Artificial intelligence applications and cataract management: A systematic review

被引:16
|
作者
Tognetto, Daniele [1 ]
Giglio, Rosa [1 ]
Vinciguerra, Alex Lucia [1 ]
Milan, Serena [1 ]
Rejdak, Robert [2 ]
Rejdak, Magdalena [3 ]
Zaluska-Ogryzek, Katarzyna [4 ]
Zweifel, Sandrine [5 ]
Toro, Mario Damiano [5 ,6 ]
机构
[1] Univ Trieste, Dept Med Surg & Hlth Sci, Eye Clin, Trieste, Italy
[2] Med Univ Lublin, Chair & Dept Gen & Pediat Ophthalmol, Lublin, Poland
[3] Med Univ Warsaw, Warsaw, Poland
[4] Med Univ Lublin, Dept Pathophysiol, Lublin, Poland
[5] Univ Zurich, Dept Ophthalmol, Zurich, Switzerland
[6] Cardinal Stefan Wyszy nski Univ, Dept Med Sci, Coll Medicum, Warsaw, Poland
关键词
artificial intelligence; cataract management; diagnosis; intraocular lens calculation; surgery; complications; INTRAOCULAR-LENS POWER; SURGERY; FORMULAS; METAANALYSIS; IMAGES; EYES; TIME; RECOGNITION; IMPAIRMENT; ACCURACY;
D O I
10.1016/j.survophthal.2021.09.004
中图分类号
R77 [眼科学];
学科分类号
100212 ;
摘要
Artificial intelligence (AI)-based applications exhibit the potential to improve the quality and efficiency of patient care in different fields, including cataract management. A systematic review of the different applications of AI-based software on all aspects of a cataract patient's management, from diagnosis to follow-up, was carried out in accordance with the Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines. All selected articles were analyzed to assess the level of evidence according to the Oxford Centre for Evidence-Based Medicine 2011 guidelines, and the quality of evidence according to the Grading of Recommendations Assessment, Development and Evaluation system. Of the articles analyzed, 49 met the inclusion criteria. No data synthesis was possible for the heterogeneity of available data and the design of the available studies. The AI-driven diagnosis seemed to be comparable and, in selected cases, to even exceed the accuracy of experienced clinicians in classifying disease, supporting the operating room scheduling, and intraoperative and postoperative management of complications. Considering the heterogeneity of data analyzed, however, further randomized controlled trials to assess the efficacy and safety of AI application in the management of cataract should be highly warranted. (c) 2021 The Authors. Published by Elsevier Inc.
引用
收藏
页码:817 / 829
页数:13
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