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Classification of Nutritional Status of Toddlers on Imbalanced Data Using SMOTE with Decision Tree and Random Forest Models

Article

Classification of Nutritional Status of Toddlers on Imbalanced Data Using SMOTE with Decision Tree and Random Forest Models

Firda Fadri et al · Universitas Jember · 2026 · ISSN 2339-0069

Nutritional status of toddlers was considered a key indicator for assessing nutritional problems among children. According to the Banyuwangi Regency Health Profile, the prevalence of undernutrition based on the weight-fo...

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Classification of Software Systems attributes based on quality factors using linguistic knowledge and machine learning: A review.

Article

Classification of Software Systems attributes based on quality factors using linguistic knowledge and machine learning: A review.

Abdulrhman Ali et al · University of Mosul, College of Education for Pure Science · 2022 · ISSN 1812-125X

Both The functionality and the non-functionality for what the system does as well as doesn't of software systems requirements are documented in a Software Requirements Specification (SRS). Moreover in requirements engin...

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Classification changes in para swimming and their impact on the Czech Para Swimming Team

Article

Classification changes in para swimming and their impact on the Czech Para Swimming Team

Vít Šašek et al · Karolinum Press · 2022 · ISSN 1212-1428

This aim of this article is to describe up-to-date polices and main classification issues in Paralympic sport with focus on Paralympic swimming. Using narrative review, it determines the influence of recent classificatio...

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Classification of health product defect reports by deep learning

Article

Classification of health product defect reports by deep learning

Vicente Sancenon et al · Nature Portfolio · 2026 · ISSN 2045-2322

Abstract Quality defects in substandard medicines represent a threat to public health. Rapid and accurate identification of these defects is critical to prioritise the cases and implement regulatory measures. However, th...

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Classification of Surgical Complications

Article

Classification of Surgical Complications

Daniel Dindo; Nicolas Demartines; Pierre-Alain Clavien · Annals of Surgery · 2004

In Brief Objective: Although quality assessment is gaining increasing attention, there is still no consensus on how to define and grade postoperative complications. This shortcoming hampers comparison of outcome data amo...

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Classification of subtype of acute ischemic stroke. Definitions for use in a multicenter clinical trial. TOAST. Trial of Org 10172 in Acute Stroke Treatment.

Article

Classification of subtype of acute ischemic stroke. Definitions for use in a multicenter clinical trial. TOAST. Trial of Org 10172 in Acute Stroke Treatment.

Harold P. Adams; Birgitte H. Bendixen; L. Jaap Kappelle; José Biller; Betsy B. Love; David Gordon; E. Eugene Marsh · Stroke · 1993

BACKGROUND AND PURPOSE: The etiology of ischemic stroke affects prognosis, outcome, and management. Trials of therapies for patients with acute stroke should include measurements of responses as influenced by subtype of ...

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Estudio y adaptación del Self-Directed Search form R (SDS) y del Position Classification Inventory (PCI) a la población española

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Estudio y adaptación del Self-Directed Search form R (SDS) y del Position Classification Inventory (PCI) a la población española

Martínez Vicente, José Manuel; Valls Fernández, D. Federico · Editorial Universidad de Almería · 2001 · ISBN 9788482404790

Subjects / keywords: Psicología; Psicología del Desarrollo; Adolescencia

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A 10-year cesarean section rate analysis in a Brazilian referral maternity hospital using the Robson's ten group classification system

Article

A 10-year cesarean section rate analysis in a Brazilian referral maternity hospital using the Robson's ten group classification system

Maria Laura Alves de Melo Silva et al · Federação Brasileira das Sociedades de Ginecologia e Obstetrícia · 2025 · ISSN 0100-7203

Abstract Objective: The Robson Ten Group Classification System categorizes women into groups based on obstetric characteristics. For each group there is a suggested cesarean section rate. Robson Ten Group Classification...

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A Hybrid Undersampling-SMOTE Method for Imbalanced Big Data Classification

Article

A Hybrid Undersampling-SMOTE Method for Imbalanced Big Data Classification

Shaymaa Ahmed Razoqi et al · University of Mosul, College of Education for Pure Science · 2023 · ISSN 1812-125X

Imbalanced data is an important issues and challenges faced in data classification. This will lead to poor performance of binary classifiers, this is due to bias in classification in favour of the majority class and lack...

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A classification model based on G protein-coupled estrogen receptor binding affinity: development and validation

Article

A classification model based on G protein-coupled estrogen receptor binding affinity: development and validation

GAO Mengmeng et al · The Editorial Office of Chinese Journal of Food Hygiene · 2025 · ISSN 1004-8456

ObjectiveTo develop an accurate and efficient binary classification model for predicting the binding capacity of endocrine-disrupting chemicals （EDCs） to the G protein-coupled estrogen receptor （GPER）.MethodsGPER...

LCC TENDOkZvb2QgcHJvY2Vzc2luZyBhbmQgbWFudWZhY3R1cmU~; LCC:Nutrition. Foods and food supplyIdioma zho

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A dynamic approach to FMEA–RPN risk classification: comparing with the classical FMEA method

Article

A dynamic approach to FMEA–RPN risk classification: comparing with the classical FMEA method

Mufide Narli · Nofer Institute of Occupational Medicine · 2026 · ISSN 0465-5893

Background Failure mode and effects analysis (FMEA) uses risk priority numbers (RPNs) based on 3 parameters to classify risks. Risk analysis methods use thresholds to determine risk. These class intervals do not account ...

LCC LCC:Public aspects of medicineIdioma English

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A hybrid transformer model with supervised contrastive loss for automatic music classification

Article

A hybrid transformer model with supervised contrastive loss for automatic music classification

Tingting Zhuang et al · Elsevier · 2026 · ISSN 1110-0168

With the rapid expansion of the digital music industry, streaming platforms are required to efficiently and accurately classify massive music collections to support personalized recommendation, content organization, and ...

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A lightweight deep learning architecture for automatic shrimp disease classification

Article

A lightweight deep learning architecture for automatic shrimp disease classification

Sandhya Sharma et al · Nature Portfolio · 2026 · ISSN 2045-2322

Abstract Globally, shrimp aquaculture is a vital source of food, but disease outbreaks present serious economic challenges. Traditional diagnostic techniques, such as visual inspection and polymerase chain reaction (PCR)...

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A logic-based knowledge-driven bidirectional multi-attention GRU framework for fear level classification in humans

Article

A logic-based knowledge-driven bidirectional multi-attention GRU framework for fear level classification in humans

Adlene Anusha Joshva et al · Nature Portfolio · 2026 · ISSN 2045-2322

Abstract The importance of fear level detection in affective computing using physiological signals has not been extensively explored. Accurately detecting fear responses facilitates real-time emotional monitoring and imp...

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Advanced hybrid transformer CNN framework for improved skin lesion classification and segmentation

Article

Advanced hybrid transformer CNN framework for improved skin lesion classification and segmentation

Nazish Yousaf et al · Nature Portfolio · 2026 · ISSN 2045-2322

Abstract As reported by the World Health Organization (WHO), Skin Cancer (SC) is a growing medical concern with millions of cases diagnosed each year. Deep Learning methods show promising results in early detection and c...

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An open-source clinical case dataset for medical image classification and multimodal AI applications

Article

An open-source clinical case dataset for medical image classification and multimodal AI applications

Nievas Offidani, Mauro et al · Multidisciplinary Digital Publishing Institute · 2025 · ISSN 2306-5729

High-quality, openly accessible clinical datasets remain a significant bottleneck in advancing both research and clinical applications within medical artificial intelligence. Case reports, often rich in multimodal clinic...

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Application of CPTU-based soil classification methods in Hong Kong-Zhuhai-Macao Bridge

Article

Application of CPTU-based soil classification methods in Hong Kong-Zhuhai-Macao Bridge

LIU Song-yu 1, ZOU Hai-feng 1, CAI Guo-jun 1, ZHU Liu-wen 2, DU Yu 2 · Editorial Office of Chinese Journal of Geotechnical Engineering · 2017 · ISSN 1000-4548

The parameters obtained from the piezocone penetration tests (CPTU) have been widely used for soil profiling and geostratigraphy over the decades. In this study, large amount of CPTU soundings and parallel drilling borin...

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Assessing a farmer-based soil classification system vis-à-vis USDA soil taxonomy suborders in Kamuli District, Uganda

Article

Assessing a farmer-based soil classification system vis-à-vis USDA soil taxonomy suborders in Kamuli District, Uganda

Francis Akitwine et al · Frontiers Media S.A · 2026 · ISSN 2813-3005

Based on 5 years of integrated pedological work in Kamuli District, this study examines how farmers in three villages understand and classify soils. The farmers' knowledge was documented through a participatory approach ...

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Comparison Study Of Packet Classification Algorithms In Wired Networks

Article

Comparison Study Of Packet Classification Algorithms In Wired Networks

Marwan Salim Mahmoud et al · University of Mosul, College of Education for Pure Science · 2012 · ISSN 1812-125X

ABSTRACT The packet classification technique play an important role for many internet advanced services that require the capability to distinguish traffic in different flows, such as routers and security services like fi...

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Comparison of Feature Extraction Methods for Conducting Sentiment Classification in Ternate Malay Language using Machine Learning Approaches

Article

Comparison of Feature Extraction Methods for Conducting Sentiment Classification in Ternate Malay Language using Machine Learning Approaches

Satria Dwi Surya et al · Department of Electrical Engineering, Faculty of Engineering, Universitas Khairun · 2024 · ISSN 2354-8924

Local people in Ternate, North Maluku, often use local languages to communicate on social media. This poses a challenge for newcomers to understand the implied meaning and emotions of the messages conveyed through social...

LCC LCC:Electrical engineering. Electronics. Nuclear engineeringIdioma English

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Design and Development of Drug Formulation Classification Information System

Article

Design and Development of Drug Formulation Classification Information System

Retno Agus Setiawan et al · Lembaga Penelitian dan Pengabdian kepada Masyarakat · 2024 · ISSN 0216-9495

The increasing complexity of pharmaceutical management in pharmacies demands efficient systems to streamline drug classification and inventory control. As pharmacies handle a diverse range of formulations, including tabl...

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Development and validation of a deep learning-based automatic detection and classification model for femoral neck fractures using hip imaging: a retrospective multicenter diagnostic study

Article

Development and validation of a deep learning-based automatic detection and classification model for femoral neck fractures using hip imaging: a retrospective multicenter diagnostic study

Xueyang Han et al · Frontiers Media S.A · 2026 · ISSN 2296-858X

Conventional Garden classification of femoral-neck fractures relies on radiography or CT, but image quality variations, indistinct fracture lines, and inter-observer differences often cause misclassification—especially...

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EU FADN farm classification: first experience of Ukraine in a European perspective

Article

EU FADN farm classification: first experience of Ukraine in a European perspective

L. O. Yashchenko et al · National Academy of Statistics, Accounting and Audit · 2025 · ISSN 2519-1853

The article analyzes the typology of agricultural holdings within the Farm Accountancy Data Network (FADN) and its impact on the formation of the common agricultural policy. The study emphasizes the importance of FADN as...

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Efeito da classificação dos ovos sobre a uniformidade, o desempenho e o rendimento de abate de frangos de corte Effect of egg classification prior to setting on broiler chicken uniformity, performance and meat yields

Article

J.S.R. Rocha et al · Universidade Federal de Minas Gerais, Escola de Veterinária · 2008 · ISSN 0102-0935

Avaliou-se a influência da classificação dos ovos no incubatório sobre a uniformidade, o desempenho e o rendimento de abate dos frangos de corte, utilizando-se 140 machos e 140 fêmeas nascidos de cada um dos seguint...

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3D scan-based classification of Chinese young female hand morphology

ISSN: 20452322 · Publisher / source: Nature

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A classification model based on G protein-coupled estrogen receptor binding affinity: development and validation

ISSN: 10048456 · Publisher / source: The Editorial Office of Chinese Journal of Food Hygiene

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3D scan-based classification of Chinese young female hand morphology

A classification model based on G protein-coupled estrogen receptor binding affinity: development and validation