A machine learning-based early forest fire detection system utilizing vision and sensors’ fusion technologies

The paper aims at utilizing machine learning (ML) towards designing an early warning forest fire detection system. With the aid of the Internet of Things (IoT) and smart edge computing, an embedded system that utilizes sensors’ fusion technology, machine vision and ML to early detect forest fire has been proposed. Different from most of the proposed fire detection systems in the literature, which either utilize vision or sensors’-based approaches to detect the fire, the proposed system utilizes both approaches jointly, which in turn will make it more accurate for fire detection. Furthermore, this paper focuses on implementing the proposed system utilizing a smart edge node and discusses the incurred technical challenges and how they have been solved.This work has been in part supported by King Abdullah II Fund for development. Grant No.2022/6 and Jordan Design and Development Bureau(JODDB).info:eu-repo/semantics/publishedVersio

Dietary Vitamin E as a Protective Factor for Parkinson's Disease: Clinical and Experimental Evidence

Effective disease-modifying treatments are an urgent need for Parkinson's disease (PD). A putative successful strategy is to counteract oxidative stress, not only with synthetic compounds, but also with natural agents or dietary choices. Vitamin E, in particular, is a powerful antioxidant, commonly found in vegetables and other components of the diet. In this work, we performed a questionnaire based case-control study on 100 PD patients and 100 healthy controls. The analysis showed that a higher dietary intake of Vitamin E was inversely associated with PD occurrence independently from age and gender (OR = 1.022; 95% CI = 0.999–1.045; p < 0.05), though unrelated to clinical severity. Then, in order to provide a mechanistic explanation for such observation, we tested the effects of Vitamin E and other alimentary antioxidants in vitro, by utilizing the homozygous PTEN-induced kinase 1 knockout (PINK1−/−) mouse model of PD. PINK1−/− mice exhibit peculiar alterations of synaptic plasticity at corticostriatal synapses, consisting in the loss of both long-term potentiation (LTP) and long-term depression (LTD), in the absence of overt neurodegeneration. Chronic administration of Vitamin E (alpha-tocopherol and the water-soluble analog trolox) fully restored corticostriatal synaptic plasticity in PINK1−/− mice, suggestive of a specific protective action. Vitamin E might indeed compensate PINK1 haploinsufficiency and mitochondrial impairment, reverting some central steps of the pathogenic process. Altogether, both clinical and experimental findings suggest that Vitamin E could be a potential, useful agent for PD patients. These data, although preliminary, may encourage future confirmatory trials

Comments on: “Transcranial Direct Current Stimulation for Obsessive-Compulsive Disorder: A Systematic Review”

Dear Editor, Brunelin et al. [1] recently conducted a systematic review that evaluated the effect of applied transcranial direct current stimulation (tDCS) on patients with obsessive compulsive disorder (OCD).[...

Effects of Transcranial Direct Current Stimulation on Sleep in Athletes: A Protocol of a Randomized Controlled Trial

Background: Sleep disturbances are common among athletes. There is recently a growing interest in improving sleep quality by using noninvasive brain stimulation techniques such as transcranial direct current stimulation (tDCS). We hypothesized that bilateral dorsolateral prefrontal cortex anodal tDCS could improve sleep in different sports athletes. A randomized controlled trial is to be conducted to test this hypothesis. Methods: Eighty-four athletes are selected based on specific eligibility criteria and randomly allocated to the intervention or control group. Each participant will receive a 20-min session of bilateral anodal tDCS with an intensity of 1.5 mA (0.057 mA/cm2) in density 3 times a week for 2 weeks. The tDCS current will be delivered only for 30 seconds in the control group. This study’s outcome is a set of subjective and objective sleep parameters. Conclusion: This study assessed the effect of a novel tDCS protocol represented by bilateral anodal stimulation and may result in important advances in sleep management among athletes. Because of the high incidence and impact of athletes’ poor sleep quality, it is particularly important to explore effective interventions. Trial Registration: ClinicalTrials.gov: NCT05318352

Therapeutic interventions for Pisa syndrome in idiopathic Parkinson's disease. A Scoping Systematic Review

Pisa syndrome (PS) is a postural deformity characterized by marked and reversible lateral trunk flexion. PS can be seen in Parkinson's disease (PD) and several neurodegenerative diseases. A scoping systematic review was conducted to view the therapeutic interventions for PS in PD, their effectiveness, outcome measurements, and related cofactors. Databases and manual searches were performed. Studies that evaluate the effect of interventions on PS were included. Data were extracted and categorized by the main applied therapeutic intervention. A total of 19 published and 2 unpublished studies met the inclusion criteria. Wall and traditional goniometer, kinematic analysis, and clinical observations were used to detect PS. The included studies applied the following therapeutic protocols: Deep brain stimulation (DBS), Botulinum toxin injection, posture exercises, lidocaine injection, oculomotor correction, and spinal cord stimulation. The outcomes measurements of the included studies were linked to International Classification of Functioning, Disability and Health (ICF) model. The therapeutic interventions variously improve PS outcomes at short and long-term follow-up. The interventions did not report side effects or adverse events except DBS. PS severity was related to the DBS voltage amount in one study, and one participant in another study relapsed due to DBS. There are missing reported data in terms of participants' characteristics, medication status, and side effects. The current evidence shows the available interventions for PS, outcomes measurements, and related cofactors. The interventions may be safe and beneficial for PS. Further powerful studies are required