Transforming Radiology Practice Through Intelligent Reporting, Workflow Optimization, and Management of Incidental Findings: A Comprehensive Literature Review

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Transforming Radiology Practice Through Intelligent Reporting, Workflow Optimization, and Management of Incidental Findings: A Comprehensive Literature Review

Subject: Radiology
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25 17
  • Volume : 3 Issue : 2 2025
  • Page Number : 23-27
  • Publication : ISRDO

Published Manuscript

Title

Transforming Radiology Practice Through Intelligent Reporting, Workflow Optimization, and Management of Incidental Findings: A Comprehensive Literature Review

Author

1. Adebayo Ogunleye, Student, University of Lagos, Nigeria
2. Chinedu Simon, Professor, University of Lagos, Nigeria

Abstract

Radiology has undergone a significant transformation driven by the increasing complexity of imaging modalities, growing examination volumes, and the demand for higher diagnostic accuracy and efficiency. Central to this evolution are advancements in radiology report generation, workflow optimization, standardization of reporting practices, and the clinical management of incidental findings. This review synthesizes contemporary research to examine how intelligent reporting systems and optimized information management platforms enhance radiology operations and user satisfaction. Additionally, it explores the role of standardized reporting in improving communication, reducing variability, and supporting clinical decision-making. The review further addresses the growing challenge of incidental findings, emphasizing their prevalence, clinical relevance, and implications for patient care and healthcare resource utilization. By integrating these dimensions, this paper provides a comprehensive overview of current developments and identifies critical areas for future improvement in radiology practice.

Keywords

Radiology report generation workflow optimization in radiology standardized radiological reporting incidental findings management diagnostic imaging efficiency

Conclusion

Radiology is undergoing a profound transformation driven by the need for efficiency, consistency, and clinical relevance. Advances in report generation, workflow optimization, and standardized reporting have demonstrated significant potential to improve diagnostic quality and operational performance. At the same time, the growing prevalence of incidental findings highlights the importance of structured communication and judicious clinical decision-making. Together, these developments point toward a more integrated, value-oriented radiology practice that balances technological innovation with patient-centered care. Continued refinement and adoption of these approaches will be essential for addressing future challenges in diagnostic imaging.

Author Contrubution

The author takes full responsibility for the entire study process, including design, data collection, analysis, and manuscript writing.

Funding

The research, authorship, and publication of this article were not funded by any specific grants from public, commercial, or non-profit agencies.

Conflict of Interest

No conflicts of interest are reported by the authors.

Data Sharing Statement

Not applicable.


Software And Tools Use

Not applicable.

Acknowledgements

Not applicable.

Corresponding Author

AO
Adebayo Ogunleye

University of Lagos, Student, Nigeria

CS
Chinedu Simon

University of Lagos, Professor, Nigeria

Copyright

Copyright: ©2026 Corresponding Author. This is an open access article distributed under the terms of the Creative Commons Attribution License , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.

Ogunleye, Adebayo, and Simon, Chinedu. “Transforming Radiology Practice Through Intelligent Reporting, Workflow Optimization, and Management of Incidental Findings: A Comprehensive Literature Review.” Scientific Research Journal of Medical and Health Science, vol. 3, no. 2, 2026, pp. 23-27, https://isrdo.org/journal/SRJMH/currentissue/transforming-radiology-practice-through-intelligent-reporting-workflow-optimization-and-management-of-incidental-findings-a-comprehensive-literature-review

Ogunleye, A., & Simon, C. (2026). Transforming Radiology Practice Through Intelligent Reporting, Workflow Optimization, and Management of Incidental Findings: A Comprehensive Literature Review. Scientific Research Journal of Medical and Health Science, 3(2), 23-27. https://isrdo.org/journal/SRJMH/currentissue/transforming-radiology-practice-through-intelligent-reporting-workflow-optimization-and-management-of-incidental-findings-a-comprehensive-literature-review

Ogunleye Adebayo and Simon Chinedu, Transforming Radiology Practice Through Intelligent Reporting, Workflow Optimization, and Management of Incidental Findings: A Comprehensive Literature Review, Scientific Research Journal of Medical and Health Science 3, no. 2(2026): 23-27, https://isrdo.org/journal/SRJMH/currentissue/transforming-radiology-practice-through-intelligent-reporting-workflow-optimization-and-management-of-incidental-findings-a-comprehensive-literature-review

1684

Total words

719

Unique Words

80

Sentence

19.95

Avg Sentence Length

0.32407738095238

Subjectivity

0.10839285714286

Polarity

Text Statistics

  • Flesch Reading Ease : -4.71
  • Smog Index : 18
  • Flesch Kincaid Grade : 18.1
  • Coleman Liau Index : 23.31
  • Automated Readability Index : 21.8
  • Dale Chall Readability Score : 9.6
  • Difficult Words : 430
  • Linsear Write Formula : 32.333333333333
  • Gunning Fog : 13.49
  • Text Standard : 17th and 18th grade

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