{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,9]],"date-time":"2026-10-09T12:30:36Z","timestamp":1791549036616,"version":"4.3.4"},"reference-count":29,"publisher":"Association for Research in Vision and Ophthalmology (ARVO)","issue":"11","license":[{"start":{"date-parts":[[2025,11,13]],"date-time":"2025-11-13T00:00:00Z","timestamp":1762992000000},"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":[[2025,11,13]]},"DOI":"10.1167\/tvst.14.11.12","type":"journal-article","created":{"date-parts":[[2025,11,13]],"date-time":"2025-11-13T13:30:44Z","timestamp":1763040644000},"page":"12","source":"Crossref","is-referenced-by-count":1,"title":["Artificial Intelligence Prediction of Postoperative Rotation Stability After Toric Implantable Collamer Lens Implantation"],"prefix":"10.1167","volume":"14","author":[{"given":"Yinjie","family":"Jiang","sequence":"first","affiliation":[{"name":"Fudan University Eye Ear Nose and Throat Hospital, Shanghai, China"},{"name":"Key Laboratory of Myopia and Related Eye Diseases, National Health Commission, Shanghai, China"},{"name":"Key Laboratory of Myopia and Related Eye Diseases, Chinese Academy of Medical Sciences, Shanghai, China"},{"name":"Shanghai Research Center of Ophthalmology and Optometry, Shanghai, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xun","family":"Chen","sequence":"additional","affiliation":[{"name":"Fudan University Eye Ear Nose and Throat Hospital, Shanghai, China"},{"name":"Key Laboratory of Myopia and Related Eye Diseases, National Health Commission, Shanghai, China"},{"name":"Key Laboratory of Myopia and Related Eye Diseases, Chinese Academy of Medical Sciences, Shanghai, China"},{"name":"Shanghai Research Center of Ophthalmology and Optometry, Shanghai, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mingrui","family":"Cheng","sequence":"additional","affiliation":[{"name":"Fudan University Eye Ear Nose and Throat Hospital, Shanghai, China"},{"name":"Key Laboratory of Myopia and Related Eye Diseases, National Health Commission, Shanghai, China"},{"name":"Key Laboratory of Myopia and Related Eye Diseases, Chinese Academy of Medical Sciences, Shanghai, China"},{"name":"Shanghai Research Center of Ophthalmology and Optometry, Shanghai, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yang","family":"Shen","sequence":"additional","affiliation":[{"name":"Fudan University Eye Ear Nose and Throat Hospital, Shanghai, China"},{"name":"Key Laboratory of Myopia and Related Eye Diseases, National Health Commission, Shanghai, China"},{"name":"Key Laboratory of Myopia and Related Eye Diseases, Chinese Academy of Medical Sciences, Shanghai, China"},{"name":"Shanghai Research Center of Ophthalmology and Optometry, Shanghai, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Lin","family":"Wang","sequence":"additional","affiliation":[{"name":"Beijing Airdoc Technology Co., Ltd., Beijing, China"},{"name":"Monash Medical AI Group, Monash University, Clayton, VIC, Australia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Lie","family":"Ju","sequence":"additional","affiliation":[{"name":"Beijing Airdoc Technology Co., Ltd., Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Tong","family":"Ma","sequence":"additional","affiliation":[{"name":"Beijing Airdoc Technology Co., Ltd., Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xiangang","family":"Chang","sequence":"additional","affiliation":[{"name":"Beijing Airdoc Technology Co., Ltd., Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zongyuan","family":"Ge","sequence":"additional","affiliation":[{"name":"Beijing Airdoc Technology Co., Ltd., Beijing, China"},{"name":"Monash Medical AI Group, Monash University, Clayton, VIC, Australia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xingtao","family":"Zhou","sequence":"additional","affiliation":[{"name":"Fudan University Eye Ear Nose and Throat Hospital, Shanghai, China"},{"name":"Key Laboratory of Myopia and Related Eye Diseases, National Health Commission, Shanghai, China"},{"name":"Key Laboratory of Myopia and Related Eye Diseases, Chinese Academy of Medical Sciences, Shanghai, China"},{"name":"Shanghai Research Center of Ophthalmology and Optometry, Shanghai, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xiaoying","family":"Wang","sequence":"additional","affiliation":[{"name":"Fudan University Eye Ear Nose and Throat Hospital, Shanghai, China"},{"name":"Key Laboratory of Myopia and Related Eye Diseases, National Health Commission, Shanghai, China"},{"name":"Key Laboratory of Myopia and Related Eye Diseases, Chinese Academy of Medical Sciences, Shanghai, China"},{"name":"Shanghai Research Center of Ophthalmology and Optometry, Shanghai, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"27","reference":[{"issue":"10","key":"bib1","doi-asserted-by":"publisher","first-page":"1192","DOI":"10.1016\/j.jcrs.2018.06.048","article-title":"Effect of astigmatism on visual acuity after multifocal versus monofocal intraocular lens implantation","volume":"44","author":"Berdahl","year":"2018","journal-title":"J Cataract Refract Surg"},{"key":"bib2","doi-asserted-by":"publisher","first-page":"454","DOI":"10.1016\/j.jcrs.2010.09.022","article-title":"Effect of uncorrected astigmatism on vision","volume":"37","author":"Wolffsohn","year":"2011","journal-title":"J Cataract Refract Surg"},{"key":"bib3","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.ajo.2019.04.024","article-title":"Posterior chamber phakic intraocular lens implantation for the correction of myopia and myopic astigmatism: a retrospective 10-year follow-up study","volume":"206","author":"Nakamura","year":"2019","journal-title":"Am J Ophthalmol"},{"issue":"10","key":"bib4","doi-asserted-by":"publisher","first-page":"646","DOI":"10.3928\/1081597X-20200729-03","article-title":"Sources of error in toric intraocular lens power calculation","volume":"36","author":"Hirnschall","year":"2020","journal-title":"J Refract Surg"},{"issue":"4","key":"bib5","doi-asserted-by":"publisher","first-page":"667","DOI":"10.18240\/ijo.2020.04.21","article-title":"Evaluation of axis alignment and refractive results of toric phakic IOL using image-guided system","volume":"13","author":"Emerah","year":"2020","journal-title":"Int J Ophthalmol"},{"issue":"9","key":"bib6","doi-asserted-by":"publisher","first-page":"1424","DOI":"10.1016\/j.ophtha.2017.05.025","article-title":"Axis misalignment of toric intraocular lens: placement error and postoperative rotation","volume":"124","author":"Inoue","year":"2017","journal-title":"Ophthalmology"},{"issue":"10","key":"bib7","doi-asserted-by":"publisher","first-page":"1631","DOI":"10.1016\/j.jcrs.2008.04.041","article-title":"Simple method for accurate alignment in toric phakic and aphakic intraocular lens implantation","volume":"34","author":"Ma","year":"2008","journal-title":"J Cataract Refract Surg"},{"issue":"10","key":"bib8","doi-asserted-by":"publisher","first-page":"1503","DOI":"10.1016\/S0886-3350(97)80021-1","article-title":"Vector analysis of astigmatism changes by flattening, steepening, and torque","volume":"23","author":"Alpins","year":"1997","journal-title":"J Cataract Refract Surg"},{"issue":"6","key":"bib9","doi-asserted-by":"publisher","first-page":"368","DOI":"10.9734\/OR\/2014\/12067","article-title":"A new method for calculating residual astigmatism produced by toric intraocular lens rotation","volume":"2","author":"Yae","year":"2014","journal-title":"OR"},{"issue":"3","key":"bib10","doi-asserted-by":"publisher","first-page":"482","DOI":"10.1097\/j.jcrs.0000000000000079","article-title":"One degree of misalignment does not lead to a 3.3% effect decrease after implantation of a toric intraocular lens","volume":"46","author":"N\u00e9meth","year":"2020","journal-title":"J Cataract Refract Surg"},{"issue":"1","key":"bib11","doi-asserted-by":"publisher","first-page":"54","DOI":"10.1016\/j.ophtha.2006.08.049","article-title":"Toric implantable collamer lens for moderate to high myopic astigmatism","volume":"114","author":"Sanders","year":"2007","journal-title":"Ophthalmology"},{"issue":"5","key":"bib12","doi-asserted-by":"publisher","first-page":"403","DOI":"10.3928\/1081597X-20090422-01","article-title":"Postoperative astigmatism and axis stability after implantation of the STAAR toric implantable collamer lens.","volume":"25","author":"Park","year":"2009","journal-title":"J Refract Surg."},{"issue":"12","key":"bib13","doi-asserted-by":"publisher","first-page":"1900","DOI":"10.1016\/j.jcrs.2013.04.047","article-title":"Influence of axial length and corneal power on the astigmatic power of toric intraocular lenses","volume":"39","author":"Savini","year":"2013","journal-title":"J Cataract Refract Surg"},{"key":"bib14","doi-asserted-by":"crossref","first-page":"3095302","DOI":"10.1155\/2020\/3095302","article-title":"Clinical effect and rotational stability of TICL in the treatment of myopic astigmatism","volume":"2020","author":"Zhu","year":"2020","journal-title":"J Ophthalmol"},{"issue":"2","key":"bib15","doi-asserted-by":"publisher","first-page":"139","DOI":"10.21037\/atm-20-7835","article-title":"Polar value analysis of astigmatic change and rotational stability after implantation of V4c toric implantable collamer lens","volume":"9","author":"Nie","year":"2021","journal-title":"Ann Transl Med"},{"issue":"4","key":"bib16","first-page":"459","article-title":"Outcomes and possible risk factors associated with axis alignment and rotational stability after implantation of the toric implantable collamer lens for high myopic astigmatism","volume":"5","author":"Sheng","year":"2012","journal-title":"Int J Ophthalmol"},{"issue":"1","key":"bib17","doi-asserted-by":"publisher","first-page":"22","DOI":"10.1186\/s40662-023-00338-1","article-title":"Artificial intelligence-based refractive error prediction and EVO-implantable collamer lens power calculation for myopia correction","volume":"10","author":"Jiang","year":"2023","journal-title":"Eye Vis (Lond)"},{"issue":"4","key":"bib18","doi-asserted-by":"publisher","first-page":"319","DOI":"10.1097\/j.jcrs.0000000000001356","article-title":"Effect of vault on predicting postoperative refractive error for posterior chamber phakic intraocular lens based on a machine learning model","volume":"50","author":"Jiang","year":"2024","journal-title":"J Cataract Refract Surg"},{"key":"bib19","doi-asserted-by":"publisher","first-page":"87","DOI":"10.1016\/j.ajo.2023.06.024","article-title":"Predicting vault and size of posterior chamber phakic intraocular lens using sulcus to sulcus-optimized artificial intelligence technology","volume":"255","author":"Chen","year":"2023","journal-title":"Am J Ophthalmol"},{"key":"bib22","doi-asserted-by":"publisher","first-page":"146","DOI":"10.1016\/j.inffus.2017.10.006","article-title":"A survey on deep learning for big data","volume":"42","author":"Zhang","year":"2018","journal-title":"Inform Fusion"},{"issue":"8045","key":"bib23","doi-asserted-by":"publisher","first-page":"319","DOI":"10.1038\/s41586-024-08328-6","article-title":"Accurate predictions on small data with a tabular foundation model","volume":"637","author":"Hollmann","year":"2025","journal-title":"Nature"},{"issue":"10","key":"bib24","first-page":"S939","article-title":"Axis alignment and rotational stability after implantation of the toric implantable collamer lens for myopic astigmatism","volume":"25","author":"Hashem","year":"2009","journal-title":"J Refract Surg"},{"key":"bib25","doi-asserted-by":"publisher","first-page":"1194006","DOI":"10.3389\/fmed.2023.1194006","article-title":"Effect of long-term rotation on astigmatism following EVO-toric intraocular collamer lens implantation","volume":"10","author":"Chen","year":"2023","journal-title":"Front Med"},{"key":"bib26","doi-asserted-by":"publisher","first-page":"523","DOI":"10.1016\/S0886-3350(13)80232-5","article-title":"Toric intraocular lenses: correcting astigmatism while controlling axis shift","volume":"20","author":"Shimizu","year":"1994","journal-title":"J Cataract Refract Surg"},{"issue":"10","key":"bib27","doi-asserted-by":"publisher","first-page":"1895","DOI":"10.1016\/j.jcrs.2011.04.036","article-title":"Residual astigmatism produced by toric intraocular lens rotation","volume":"37","author":"Felipe","year":"2011","journal-title":"J Cataract Refract Surg"},{"issue":"3","key":"bib28","doi-asserted-by":"publisher","first-page":"376","DOI":"10.1016\/j.jcrs.2017.10.053","article-title":"Quality of images with toric intraocular lenses","volume":"44","author":"Tognetto","year":"2018","journal-title":"J Cataract Refract Surg"},{"issue":"7","key":"bib29","first-page":"463","article-title":"Rotational stability after implantation of two different phakic toric intraocular lenses","volume":"39","author":"Kilic","year":"2023","journal-title":"J Cataract Refract Surg"},{"key":"bib20","article-title":"A unified approach to interpreting model predictions","author":"Lundberg"},{"key":"bib21","doi-asserted-by":"crossref","first-page":"69","DOI":"10.2307\/j.ctv173f1fh.12","article-title":"A value for n-person games. Contributions to the theory of games II (1953) 307\u2013317","volume-title":"Classics in Game Theory","author":"Shapley","year":"2020"}],"container-title":["Translational Vision Science &amp; Technology"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/tvst.arvojournals.org\/article.aspx?articleid=2811083","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,11,13]],"date-time":"2025-11-13T13:30:45Z","timestamp":1763040645000},"score":1,"resource":{"primary":{"URL":"https:\/\/tvst.arvojournals.org\/article.aspx?articleid=2811083"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,11,13]]},"references-count":29,"journal-issue":{"issue":"11","published-print":{"date-parts":[[2025,11,3]]}},"URL":"https:\/\/doi.org\/10.1167\/tvst.14.11.12","relation":{},"ISSN":["2164-2591"],"issn-type":[{"value":"2164-2591","type":"print"}],"subject":[],"published":{"date-parts":[[2025,11,13]]}}}