2023
DOI: 10.1002/cncy.22732
|View full text |Cite
|
Sign up to set email alerts
|

Large‐scale validation study of an improved semiautonomous urine cytology assessment tool: AutoParis‐X

Abstract: BackgroundAdopting a computational approach for the assessment of urine cytology specimens has the potential to improve the efficiency, accuracy, and reliability of bladder cancer screening, which has heretofore relied on semisubjective manual assessment methods. As rigorous, quantitative criteria and guidelines have been introduced for improving screening practices (e.g., The Paris System for Reporting Urinary Cytology), algorithms to emulate semiautonomous diagnostic decision‐making have lagged behind, in pa… Show more

Help me understand this report

Search citation statements

Order By: Relevance

Paper Sections

Select...
2
2
1

Citation Types

0
23
0

Year Published

2023
2023
2024
2024

Publication Types

Select...
5

Relationship

1
4

Authors

Journals

citations
Cited by 8 publications
(23 citation statements)
references
References 103 publications
0
23
0
Order By: Relevance
“…By using advanced computer algorithms, it is possible to create a noninvasive, semiautonomous system that can analyze repeat cytology examinations and provide highly precise markers of specimen atypia. 34,36,40 This approach can improve our understanding of how bladder cancer progresses and recurs, as well as identify patterns that indicate early detection of recurrence. This study sought to investigate the potential utility of such an approach, made possible by the AutoParis-X tool, which can facilitate rapid examination of cytology specimens.…”
Section: Discussionmentioning
confidence: 99%
See 4 more Smart Citations
“…By using advanced computer algorithms, it is possible to create a noninvasive, semiautonomous system that can analyze repeat cytology examinations and provide highly precise markers of specimen atypia. 34,36,40 This approach can improve our understanding of how bladder cancer progresses and recurs, as well as identify patterns that indicate early detection of recurrence. This study sought to investigate the potential utility of such an approach, made possible by the AutoParis-X tool, which can facilitate rapid examination of cytology specimens.…”
Section: Discussionmentioning
confidence: 99%
“…For instance, there is still ample room to improve the AutoParis-X algorithm, which can impact the reliability of these predictors. 40 Furthermore, we have not studied its utility in augmenting medical diagnostic decision making in conjunction with the cytopathologist. [84][85][86][87][88] Changes in specimen preparation across the 15 years may have impacted imaging predictors estimated using AutoParis-X.…”
Section: Discussionmentioning
confidence: 99%
See 3 more Smart Citations