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A synthetic oversampling-based customized ResNet51-Conv1D framework for early colorectal cancer prediction using structured clinical data from the PLCO screening trial.

Authors

Prasath ST, Asha MM, Nagarajan B, Yesuraj R, Prathapchandran K, Sreeraman Y

Affiliations

  • Department of Computer Science and Engineering, Aarupadai Veedu Institute of Technology, Vinayaka Mission's Research Foundation (DU), Paiyanur, Chennai, Tamilnadu, India.
  • Department of CSE, School of Technology, The Apollo University, Chittoor, Andhra Pradesh, 517127, India. asha_mm@apollouniversity.edu.in.
  • Computer Science and Engineering - Cyber Security, Madanapalle Institute of Technology & Science (MITS), Deemed to be University, Madanapalle, Andhra Pradesh, 517325, India.
  • Department of Networking and Security, School of Computer Science and Engineering, Vellore Institute of Technology, Amaravati, Andhra Pradesh, 522241, India.
  • Department of Computer Applications, Madanapalle Institute of Technology & Science (MITS), Deemed to be University, Madanapalle, Andhra Pradesh, 517325, India.
  • Department of CSE, School of Technology, The Apollo University, Chittoor, Andhra Pradesh, 517127, India.

Abstract

N/A

Publication Details

PubMed ID
41965613

Digital Object Identifier
10.1186/s12911-026-03470-9

Publication
BMC Med Inform Decis Mak. 2026 Apr 11

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