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MixerKT:A Knowledge Tracing Model Based on Pure MLP Architecture
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作者 Jun Wang Mingjie Wang +3 位作者 zijie li Ken Chen Jiatian Mei Shu Zhang 《Computers, Materials & Continua》 SCIE EI 2025年第1期485-498,共14页
In the field of intelligent education,the integration of artificial intelligence,especially deep learning technologies,has garnered significant attention.Knowledge tracing(KT)plays a pivotal role in this field by pred... In the field of intelligent education,the integration of artificial intelligence,especially deep learning technologies,has garnered significant attention.Knowledge tracing(KT)plays a pivotal role in this field by predicting students’future performance through the analysis of historical interaction data,thereby assisting educators in evaluating knowledgemastery and tailoring instructional strategies.Traditional knowledge tracingmethods,largely based on Recurrent Neural Networks(RNNs)and Transformer models,primarily focus on capturing long-term interaction patterns in sequential data.However,these models may neglect crucial short-term dynamics and other relevant features.This paper introduces a novel approach to knowledge tracing by leveraging a pure Multilayer Perceptron(MLP)architecture.We proposeMixerKT,a knowledge tracing model based on theHyperMixer framework,which uniquely integrates global and localMixer feature extractors.This architecture enables more effective extraction of both long-terminteraction trends and recent learning behaviors,addressing limitations in currentmodels thatmay overlook these key aspects.Empirical evaluations on twowidely-used datasets,ASSIS Tments2009 and Algebra2005,demonstrate that MixerKT consistently outperforms several state-of-the-art models,including DKT,SAKT,and Separated Self-Attentive Neural Knowledge Tracing(SAINT).Specifically,MixerKT achieves higher prediction accuracy,highlighting its effectiveness in capturing the nuances of learners’knowledge states.These results indicate that our model provides a more comprehensive representation of student learning patterns,enhancing the ability to predict future performance with greater precision. 展开更多
关键词 Knowledge tracing multilayer perceptron channel mixer sequence mixer
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Numerical and experimental investigation into the evolution of the shock wave when a muzzle jet impacts a constrained moving body 被引量:1
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作者 zijie li Hao Wang +1 位作者 Changshun Chen Kun Jiang 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2024年第3期317-326,共10页
The gun-track launch system is a new special launch device that connects the track outside the muzzle.Because it is constrained by the track,the characteristics of development of the muzzle jet differ from those of th... The gun-track launch system is a new special launch device that connects the track outside the muzzle.Because it is constrained by the track,the characteristics of development of the muzzle jet differ from those of the traditional muzzle jet.Specifically,it changes from freely developing to doing so in a constrained manner,where this results in an asymmetric direction of flow as well as spatio-temporal coupling-induced interference between various shock waves and the formation of vortices.In this background,the authors of this article formulate and consider the development and characteristics of evolution of the muzzle jet as it impacts a constrained moving body.We designed simulations to test the gun-track launch system,and established a numerical model based on the dynamic grid method to explore the development and characteristics of propagation of disturbances when the muzzle jet impacted a constrained moving body.We also considered models without a constrained track for the sake of comparison.The results showed that the muzzle jet assumed a circumferential asymmetric shape,and tended to develop in the area above the muzzle.Because the test platform was close to the ground,the muzzle jet was subjected to reflections from it that enhanced the development and evolution of various forms of shock waves and vortices in the muzzle jet to exacerbate its rate of distortion and asymmetric characteristics.This in turn led to significant differences in the changes in pressure at symmetric points that would otherwise have been identical.The results of a comparative analysis showed that the constrained track could hinder the influence of reflections from the ground on the muzzle jet to some extent,and could reduce the velocity of the shock waves inducing the motion of the muzzle as well as the Mach number of the moving body.The work here provides a theoretical basis and the requisite technical support for applications of the gun-track launch system.It also sheds light on the technical bottlenecks that need to be considered to recover high-value warheads. 展开更多
关键词 Shock wave/vortex interference Muzzle jet Constrained boundary Dynamic grid
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Nanomedicine integrating the lipidic derivative of 5-fluorouracil,miriplatin and PD-L1 si RNA for enhancing tumor therapy
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作者 An Lu Yuhao Guo +11 位作者 Yi Yan lin Zhai Xiangyu Wang Weiran Cao zijie li Zhixia Zhao Yujie Shi Yuanjun Zhu Xiaoyan liu Huining He Zhiyu Wang Jian-Cheng Wang 《Chinese Chemical Letters》 SCIE CAS CSCD 2024年第6期385-391,共7页
Immunosuppressive microenvironments present critical problems in clinical chemotherapy.To regulate the tumor immune microenvironment for enhancing antitumor effect,a combination of immune checkpoint inhibitors(ICIs)wi... Immunosuppressive microenvironments present critical problems in clinical chemotherapy.To regulate the tumor immune microenvironment for enhancing antitumor effect,a combination of immune checkpoint inhibitors(ICIs)with chemotherapeutics has been applied clinically.In this study,miriplatin(MiPt),the lipidic derivative of 5-fluorouracil(Fu-OA),as well as the programmed death ligand 1(PD-L1)target si RNA(siPD-L1)were integrated into Lip-Pt/Fu@siPD-L1 nanoparticles(NPs)for chemo-immunotherapy.In vitro results showed that Lip-Pt/Fu@siPD-L1 NPs could exhibit effective siRNA gene silencing and promote the phagocytosis of tumor cells by macrophages.Furthermore,in vivo results revealed that LipPt/Fu@siPD-L1 NPs showed significantly higher anti-tumor efficiency than that of the physical mixing of Mi Pt,5-fluorouracil,and Lip@siPD-L1 NPs(delivery of siPD-L1 by liposomes).The best anti-tumor efficiency of Lip-Pt/Fu@siPD-L1 NPs resulted from the synergistic immunotherapeutic effects of Mi Pt and siPD-L1 based on the inhibition of CD47 expression and the downregulation of PD-L1 in tumor cells,which elicited a robust anti-tumor immune response through the activation of macrophage phagocytosis and immune checkpoint inhibition.The Lip-Pt/Fu@siPD-L1 NPs provide a potential strategy for tumor chemo-immunotherapy. 展开更多
关键词 CHEMO-IMMUNOTHERAPY Immune checkpoint inhibition Gene silencing MIRIPLATIN Macrophage phagocytosis Nanotechnology
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Antioxidant-enriched autologous biogel promoted diabetic wound healing by remodeling inherent posttraumatic inflammatory patterning and restoring compromised microenvironment homeostasis 被引量:5
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作者 Yixi Yang Le Wang +11 位作者 Yonglin Zhou Yijun He Shaozhang lin Yuwei Zeng Yunhe Zhou Wei li Zaopeng He Qi Zhao lihao Chen zijie li Wenhao Wang Zhi-Yong Zhang 《Regenerative Biomaterials》 SCIE EI 2022年第1期202-218,共17页
Successful wound healing depends on the reconstruction of proper tissue homeostasis,particularly in the posttraumatic inflammatory tissue microenvironment.Diabetes jeopardizes tissues’immune homeostasis in cutaneous ... Successful wound healing depends on the reconstruction of proper tissue homeostasis,particularly in the posttraumatic inflammatory tissue microenvironment.Diabetes jeopardizes tissues’immune homeostasis in cutaneous wounds,causing persistent chronic inflammation and cytokine dysfunction.Previously,we developed an autologous regeneration factor(ARF)technology to extract the cytokine composite from autologous tissue to restore immune homeostasis and promote wound healing.However,treatment efficacy was significantly compromised in diabetic conditions.Therefore,we proposed that a combination of melatonin and ARF,which is beneficial for proper immune homeostasis reconstruction,could be an effective treatment for diabetic wounds.Our research showed that the utilization of melatonin-mediated ARF biogel(AM gel)promoted diabetic wound regeneration at a more rapid healing rate.RNA-Seq analysis showed that AM gel treatment could restore more favorable immune tissue homeostasis with unique inflammatory patterning as a result of the diminished intensity of acute and chronic inflammation.Currently,AM gel could be a novel and promising therapeutic strategy for diabetic wounds in clinical practice through favorable immune homeostatic reconstructions in the tissue microenvironment and proper posttraumatic inflammation patterning. 展开更多
关键词 autologous regeneration factors wound healing HOMEOSTASIS tissue microenvironment inflammation patterning
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Easily prepared and stable functionalized magnetic ordered mesoporous silica for efficient uranium extraction 被引量:3
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作者 Wenlu Guo Changming Nie +6 位作者 lin Wang zijie li lin Zhu liuzheng Zhu Zhentai Zhu Weiqun Shi liyong Yuan 《Science China Chemistry》 SCIE EI CAS CSCD 2016年第5期629-636,共8页
Functionalized magnetic Fe_3O_4@SiO_2 composite nanoparticles were prepared by simply embedding iron oxide nanoparticles into MCM-41 through one-step synthesis process, followed by aminopropyls grafting on the mesopor... Functionalized magnetic Fe_3O_4@SiO_2 composite nanoparticles were prepared by simply embedding iron oxide nanoparticles into MCM-41 through one-step synthesis process, followed by aminopropyls grafting on the mesopore channels, aiming to efficiently and conveniently uptake U(VI) from aqueous solution. The resultant material possesses highly ordered mesoporous structure with large surface area, uniform pore size, excellent thermal stability, quick magnetic response, and desirable acids resistance, confirmed by Fourier transform infrared spectroscopy(FTIR), scanning electron microscopy(SEM), N_2 adsorption/desorption experiments, powder X-ray diffraction(PXRD), and thermogravimetric analysis(TGA). Detailed U(VI) sorption test indicated that this material is indeed an effective U(VI) sorbent with fast sorption kinetics of less than 2 h, large sorption capacity of 160 mg/g at p H 5.0±0.1, and desirable selectivity towards U(VI) ions over a range of competing metal ions. The absorbed U(VI) can be easily desorbed by 0.01 mol/L or more concentrated HNO_3 solution, and the reclaimed sorbent can be reused with no obvious decrease of sorption capacity even after 4 sorption-desorption cycles. The present results suggest the vast opportunities of this kind of magnetic composite on the solid-phase extraction of U(VI). 展开更多
关键词 aminopropyls MAGNETIC ordered mesoporous silica URANIUM SORPTION
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The key mechanisms of multi-system responses triggered by central nervous system damage in hand,foot,and mouth disease severity
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作者 Wangquan Ji Peiyu Zhu +6 位作者 Yuexia Wang Yu Zhang zijie li Haiyan Yang Shuaiyin Chen Yuefei Jin Guangcai Duan 《Infectious Medicine》 2024年第3期41-53,共13页
Hand,foot,and mouth disease(HFMD)is a prevalent infectious affliction primarily affecting children,with a small portion of cases progressing to neurological complications.Notably,in a subset of severe HFMD cases,neuro... Hand,foot,and mouth disease(HFMD)is a prevalent infectious affliction primarily affecting children,with a small portion of cases progressing to neurological complications.Notably,in a subset of severe HFMD cases,neurological manifestations may result in significant sequelae and pose a risk of mortality.We systematically conducted literature retrieval from the databases PubMed(1957–2023),Embase(1957–2023),and Web of Science(1957–2023),in addition to consulting authoritative guidelines.Subsequently,we rigorously selected the most relevant articles within the scope of this review for comprehensive analysis.It is widely recognized that the severity of HFMD is attributed to a multifaceted array of pathophysiological mechanisms.The implication of multi-system dysfunction appears to be perturbances of the human defense system;therefore,it contributes to the severity of HFMD.In this review,we provide an overview and analysis of recent insights into the molecular mechanisms contributing to the severity of HFMD,with a particular focus on cytokine release syndrome,the involvement of the renin-angiotensin system,regional immunity,endothelial dysfunction,catecholamine storm,viral invasion,and the molecular mechanisms of neurological damage.We speculate that the domino effect of diverse physiological systems,initiated by damage to the central nervous system,serve as the primary mechanisms governing the severity of HFMD.Simultaneously,we emphasize the knowledge gaps and research urgently required to delineate a quick roadmap for ongoing and essential studies on HFMD. 展开更多
关键词 Hand foot and mouth disease Pathogenic mechanisms Central nervous system Catecholamine storm Multi-system response
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共价有机框架稳定性提高及其在放射性核素分离中的应用 被引量:1
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作者 张慧迪 李子杰 石伟群 《化学进展》 SCIE CAS CSCD 北大核心 2023年第3期475-495,共21页
共价有机框架(Covalent Organic Frameworks,COFs)是一类通过可逆反应制备的具有长程有序结构的晶态有机多孔聚合物,因其良好的耐辐照性、结构可设计性及可功能化特点有望在放射性核素高效吸附及作用机理探讨中发挥作用。但连接键可逆... 共价有机框架(Covalent Organic Frameworks,COFs)是一类通过可逆反应制备的具有长程有序结构的晶态有机多孔聚合物,因其良好的耐辐照性、结构可设计性及可功能化特点有望在放射性核素高效吸附及作用机理探讨中发挥作用。但连接键可逆性降低了COFs的化学稳定性,本文系统地综述了COFs化学稳定性提高(包括连接键可逆性的降低、合成后可逆连接键向不可逆转化及连接键周围疏水环境构建)、晶型调控(包括合成条件、二维COFs层内共平面及层间堆叠作用力的影响及无定形聚合物结晶化)、功能化方法和其在放射性核素分离富集方面中的应用。通过增强COFs骨架的强度,引入特殊的功能化官能团或改变单体大小通过尺寸匹配效应来增强放射性核素离子与COFs的相互作用,并就COFs在该领域应用前景和研究方向进行了展望。 展开更多
关键词 共价有机框架 化学稳定性 晶型调控 功能化 放射性核素
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Performance comparison of ghost imaging versus conventional imaging in photon shot noise cases 被引量:3
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作者 zijie li Qing Zhao Wenlin Gong 《Chinese Optics Letters》 SCIE EI CAS CSCD 2020年第7期40-44,共5页
The performances of ghost imaging and conventional imaging in photon shot noise cases are investigated. We define an imaging signal-to-noise ratio called SNRtranwhere only the object’s transmission region is used to ... The performances of ghost imaging and conventional imaging in photon shot noise cases are investigated. We define an imaging signal-to-noise ratio called SNRtranwhere only the object’s transmission region is used to evaluate the imaging quality and it can be applied to ghost imaging(GI) with any random pattern. Both the values SNRtran GIof GI and SNRtran CIof conventional imaging in photon shot noise cases are deduced from a simple statistical analysis. The analytical results, which are backed up by numerical simulations, demonstrate that the value SNRtran GIis related to the ratio between the object’s transmission area Aoand the number density of photons illuminating the object plane Io, which is similar to the theoretical results based on the first principle of GI with a Gaussian speckle field deduced by B. I. Erkmen and J. H. Shapiro [in Adv. Opt. Photonics 2, 405–450(2010)]. In addition, we also show that the value SNRtran CIwill be larger than SNRtran GIwhen Ao is beyond a threshold value. 展开更多
关键词 ghost imaging photon shot noise signal-to-noise ratio SPECKLE
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Fabrication of a bio-instructive scaffold conferred with a favorable microenvironment allowing for superior implant osseointegration and accelerated in situ vascularized bone regeneration via type H vessel formation 被引量:3
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作者 Yijun He Wenhao Wang +13 位作者 Shaozhang lin Yixi Yang lizhi Song Yihan Jing lihao Chen Zaopeng He Wei li Ao Xiong Kelvin W.K.Yeung Qi Zhao Yuan Jiang zijie li Guoxian Pei Zhi-Yong Zhang 《Bioactive Materials》 SCIE 2022年第3期491-507,共17页
The potential translation of bio-inert polymer scaffolds as bone substitutes is limited by the lack of neovascularization upon implantation and subsequently diminished ingrowth of host bone,most likely resulted from t... The potential translation of bio-inert polymer scaffolds as bone substitutes is limited by the lack of neovascularization upon implantation and subsequently diminished ingrowth of host bone,most likely resulted from the inability to replicate appropriate endogenous crosstalk between cells.Human umbilical vein endothelial cell-derived decellularized extracellular matrix(HdECM),which contains a collection of angiocrine biomolecules,has recently been demonstrated to mediate endothelial cells(ECs)-osteoprogenitors(OPs)crosstalk.We employed the HdECM to create a PCL(polycaprolactone)/fibrin/HdECM(PFE)hybrid scaffold.We hypothesized PFE scaffold could reconstitute a bio-instructive microenvironment that reintroduces the crosstalk,resulting in vascularized bone regeneration.Following implantation in a rat femoral bone defect,the PFE scaffold demonstrated early vascular infiltration and enhanced bone regeneration by microangiography(μ-AG)and micro-computational tomography(μ-CT).Based on the immunofluorescence studies,PFE mediated the endogenous angiogenesis and osteogenesis with a substantial number of type H vessels and osteoprogenitors.In addition,superior osseointegration was observed by a direct host bone-PCL interface,which was likely attributed to the formation of type H vessels.The bio-instructive microenvironment created by our innovative PFE scaffold made possible superior osseointegration and type H vessel-related bone regeneration.It could become an alternative solution of improving the osseointegration of bone substitutes with the help of induced type H vessels,which could compensate for the inherent biological inertness of synthetic polymers. 展开更多
关键词 Cell-derived decellularized extracellular matrix MICROENVIRONMENT Vascularized bone regeneration Type H vessels OSSEOINTEGRATION
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Corrigendum to‘Fabrication of a bio-instructive scaffold conferred with a favorable microenvironment allowing for superior implant osseointegration and accelerated in situ vascularized bone regeneration via type H vessel formation’[Bioactive Materials,Volume 9(March 2022)Page 491-507]
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作者 Yijun He Wenhao Wang +13 位作者 Shaozhang lin Yixi Yang lizhi Song Yihan Jing lihao Chen Zaopeng He Wei li Ao Xiong Kelvin W.K.Yeung Qi Zhao Yuan Jiang zijie li Guoxian Pei Zhi-Yong Zhang 《Bioactive Materials》 SCIE CSCD 2023年第2期164-164,共1页
The authors regret a mistake of funding numbers in the Acknowledgment Section failed to be corrected during proofreading.Below is the corrected funding statement in ACKNOWLEDGMENT SECTION:This work was supported by th... The authors regret a mistake of funding numbers in the Acknowledgment Section failed to be corrected during proofreading.Below is the corrected funding statement in ACKNOWLEDGMENT SECTION:This work was supported by the National Natural Science Foundation of China(NSFC)(Nos.82072415,81772354,81902189),Clinical Innovation Research Program of Guangzhou Regenerative Medicine and Health Guangdong Laboratory(2018GZR0201002),Science Technology Project of Guangzhou City(2019ZD15). 展开更多
关键词 NSFC instru STATEMENT
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Enhancing performance of fullerene-based organic electrochemical transistors via side-chain engineering
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作者 Wenxin Fang zijie li +7 位作者 Chengdong Wang Xiaowei Zhao Junyu li Gang Ye Fengwei Huo li Qiu Yanxi Zhang Wei Huang 《Nano Research》 2025年第2期905-912,共8页
The performance of organic electrochemical transistors(OECTs)relies on the interaction between organic semiconductors and ions.Consequently,hydrophilic ethylene glycol(EG)side chains are incorporated into organic semi... The performance of organic electrochemical transistors(OECTs)relies on the interaction between organic semiconductors and ions.Consequently,hydrophilic ethylene glycol(EG)side chains are incorporated into organic semiconductors to improve the channel’s capacity to absorb ions.However,the EG substituted organic semiconductors tend to swell when immersed in aqueous electrolytes and exhibit microstructural changes induced by dopant ions.In our research,we introduce an alkyl spacer to create distance between the fullerene and EG chain.This approach is designed to reduce the negative effects of swelling and balance the ion and electron conduction.We conducted an analysis of OECTs using four fullerene derivatives:no alkyl spacer,butyl,hexyl,and octyl spacers.The OECTs based on fullerene derivatives with butyl and hexyl spacers exhibit enhanced transconductance(g_(m)=11.8 and 19.4 mS)compared to the ones without alkyl spacers.It has also been observed that the butyl and hexyl spacers lead to a more than tenfold increase in volumetric capacitance.Further increasing the alkyl spacer(octyl group)leads to no transistor behavior.Our study uncovers the relationship between alkyl spacers and the performance of OECTs based on fullerene derivatives.This will serve as a guideline for designing n-type small molecules for OECTs.Finally,we showcased the potential of utilizing OECTs based on these fullerene derivatives in cation sensing,which is promising for developing sweat sensors. 展开更多
关键词 organic electrochemical transistors fullerene derivatives ethylene glycol side chains ion and electron conduction
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