Comprehensive flexible framework for using multi-machine learning methods to optimal dynamic transient stability prediction by considering prediction accuracy and time by Ali Abdalredha, Alireza Sobbouhi, Abolfazl Vahedi

“…Also, the proposed framework is coded with PYTHON software.…”
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Defect Detection and Correction in OpenMP: A Static Analysis and Machine Learning-Based Solution by Norah A. Al-Johany, Fathy E. Eassa, Sanaa A. Sharaf, Eynas H. Balkhair, Sara M. Assiri

“…A rule-based correction engine is employed to repair detected defects through minimally invasive code transformations, such as inserting critical sections, correcting directive placement, and adjusting data-sharing clauses. …”
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C-Band 200 Gbit/s/λ PS-PAM-8 Transmission Over 2-km SSMF for Optical Interconnections by Xuancheng Huo, Meng Xiang, Gai Zhou, Jilong Li, Jianping Li, Yuwen Qin, Songnian Fu

“…By introducing probabilistic shaping (PS) technique, we can realize a shaping gain as well as adaptive data rate for the photonic DCI. Nonetheless, when PS is employed for the intensity modulation direct detection (IMDD) system, the optimal probability shaping distribution is not compatible with the distribution of forward error correction (FEC) code. …”
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Impact of Revised Vaccination Recommendations for Mature Infants on Premature Infants’ Vaccination Compliance in Germany by Felicitas Kühne, Christof von Eiff, Julia Schiffner-Rohe, Lina Döring, Kathrin Gerchow, Karolin Seidel, Maren Laurenz

“…Methods A retrospective claims data analysis was conducted using the InGef Research Database. …”
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Establishing the best step-up treatments for children with uncontrolled asthma despite inhaled corticosteroids: the EINSTEIN systematic review, network meta-analysis and cost-effec... by Sofia Cividini, Ian Sinha, Giovanna Culeddu, Sarah Donegan, Michelle Maden, Katie Rose, Olivia Fulton, Dyfrig Hughes, Stephen Turner, Catrin Tudur Smith

“…There was considerable heterogeneity in the recording and coding of AEs data across studies. Slightly fewer patients reported neurological disorders (graded as mild or moderate) on ICS + LABA [one patient (4.3%)] compared to ICS + LTRA [seven patients (33.3%)] in one study [OR, 95% CI: 0.09 (0.01 to 0.82)], and a greater number of patients reported neurological disorders for ICS Medium compared to placebo in three studies [OR, 95% CI: 4.8 (1.12 to 20.60)]. …”
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Trends in Opioid and Non-opioid Prescriptions in Austria (2016–2021): A Nationwide Study on Utilization and Concomitant Benzodiazepine Use by Aylin Bilir, Lorenz Kapral, Andrea Michalek-Sauberer, Razvan Bologheanu, Felix Gruber, Oliver Kimberger

“…Methods We performed a retrospective observational population-based study analysing health insurance data between January 2016 and December 2021. The dataset included demographic information; hospital data, including coded primary and secondary discharge diagnoses; and prescription data for all legally available opioids and nonopioid analgesics. …”
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Deployable Deep Learning for Cross-Domain Plant Leaf Disease Detection via Ensemble Learning, Knowledge Distillation, and Quantization by Mohammad Junayed Hasan, Suvodeep Mazumdar, Sifat Momen

“…We propose a unified optimization approach integrating ensemble learning, knowledge distillation, and quantization across 24 deep learning architectures for edge-compatible disease detection. Strategic data augmentation and ADASYN-based balancing mitigate the severe 75:1 class imbalance, while systematic hyperparameter tuning optimizes model configurations. …”
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Criticality Benchmark Test of CENDL-3.2 Based on ENDITS-2.1 by WU Haicheng, ZHANG Huanyu

“…The Chinese Evaluated Nuclear Data Library CENDL-3.2 was officially released in June 2020, and the criticality benchmark test results based on the Evaluated Nuclear Data Integral Testing System ENDITS-1.0 were introduced on the ND2019 meeting. …”

Venous thromboembolism with contraceptive use in females with sickle cell traitAJOG Global Reports at a Glance by Angela K. Phillips, PhD, APRN, Candy Wilson, PhD, APRN, FAAN, Anwar E. Ahmed, PhD, Arun Shet, MD, PhD, Margaret Bevans, PhD, RN, FAAN

“…Approximately 40% of females had an International Classification of Diseases code consistent with a prescription of a combined hormonal contraceptive. …”
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JWST-TST DREAMS: A Supersolar Metallicity in WASP-17 b’s Dayside Atmosphere from NIRISS SOSS Eclipse Spectroscopy by Amélie Gressier, Ryan J. MacDonald, Néstor Espinoza, Hannah R. Wakeford, Nikole K. Lewis, Jayesh Goyal, Dana R. Louie, Michael Radica, Natasha E. Batalha, Douglas Long, Erin M. May, Elijah Mullens, Sara Seager, Kevin B. Stevenson, Jeff A. Valenti, Lili Alderson, Natalie H. Allen, Caleb I. Cañas, Ryan C. Challener, Knicole Colón, Ana Glidden, David Grant, Jingcheng Huang, Zifan Lin, Daniel Valentine, C. Matt Mountain, Laurent Pueyo, Marshall D. Perrin, Roeland P. van der Marel

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Study of the Lived Experience of Divorced and Divorced Couples in Ahvaz and Development of a Divorce Prevention Education Package by Nasrin Ardali, Yousefali Attari, Fatemeh Javadzadeh Shahshahani

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Key Risk Factors, Sex Differences, and the Influence of High-Intensity Exercise on Colorectal Carcinogenesis: A 10-Year Cohort Study Based on 1,120,377 Individuals from the NHISS D... by Hyunseok Jee

“…The patient cohort from the NHISS database included 1,120,377 individuals aged 1–85 years. CRC data were retrieved using diagnostic codes from the Korean Standard Classification of Diseases and Causes of Death. …”
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Patterns of care for people presenting to Australian general practice with musculoskeletal complaints based on routinely collected data: protocol for an observational cohort study... by Alexandra Gorelik, Romi Haas, Ljoudmila Busija

“…Outcome Health’s POpulation Level Analysis and Reporting (POLAR) database uses de-identified electronic health records to analyse general practice data in Australia. Previous studies using routinely collected health data for research have not consistently reported the codes and algorithms used to describe the population, exposures, interventions and outcomes in sufficient detail to allow replication. …”
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Efecto del ecosistema de big data en la gestión del conocimiento y el diseño organizativo: caso de estudio exploratorio en el sector de los biocombustibles by Erik Daniel Maldonado Ascanio, Francisco Balbastre Benavent

“…For the research, a qualitative approach was adopted, employing a case study design, which is considered the more suitable approach given the exploratory nature of the research, according to the literature. Data collection involved in-depth interviews and corporate information, with analysis conducted using an inductive approach and axial coding. …”
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Improved Low Complexity Predictor for Block-Based Lossless Image Compression by Huang-Chun Hsu, Jian-Jiun Ding, De-Yan Lu

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Identification of Genetic Variants Based on Single Nucleotide Polymorphisms and Insertion-Deletion Events in TLR8, IRF10b, and GAPDH Genes Related to the Immune System in Rainbow T... by Najmeh Fazeli Moghadam, Ghodrat Rahimi Miyanji, Ayoub Farhadi, Ardeshir Nejati Jawarami, Elham Younesi Melardi

“…Some variants based on single nucleotide polymorphisms (SNPs), including synonymous, non-synonymous, and non-coding, as well as insertion-deletion (InDel) events resulting in RNA sequencing data, can be used as a desirable genetic marker in genetic differentiation analysis, especially in investigating allele-specific expression. …”
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Abnormal Electricity Consumption Behaviors Detection Based on Improved Deep Auto-Encoder by Nvgui LIN, Lanxiu HONG, Daoshan HUANG, Yang YI, Zhixuan LIU, Qifeng XU

“…In order to accurately detect the abnormal electricity consumption behaviors for reducing the operating costs of power companies, a detection method of abnormal electricity consumption behaviors is proposed based on the improved deep auto-encoder (DAE). Firstly, the data of normal electricity users are employed as training samples, and the effective features of the data are automatically extracted by AE; and then the data is reconstructed to calculate the detection threshold. …”
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HISTORY OF DEVELOPMENT OF THE DOMESTIC LEGAL REGULATION OF THE CONSTRUCTION CONTRACT FROM ANCIENT TIMES TO 1995 by MALIUSHEV A.V.

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Coupling Secret Sharing with Decentralized Server-Aided Encryption in Encrypted Deduplication by Chuang Gan, Weichun Wang, Yuchong Hu, Xin Zhao, Shi Dun, Qixiang Xiao, Wei Wang, Huadong Huang

“…It should fulfill two major goals: storage efficiency and data confidentiality. Encrypted deduplication can achieve both goals via performing deduplication to eliminate the duplicate data within encrypted data. …”
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Methodical algorithm of harmonized identification of plant varieties morphological characteristics by Н. В. Павлюк, О. А. Стадніченко

“…The corresponding numeric code, which facilitates the entry of data, drafting descriptions and their exchanging is given to each revealing degree. …”
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