AIMC Topic: Myopia
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Accuracy of a deep convolutional neural network in the detection of myopic macular diseases using swept-source optical coherence tomography.
PloS one
Apr 16, 2020
This study examined and compared outcomes of deep learning (DL) in identifying swept-source optical coherence tomography (OCT) images without myopic macular lesions [i.e., no high myopia (nHM) vs. high myopia (HM)], and OCT images with myopic macular...
Explainable Machine Learning Approach as a Tool to Understand Factors Used to Select the Refractive Surgery Technique on the Expert Level.
Translational vision science & technology
Feb 12, 2020
PURPOSE: Recently, laser refractive surgery options, including laser epithelial keratomileusis, laser in situ keratomileusis, and small incision lenticule extraction, successfully improved patients' quality of life. Evidence-based recommendation for ...
Prediction of Myopia in Adolescents through Machine Learning Methods.
International journal of environmental research and public health
Jan 10, 2020
According to literature, myopia has become the second most common eye disease in China, and the incidence of myopia is increasing year by year, and showing a trend of younger age. Previous researches have shown that the occurrence of myopia is mainly...
Machine learning classifiers-based prediction of normal-tension glaucoma progression in young myopic patients.
Japanese journal of ophthalmology
Dec 17, 2019
PURPOSE: To assess the performance of machine learning classifiers for prediction of progression of normal-tension glaucoma (NTG) in young myopic patients.
ROC Curve
Area Under Curve
Tomography, Optical Coherence
Nerve Fibers
Retinal Ganglion Cells
Intraocular Pressure
Visual Fields
Male
Female
Visual Field Tests
Disease Progression
Young Adult
Gonioscopy
Myopia
Adult
Slit Lamp Microscopy
Diagnosis, Computer-Assisted
Cross-Sectional Studies
Low Tension Glaucoma
Humans
Machine Learning
Applying Machine Learning Techniques in Nomogram Prediction and Analysis for SMILE Treatment.
American journal of ophthalmology
Oct 21, 2019
PURPOSE: To analyze the outcome of machine learning technique for prediction of small incision lenticule extraction (SMILE) nomogram.
Discrimination of indoor versus outdoor environmental state with machine learning algorithms in myopia observational studies.
Journal of translational medicine
Sep 18, 2019
BACKGROUND: Wearable smart watches provide large amount of real-time data on the environmental state of the users and are useful to determine risk factors for onset and progression of myopia. We aim to evaluate the efficacy of machine learning algori...
Posterior scleral deformations around optic disc are associated with visual field damage in open-angle glaucoma patients with myopia.
PloS one
Mar 15, 2019
PURPOSE: To identify important variables associated with visual field (VF) defects in open-angle glaucoma (OAG) with myopia.
Prediction of myopia development among Chinese school-aged children using refraction data from electronic medical records: A retrospective, multicentre machine learning study.
PLoS medicine
Nov 6, 2018
BACKGROUND: Electronic medical records provide large-scale real-world clinical data for use in developing clinical decision systems. However, sophisticated methodology and analytical skills are required to handle the large-scale datasets necessary fo...
Corneal power evaluation after myopic corneal refractive surgery using artificial neural networks.
Biomedical engineering online
Nov 15, 2016
BACKGROUND: Efficacy and high availability of surgery techniques for refractive defect correction increase the number of patients who undergo to this type of surgery. Regardless of that, with increasing age, more and more patients must undergo catara...
Development of machine learning-based models for vault prediction in implantable collamer lens surgery according to implant orientation.
Journal of cataract and refractive surgery
May 1, 2025
PURPOSE: To develop a prediction model based on machine learning to calculate the postoperative vault and the ideal implantable collamer lens (ICL) size, considering for the first time the implantation orientation in a White population.
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