Trajectory-Ordered Objectives for Self-Supervised Representation Learning of Temporal Healthcare Data Using Transformers: Model Development and Evaluation Study by Ali Amirahmadi, Farzaneh Etminani, Jonas Björk, Olle Melander, Mattias Ohlsson

“…Significant progress has been achieved using transformers and self-supervised learning. …”
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Ulcer detection in Wireless Capsule Endoscopy images using deep CNN by Vani V, K.V. Mahendra Prashanth

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Sensitivity Study of Multiconstellation GNSS-R to Soil Moisture and Surface Roughness Using FY-3E GNOS-II Data by Zhongmin Ma, Adriano Camps, Hyuk Park, Shuangcheng Zhang, Xiaojun Li, Jean-Pierre Wigneron

“…This highlights the shortcomings of using linear models to retrieve SM. Meanwhile, another important finding is that, for spaceborne GNSS-R data, SMAP-h may have underestimated the effective surface roughness.…”
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Compliance to tobacco and alcohol zoning regulations around schools in Bangladesh, India, Pakistan and Sri Lanka using environmental mapping data by Lathika Athauda, Zoey Verdun, Petya Atanasova, Sajjad Ahmad, Ali Ahsan, Md Mokbul Hossain, Menka Loomba, Rajendra Pradeepa, Vindya Rajakaruna, Manuja Kaluarachchi, Anuradhani Kasturiratne, Khadija Irfan Khawaja, Malay K. Mridha, Prasad Katulanda, Vinitaa Jha, Ranjit Mohan Anjana, John C. Chambers, Gary Frost, Franco Sassi, Marisa Miraldo

“…Data was collected on KoboToolBox, and the maps indicating zoning compliance were created using ArcGIS. …”
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Development and design of the BELpREG registration system for the collection of real-world data on medication use in pregnancy and mother-infant outcomes by Laure Sillis, Laure Sillis, Laure Sillis, Veerle Foulon, Veerle Foulon, Karel Allegaert, Karel Allegaert, Karel Allegaert, Karel Allegaert, Annick Bogaerts, Annick Bogaerts, Annick Bogaerts, Maarten De Vos, Maarten De Vos, Titia Hompes, Titia Hompes, Titia Hompes, Anne Smits, Anne Smits, Anne Smits, Kristel Van Calsteren, Kristel Van Calsteren, Jan Y. Verbakel, Jan Y. Verbakel, Michael Ceulemans, Michael Ceulemans, Michael Ceulemans

“…An electronic informed consent and linkage to medication databases, with images of drug packages and underlying structured data fields, are built into the system. Data collection has officially started in November 2022. …”
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A Cross-Sectional Study of Variant Interpretation and Reporting of NGS Data Using Tertiary Analysis Software: Navify® Mutation Profiler by Francesco Pepe, Gianluca Russo, Nadia Barraco, Marco Bono, Angela Listì, Luisella Righi, Dario de Biase, Thais Maloberti, Claudia Scimone, Lucia Palumbo, Danilo Rocco, Giuseppina Roscigno, Enzo Gallo, Simonetta Buglioni, Michelina Coco, Lucia Anna Muscarella, Giancarlo Troncone, Umberto Malapelle

“…Conclusions The nMP system represents a valid, easily manageable, and clinically useful system to interpret NGS data on diagnostic routine samples from patients with solid tumors.…”
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Measurement of Neutral Atmosphere Density during the Years of Increasing Solar Activity Using Insight-HXMT Data with the Earth Occultation Technique by Hao-Hui Zhang, Wang-Chen Xue, Xiao-Bo Li, Shuang-Nan Zhang, Shao-Lin Xiong, Yong Chen, Hai-Tao Li, Li-Ming Song, Ming-Yu Ge, Hai-Sheng Zhao, Yun-Wei Yu

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Patient-centered outcomes with subcutaneous immunoglobulin use for infection control in primary and secondary immunodeficiencies: data of a GEIE Spanish Registry by Sandra Martínez Mercader, Victor Garcia-Bustos, Victor Garcia-Bustos, Pedro Moral Moral, Pedro Moral Moral, Carmen Martínez Buenaventura, Elisa Escudero Vergara, María Carmen Montaner Bosch, Héctor Balastegui-Martín, Héctor Balastegui-Martín, Sonia Galindo Maycas, Berta Palací Mur, Marian Escobar Palazón, María Moreno Mulet, Ignacio Campanero Carrasco, Alicia López, Carlos Daniel Hernández Ruiz, Laura Ruiz-López, Rocío Guzmán Guzmán, Rocío Guzmán Guzmán, Marta Dafne Cabañero-Navalon, Marta Dafne Cabañero-Navalon

“…However, comprehensive real-world data on SCIg use, including clinical and patient-centered outcomes, remain scarce. …”
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Spatiotemporal variations in surface marine carbonate system properties across the western Mediterranean Sea using volunteer observing ship data by D. Curbelo-Hernández, D. González-Santana, A. G. González, J. M. Santana-Casiano, M. González-Dávila

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Determination of Covid-19 Pulmonary Infection Rate From X-Ray Images Using U-Net Model by Mohammed Al-Tamimi, Hadeel Jabar, Husam Ali Abdulmohsin, Farah khiled AL-Jibory

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Submarine Topography Classification Using ConDenseNet with Label Smoothing Regularization by Jingyan Zhang, Kongwen Zhang, Jiangtao Liu

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Prediction of the monthly river water level by using ensemble decomposition modeling by Chaitanya Baliram Pande, Lariyah Mohd Sidek, Bijay Halder, Okan Mert Katipoğlu, Jitendra Rajput, Fahad Alshehri, Rabin Chakrabortty, Subodh Chandra Pal, Norlida Mohd Dom, Miklas Scholz

“…Hence, the best hybrid model has been concluded that the CEEMDAN data decomposition technique is very useful for improve performance of the prediction model, the complex river water level predictions by separating the data sets into various sub-frequencies, allowing a better understanding of trends, seasonality and fluctuations in the data. …”
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Was retrospective change measurement conducted with Covid-19 containment inconsistent? Comparing prospective and retrospective change measures using data from a national survey on... by Marc Dupuis, Joseph Studer, Matthias Wicki, Simon Marmet, Gerhard Gmel

“…Single-measurement-point data collection to assess change has increased with studies assessing the impact of the Covid-19 pandemic and of its containment, despite evidence of its lack of validity. …”
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Understanding mushroom farm environment using TinyML-based monitoring devices by Segun Adebayo, Halleluyah Oluwatobi Aworinde, Oluranti Olayinka Olufemi, Christian Okechukwu Osueke, Abidemi Emmanuel Adeniyi, Oluwasegun Julius Aroba

“…The latter is then connected to an XIAO ESP32-S3 microprocessor chip which supports different types of connections such as WiFi or Bluetooth connections while it can also run TinyML models to enable immediate processing of data. The authors set up the system to gather environmental data on time, using the Edge Impulse platform for data analysis and model training. …”
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Diagnosis of winter precipitation types using the spectral bin model (version 1DSBM-19M): comparison of five methods using ICE-POP 2018 field experiment data by W. Bang, J. T. Carlin, K. Kim, A. V. Ryzhkov, A. V. Ryzhkov, G. Liu, G. Lee

“…Three reference WPTs (snow (SN), rain (RA), and RASN) are obtained from particle size velocity (PARSIVEL) disdrometer data using a newly proposed decision tree algorithm. …”
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Methods and results used in the development of a consensus-driven extension to the Consolidated Standards of Reporting Trials (CONSORT) statement for trials conducted using cohorts... by Chris Gale, David Torgerson, Lehana Thabane, Brett D Thombs, Eric I Benchimol, David Erlinge, Philippe Ravaud, Danielle B Rice, Linda Kwakkenbos, Maureen Sauve, Helena M Verkooijen, Ole Fröbert, Merrick Zwarenstein, Lars G Hemkens, Margaret Sampson, Clare Relton, Jon Nicholl, John Fletcher, Sinéad M Langan, Mahrukh Imran, Marion K Campbell, Stephen J McCall, Kimberly A McCord, Rudolf Uher, Edmund Juszczak

“…A Consolidated Standards of Reporting Trials (CONSORT) statement extension for trials conducted using cohorts and routinely collected data (CONSORT-ROUTINE) has been developed with the goal of improving reporting quality. …”
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Decision Making in the Innovation Process: Data-Driven vs. Data-Informed by Muge Abac

“…There has been a growing trend in the use of data-related buzzwords, and “data-driven decision-making” is one of them. …”
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Optimizing Data Interoperability: An Approach Towards Unified Employment Data in Indonesia by Wahyuni Herpita, Mutiarin Dyah, Pribadi Ulung, Syakiran Akmal Ismail Nur, Priyo Purnomo Eko, Nurmandi Achmad, Kumorotomo Wahyudi, Ahdarrijal Yujitia

“…This research focuses on efforts to optimize data interoperability towards unified employment data in Indonesia, which consists of planning, manufacturing, integration, and marketing strategies using the Twitter social media account @kemnakerRI, which has the potential to provide valuable guidance for policy development, planning, and implementation of promotional strategies in future. …”
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Methods of experimental settlement of contradicting data in evaluated nuclear data libraries by V. A. Libman, O. O. Gritzay, S. P. Volkovetskiy

“…The latest versions of the evaluated nuclear data libraries (ENDLs) have contradictions concerning data about neutron cross sections. …”
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Big data analytics in healthcare: data sources, tools, challenges, and opportunities by Mohammed Badawy, Nagy Ramadan, Hesham Ahmed Hefny

“…Machine learning, deep learning, and healthcare are some terms used to search for these studies. Hence, a review of published papers utilizing machine learning and deep learning methods for the purposes of diagnosing, detecting, predicting, and monitoring conditions pertaining to healthcare has been conducted. …”
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