Advancing Sustainable Development Goals through Earth Observation Satellite Data: Current Insights and Future Directions by Qiang Zhao, Le Yu

“…Despite existing challenges in data standardization, accessibility, and cross-platform compatibility, advancements in artificial intelligence, machine learning, and collaborative frameworks are anticipated to optimize EO data use. …”
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Photovoltaic solar energy prediction using the seasonal-trend decomposition layer and ASOA optimized LSTM neural network model by Venkatachalam Mohanasundaram, Balamurugan Rangaswamy

“…ASOA improves LSTM features by constantly finding and exploiting resources and adopting motivation from seagulls’ collecting and migration behaviours. Parameter standardization employing ASOA, the RSTL decomposition approach, and the conceptual model of LSTM networks are all presented in this research work. …”
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Neuromorphic Vision Data Coding: Classifying and Reviewing the Literature by Catarina Brites, Joao Ascenso

“…In this way, more solid conclusions can be drawn about the current NVDC status quo, thus allowing to better drive future research and standardization developments in this emerging technical area.…”
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Predict Diabetes Using Voting Classifier and Hyper Tuning Technique by Chra Ali Kamal, Manal Ali Atiyah

“…While there were not any duplicate or null values, however, some zero values were replaced, four outlier records were removed and data standardization were performed in the dataset. In addition, this project methodology divided into two phases of model selection. …”
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Diagnosis of Bladder Cancer with Urinary Cytology, Immunocytology and DNA-Image-Cytometry1 by Bernhard Planz, Christian Synek, Thomas Deix, Alfred Böcking, Michael Marberger

“…The DNA content was determined using the CM‐1 Cytometer according to the recommendation of the ESCAP Consensus Report on Standardization of DNA‐image‐cytometry (1995). For immunocytological examination we used the monoclonal anti Lewis X antibody P‐12 and antibody 486p 3/12. …”
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Methylprednisolone as an Adjunct to Local Infiltration on Laminoplasty or Laminectomy before Wound Closure: A Randomized Controlled Trial by Niti Shrestha, Bo Han, Xiying Wang, Wenqing Jia, Fang Luo

“…Every 30 ml of local infiltration solution consisted of 15 ml of 1% ropivacaine with 14 ml of saline along with 1 ml of 40 mg methylprednisolone and 15 ml of 1% ropivacaine with 15 ml of saline in methylprednisolone-ropivacaine group and ropivacaine group, respectively. The standardization of the study solution depended on the number of levels involved in surgery. …”
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Comparison of the commodity certification systems in the European Union and in the Eurasian Economic Union by Valerii Kardanov, Denis Stoikov

“…The countries of the world community, including Russia, confirm the unity of their views on the process of harmonization of standards, understanding that in practice harmonized standards guarantee the quality of products and services, the environmentally friendly production and goods, occupational safety, interoperability of products and, if necessary, its interchangeability. …”
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Network Design Mode of In-Seam Gas Extraction Parameters Using Mathematical Modelling—Take Tangan Colliery as an Example by Tong-qiang Xia, Ke Gao, Hong-yun Ren, Jiao-fei He, Zi-long Li

“…It greatly improves the efficiency and standardization of gas extraction design. Appling the networked platform, the gas extraction engineering parameters were quantitatively designed in the working face of 3307, Tangan colliery. …”
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Methodology to Evaluate Dripper Sensitivity to Clogging due to Solid Particles: An Assessment by Rogério Lavanholi, Fabricio C. Oliveira, Antonio P. de Camargo, José A. Frizzone, Bruno Molle, Nassim Ait-Mouheb, Séverine Tomas

“…The aim is to define a standardized testing protocol to evaluate the sensitivity of emitters to clogging due to solid particles. …”
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Evaluating Functional Performance Tests in those with Non-arthritic Intra-articular Hip Pain: An International Consensus Statement by RobRoy L Martin, Amir Takla, Ashley Disantis, David Kohlrieser, Keelan Enseki, Liran Lifshitz, Louise Grant, Mario Bizzini, Mike Voight, Mark Ryan, Ryan McGovern, Timothy Tyler, Yael Steinfeld-Mass, Ashley Campbell, Yongni Zhang

“…These recommendations will encourage greater consistency and standardization among clinicians during a physical therapy assessment.…”
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Blood-based biomarkers in patients with non-small cell lung cancer treated with immune checkpoint blockade by Yo-Ting Tsai, Jeffrey Schlom, Renee N. Donahue

“…There is need for rigorous validation and standardization of these blood-based assays for broader clinical application. …”
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Risk of bias and confounding of observational studies of Zika virus infection: A scoping review of research protocols. by Ludovic Reveiz, Michelle M Haby, Ruth Martínez-Vega, Carlos E Pinzón-Flores, Vanessa Elias, Emma Smith, Mariona Pinart, Nathalie Broutet, Francisco Becerra-Posada, Sylvain Aldighieri, Maria D Van Kerkhove

“…Biases need to be considered by researchers implementing the standardized protocols as well as by users of observational epidemiological studies of ZIKV.…”
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Federated Digital Twins: A Scheduling Approach Based on Temporal Graph Neural Network and Deep Reinforcement Learning by Young-Jin Kim, Hanjin Kim, Beomsu Ha, Won-Tae Kim

“…Recent research and standardization efforts in DT have expanded their focus from optimizing individual physical twins to coordinating DT functionalities to optimize the services provided by set of physical twins. …”
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Integrating engineered nanomaterials with extracellular vesicles: advancing targeted drug delivery and biomedical applications by Hai Jiang, Ranil Vikraman Kumarasamy, JinJin Pei, Kamaraj Raju, Gopalakrishnan Velliyur Kanniappan, Chella Perumal Palanisamy, Ion Dan Mironescu

“…However, it also addresses challenges such as scalability, standardization, and safety that must be overcome to facilitate the clinical translation of these promising biomedical solutions.…”
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A Comparative Review of Alternative Fucoidan Extraction Techniques from Seaweed by Matthew Chadwick, Loïc G. Carvalho, Carlos Vanegas, Simone Dimartino

“…This review also sets out future work required to standardize the reporting of fucoidan extract data. …”
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An evaluation of practices and policies used in genetics clinics across the United States to manage referrals for Ehlers-Danlos and hypermobility syndromes by Lauren Boucher, Berkley Nestler, Daniel Groepper, John Quillin, David Deyle, Colin M.E. Halverson

“…We found diverse and unstandardized policies that were meant to address numerous perceived challenges. This lack of standardization is a concern because it may result in inconsistent access to care for patients with JHS/hEDS and create barriers to diagnosis and treatment. …”
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White Matter Lesion Assessment in Patients with Cognitive Impairment and Healthy Controls: Reliability Comparisons between Visual Rating, a Manual, and an Automatic Volumetrical MR... by Erik Olsson, Niklas Klasson, Josef Berge, Carl Eckerström, Åke Edman, Helge Malmgren, Anders Wallin

“…Unreliability in the assessment of patients with low WML with manual volumetry may mainly be due to intensity variation in the FLAIR sequence used; hence, intensity standardization and normalization methods must be used for more accurate assessments. …”
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Identifying the Economic Criteria for Sustainable Development Reporting Based on Islamic Texts at the Level of Companies by Morteza Yousefi, Rasoul Baradaran Hassanzadeh, Ali Reza Radbin, Mohammad Ali Rabbipoor, Saeed Hassanzadeh Delgsha

“…Findings showed that the components of the economic dimension of sustainability reporting in Islamic texts include 18 components and 268 examples. which can be effective for standardization in the field of sustainable reporting and disclosure regulations of the stock exchange and securites organization teachings and Islamic values.…”
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Hepatocytic Differentiation Potential of Human Fetal Liver Mesenchymal Stem Cells: In Vitro and In Vivo Evaluation by Hoda El-Kehdy, Guillaume Pourcher, Wenwei Zhang, Zahia Hamidouche, Sylvie Goulinet-Mainot, Etienne Sokal, Pierre Charbord, Mustapha Najimi, Anne Dubart-Kupperschmitt

“…Hence, FL-MSCs appeared to be interesting candidates to investigate the liver development at the mesenchymal compartment level. Standardization of their isolation, expansion, and differentiation may also support their use for liver cell-based therapy development.…”
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Nasal Cytology: A Comparative Study of Two Different Techniques of Processing—Smeared versus Cytocentrifuged Slides by Maria Laura Bartoli, Lodovica Cristofani-Mencacci, Mariella Scarano, Andrea Nacci, Manuela Latorre, Elena Bacci, Pierluigi Paggiaro, Veronica Seccia

“…Nasal cytology is a precious tool to study nasal disorders, but in current literature, there is no consensus on the standardization of the processing procedure of the obtained samples. …”
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