Augmenting Kalman Filter Machine Learning Models with Data from OCT to Predict Future Visual Field Loss: An Analysis Using Data from the African Descent and Glaucoma Evaluation Study and the Diagnostic Innovation in Glaucoma Study.

Zhalechian, Mohammad; Van Oyen, Mark P; Lavieri, Mariel S; De Moraes, Carlos Gustavo; Girkin, Christopher A; Fazio, Massimo A; Weinreb, Robert N; Bowd, Christopher; Liebmann, Jeffrey M; Zangwill, Linda M; Andrews, Christopher A; Stein, Joshua D

Zhalechian, Mohammad; Van Oyen, Mark P; Lavieri, Mariel S; De Moraes, Carlos Gustavo; Girkin, Christopher A; Fazio, Massimo A; Weinreb, Robert N; Bowd, Christopher; Liebmann, Jeffrey M; Zangwill, Linda M; Andrews, Christopher A; Stein, Joshua D.

Afiliación

Zhalechian M; Department of Industrial and Operations Engineering, University of Michigan College of Engineering, Ann Arbor, Michigan.
Van Oyen MP; Department of Industrial and Operations Engineering, University of Michigan College of Engineering, Ann Arbor, Michigan.
Lavieri MS; Department of Industrial and Operations Engineering, University of Michigan College of Engineering, Ann Arbor, Michigan.
De Moraes CG; Bernard and Shirlee Brown Glaucoma Research Laboratory, Edward S. Harkness Eye Institute, Columbia University Irving Medical Center, New York, New York.
Girkin CA; Department of Ophthalmology, University of Alabama at Birmingham, Birmingham, Alabama.
Fazio MA; Department of Ophthalmology, University of Alabama at Birmingham, Birmingham, Alabama.
Weinreb RN; Hamilton Glaucoma Center, Viterbi Family Department of Ophthalmology and Shiley Eye Institute, University of California, San Diego, La Jolla, California.
Bowd C; Hamilton Glaucoma Center, Viterbi Family Department of Ophthalmology and Shiley Eye Institute, University of California, San Diego, La Jolla, California.
Liebmann JM; Bernard and Shirlee Brown Glaucoma Research Laboratory, Edward S. Harkness Eye Institute, Columbia University Irving Medical Center, New York, New York.
Zangwill LM; Hamilton Glaucoma Center, Viterbi Family Department of Ophthalmology and Shiley Eye Institute, University of California, San Diego, La Jolla, California.
Andrews CA; Department of Ophthalmology and Visual Sciences, University of Michigan Medical School, Ann Arbor, Michigan.
Stein JD; Center for Eye Policy and Innovation, University of Michigan, Ann Arbor, Michigan.

Ophthalmol Sci ; 2(1): 100097, 2022 Mar.

Article en En | MEDLINE | ID: mdl-36246178

Palabras clave

AD, African descent; ADAGES, African Descent and Glaucoma Evaluation Study; Algorithm bias; CI, confidence interval; D, diopter; DIGS, Diagnostic Innovation in Glaucoma Study; ED, European descent; Glaucoma; IOP, intraocular pressure; KF, Kalman filter; KF-TP, Kalman filter with tonometry and perimetry data; KF-TPO, Kalman filter with tonometry, perimetry, and global retinal nerve fiber layer data; Kalman filter; LR1, linear regression model 1; LR2, linear regression model 2; MAE, mean absolute error; MD, mean deviation; Machine learning; OAG, open-angle glaucoma; OCT; PSD, pattern standard deviation; RMSE, root mean square error; RNFL, retinal nerve fiber layer; SD, standard deviation; VF, visual field

Texto completo

Añadir a Mi BVS

Imprimir

XML

PubMed Links

Buscar en Google

Texto completo: 1 Colección: 01-internacional Base de datos: MEDLINE Tipo de estudio: Diagnostic_studies / Observational_studies / Prognostic_studies / Risk_factors_studies Idioma: En Revista: Ophthalmol Sci Año: 2022 Tipo del documento: Article

Texto completo

Añadir a Mi BVS

Imprimir

XML

PubMed Links

Buscar en Google