Aggregate web activity dataset for user-agent behavior classification.

600 million web access requests made to multiple servers have been collected between 2019 and 2023. The 4-year automated collection spans over 8000 domains and had iteratively been upgraded with extra data fields up until its closure in March of 2023. The dataset is normalized and highly expandable though the fractal tree index facilities provided by MySQL and the TokuDB storage engine.

The associations of Positive and Negative Valence Systems, Cognitive Systems and Social Processes on disease severity in anxiety and depressive disorders.

Background: Anxiety and depressive disorders share common features of mood dysfunctions. This has stimulated interest in transdiagnostic dimensional research as proposed by the Research Domain Criteria (RDoC) approach by the National Institute of Mental Health (NIMH) aiming to improve the understanding of underlying disease mechanisms. The purpose of this study was to investigate the processing of RDoC domains in relation to disease severity in order to identify latent disorder-specific as well as transdiagnostic indicators of disease severity in patients with anxiety and depressive disorders.

Mood and anxiety disorders within the Research Domain Criteria framework of Positive and Negative Valence Systems: a scoping review.

Introduction: While a growing body of research is adopting Research Domain Criteria (RDoC)-related methods and constructs, there is still a lack of comprehensive reviews on the state of published research on Positive Valence Systems (PVS) and Negative Valence Systems (NVS) in mood and anxiety disorders consistent with the RDoC framework.

Methods: Five electronic databases were searched to identify peer-reviewed publications covering research on "positive valence" and "negative valence" as well as "valence," "affect," and "emotion" for individuals with symptoms of mood and anxiety disorders. Data was extracted with a focus on disorder, domain, (sub-) constructs, units of analysis, key results, and study design.

[Trauma emergency room cases before and during the COVID-19 pandemic : Data from an alpine trauma center].

Introduction: The COVID-19 pandemic had a strong impact on the work of trauma medical teams. The aim of the study was to compare the trauma emergency room (TER) incidence and trauma mechanisms before and during the pandemic at a level I trauma center.

Objective: The TER incidence before and during the pandemic should be assessed to be prepared for future pandemics or new COVID-19 outbreaks.