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Evaluat.ng t.e Efficacy of Lat.nt.Variables in Mit.gat.ng Dat. Poisoning At.acks in t.e Cont.xt.of Bayesian Net.orks:An Empirical St.dy

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Comput.r Modeling in Engineering & Sciences 2024年第5期139卷 1635-1654页

作者： Shahad Alzahrani Hat.m Alsuwat.emad Alsuwat Independent.Researcher Specializing in Dat. Securit. and Privacy Taif26571Saudi Arabia Depart.ent.of Comput.r Science College of Computer and Information SystemsUmm Al-Qura UniversityMakkah24382Saudi Arabia Depart.ent.of Comput.r Science College of Computers and Information TechnologyTaif UniversityTaif26571Saudi Arabia

Bayesian net.orks are a powerful class of graphical decision models used t. represent.causal relat.onships among variables.However,t.e reliabilit. and int.grit. of learned Bayesian net.ork models are highly dependent.on t.e qualit. of incoming dat. st.eams.One of t.e primary challenges wit. Bayesian net.orks is t.eir vulnerabilit. t. adversarial dat. poisoning at.acks,wherein malicious dat. is inject.d int. t.e t.aining dat.set.t. negat.vely influence t.e Bayesian net.ork models and impair t.eir performance.In t.is research paper,we propose an efficient.framework for det.ct.ng dat. poisoning at.acks against.Bayesian net.ork st.uct.re learning algorit.ms.Our framework ut.lizes lat.nt.variables t. quant.fy t.e amount.of belief bet.een every t.o nodes in each causal model over t.me.We use our innovat.ve met.odology t. t.ckle an import.nt.issue wit. dat. poisoning assault. in t.e cont.xt.of Bayesian net.orks.Wit. regard t. four different.forms of dat. poisoning at.acks,we specifically aim t. st.engt.en t.e securit. and dependabilit. of Bayesian net.ork st.uct.re learning t.chniques,such as t.e PC algorit.m.By doing t.is,we explore t.e complexit. of t.is area and offer workablemet.ods for ident.fying and reducing t.ese sneaky dangers.Addit.onally,our research invest.gat.s one part.cular use case,t.e“Visit.t. Asia Net.ork.”t.e pract.cal consequences of using uncert.int. as a way t. spot.cases of dat. poisoning are explored in t.is inquiry,which is of ut.ost.relevance.Our result. demonst.at. t.e promising efficacy of lat.nt.variables in det.ct.ng and mit.gat.ng t.e t.reat.of dat. poisoning at.acks.Addit.onally,our proposed lat.nt.based framework proves t. be sensit.ve in det.ct.ng malicious dat. poisoning at.acks in t.e cont.xt.of st.eam dat..

关键词： Bayesian net.orks dat. poisoning at.acks lat.nt.variables st.uct.re learning algorit.ms adversarial at.acks

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Numerical t.eat.ent. for Crossover Cancer Model of Hybrid Variable-Order Fract.onal Derivat.ves

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Comput.r Modeling in Engineering & Sciences 2024年第8期140卷 1619-1645页

作者： Nasser Sweilam Seham Al-Mekhlafi Aya Ahmed Ahoud Alsheri emad Abo-Eldahab Mat.emat.cs Depart.ent Faculty of ScienceCairo UniversityGiza12613Egypt Mat.emat.cs Depart.ent Faculty of EducationSana’a UniversitySana’a1247Yemen Mat.emat.cs Depart.ent Faculty of ScienceHelwan UniversityCairo11795Egypt Depart.ent.of Mat.emat.cs College of ScienceUniversity of BishaAl Namas67398-5644Saudi Arabia

In t.is paper,t.o crossover hybrid variable-order derivat.ves of t.e cancer model are developed.Grünwald-Let.ikov approximat.on is used t. approximat. t.e hybrid fract.onal and variable-order fract.onal operat.rs.t.e exist.nce,uniqueness,and st.bilit. of t.e proposed model are discussed.Adams Bashfourt.’s fift.-st.p met.od wit. a hybrid variable-order fract.onal operat.r is developed t. st.dy t.e proposed models.Comparat.ve st.dies wit. generalized fift.-order Runge-Kut.a met.od are given.Numerical examples and comparat.ve st.dies t. verify t.e applicabilit. of t.e used met.ods and t. demonst.at. t.e simplicit. of t.ese approximat.ons are present.d.We have showcased t.e efficiency of t.e proposed met.od and garnered robust.empirical support.for our t.eoret.cal findings.

关键词： Cancer diseases hybrid variable-order fract.onal derivat.ves adams bashfourt. fift. st.p generalized fift. order Runge-Kut.a met.od

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Insulin t.erapy in t.pe 2 diabet.s: Insight. int. clinical efficacy, pat.ent.report.d out.omes, and adherence challenges

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World Journal of Diabet.s 2024年第5期15卷 828-852页

作者： Mahmoud emad-Eldin Gehan F Balat. Eman A Elshorbagy Mona S Hamed Mohamed S At.ia Depart.ent.of Pharmacy Pract.ce Faculty of PharmacyZagazig UniversityZagazig HFQM+872Al-Sharqia GovernorateEgypt Depart.ent.of Pharmacy Pract.ce Faculty of PharmacyHeliopolis UniversityCairo 44519Egypt Depart.ent.of Pharmaceut.cs Faculty of PharmacyZagazig UniversityZagazig 44519Al-Sharqia GovernorateEgypt Depart.ent.of Int.rnal Medicine Faculty of MedicineZagazig UniversityZagazig 44519Al-Sharqia GovernorateEgypt Depart.ent.of Communit. at.Facult. of Medicine Zagazig UniversityZagazig 44519Al-Sharqia GovernorateEgypt

Insulin t.erapy plays a crucial role in t.e management.of t.pe 2 diabet.s as t.e disease progresses.Over t.e past.cent.ry,insulin formulat.ons have undergone significant.modificat.ons and bioengineering,result.ng in a diverse range of available insulin product..t.ese product. show dist.nct.pharmacokinet.c and pharmacodynamic profiles.Consequent.y,various insulin regimens have em-erged for t.e management.of t.pe 2 diabet.s,including premixed formulat.ons and combinat.ons of basal and bolus insulins.t.e ut.lizat.on of different.insulin regimens yields disparat. clinical out.omes,adverse event.,and,not.bly,pat.ent.report.d out.omes(PROs).PROs provide valuable insight. from t.e pat.ent.s perspect.ve,serving as a valuable mine of informat.on for enhancing healt.care and informing clinical decisions.Adherence t. insulin t.erapy,a crit.cal pat.ent.report.d out.ome,significant.y affect. clinical out.omes and is influenced by mult.ple fact.rs.t.is review provides insight. int. t.e clinical effect.veness of various insulin preparat.ons,PROs,and fact.rs impact.ng insulin t.erapy adherence,wit. t.e aim of enhancing healt.care pract.ces and informing clinical decisions for individuals wit. t.pe 2 diabet.s.

关键词： Adherence Diabet.s Insulin Pat.ent.report.d out.omes Pharmacokinet.c Pharmacodynamic

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Post.re Det.ct.on of Heart.Disease Using Mult.-Head At.ent.on Vision Hybrid(MHAVH)Model

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Comput.rs, Mat.rials & Cont.nua 2024年第5期79卷 2673-2696页

作者： Hina Naz Zuping Zhang Mohammed Al-Habib Fuad A.Awwad emad A.A.Ismail Zaid Ali Khan School of Comput.r Science and Engineering Central South UniversityChangsha410003China Depart.ent.of Quant.t.t.ve analysis College of Business AdministrationKing Saud UniversityP.O.Box 71115Riyadh11587Saudi Arabia Elect.ical and Comput.r Engineering University of VictoriaVictoriaV9A1B8Canada

Cardiovascular disease is t.e leading cause of deat. globally.t.is disease causes loss of heart.muscles and is also responsible for t.e deat. of heart.cells,somet.mes damaging t.eir funct.onalit..A person’s life may depend on receiving t.mely assist.nce as soon as possible.t.us,minimizing t.e deat. rat.o can be achieved by early det.ct.on of heart.at.ack(HA)sympt.ms.In t.e Unit.d St.t.s alone,an est.mat.d 610,000 people die fromheart.at.acks each year,account.ng for one in every four fat.lit.es.However,by ident.fying and report.ng heart.at.ack sympt.ms early on,it.is possible t. reduce damage and save many lives significant.y.Our object.ve is t. devise an algorit.m aimed at.helping individuals,part.cularly elderly individuals living independent.y,t. safeguard t.eir lives.t. address t.ese challenges,we employ deep learning t.chniques.We have ut.lized a vision t.ansformer(Vit.t. address t.is problem.However,it.has a significant.overhead cost.due t. it. memory consumpt.on and comput.t.onal complexit. because of scaling dot.product.at.ent.on.Also,since t.ansformer performance t.pically relies on large-scale or adequat. dat.,adapt.ng Vit.for smaller dat.set. is more challenging.In response,we propose a t.ree-in-one st.am model,t.eMult.-Head At.ent.on Vision Hybrid(MHAVH).t.ismodel int.grat.s a real-t.me post.re recognit.on framework t. ident.fy chest.pain post.res indicat.ve of heart.at.acks using t.ansfer learning t.chniques,such as ResNet.50 and VGG-16,renowned for t.eir robust.feat.re ext.act.on capabilit.es.By incorporat.ngmult.ple heads int. t.e vision t.ansformer t. generat. addit.onal met.ics and enhance heart.det.ct.on capabilit.es,we leverage a 2019 post.re-based dat.set.comprising RGB images,a novel creat.on by t.e aut.or t.at.marks t.e first.dat.set.t.ilored for post.re-based heart.at.ack det.ct.on.Given t.e limit.d online dat. availabilit.,we segment.d t.is dat.set.int. gender cat.gories(male and female)and conduct.d t.st.ng on bot. segment.d and original dat.set..t.e t.aining accuracy of our model reached

关键词： Image analysis post.re of heart.at.ack(PHA)det.ct.on hybrid feat.res VGG-16 ResNet.50 vision t.ansformer advance mult.-head at.ent.on layer

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Developing Lexicons for Enhanced Sent.ment.Analysis in Soft.are Engineering:An Innovat.ve Mult.lingual Approach for Social Media Reviews

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Comput.rs, Mat.rials & Cont.nua 2024年第5期79卷 2771-2793页

作者： Zohaib Ahmad Khan Yuanqing Xia Ahmed Khan Muhammad Sadiq Mahmood Alam Fuad AAwwad emad A.A.Ismail School of Aut.mat.on Beijing Institute of TechnologyBeijing100081China Depart.ent.of Comput.r Science and t.chnology University of Science and Technology BannuKPKBannu28100Pakistan School of Comput.r Science and Engineering Central South UniversityChangsha410083China Depart.ent.of Quant.t.t.ve Analysis College of Business AdministrationKing Saud UniversityP.O.Box 71115Riyadh11587Saudi Arabia

Sent.ment.analysis is becoming increasingly import.nt.in t.day’s digit.l age, wit. social media being a significant.ource of user-generat.d cont.nt. t.e development.of sent.ment.lexicons t.at.can support.languages ot.er t.anEnglish is a challenging t.sk, especially for analyzing sent.ment.analysis in social media reviews. Most.exist.ngsent.ment.analysis syst.ms focus on English, leaving a significant.research gap in ot.er languages due t. limit.dresources and t.ols. t.is research aims t. address t.is gap by building a sent.ment.lexicon for local languages,which is t.en used wit. a machine learning algorit.m for efficient.sent.ment.analysis. In t.e first.st.p, a lexiconis developed t.at.includes five languages: Urdu, Roman Urdu, Pasht., Roman Pasht., and English. t.e sent.ment.cores from Sent.WordNet.are associat.d wit. each word in t.e lexicon t. produce an effect.ve sent.ment.score. Int.e second st.p, a naive Bayesian algorit.m is applied t. t.e developed lexicon for efficient.sent.ment.analysis ofRoman Pasht.. Bot. t.e sent.ment.lexicon and sent.ment.analysis st.ps were evaluat.d using informat.on ret.ievalmet.ics, wit. an accuracy score of 0.89 for t.e sent.ment.lexicon and 0.83 for t.e sent.ment.analysis. t.e result.showcase t.e pot.nt.al for improving soft.are engineering t.sks relat.d t. user feedback analysis and product.evelopment.

关键词： Emot.onal assessment regional dialect. Sent.WordNet naive bayesian t.chnique lexicons soft.are engineering user feedback

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Exact.solut.ons for magnet.hydrodynamic nanofluids flow and heat.t.ansfer over a permeable axisymmet.ic radially st.et.hing/shrinking sheet

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Chinese Physics B 2024年第2期33卷 108-114页

作者： U.S.Mahabaleshwar G.P.Vanit.a L.M.Pérez emad H.Aly I.Pop Depart.ent.of St.dies in Mat.emat.cs Davangere UniversityShivagangothriDavangereIndia Depart.ment. de F´ısica FACIUniversidad de Tarapac´aCasilla 7DAricaChile Depart.ent.of Mat.emat.cs Faculty of EducationAin Shams UniversityRoxyCairoEgypt Depart.ent.of Mat.emat.cs Babes-Bolyai University400084 Cluj-NapocaRomania

We report.on t.e magnet.hydrodynamic impact.on t.e axisymmet.ic flow of Al_(2)O_(3)/Cu nanopart.cles suspended in H_(2)O past.a st.et.hed/shrinked sheet.Wit. t.e use of part.al different.al equat.ons and t.e corresponding t.ermophysical charact.rist.cs of nanopart.cles,t.e physical flow process is illust.at.d.t.e result.nt.nonlinear syst.m of part.al different.al equat.ons is convert.d int. a syst.m of ordinary different.al equat.ons using t.e suit.ble similarit. t.ansformat.ons.t.e t.ansformed different.al equat.ons are solved analyt.cally.Impact. of t.e magnet.c paramet.r,solid volume fract.on and st.et.hing/shrinking paramet.r on moment.m and t.mperat.re dist.ibut.on have been analyzed and int.rpret.d graphically.t.e skin frict.on and Nusselt.number were also evaluat.d.In addit.on,exist.nce of dual solut.on was deduced for t.e shrinking sheet.and unique solut.on for t.e st.et.hing one.Furt.er,Al_(2)O_(3)/H_(2)O nanofluid flow has bet.er t.ermal conduct.vit. on comparing wit. Cu/H_(2)O nanofluid.Furt.ermore,it.was found t.at.t.e first.solut.ons of t.e st.eam are st.ble and physically realizable,whereas t.ose of t.e second ones are unst.ble.

关键词： magnet.hydrodynamic nanofluid st.et.hing/shrinking sheet axisymmet.ic flow analyt.cal solut.on suct.on/inject.on

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Deposit.onal environment. pet.ophysical evaluat.on and elect.ical propert.es of Zeit.Format.on， Nort.west.rn shore of Gulf of Suez， Egypt

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Journal of Eart. Science 2024年

作者： Mohamed M.Gomaa emad A.Abd El Aziz Geophysical Sciences Depart.ent Nat.onal Research Cent.e El-Behoos St. Dokki Cairo Egypt.

t.e Zeit.sand reservoir is one of t.e most.prolific format.ons at.Nort.west.rn side of t.e Gulf of Suez. In t.is research we will t.y t. coordinat. bet.een elect.ical， pet.ophysical propert.es， deposit.onal environment.and facies discriminat.on in order t. evaluat. t.e hydrocarbon pot.nt.alit. of st.died Zeit.format.on. t.e st.t.st.cal paramet.rs for pot.ssium (K)， t.orium (t.) and t./U rat.o cont.nt. have a general increase t.wards nort.west.rn part.， whereas uranium (U) cont.nt.has a general increase t.wards sout.east.rn part.. t.e sandst.ne facies is dist.nguished from t.e ot.er facies by it. t.orium cont.nt.>4 ppm. U has high carbonat. cont.nt.(U ≥1 ppm). Rocks’ elect.ical propert.es vary great.y depending on a number of fact.rs. Elect.ical measurement. were t.ken at.frequencies range of (5×10-4Hz–100 kHz) for fully sat.rat.d samples (clayey sandst.ne) wit. NaCl (20 gm/Lit.re). As salinit.， clay cont.nt. and frequency increase， consequent.y does t.e elect.ical propert.es. t.e cont.nent.l condit.on are present.in nort.west.rn part.(back-sea) which is dist.nguished by high K percent. high t.， high t./U rat.o， and low U cont.nt.. Low K， t.， and t./U rat.o cont.nt.， wit. high U cont.nt.， charact.rize t.e marine deposit.onal environment.t.at.exist.d around t.e east.and sout.east.rn part. (fore-sea coincide wit. t.e dipping of st.at.). Furt.ermore， t.e st.died Zeit.Format.on has good pet.ophysical propert.es t.at.coincide wit. marine condit.ons. t.e middle and east.rn part. (around ISS-94 and CSS-288) is a good reservoir (porosit. 36%–39%， shale cont.nt.t.rat.on 71%–92%， and net.pay t.ickness 17–63 feet..

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退火热处理对增材制造AlSi10Mg合金宏观和微观变形行为的影响

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金属学报 2024年第8期 1091-1099页

作者：张星星 LUt. Andreas 甘为民 MAAWAD emad KRIELE Armin 中国科学院高能物理研究所多学科研究中心 Mercedes Benz AG Research and Development Department Inst.t.t. of Mat.rials Physics Helmholtz-Zentrum Hereon German Engineering Mat.rials Science Cent.e (GEMS) at.Heinz Maier-Leibnit. Zent.um (MLZ) Helmholtz-Zentrum Hereon

增材制造AlSi10Mg合金存在显著的残余应力，对零件的形状尺寸精度、服役安全性和抗腐蚀性能等产生不利影响。在实际应用中，对残余应力敏感的应用需采用去应力退火以消除残余应力。然而，目前对增材制造AlSi10Mg合金退火后力学特性的理... 详细信息

增材制造AlSi10Mg合金存在显著的残余应力，对零件的形状尺寸精度、服役安全性和抗腐蚀性能等产生不利影响。在实际应用中，对残余应力敏感的应用需采用去应力退火以消除残余应力。然而，目前对增材制造AlSi10Mg合金退火后力学特性的理解还停留在宏观层面。为了更深入地揭示其微观力学行为与内在机制，本工作利用同步辐射X射线衍射技术，对合金进行原位变形研究，分析Al和Si相的晶格应变应力演化，明确各物相对合金加工硬化率的具体贡献，并对位错密度的演变进行了量化分析，从而阐明了退火热处理对增材制造AlSi10Mg合金载荷传递行为与位错行为的影响。

关键词：同步辐射X射线衍射原位变形增材制造 AlSi10Mg合金热处理

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Deep Learning Based Efficient.Crowd Count.ng Syst.m

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Comput.rs, Mat.rials & Cont.nua 2024年第6期79卷 4001-4020页

作者： Waleed Khalid Al-Ghanem emad Ul Haq Qazi Muhammad Hamza Faheem Syed Shah Amanullah Quadri Depart.ent.of Comput.r Engineering College of Computer and Information SciencesKing Saud UniversityRiyadh12372Saudi Arabia Cent.e of Excellence in Cybercrime and Digit.l Forensics Naif Arab University for Security SciencesRiyadh14812Saudi Arabia Cent.r of Excellence for Informat.on Assurance(COEIA) King Saud UniversityRiyadh12372Saudi Arabia

Est.mat.on of crowd count.is becoming crucial nowadays,as it.can help in securit. surveillance,crowd monit.ring,and management.for different.event..It.is challenging t. det.rmine t.e approximat. crowd size from an image of t.e crowd’s densit..t.erefore in t.is research st.dy,we proposed a mult.-headed convolut.onal neural net.ork archit.ct.re-based model for crowd count.ng,where we divided our proposed model int. t.o main component.:(i)t.e convolut.onal neural net.ork,which ext.act. t.e feat.re across t.e whole image t.at.is given t. it.as an input.and(ii)t.e mult.-headed layers,which make it.easier t. evaluat. densit. maps t. est.mat. t.e number of people in t.e input.image and det.rmine t.eir number in t.e crowd.We employed t.e available public benchmark crowd-count.ng dat.set. UCF CC 50 and Shanghait.ch part. A and B for model t.aining and t.st.ng t. validat. t.e model’s performance.t. analyze t.e result.,we used t.o met.ics Mean Absolut. Error(MAE)and Mean Square Error(MSE),and compared t.e result. of t.e proposed syst.ms wit. t.e st.t.-of-art.models of crowd count.ng.t.e result. show t.e superiorit. of t.e proposed syst.m.

关键词： Crowd count.ng Efficient.et mult.-head at.ent.on convolut.onal neural net.ork t.ansfer learning

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Microbial,immune and ant.oxidant.responses of Nile t.lapia wit. diet.ry nano-curcumin supplement. under chronic low t.mperat.res

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Aquacult.re and Fisheries 2024年第1期9卷 57-65页

作者： Mohammed F.El Basuini Mohamed A.A.Zaki Abdelaziz M.El-Hais Mohamed G.Elhanafy emad H.El-Bilawy Amr I.Zaineldin Mohamed F.A.Abdel-Aziz Ibrahim A.Abouelsaad Ibrahim t.l-Rat.l Kumbukani Mzengereza Ronick S.Shadrack Islam I.t.iba Facult. of Agricult.re Tanta UniversityTanta31527Egypt King Salman Int.rnat.onal Universit. South Sinai46618Egypt Facult. of Agricult.re Alexandria UniversityAlexandria21526Egypt Animal Healt. Research Inst.t.t.(AHRI-DOKI) Agriculture Research CenterGiza12619Egypt Fish Rearing Lab. Aquaculture DivisionNational Institute of Oceanography and FisheriesAlexandria21556Egypt Hort.cult.re Depart.ent Faculty of AgricultureDamanhour UniversityDamanhur22511Egypt Depart.ent.of Poult.y Product.on Faculty of AgricultureDamietta UniversityDamietta34517Egypt Laborat.ry of Aquat.c Animal Nut.it.on Faculty of FisheriesKagoshima UniversityKagoshima890-0065Japan Depart.ent.of Aquat.c and Fisheries Science Mzuzu UniversityMzuzuPrivate Bag 201Malawi Facult. of Aquacult.re and Marine Fisheries Arish UniversityArish45516Egypt

A 56-day feeding period was performed t. invest.gat. t.e possible impact. of diet.ry nano curcumin(0,50,100,150,and 200 ppm)on t.e growt.,nut.ient.ut.lizat.on,non-specific immune paramet.rs,ant.oxidant. in Nile t.lapia under chronic low t.mperat.re(21.02±0.11◦C).Fishes(n=225;Init.al weight.4.39±0.08 g/fish)were randomly st.cked at.15 fish/t.nk for five experiment.l groups in t.iplicat.s.Under low-t.mperat.re circumst.nces,diet.ry curcumin in nano form showed no not.ble alt.rat.on in growt. variable,nut.ient.efficiency,digest.ve enzymes efficiency,biomet.ic indices,survival rat.s,and hemat.logical component..Meanwhile,t.e serum of fishes wit. nano curcumin diet. under low-t.mperat.re st.ess displayed higher t.t.l prot.in as well as lower glucose,cort.sol,and t.t.l cholest.rol compared wit. t.e cont.ol group.Moreover,fish fed nano curcumin diet. displayed higher lysozyme and bact.ricidal act.vit.es compared t. t.e cont.ol group and t.e best.performance was found at.diet.ry nano curcumin level of≥100 ppm.Also,groups fed t.e basal diet.demonst.at.d t.e poorest.ant.oxidant.capacit.,and t.e best.superoxide dismut.se(SOD)and glut.t.ione peroxidase(GPx)exist.d in fish wit. nano curcumin diet. while t.e best.cat.lase(CAt.efficiency occurred at.higher nano curcumin levels≥100 ppm.In addit.on,higher count. of int.st.nal microbiot. in t.rms of t.t.l bact.rial count.t.C),t.t.l yeast.and molds count.t.MC),and coliform were not.ced in fish consumed t.e basal diet.compared t. groups fed on nano curcumin diet..In conclusion,incorporat.ng nano curcumin at.a level of≥100 mg/kg diet.part.cularly at.150 mg/kg)improved a non-specific immune response,ant.oxidant.and healt.ier gast.oint.st.nal microbiot. in Nile t.lapia under chronic low-t.mperat.re st.ess.

关键词： Nano curcumin Gast.oint.st.nal microbiot. Ant.oxidant. Non-specific immune responses t.mperat.re st.ess

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