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Optimal Deep Learning Based Ransomware Detection and Classification in the Internet of Things Environment

Computer Systems Science & Engineering 2023年第9期46卷 3087-3102页

作者： manal Abdullah Alohali Muna Elsadig Fahd N.Al-Wesabi Mesfer Al Duhayyim Anwer Mustafa Hilal Abdelwahed Motwakel Department of Information Systems College of Computer and Information SciencesPrincess Nourah bint Abdulrahman UniversityP.O.Box 84428Riyadh11671Saudi Arabia Department of Computer Science College of Science&Art at MahayilKing Khalid UniversitySaudi Arabia Department of Computer Science College of Sciences and Humanities-AflajPrince Sattam bin Abdulaziz UniversitySaudi Arabia Department of Computer and Self Development Preparatory Year DeanshipPrince Sattam bin Abdulaziz UniversityAlKharjSaudi Arabia

With the advent of the Internet of Things(IoT),several devices like sensors nowadays can interact and easily share *** the IoT model is prone to security concerns as several attackers try to hit the network and make it *** such scenarios,security concern is the most *** models were intended to address these security problems;still,several emergent variants of botnet attacks like Bashlite,Mirai,and Persirai use security *** malware classification and detection in the IoT model is still a problem,as the adversary reliably generates a new variant of IoT malware and actively searches for compromise on the victim *** article develops a Sine Cosine Algorithm with Deep Learning based Ransomware Detection and Classification(SCADL-RWDC)method in an IoT *** the presented SCADL-RWDCtechnique,the major intention exists in recognizing and classifying ransomware attacks in the IoT *** SCADL-RWDC technique uses the SCA feature selection(SCA-FS)model to improve the detection ***,the SCADL-RWDC technique exploits the hybrid grey wolf optimizer(HGWO)with a gated recurrent unit(GRU)model for ransomware classification.A widespread experimental analysis is performed to exhibit the enhanced ransomware detection outcomes of the SCADL-RWDC *** comparison study reported the enhancement of the SCADL-RWDC technique over other models.

关键词： Security IoT network ransomware attack deep learning metaheuristics

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Bibliometric mapping of solid lipid nanoparticles research(2012–2022)using VOSviewer

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Medicine in Novel Technology and Devices 2023年第1期17卷 132-140页

作者： Siddig Ibrahim Abdelwahab manal Mohamed Elhassan Taha Sivakumar S.Moni Abdulrahman A.Alsayegh Medical Research Centre Jazan UniversityJazanP.O.Box 45142Saudi Arabia Department of Pharmaceutics College of PharmacyJazan UniversityJazan45142Saudi Arabia Department of Clinical Nutrition College of Applied Medical SciencesJazan UniversityJazan45142Saudi Arabia

Nanotechnology is a rapidly expanding discipline,and solid lipid nanoparticles(SLN)are at the forefront of this *** offer various possible clinical and pharmaceutical research applications and numerous other fields.A quantitative review technique called bibliometric analysis uses statistics,data mining,and mathematics to find emerging trends in a particular academic *** is currently more widely utilized and is employed in many academic *** a result,the current study looked through Scopus-indexed research documents on SLNs from 2012 to 2022 to assess the growth and expansion of this body of knowledge and predict its course in the *** VOSviewer package and Scopus Analytics were used to conduct the bibliometric *** offers two distinct viewing modes:network and overlay visualization.A total of 3768 journal articles(n=3709)and conference papers(n=59)were *** number of research documents published by 12,367 authors was steadily increasing *** therapy,development and detection methods,bioavailability,and controlled release have been important research ***,E.B.,of the University of Porto in Portugal,is considered the most prolific and frequently cited *** University(India)is the top-publishing *** is the leading country in the number of publications and research *** International Journal of Pharmaceutics is the top *** current results keep pace with global scientific efforts in nanotechnology and successfully integrate them into the pharmaceutical industry.

关键词： Solid lipid nanoparticles Bibliometric analysis Scientific mapping Knowledge structure Performance analysis

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Endometrial Injury and Sub Endometrial Doppler Study to Predict Uterine Receptivity in Women with Unexplained Infertility: A Randomized Controlled Trial

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Open Journal of Obstetrics and Gynecology 2019年第6期9卷 867-877页

作者： manal A. Farahat Mona Omar Obstetrics & Gynecology Department Faculty of Medicine Tanta University Tanta Egypt

Objectives: The aim of this work was to compare the effectiveness and safety of endometrial scratching at different times of the menstrual cycle on cumulative pregnancy rate and also to assess and clarify its relationship and effect on sub-endometrial vasculature blood flow by Doppler ultrasound, in cases of unexplained infertility attempting to conceive spontaneously (without ovulation induction). Study Design: A prospective randomized clinical control study. Patients and Methods: A total of 252 eligible participants were included in the study and randomly allocated using block randomization into three groups: Group A (n = 84): endometrial scratching was performed during the pre-ovulatory days and Group B (n = 84): endometrial scratching has been done at day 7 of the cycle. Group C (control group): includes 84 cases without endometrial scratching. The Doppler ultrasound will be done. The pulsatility index (PI) and resistance index (RI) of endometrial and sub endometrial arteries were calculated. All women were followed up to 3 months. Results: Cumulative pregnancy rate is 21.42% and 28.57% in the study groups A and B respectively which is higher than group C (control group) (4.76%) but with statistically insignificant P-value = 0.254. There is statistically significant difference in RI & PI between the studied groups and the control group on day 13 (P value < 0.001). There is statistically significant difference in PI between day 13 and day 6 for the same group in both groups (A&B) (P value < 0.003), while there is no statistically significant difference in Group C (P value = 0.156). Conclusion: Endometrial scratching is a cost-effective and easy technique which may improve clinical pregnancy rates and endometrial blood flow in women with unexplained infertility.

关键词： Endometrial Injury Doppler Unexplained Infertility Pregnancy Rate

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Optimal Deep Belief Network Enabled Cybersecurity Phishing Email Classification

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Computer Systems Science & Engineering 2023年第3期44卷 2701-2713页

作者： Ashit Kumar Dutta T.Meyyappan Basit Qureshi Majed Alsanea Anas Waleed Abulfaraj manal M.Al Faraj Abdul Rahaman Wahab Sait Department of Computer Science and Information Systems College of Applied SciencesAlMaarefa UniversityAd DiriyahRiyadh13713Kingdom of Saudi Arabia Department of Computer Science Alagappa UniversityKaraikudi630003India Department of Computer Science Prince Sultan UniversityRiyadh11586Kingdom of Saudi Arabia Department of Computing Arabeast CollegesRiyadh11583Kingdom of Saudi Arabia Department of Information Systems Faculty of Computing and Information TechnologyKing Abdulaziz UniversityJeddah23613Kingdom of Saudi Arabia Department of Archives and Communication King Faisal UniversityAl AhsaHofuf31982Kingdom of Saudi Arabia

Recently,developments of Internet and cloud technologies have resulted in a considerable rise in utilization of online media for day to day *** results in illegal access to users’private data and compromises *** is a popular attack which tricked the user into accessing malicious data and gaining the *** identification of phishing emails can be treated as an essential process in the domain of *** article focuses on the design of bio-geography based optimization with deep learning for Phishing Email detection and classification(BBODL-PEDC)*** major intention of the BBODL-PEDC model is to distinguish emails between legitimate and *** BBODL-PEDC model initially performs data pre-processing in three levels namely email cleaning,tokenization,and stop word ***,TF-IDF model is applied for the extraction of useful feature ***,optimal deep belief network(DBN)model is used for the email classification and its efficacy can be boosted by the BBO based hyperparameter tuning *** performance validation of the BBODL-PEDC model can be performed using benchmark dataset and the results are assessed under several *** comparative studies reported the superior outcomes of the BBODL-PEDC model over the recent approaches.

关键词： Cybersecurity phishing email data classification deep learning biogeography based optimization hyperparameter tuning

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Omission of the Bladder Flap Suggests Short Term and Long Term Benefits

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Open Journal of Obstetrics and Gynecology 2019年第5期9卷 566-577页

作者： Mona Omar manal A. Farahat Tanta University Faculty of Medicine Department of Obstetrics and Gynecology Tanta Egypt

Background: Cesarean section is now the most common major surgical procedure performed on women worldwide. With the increasing numbers of cesarean sections, there is the need to utilize evidence based techniques to optimize outcomes and minimize complications. We hypothesize that omission of the bladder flap in both primary and repeat cesarean sections will be associated with shorter operating time without a significant increase in intraoperative and postoperative complications. Methods: 550 patients were enrolled in the study. They were randomly allocated in the 2 groups to evaluate the effects of cancelling the bladder dissection. Results: Significant reduction of the total operating time (p = 0.01), skin to delivery time (p = 0.02) and micro-hematuria (p = 0.01) in group with bladder omission. Long term result: Including more bladder adhesion and fibrosis in the cases with bladder dissection. Conclusions: Omission of the bladder dissection achieved short-term advantages as regards reduction of operating time, incision-delivery duration and decreased blood loss as well as long-term effects include different in the bladder adhesion.

关键词： Cesarean Section Bladder Flap Adhesion Operative Time

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Significance of serum leptin and adiponectin levels in Egyptian patients with chronic hepatitis C virus associated hepatic steatosis and fibrosis

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World Journal of Hepatology 2013年第2期5卷 74-81页

作者： Tarek E Korah Sawsan El-Sayed Maathir K ElShafie Ghada E Hammoda manal A Safan Department of Internal Medicine Faculty of MedicineMenoufiya University32511 MenoufiyaEgypt Department of Tropical Medicine Faculty of MedicineMenoufiya University32511 MenoufiyaEgypt Department of Medical Biochemistry Faculty of MedicineMenoufiya University32511 MenoufiyaEgypt

AIM:To study serum levels of leptin and adiponectin in patients with chronic hepatitis C virus infection genotype-4(HCV-4) related steatosis and ***:We prospectively studied 45 untreated men with chronic HCV-4,with proven steatosis(group Ⅰ,30 patients),and fibrosis(group Ⅱ,15 patients),on liver *** addition,15 healthy men(group Ⅲ),matched for age,and body mass index were ***,we excluded another five patients with steatohepatitis,and six patients with *** measured total serum leptin and adiponectin levels,as potential predictors for liver steatosis and ***,a correlation between these adipokines and various clinical and laboratory data were *** subjects were selected from Tropical and Internal medicine departments,Menoufiya University Hospital,Menoufiya,Egypt,during the period from February 2010 to August ***:In group Ⅰ,severity of hepatic steatosis was mild,moderate,and severe,in 19 patients(63.5%),8 patients(26.5%),and 3 patients(10%),*** contrast,in group Ⅱ,hepatic fibrosis was found to be in stage 1,2,and 3,in 6 patients(40%),in 6 patients(40%),and in 3 patients(20%),*** comparing group Ⅰ with group Ⅱ,there was a significant decrease in serum adiponectin levels(131.4 ± 7.91 pg/mL vs 436 ± 9.75 pg/mL,P 0.05).However,in the same group,when compared with group Ⅲ,there was a significant increase in serum leptin levels(34.69 ± 7.69 ng/mL vs 10.69 ± 0.84 ng/mL,P < 0.001),while there was a significant decrease in serum adiponectin levels(131.4 ± 7.91 pg/mL vs 342.4 ± 44.48 pg/mL,P < 0.001).In contrast,in group Ⅱ,when compared with group Ⅲ,there was a significant increase in serum leptin and adiponectin levels(35.17 ± 1.06 ng/mL vs 10.69 ± 0.84 ng/mL,P < 0.001,and 436 ± 9.75 pg /mL vs 342.4 ± 44.48 pg/mL,P < 0.05,respectively),while the

关键词： Leptin Adiponectin Hepatitis C virus Hepatic steatosis Hepatic fibrosis

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High platelet distribution width can independently predict testicular survival in testicular torsion among patients with steady-state sickle cell anemia

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World Journal of Pediatric Surgery 2022年第1期5卷 12-17页

作者： Essa A Adawi Mazen Ahmed Ghanem Ahmed Mazen Ghanem manal A Safan Mohamed G Elsayed Mohammed A Aqeel Urology Jazan UniversityJazanSaudi Arabia Urology Menoufia University Faculty of MedicineAI Rehab CityNew CairoEgypt GP Cairo University Kasr Alainy Faculty of MedicineAI Rehab CityNew CairoEgypt Department of Medical Biochemistry and Molecular Biology Menoufia University Faculty of MedicineAI Rehab CityNew CairoEgypt Pediatric Surgery Jazan UniversityJazanSaudi Arabia Department of Anesthesia and Critical Care Jazan UniversityJazanSaudi Arabia

Objective This study aimed to evaluate the predictive value of platelet volume indices(PVI),such as mean platelet volume(MPV),platelet distribution width(PDW),and plateletcrit(PCT),as prognostic indicators of testicular viability in torsion patients with steady-state sickle cell anemia(SCA)who underwent surgical *** Forty-eight patients with SCA with testicular torsion and 46 male control subjects were enrolled in the *** patients underwent scrotal color Doppler ultrasonography before surgery,and PVI(MPV,PDW,and PCT)values were measured in all *** duration and testicular volume were also *** The testicular salvage rate in patients with SCA was 73%after *** showed that MPV,PDW,and PCT values were significantly higher in torsed SCA as compared with controls(p<0.05).Orchiectomy in patients with SCA showed significantly higher MPV,PDW,and PCT values than the orchiopexy group(p<0.05).The MPV values of orchiectomy patients showed a higher significant cut-off of≥11.5 fL,which is higher than in torsed patients without SCA,as an indicator of testis *** also demonstrated a higher significant cut-off of≥12.7 fL for detorsion outcomes in patients with *** duration of less than 7 hours was also significantly correlated with orchiopexy(p≤0.001).Univariate analysis showed that higher MPV,increased PDW,and symptom duration were indicative of the outcome of testicular detorsion in *** analysis showed that increased PDW and symptom duration are prognostic parameters for testicular viability in *** Increased PDW and symptom duration can be used as parameters for predicting testicular detorsion outcomes in patients with steady-state SCA.

关键词： patients anemia torsion

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Association of E-cadherin (CDH1) gene polymorphisms and gastric cancer risk

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World Journal of Gastroenterology 2010年第27期16卷 34332-3436页

作者： Mansour S Al-Moundhri manal Al-Khanbashi Mohammed Al-Kindi Maryam Al-Nabhani Ikram A Burney Abdulaziz Al-Farsi Bassim Al-Bahrani Medical Oncology Unit Department of MedicineCollege of Medicine and Health SciencesSultan Qaboos University Department of Clinical Genetics College of Medicine and Health SciencesSultan Qaboos University Department of Biochemistry College of Medicine and Health SciencesSultan Qaboos University National Oncology Center Royal Hospital

AIM:To investigate the associations between CDH1 gene polymorphisms and gastric cancer(GC) risk ***:We analyzed four CDH1 polymorphisms(+54 T>C,-160 C>A,-616 G>C,-3159 T>C) in an Omani population,by extraction of genomic DNA from the peripheral blood of 192 patients with GC and 170 control participants and performed CDH1 genotyping using DNA ***:CDH1-160-AA genotype was associated with an increased risk of GC(OR = 3.6,95% CI:1.1-11.8)(P = 0.03).There was no significant association between the other polymorphisms and GC *** haplotype analysis of +54 T>C,-160 C>A,-616 G>C,-3159 T>C genotypes revealed that the OR of CCGC and CAGC haplotypes was 1.5(95% CI:0.7-3.5) and 1.5(95% CI:0.2-3.0),but did not reach statistical ***:The current study suggests that the-160 AA genotype was associated with an increased risk of GC in Oman.

关键词： Gastric cancer Polymorphism CDH1

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Software Project Management Approaches for Global Software Development： A Systematic Mapping Study

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Tsinghua Science and Technology 2018年第6期23卷 690-714页

作者： manal El Bajta Ali Idri Joaquín Nicolás Ros José Luis Fernández-Alemán Juan Manuel Carrillo de Gea Félix García Ambrosio Toval Software Project Management Research Team Ecole Nationale SuperieuredInformatique et d'Analyse des Systemes (ENSIAS)Mohammed V University Rabat 713 Morocco Department of Informaticay Sistemas University of Murcia Murcia 30100 Spain ALARCOS Research GroupDepartment of Information Systems and Technologies University of Castilla-La Mancha (UCLM) Ciudad Real13071 Spain

Global Software Development （GSD） is a well established field of software engineering with the benefits of a global environment. Software Project Management （SPM） plays a key role in the success of GSD. As a result, the need has arisen to study and evaluate the downsides of SPM for GSD, to thereby pave the way for the development of new methods, techniques, and tools with which to tackle them. This paper aims to identify and classify research on SPM approaches for GSD that are available in the literature, to identify their current weaknesses and strengths, and to analyze their applications in industry. We performed a Systematic Mapping Study （SMS） based on six classification criteria. Eighty-four papers were selected and analyzed. The results indicate that interest in SPM for GSD has been increasing since 2006. As a class of approaches, the most frequently reported methods （40%） are those used for coordination, planning, and monitoring, along with estimation techniques that can be used to better match a distributed project. SPM for GSD requires further investigation by researchers and practitioners, particularly with respect to cost and time estimations. These findings will help overcome the challenges that must to be considered in future SPM research for GSD, especially regarding collaboration and time-zone differences.

关键词： Software Project Management (SPM) Global Software Development (GSD) SPM approaches Systematic Mapping Study (SMS)

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Occult hepatitis B virus infection among Egyptian blood donors

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World Journal of Hepatology 2013年第2期5卷 64-73页

作者： Zeinab N Said manal H El Sayed Iman I Salama Enas K Aboel-Magd Magda H Mahmoud Maged El Setouhy Faten Mouftah manal B Azzab Heidi Goubran Amal Bassili Gamal E Esmat Microbiology and Immunology Department Faculty of Medicine(for Girls)AlAzhar University11511 CairoEgypt Pediatric Department Hematology/Oncology DivisionFaculty of MedicineAin Shams University11511 CairoEgypt Community Medicine Department National Research Center12411 GizaEgypt Ain-Shams Maternity and Women's University Hospital 11511 CairoEgypt Community Enviromental and Occupational Medicine DepartmentFaculty of MedicineAin Shams University11511 CairoEgypt National Blood Transfusion Center 11511 CairoEgypt TB Surveillance officer STB/WHO/EMRO.Focal pointTropical Disease Research11511 CairoEgypt Tropical Medicine Department Faculty of Medicine-Cairo University11511 CairoEgypt

AIM:To identify blood donors with occult hepatitis B virus(HBV) infection(OBI) to promote safe blood ***:Descriptive cross sectional study was conducted on 3167 blood donors negative for hepatitis B surface antigen(HBsAg),hepatitis C antibody(HCV Ab) and human immunodeficiency virus *** were subjected to the detection of alanine aminotransferase(ALT) and aspartate transaminase(AST) and screening for anti-HBV core antibodies(total) by two different techniques;[Monoliza antibodies to hepatitis B core(Anti-HBc) Plus-Bio-Rad] and(ARC-HBc total-ABBOT).Positive samples were subjected to quantitative detection of antibodies to hepatitis B surface(anti-HBs)(ETI-AB-AUK-3,Dia Sorin-Italy).Serum anti-HBs titers > 10 IU/L was considered *** HBV DNA by real time polymerase chain reaction(PCR)(QIAGEN-Germany) with 3.8 IU/mL detection limit was estimated for blood units with negative serum anti-HBs and also for 32 whose anti-HBs serum titers were > 1000 IU/***,265 recipients were included,34 of whom were followed up for 3-6 *** were investigated for ALT and AST,HBV serological markers:HBsAg(ETI-MAK-4,Dia Sorin-Italy),anti-HBc,quantitative detection of anti-HBs and ***:525/3167(16.6%) of blood units were positive for total anti-HBc,64% of those were antiHBs *** by ARCHITECT anti-HBc assay were carried out for 498/525 anti-HBc positive samples,where 451(90.6%) confirmed *** for anti-HBc was considered confirmed only if two positive results were obtained for each sample,giving an overall prevalence of 451/3167(14.2%) for total *** DNA was quantified by real time PCR in 52/303(17.2%) of anti-HBc positive blood donors(viral load range:5 to 3.5 x 105 IU/mL) with a median of 200 IU/mL(mean:1.8 x 104 ± 5.1 x 104 IU/mL).AntiHBc was the only marker in 68.6% of *** and multivariate logistic analysis for identifying risk factors associated with anti-HBc and HBV-DNA positivity a

关键词： Hepatitis B virus Total anti-HBc Occult hepatitis B virus infection Hepatitis B surface antigen Hepatitis B virus-DNA

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