Look, Listen, and Attack: Backdoor Attacks Against Video Action Recognition

Deep neural networks (DNNs) are vulnerable to a class of attacks called "backdoor attacks", which create an association between a backdoor trigger and a target label the attacker is interested in exploiting. A backdoored DNN performs well on clean test images, yet persistently predicts an attacker-defined label for any sample in the presence of the backdoor trigger. Although backdoor attacks have been extensively studied in the image domain, there are very few works that explore such attacks in the video domain, and they tend to conclude that image backdoor attacks are less effective in the video domain. In this work, we revisit the traditional backdoor threat model and incorporate additional video-related aspects to that model. We show that poisoned-label image backdoor attacks could be extended temporally in two ways, statically and dynamically, leading to highly effective attacks in the video domain. In addition, we explore natural video backdoors to highlight the seriousness of this vulnerability in the video domain. And, for the first time, we study multi-modal (audiovisual) backdoor attacks against video action recognition models, where we show that attacking a single modality is enough for achieving a high attack success rate

Type 1 and Type 2 Diabetes among Youths in Jordan: Incidence and Trends for the period (2011-2016)

This study aimed at analyzing the incidence of Type 1 and Type 2 diabetes among youths in Jordan for the period (2011-2016), the researchers adopted the survey methodology for the period of five years from the records of the medical centers (public and private) in Jordan. Also investigated the differences between Type 1 and Type 2 diabetes in diagnosis and treatments. Results showed significant upward trend in the incidence of type 1 diabetes was observed overall with considerable variation across demographic subgroups of age, sex. And also showed among youths who were 10 to 19 years of age, unadjusted models revealed significant increases in the incidence of type 2 diabetes with increases observed across all age and sex

Pattern of Strabismus in Children and Adolescents in Hail, KSA

Background: Strabismus (Squint), abnormal ocular alignment could occur constantly or intermittently. Double vision, poor vision or abnormal head positioning may accompany it. A child with squint may stop using the affected eye. This can lead to visual loss, which can become permanent unless treated early in childhood. Objective: to estimate the prevalence of squint, types and treatment characteristics in the studied children and adolescents in Hail city, Saudi Arabia. Methods: A cross-sectional study conducted in Hail city, Saudi Arabia. The study included 299 participants; 148 male and 151 female children and adolescents from 6 months to 19 years. The study period was from 1 January to 30 May 2018. Data collected by personal interview using a pre-designed questionnaire, which distributed among mothers of children and adolescents to be self-reported. Results: Squint found in 17.1% of the studied sample. Squint was right sided in 37.3% of the cases, left sided in also 37.3% and in both eyes in 25.5% of the studied cases. About half (47.1%) of cases had inward squint (esotropia) and 15.7% outward squint (exsotropia), 21.6% of the cases had Intermittent squint and 52.2% had permanent squint. In most (70.7%) of cases, squint affected the visual acuity. As regards treatment, 45.1% received medical treatment and 13.7% received surgical treatment. Only 19.6% of cases completely cured and 39.2% had recurrence. There was insignificant relation with sex, squint in parents, other hereditary diseases and consanguinity between parents (P>0.05). Conclusion: in this study, the prevalence of squint in the studied children and adolescents in Hail city, Saudi Arabia was 17.1%. No significant difference between males and females. After treatment, only 19.6% of cases completely cured and 39.2% had recurrence. Health education of the public about importance of early treatment is mandatory. Keywords: Squint; strabismus; prevalence; types; Hail; Saudi Arabia

Oral semaglutide adequate glycaemia control with safe cardiovascular ‎profile

BackgroundType 2 diabetes is a chronic and progressive disease that ‎associated with series complication such as major adverse ‎cardiovascular events. Adequate glycaemic control proven ‎to reduce this risk. Orally administered semaglutide ‎promising medication in managing patient with type 2 ‎diabetes.‎AimsTo assess the cardiovascular safety and efficacy of semaglutide, a recently approved glucagon-like peptide 1 receptor agonist (GLP-1 RA) for type 2 diabetes.Methods Pub Med, ‎Google Scholar, and EBSCO ‎ databases were ‎systematically search for relevant articles. The terms‎ diabetes‎, Glucagon-like peptide, semaglutide‎ were used. Out of hundred twenty-two records, only ‎four fulfilled ‎the inclusion criteria.Results Four placebo-controlled studies with oral semaglutide ‎were included. Single study concern about the cardiovascular safety of oral semaglutide ‎and showed that, ‎compared with placebo, semaglutide ‎ was not associated ‎with increased in the cardiovascular events. On the other ‎hand, the remaining trials shown that, semaglutide ‎ can ‎effectively control the blood glucose as evident by ‎reduction in HA1c.ConclusionOral semaglutide can effectively and safely lower blood glucose without increase in the major adverse ‎cardiovascular events‎‎ (MACE).

Role of Nemolizumab and Omalizumab in management of atopic dermatitis: A review

BackgroundNemolizumab (CIM331) is a monoclonal antibody that binds the IL-31 receptor α component. This inhibits IL-31 from acting on neurons that constrains the initialization of the sense of pruritus in cases of atopic dermatitis.AimsTo summarize the results of reported studies evaluating the role of nemolizumab and omalizumab in management of atopic dermatitis.Methods This is a systematic review was carried out, including PubMed, Google Scholar, and EBSCO that examining randomized controlled trials, observational, and experimental studies which study role of nemolizumab in management of atopic dermatitis.Results The review included 8 randomized studies reported efficacy of both nemolizumab and omalizumab for management of atopic dermatitis.ConclusionOther studies with large numbers of patients with AD are necessary to define the adverse effects of both drugs in the treatment of AD

Efficacy of tranexamic acid administration in traumatic brain injury patients: A review

BackgroundAnti-fibrinolytic medications decrease traumatic intracranial haemorrhage (ICH). Tranexamic acid (TXA) is an anti-fibrinolytic, which recently has shown effectiveness in management of traumatic haemorrhage‎.AimsTo summarize the randomized control trials (RCTs) that evaluate the efficacy of tranexamic acid administration in traumatic brain ‎injury (TBI) patients‎.‎Methods An electronic literature review, including PubMed, Google Scholar, and EBSCO that examining RCTs, observational, and experimental studies which study the efficacy of TXA administration in (TBI) patients.ResultsThe current review included 7 randomized studies reported the efficacy of TXA in management of TBI. TXA limit secondary brain injury by preventing the expansion of ICH. Administration of TXA exhibited a tendency to decrease head trauma-related mortality.ConclusionTXA significantly lower the risk of ICU expansion m and prevent brain injury related deaths

The medical and biochemical knowledge of health care professionals regarding the management of MERS-CoV: lessons from 2019 pilgrimage season in Al-Madinah, Saudi Arabia: A cross-sectional study

Background: Middle East respiratory syndrome coronavirus (MERS-CoV) epidemic was a serious healthcare concern not responding to conventional anti-viral therapies between 2012 and 2017 with high fatality rates. Saudi Arabia is still among the best world examples in combating both MERS-CoV and COVID-19 pandemics. Objectives: Investigating the medical and biochemical knowledge of healthcare professionals in Al-Madinah, Saudi Arabia on preventive, diagnostic and therapeutic measures against MERS-CoV epidemic. Subjects and methods: In 2019, this cross-sectional study included 416 healthcare personnel of which 402 participants answered the questions with a response rate of 96.7%. Specialties of participants were medical students (1.4%), physicians (64.4%), nurses (23.6%) and others (10.7%). Results: The vast majority of the investigated healthcare personnel gave the right answers. 96.7% of the participants answered that washing hands using water helps prevent MERS-CoV. 90.8% of the participants answered that wearing a clean non-sterile long-sleeved gown and gloves does helps prevent MERS-CoV infection. 94.7% of participants answered that using alcohol-based hand rub helps prevent MERS-CoV infection. 92.03% of the participants thought that wearing protective equipment does help preventing MERS-CoV infection. 86.1% answered that there is no vaccine available against MERS-CoV infection and 86.1% answered that taking vaccines is suitable for preventing MERS-CoV infection. 90.04% of the participants answered that MERS-CoV patients should be diagnosed using PCR and 84.3% thought that the highest levels of anti-CoV antibodies are in abattoir workers while 87.8% thought that isolation of suspected cases helps preventing MERS-CoV infection. Conclusion: The investigated healthcare workers had a satisfactory knowledge on the preventive and therapeutic measures and biochemical knowledge against MERS-CoV epidemic at mass gatherings as pilgrimage season

Overcoming the Digital Divide: Implementing ICT Learning in Al-Ula District

This study investigated the use of information and communication technology (ICT) within the Al-Ula school district of Saudi Arabia. This study was guided by the Tearle’s (2004) theoretical and instrumental framework for implementing change in ICT, which focuses on the individual, organizational, practical/material, and change implementation process factors relevant to ICT usage within organizations. Participants for this study were teachers and principals in the Al-Ula school district who had experience using ICT within their schools. Data consisted of interviews and surveys with these participants, which were analyzed qualitatively. The central questions of this study were: In what ways do teachers use or not use technology in Al-Ula schools? What do teachers and principals identify as the challenges to implementing educational technology in Al-Ula schools? What are teachers’ and principals’ recommendations to these challenges? Findings showed how district employees currently used ICT, ways they felt ICT use could be improved, and multiple barriers to ICT implementation at the organizational, practical/material, and individual level, including a lack of resources, training, policy, and plan for ICT implementation