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A deep learning based model for diabetic retinopathy grading.

Sci Rep

January 2025

Department of Networks and Cybersecurity, Hourani Center for Applied Scientific Research, Al-Ahliyya Amman University, Amman, Jordan.

Diabetic retinopathy stands as a leading cause of blindness among people. Manual examination of DR images is labor-intensive and prone to error. Existing methods to detect this disease often rely on handcrafted features which limit the adaptability and classification accuracy.

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Gums are commonly used in the food industry for their functional properties. However, the growing demand for sustainable and alternative sources has drawn attention to the need for identifying and characterizing non-conventional gum sources with comparable or enhanced features. This study aimed to investigate the exudate gum from apricot trees (Prunus armeniaca) in Malatya as a potential alternative.

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A series of sensors, designated S3R1-S3R4, were designed and synthesized for the detection of PO ions and toxic metals, specifically Hg and Cu ions. The colorimetric detection of PO ions using these sensors exhibited a distinct visual color transition from yellow to purple in organo-aqueous media. The intrinsic cavity-like structure in the thiosemicarbazide-based derivative S3R4 significantly enhances the binding affinity for Hg and Cu ions in organic media.

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A highly sensitive and colorimetric fluorescent sensor for visualizing Zn in aqueous solution.

Spectrochim Acta A Mol Biomol Spectrosc

January 2025

College of Chemistry and Chemical Engineering, Qiqihar University, Qiqihar 161006 China. Electronic address:

A new colorimetric fluorescent sensor QPEBT was developed by merging the N,N-di(2-picolyl)ethane-1,2-diamine and 2,2'-bithiophene moieties into the quinolimide backbone. QPEBT could sensitively detect Zn through the remarkable fluorescence enhancement with distinct color changes from light orange to pink in visible light and from ginger to orange-yellow in 365 nm UV irradiation. The 1:1 stoichiometry between QPEBT and Zn was verified by the spectra titrations, Job's and HRMS analyses, and theoretical calculations.

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The field of π-conjugated organic materials has seen significant advances in recent years. However, enhancing the functionality of well-established, mass-produced compounds remains a considerable challenge, despite being an intriguing strategy for designing high-value organic materials with low production costs. In this context, vat dyes, known for their wide range of colors and extensive use in the textile industry are particularly attractive.

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