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Federated Learning’s Role in Next-Gen TV Ad Optimization

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Computers, Materials & Continua 2025年第1期82卷 675-712页

作者： Gabriela Dobrita Simona-Vasilica Oprea Adela Bâra Department of Economic Informatics and Cybernetics Bucharest University of Economic StudiesBucharest010374Romania

In the rapidly evolving landscape of television advertising,optimizing ad schedules to maximize viewer engagement and revenue has become *** methods often operate in silos,limiting the potential insights gained from broader data analysis due to concerns over privacy and data *** article introduces a novel approach that leverages Federated Learning(FL)to enhance TV ad schedule optimization,combining the strengths of local optimization techniques with the power of global Machine Learning(ML)models to uncover actionable insights without compromising data *** combines linear programming for initial ads scheduling optimization with ML—specifically,a K-Nearest Neighbors(KNN)model—for predicting ad spot *** into account the diversity and the difficulty of the ad-scheduling problem,we propose a prescriptivepredictive approach in which first the position of the ads is optimized(using Google’s OR-Tools CP-SAT)and then the scheduled position of all ads will be the result of the optimization ***,this output becomes the target of a predictive task that predicts the position of new entries based on their characteristics ensuring the implementation of the scheduling at large scale(using KNN,Light Gradient Boosting Machine and random Forest).Furthermore,we explore the integration of FL to enhance predictive accuracy and strategic insight across different broadcasting networks while preserving data *** FL approach resulted in 8750 ads being precisely matched to their optimal category placements,showcasing an alignment with the intended diversity ***,there was a minimal deviation observed,with 1133 ads positioned within a one-category variance from their ideal placement in the original dataset.

关键词： Ad scheduling prescriptive-predictive approach federated learning KNN

Pan-TRK positive uterine sarcoma in immunohistochemistry without neurotrophic tyrosine receptor kinase gene fusions:A case report

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World Journal of Clinical Cases 2025年第2期13卷 39-49页

作者： Seungmee Lee Yu-ra Jeon Changmin Shin Sun-Young Kwon Sojin Shin Department of Obstetrics and Gynecology Keimyung University School of MedicineDaegu 42601South Korea Department of Pathology and Institute for Cancer Research Keimyung University School of MedicineDaegu 42601South Korea

BACKGROUND The classification of uterine sarcomas is based on distinctive morphological and immunophenotypic characteristics,increasingly supported by molecular genetic *** on neurotrophic tyrosine receptor kinase(NTRK)gene fusionpositive uterine sarcoma,potentially aggressive and morphologically similar to fibrosarcoma,are limited due to its recent ***-TRK immunohistochemistry(IHC)analysis serves as an effective screening tool with high sensitivity and specificity for NTRK-fusion *** SUMMARY We report a case of a malignant mesenchymal tumor originating from the uterine cervix,which was pan-TRK IHC-positive but lacked NTRK gene fusions,accompanied by a brief literature review.A 55-year-old woman presented to the emergency department with abdominal pain and distension,exhibiting significant ascites and multiple solid pelvic *** examination revealed a tumor encompassing the uterine cervix,extending to the vagina and uterine corpus.A punch biopsy of the cervix indicated NTRK sarcoma with positive immunochemical pan-TRK ***,subsequent next generation sequencing revealed no NTRK gene fusion,leading to a diagnosis of poorly differentiated,advanced-stage *** The clinical significance of NTRK gene fusion lies in potential treatment with TRK inhibitors for positive *** such rare tumors is crucial due to the potential applicability of tropomyosin receptor kinase inhibitor treatment.

关键词： Uterine sarcoma Cervical sarcoma Neurotrophic tyrosine receptor kinase gene fusion Next generation sequencing Case report

Degradation mechanism of tin phosphide as Na-ion battery negative electrode

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Green Energy & Environment 2019年第2期4卷 121-126页

作者： Hiroyuki Usui Yasuhiro Domi ryota Yamagami Hiroki Sakaguchi Department of Chemistry and Biotechnology Graduate School of Engineering Tottori University Center for Research on Green Sustainable Chemistry Tottori University Course of Chemistry and Biotechnology Department of Engineering Graduate School of Sustainability Science Tottori University

The degradation mechanism of an Sn_4P_3 electrode as Na-ion battery anode was investigated by using a transmission electron microscopic observation. At the first desodiation, we confirmed that Sn nanoparticles with 6 nm in size were dispersed in an amorphous-like P *** to this, we observed aggregated Sn particles with sizes exceeding 50 nm after the drastic capacity fading. The capacity fading mechanism was for the first time confirmed to be Sn aggregation. To improve the capacity decay, we carried out the two kinds of chargeàdischarge cycling tests under the reduced volume changes of Sn particles and P matrix by limiting desodiation reactions of Nae Sn and Na3P, respectively. The Sn_4P_3 electrode exhibited an excellent cyclability with the discharge capacity of 500 mA hg^(-1) for 420 cycles under the limited desodiation, whereas the capacity decay was accelerated under the limited sodiation. The results suggest that the Sn aggregation can be improved by the reduced volume change of the P matrix, and that it is very effective for improving anode performance of Sn_4P_3 electrode.

关键词： Tin phosphide(Sn4P3) Ionic liquid electrolyte Na-ion battery Negative electrode material Nanostructure

Role of sirtuins in esophageal cancer:Current status and future prospects

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World Journal of Gastrointestinal Oncology 2022年第4期14卷 794-807页

作者： ryota Otsuka Koichi Hayano Hisahiro Matsubara Department of Frontier Surgery Graduate School of MedicineChiba UniversityChiba 260-8670Japan

Esophageal cancer(EC)is a malignant cancer that still has a poor prognosis,although its prognosis has been improving with the development of multidisciplinary treatment modalities such as surgery,chemotherapy and ***,identifying specific molecular markers that can be served as biomarkers for the prognosis and treatment response of EC is highly desirable to aid in the personalization and improvement of the precision of medical *** are a family of nicotinamide adenine dinucleotide(NAD+)-dependent proteins consisting of seven members(SIRT1-7).These proteins have been reported to be involved in the regulation of a variety of biological functions including apoptosis,metabolism,stress response,senescence,differentiation and cell cycle *** the variety of functions of sirtuins,they are speculated to be associated in some manner with cancer ***,while the role of sirtuins in cancer progression has been investigated over the past few years,their precise role remains difficult to characterize,as they have both cancer-promoting and cancer-suppressing properties,depending on the type of *** conflicting characteristics make research into the nature of sirtuins all the more ***,the role of sirtuins in EC remains unclear due to the limited number of reports concerning sirtuins in *** herein review the current findings and future prospects of sirtuins in EC.

关键词： Esophageal cancer Sirtuin Esophageal squamous cell carcinoma Esophageal adenocarcinoma Biomarker Treatment

Two-dimensional quantum transport of multivalley （111） surface state in topological crystalline insulator SnTe thin films

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Nano Research 2016年第2期9卷 490-498页

作者： ryota Akiyama Kazuki Fujisawa Tomonari Yamaguchi Ryo Ishikawa Shinji Kuroda Institute of Materials Science University of Tsukuba Tsukuba 305-8573 Japan

The magneto-transport properties of （111）-oriented single-crystal thin films of SnTe were investigated. SnTe （111） thin films were epitaxially grown on a BaF2 substrate by molecular beam epitaxy. By optimizing the growth conditions and the thickness of the films, the bulk carrier density could be reduced, making it possible to detect the surface transport. Magneto-conductance （MC） measurements show a cusp-like feature around zero magnetic field, which is attributed to the weak-antilocalization effect of the transport in the topological surface state. Detailed analysis of this negative MC reveals a reduced number of transport channels contributing to the surface transport, suggesting strong coupling between Dirac valleys on the SnTe （111） surface, as a characteristic feature of the transport in the multivalley structure of topological crystalline insulators.

关键词： SnTe (111) films topological crystalline insulators weak antilocalization phase coherence length Dirac valleys

Study on an Undershot Cross-Flow Water Turbine

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Journal of Thermal Science 2014年第3期23卷 239-245页

作者： Yasuyuki Nishi Terumi Inagaki Yanrong Li ryota Omiya Junichiro Fukutomi Department of Mechanical Engineering Ibaraki University 4-12-1 Nakanarusawa-choHitachi-shi Ibaraki 316-8511JAPAN Graduate School of Science and Engineering Ibaraki University 4-12-1 Nakanarusawa-choHitachi-shi Ibaraki316-8511JAPAN Institute of Technology and Science The University of Tokushima 2-1 Minamijosanjima-cho Tokushima-shiTokushima 770-8506 JAPAN

This study aims to develop a water turbine suitable for ultra-low heads in open channels, with the end goal being the effective utilization of unutilized hydroelectric energy in agricultural water channels. We performed tests by applying a cross-flow runner to an open channel as an undershot water turbine while attempting to simplify the structure and eliminate the casing. We experimentally investigated the flow fields and performance of water tur- bines in states where the flow rate was constant for the undershot cross-flow water turbine mentioned above. In addition, we compared existing undershot water turbines with our undershot cross-flow water turbine after at- taching a bottom plate to the runner. From the results, we were able to clarify the following. Although the effec- tive head for cross-flow runners with no bottom plate was lower than those found in existing runners equipped with a bottom plate, the power output is greater in the high rotational speed range because of the high turbine ef- ficiency. Also, the runner with no bottom plate differed from rtmners that had a bottom plate in that no water was being wound up by the blades or retained between the blades, and the former received twice the flow due to the flow-through effect. As a result, the turbine efficiency was greater for runners with no bottom plate in the full ro- tational speed range compared with that found in runners that had a bottom plate.

关键词： Water Turbine Cross-Flow Turbine Open Channel Performance Flow Visualization

Effect of antioxidant activity of caffeic acid with cyclodextrins using ground mixture method

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Asian Journal of Pharmaceutical Sciences 2018年第1期13卷 24-33页

作者： ryota Shiozawa Yutaka Inoue Isamu Murata Ikuo Kanamoto Faculty of Pharmacy and Pharmaceutical Sciences Josai University

In the current study, we prepared a ground mixture(GM) of caffeic acid(CA) with α-cyclodextrin(αCD) and with β-cyclodextrin(βCD), and then comparatively assessed the physicochemical properties and antioxidant capacities of these GMs. Phase solubility diagrams indicated that both CA/αCD and CA/βCD formed a complex at a molar ratio of 1/1. In addition, stability constants suggested that CA was more stable inside the cavity of αCD than inside the cavity of βCD. Results of powder X-ray diffraction(PXRD) indicated that the characteristic diffraction peaks of CA and CD disappeared and a halo pattern was produced by the GMs of CA/αCD and CA/βCD(molar ratios = 1/1). Dissolution testing revealed that both GMs had a higher rate of dissolution than CA alone did. Based on the1 H-1 H NOESY NMR spectra for the GM of CA/αCD, the vinylene group of the CA molecule appeared to be included from the wider to the narrower rim of the αCD ring. Based on spectra for the GM of CA/βCD, the aromatic ring of the CA molecule appeared to be included from the wider to the narrower rim of the βCD ring. This suggests that the structures of the CA inclusion complexes differed between those involving αCD rings and those involving βCD rings. Results of a DPPH radical-scavenging activity test indicated that the GM of CA/αCD had a higher antioxidant capacity than that of the GM of CA/βCD. The differences in the antioxidant capacities of the GMs of CA/αCD and CA/βCD are presumably due to differences in stability constants and structures of the inclusion complexes.

关键词： Caffeic acid Cyclodextrins Inclusion Antioxidant activity Solubility Ground mixture

Rupture of small cystic pancreatic neuroendocrine tumor with many microtumors

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World Journal of Gastroenterology 2017年第37期23卷 6911-6919页

作者： ryota Sagami Hidefumi Nishikiori Shoichiro Ikuyama Kazunari Murakami Department of Gas--troenterology Oita San-ai Medical Center Department of Internal Medicine and Clinical Investigation Oita San-ai Medical Center Department of Gastroenterology Faculty of Medicine Oita University

Pancreatic neuroendocrine tumors(p NETs) are particularly rare. The various forms of PNETs, such as cystic degeneration, make differentiation from other similar pancreatic lesions difficult. We can detect small lesions by endoscopic ultrasound(EUS) and obtain preoperative pathological diagnosis by EUS-guided fine needle aspiration(FNA). We describe, here, an interesting case of p NET in a 42-year-old woman with no family history. Computed tomography and magnetic resonance imaging revealed an 18 mm × 17 mm cystic lesion with a nodule in the pancreatic tail. Two microtumors about 7 mm in diameter in the pancreatic body detected only by EUS, cystic rim and nodules all showed similar enhancement on contrast-harmonic EUS. Preoperative EUS-FNA of the microtumor was performed, diagnosing multiple p NETs. Macroscopic examination of the resected pancreatic body and tail showed that the cystic lesion had morphologically changed to a 13-mm main nodule, and 11 new microtumors(diameter 1-3 mm). Microscopically, all microtumors represented p NETs. From the findings of a broken peripheral rim on the main lesion with fibrosis, rupture of the cystic p NET was suspected. Postoperatively, pituitary adenoma and parathyroid adenoma were detected. The final diagnosis was multiple grade 1 p NETs with multiple endocrine neoplasia type 1. To the best of our knowledge, no case of spontaneous rupture of a cystic p NET has previously been reported in the English literature. Therefore, this case of very rare p NET with various morphological changes is reported.

关键词： Rupture Cystic pancreatic neuroendocrinetumor MEN1 NET Microtumor

Effective conversion of fructose to 5-ethoxymethylfurfural with brønsted acid site(S/Cl)-functional carbon catalysts

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Journal of Bioresources and Bioproducts 2022年第1期7卷 33-42页

作者： Haixin Guo ryota Higashiguchi Yuya Abe Richard Lee Smith Graduate School of Environmental Studies Tohoku UniversityAramaki Aza Aoba 6-6-11AobaSendai 980-8579Japan Research Center of Supercritical Fluid Technology Tohoku UniversityAramaki Aza Aoba 6-6-11Aoba-kuSendai 980-8579Japan

Brønsted acid site(S/Cl)-functional carbon materials were prepared by ball-milling(bm)L-cysteine and ammonium chloride to form chemical complex solids,by post-heat treatment(Q)of the solids at 500°C under a nitrogen gas atmosphere to stabilize and fortify amino and functional group solid structures and by post-oxidative treatment with H_(2)O_(2)to add Brønsted *** as-prepared carbon materials(S/Cl@bm_(x)Q_(y);x,y in hours)contained Brønsted acid sites(sul-fonates,chlorides),oxygen-containing groups(-COOH,-OH)and amino functional *** S/Cl@bm_(x)Q_(y)materials were applied as catalysts to promote conversion of fructose in ethanol solvent to 5-hydroxymethylfurfural(5-HMF)and 5-ethoxymethylfurfural(5-EMF).Among the carbon materials,S/Cl@bm_(3)Q_(1)gave 5-EMF and 5-HMF yields of 67.0%and 22.8%,respectively,in pure ethanol at 140℃for 24 h reaction time,while a reaction time of 18 h gave total 5-EMF and 5-HMF yields of 96.4%.Dimethyl sulfoxide(DMSO)was applied as additive to the ethanol-fructose-S/Cl@bm_(3)Q_(1)reaction system which showed that 5-HMF product selectivity could be controlled with DMSO *** protocol developed allows simple preparation of func-tional carbon materials that have high catalytic activity and are effective for conversion of fructose to 5-HMF and 5-EMF in ethanol.

关键词： Ball-milling Etherification Fuel additive Ethanol Brønsted acid