{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,30]],"date-time":"2026-09-30T22:54:49Z","timestamp":1790808889533,"version":"4.1.0"},"reference-count":23,"publisher":"Elsevier BV","issue":"2","license":[{"start":{"date-parts":[[2026,2,1]],"date-time":"2026-02-01T00:00:00Z","timestamp":1769904000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2026,2,1]],"date-time":"2026-02-01T00:00:00Z","timestamp":1769904000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2025,11,12]],"date-time":"2025-11-12T00:00:00Z","timestamp":1762905600000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100002402","name":"Sun Yat-Sen University","doi-asserted-by":"publisher","award":["23ykcxqt002"],"award-info":[{"award-number":["23ykcxqt002"]}],"id":[{"id":"10.13039\/501100002402","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003453","name":"Guangdong Provincial Natural Science Foundation","doi-asserted-by":"publisher","award":["2023A1515030170"],"award-info":[{"award-number":["2023A1515030170"]}],"id":[{"id":"10.13039\/501100003453","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003453","name":"Guangdong Provincial Natural Science Foundation","doi-asserted-by":"publisher","award":["2023A1515011102"],"award-info":[{"award-number":["2023A1515011102"]}],"id":[{"id":"10.13039\/501100003453","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["82441003"],"award-info":[{"award-number":["82441003"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["92368205"],"award-info":[{"award-number":["92368205"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100018634","name":"State Key Laboratory of Ophthalmology","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100018634","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100005090","name":"Beijing Nova Program","doi-asserted-by":"publisher","award":["20240484601"],"award-info":[{"award-number":["20240484601"]}],"id":[{"id":"10.13039\/501100005090","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100012492","name":"Beijing Outstanding Talent Training Foundation","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100012492","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002858","name":"China Postdoctoral Science Foundation","doi-asserted-by":"publisher","award":["GZC20242096"],"award-info":[{"award-number":["GZC20242096"]}],"id":[{"id":"10.13039\/501100002858","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["clinicalkey.com","clinicalkey.com.au","clinicalkey.es","clinicalkey.fr","clinicalkey.jp","ophthalmologyscience.org","elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Ophthalmology Science"],"published-print":{"date-parts":[[2026,2]]},"DOI":"10.1016\/j.xops.2025.101013","type":"journal-article","created":{"date-parts":[[2025,11,20]],"date-time":"2025-11-20T10:47:39Z","timestamp":1763635659000},"page":"101013","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":1,"title":["OCT-PRO: A Multimodal Model Integrating OCT and Clinical Traits to Predict Postoperative Outcomes in Cataract Patients"],"prefix":"10.1016","volume":"6","author":[{"given":"Lixue","family":"Liu","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mingyuan","family":"Li","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yuxuan","family":"Wu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zizheng","family":"Cao","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yuanjun","family":"Shang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Lanqin","family":"Zhao","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zhenyu","family":"Wang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Junwei","family":"Tan","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yan","family":"Yuan","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Wenbin","family":"Huang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jinghui","family":"Wang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jianqiao","family":"Li","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Fabao","family":"Xu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zhangkai","family":"Lian","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jianyu","family":"Pang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Fan","family":"Xu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ningning","family":"Tang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xingru","family":"He","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yan","family":"Xu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Kun","family":"Zeng","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Lishi","family":"Luo","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mingwei","family":"Wang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ruiwen","family":"Xu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zhenjun","family":"Tu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xi","family":"Chen","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hui","family":"Chen","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zhenzhen","family":"Liu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jing","family":"Tao","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xiaohang","family":"Wu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Haotian","family":"Lin","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"78","reference":[{"key":"10.1016\/j.xops.2025.101013_bib1","doi-asserted-by":"crossref","DOI":"10.1038\/nrdp.2015.14","article-title":"Cataract","volume":"1","author":"Lam","year":"2015","journal-title":"Nat Rev Dis Primers"},{"key":"10.1016\/j.xops.2025.101013_bib2","doi-asserted-by":"crossref","first-page":"2","DOI":"10.1016\/j.ophtha.2013.10.002","article-title":"Rising cataract surgery rates: demand and supply","volume":"121","author":"Erie","year":"2014","journal-title":"Ophthalmology"},{"key":"10.1016\/j.xops.2025.101013_bib3","doi-asserted-by":"crossref","first-page":"e489","DOI":"10.1016\/S2214-109X(20)30488-5","article-title":"The lancet global health commission on global eye health: vision beyond 2020","volume":"9","author":"Burton","year":"2021","journal-title":"Lancet Glob Health"},{"key":"10.1016\/j.xops.2025.101013_bib4","doi-asserted-by":"crossref","first-page":"e682","DOI":"10.1016\/S2468-2667(20)30254-1","article-title":"Prevalence and causes of vision loss in China from 1990 to 2019: findings from the global burden of disease study 2019","volume":"5","author":"Xu","year":"2020","journal-title":"Lancet Public Health"},{"key":"10.1016\/j.xops.2025.101013_bib5","doi-asserted-by":"crossref","first-page":"1056","DOI":"10.1136\/bjophthalmol-2021-320997","article-title":"Real-world visual outcomes of cataract surgery based on population-based studies: a systematic review","volume":"107","author":"Han","year":"2023","journal-title":"Br J Ophthalmol"},{"key":"10.1016\/j.xops.2025.101013_bib6","doi-asserted-by":"crossref","first-page":"141","DOI":"10.18240\/ijo.2022.01.21","article-title":"Prevalence of cataract and cataract surgery in urban and rural Chinese populations over 50 years old: a systematic review and meta-analysis","volume":"15","author":"Du","year":"2022","journal-title":"Int J Ophthalmol"},{"key":"10.1016\/j.xops.2025.101013_bib7","doi-asserted-by":"crossref","first-page":"e1744","DOI":"10.1016\/S2214-109X(22)00419-3","article-title":"Effective cataract surgical coverage in adults aged 50 years and older: estimates from population-based surveys in 55 countries","volume":"10","author":"McCormick","year":"2022","journal-title":"Lancet Glob Health"},{"key":"10.1016\/j.xops.2025.101013_bib8","doi-asserted-by":"crossref","first-page":"447","DOI":"10.1016\/j.optm.2008.11.011","article-title":"Clinician versus potential acuity test predictions of visual outcome after cataract surgery","volume":"80","author":"Vianya-Estopa","year":"2009","journal-title":"Optometry"},{"key":"10.1016\/j.xops.2025.101013_bib9","doi-asserted-by":"crossref","first-page":"1151","DOI":"10.1016\/j.jcrs.2006.01.111","article-title":"Capabilities of potential vision test measurements: clinical evaluation in the presence of cataract or macular disease","volume":"32","author":"Vianya-Estopa","year":"2006","journal-title":"J Cataract Refract Surg"},{"key":"10.1016\/j.xops.2025.101013_bib10","doi-asserted-by":"crossref","first-page":"1007","DOI":"10.1016\/S0161-6420(95)30921-9","article-title":"Potential vision tests in patients with cataracts","volume":"102","author":"Lasa","year":"1995","journal-title":"Ophthalmology"},{"key":"10.1016\/j.xops.2025.101013_bib11","doi-asserted-by":"crossref","first-page":"195","DOI":"10.1038\/sj.eye.6702165","article-title":"Comparison of the potential acuity meter and the visometer in cataract patients","volume":"21","author":"Reid","year":"2007","journal-title":"Eye (Lond)"},{"key":"10.1016\/j.xops.2025.101013_bib12","doi-asserted-by":"crossref","first-page":"9","DOI":"10.1016\/j.ophtha.2010.04.009","article-title":"Development and validation of clinical scores for visual outcomes after cataract surgery","volume":"118","author":"Perea-Milla","year":"2011","journal-title":"Ophthalmology"},{"key":"10.1016\/j.xops.2025.101013_bib13","article-title":"Prediction of postoperative visual acuity in patients with age-related cataracts using macular optical coherence tomography-based deep learning method","volume":"10","author":"Wang","year":"2023","journal-title":"Front Med (Lausanne)"},{"key":"10.1016\/j.xops.2025.101013_bib14","doi-asserted-by":"crossref","DOI":"10.3389\/fcell.2021.652848","article-title":"An optical coherence tomography-based deep learning algorithm for visual acuity prediction of highly myopic eyes after cataract surgery","volume":"9","author":"Wei","year":"2021","journal-title":"Front Cell Dev Biol"},{"key":"10.1016\/j.xops.2025.101013_bib15","first-page":"4768","article-title":"A unified approach to interpreting model predictions","volume":"30","author":"Lundberg","year":"2017","journal-title":"Adv Neural Inf Process Syst"},{"key":"10.1016\/j.xops.2025.101013_bib16","series-title":"Proceedings of the IEEE international conference on computer vision, Venice, Italy","article-title":"Grad-Cam: Visual Explanations from Deep Networks via Gradient-Based Localization","author":"Selvaraju","year":"2017"},{"key":"10.1016\/j.xops.2025.101013_bib17","article-title":"Outrageously large neural networks: The sparsely-gated mixture-of-experts layer","author":"Shazeer","year":"2017","journal-title":"arXiv"},{"key":"10.1016\/j.xops.2025.101013_bib18","doi-asserted-by":"crossref","first-page":"224","DOI":"10.1001\/jamaophthalmol.2013.6209","article-title":"Pilot study of individuals with diabetic macular edema undergoing cataract surgery","volume":"132","author":"Writing","year":"2014","journal-title":"JAMA Ophthalmol"},{"key":"10.1016\/j.xops.2025.101013_bib19","article-title":"Surgery for cataracts in people with age-related macular degeneration","volume":"2","author":"Casparis","year":"2017","journal-title":"Cochrane Database Syst Rev"},{"key":"10.1016\/j.xops.2025.101013_bib20","doi-asserted-by":"crossref","first-page":"1496","DOI":"10.1136\/bjophthalmol-2020-317793","article-title":"Visual acuity outcomes after cataract surgery in type 2 diabetes: the action to control cardiovascular risk in diabetes (ACCORD) study","volume":"106","author":"Lee","year":"2022","journal-title":"Br J Ophthalmol"},{"key":"10.1016\/j.xops.2025.101013_bib21","doi-asserted-by":"crossref","DOI":"10.1155\/2022\/5779210","article-title":"Prediction of visual acuity after anti-VEGF therapy in diabetic macular edema by machine learning","volume":"2022","author":"Zhang","year":"2022","journal-title":"J Diabetes Res"},{"key":"10.1016\/j.xops.2025.101013_bib22","doi-asserted-by":"crossref","first-page":"431","DOI":"10.1007\/s42803-023-00075-w","article-title":"On reading and interpreting Black box deep neural networks","volume":"5","author":"Dobson","year":"2023","journal-title":"Int J Digital Humanities"},{"key":"10.1016\/j.xops.2025.101013_bib23","doi-asserted-by":"crossref","first-page":"355","DOI":"10.1016\/j.ophtha.2018.10.030","article-title":"Preoperative vision and surgeon volume as predictors of visual outcomes after cataract surgery","volume":"126","author":"Modjtahedi","year":"2019","journal-title":"Ophthalmology"}],"container-title":["Ophthalmology Science"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S2666914525003112?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S2666914525003112?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2026,3,19]],"date-time":"2026-03-19T11:00:49Z","timestamp":1773918049000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S2666914525003112"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,2]]},"references-count":23,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2026,2]]}},"alternative-id":["S2666914525003112"],"URL":"https:\/\/doi.org\/10.1016\/j.xops.2025.101013","relation":{},"ISSN":["2666-9145"],"issn-type":[{"value":"2666-9145","type":"print"}],"subject":[],"published":{"date-parts":[[2026,2]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"OCT-PRO: A Multimodal Model Integrating OCT and Clinical Traits to Predict Postoperative Outcomes in Cataract Patients","name":"articletitle","label":"Article Title"},{"value":"Ophthalmology Science","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.xops.2025.101013","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2025 by the American Academy of Ophthalmology.","name":"copyright","label":"Copyright"}],"article-number":"101013"}}