an AKI Case Study Open
Early detection of patient deterioration is key to unlocking the potential for targeted preventative care and improving patient outcomes. This protocol describes a workflow for developing deep learning continuous risk models for early pred…
Evaluation of a digitally-enabled care pathway for acute kidney injury management in hospital emergency admissions Open
We developed a digitally enabled care pathway for acute kidney injury (AKI) management incorporating a mobile detection application, specialist clinical response team and care protocol. Clinical outcome data were collected from adults with…
View article: Implementation of a Digitally Enabled Care Pathway (Part 1): Impact on Clinical Outcomes and Associated Health Care Costs
Implementation of a Digitally Enabled Care Pathway (Part 1): Impact on Clinical Outcomes and Associated Health Care Costs Open
Background The development of acute kidney injury (AKI) in hospitalized patients is associated with adverse outcomes and increased health care costs. Simple automated e-alerts indicating its presence do not appear to improve outcomes, perh…
View article: Implementation of a Digitally Enabled Care Pathway (Part 2): Qualitative Analysis of Experiences of Health Care Professionals
Implementation of a Digitally Enabled Care Pathway (Part 2): Qualitative Analysis of Experiences of Health Care Professionals Open
Background One reason for the introduction of digital technologies into health care has been to try to improve safety and patient outcomes by providing real-time access to patient data and enhancing communication among health care professi…
View article: Service evaluation of the implementation of a digitally-enabled care pathway for the recognition and management of acute kidney injury
Service evaluation of the implementation of a digitally-enabled care pathway for the recognition and management of acute kidney injury Open
Acute Kidney Injury (AKI), an abrupt deterioration in kidney function, is defined by changes in urine output or serum creatinine. AKI is common (affecting up to 20% of acute hospital admissions in the United Kingdom), associated with signi…
View article: Service evaluation of the implementation of a digitally-enabled care pathway for the recognition and management of acute kidney injury
Service evaluation of the implementation of a digitally-enabled care pathway for the recognition and management of acute kidney injury Open
Acute Kidney Injury (AKI), an abrupt deterioration in kidney function, is defined by changes in urine output or serum creatinine. AKI is common (affecting up to 20% of acute hospital admissions in the United Kingdom), associated with signi…