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Sensor-based methods for human gait analysis often utilize electromyography capturing rich time-series data. Then, for transparent and explainable analysis interpretable methods are of prime importance. This paper presents analytical approaches in a framework for interpretable anomaly detection and classification of multivariate time series for human gait analysis. We exemplify the application utilizing a real-world medical dataset in the biomechanical orthopedics domain.

Objectives: Schools can play an important role in addressing the effects of traumatic stress on students by providing prevention, early intervention, and intensive treat­ment for children exposed to trauma. This article aims to describe key domains for implementing trauma-informed practices in schools. Design: The Substance Abuse and Mental Health Administration (SAMHSA) has iden­tified trauma-informed domains and princi­ples for use across systems of care. This ar­ticle applies these domains to schools and presents a model for a Trauma-Informed School System that highlights broad macro level factors, school-wide components, and tiered supports. Community partners from one school district apply this framework through case vignettes. Results: Case 1 describes the macro level components of this framework and the leveraging of school policies and financ­ing to sustain trauma-informed practices in a public health model. Case 2 illustrates a school founded on trauma-informed principles and practices, and its promo­tion of a safe school environment through restorative practices. Case 3 discusses the role of school leadership in engaging and empowering families, communities, and school staff to address neighborhood and school violence. Conclusions: This article concludes with recommendations for dissemination of trauma-informed practices across schools at all stages of readiness. We identify three main areas for facilitating the use of this framework: 1) assessment of school staff knowledge and awareness of trauma; 2) assessment of school and/or district’s cur­rent implementation of trauma-informed principles and practices; 3) development and use of technology-assisted tools for broad dissemination of practices, data and evaluation, and workforce training of clini­cal and non-clinical staff. Ethn Dis. 2018; 28(Suppl 2):417-426; doi:10.18865/ed.28.S2.417.