{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,1]],"date-time":"2026-06-01T21:58:04Z","timestamp":1780351084695,"version":"3.54.1"},"reference-count":22,"publisher":"Association for Research in Vision and Ophthalmology (ARVO)","issue":"8","license":[{"start":{"date-parts":[[2025,8,20]],"date-time":"2025-08-20T00:00:00Z","timestamp":1755648000000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Trans. Vis. Sci. Tech."],"published-print":{"date-parts":[[2025,8,20]]},"DOI":"10.1167\/tvst.14.8.29","type":"journal-article","created":{"date-parts":[[2025,8,20]],"date-time":"2025-08-20T14:30:44Z","timestamp":1755700244000},"page":"29","source":"Crossref","is-referenced-by-count":2,"title":["Diagnostic Accuracy of 3D Deep Learning Classifiers for Glaucoma Detection: A Comparison of Cross-Domain and Device-Specific Models"],"prefix":"10.1167","volume":"14","author":[{"given":"Akram","family":"Belghith","sequence":"first","affiliation":[{"name":"Hamilton Glaucoma Center and Division of Ophthalmology Informatics and Data Science, Shiley Eye Institute, The Viterbi Family Department of Ophthalmology, UC San Diego, La Jolla, CA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Christopher","family":"Bowd","sequence":"additional","affiliation":[{"name":"Hamilton Glaucoma Center and Division of Ophthalmology Informatics and Data Science, Shiley Eye Institute, The Viterbi Family Department of Ophthalmology, UC San Diego, La Jolla, CA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Robert N.","family":"Weinreb","sequence":"additional","affiliation":[{"name":"Hamilton Glaucoma Center and Division of Ophthalmology Informatics and Data Science, Shiley Eye Institute, The Viterbi Family Department of Ophthalmology, UC San Diego, La Jolla, CA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jalil","family":"Jalili","sequence":"additional","affiliation":[{"name":"Hamilton Glaucoma Center and Division of Ophthalmology Informatics and Data Science, Shiley Eye Institute, The Viterbi Family Department of Ophthalmology, UC San Diego, La Jolla, CA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mark","family":"Christopher","sequence":"additional","affiliation":[{"name":"Hamilton Glaucoma Center and Division of Ophthalmology Informatics and Data Science, Shiley Eye Institute, The Viterbi Family Department of Ophthalmology, UC San Diego, La Jolla, CA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Linda M.","family":"Zangwill","sequence":"additional","affiliation":[{"name":"Hamilton Glaucoma Center and Division of Ophthalmology Informatics and Data Science, Shiley Eye Institute, The Viterbi Family Department of Ophthalmology, UC San Diego, La Jolla, CA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"27","reference":[{"issue":"10414","key":"bib1","doi-asserted-by":"publisher","first-page":"1788","DOI":"10.1016\/S0140-6736(23)01289-8","article-title":"Glaucoma: now and beyond","volume":"402","author":"Jayaram","year":"2023","journal-title":"Lancet"},{"key":"bib2","doi-asserted-by":"publisher","first-page":"101246","DOI":"10.1016\/j.preteyeres.2024.101246","article-title":"Optic neuropathy in high myopia: glaucoma or high myopia or both?","volume":"99","author":"Zhang","year":"2024","journal-title":"Prog Retin Eye Res"},{"key":"bib3","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1186\/s40662-019-0154-1","article-title":"Micro-invasive glaucoma surgery\u2013an interventional glaucoma revolution","volume":"6","author":"Shah","year":"2019","journal-title":"Eye Vision"},{"key":"bib4","doi-asserted-by":"publisher","first-page":"2081","DOI":"10.1016\/j.ophtha.2014.05.013","article-title":"Global prevalence of glaucoma and projections of glaucoma burden through 2040: a systematic review and meta-analysis","volume":"121","author":"Tham","year":"2014","journal-title":"Ophthalmology"},{"key":"bib5","doi-asserted-by":"publisher","first-page":"1901","DOI":"10.1001\/jama.2014.3192","article-title":"The pathophysiology and treatment of glaucoma: a review","volume":"311","author":"Weinreb","year":"2014","journal-title":"JAMA"},{"key":"bib6","doi-asserted-by":"publisher","first-page":"2748","DOI":"10.1167\/iovs.17-23387","article-title":"Retinal nerve fiber layer features identified by unsupervised machine learning on optical coherence tomography scans predict glaucoma progression","volume":"59","author":"Christopher","year":"2018","journal-title":"Invest Ophthalmol Vis Sci"},{"key":"bib7","doi-asserted-by":"publisher","first-page":"154","DOI":"10.1016\/j.ajo.2021.04.021","article-title":"Automated detection of glaucoma with interpretable machine learning using clinical data and multimodal retinal images","volume":"231","author":"Mehta","year":"2021","journal-title":"Am J Ophthalmol"},{"key":"bib8","doi-asserted-by":"publisher","first-page":"841","DOI":"10.1097\/IJG.0000000000002267","article-title":"Multimodal deep learning classifier for primary open angle glaucoma diagnosis using wide-field optic nerve head cube scans in eyes with and without high myopia","volume":"32","author":"Bowd","year":"2023","journal-title":"J Glaucoma"},{"issue":"7","key":"bib9","doi-asserted-by":"publisher","first-page":"e0219126","DOI":"10.1371\/journal.pone.0219126","article-title":"A feature agnostic approach for glaucoma detection in OCT volumes","volume":"14","author":"Maetschke","year":"2019","journal-title":"PLoS One"},{"key":"bib10","doi-asserted-by":"publisher","first-page":"213","DOI":"10.1016\/j.ophtha.2022.09.014","article-title":"Training deep learning models to work on multiple devices by cross-domain learning with no additional annotations","volume":"130","author":"Wu","year":"2023","journal-title":"Ophthalmology"},{"key":"bib11","doi-asserted-by":"publisher","first-page":"1136","DOI":"10.1001\/archophthalmol.2009.187","article-title":"The African Descent and Glaucoma Evaluation Study (ADAGES): design and baseline data","volume":"127","author":"Sample","year":"2009","journal-title":"Arch Ophthalmol"},{"key":"bib12","doi-asserted-by":"publisher","first-page":"26","DOI":"10.1016\/j.ajo.2022.04.019","article-title":"Diagnostic accuracy of macular thickness map and texture en face images for detecting glaucoma in eyes with axial high myopia","volume":"242","author":"Bowd","year":"2022","journal-title":"Am J Ophthalmol"},{"key":"bib13","doi-asserted-by":"publisher","first-page":"2520","DOI":"10.1167\/iovs.05-1441","article-title":"A statistical approach to the evaluation of covariate effects on the receiver operating characteristic curves of diagnostic tests in glaucoma","volume":"47","author":"Medeiros","year":"2006","journal-title":"Invest Ophthalmol Vis Sci"},{"key":"bib15","doi-asserted-by":"publisher","first-page":"104904","DOI":"10.1016\/j.bspc.2023.104904","article-title":"Diagnosis of Parkinson's disease based on 3D ResNet: the frontal lobe is crucial","volume":"85","author":"Yang","year":"2023","journal-title":"Biomed Signal Proc Control"},{"key":"bib16","doi-asserted-by":"publisher","first-page":"346","DOI":"10.1016\/j.ophtha.2019.09.036","article-title":"Deep learning approaches predict glaucomatous visual field damage from OCT optic nerve head en face images and retinal nerve fiber layer thickness maps","volume":"127","author":"Christopher","year":"2020","journal-title":"Ophthalmology"},{"key":"bib17","doi-asserted-by":"publisher","first-page":"595","DOI":"10.1093\/biomet\/84.3.595","article-title":"A regression modelling framework for receiver operating characteristic curves in medical diagnostic testing","volume":"84","author":"Pepe","year":"1997","journal-title":"Biometrika"},{"key":"bib18","doi-asserted-by":"publisher","first-page":"159","DOI":"10.2307\/2529310","article-title":"The measurement of observer agreement for categorical data","volume":"33","author":"Landis","year":"1977","journal-title":"Biometrics"},{"issue":"1","key":"bib19","doi-asserted-by":"publisher","first-page":"5","DOI":"10.1167\/tvst.13.1.5","article-title":"Are macula or optic nerve head structures better at diagnosing glaucoma? An answer using artificial intelligence and wide-field optical coherence tomography","volume":"13","author":"Chiang","year":"2024","journal-title":"Transl Vis Sci Technol"},{"issue":"1","key":"bib20","doi-asserted-by":"publisher","first-page":"16685","DOI":"10.1038\/s41598-018-35044-9","article-title":"Performance of deep learning architectures and transfer learning for detecting glaucomatous optic neuropathy in fundus photographs","volume":"8","author":"Christopher","year":"2018","journal-title":"Sci Rep"},{"key":"bib21","doi-asserted-by":"publisher","first-page":"136","DOI":"10.1016\/j.ajo.2018.10.007","article-title":"Using deep learning and transfer learning to accurately diagnose early-onset glaucoma from macular optical coherence tomography images","volume":"198","author":"Asaoka","year":"2019","journal-title":"Am J Ophthalmol"},{"issue":"1","key":"bib22","doi-asserted-by":"publisher","first-page":"e94","DOI":"10.1111\/aos.14193","article-title":"Accurate prediction of glaucoma from colour fundus images with a convolutional neural network that relies on active and transfer learning","volume":"98","author":"Hemelings","year":"2020","journal-title":"Acta Ophthalmol"},{"key":"bib14","first-page":"2223","article-title":"Unpaired image-to-image translation using cycle-consistent adversarial networks","volume-title":"Proceedings of the IEEE international conference on computer vision","author":"Zhu","year":"2017"}],"container-title":["Translational Vision Science & Technology"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/tvst.arvojournals.org\/article.aspx?articleid=2810703","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,8,20]],"date-time":"2025-08-20T14:30:44Z","timestamp":1755700244000},"score":1,"resource":{"primary":{"URL":"https:\/\/tvst.arvojournals.org\/article.aspx?articleid=2810703"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,8,20]]},"references-count":22,"journal-issue":{"issue":"8","published-print":{"date-parts":[[2025,8,1]]}},"URL":"https:\/\/doi.org\/10.1167\/tvst.14.8.29","relation":{},"ISSN":["2164-2591"],"issn-type":[{"value":"2164-2591","type":"print"}],"subject":[],"published":{"date-parts":[[2025,8,20]]}}}