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Deep learning for broadleaf weed seedlings classification incorporating data variability and model flexibility across two contrasting environments

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Artificial Intelligence in Agriculture 2024年第2期12卷 29-43页

作者： Lorenzo León Cristóbal Campos Juan Hirzel Instituto de Investigaciones Agropecuarias(INIA) INIA QuilamapuAvda.Vicente Méndez 515ChillánChile fundacion observatorioñuble Arauco 340ChillanChile

The increasing deployment of deep learning models for distinguishing weeds and crops has witnessed notable strides in agricultural ***,a conspicuous gap endures in the literature concerning the training and testing of models across disparate environmental *** methodologies either delineate a single dataset distribution into training,validation,and testing subsets or merge datasets from diverse condi-tions or distributions before their division into the *** study aims to ameliorate this gap by extending to several broadleaf weed categories across varied distributions,evaluating the impact of training convolutional neural networks on datasets specific to particular conditions or distributions,and assessing their performance in entirely distinct settings through three *** evaluating diverse network architectures and training approaches(finetuning versus feature extraction),testing various architectures,employing different training strategies,and amalgamating data,we devised straightforward guidelines to ensure the model's deployability in contrasting environments with sustained precision and *** Experiment 1,conducted in a uniform environment,accuracy ranged from 80%to 100%across all models and training strategies,with finetune mode achieving a superior performance of 94%to 99.9%compared to the feature extraction mode at 80%to 92.96%.Experiment 2 underscored a significant performance decline,with accuracy fig-ures between 25%and 60%,primarily at 40%,when the origin of the test data deviated from the train and valida-tion *** 3,spotlighting dataset and distribution amalgamation,yielded promising accuracy metrics,notably a peak of 99.6%for ResNet in finetuning mode to a low of 69.9%for InceptionV3 in feature extraction *** pivotal findings emphasize that merging data from diverse distributions,coupled with finetuned training on advanced architectures like ResNet and MobileNet,markedly enhances

关键词： Artificial neural networks Deep learning Transfer learning Precision farming Feature extraction Finetuning Generalization Out-of-domain distribution Domain adaptation Multi-domain learning

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A prototype for on-site generation of chlorinated disinfectant for use in rural aqueducts

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Water Science and Engineering 2024年第1期17卷 33-40页

作者： Diana Marcela Cuesta Parra Felipe Correa Mahecha Andrés Felipe Rubio Pinzon Davidcamilo Ramirez Bustos Leonel Alveyro Teran Llorente Miguel Fernando Jimenez Jimenez Chemical and Environmental Engineering Department Fundacion Universidad de AmericaBogota 117111Colombia Chemical Engineering Department Fundacion Universidad de AmericaBogota 117111Colombia Mecanical Engineering Department Fundacion Universidad de AmericaBogota 117111Colombia

Sodium hypochlorite has significant potential as a sanitation solution in hard-to-reach *** studies have investigated the optimal electrolysis parameters for its production with volumes greater than 1o *** study evaluated sodium hypochlorite production through electrolysis in a 22-L prototype and identified the optimal operating *** were performed using graphite electrodes with areas of 68.4 cm^(2) at the laboratory scale and 1865.0 cm^(2) at the prototype scale.A design for experiments with different operating times,chloride concentrations,and electric current intensities was *** optimal operating time,sodium chloride concentration,and current intensity at the laboratory scale were 120 min,150 g of chloride per liter,and 3 A,respectively,leading to the production of 5.02 g/L of the disinfectant with an energy efficiency of 12.21 mg of Cl_(2) per *** the prototype scale,the maximum sodium hypochlorite concentration of 3.99 g of chloride per liter was achieved with an operating time of 120 min,a sodium chloride concentration of 100 g of chloride per liter,and a current intensity of 70 A,reaching an energy efficiency of 42.56 mg of Cl_(2) per *** addition,this study evaluated the influences of the chloride concentration,current intensity,and operating time on the production of sodium hypochlorite at the two scales,and formulated the equations showing the trends of sodium hypochlorite production and energy efficiency in the electrochemical *** 22-L prototype model for production of this oxidizing substance is promising for disinfection of large volumes of water in areas that are difficult to access.

关键词： Disinfection Electrolysis Energy efficiency Optimization Sodium hypochlorite

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Arabidopsis photoperiodic regulator CONSTANS feeds back to control the circadian clock

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Molecular Plant 2024年第9期17卷 1338-1340页

作者： Abril San Martin Marcelo Javier Yanovsky Instituto de Investigaciones Bioquimicas de Buenos Aires(fundacion Instituto Leloir-CONICET) Av.Patricias Argentinas 435Buenos AiresC1405BWE

Human beings live in a world defined by daily cycles of light and darkness caused by the Earth's rotation around its ***,like most living organisms,have evolved internal circadian clocks that time biological processes in anticipation of these daily environmental changes(Young and Kay,2001).The plant clock relies on core genes encoding transcription factors(TFs),which regulate each other's expression through intricate networks of interlocking transcriptional-translational feedback loops(Nohales and Kay,2016).These loops ultimately control the expression of thousands of genes,allowing plants to adapt to daily fluctuations in light,temperature,and humidity(Covington et al.,2008).In addition to daily rhythms,the Earth experiences yearly seasonal cycles marked by longer,warmer days in spring and summer,followed by shorter,cooler days in autumn and *** changes in day length and temperature intensify with distance from the ***,the ability of plants to adjust their growth and development in anticipation of seasonal changes determines their latitudinal distribution(McMillan,1960).

关键词： circadian seasonal Arabidopsis

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Avian responses to an extreme weather event:The case of the‘Filomena’snowstorm in Madrid(central Spain)

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Avian Research 2024年第2期15卷 180-186页

作者： Carlos Lazaro Carlos Sanchez-García Fabian Casas E.Jorge Tizado Department of Research Fundacion Artemisan13001 Ciudad RealSpain Department of Zoology Faculty of SciencesUniversity of GranadaGranadaSpain Department of Biodiversity and Environmental Management Universidad de Leon24401 PonferradaSpain

Cold spells and severe weather may have detrimental effects in wild birds,but owing to the stochastic nature of these events,it is not always possible to measure their *** January 2021,a strong snowstorm known as‘Filomena’affected Spain,mainly the region of Madrid(Central Spain),which was fully covered with snow and suffered freezing temperatures for a *** bird surveys conducted in the winter-spring of 2020 and 2021(before and after Filomena)at same locations,we addressed the possible impact of the cold spell in three widespread gamebirds:Wood Pigeon(Columba palumbus),Eurasian Magpie(Pica pica)and Red-legged Partridge(Alectoris rufa).No significant abundance differences were found between years for none of the species and hunting pressure was only significantly reduced for Partridges,hence this species may have been negatively affected by *** suggest that in response to Filomena,Pigeons conducted partial migration in search of better conditions,while Magpies aggregated in certain areas of Madrid and Partridges endured the harsh conditions within their home *** results highlight the importance to alleviate negative impacts of extreme weather events in wild birds through management actions,especially for sedentary species.

关键词： Alectoris rufa Climate change Cold spell Columba palumbus Migration Pica pica Winter

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Portal vein arterialization in 25 liver transplant recipients:A Latin American single-center experience

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World Journal of Transplantation 2024年第2期14卷 135-147页

作者： Nicolas Andres Cortes-Mejia Diana Fernanda Bejarano-Ramirez Juan Jose Guerra-Londono Diego Rymel Trivino-Alvarez Raquel Tabares-Mesa Alonso Vera-Torres Division of Anesthesiology Critical Care Medicineand Pain MedicineThe University of Texas MD Anderson Cancer CenterHoustonTX 77030United States Transplant and Hepatobiliary Surgery Department Fundacion Santa Fe de BogotaBogota 110111Colombia General Surgery Department Fundacion Santa Fe de BogotaBogota 110111Colombia

BACKGROUND Portal vein arterialization(PVA)has been used in liver transplantation(LT)to maximize oxygen delivery when arterial circulation is compromised or has been used as an alternative reperfusion technique for complex portal vein thrombosis(PVT).The effect of PVA on portal perfusion and primary graft dysfunction(PGD)has not been *** patients receiving PVA and LT at the fundacion Santa Fe de Bogota between 2011 and 2022 were *** account for the time-sensitive effects of graft perfusion,patients were classified into two groups:prereperfusion(pre-PVA),if the arterioportal anastomosis was performed before graft revascularization,and postreperfusion(post-PVA),if PVA was performed *** pre-PVA rationale contemplated poor portal hemodynamics,severe vascular steal,or ***-PVA was considered if graft hypoperfusion became *** interventions were attempted before PVA.

关键词： Liver transplantation Portal vein arterialization Arteriovenous anastomoses Portal hypertension Portal vein thrombosis Spontaneous portosystemic shunts Vascular steal phenomenon Primary graft dysfunction Early allograft dysfunction

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Plasmodium vivax cerebral malaria complicated with venous sinus thrombosis in Colombia

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Asian Pacific Journal of Tropical Medicine 2013年第5期6卷 413-415页

作者： Miguel A Pinzon Juan C Pineda Fernando Rosso Masaru Shinchi Fabio Bonilla-Abadia Department of Infectious Diseases Hospital San Vicente de PaulMedellinColombia Department of Internal Medicine Fundacion Clinica Valle del LiliICESI UniversityCaliColombia Department of Infectious Diseases Fundacion Clinica Valle del LiliCaliColombia Department of Neurology Fundacion Clinica Valle del LiliCuliColombia Department of Rheumatology Fundacion Clinica Valle del LiliICESI UniversityCaliColombia

Complicated malaria is usually due to Plasmodium ***,Plasmodium vivax is infrequently related with life-threatening *** cases have been reported of severe Plasmodium vivax infection,and most of them from Southeast Asia and *** report the first case of cerebral malaria due to Plasmodium vivax in Latin America,complicated with sagittal sinus thrombosis and confirmed by a molecular method.

关键词： Cerebral malaria Vivax malaria Plasmodium vivax Intracranial sinus thrombosis

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Intersections between innate immune response and gastric cancer development

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World Journal of Gastroenterology 2023年第15期29卷 2222-2240页

作者： Franz Villarroel-Espindola Troy Ejsmentewicz Roxana Gonzalez-Stegmaier Roddy A Jorquera Esteban Salinas Translational Medicine Unit Instituto Oncologico Fundacion Arturo Lopez PerezSantiago 7500000Metropolitan regionChile

Worldwide,gastric cancer(GC)is the fifth most commonly diagnosed *** has a reduced prevalence but has maintained its poor prognosis being the fourth leading cause of deaths related to *** highest mortality rates occur in Asian and Latin American countries,where cases are usually diagnosed at advanced ***,GC is viewed as the consequence of a multifactorial process,involving the virulence of the Helicobacter pylori(***)strains,as well as some environmental factors,dietary habits,and host intrinsic *** tumor microenvironment in GC appears to be chronically inflamed which promotes tumor progression and reduces the therapeutic *** has been suggested that inflammation assessment needs to be measured qualitatively and quantitatively,considering cell-infiltration types,availability of receptors to detect damage and pathogens,and presence or absence of aggressive *** *** epithelial cells express several Toll-like receptors and determine the first defensive line against pathogens,and have been also described as mediators of ***,other molecules,such as cytokines related to inflammation and innate immunity,including immune checkpoint molecules,interferon-gamma pathway and NETosis have been associated with an increased risk of ***,this review will explore innate immune activation in the context of premalignant lesions of the gastric epithelium and established gastric tumors.

关键词： Gastric cancer Toll-like receptor Helicobacter pylori Nuclear factor kappa B Neutrophils

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Abscisic Acid, High-Light, and Oxidative Stress Down-Regulate a Photosynthetic Gene via a Promoter Motif Not Involved in Phytochrome- Mediated Transcriptional Regulation

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Molecular Plant 2008年第1期1卷 75-83页

作者： Roberto J. Staneloni Maria Jose Rodriguez-Batiller Jorge J. Casal fundacion Instituto Leloir and IIBBA-CONICET C1405BWE-Buenos Aires Argentina IFEVA Facultad de Agronomia Universidad de Buenos Aires and CONICET 1417 Buenos Aires Argentina

In etiolated seedlings, light perceived by phytochrome promotes the expression of light-harvesting chlorophyll a/b protein of photosystem Ⅱ （Lhcb） genes. However, excess of photosynthetically active radiation can reduce Lhcb expression. Here, we investigate the convergence and divergence of phytochrome, high-light stress and abscisic acid （ABA） signaling, which could connect these processes. Etiolated Arabidopsis thaliana seedlings bearing an Lhcb promoter fused to a reporter were exposed to continuous far-red light to activate phytochrome and not photosynthesis, and treated with ABA. We identified a cis-acting region of the promoter required for down-regulation by ABA. This region contains a CCAC sequence recently found to be necessary for ABI4-binding to an Lhcb promoter. However, we did not find a G-box-binding core motif often associated with the ABI4-binding site in genes promoted by light and repressed by ABI4. Mutations involving this motif also impaired the responses to reduced water potential, the response to high photosynthetic light and the response to methyl viologen but not the response to low temperature or to Norflurazon. We propose a model based on current and previous findings, in which hydrogen peroxide produced in the chloroplasts under high light conditions inter- acts with the ABA signaling network to regulate Lhcb expression. Since the mutation that affects high-light and methyl viologen responses does not affect phytochrome-mediated responses, the regulation by retrograde and phytochrome signaling can finally be separated at the target promoter level.

关键词： Abscisic Acid High-Light Oxidative Stress Down-Regulate Photosynthetic Gene

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International Journal of Clinical Medicine 2013年第12期4卷 1-4页

作者： David Saez Martinez Felipe Lopez Oliva Maria Jesus Fernandez Acenero Elena Fontoira Moyer Juan Luis Arranz Cozar Ortrhopedic Surgery Department Fundacion Jimenez DiazMadridSpain Pathology Department Fundacion Jimenez DiazMad-ridSpain Radiology Department Fundacion Jimenez DiazMadridSpain Oncology Department Fundacion Jimenez DiazMad-ridSpain

Background: IgG4-related disease is a systemic lymphoproliferative syndrome that shows IgG4-producing plasma cell expansion in affected organs with fibrotic or sclerotic changes. The lacrimal glands, salivary glands and pancreas are typically affected. We report a case of IgG4-related disease presenting a soft tissue tumor affecting skeletal muscle. Case Report: A 32-year-old man presented a soft tissue mass in his left arm. Magnetic resonance imaging revealed a spindle like, peripheral mass, in the lateral head of the triceps of his left arm. Tru-Cut Biopsy provided the diagnosis of IgG4-related disease affecting skeletal muscle. Glucocorticoid treatment was effective. Conclusion: To our knowledge, this is the first reported case of IgG4-related disease affecting skeletal muscle and presenting a soft tissue mass.

关键词： IgG4-Related Disease Soft Tissue Mass Skeletal Muscle

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Current perspectives on active surveillance for patients with small renal masses

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Asian Journal of Urology 2022年第3期9卷 204-205页

作者： Giacomo Rebez M.Carmen Mir Department of Urology University of TriesteTriesteItaly Department of Urology Fundacion Instituto Valenciano OncologiaValenciaSpain

Small renal mass(SRM)incidence has been increasing over last decades due to the widespread access to diagnostic tools and is now accounting for 48%e66%of all renal cell carcinoma(RCC)diagnoses[1].The optimal management of SRM is still debated since approximately 25%of T1a is benign *** role of active surveillance(AS)and the problem of SRM overtreatment are widely described in the current ***,RCC mortality has remained stable over the last 2 *** major strength of AS is the“tetrafecta”concept as it brings renal function preservation,safe oncological outcomes,and no surgical complications,and it maintains quality of *** is nowadays considered as a safe strategy for many SRMs.

关键词： renal mortality patients

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