An artificial intelligence-based system was implemented for preoperative safety management in cataract surgery, including facial recognition, laterality (right and left eye) confirmation, and intraocular lens (IOL) parameter verification. A deep-learning model was constructed with a face identification development kit for facial recognition, the You Only Look Once Version 3 (YOLOv3) algorithm for laterality confirmation, and the Visual Geometry Group-16 (VGG-16) for IOL parameter verification. In 171 patients who were undergoing phacoemulsification and IOL implantation, a mobile device (iPad mini, Apple Inc.) camera was used to capture patients’ faces, location of surgical drape aperture, and IOL parameter descriptions on the packages, which were then checked with the information stored in the referral database. The authentication rates on the first attempt and after repeated attempts were 92.0% and 96.3% for facial recognition, 82.5% and 98.2% for laterality confirmation, and 67.4% and 88.9% for IOL parameter verification, respectively. After authentication, both the false rejection rate and the false acceptance rate were 0% for all three parameters. An artificial intelligence-based system for preoperative safety management was implemented in real cataract surgery with a passable authentication rate and very high accuracy.
Objectives:Previous studies have shown that combined use of orthokeratology and 0.01% atropine (AT) eye drops can strongly prevent axial elongation in myopic children. However, the efficacy of combined use with multifocal contact lens (MFCL) and 0.01% AT remains unclear. The aim of this trial is to clarify the efficacy of MFCL+0.01% AT combination therapy for myopia control and safety.Methods:This prospective study is a randomized, double-masked, placebo-controlled trial with four arms. A total of 240 children aged 6 to 12 years with myopia is recruited and randomly assigned to one of the four groups in a ratio of 1:1:1:1 as follows: group 1: MFCL+AT combination therapy, group 2: MFCL monotherapy, group 3: AT monotherapy, and group 4: placebo. The participants will continue the assigned treatment for 1 year. The primary and secondary outcomes are the comparisons of axial elongation and myopia progression in the four groups during the 1-year study period.Discussion:The present trial would determine whether the MFCL+AT combination therapy is more effective in slowing axial elongation and myopia progression in schoolchildren as compared with each monotherapy or placebo, and it also confirm acceptable safety of the combination therapy.
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