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计算机化决策支持在 CT 尿路造影膀胱癌治疗反应评估中的应用:多机构多学科研究中的诊断准确性影响。

Computerized Decision Support for Bladder Cancer Treatment Response Assessment in CT Urography: Effect on Diagnostic Accuracy in Multi-Institution Multi-Specialty Study.

机构信息

Department of Radiology, University of Michigan, Ann Arbor, MI 48109, USA.

Department of Internal Medicine-Hematology/Oncology, University of Michigan, Ann Arbor, MI 48109, USA.

出版信息

Tomography. 2022 Mar 2;8(2):644-656. doi: 10.3390/tomography8020054.

Abstract

This observer study investigates the effect of computerized artificial intelligence (AI)-based decision support system (CDSS-T) on physicians' diagnostic accuracy in assessing bladder cancer treatment response. The performance of 17 observers was evaluated when assessing bladder cancer treatment response without and with CDSS-T using pre- and post-chemotherapy CTU scans in 123 patients having 157 pre- and post-treatment cancer pairs. The impact of cancer case difficulty, observers' clinical experience, institution affiliation, specialty, and the assessment times on the observers' diagnostic performance with and without using CDSS-T were analyzed. It was found that the average performance of the 17 observers was significantly improved ( = 0.002) when aided by the CDSS-T. The cancer case difficulty, institution affiliation, specialty, and the assessment times influenced the observers' performance without CDSS-T. The AI-based decision support system has the potential to improve the diagnostic accuracy in assessing bladder cancer treatment response and result in more consistent performance among all physicians.

摘要

本观察性研究旨在探讨基于计算机人工智能(AI)的决策支持系统(CDSS-T)对医生评估膀胱癌治疗反应的诊断准确性的影响。在 123 名患者的 157 对治疗前后癌症配对中,使用 CDSS-T 前后的化疗前和化疗后 CTU 扫描,评估了 17 名观察者在评估膀胱癌治疗反应时的表现。分析了癌症病例难度、观察者的临床经验、机构隶属关系、专业以及评估次数对观察者在使用和不使用 CDSS-T 时的诊断性能的影响。结果发现,当辅助使用 CDSS-T 时,17 名观察者的平均表现明显提高( = 0.002)。癌症病例难度、机构隶属关系、专业以及评估次数影响了不使用 CDSS-T 时观察者的表现。基于人工智能的决策支持系统有可能提高评估膀胱癌治疗反应的诊断准确性,并使所有医生的表现更加一致。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/dd49/8938803/960cab64fafd/tomography-08-00054-g001.jpg

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