Applying AI to Structured Real-World Data for Pharmacovigilance Purposes: Scoping Review by Stella Dimitsaki, Pantelis Natsiavas, Marie-Christine Jaulent

“…There are several instances of AI approaches applied to RWD; however, most studies focus on unstructured RWD (conducting natural language processing on various data sources, eg, clinical notes, social media, and blogs). …”
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Impact of retrieval augmented generation and large language model complexity on undergraduate exams created and taken by AI agents by Erick Tyndall, Colleen Gayheart, Alexandre Some, Joseph Genz, Torrey Wagner, Brent Langhals

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Validation of ACE-FTS version 5.2 ozone data with ozonesonde measurements by J. Zou, K. A. Walker, P. E. Sheese, C. D. Boone, R. M. Stauffer, A. M. Thompson, D. W. Tarasick

“…As part of this assessment, an analysis of ozonesonde measurement stability using ACE-FTS as a transfer standard is conducted and finds small step changes in ozonesonde response at some stations. These results are in general agreement with recent findings using other satellite data sources.…”
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Determination of Effects of Some Summer Pruning Applications on Yield and Quality Characteristics of Alphonse Lavallée (<i>Vitis vinifera</i> L.) Grape Variety by Osman Doğan

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BioLake: an RNA expression analysis framework for prostate cancer biomarker powered by data lakehouse by Qiaowang Li, Yaser Gamallat, Jon George Rokne, Tarek A. Bismar, Reda Alhajj

“…Unlike some existing analytical tools on the market, BioLake supports a wide range of web-based bioinformatics data analysis for public datasets, while allowing researchers to analyze their private datasets instantly. …”
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Evaluation and downstream effects of household and industrial effluents discharge on some physicochemical parameters and surface Water Quality Index of River Mahanadi, Odisha, Indi... by Abhijeet Das

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PICEA SCHRENKIANA RING WIDTH AND DENSITY AT THE UPPER AND LOWER TREE LIMITS IN THE TIEN SHAN MTS (KYRGYZ REPUBLIC) AS A SOURCE OF PALEOCLIMATIC INFORMATION by Olga Solomina, Olga Maximova, Edward Cook

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ANALYSIS OF DYNAMICS AND SOURCES OF MANGANESE, COPPER, NICKEL AND ALUMINUM IONS FOUND IN THE TRANS-BORDER MIUS RIVER DURING THE PERIOD FROM 2003 TO 2017 by E. V. Vorobyov, E. V. Usova, Yu. V. Orekhova

“…The article considers some natural and anthropogenic factors that determine the increased content of metal ions in the transboundary river Mius, taking into account the peculiarities of the territory of the river. …”
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Remote-sensing-based forest canopy height mapping: some models are useful, but might they provide us with even more insights when combined? by N. Besic, N. Picard, C. Vega, J.-D. Bontemps, L. Hertzog, J.-P. Renaud, J.-P. Renaud, F. Fogel, M. Schwartz, A. Pellissier-Tanon, G. Destouet, F. Mortier, F. Mortier, M. Planells-Rodriguez, P. Ciais

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Spatial Estimation of Trophic State for Reservoir Using Ground Monitoring and Remote Sensing Data by Thong Nguyen Hoang, Van Tran Thi

“…The results achieved in this study will be a valuable source of consultation, supporting environmental management to minimize nutrient pollution in the Dau Tieng Reservoir water source. …”
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A Scale Invariant Fully Conformal Cosmological Model and Its Support by Astrophysical Data by Richard Dvorsky

“…Confronting the conformal metric model with some astrophysical data shows an interesting agreement with the observed spatial distribution of astrophysical sources such as γ-ray bursts and quasars. …”
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Exploring neural mechanisms of gender differences in bodily emotion recognition: a time-frequency analysis and network analysis study by Tingwei Feng, Mingdi Mi, Danyang Li, Buyao Wang, Xufeng Liu

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Promoting Transparency and Trust in Biomedical Data: A FAIR Approach to Content Creation and Sharing by Asim Abbas, Sebastian Chalarca, Iram Wajahat, Fazel Keshtkar, Syed Ahmad Chan ukhari

“…However, PDF dominance poses challenges in adhering to FAIR principles (Findability, Accessibility, Interoperability, Reusability). Some web-based frameworks enhance content interoperability using RDF and linked data but often target technical users. …”
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Data-driven analysis of hysteresis and stability in perovskite solar cells using machine learning by Sharun Parayil Shaji, Wolfgang Tress

“…In this study we try to use tools from data science namely Pearson correlation and random forest regressor applied to the data from the open-source platform “Perovskite Database” to understand the correlations with material choice, fabrication techniques, and current-voltage key features to the stability and hysteresis index. …”
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A Novel Cryptography-Based Architecture for Secure Data Asset Sharing and Circulation Systems by Dongyu Yang, Yu Wang, Wentao Huang, Yue Zhao

“…With the development of global digital economy and the digital transformation of enterprises, the demand for cross-border cross-domain sharing and circulation of highly sensitive and high-value data assets is becoming more and more obvious. In the process of shared circulation, data assets are faced with some problems, such as unreliable communication network, uncontrollable cloud storage service, untrusted participants and so on, which leads to data tampering, stealing, blocking and tracing back to the source. …”
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Delineation of Subsurface Structures Using Gravity Data of the Shallow Offshore, Lamu Basin, Kenya by Dennis Ombati, John Githiri, Maurice K'Orowe, Erick Nyakundi

“…The gravity data used in this study were sourced from the International Gravity Bureau (BGI) and National Oil Corporation of Kenya (NOCK) digital data courtesy of companies like Woodside Energy, Anadarko Kenya Limited, and Total Exploration and Production companies. …”
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Physically Based and Data-Driven Models for Landslide Susceptibility Assessment: Principles, Applications, and Challenges by Chenzuo Ye, Hao Wu, Takashi Oguchi, Yuting Tang, Xiangjun Pei, Yufeng Wu

“…Physically based models can assess landslide susceptibility with limited datasets by inputting physical parameters, albeit with some uncertainties. In contrast, data-driven models, primarily developed using machine learning and statistical algorithms, often provide acceptable predictive accuracy in assessing landslide susceptibility. …”
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Géohistoire des tempêtes et submersions marines depuis 1 000 ans : quelles interprétations climatiques dans l’ouest de la France ? by Pierre Pouzet, Emmanuelle Athimon, Mohamed Maanan

“…Thanks to the coupling of sedimentological and historical data, fifteen intense storms were extracted from a core sampled in the Traicts of the Croisic, while 128 impacting events were recorded by historical sources during the last millennium. …”
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Valuation of Urban Public Bus Electrification with Open Data and Physics-Informed Machine Learning by Upadhi Vijay, Soomin Woo, Scott J. Moura, Akshat Jain, David Rodriguez, Sergio Gambacorta, Giuseppe Ferrara, Luigi Lanuzza, Christian Zulberti, Erika Mellekas, Carlo Papa

“…This research provides a novel framework to estimate the economic, environmental, and social values of electrifying public transit buses, for cities across the world, based on open-source data. Electric buses are a compelling candidate to replace diesel buses for their environmental and social benefits. …”
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CHEMICAL COMPOSITION CHANGE OF SUBSURFACE SNOW IN EAST ANTARCTICA WITH DISTANCE FROM THE COAST by L. P. Golobokova, T. V. Hodzher, Yu. A. Shibaev, V. A. Lipenkov, J.-R. Petit

“…The paper presents data on chemical composition of snow in theAntarcticasampled along the first tractor traverse during the 53th Russian Antarctic Expedition from Station Progress (the sea coast) to Station Vostok (1,276 kmfrom Progress). …”
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