Building FAIR Functionality: Annotating Events in Time Series Data Using Hierarchical Event Descriptors (HED).

Human electrophysiological and related time series data are often acquired in complex, event-rich environments. However, the resulting recorded brain or other dynamics are often interpreted in relation to more sparsely recorded or subsequently-noted events. Currently a substantial gap exists between the level of event description required by current digital data archiving standards and the level of annotation required for successful analysis of event-related data across studies, environments, and laboratories.

Is it feasible to learn research skills in addition to audit skills through clinical audit? A mixed methods study in general practice.

Background: Involving medical students in research in their undergraduate careers may increase the likelihood that they will be research active after graduation. To date, there has been a paucity of published research of students doing research in general practice.

Aim: The study aims to evaluate the impact of general practice clinical audits on early-stage graduate entry students' audit and research self-efficacy and explore feasibility issues from the student and GP perspective.