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Deep convolutional neural network for damaged vegetation segmentation from RGB images based on virtual NIR-channel estimation

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Artificial Intelligence in Agriculture 2022年第1期6卷 199-210页

作者： Artzai Picon Arantza Bereciartua-Perez Itziar Eguskiza Javier Romero-Rodriguez Carlos Javier Jimenez-Ruiz Till Eggers Christian Klukas ramon navarra-mestre TECNALIA Basque Research and Technology Alliance(BRTA)Parque Tecnológico de BizkaiaC/Geldo.Edificio 700E-48160 Derio-BizkaiaSpain University of the Basque Country Plaza Torres Quevedo48013 BilbaoSpain BASF Espanola S.L.Carretera A376 41710 Utrera SevillaSpain BASF SE Speyererstrasse 267117 LimburgerhofGermany

Performing accurate and automated semantic segmentation of vegetation is a first algorithmic step towards more complex models that can extract accurate biological information on crop health,weed presence and phenological state,among others.Traditionally,models based on normalized difference vegetation index(NDVI),near infrared channel(NIR)or RGB have been a good indicator of vegetation presence.However,these methods are not suitable for accurately segmenting vegetation showing damage,which precludes their use for downstream phenotyping algorithms.In this paper,we propose a comprehensive method for robust vegetation segmentation in RGB images that can cope with damaged vegetation.The method consists of a first regression convolutional neural network to estimate a virtual NIR channel from an RGB image.Second,we compute two newly proposed vegetation indices from this estimated virtual NIR:the infrared-dark channel subtraction(IDCS)and infrared-dark channel ratio(IDCR)indices.Finally,both the RGB image and the estimated indices are fed into a semantic segmentation deep convolutional neural network to train a model to segment vegetation regardless of damage or condition.The model was tested on 84 plots containing thirteen vegetation species showing different degrees of damage and acquired over 28 days.The results show that the best segmentation is obtained when the input image is augmented with the proposed virtual NIR channel(F1=0:94)and with the proposed IDCR and IDCS vegetation indices(F1=0:95)derived from the estimated NIR channel,while the use of only the image or RGB indices lead to inferior performance(RGB(F1=0:90)NIR(F1=0:82)or NDVI(F1=0:89)channel).The proposed method provides an end-to-end land cover map segmentation method directly from simple RGB images and has been successfully validated in real field conditions.

关键词： Vegetation indices estimation Vegetation coverage map Near infrared estimation Convolutional neural network Deep learning

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Severe dengue in the intensive care unit

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Journal of Intensive Medicine 2024年第1期4卷 16-33页

作者： Alexandre mestre Tejo Debora Toshie Hamasaki Letícia Mattos Menezes Yeh-Li Ho Intensive Care Unit Department of Intensive Medicine of the Cancer Institute of the State of São PauloHospital das Clínicas da Faculdade de Medicina da Universidade de São PauloSão PauloBrazil Transfusion Medicine and Cell Therapy Department A.C.Camargo Cancer CenterSão PauloBrazil Intensive Care Unit of Infectious Disease Department Hospital das Clínicas da Faculdade de Medicina da Universidade de São PauloSão PauloBrazil

Dengue fever is considered the most prolific vector-borne disease in the world,with its transmission rate increasing more than eight times in the last two decades.While most cases present mild to moderate symptoms,5%of patients can develop severe disease.Although the mechanisms are yet not fully comprehended,immune-mediated activation leading to excessive cytokine expression is suggested as a cause of the two main findings in critical patients:increased vascular permeability that may shock and thrombocytopenia,and coagulopathy that can induce hemorrhage.The risk factors of severe disease include previous infection by a different serotype,specific genotypes associated with more efficient replication,certain genetic polymorphisms,and comorbidities such as diabetes,obesity,and cardiovascular disease.The World Health Organization recommends careful monitoring and prompt hospitalization of patients with warning signs or propensity for severe disease to reduce mortality.This review aims to update the diagnosis and management of patients with severe dengue in the intensive care unit.

关键词： Severe dengue Intensive care units Shock Pathogenesis Diagnosis Management

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Temporal stability and directional change in a color cline of a marine snail from NW Spain

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Current Zoology 2024年第2期70卷 163-173页

作者： Juan Gefaell ramon Vigo A.Honorato Gonzalez-Vazquez Juan Galindo Emilio Rolan-Alvarez Centro de Investigacion Marina Universidade de VigoDepartamento de BioquimicaGenetica e Inmunologia36310 VigoSpain

The evolution and maintenance of color clines is a classic topic of research in evolutionary ecology.However,studies analyzing the temporal dynamics of such clines are much less frequent,due to the difficulty of obtaining reliable data about past color distributions along environmen-tal gradients.In this article,we describe a case of decades-long temporal stability and directional change in a color cline of the marine snail Littorina saxatilis along the coastal inlet of the Ria de Vigo(NW Spain).L.saxatilis from this area shows a clear color cline with 3 distinct areas from the innermost to the more wave-exposed localities of the Ria:the inner,protected localities show an abundance of fawn-like individuals;the intermediate localities show a high diversity of colors;and the outer,wave-exposed localities show populations with a high frequency of a black and lineated morph.We compare data from the 1970s and 2022 in the same localities,showing that the cline has kept relatively stable for at least over half a century,except for some directional change and local variability in the frequency of certain morphs.Multiple regression analyses and biodiversity measures are presented to provide clues into the selective pressures that might be involved in the maintenance of this color cline.Future research avenues to properly test the explanatory power of these selective agents as well as the possible origins of the cline are discussed.

关键词： clinal variation color polymorphism ecological gradient Littorina saxatilis natural selection wave exposure.

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Has Coca-Cola treatment become the first-line therapy for gastric bezoars,both in general and specifically for western countries?

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World Journal of Gastrointestinal Endoscopy 2024年第5期16卷 237-243页

作者： Maria Delgado Galan Luis ramon Rabago Department of Gastroenterology Hospital Severo OchoaLeganes 28914Spain Department of Gastroenterology Hospital San RafaelMadrid 28016Spain

Phytobezoars is a rare disease and less common in Western countries.The stomach is the primary site for these formations,and endoscopic treatment involving fragmentation and extraction has traditionally been the most effective approach.However,medical treatments using enzymatic and chemical agents,such as cellulase and Coca-Cola,aimed at dissolving the bezoars,have also been utilized,showing varying degrees of resolution success.Notably,the oral dissolution treatment with Coca-Cola has emerged as a promising,simpler,and more costeffective method.The study by Liu et al represents an important step in clinical research on this topic,despite some limitations that need addressing for a more comprehensive understanding of its findings.Key considerations for future research include sample size calculation,endoscopic procedure details,outpatient vs.inpatient treatment,and detailed cost calculations.The study's exclusions,such as patients with upper gastric surgery,phytobezoars older than 14 d,and cases of gastroparesis,limit its applicability to broader populations,especially in Western countries.Given the promising outcomes of the Coca-Cola treatment,it's advocated as a first-line therapy for phytobezoars.Nonetheless,further research is essential to overcome these limitations.However special situations such as perforation or small bowel obstruction will require surgical treatment.

关键词： Phytobezoars Endoscopic treatment Oral dissolution treatment with Coca-Cola Randomized study Editorial

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Precision in detecting colon lesions:A key to effective screening policy but will it improve overall outcomes?

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World Journal of Gastrointestinal Endoscopy 2024年第3期16卷 102-107页

作者： Luis ramon Rabago Maria Delgado Galan Department of Gastroenterology Hospital San RafaelMadrid 28016Spain Gastroenterology Department Hospital Severo OchoaLeganes 28914Spain

Colonoscopy is the gold standard for the screening and diagnosis of colorectal cancer,resulting in a decrease in the incidence and mortality of colon cancer.However,it has a 21%rate of missed polyps.Several strategies have been devised to increase polyp detection rates and improve their characterization and delimi-tation.These include chromoendoscopy(CE),the use of other devices such as Endo cuffs,and major advances in endoscopic equipment[high definition,magnification,narrow band imaging,i-scan,flexible spectral imaging color enhancement,texture and color enhancement imaging(TXI),etc.].In the retrospective study by Hiramatsu et al,they compared white-light imaging with CE,TXI,and CE+TXI to determine which of these strategies allows for better definition and delimitation of polyps.They concluded that employing CE associated with TXI stands out as the most effective method to utilize.It remains to be demonstrated whether these results are extrapolatable to other types of virtual CE.Additionally,further investigation is needed in order to ascertain whether this strategy could lead to a reduction in the recurrence of excised lesions and potentially lower the occurrence of interval cancer.

关键词： Colonoscopy screening Interval colorectal cancer Post colonoscopy colorectal cancer chromoendoscopy Virtual chromoendoscopy high-definition whitelight endoscopy Texture and color enhancement imaging Indigo carmine Adenoma Sessile serrated lesion

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Whole Perfect Vectors and Fermat’s Last Theorem

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Journal of Applied Mathematics and Physics 2024年第1期12卷 34-42页

作者： ramon Carbó-Dorca Institut de Química Computacional Universitat de Girona Girona Spain Ronin Institute Montclair USA

A naïve discussion of Fermat’s last theorem conundrum is described. The present theorem’s proof is grounded on the well-known properties of sums of powers of the sine and cosine functions, the Minkowski norm definit... 详细信息

关键词： Fermat’s Last Theorem Whole Perfect Vectors Sine and Cosine Functions Natural and Rational Vectors Fermat Vectors

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Aerosol deposition technology and its applications in batteries

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Nano Materials Science 2024年第1期6卷 24-37页

作者： Xinyu Wang ramon Alberto Paredes Camacho Xiaoyu Xu Yumei Wang Yi Qiang Hans Kungl Ruediger-AEichel Yunfeng Zhang Li Lu National University of Singapore(Chongqing)Research Institute Chongqing401123PR China National University of Singapore Singapore117576 Fundamental Electrochemistry(IEK-9) Institute of Energy and Climate ResearchForschungszentrum Jülich52425JülichGermany

Aerosol deposition(AD)method is a kind of additive manufacturing technology for fabricating dense films such as metals and ceramics at room temperature.It resolves the challenge of integrating ceramic films onto temperaturesensitive substrates,including metals,glasses,and polymers.It should be emphasized that the AD is a spray coating technology that uses powder without thermal assistance to generate films with high density.Compared to the traditional sputter-based approach,the AD shows several advantages in efficiency,convenience,better interfacial bonding and so on.Therefore,it opens some possibilities to the field of batteries,especially all-solidstate batteries(ASSBs)and draws much attention not only for research but also for large scale applications.The purpose of this work is to provide a critical review on the science and technology of AD as well as its applications in the field of batteries.The process,mechanism and effective parameters of AD,and recent developments in AD applications in the field of batteries will be systematically reviewed so that a trend for AD will be finally provided.

关键词： Aerosol deposition Room temperature impact consolidation Ceramic film All-solid-state battery Spray coating technology

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Beyond cotton and polyester: An evaluation of emerging feedstocks and conversion methods for the future of fashion industry

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Journal of Bioresources and Bioproducts 2024年第2期9卷 130-159页

作者： Ryen M.Frazier Keren A.Vivas Ivana Azuaje ramon Vera Alonzo Pifano Naycari Forfora Hasan Jameel Ericka Ford Joel J.Pawlak Richard Venditti Ronalds Gonzalez Department of Forest Biomaterials North Carolina State UniversityRaleighNC 27695USA Department of Textile Engineering Chemistry and ScienceThe Nonwovens InstituteNorth Carolina State UniversityRaleighNC 27695USA

As the global population grows,the demand for textiles is increasing rapidly.However,this puts immense pressure on manufacturers to produce more fiber.While synthetic fibers can be pro-duced cheaply,they have a negative impact on the environment.On the other hand,fibers from wool,sisal,fique,wood pulp(viscose),and man-made cellulose fibers(MMCFs)from cotton can-not alone meet the growing fiber demand without major stresses on land,water,and existing markets using these materials.With a greater emphasis on transparency and circular economy practices,there is a need to consider natural non-wood alternative sources for MMCFs to supple-ment other fiber types.However,introducing new feedstocks with different compositions may require different biomass conversion methods.Therefore,based on existing work,this review ad-dresses the technical feasibility of various alternative feedstocks for conversion to textile-grade fibers.First,alternative feedstocks are introduced,and then conventional(dissolving pulp)and emerging(fibrillated cellulose and recycled material)conversion technologies are evaluated to help select the most suitable and promising processes for these emerging alternative sources of cellulose.It is important to note that for alternative feedstocks to be adopted on a meaningful scale,high biomass availability and proximity of conversion facilities are critical factors.In North America,soybean,wheat,rice,sorghum,and sugarcane residues are widely available and most suitable for conventional conversion through various dissolving pulp production methods(pre-hydrolysis kraft,acid sulfite,soda,SO2-ethanol-water,and potassium hydroxide)or by emerging cellulose fibrillation methods.While dissolving pulp conversion is well-established,fibrillated cel-lulose methods could be beneficial from cost,efficiency,and environmental perspectives.Thus,the authors strongly encourage more work in this growing research area.However,conducting thorough cost and sustainability assessments is important to determine the best feedstock a

关键词： Non-wood Residue Regenerated cellulose Dissolving pulp Man-made cellulose fiber Apparel textile

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Stock profiling using time–frequency‑varying systematic risk measure

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Financial Innovation 2023年第1期9卷 1525-1553页

作者： Roman mestre Montpellier Research in Economics University of MontpellierAvenue Raymond Dugrand34960 MontpellierCedex 2France

This study proposes a wavelets approach to estimating time–frequency-varying betas in the capital asset pricing model(CAPM)framework.The dynamic of systematic risk across time and frequency is analyzed to investigate stock risk-profile robustness.Furthermore,we emphasize the effect of an investor’s investment horizon on the robustness of portfolio characteristics.We use a daily panel of French stocks from 2012 to 2022.Results show that varying systematic risk varies in time and frequency,and that its short and long-run evolutions differ.We observe differences in short and long dynamics,indicating that a stock’s betas differently fluctuate to early announcements or signs of events.However,short-run and long-run betas exhibit similar dynamics during persistent shocks.Betas are more volatile during times of crisis,resulting in greater or lesser robustness of risk profiles.Significant differences exist in short-run and longrun risk profiles,implying a different asset allocation.We conclude that the standard CAPM assumes short-run investment.Then,investors should consider time–frequency CAPM to perform systematic risk analysis and portfolio allocation.

关键词： Maximal overlap discrete wavelets transform Time Frequency-varying beta Time Frequency rolling window Risk-profile Systematic risk

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Microbial phenolic metabolites are associated with better frontal lobe cognition

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Food Science and Human Wellness 2024年

作者： Inés Domínguez-López Isabella Parilli-Moser Anna Vallverdú-Queralt Anna Tresserra-Rimbau Cinta Valls-Pedret Zenaida Vázquez-Ruiz Olga Casta?er ramon Estruch Emili Ros Rosa M.Lamuela-Raventós Lipid Clinic Endocrinology and Nutrition Service Institut d'Investigacions Biomèdiques August Pi i Sunyer Hospital Clínic 08036 Barcelona Spain Unit of Cardiovascular Risk and Nutrition Institut Hospital del Mar de Investigaciones Médicas (IMIM) Department of Preventive Medicine and Public Health University of navarra Departament de Nutrició Ciències de l'Alimentació i Gastronomía Facultat de Farmacia Universitat de Barcelon (UB) Av.de Joan XXII Department of Endocrinology Hospital Clinic IDIBAPS Barcelona Spain Department of Internal Medicine Hospital Clinic Institut d'Investigació Biomèdica August Pi i Sunyer (IDIBAPS) University of Barcelona CIBER Fisiopatología de la Obesidad y Nutrición (CIBEROBN) Instituto de Salud Carlos III Institut de Nutrició i Seguretat Alimentària (INSA) Universitat de Barcelona (UB)

With increasing life expectancy， neurodegenerative diseases have become one of the leading causes of ill-health in the elderly. Preventive strategies include following healthy diets， such as the Mediterranean diet， which is particularly rich in polyphenols， bioactive compounds with neuroprotective properties. The aim of this study was to assess the association of microbial phenolic metabolites (MPM) with cognition. This cross-sectional analysis was performed with 200 participants of the PREDIMED trial (Barcelona-Clinic recruitment center). A novel method based on liquid chromatography coupled to mass spectrometry was used to identify urinary MPM (protocatechuic acid， enterodiol glucuronide， enterolactone glucuronide， urolithin B glucuronide， and vanillic acid glucuronide)， and cognitive function was evaluated with neuropsychological tests. Multivariable-adjusted ordinary least squares regression was used to assess the associations between cognitive function and MPM， and a score was calculated as the weighted sum of MPM. A higher MPM score was associated with better frontal lobe function. Among individual metabolites， vanillic acid glucuronide was correlated with frontal cognitive performance. Participants with higher concentrations of vanillic acid glucuronide and urolithin B glucuronide obtained better scores in the Color Trail Test part 2. A higher score for urinary multi-MPM was associated with better frontal cognitive performance in an older Mediterranean population.

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