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Challenges in estimating the accuracy of imaging-based detection methods for glaucomatous progression

机译:估计基于成像的青光眼进展检测方法的准确性面临的挑战

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摘要

The accuracy of glaucoma diagnosis by imaging devices that are commonly used in clinical practice, such as the GDx, the Heidelberg retinal tomograph and optical coherence tomography (OCT) is at a very high level, often surpassing the accuracy of trained ophthalmologists. Because glaucoma specialists are considered to be the gold standard that imaging devices are tested against, the interobserver and intraobserver agreement of these specialists impose a limit on the possibilities to further improve the diagnostic accuracy of these imaging devices. Even if these devices perform better than clinicians, our estimates of their accuracy will not reflect this because any deviation from these clinicians' judgment will be flagged as erroneous. These problems are not unique to glaucoma diagnosis: similar-limits also hinder further improvement of automated detection of diabetic retinopathy. Despite these problems regarding diagnostic accuracy, imaging devices may have various other advantages, such as better reproducibility, ease-of-use, speed of diagnosis and documentation, price and versatility, and their performance in these aspects is enhanced continuously, benefiting both clinicians and patients.
机译:通过临床实践中常用的成像设备(例如GDx,海德堡视网膜断层扫描仪和光学相干断层扫描仪(OCT))对青光眼的诊断准确性很高,通常会超过受过训练的眼科医生的准确性。因为青光眼专家被认为是测试成像设备的黄金标准,所以这些专家的观察者间和观察者内部协议对进一步提高这些成像设备的诊断准确性的可能性施加了限制。即使这些设备的性能优于临床医生,我们对其准确性的估计也不会反映出这一点,因为与这些临床医生的判断有任何偏差都将被标记为错误。这些问题并不是青光眼诊断所独有的:相似的限制也阻碍了糖尿病视网膜病变自动检测的进一步改善。尽管存在诊断准确性方面的这些问题,但是成像设备可能具有各种其他优点,例如更好的重现性,易用性,诊断和记录的速度,价格和多功能性,并且它们在这些方面的性能不断提高,这对临床医生和耐心。

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