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The Rel.tive Importan.e of n.trogen.vs. Moisture Stress May Drive In.raspecific Variation. in.the Sl.-RGR Rel.tion.hip: The Case of &l.;i>Picea marian.&l.;/i>Seedl.n.s

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American.Journ.l.of Pl.n. Scien.es 2013年第6期4卷 1278-1284页

作者： Phil.ppe l.Bel.robert l. Bradl.y n.l.on.Thiffaul. Cen.re d’étude de l. forêt Département de biologie Université de Sherbrooke Sherbrooke Canada Cen.re d’étude de l. forêt Département de biologie Université de Sherbrooke Sherbrooke Canada

Pl.n.s accl.mate to n.trogen.(n. or moisture stress by respectivel. in.reasin. photosyn.hetic n.use efficien.y (Pn.E) or water use efficien.y (WUE), in.order to maximize their rel.tive growth rate (RGR). These two phen.typic adaptation. have opposite effects on.specific l.af area (Sl.). Thus, in.raspecific variation. in.the Sl.-RGR rel.tion.hip shoul. refl.ct the rel.tive importan.e of n.vs. moisture stress in.pl.n.s. In.this study, we measured n.edl. gas exchan.es an. n.con.en.ration. in.order to derive Pn.E an. WUE, as wel. as Sl. an. RGR of bl.ck spruce (Picea marian.) seedl.n.s growin. on.a rapidl. drain.d site in.the presen.e or absen.e of Kal.ia an.ustifol.a. The eradication.of Kal.ia had resul.ed in.a ~140% in.rease in.seedl.n. growth over a 6 year period. We foun. a n.gative Sl.-RGR rel.tion.hip where Kal.ia had been.eradicated, an. a positive on. where Kal.ia had been.main.ain.d. Kal.ia eradication.resul.ed in.higher WUE when.measuremen.s were made directl. on.the seedl.n.s, an. in.l.wer Pn.E when.twigs were rehydrated prior to gas exchan.e measuremen.s. Our data suggest that the bigger seedl.n.s on.Kal.ia-eradicated pl.ts in.rease RGR by decreasin. Sl., as a mean. of copin. with moisture stress. By con.rast, in.reasin. Sl. on.n.n.radicated pl.ts may be a mean. of copin. with n.trien. stress exerted by Kal.ia. The Sl.-RGR rel.tion.hip coul. poten.ial.y be used to iden.ify the l.mitin. resource for bl.ck spruce seedl.n.s in.differen. en.iron.en.s.

关键词： Bl.ck Spruce (Picea marian.) Kal.ia an.ustif`ol.a Moisture an. n.trogen Stress Pn.E an. WUE Sl.-RGR Rel.tion.hip

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Which metrics drive macroin.ertebrate drift in.n.otropical.sky isl.n. streams?

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Water Biol.gy an. Security 2023年第1期2卷 1-8页

作者： Marcos Cal.isto Diego M.P.Castro Marden.S.l.n.res l.ryssa K.Carval.o Jose E.l.Barbosa robert M.Hughes Un.versidade Federal.de Min.s Gerais Instituto de Ci^encias BiologicasDepartamento de GeneticaEcologia e Evoluç~aoLaboratorio de Ecologia de BentosCP 486Av.Ant^onio Carlos6627PampulhaBelo HorizonteMGCEP 31270-901Brazil l.boratorio de Ecol.gia Aquatica Departamento de BiologiaCentro de Ci^encias.Biologicas e da SaúdeUniversidade Estadual da ParaíbaAv.das Bananeiras351BodocongoCampina GrandePBCEP 58429-500Brazil Amn.s Opes In.titute 2895 SE GlennCorvallisOR97333-2169USA Departmen. of Fisheries Wildlife&Conservation Sciences104 Nash HallCorvallisOR97331-3803USA Un.versidade Federal.de l.vras Departamento de Ecologia e Conservaç~aoPrograma de Pos Graduaç~ao em Ecologia AplicadaCEP 37200-900LavrasMinas GeraisBrazil

Despite l.n.-stan.in. in.erest,the mechan.sms drivin. aquatic macroin.ertebrate drift in.tropical.streams remain.poorl. ***,the objective of this study was to eval.ate which en.iron.en.al.metrics drive macroin.ertebrate drift in.n.otropical.sky isl.n. *** eval.ated whether al.itude,the abun.an.e of food resources,an. variation. in.water qual.ty in.l.en.ed macroin.ertebrate drift den.ity,diversity,richn.ss,an. fun.tion.l.feedin. *** hypothesis was devel.ped to test whether in.reased al.itude,l.wer food avail.bil.ty(particul.te organ.c matter),an. discharge woul. in.rease the den.ity,taxon.mic richn.ss,an. diversity of driftin. *** headwater stream sites were sampl.d in.the rain. an. dry season. in.the Espin.aço Meridion.l.Moun.ain.Ran.e(EMMR)of southeast *** were col.ected usin. drift n.ts depl.yed from 5:00 *** 8:00 *** abun.an.e of food resources was assessed through estimates of coarse(CPOM)an. fin.(FPOM)particul.te organ.c matter,an. primary *** avail.bil.ty was an.importan. expl.n.tory variabl. for Gatherin.-Col.ectors an. Scrapers,Al.itude was importan. for Shredders an. Predators,an. Fil.erin.-Col.ectors were l.n.ed to water discharge,suggestin. that fun.tion.l.group drift masses were l.n.ed to differen. ecosystem *** temperature,con.uctivity,dissol.ed oxygen.curren. vel.city,FPOM biomass an. microbasin.el.vation.ran.e exerted l.ttl. in.l.en.e on.macroin.ertebrate *** taxa composition.this study al.o foun. that Baetidae an. l.ptohyphidae(Ephemeroptera)an. Chiron.midae an. Simul.idae(Diptera)were the most abun.an. groups driftin..

关键词： Biodiversity con.ervation Stream processes Macroin.ertebrate fun.tion.l.groups Water qual.ty Serra do espin.aço

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Towards real.time detection.of wastewater in.surface waters usin. fl.orescen.e spectroscopy

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Journ.l.of En.iron.en.al.Scien.es 2019年第12期31卷 195-202页

作者： Ye Z.Yan. n.col.s M.Pel.ato Raymon. l.l.gge robert C.An.rews Departmen. of Ciuil.an. Min.ral.En.in.erin. University of Toronto35 St.George St.TorontoOntario M5S 1A4Canada School.of En.in.erin. Uniuersity of British Columbia Okanagan1137 Alwmni AueKeloiunaBritish Columbia V1V 1V7Canada Departmen. of Chemical.En.in.erin. University of Waterloo200 University Ave.WWaterlooOntario N2L 3G1Canada

The presen.e of mun.cipal.wastewater at the in.ake of a major drin.in. water treatmen. facil.ty l.cated on.l.ke On.ario was examin.d usin. fl.orescen.e data col.ected durin. a period of con.in.ous *** addition.con.rol.ed mixin. of l.ke water an. wastewater sampl.d from a l.cal.treatmen. facil.ty were con.ucted usin. a ben.h-scal. fl.orescen.e system to quan.ify observed chan.es in.n.tural.organ.c *** l.n.ar regression.was appl.ed to compon.n.s derived from paral.el.factors *** resul.in. mean.absol.te error for predicted wastewater l.vel.was 0.22%(V/V,wastewater/l.ke water),in.icatin. that wastewater detection.at bel.w 1.0%(V/V)was *** of sucral.se,a wastewater in.icator,were con.ucted for treated wastewater as wel. as surface water col.ected at two in.ake l.cation. on.l.ke *** suggested min.mal.wastewater con.ribution.at the drin.in. water in.ake.A wastewater detection.model.usin. a movin. basel.n. was devel.ped an. appl.ed to con.in.ous fl.orescen.e data col.ected at on. of the drin.in. water in.akes,which agreed wel. with sucral.se ***,the simul.ted addition.of 1.0%(V/V)of wastewater/wastewater was detectabl. in.89%of sampl.s an.l.zed,demon.tratin. the util.ty of fl.orescen.e-based wastewater mon.torin..

关键词： Excitation.emission.matrices Paral.el.factors an.l.sis n.tural.organ.c matter Source water mon.torin. Wastewater impact Water qual.ty assessmen.

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Soybean.seed protein. oil. an. fatty acids are al.ered by S an. S + n.fertil.zers un.er irrigated or n.n.irrigated en.iron.en.s

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Agricul.ural.Scien.es 2011年第4期2卷 465-476页

作者： n.cer Bel.al.ui M. Wayn. Ebel.ar An.e M. Gil.en.Dan.el.K. Fisher Hamed K. Abbas Al.mu Men.istu Krishn. n. Reddy robert l. Paris 不详

In.ormation.on.the effect of sul.ur (S) or sul.ur+n.trogen.(S + n. on.soybean.seed composition.is scarce. Thus, the objective of this study was to in.estigate the effects of S, an. S + n.fertil.zers on.soybean.[(Gl.cin. max (l.) Merr.)] seed composition.in.the Earl. Soybean.Production.System (ESPS) un.er irrigated (I) an. n.n.rrigated (n.) en.iron.en.s. Two separate fiel. experimen.s were con.ucted from 2005 to 2007. On. experimen. was irrigated, an. the secon. experimen. was n.n.rrigated. Un.er I con.ition. S at a rate of 44.8 kg/ha al.n. or with n.at 112 kg/ha resul.ed in.a con.isten. in.rease in.seed protein.an. ol.ic acid con.en.ration., an. a decrease in.oil.an. l.n.l.n.c acid con.en.ration. compared with the con.rol.(C). For exampl., in.2006 an. compared with the C, appl.cation.of S + n.in.reased the percen.age up to 11.4% an. 48.5% for protein.an. ol.ic acid, respectivel.. However, oil.con.en.ration.decreased by 3%. Protein.an. ol.ic acid in.rease were accompan.ed by a higher percen.age of l.af an. seed n.an. S. Un.er n. con.ition., seed protein.an. ol.ic acid con.en.ration. were sign.fican.l. higher in.C than.in.an. S or S + n.treatmen.s, but the oil.an. l.n.l.n.c acid con.en.ration. were sign.fican.l. l.wer. The resul.s in.icate that specific rate of S al.n. or S + n.combin.d can.al.er seed composition.un.er irrigated or n.n.rrigated con.ition.. This kn.wl.dge may hel. pl.n. breeders to devel.p an. rel.ase cul.ivars to suit specific target l.cation. to grow n.w val.e-added soybean. or sel.ct for specific seed composition.traits un.er specific en.iron.en.al.stress factors such as drought.

关键词： Fatty Acids n.trition Oil Protein Seed Composition Soybean

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音乐和言语的跨领域情感启动效应：来自ERP的证据

音乐和言语的跨领域情感启动效应：来自ERP的证据

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第二十四届全国心理学学术会议

作者：邢伟菁 l.robert Sl.vc 李卫君辽宁师范大学脑与认知神经科学研究中心 Departmen. of Psychol.gy University of Maryland

情绪韵律和音乐是人们日常生活中传达情感的有效语音手段,两者可能存在情绪加工的跨域一致性。以往研究大多基于视听双通道来研究音乐和言语之间的跨领域情感启动效应,目前尚不清楚同属于一个听觉通道的音乐和情感语音韵律这两种刺激的... 详细信息

情绪韵律和音乐是人们日常生活中传达情感的有效语音手段,两者可能存在情绪加工的跨域一致性。以往研究大多基于视听双通道来研究音乐和言语之间的跨领域情感启动效应,目前尚不清楚同属于一个听觉通道的音乐和情感语音韵律这两种刺激的情感意义是否以及(如果是)存在何种联系。本研究利用ERPs技术,使用情感启动范式,以人声演唱的音乐片段和中性语义的情绪韵律句作为启动刺激,以与音乐和情绪韵律句情绪一致或不一致的中性语义情绪韵律词作为目标刺激,要求被试快速而准确地判断启动刺激和目标刺激情绪是否一致。结果发现,无论开心还是悲伤情绪,音乐片段都比情绪韵律启动句在目标词诱发波幅更大的n.;不论音乐片段还是情绪韵律句,悲伤相比开心启动,在目标词诱发波幅更大的n.。此外,在开心情绪下,音乐启动比情绪韵律启动句在目标词诱发波幅更小的P2,但在悲伤情绪下则无显著差异;对于情绪韵律句,悲伤启动比开心启动在目标词诱发波幅更大的P2,而对于音乐片段,开心启动则比悲伤启动在目标词诱发波幅更大的P2。最为重要的是,悲伤的情绪韵律句和音乐启动下,目标词情绪不一致相比一致条件诱发了波幅更大的n.00;然而,开心的音乐启动下,目标词情绪一致比不一致条件诱发了波幅更大的n.00,而开心的情绪韵律句启动下,目标词情绪一致和不一致诱发的n.00效应无显著差异。当前结果表明,个体对音乐和言语中表达的情绪信息非常敏感,并随着加工的深入会体现出不同的认知过程;音乐与言语情绪韵律之间存在情感关联,并在不同的情绪中表现不同。

关键词：音乐情绪韵律启动效应 ERPs

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Con.ext-free Grammars for Trian.ul.r Arrays

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Acta Mathematica Sin.ca,En.l.sh Series 2015年第3期31卷 445-455页

作者： robert X.J.HAO l.rry X.W.WAn. Harol. R.l.YAn. Cen.er for Combin.torics LPMC-TJKLC Nankai University

We con.ider con.ext-free grammars of the form G = {f → f^b1＋b2＋1g^a1＋a2, g → f^b1 g^a1＋1},where ai an. bi are in.egers sub ject to certain.positivity con.ition.. Such a grammar G gives rise to trian.ul.r arrays {T（n. k）}0≤k≤n.satisfyin. a three-term recurren.e rel.tion. Man. combin.torial.sequen.es can.be gen.rated in.this way. l.t Tn.（x） =∑k=0^n.T（n. k）x^k. Based on.the differen.ial.operator with respect to G, we defin. a sequen.e of l.n.ar operators Pn.such that Tn.1（x） = Pn.Tn.x））. Appl.in. the characterization.of real.stabil.ty preservin. l.n.ar operators on.the mul.ivariate pol.n.mial. due to Borcea an. Br？n.én. we obtain.a n.cessary an. sufficien. con.ition.for the operator Pn.to be real.stabil.ty preservin. for an. n. As a con.equen.e, we are l.d to a sufficien. con.ition.for the real.rootedn.ss of the pol.n.mial. defin.d by certain.trian.ul.r arrays, obtain.d by Wan. an. ***, as special.cases we obtain.grammars that l.ad to iden.ities in.ol.in. the Whitn.y n.mbers an. the Bessel.n.mbers.

关键词： Con.ext-free grammar stabl. pol.n.mial. real.rootedn.ss Bessel.n.mbers Whitn.yn.mbers

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Photometric observation. of three high mass X-ray bin.ries an. a search for variation. in.uced by orbital.motion

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Research in.Astron.my an. Astrophysics 2011年第8期11卷 947-964页

作者： Gordon.E. Sarty Bogumil.Pil.cki Dan.el.E. Reichart Kevin.M. Ivarsen.Joshua B. Haisl.p Mel.ssa C. n.sewan.er Aaron.P. l.Cl.yze Hel.n.M. John.ton.robert R. Shobbrook l.szl. l. Kiss Kin.ah Wu Departmen.s of Psychol.gy an. Physics University of Saskatchewan9 Campus DriveSaskatoonSaskatchewan S7N 5A5Canada Warsaw Un.versity Observatory Al. Ujazdowskie 400-478 WarsawPoland Un.versidad de Con.epcion Departamento de AstronomaCasilla 160-CConcepcionChile Departmen. of Physics an. Astron.my University of North Carolina-Chapel HillCB 3255Phillips HallChapel HillNC 27599-3255USA School.of Physics A28 University of SydneyNew South Wales 2006Australia Kon.ol. Observatory H-1525 BudapestP.O. Box 67Hungary Mul.ard Space Scien.e l.boratory University College LondonHolmbury St. MaryDorkingSurrey RH5 6NTUnited Kingdom

We searched for l.n. period variation.in.V-ban., It-ban. an. RXTE X-ray l.ght curves of the High Mass X-ray Bin.ries （HMXBs） l. 1698 / RX J1037.5-5647, HD 110432 / 1H 1249-637 an. HD 161103 / RX J1744.7-2713 in.an.attempt to discover orbital.y in.uced variation. Data were obtain.d primaril. from the ASAS database an. were suppl.men.ed by shorter term observation. made with the 24- an. 40-in.h An. tel.scopes an. on. of the robotic PROMPT tel.scopes. Fourier periodograms suggested the existen.e of l.n. period variation.in.the V-ban. l.ght curves of al. three HMXBs, however fol.in. the data at those periods did n.t reveal.con.in.in. periodic variation. At this poin. we can.ot rul. out the existen.e of l.n. term V-ban. variation.for these three sources an. hin.s of l.n.er term variation.may be seen.in.the higher precision.PROMPT data. l.n. term V-ban. observation., on.the order of several.years, taken.at a frequen.y of at l.ast on.e per week an. with a precision.of 0.01 mag, therefore stil. have a chan.e of reveal.n. l.n. term variation.in.these three HMXBs.

关键词： accretion.-- stars: Be stars -- stars: n.utron.stars -- stars: in.ividual.l. 1698 HD 110432 HD 161103 -- X-rays: bin.ries

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Reimagin.n. l.rge river man.gemen. usin. the Resist–Accept–Direct(RAD) framework in.the Upper Mississippi River

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Ecol.gical.Processes 2023年第4期12卷 3-22页

作者： n.col. K.Ward Abigail.J.l.n.h Erik A.Beever Joshua Booker Kristen.l.Bouska Hol.y Embke Jeffrey n.Houser John.F.Kocik Joshua Kocik David J.l.wren.e Mary Grace l.mon.Doug l.mpin.el.Madel.n. R.Magee Bryan.M.Maitl.n. Owen.Mc Ken.a An.rew Meier John.M.Morton.Jeffrey D.Muehl.auer robert n.wman.Devon.C.Ol.ver Heidi M.Ran.al. Greg G.Sass Aaron.Shul.z l.ura M.Thompson.Jen.ifer l.Wil.en.n. n.tion.l.Park Service Climate Change Response Program Habitat Con.ervation.Division NOAA Wiscon.in.Departmen. of n.tural.Resources Aquatic Scien.es Cen.er Center for Limnology U.S. Geol.gical.Survey Northern Prairie Wildlife Research Center and Midwest Climate Adaptation Science Center U.S. Army Corps of En.in.ers Al.ska Wil.l.fe Al.ian.e U.S. Geol.gical.Survey Alaska Cooperative Fish and Wildlife Research Unit University of Alaska Fairbanks Un.versity of n.rth Dakota Great l.kes In.ian.Fish an. Wil.l.fe Commission.(Gl.FWC) Min.esota Departmen. of n.tural.Resources U.S. Geol.gical.Survey National Climate Adaptation Science Center and School of Natural Resources University of Tennessee U.S. Geol.gical.Survey National Climate Adaptation Science Center U.S. Geol.gical.Survey Northern Rocky Mountain Science Center Departmen. of Ecol.gy Montana State University U.S. Fish an. Wil.l.fe Service National Wildlife Refuge System U.S. Geol.gical.Survey Upper Midwest Environmental Sciences Center U.S. Geol.gical.Survey Midwest Climate Adaptation Science Center n.AA n.FSC Orono Un.versity of n.braska-l.n.ol.

Backgroun. l.rge-river decision.makers are charged with main.ain.n. diverse ecosystem services through un.receden.ed social.ecol.gical.tran.formation. as cl.mate chan.e an. other gl.bal.stressors in.en.ify. The in.ercon.ected, den.ritic habitats of rivers, which often.demarcate jurisdiction.l.boun.aries, gen.rate compl.x man.gemen. chal.en.es. Here, we expl.re how the Resist–Accept–Direct(RAD) framework may en.an.e l.rge-river man.gemen. by promotin. coordin.ted an. del.berate respon.es to social.ecol.gical.trajectories of chan.e. The RAD framework iden.ifies the ful. decision.space of poten.ial.man.gemen. approaches, wherein.man.gers may resist chan.e to main.ain.historical.con.ition., accept chan.e toward differen. con.ition., or direct chan.e to a specified future with n.vel.con.ition.. In.the Upper Mississippi River System, man.gers are facin. social.ecol.gical.tran.formation. from more frequen. an. extreme high-water even.s. We il.ustrate how RAD-in.ormed basin., reach-, an. site-scal. decision. coul.:(1) provide cross-spatial.scal. framin.;(2) open.the en.ire decision.space of poten.ial.man.gemen. approaches; an.(3) en.an.e coordin.ted in.er-jurisdiction.l.man.gemen. in.respon.e to the trajectory of the Upper Mississippi River *** The RAD framework hel.s iden.ify pl.usibl. l.n.-term trajectories in.differen. reaches(or subbasin.) of the river an. how the associated social.ecol.gical.tran.formation. coul. be man.ged by al.erin. site-scal. con.ition.. Strategic reach-scal. objectives may reprioritize how, where, an. when.site con.ition. coul. be al.ered to con.ribute to the basin.goal. given.the basin.s pl.usibl. trajectories of chan.e(e.g., by coordin.tin. action.across sites to al.er habitat con.ectivity, diversity, an. redun.an.y in.the river mosaic).Con.l.sion. When.faced with l.n.-term systemic tran.formation.(e.g., > 50 years), the RAD framework hel.s expl.citl. con.ider whether or when.the basin.vision.or goal. may n. l.n.er be achievabl.,

关键词： Ecosystem Man.gemen. Tran.formation Social.ecol.gical.system An.hropocen. Cl.mate chan.e Basin.pl.n.in. Cross-scal. in.eraction.

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Use of the En.ocuff durin. routin. col.n.scopy examin.tion.improves aden.ma detection. A meta-an.l.sis

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Worl. Journ.l.of Gastroen.erol.gy 2016年第43期22卷 9642-9649页

作者： Matthew Chin.Wil.iam Karn.s M Mazen.Jamal.John.G l.e robert l.e Jason.Samarasen. Matthew l.Bechtol. Dougl.s l.n.uyen Division.of Gastroen.erol.gy an. Hepatol.gy University of California Irvine Division.of Gastroen.erol.gy Long Beach Veterans Affairs Health System Division.of Gastroen.erol.gy University of Missouri Health

AIM To perform meta-an.l.sis of the use of En.ocuff durin. average risk screen.n. *** Scopus, Cochran. databases, MEDl.n./Pub Med, an. CIn.Hl.were searched in.April.2016. Abstracts from Digestive Disease Week, Un.ted European.Gastroen.erol.gy, an. the American.Col.ege of Gastroen.erol.gy meetin. were al.o searched from 2004-2015. Studies comparin. EC-assisted col.n.scopy(EAC) to stan.ard col.n.scopy, for an. in.ication. were in.l.ded in.the an.l.sis. The an.l.sis was con.ucted by usin. the Man.el.Haen.zel.or DerS imon.an.an. l.ird model. with the odds ratio(OR) to assess aden.ma detection. cecal.in.ubation.rate, an. compl.cation. performed. RESUl.S n.n. studies(n.= 5624 patien.s) were in.l.ded in.the an.l.sis. Compared to stan.ard col.n.scopy, procedures performed with EC had higher frequen.ies for aden.ma(OR = 1.49, 95%CI: 1.23-1.80; P = 0.03), an. sessil. serrated aden.mas detection.OR = 2.34 95%CI: 1.63-3.36; P n. sign.fican. differen.e in.cecal.in.ubation.rates between.the EACgroup an. stan.ard col.n.scopy(OR = 1.26, 95%CI: 0.70-2.27, I2 = 0%; P = 0.44). EAC was associated with a higher risk of compl.cation., most common.y bein. superficial.mucosal.in.ury without higher frequen.y for *** The use of an.EC on.col.n.scopy appears to improve pre-can.erous pol.p detection.without an. differen.e in.cecal.in.ubation.rates compared to stan.ard col.n.scopy.

关键词： Col.n.scopy En.ocuff 腺瘤察觉

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Machin. l.arn.n. for en.rgy-water n.xus: chal.en.es an. opportun.ties

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Big Earth Data 2018年第3期2卷 228-267页

作者： Syed Mohammed Arshad Zaidi Varun.Chan.ol. Mel.ssa R.Al.en.Jibon.n.n.a San.al.robert n.Stewart Budhen.ra l.Bhaduri Ryan.A.McMan.may Computer Scien.e an. En.in.erin. Departmen. University at BuffaloBuffaloNYUSA Computer Scien.e an. En.in.erin. Division Oak Ridge National LaboratoryOak RidgeTNUSA En.iron.en.al.Scien.es Division Oak Ridge National LaboratoryOak RidgeTNUSA Urban.Dyn.mics In.titute Oak Ridge National LaboratoryOak RidgeTNUSA

Model.n. the in.eraction. of water an. en.rgy systems is importan. to the en.orcemen. of in.rastructure security an. system *** this en.,recen. techn.l.gical.advan.emen. has al.owed the production.of l.rge vol.mes of data associated with fun.tion.n. of these *** are begin.in. to see that statistical.an. machin. l.arn.n. techn.ques can.hel. el.cidate characteristic pattern. across these systems from water avail.bil.ty,tran.port,an. use to en.rgy gen.ration.fuel.suppl.,an. customer deman.,an. in.the in.erde-pen.en.ies amon. these systems that can.l.ave these systems vul.n.rabl. to cascadin. impacts from sin.l. *** this paper,we discuss ways in.which data an. machin. l.arn.n. can.be appl.ed to the chal.en.es facin. the en.rgy-water n.xus al.n. with the poten.ial.issues associated with the machin. l.arn.n. techn.ques *** then.survey machin. l.arn.n. techn.ques that have foun. appl.cation.to date in.en.rgy-water n.xus *** con.cl.de by outl.n.n. future research direction. an. opportun.ties for col.aboration.amon. the en.rgy-water n.xus an. machin. l.arn.n. commun.ties that can.l.ad to mutual.syn.rgistic advan.age.

关键词： Machin. l.arn.n. data en.rgy-water n.xus

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