典型文献
Artificial neural network to guide intracorneal ring segments implantation for keratoconus treatment:a pilot study
文献摘要：
Background:To analyze the clinical results of an artificial neural network(ANN)that has been processed in order to improve the predictability of intracorneal ring segments(ICRS)implantation in keratoconus.Methods:This retrospective,comparative,nonrandomized,pilot,clinical study included a cohort of 20 keratoconic eyes implanted with intracorneal ring segments KeraRing(Mediphacos,Belo Horizonte,Brazil)using the ANN(ANN group)and 20 keratoconic eyes implanted with KeraRing using the manufacturer's nomograms(nomogram group).Uncorrected distance visual acuity(UDVA),corrected distance visual acuity(CDVA)(visual acuity is expressed in decimal value and in logMAR value in brackets),manifest refraction,corneal topography,tomography,aberrometry,pachymetry and volume analysis(Sirius System,CSO,Firenze,Italy)were performed during the preoperative visit;and the two groups,ANN group and nomogram group,did not differ significantly preoperatively in all of the parameters evaluated.These preoperative values were compared with the results obtained at the third-month visit.Mann-Whitney test and Wilcoxon test were used for the statistical analyses.Results:The spherical equivalent and the keratometric values decreased significantly in both groups.The CDVA improved from 0.60±0.23(0.22 logMAR)preoperatively to 0.73±0.21(0.14 logMAR)postoperatively in the ANN group(P＜0.005),and from 0.54±0.19(0.27 logMAR)preoperatively to 0.62±0.19(0.21 logMAR)postoperatively in the nomogram group(P＜0.01),with statistically significant difference between the two groups(P＜0.05),being better in the ANN group.Coma-like aberrations decreased significantly in the ANN group,while in the nomogram group they did not change significantly,but no statistically significant difference was found between the two groups.Conclusions:ANN to guide ICRS provides an increase in the visual acuity,reduction in the spherical equivalent and improvement in the optical quality of keratoconus patients.ANN gives better results when compared with the manufacturer's nomograms in terms of better corrected vision and reduction of the coma-like aberrations.The constant inclusion of new cases will make the predictability of ANN increasingly better as the software finetunes its learning.
文献关键词：
中图分类号：
作者姓名：
Chiara Fariselli;Alfredo Vega-Estrada;Francisco Arnalich-Montiel;Jorge L.Alio
作者机构：
Research and Development Department,Vissum,Calle Caba?al,1.Edificio Vissum,03016 Alicante,Spain;Department of Experimental,Diagnostic,and Specialty Medicine(DIMES),Ophthalmology Service,St.Orsola-Malpighi Teaching Hospital,University of Bologna,Bologna,Italy;Cornea and Refractive Surgery Department,Vissum,Alicante,Spain;Division of Ophthalmology,Universidad Miguel Hernández,Alicante,Spain;Cornea and Refractive Surgery Department,Vissum,Madrid,Spain
文献出处：
引用格式：
[1]Chiara Fariselli;Alfredo Vega-Estrada;Francisco Arnalich-Montiel;Jorge L.Alio-.Artificial neural network to guide intracorneal ring segments implantation for keratoconus treatment:a pilot study)[J].眼视光学杂志（英文版）,2022(02):13-24
A类：
intracorneal,keratoconic,KeraRing,Mediphacos,Belo,Horizonte,Uncorrected,decimal,aberrometry,pachymetry,Firenze,keratometric,finetunes
B类：
Artificial,neural,network,guide,segments,implantation,keratoconus,treatment,pilot,study,Background,To,analyze,clinical,results,artificial,ANN,that,has,been,processed,order,predictability,ICRS,Methods,This,retrospective,comparative,nonrandomized,included,cohort,eyes,implanted,Brazil,using,manufacturer,nomograms,distance,visual,acuity,UDVA,CDVA,expressed,logMAR,brackets,manifest,refraction,topography,tomography,volume,analysis,Sirius,System,CSO,Italy,were,performed,during,visit,groups,did,not,significantly,preoperatively,parameters,evaluated,These,values,compared,obtained,third,month,Mann,Whitney,test,Wilcoxon,used,analyses,Results,spherical,equivalent,decreased,both,improved,from,postoperatively,statistically,difference,between,being,better,Coma,like,aberrations,while,they,change,but,was,found,Conclusions,provides,increase,reduction,improvement,optical,quality,patients,gives,when,terms,vision,coma,constant,inclusion,new,cases,will,make,increasingly,software,its,learning
AB值：
0.410794
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