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Time and Space Efficient Multi-Model Convolution Vision Transformer for Tomato Disease Detection from Leaf Images with Varied Backgrounds

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Computers, Materials & Continua 2024年第4期79卷 117-142页

作者： Ankita Gangwar Vijaypal Singh Dhaka Geeta Rani Shrey Khandelwal ester Zumpano Eugenio Vocaturo Department of Computer and Communication Engineering Manipal University JaipurJaipurIndia Department of IoT and Intelligent Systems Manipal University JaipurJaipurIndia Department of Computer Engineering ModellingElectronics and Systems(DIMES)University of CalabriaRende(Cosenza)Italy National Research Council Institute of Nanotechnology(NANOTEC)Rende(Cosenza)Italy

A consumption of 46.9 million tons of processed tomatoes was reported in 2022 which is merely 20%of the total *** increase of 3.3%in consumption is predicted from 2024 to *** are also rich in iron,potassium,antioxidant lycopene,vitamins A,C and K which are important for preventing cancer,and maintaining blood pressure and glucose ***,tomatoes are globally important due to their widespread usage and nutritional *** face the high demand for tomatoes,it is mandatory to investigate the causes of crop loss and minimize *** are one of the major causes that adversely affect crop yield and degrade the quality of the tomato *** leads to financial losses and affects the livelihood of ***,automatic disease detection at any stage of the tomato plant is a critical *** learning models introduced in the literature show promising results,but the models are difficult to implement on handheld devices such as mobile phones due to high computational costs and a large number of ***,most of the models proposed so far work efficiently for images with plain backgrounds where a clear demarcation exists between the background and leaf ***,the existing techniques lack in recognizing multiple diseases on the same *** address these concerns,we introduce a customized deep learning-based convolution vision transformer *** achieves an accuracy of 93.51%for classifying tomato leaf images with plain as well as complex backgrounds into 13 *** requires a space storage of merely 5.8 MB which is 98.93%,98.33%,and 92.64%less than stateof-the-art visual geometry group,vision transformers,and convolution vision transformermodels,*** training time of 44 min is 51.12%,74.12%,and 57.7%lower than the above-mentioned ***,it can be deployed on(Internet of Things)IoT-enabled devices,drones,or mobile devices to assist farmers in the real-time monitoring of tomato *** p

关键词： Tomato disease transformer deep learning mobile devices

The influence of reflections from the train body and the ground on the sound radiation from a railway rail

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Railway Sciences 2024年第1期3卷 1-17页

作者： David J.Thompson Dong Zhao Evangelos Ntotsios Giacomo Squicciarini ester Cierco Erwin Jansen Institute of Sound and Vibration Research University of SouthamptonSouthamptonUK Ingenierıa para el Control del Ruido SL BarcelonaSpain TNO Acoustics and Sonar Den HaagThe Netherlands

Purpose – The vibration of the rails is a significant source of railway rolling noise, often forming the dominantcomponent of noise in the important frequency region between 400 and 2000 Hz. The purpose of the paper is toinvestigate the influence of the ground profile and the presence of the train body on the sound radiation fromthe ***/methodology/approach – Two-dimensional boundary element calculations are used, in which therail vibration is the source. The ground profile and various different shapes of train body are introduced in themodel, and results are observed in terms of sound power and sound pressure. Comparisons are also made withvibro-acoustic measurements performed with and without a train *** – The sound radiated by the rail in the absence of the train body is strongly attenuated by shieldingdue to the ballast shoulder. When the train body is present, the sound from the vertical rail motion is reflectedback down toward the track where it is partly absorbed by the ballast. Nevertheless, the sound pressure at thetrackside is increased by typically 0–5 dB. For the lateral vibration of the rail, the effects are much smaller. Oncethe sound power is known, the sound pressure with the train present can be approximated reasonably well withsimple line source ***/value – Numerical models used to predict the sound radiation from railway rails have generallyneglected the influence of the ground profile and reflections from the underside of the train body on the soundpower and directivity of the rail. These effects are studied in a systematic way including comparisons with measurements.

关键词： Rolling noise Sound radiation Railway track Boundary elements Ground reflections Directivity

Prospective study of hepatitis B and D epidemiology and risk factors in Romania:A 10-year update

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World Journal of Hepatology 2024年第4期16卷 640-649页

作者： Speranta Iacob Liana Gheorghe Mirela Onica Laura Huiban Corina Silvia Pop Ciprian Brisc Roxana Sirli Carmen ester Cristina Mihaela Brisc Sorina Diaconu Ion Rogoveanu Larisa Sandulescu Deiana Vuletici Anca Trifan Department of Gastroenterology Carol Davila University of Medicine and PharmacyBucharest 050474Romania Department of Gastroenterology and Hepatology Fundeni Clinical InstituteBucharest 022328Romania Department of Gastroenterology Grigore T Popa University of Medicine and PharmacyIasi 700115Romania Institute of Gastroenterology and Hepatology Saint Spiridon County HospitalIasi 700111Romania Department of Gastroenterology and Medical Oncology University Emergency Clinical HospitalBucharest 050098Romania Faculty of Medicine and Pharmacy University of OradeaOradea 410087Romania Department of Gastroenterology Emergency County HospitalOradea 410169Romania Center for Advanced Research in Gastroenterology and Hepatology Department of Gastroenterology and Hepatology“Victor Babeş”University of Medicine and PharmacyTimisoara 300041Romania Department of Gastroenterology and Hepatology TimişCounty Emergency Clinical Hospital"Pius Branzeu"Timisoara 300723Romania Department of Internal Medicine II and Gastroenterology University Emergency Clinical HospitalBucharest 050098Romania Department of Gastroenterology University of Medicine and PharmacyCraiova 200349Romania Department of Cardiology Emergency County HospitalCraiova 200642Romania Department of Gastroenterology Research Center of Gastroenterology and HepatologyUniversity of Medicine and PharmacyCraiova 200349Romania Department of Gastroenterology Emergency County HospitalCraiova 200642Romania Department of Gastroenterology Faculty of MedicineGrigore T Popa University of Medicine and PharmacyIasi 700115Romania

BACKGROUND The global burden of hepatitis D virus(HDV)infection represents a major medical challenge and a public health crisis ***,there is a lack of accurate data on the epidemiology and risk factors for *** B virus(HBV)and HDV coinfection causes the most severe form of viral hepatitis,leading to a higher cumulative incidence of liver-related events compared with HBV monoinfection,including the need for liver transplantation and *** To investigate the epidemiology,natural history,risk factors and clinical management of HBV and HDV coinfection in Romanian *** This prospective study was conducted between January and July 2022 in six tertiary gastroenterology and hepatology referral centres in *** consecutive adults admitted for any gastroenterology diagnosis who were HBV-positive were *** with acute hepatitis or incomplete data were *** the 25390 individuals who presented with any type of gastroenterology diagnosis during the study period,963 met the inclusion *** for anti-HDV antibodies and HDV RNA was performed for all *** and risk factor data were collected by investigators using medical charts and patient *** data were stored in an anonymized online database during the *** The prevalence of HBV was 3.8%;among these patients,the prevalence of HBV/HDV coinfection was 33.1%.The median age of the study population was 54.0 years,and it consisted of 55.1%men.A higher prevalence of HBV/HDV coinfection was observed in patients 50–69 years *** with HBV/HDV coinfection were significantly older than those with HBV monoinfection(P=0.03).Multivariate multiple regression analysis identified female gender(P=0.0006),imprisonment(P<0.0001),older age at diagnosis(P=0.01)and sexual contact with persons with known viral hepatitis(P=0.0003)as significant risk factors for *** This study shows that HDV infection among those with HBV re

关键词： Epidemiology Hepatitis B Hepatitis D Natural history Risk factors Romania

Fusobacterium is toxic for head and neck squamous cell carcinoma and its presence may determine a better prognosis

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Cancer Communications 2024年第8期44卷 879-883页

作者： Anjali Chander Jacopo Iacovacci Aize Pellon Radhika Kataria Anita Grigoriadis John Maher Cynthia Sears Gilad Bachrach Teresa Guerrero Urbano Mary Lei Imran Petkar Anthony Kong Tony Ng ester Orlandi Nicola Alessandro Iacovelli Loris De Cecco Mara Serena Serafini David Moyes Tiziana Rancati Miguel Reis Ferreira Centre for Host-Microbiome Interactions King’s College LondonLondonUK Comprehensive Cancer Centre King’s College LondonLondonUK Department of Oncology Guys and St Thomas NHS Foundation TrustLondonUK Data Science Unit Fondazione IRCCS Istituto Nazionale dei TumoriMilanItaly Medicine Department Johns Hopkins University School of MedicineBaltimoreMarylandUSA Institute of Biomedical and Oral Research The Hebrew University-Hadassah School of Dental MedicineHadassah Ein Kerem CampusJerusalemIsrael Dipartimento di scienze Clinico-Chirurgiche Diagnostiche e PediatricheUniversitàdegli studi di PaviaPaviaItaly Radiation Oncology Department Fondazione IRCCS Istituto Nazionale dei TumoriMilanItaly Department of Medicine Weill Cornell MedicineNew YorkUSA

Head and neck squamous cell carcinoma(HNSCC)is a devastating *** morbid treatment,5-year survival rates remain poor(28%-67%)[1].There is a significant knowledge gap regarding how the microbiota may impact HNSCC treatment efficacy[2].We used microbiome data from two independent cohorts to test and validate the hypothesis that oral bacteria are associated with HNSCC prognosis and in vitro models to investigate mechanistic *** are detailed in Supplementary Materials.

关键词： prognosis squamous carcinoma

Liaison between natural killer cells and dendritic cells in human gestation

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Cellular & Molecular Immunology 2014年第5期11卷 449-455页

作者： ester Leno-Duran Instituto de Biopatologfa y Medicina Regenerativa Centro de Investigaci6n Biomedica Universidad de Granada Armilla Granada Spain Instituto deParasitologfa y Biomedicina 'Lopez Neyra' Centro superior de investigaciones cientfficas Armilla Granada spain Hospital Universitario San Cecilio Granada Spain Medicine University of Berlin Charit6 Centre 12 Internal Medicine and Dermatology Berlin Germany These authors contributed equally to this work.

A successful pregnancy relies on immunological adaptations that allow the fetus to grow and develop in the uterus, despite being recognized by maternal immune cells. Among several immunocompetent cell types present within the human maternal/fetal interface, DC-SIGN~ dendritic cells （DCs） and CD56＋ natural killer （NK） cells are of major importance for early pregnancy maintenance, not only generating maternal immunological tolerance but also regulating stromal cell differentiation. Previous reports show the presence of NK-DC cell conjugates in first trimester human decidua, suggesting that these cells may play a role in the modulation of the local immune response within the uterus. While effective immunity is necessary to protect the mother from harmful pathogens, some form of tolerance must be activated to avoid an immune response against fetal antigens. This review article discusses current evidence concerning the functions of DC and NK cells in pregnancy and their liaison in human decidua.

关键词： cross-talk dendritic cells natural killer cells pregnancy

Inflammatory bowel disease in travelers:Choosing the right vaccines and check-ups

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World Journal of Gastroenterology 2011年第22期17卷 2708-2714页

作者： Maria Esteve Carme Loras ester García-Planella Department of Gastroenterology Hospital Universitari Mútua de Terrassa Fundació per la Recerca Mútua de Terrassa University of Barcelona Terrassa Catalonia 08221 Spain Department of Gastroenterology Hospital de la Santa Creu i Sant Pau Barcelona Catalonia 08193 Spain

The majority of patients with inflammatory bowel disease (IBD) achieve good control of the inflammatory activity using available therapies. When remission is achieved and quality of life recovered, a considerable proportion of IBD patients express their desire to travel abroad, be it for business, academic or leisure purposes. Their physicians should help and encourage them whenever possible. However, preventive measures are warranted to minimize the risk, since IBD patients are exposed to the same infections affecting the general population, plus opportunistic infections (OI) related to the immunosuppression. There are a large number of potential OI that might affect patients with IBD. The true prevalence of these infections is unknown, and can vary from country to country. Therefore, reactivation or de novo acquisition of infections such as tuberculosis, malaria, and viral hepatitis will be much more frequent in endemic areas. Therefore, physicians should beaware of these aspects when planning specific preventive measures for patients traveling to a particular country. This includes good control of environmental exposure, chemoprophylaxis when indicated, and the use of a specific vaccination program to prevent endemic infections. In addition, it should be noted that, though the risk of acquiring an infectious disease is probably greater for IBD patients traveling from a developed to a developing country, the inverse situation can also occur; it depends on the previous acquired immunity of the host against infections in any particular environment.

关键词： Inflammatory bowel disease Vaccination Opportunistic infections

How does resveratrol influence the genesis of some neurodegenerative diseases?

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Neural Regeneration Research 2016年第1期11卷 86-87页

作者： ester Tellone Antonio Galtieri Annamaria Russo Silvana Ficarra Department of Chemical Biological Pharmaceutical and Environmental Sciences University of Messina

Advancing age and increased lifespan of human populations worldwide in the mid-nineteenth century,have led to a significant increase in the incidence of neurodegenerative diseases one of the major cause of disability and death for most of those *** is one of the biggest public health problems in modern society also because effective pharmacological interventions for prevention and treatment of the disease, are lacking. Based on the premise that oxidative stress underlies a number of neurodegenerative diseases, the identification of novel antioxidants as potential therapeutics is a prolific area of neuroscience research. There is also a close relationship between specific therapies and the induction of oxidative stress in chronic neurodegeneration, such as the case of levodopa in patients with Parkinson＇s disease （Mtiller et al., 2014）.

关键词： resveratrol disability populations genesis superoxide neuronal chromosome prevention incidence monophosphate

The translational revolution in atopic dermatitis:the paradigm shift from pathogenesis to treatment

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Cellular & Molecular Immunology 2023年第5期20卷 448-474页

作者： Paola Facheris Jane Jeffery ester Del Duca Emma Guttman-Yassky Laboratory of Inflammatory Skin Diseases Department of DermatologyIcahn School of Medicine at Mount SinaiNew YorkNYUSA Humanitas Clinical and Research Center Department of DermatologyRozzanoMilanoItaly Duke University School of Medicine DurhamNCUSA Department of Dermatology Icahn School of Medicine at Mount SinaiNew YorkNYUSA.

Atopic dermatitis(AD)is the most common inflammatory skin disease,and it is considered a complex and heterogeneous *** phenotypes of AD,defined according to the patient age at onset,race,and ethnic background;disease duration;and other disease characteristics,have been recently described,underlying the need for a personalized treatment *** advancements in understanding AD pathogenesis resulted in a real translational revolution and led to the exponential expansion of the therapeutic *** study of biomarkers in clinical studies of emerging treatments is helping clarify the role of each cytokine and immune pathway in AD and will allow addressing the unique immune fingerprints of each AD *** medicine will be the ultimate goal of this targeted translational *** this review,we discuss the changes in the concepts of both the pathogenesis of and treatment approach to AD,highlight the scientific rationale behind each targeted treatment and report the most recent clinical efficacy data.

关键词： Atopic dermatitis translational revolution biomarkers eczema

Selective suspension of single layer graphene mechanochemically exfoliated from carbon nanofibres

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Nano Research 2014年第7期7卷 963-972页

作者： Antonio Esau Del Rio-CastilloI Cesar Merino Enrique Diez-Barra ester Vazquez Departamento de Quimica Orgdnica Facultad de Ciencias y Tecnologfas Qufmicas-IRICA Universidad de Castilla-La Mancha 13071 Ciudad Real Spain Grupo Antolin Ingenieria S.A. Burgos E09007 Spain

This paper presents the first report of the successful ball-milling exfoliation of graphitic filaments （GANF~ carbon nanofibres） into single layer graphene. The addition of small amounts of solvent during the milling process makes it possible to enhance the intercalation of the exfoliating agent （melamine） between the graphene layers, thus promoting exceptional exfoliation. Advantage has also been taken of the fact that the Hansen solubility parameters of graphene are different from those of carbon fibres, which allows single and few-layer graphene to be suspended in a particular solvent, thus discriminating them from poorly exfoliated carbon nanofibres.

关键词： carbon fibre graphene ball-milling exfoliation Hansen solubilityparameters