Dental Research Data Availability and Quality According to the FAIR Principles

Editorial Material Dentistry, Oral Surgery & Medicine

Big Data and Complex Data Analytics: Breaking Peer Review?

F. Schwendicke et al.

JOURNAL OF DENTAL RESEARCH (2022)

Article Computer Science, Information Systems

BigMouth: development and maintenance of a successful dental data repository

Muhammad F. Walji et al.

Summary: BigMouth, a novel dental data repository, serves as a resource for oral health-related research, fosters academic collaborations, and provides opportunities for professional development.

JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION (2022)

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Review Dentistry, Oral Surgery & Medicine

Data Dentistry: How Data Are Changing Clinical Care and Research

F. Schwendicke et al.

Summary: Data plays a crucial role in modern societies, and the field of dental care and research is moving towards data-driven applications. Utilizing deep learning and data integration can provide more precise, personalized, predictive, and preventive care, contributing to a better understanding of health and disease.

JOURNAL OF DENTAL RESEARCH (2022)

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Article Computer Science, Information Systems

Privacy preservation in federated learning: An insightful survey from the GDPR perspective

Nguyen Truong et al.

Summary: In recent years, ensuring data privacy and security has become crucial with the growth of Machine Learning applications. While traditional centralized ML methods pose privacy risks, Federated Learning is seen as a potential solution, but further improvements are needed to comply with GDPR requirements.

COMPUTERS & SECURITY (2021)

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Article Biochemistry & Molecular Biology

Assessment of transparency indicators across the biomedical literature: How open is open?

Stylianos Serghiou et al.

Summary: The study introduces an automated approach to identify indicators of transparency in scientific research and applies it on a large scale of biomedical literature, showing significant improvements in some aspects of transparency. It also maps transparency across various fields, countries, journals, and publishers.

PLOS BIOLOGY (2021)

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Article Medicine, General & Internal

Making a complex dental care tailored to the person: population health in focus of predictive, preventive and personalised (3P) medical approach

V. V. Tachalov et al.

Summary: Globally alarming epidemiologic statistics support the evident underestimation of targeted prevention of dental diseases, highlighting the inadequacy of oral health services. Factors such as individual socio-economic status and lack of insurance also play a role in oral health, while the active participation and responsibility of the population are essential for maintaining oral health.

EPMA JOURNAL (2021)

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Article Medicine, Research & Experimental

Characteristics of available studies and dissemination of research using major clinical data sharing platforms

Enrique Vazquez et al.

Summary: Information on studies and request metrics varied in availability and format across six prominent clinical data sharing platforms. Most data requests focused on secondary analyses and approximately one-quarter of all approved requests publicly disseminated their results. To further promote the use of shared clinical data, platforms should increase transparency, consistently clarify the availability of the listed studies and supporting documentation, and ensure that research findings from data requests are disseminated.

CLINICAL TRIALS (2021)

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Editorial Material Neurosciences