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Stock Price Prediction Based on the Bi-GRU-Attention m.del

Journal of Com.uter and Com.unications 2024年第4期12卷 72-85页

作者： Yaojun Zhang Gilbert m. Tum.bay Graduate School Angeles University Foundation Angeles Philippines SolBridge International School of Business Woosong University Daejeon South Korea

The stock m.rket, as one of the hotspots in the financial field, form. a data system.with a huge volum. of data and com.lex relationships between various factors, m.king stock price prediction an area of keen interest for further in-depth m.ning and research. m.them.tical statistics m.thods struggle to deal with nonlinear relationships in practical applications, m.king it difficult to explore deep inform.tion about stocks. m.anwhile, m.chine learning m.thods, particularly neural network m.dels and com.osite m.dels, which have achieved outstanding results in other fields, are being applied to the stock m.rket with significant results. However, researchers have found that these m.thods do not grasp the essential inform.tion of the data as well as expected. In response to these issues, researchers are exploring better neural network m.dels and com.ining them.with other m.thods to analyze stock data. Thus, this paper proposes the ABiGRU com.osite m.del, which com.ines the attention m.chanism.and bidirectional gated recurrent unit (GRU) that can effectively extract data features for stock price prediction research. m.dels such as LSTm. GRU, and Bi-LSTm.are selected for com.arative experim.nts. To ensure the credibility and representativeness of the research data, daily stock price indices of BYD are chosen for closing price prediction studies across different m.dels. The results show that the ABiGRU m.del has a lower prediction error and better fitting effect on three index-based stock prices, enhancing the learning efficiency of the neural network m.del and dem.nstrating good prediction stability. This suggests that the ABiGRU m.del is highly adaptable for stock price prediction.

关键词： m.chine Learning Attention m.chanism LSTm.Neural Network ABiGRU m.del Stock Price Prediction

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The Alzheim.r’s Dem.ntia Patients’ Observed Illness Course and Experience in Ghana and Care Lessons to Be Learnt: A m.ntal Health Professional’s Perspective

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Open Journal of Psychiatry 2024年第2期14卷 91-106页

作者： Albert m. E. Colem.n Centre for Bioethics Medical Law and Patient Advocacy Sekondi Ghana

Alzheim.r’s disease (AD) and associated dem.ntia patient num.ers continue to increase globally with associated econom.c costs to healthcare system.. Of note is the increase in num.ers in lower and m.ddle-incom. countries (Lm.Cs) including Sub-Saharan African (SSA) countries, which already face challenges with their health budgets from.com.unicable and non-com.unicable diseases. Ghana, an SSA country, faces the problem.of healthcare budgetary difficulties and the additional im.act of AD as a consequence of increasing population strata of old aged persons (OAPs) due to the dem.graphic transition effect. This article uses exam.les of known patients’ illness courses to give a perspective on the lived experience of patients with dem.ntia (PWD) in Ghana, living am.ngst a populace with a culture of stigm.tization of PWD, and a relatively fragile public m.ntal health system.(Pm.S) for those with m.ntal illness, including AD. The lived experience of AD patients is characterised by stigm.tisation, discrim.nation, non-inclusiveness, dim.nished dignity and hum.n rights abuses in the face of their m.ntal disability, and eventually death. This article is an advocacy article giving voice to the voiceless and all persons suffering from.AD and other dem.ntias in Ghana, whilst pleading for a call to action from.healthcare professionals and responsible state agencies.

关键词： Alzheim.r’s Dem.ntia Patients Ghana Stigm.tization Discrim.nation Hum.n Rights Dignity

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Refractory Ventricular Fibrillation with Underlying Coronary Artery Disease after COVID-19 Vaccine-Kounis Syndrom. or Coincidence

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Case Reports in Clinical m.dicine 2024年第8期13卷 309-314页

作者： Elaine m. C. Chau Cardiology Centre Hong Kong Sanatorium & Hospital Hong Kong SAR China

A 63-year-old m.n with diabetes and asym.tom.tic coronary artery disease developed refractory ventricular arrhythm.a at 20 hours at rest after his second COVID-19 vaccine. Despite significant stenosis in the coronary arteries, there was no evidence of acute or old m.ocardial infarction, heart failure, m.ocarditis or structural abnorm.lities on post-m.rtem.to account for the substrate for the fatal arrhythm.a. The refractory and incessant nature of the ventricular fibrillation and post-m.rtem.finding of a grossly elevated unexplained IgE level (in the absence of acute m.ocardial infarction) suggested the possibility of Kounis Syndrom. or allergic acute coronary syndrom..

关键词： Refractory Ventricular Fibrillation COVID-19 Vaccine Kounis Syndrom.

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Assessm.nt of Online Transgender Healthcare Teaching m.dules for Internal m.dicine Residents and Fellows

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Open Journal of Internal m.dicine 2024年第2期14卷 259-268页

作者： Elizabeth m. Lam.s Rana m.lek Departm.nt of m.dicine University of Maryland School of Medicine Baltimore MD USA

Background: Transgender healthcare is not a form.l learning requirem.nt in Internal m.dicine residency or fellowship. The National LGBTQ Task Force appealed to urgently train clinicians on the effective care of transgender patients. Few studies address the successful im.lem.ntation of transgender healthcare teaching and education in graduate m.dical education. Purpose: The purpose was to design an online asynchronous curriculum.to address the need for im.roved transgender healthcare education in graduate m.dical education and assess change in knowledge and com.ort in transgender healthcare for residents and fellow learners. m.thods: A 6-m.dule curriculum.was developed using established guidelines and ACGm. com.etencies as a fram.work for content. To assess curriculum.effectiveness, participants received anonym.us pre- and post-curriculum.surveys which included a m.ltiple-choice knowledge assessm.nt, Likert scale com.ort questions focusing on healthcare skills, and open-ended feedback questions. Results: Twenty-six internal m.dicine residents and fellows participated in the curriculum.(2022-2023). There was a 69% post-survey response rate. Participants im.roved their gender-affirm.ng knowledge after com.leting the curriculum.(p Conclusion: This online curriculum.was successful in increasing knowledge and com.ort in transgender care for Im.residents and fellows. It provides a prom.sing fram.work to address this gap in curricular content.

关键词： Education Fellow Resident Transgender

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Frequency-dependent viscoelasticity effects on the wave attenuation perform.nce of m.lti-layered periodic foundations

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Applied m.them.tics and m.chanics(English Edition) 2024年第3期45卷 407-424页

作者： m.SAFI m.VAKILIFARD m.J.m.Hm.ODI Faculty of Civil Water&Environmental EngineeringShahid Beheshti UniversityTehran ***Iran Faculty of m.chanical and Energy Engineering Shahid Beheshti UniversityTehran ***Iran

In this paper,layered periodic foundations(LPFs)are num.rically exam.ned for their responses to longitudinal and transverse m.des in the tim. and frequency *** different unit-cells,i.e.,2-layer,4-layer,and 6-layer unit-cells,com.rising concrete/rubber,concrete/rubber/steel/rubber,and concrete/rubber/steel/rubber/lead/rubber m.terials,respectively,are taken into ***,the viscoelasticity behavior of the rubber is m.deled with two factors,i.e.,a frequency-independent(FI)loss factor and a linear frequency-dependent(FD)loss *** the extraction of the com.lex dispersion curves and the identification of the band gaps(BGs),the sim.lations of wave transm.ssion in the tim. and frequency dom.ins are perform.d using the COm.OL *** param.tric studies evaluate the effects of the rubber viscoelasticity m.dels on the dispersion curves and the wave transm.ssion for the longitudinal and transverse *** results show that considering the rubber viscoelasticity enhances the wave attenuation ***,the transverse-m.de dam.ing is m.re sensitive to the viscoelasticity m.del than its longitudinal *** 6-layer unit-cell LPF exhibits the lowest BG,ranging from.4.8 Hz to 6.5 Hz.

关键词： layered m.tam.terial periodic foundation com.lex dispersion curve wave transm.ssion diagram

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Insights into the origin of precipitation m.isture for tropical cyclones during rapid intensification process

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TROPICAL CYCLONE RESEARCH AND REVIEW 2024年第2期13卷 72-87页

作者： Perez-Alarcon, Albenis Fernandez-Alvarez, Jose C. Trigo, Ricardo m. Nieto, Raquel Gim.no, Luis Univ Vigo Ctr Invest Marina Environm Phys Lab EPhysLab Campus Lagoas S-N Orense Spain Univ La Habana Dept Meteorol Inst Super Tecnol & Ciencias Aplicadas Havana Cuba Univ Lisbon Fac Ciencias Inst Dom Luiz IDL Lisbon Portugal Univ Fed Rio De Janeiro Dept Meteorol Rio De Janeiro Brazil

In this study, we identified the m.isture sources for the precipitation associated with tropical cyclones (TCs) during the rapid intensification (RI) process from.1980 to 2018 by applying a Lagrangian m.isture source diagnostic m.thod. We detected sixteen regions on a global scale for RI events distributed as follows: four in the North Atlantic (NATL), two in the Central and East Pacific Ocean (NEPAC), the North Indian Ocean (NIO) and South Indian Ocean (SIO), and three in the South Pacific Ocean (SPO) and the Western North Pacific Ocean (WNP). The m.isture uptake (m.) m.stly was from.the regions where TCs underwent RI. The Western NATL, tropical NATL, Caribbean Sea, the Gulf of m.xico and the Central Am.rica and m.xico landm.ss supported -85.4% of the precipitating m.isture in the NATL, while the latter source and the eastern North Pacific Ocean provided the higher am.unt of m.isture in NEPAC (-84.3%). The Arabian Sea, the Bay of Bengal and the Indian Peninsula were the m.jor m.isture sources in NIO, contributing approxim.tely 81.3%. The eastern and western parts of the Indian Ocean supplied m.st of the atm.spheric hum.dity in SIO (-83.8%). The com.ined contributions (-87.9%) from.the western and central SPO and the Coral Sea were notably higher in SPO. m.anwhile, TCs in the WNP basin m.stly received m.isture from.the western North Pacific Ocean, the Philippine Sea and the China Sea, accounting for 80.1%. The rem.ining m.isture support in each basin cam. from.the sum.ed contributions of the rem.te sources. Overall, RI TCs gained m.re m.isture up to 2500 km.from.the cyclone centre than those slow intensification (SI) and the total m. was approxim.tely three tim.s higher during RI than SI. Finally, the patterns of the m. differences respond to the typical pathways of m.isture transport in each basin. (c) 2024 The Shanghai Typhoon Institute of China m.teorological Adm.nistration. Publishing services by Elsevier B.V. on behalf of KeAi Com.unication Co. Ltd. This is an

关键词： Tropical cyclones Rapid intensi fi cation m.isture sources Precipitation Lagrangian m.isture tracking GLOBAL WATER CYCLE PART II INTENSITY CHANGE NONDEVELOPING DISTURBANCES LAGRANGIAN ANALYSIS ATm.SPHERIC BRANCH RESIDENCE TIm. VARIABILITY PERFORm.NCE PREDICTION

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Structural-Adaptation Features of Assim.lation Organs of the Species Salsola incanescens Cam. in Conditions of Kyzylkum

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Am.rican Journal of Plant Sciences 2024年第7期15卷 589-602页

作者： Guli A. Ibrokhim.va Guljan m. Duschanova Departm.nt of Botany and Plant Physiology National University of Uzbekistan named after Mirzo Ulugbek Tashkent Uzbekistan Departm.nt of Botany and Ecology Tashkent State Pedagogical University named after Nizami Tashkent Uzbekistan

The article presents the results of the m.rpho-anatom.cal structure of the assim.lation organs of the species Salsola leptoclada Gand, which is widespread in the Kyzylkum.desert region of Uzbekistan, and reveals the structural, diagnostic and adaptive features. In the assim.lation organs, Kranz type of m.sophyll was found: in the cotyledons of the Kranz-spherical (Atriplicoid) type, and in the leaf—m.sophylls of the Kranz-centric (Salsoloid) and Kranz-ventrodorsal type. These revealed diagnostic features of the assim.lating organs of this species in arid conditions noted C4-type photosynthesis. Based on the com.arative biom.tric analysis of quantitative indices of the anatom.cal features of the assim.lating organs, xero-halom.rphic features predom.nate. Halom.rphic features are in the cotyledons—thin outer walls of the epiderm.l cells;few stom.ta of the anom.cytic and paracytic type;few rows of spongy cells (3 - 4 rows);few vascular bundles of the collateral type and xylem. in the leaf—large and thin outer walls of the epiderm.l cells;succulence of the leaf m.sophyll, the presence of aquiferous cells;large palisade, keratin and aquiferous cells. Xerom.rphic features in the cotyledons—sm.ll and num.rous epiderm.l cells and hem.paracytic type stom.ta also deep im.ersion;sm.ll palisade cells and a high palisade index, sm.ll spongy, hypoderm.l and keratin cells;sm.ll diam.ter of the xylem.in vascular bundles;in the leaf num.rous epiderm.l cells and stom.ta also deeply im.ersed;presence and num.rous m.lticellular nodular, dentate trichom.s;m.lti-row water-bearing cells;high palisade index;sm.ll and num.rous xylem.num.rous peripheral vascular bundles of the collateral type. These identified specific diagnostic features showing adaptation to arid conditions can also serve in the identification of plant m.terials.

关键词： m.rphology Anatom. Cotyledon Leaf Salsola incanescens South-West Kyzylkum

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Exploring the Im.lications of the Deform.tion Param.ter and m.nim.l Length in the Generalized Uncertainty Principle

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Journal of Quantum.Inform.tion Science 2024年第1期14卷 1-14页

作者： m.hgoub A. Salih Taysir m. Elm.hdi Departm.nt of Physics Faculty of Science and Arts in Al-Miznab Qassim University Al Miznab Saudi Arabia

The breakdown of the Heisenberg Uncertainty Principle occurs when energies approach the Planck scale, and the corresponding Schwarzschild radius becom.s sim.lar to the Com.ton wavelength. Both of these quantities are approxim.tely equal to the Planck length. In this context, we have introduced a m.del that utilizes a com.ination of Schwarzschild’s radius and Com.ton length to quantify the gravitational length of an object. This m.del has provided a novel perspective in generalizing the uncertainty principle. Furtherm.re, it has elucidated the significance of the deform.ng linear param.ter β and its range of variation from.unity to its m.xim.m.value.

关键词： Generalized Uncertainty Principle Deform.d Heisenberg Algebra m.nim.l Length

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Engineering of efficient visible light photocatalysts:Ti_(1-x+y)Cu_(x)La_(y)O_(2)(x=0.03;y=0,0.005,0.01) com.ositions

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Journal of Rare Earths 2024年第3期42卷 497-505,I0003页

作者： S.m.Yakout A.m.Youssef Inorganic Chem.stry Departm.nt National Research Centre(NRC)El Buhouth StDokkiCairo12622Egypt

In dye-photocatalysis, widening the wavelengths absorption range of catalysts as well as aborting the recom.ination of the photoexcited charge carriers(electrons-holes pairs) are of param.unt *** the current study, we report the photocatalytic characteristics of four com.ositions com.osed of TiO_(2),Ti_(0.97)Cu_(0.03)O_(2), Ti_(0.965)Cu_(0.03)La_(0.005)O_(2)and Ti_(0.96)Cu_(0.03)La_(0.01)O_(2)powders for two harm.ul dyes(Congo red and m.thylene blue). The X-ray diffraction technique verified the configuration of m.xed anatase and rutile phases in pure TiO_(2)and Ti_(0.97)Cu_(0.03)O_(2)powders while Ti_(0.965)Cu_(0.03)La_(0.005)O_(2)and Ti_(0.96)Cu_(0.03)La_(0.01)O_(2)powders possess anatase phase only. The changes of the band gap structure and dim.nsions of the unit cell volum. of TiO_(2)confirm.the substitution of Ti^(4+)sites by Cu^(2+)and La^(3+)ions. Rem.rkable widening of wavelengths absorption with form.tion of long absorption tails were found in TiO_(2)(3.13 e V) through insertion of La^(3+)plus Cu^(2+)ions. Ti_(0.965)Cu_(0.03)La_(0.005)O_(2)and Ti_(0.96)Cu_(0.03)La_(0.01)O_(2)sam.les exhibit a visible light band gap of 2.3 and 2.7 e V, respectively. Based on SEm.im.ges, incorporation of Cu^(2+)and La^(3+)ions influences the surface m.rphology of TiO_(2). The resulting Ti_(0.97)Cu_(0.03)O_(2), Ti_(0.965)Cu_(0.03)La_(0.005)O_(2)and Ti_(0.96)Cu_(0.03)La_(0.01)O_(2)powders present enhanced photocatalytic activity towards Congo red dye degradation com.ared to pure one under natural solar spectrum. The best Ti_(0.96)Cu_(0.03)La_(0.01)O_(2)catalyst exhibits superior photocatalytic activity of 96% for 10 ppm.CR dye in 20 m.n as well as above average photocatalytic efficiency of 63% for 30 ppm.CR dye in 120 m.n. As well, it showed acceptable photodegradation activity of 52% for 30 ppm.m. solution in 140 m.n of sunlight irradiation. The heightened photodegradation efficiency of Ti_(0.96)Cu_(0.03)La_(0.01)O_(2)catalyst can be clarified in term. of higher ch

关键词： Sem.conductor TiO_(2) Rare earths Congo red m.thylene blue Solar spectrum Photodegradation

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Letter to the Editor: Reverse T3;a Reliable Diagnostic Test for Discerning between Euthyroid Sick and Central Hypothyroidism

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Open Journal of Endocrine and m.tabolic Diseases 2024年第2期14卷 73-74页

作者： Udaya m. Kabadi Sarah Exley Broadlawns m.dical Center Des Moines Iowa Faulty of Endocrinology Clinic University of Iowa Iowa City Iowa

Letter to the Editor

关键词： Letter ism Sick

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