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A novel framework for esophageal cancer grading: combining CT imaging, radiomics, reproducibility, and deep learning insights.

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Title: A novel framework for esophageal cancer grading: combining CT imaging, radiomics, reproducibility, and deep learning insights.
Authors: Alsallal M; Electronics and Communication Department, College of Engineering, Al- Muthanna University, Education Zone, AL-Muthanna, Iraq., Ahmed HH; College of Pharmacy, Alnoor University, Mosul, Iraq., Kareem RA; Ahl al Bayt University, Kerbala, Iraq., Yadav A; Department of Computer Engineering and Application, GLA University, Mathura, 281406, India., Ganesan S; Department of Chemistry and Biochemistry, School of Sciences, JAIN (Deemed to be University), Bangalore, Karnataka, India., Shankhyan A; Centre for Research Impact & Outcome, Chitkara University Institute of Engineering and Technology, Chitkara University, Rajpura, Punjab, 140401, India., Gupta S; Department of Chemistry, Chandigarh Engineering College, Chandigarh Group of Colleges-Jhanjeri, Mohali, Punjab, 140307, India., Joshi KK; Department of Allied Science, Graphic Era Hill University, Dehradun, Uttarakhand, 248002, India.; Graphic Era Deemed to be University, Dehradun, Uttarakhand, India., Sameer HN; Collage of Pharmacy, National University of Science and Technology, Dhi Qar, 64001, Iraq., Yaseen A; Gilgamesh Ahliya University, Baghdad, Iraq., Athab ZH; Department of Pharmacy, Al-Zahrawi University College, Karbala, Iraq., Adil M; Pharmacy College, Al-Farahidi University, Baghdad, Iraq., Farhood B; Department of Medical Physics and Radiology, Faculty of Paramedical Sciences, Kashan University of Medical Sciences, Kashan, Iran. bffarhood@gmail.com.
Source: BMC gastroenterology [BMC Gastroenterol] 2025 May 10; Vol. 25 (1), pp. 356. Date of Electronic Publication: 2025 May 10.
Publication Type: Journal Article
Journal Info: Publisher: BioMed Central Country of Publication: England NLM ID: 100968547 Publication Model: Electronic Cited Medium: Internet ISSN: 1471-230X (Electronic) Linking ISSN: 1471230X NLM ISO Abbreviation: BMC Gastroenterol Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: A novel framework for esophageal cancer grading: combining CT imaging, radiomics, reproducibility, and deep learning insights.
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  Data: <searchLink fieldCode="AU" term="%22Alsallal+M%22">Alsallal M</searchLink>; Electronics and Communication Department, College of Engineering, Al- Muthanna University, Education Zone, AL-Muthanna, Iraq.<br /><searchLink fieldCode="AU" term="%22Ahmed+HH%22">Ahmed HH</searchLink>; College of Pharmacy, Alnoor University, Mosul, Iraq.<br /><searchLink fieldCode="AU" term="%22Kareem+RA%22">Kareem RA</searchLink>; Ahl al Bayt University, Kerbala, Iraq.<br /><searchLink fieldCode="AU" term="%22Yadav+A%22">Yadav A</searchLink>; Department of Computer Engineering and Application, GLA University, Mathura, 281406, India.<br /><searchLink fieldCode="AU" term="%22Ganesan+S%22">Ganesan S</searchLink>; Department of Chemistry and Biochemistry, School of Sciences, JAIN (Deemed to be University), Bangalore, Karnataka, India.<br /><searchLink fieldCode="AU" term="%22Shankhyan+A%22">Shankhyan A</searchLink>; Centre for Research Impact & Outcome, Chitkara University Institute of Engineering and Technology, Chitkara University, Rajpura, Punjab, 140401, India.<br /><searchLink fieldCode="AU" term="%22Gupta+S%22">Gupta S</searchLink>; Department of Chemistry, Chandigarh Engineering College, Chandigarh Group of Colleges-Jhanjeri, Mohali, Punjab, 140307, India.<br /><searchLink fieldCode="AU" term="%22Joshi+KK%22">Joshi KK</searchLink>; Department of Allied Science, Graphic Era Hill University, Dehradun, Uttarakhand, 248002, India.; Graphic Era Deemed to be University, Dehradun, Uttarakhand, India.<br /><searchLink fieldCode="AU" term="%22Sameer+HN%22">Sameer HN</searchLink>; Collage of Pharmacy, National University of Science and Technology, Dhi Qar, 64001, Iraq.<br /><searchLink fieldCode="AU" term="%22Yaseen+A%22">Yaseen A</searchLink>; Gilgamesh Ahliya University, Baghdad, Iraq.<br /><searchLink fieldCode="AU" term="%22Athab+ZH%22">Athab ZH</searchLink>; Department of Pharmacy, Al-Zahrawi University College, Karbala, Iraq.<br /><searchLink fieldCode="AU" term="%22Adil+M%22">Adil M</searchLink>; Pharmacy College, Al-Farahidi University, Baghdad, Iraq.<br /><searchLink fieldCode="AU" term="%22Farhood+B%22">Farhood B</searchLink>; Department of Medical Physics and Radiology, Faculty of Paramedical Sciences, Kashan University of Medical Sciences, Kashan, Iran. bffarhood@gmail.com.
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  Data: <searchLink fieldCode="JN" term="%22100968547%22">BMC gastroenterology</searchLink> [BMC Gastroenterol] 2025 May 10; Vol. 25 (1), pp. 356. <i>Date of Electronic Publication: </i>2025 May 10.
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