PUBA: Privacy-Preserving User-Data Bookkeeping and Analytics

In this paper we propose Privacy-preserving User-data Bookkeeping & Analytics (PUBA), a building block destined to enable the implementation of business models (e.g., targeted advertising) and regulations (e.g., fraud detection) requiring user-data analysis in a privacy-preserving way. In PUBA, users keep an unlinkable but authenticated cryptographic logbook containing their historic data on their device. This logbook can only be updated by the operator while its content is not revealed. Users can take part in a privacy-preserving analytics computation, where it is ensured that their logbook is up-to-date and authentic while the potentially secret analytics function is verified to be privacy-friendly. Taking constrained devices into account, users may also outsource analytic computations (to a potentially malicious proxy not colluding with the operator).We model our novel building block in the Universal Composability framework and provide a practical protocol instantiation. To demonstrate the flexibility of PUBA, we sketch instantiations of privacy-preserving fraud detection and targeted advertising, although it could be used in many more scenarios, e.g. data analytics for multi-modal transportation systems. We implemented our bookkeeping protocols and an exemplary outsourced analytics computation based on logistic regression using the MP-SPDZ MPC framework. Performance evaluations using a smartphone as user device and more powerful hardware for operator and proxy suggest that PUBA for smaller logbooks can indeed be practical

Longitudinal Changes in Psychological Adaptation Outcomes During Spinal Cord Injury Inpatient Rehabilitation

Impact and Implications Although the psychological adaptation process to a spinal cord injury (SCI) may extend over years, improvements in mental health and life satisfaction can be observed at the group level during SCI inpatient rehabilitation. Still, at the individual level, different adaptation patterns such as improvement, resilience, or vulnerability can be identified. Clinicians should be aware that resilient responses in some adaptation outcomes may coexist with vulnerability in other outcomes. These findings highlight the importance screening processes during inpatient rehabilitation to detect early signs of psychological adaptation issues, and the need for psychosocial support extending beyondinpatient rehabilitation. Specific psychosocial factors can be targeted during inpatient rehabilitation to promote a more favorable psychological adaptation process across different outcomes with more general self-efficacy and social support contributing to improvement in depressive symptoms and optimism to improvements in distress and life satisfaction. Objectives: To determine average changes and individuals' patterns of change in depressive symptoms, anxiety symptoms, general distress, and life satisfaction between admission to spinal cord injury inpatient rehabilitation and discharge; and to identify factors associated with change. Method: Longitudinal data collection as part of a national cohort study (N = 281). Changes in the psychological adaptation outcomes were analyzed using latent change score models. Reliable change indexes were calculated for each outcome to identify individuals' patterns of change. Biopsychosocial factors were examined as covariates of change. Results: On average, depressive symptoms, anxiety symptoms, and general distress decreased between admission and discharge, while life satisfaction increased. According to the reliable change indexes, several adaptation patterns were identified. The proportion of individuals following each pattern varied depending on the analyzed outcome: resilience (absence of clinically relevant symptoms at admission and discharge) was the most common for symptoms of depression (61.57%) and anxiety (66.55%), whereas vulnerability (clinically relevant symptoms at both measurement times) was the most common for distress (57.32%). Improvement patterns (statistically significant decreases) were identified for 6.41%, 4.27%, and 7.83% of participants in depressive symptoms, anxiety symptoms and distress, respectively. For life satisfaction, improvement (statistically significant increases) was found for 8.54%. Male sex, tetraplegia, self-efficacy, optimism, and social support were associated with average changes in the psychological adaptation outcomes. Conclusions: On average, participants showed improvement in all analyzed outcomes. Still, there is substantial variability in change. Self-efficacy, social support, and optimism are potential intervention targets during inpatient rehabilitation to promote a favorable psychological adaptation process

Utilizing polydispersity in composite fibrous based sound absorbing materials

The distribution of fiber diameters plays a crucial role in the transport and sound absorbing properties of a three-dimensional random fibrous (3D-RF) composites. Conventionally, volume-weighted averaging of fiber diameters has been utilized as an appropriate microstructural descriptor to predict the static viscous permeability of 3D-RF composites. However, the long wavelength acoustical properties of a 3D-RF composites are also sensitive to the smallest fibers, this is particularly true in the high-frequency regime. In our recent research, we demonstrated that an inverse volume-weighted averaging of fiber diameters can effectively serve as a complementary microstructural descriptor to capture the high-frequency behavior of polydisperse fibrous media. In the present work, we review the identification of two representative volume elements (RVEs) which relies on the reconstruction of 3D-RF composites having volume-weighted and inverse-volume weighted averaged fiber diameters, respectively in the low-frequency and high frequency regimes. We examine the implication of such a weighting procedure on the transport and sound absorbing properties of polydisperse fibrous media, highlighting their potential advantages. Furthermore, we discuss the challenges associated with this research field. Finally, we provide a brief perspective of the future directions and opportunities for advancing this area of study, aiming to overcome challenges and extend the benefits of employing polydispersity as a new lever for the optimization of 3D-RF composites in sound-absorbing materials.Comment: 10 pages, 7 figure

Internal consistency and convergent validity of the International Spinal Cord Injury Quality of Life Basic Data Set at discharge from first rehabilitation

Study design This study is a cross-sectional analysis using data from the Swiss Spinal Cord Injury Cohort Study. Objectives To examine internal consistency and convergent validity of the International Spinal Cord Injury Quality of Life Basic Data Set (QoL-BDS) at discharge from first inpatient rehabilitation. Setting The study was performed at four rehabilitation centers in Switzerland. Methods Participants were Swiss residents aged over 16 years newly diagnosed with traumatic or non-traumatic spinal cord injury (SCI). Measures included the QoL-BDS, World Health Organization Quality of Life (WHOQOL) items, Hospital Anxiety and Depression Scale (HADS), and Spinal Cord Independence Measure III (SCIM). Results A total of 495 participants were included. In all, 57% had a traumatic SCI, 71.1% a motor complete SCI, and 33.3% had tetraplegia. Mean age was 53 (SD = 16.4) years and 68% were male. No floor or ceiling effects were found. Inter-correlations were strong (0.73-0.80) and Cronbach's alpha was good (0.88). QoL-BDS mean scores were 6.4 (SD = 2.2) for life satisfaction, 5.8 (SD = 2.4) for physical health, 6.9 (SD = 2.4) for psychological health, and 6.4 (SD = 2.1) for total QoL. Correlations with reference measures were strongest for QoL-BDS total and WHOQOL general quality of life (r = 0.67), QoL-BDS physical health and WHOQOL health and daily activities (r = 0.64 and 0.53), and QoL-BDS psychological health and HADS depression and anxiety (r = -0.64 and -0.69). SCIM correlated weakly with all QoL-BDS items. Conclusions The QoL-BDS revealed no floor or ceiling effects and demonstrated good internal consistency and convergent validity in individuals with SCI assessed at discharge from first rehabilitation. This study supports the clinical routine use of the QoL-BDS

The Role of Cooperative Extension in Chronic Disease Prevention and Management: Perspectives from Professionals in the Field

Chronic diseases are strongly associated with premature death and increased health care costs. Nearly half of American adults report they have one or more chronic health conditions. Cooperative Extension is calling for refocus to refine and align with broader efforts to promote public health by supporting the prevention and management of chronic disease. The success of this refocus is dependent on a shared vision between funding agencies, stakeholders, and Extension. As part of developing this shared vision, the Chronic Disease Health Implementation Team surveyed 152 Extension administrators, faculty, and Extension Agents/Educators to determine their perception of the role of Extension in chronic disease prevention and management in the next century. Respondents answered the open-ended question, “What role should Cooperative Extension have in working to reduce chronic diseases in America for the next 10, 25, and 100 years? Analysis with grounded theory identified three themes. The respondents perceived the role of Extension professionals as educators and collaborators in chronic disease prevention and management who focus on influencing individuals and environments. As educators, Extension should deliver evidence-based programs to communicate, inform, facilitate, and teach. As collaborators, Extension should facilitate and nurture partnerships to effect changes in chronic disease prevention and management

Cooperative Extension as a Partner in Creating Healthy Communities: An Environmental Scan

health and wellness, chronic disease prevention and management, curriculum, Cooperative Extension, Extension, health programming, Health and Wellness Framework, ECOP Action Team