Machine Learning for Brain MRI Data Harmonisation: A Systematic Review [PDF]
Background: Magnetic Resonance Imaging (MRI) data collected from multiple centres can be heterogeneous due to factors such as the scanner used and the site location. To reduce this heterogeneity, the data needs to be harmonised.
Grace Wen +6 more
doaj +2 more sources
Defining and conceptualising data harmonisation: a scoping review protocol [PDF]
Background Data harmonisation is an important intervention to strengthen health systems functioning. It has the potential to enhance the production, accessibility and utilisation of routine health information for clinical and service management decision ...
Bey-Marrié Schmidt +3 more
doaj +2 more sources
Meta-analysis of economic evaluation studies: data harmonisation and methodological issues [PDF]
Background In the context of ever-growing health expenditure and limited resources, economic evaluations aid in making evidence-informed policy decisions.
Bhavani Shankara Bagepally +4 more
doaj +2 more sources
Pretrained language models for semantics-aware data harmonisation of observational clinical studies in the era of big data [PDF]
Background In clinical research, there is a strong drive to leverage big data from population cohort studies and routine electronic healthcare records to design new interventions, improve health outcomes and increase the efficiency of healthcare delivery.
Jakub J. Dylag +2 more
doaj +4 more sources
Conceptual framework for data harmonisation in mental health using the International Classification of Functioning, Disability and Health: an example with the R2D2-MH consortium [PDF]
Introduction Advancing research and support for neurologically diverse populations requires novel data harmonisation methods that are capable of aligning with contemporary approaches to understanding health and disability.Objectives We present the ...
Louise Gallagher +14 more
doaj +2 more sources
Harmonising research data to support mental health services decision making and care planning: development of a data harmonisation platform in regional Australia [PDF]
Background This paper outlines the development of a new, collaborative data harmonisation initiative within the Hunter New England (HNE) region of New South Wales in Australia.
Agatha Conrad +13 more
doaj +2 more sources
Antimicrobial Resistance Surveillance: Data Harmonisation and Data Selection within Secondary Data Use [PDF]
Resistance to last-resort antibiotics is a global threat to public health. Therefore, surveillance and monitoring systems for antimicrobial resistance should be established on a national and international scale.
Sinja Bleischwitz +11 more
doaj +2 more sources
Definitions, components and processes of data harmonisation in healthcare: a scoping review [PDF]
Background Data harmonisation (DH) has emerged amongst health managers, information technology specialists and researchers as an important intervention for routine health information systems (RHISs).
Bey-Marrié Schmidt +3 more
doaj +2 more sources
Data harmonisation for information fusion in digital healthcare: A state-of-the-art systematic review, meta-analysis and future research directions [PDF]
Guang Yang +2 more
exaly +2 more sources
Improving data sharing in nutritional science: a symposium report of challenges, opportunities, and best practice recommendations [PDF]
This paper summarises the proceedings from two symposia (IUNS-ICN, 2025 and a FENS Task Force Northern Europe Networking webinar, 2025) convened to discuss the status of data sharing in nutritional science, with a focus on the challenges, opportunities ...
Lauren Danielle Devine +11 more
doaj +2 more sources

