A Framework for implementing an ML or DL model to improve Intrusion Detection Systems (IDS) in the NTMA context, with an example on the dataset (CSE-CIC-IDS2018)

The objective of this work is to present a framework to be followed to model, test, validate and implement a DL model for anomaly, abuse, malware or botnet detection, with the aim of implementing or improving an Intrusion Detection System (IDS) within the NTMA framework, by means of new machine learning and deep learning techniques, which addresses reliability and processing speed considerations. The said process will be used to perform studies on ML and DL models used for cybersecurity in isolation and in combination to extract conclusions, which can help in the improvement of intrusion detection systems using massive data collection techniques used in Big-Data. The example discussed in this work implemented part of our framework by applying the CNN algorithm on the CSE-CIC-IDS2018 dataset. The results are encouraging for the use of ML in IDS, with an efficiency that exceeds 92% after 30 iterations. Thus, this model remains to be improved and tested on real networks

The effect of multiple micronutrient fortified milk consumption on vitamin D status among school-age children in rural region of Morocco.

Vitamin D deficiency is a health problem in both developed and developing countries. The aim of this study was to determine the effect of multivitamin fortified milk consumption on vitamin D status among children living in the mountainous region of Morocco. 7 to 9 years old children (n=239; 49% of girls vs 51% of boys) have participated in a double blind longitudinal study, where they were divided in two groups: a fortified group who received daily 200 mL of fortified Ultra-High Temperature (UHT) milk enriched with 3μg of vitamin D3 and a non-fortified group who received 200 mL of non-fortified UHT milk with a natural abundance of vitamin D3 (about 1.5µg). Blood samples were collected three times (at baseline, after 4 and 9 months). The average weight, height and BAZ of participants were 22.8±2.6 kg, 121.5±5.2 cm and -0.2±0.6 kg/m² respectively. At baseline, 47.5% of children had a concentration of 25-hydroxyvitamin D (25(OH)D) below 50 nmol/L. At the end of the study the prevalence of vitamin DThe accepted manuscript in pdf format is listed with the files at the bottom of this page. The presentation of the authors' names and (or) special characters in the title of the manuscript may differ slightly between what is listed on this page and what is listed in the pdf file of the accepted manuscript; that in the pdf file of the accepted manuscript is what was submitted by the author

Assessment of Sodium and Potassium Intakes in Children Aged 6 to 18 Years by 24 h Urinary Excretion in City of Rabat, Morocco

Background. The incidence of noncommunicable diseases (NCDs) has greatly increased, mainly due to high level of dietary sodium. Thus, reduction of sodium intake in population has been recognized as one of the most cost-effective strategies to reduce NCDs. The aim of this study was to estimate sodium and potassium consumption in a sample of Moroccan children as a baseline study to implement national strategy for salt intake reduction. Methods. The study was conducted on 131 children aged 6–18 years recruited from Rabat and its region. Sodium excretion and potassium excretion were measured on 24 h urinary collection, and the creatinine excretion was used to validate completeness of urine collections. Results. The average of urinary sodium was 2235.3 ± 823.2 mg/day, and 50% of children consume more than 2 g/d of sodium (equivalent to 5 g/day of salt), recommended by the WHO. However, daily urinary excretion of potassium was 1431 ± 636.5 mg/day, and 75% of children consume less than adequate intake. Sodium consumption increased significantly with age. Of particular interest, 46.7% of children aged 6–8 years and 49.3% of children aged 9–13 years consume more than the corresponding upper limits. Conclusions. Children have high sodium and low potassium status. There is evidence of the urgent need to implement a strategy for reduction of dietary sodium intake in Morocco

The Declaration of Istanbul on Organ Trafficking and Transplant Tourism.

Organ commercialism, which targets vulnerable populations (such as illiterate and impoverished persons, undocumented immigrants, prisoners, and political or economic refugees) in resource-poor countries, has been condemned by international bodies such as the World Health Organization for decades. Yet in recent years, as a consequence of the increasing ease of Internet communication and the willingness of patients in rich countries to travel and purchase organs, organ trafficking and transplant tourism have grown into global problems. For example, as of 2006, foreigners received two-thirds of the 2000 kidney transplants performed annually in Pakistan. The Istanbul Declaration proclaims that the poor who sell their organs are being exploited, whether by richer people within their own countries or by transplant tourists from abroad. Moreover, transplant tourists risk physical harm by unregulated and illegal transplantation. Participants in the Istanbul Summit concluded that transplant commercialism, which targets the vulnerable, transplant tourism, and organ trafficking should be prohibited. And they also urged their fellow transplant professionals, individually and through their organizations, to put an end to these unethical activities and foster safe, accountable practices that meet the needs of transplant recipients while protecting donors. Countries from which transplant tourists originate, as well as those to which they travel to obtain transplants, are just beginning to address their respective responsibilities to protect their people from exploitation and to develop national self-sufficiency in organ donation. The Declaration should reinforce the resolve of governments and international organizations to develop laws and guidelines to bring an end to wrongful practices. "The legacy of transplantation is threatened by organ trafficking and transplant tourism. The Declaration of Istanbul aims to combat these activities and to preserve the nobility of organ donation. The success of transplantation as a life-saving treatment does not require-nor justify-victimizing the world's poor as the source of organs for the rich" (Steering Committee of the Istanbul Summit)