Third Party-Certifications in Aquaculture by Emily H. Roan, Joshua Patterson, Matthew DiMaggio, Roy Yanong

“…The goal of this document is to increase consumer awareness and understanding of what commonly observed third-party certification labels signify. Includes some discussion of certification programs for ornamentals and baitfish. …”
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Graceful numbers by Kiran R. Bhutani, Alexander B. Levin

“…We construct a labeled graph D(n) that reflects the structure of divisors of a given natural number n. …”
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Bot Fly Types in the Museum of Comparative Zoology (Diptera: Oestridae) by Norman E. Woodley

“…Specimens of two taxa labeled as types have no type status,…”
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USSD: Unsupervised Sleep Spindle Detector by Edgardo Ramirez, Pablo A. Estevez, Martin D. Adams, Claudio A. Perez, Marcelo Garrido Gonzalez, Patricio Peirano

“…Sleep spindles (SSs) appear in electroencephalogram (EEG) recordings during sleep stage N2, and they are usually detected through visual inspection by an expert. Labeling SSs in large datasets is time-consuming and depends on the expert criteria. …”
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Ethnic Architectural Heritage Identification Using Low-Altitude UAV Remote Sensing and Improved Deep Learning Algorithms by Ting Luo, Xiaoqiong Sun, Weiquan Zhao, Wei Li, Linjiang Yin, Dongdong Xie

“…Second, to address the lack of edge pixel features in the sample images and reduce repeated labeling of the same sample, the ethnic architecture in entire remote sensing images is labeled on the Arcgis platform, and the sliding window method is used to cut the image data and the corresponding label file with a 10% overlap rate. …”
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In vitro assessment of the nematicidal potential of Streptomyces violascens strain AS2 against root-knot nematodes (Meloidogyne sp.) by Azlay Latifa, Oubassou Ez-Zahra, Berr Alexandre, Mayad El Hassan, Barakate Mustapha

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Nutrient Profiling Models in Low- and Middle-Income Countries Considering Local Nutritional Challenges: A Systematic Review by Marie Tassy, Ries van Dijk, Alison L Eldridge, Tsz Ning Mak, Adam Drewnowski, Edith JM Feskens

“…A “Keyhole” front-of-pack labeling scheme was implemented only in North Macedonia. …”
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Utility of 131I-HLX58-Der for the Precision Treatment: Evaluation of a Preclinical Radio-Antibody-Drug-Conjugate Approach in Mouse Models by Liu Y, Wang X, Zhang N, He S, Zhang J, Xu X, Song S

“…HLX58 was labeled with 125I for imaging CLDN18.2-positive tumors. …”
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Zinc absorption from maize-based meals enriched with edible house crickets: a randomized crossover stable-isotope study in Kenyan pre-school children by Nikolin Hilaj, Tele Boit, Pauline Andang’o, Christophe Zeder, Martin N. Mwangi, Marijke Hummel, Ornella Necochea Velazco, Joop J. A. van Loon, Marcel Dicke, Michael B. Zimmermann, Alida Melse-Boonstra

“…For this, children were randomized to consume two different experimental meals labeled with stable isotopes of zinc (Zn) at two different days, separated by a wash-out period of one month. …”
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GastroHUN an Endoscopy Dataset of Complete Systematic Screening Protocol for the Stomach by Diego Bravo, Juan Frias, Felipe Vera, Juan Trejos, Carlos Martínez, Martín Gómez, Fabio González, Eduardo Romero

“…GastroHUN includes 8,834 images from 387 patients and 4,729 labeled video sequences, all annotated by four experts. …”
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Semi-supervised tri-Adaboost algorithm for network intrusion detection by Yali Yuan, Liuwei Huo, Yachao Yuan, Zhixiao Wang

“…We then conduct extensive numerical studies using different training and testing samples in the KDDcup99 dataset and discover the flows demonstrated that (1) high accuracy can be obtained using a training dataset which consists of a small number of labeled and a large number of unlabeled samples. (2) The algorithm proposed is reproducible and consistent over different runs. (3) The proposed algorithm outperforms other existing learning algorithms, even with only a small amount of labeled data in the training phase. (4) The proposed algorithm has a short execution time and a low false positive rate, while providing a desirable detection rate.…”
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Foodomics as a Tool for Evaluating Food Authenticity and Safety from Field to Table: A Review by Shuchen Zhang, Jianan Chen, Fanhui Gao, Wentao Su, Tiejing Li, Yuxiao Wang

“…Food authenticity identification now extends beyond mere adulteration recognition to include quality evaluation, label compliance, traceability determination, and other quality-related aspects. …”
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An antifouling polydopamine-based fluorescent aptasensor for determination of arginine kinase by Yanbo Wang, Huan Li, Jinru Zhou, Fangting Wang, Yifan Qian, Linglin Fu

“…With the presence of AK, the PDA-based aptasensor exhibited elevated fluorescent signals as the FAM-labeled aptamer bound to AK and detached from the PDA particles. …”
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A Novel MoCo-Based Self-Supervised Learning Framework for Solar Panel Defect Detection by Jun Huang, Shamsul Arrieya Ariffin, Yongqiang Chen, Jinghui Lin, Wanting Xu

“…Defect detection in solar panels remains constrained by the limitations of manual labeling and the inefficiency of traditional inspection methods, which often struggle with large, high-resolution imagery. …”
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PCMMD: A Novel Dataset of Plasma Cells to Support the Diagnosis of Multiple Myeloma by Caio L. B. Andrade, Marcos V. Ferreira, Brenno M. Alencar, Jorge L. S. B. Filho, Matheus A. Guimaraes, Iarley Porto Cruz Moraes, Tiago J. S. Lopes, Allan S. dos Santos, Mariane M. dos Santos, Maria I. C. S. e Silva, Izabela M. D. R. P. Rosa, Gilson C. de Carvalho, Herbert H. M. Santos, Márcia M. L. Santos, Roberto Meyer, Luciana M. P. B. Knop, Songeli M. Freire, Ricardo A. Rios, Tatiane N. Rios

“…In this work, we present a valuable dataset comprising more than 5,000 plasma and non-plasma cells, labeled by experts, along with some patient diagnostics. …”
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Big Data Improving Recommendation Quality in Music Applications by Yuzhong Zhang, Ai Fang, Duo Jin, Liyu Yuan

“…The sparsity and overlapping and reliability was applied to adjust recommendation algorithm, combined soaring words and content labels and filtering rules with mixing recommendation to resolve the common problems of recommendation system.…”
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Accommodating the visitor: How museums connect with their present-day populations by Linda Pillière

“…This article will examine the different liguistic strategies that are used in museums in written texts such as labels and panels.…”
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Treatment of Digital Ischemia with Liposomal Bupivacaine by José Raul Soberón, Scott F. Duncan, W. Charles Sternbergh

“…This report describes a case in which the off-label use of liposomal bupivacaine (Exparel) in a peripheral nerve block resulted in marked improvement of a patient’s vasoocclusive symptoms. …”
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Une histoire oubliée : la genèse française du terme « film noir » dans les années 1930 et ses implications transnationales by Thomas Pillard

“…According to the established historiography, the generic label “film noir” was used in France in 1946 to refer to a series of Hollywood crime fictions produced in the 1940s and 1950s. …”
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Customer’s Perception and Preference towards Packaged Drinking Water by Minyahel Tilahun, Melaku Beshaw

“…However, only few, 86 (43%), customers checked labeled chemical composition, of which 74 (85%) did not understand it. …”
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