{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,24]],"date-time":"2025-10-24T14:04:17Z","timestamp":1761314657981,"version":"build-2065373602"},"reference-count":31,"publisher":"Association for Research in Vision and Ophthalmology (ARVO)","issue":"10","license":[{"start":{"date-parts":[[2025,10,24]],"date-time":"2025-10-24T00:00:00Z","timestamp":1761264000000},"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":[[2025,10,24]]},"DOI":"10.1167\/tvst.14.10.32","type":"journal-article","created":{"date-parts":[[2025,10,24]],"date-time":"2025-10-24T14:00:45Z","timestamp":1761314445000},"page":"32","source":"Crossref","is-referenced-by-count":0,"title":["Optimizing Predictive Models for Distance and Near Vision Outcomes in Presbyopic Surgery Using Machine Learning"],"prefix":"10.1167","volume":"14","author":[{"given":"Soodabeh","family":"Darzi","sequence":"first","affiliation":[{"name":"SCHWIND eye-tech-solutions, Kleinostheim, Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Pierre","family":"Baudu","sequence":"additional","affiliation":[{"name":"Clinique Avicenne, Le Port, Ile de la R\u00e9union, France"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Franck","family":"Penin","sequence":"additional","affiliation":[{"name":"SCHWIND France eye-tech-solutions, Habsheim, France"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Samuel","family":"Arba Mosquera","sequence":"additional","affiliation":[{"name":"SCHWIND eye-tech-solutions, Kleinostheim, Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"27","reference":[{"issue":"7","key":"bib1","doi-asserted-by":"publisher","first-page":"994","DOI":"10.1001\/archopht.1992.01080190100036","article-title":"Multifocal corneal topographic changes with excimer laser photorefractive keratectomy","volume":"110","author":"Moreira","year":"1992","journal-title":"Arch Ophthalmol"},{"issue":"1","key":"bib2","doi-asserted-by":"publisher","first-page":"31","DOI":"10.3928\/1081-597X-19980101-08","article-title":"Excimer laser photorefractive keratectomy for presbyopia: 24-month follow-up in three eyes","volume":"14","author":"Vinciguerra","year":"1998","journal-title":"J Refract Surg"},{"issue":"2","key":"bib3","doi-asserted-by":"crossref","first-page":"S218","DOI":"10.3928\/1081-597X-19980401-18","article-title":"Zonal photorefractive keratectomy for presbyopia","volume":"14","author":"Vinciguerra","year":"1998","journal-title":"J Refract Surg"},{"issue":"2","key":"bib4","doi-asserted-by":"publisher","first-page":"177","DOI":"10.1016\/S0886-3350(99)80123-0","article-title":"Binocular function and patient satisfaction after monovision induced by myopic photorefractive keratectomy","volume":"25","author":"Wright","year":"1999","journal-title":"J Cataract Refract Surg"},{"issue":"7","key":"bib5","doi-asserted-by":"publisher","first-page":"1196","DOI":"10.1016\/j.ophtha.2007.09.018","article-title":"Monovision in LASIK","volume":"115","author":"Braun","year":"2008","journal-title":"Ophthalmology"},{"issue":"5","key":"bib6","doi-asserted-by":"crossref","first-page":"S711","DOI":"10.3928\/1081-597X-20040903-16","article-title":"Advanced surface ablation for presbyopia using the Nidek EC-5000 laser","volume":"20","author":"Cant\u00fa","year":"2004","journal-title":"J Refract Surg"},{"issue":"5","key":"bib7","doi-asserted-by":"publisher","first-page":"453","DOI":"10.3928\/1081-597X-20060501-06","article-title":"Correction of presbyopia by technovision central multifocal LASIK (presbyLASIK)","volume":"22","author":"Ali\u00f3","year":"2006","journal-title":"J Refract Surg"},{"issue":"5","key":"bib8","doi-asserted-by":"publisher","first-page":"S542","DOI":"10.3928\/1081-597X-20040901-26","article-title":"Ablation design in relation to spatial frequency, depth-of-focus, and age","volume":"20","author":"Charman","year":"2004","journal-title":"J Refract Surg"},{"issue":"5","key":"bib9","doi-asserted-by":"publisher","first-page":"735","DOI":"10.1016\/j.ophtha.2006.01.054","article-title":"Evidence for delayed presbyopia after photorefractive keratectomy for myopia","volume":"113","author":"Artola","year":"2006","journal-title":"Ophthalmology"},{"issue":"17","key":"bib10","doi-asserted-by":"publisher","first-page":"4184","DOI":"10.1364\/AO.45.004184","article-title":"Optical surface optimization for the correction of presbyopia","volume":"45","author":"Dai","year":"2006","journal-title":"Appl Opt"},{"issue":"1","key":"bib11","doi-asserted-by":"publisher","first-page":"39","DOI":"10.3928\/1081-597X-20070101-07","article-title":"Optical analysis of presbyLASIK treatment by a light propagation algorithm","volume":"23","author":"Ortiz","year":"2007","journal-title":"J Refract Surg"},{"issue":"5","key":"bib12","doi-asserted-by":"publisher","first-page":"644","DOI":"10.1097\/ICO.0b013e31825f02f5","article-title":"1-year experience in presbyopia correction with bi-aspheric multifocal central presbyLASIK","volume":"32","author":"Luger","year":"2013","journal-title":"Cornea"},{"issue":"1","key":"bib13","first-page":"5","article-title":"Bi-aspheric ablation profile for presbyopic hyperopic corneal treatments using AMARIS with PresbyMAX module: multicentric study in Spain","volume":"3","author":"Iribarne","year":"2012","journal-title":"J Emmetropia"},{"key":"bib14","doi-asserted-by":"publisher","first-page":"5","DOI":"10.1186\/s40662-014-0005-z","article-title":"Presbyopic correction on the cornea","volume":"1","author":"Arba-Mosquera","year":"2014","journal-title":"Eye Vis (Lond)"},{"issue":"2","key":"bib15","doi-asserted-by":"publisher","first-page":"167","DOI":"10.1136\/bjophthalmol-2018-313173","article-title":"Artificial intelligence and deep learning in ophthalmology","volume":"103","author":"Ting","year":"2019","journal-title":"Br J Ophthalmol"},{"issue":"12","key":"bib16","doi-asserted-by":"publisher","first-page":"1117","DOI":"10.1001\/jamaophthalmol.2023.4786","article-title":"Machine learning models for predicting long-term visual acuity in highly myopic eyes","volume":"141","author":"Wang","year":"2023","journal-title":"JAMA Ophthalmol"},{"issue":"1","key":"bib17","doi-asserted-by":"publisher","first-page":"401","DOI":"10.1186\/s12891-024-07528-5","article-title":"Machine learning models on a web application to predict short-term postoperative outcomes following anterior cervical discectomy and fusion","volume":"25","author":"Karabacak","year":"2024","journal-title":"BMC Musculoskelet Disord"},{"issue":"3","key":"bib18","doi-asserted-by":"publisher","first-page":"1315","DOI":"10.1007\/s11030-021-10217-3","article-title":"Artificial intelligence to deep learning: machine intelligence approach for drug discovery","volume":"25","author":"Gupta","year":"2021","journal-title":"Mol Divers"},{"issue":"5","key":"bib19","doi-asserted-by":"publisher","first-page":"e262","DOI":"10.1016\/S1470-2045(19)30149-4","article-title":"Big data and machine learning algorithms for health-care delivery","volume":"20","author":"Ngiam","year":"2019","journal-title":"Lancet Oncol"},{"issue":"8","key":"bib20","first-page":"3892","article-title":"Optimizing predictive models to enhance distance and near vision outcomes in presbyopic treatment: a machine learning approach","volume":"66","author":"Darzi","year":"2025","journal-title":"Invest Ophthalmol Vis Sci"},{"issue":"1","key":"bib23","doi-asserted-by":"publisher","first-page":"5","DOI":"10.1023\/A:1010933404324","article-title":"Random forests","volume":"45","author":"Breiman","year":"2001","journal-title":"Machine Learning"},{"issue":"8","key":"bib26","doi-asserted-by":"publisher","first-page":"531","DOI":"10.3928\/1081597X-20120723-01","article-title":"LASIK for presbyopia correction in emmetropic patients using aspheric ablation profiles and a micro-monovision protocol with the Carl Zeiss Meditec MEL 80 and VisuMax","volume":"28","author":"Reinstein","year":"2012","journal-title":"J Refract Surg"},{"issue":"7","key":"bib27","doi-asserted-by":"publisher","first-page":"459","DOI":"10.3928\/1081597X-20190528-01","article-title":"Varifocal versus monofocal LASIK in presbyopic hyperopic eyes","volume":"35","author":"Taneri","year":"2019","journal-title":"J Refract Surg"},{"issue":"1","key":"bib28","doi-asserted-by":"publisher","first-page":"9","DOI":"10.1016\/j.optom.2011.12.001","article-title":"3-Month experience in presbyopic correction with bi-aspheric multifocal central presbyLASIK treatments for hyperopia and myopia with or without astigmatism","volume":"5","author":"Luger","year":"2012","journal-title":"J Optom"},{"issue":"2","key":"bib29","doi-asserted-by":"publisher","first-page":"89","DOI":"10.3928\/1081597X-20200102-01","article-title":"Long-term outcomes after LASIK using a hybrid bi-aspheric micro-monovision ablation profile for presbyopia correction","volume":"36","author":"Luger","year":"2020","journal-title":"J Refract Surg"},{"issue":"14","key":"bib30","doi-asserted-by":"publisher","first-page":"6287","DOI":"10.1167\/iovs.16-19948","article-title":"Comparison of patient-specific computational modeling predictions and clinical outcomes of LASIK for myopia","volume":"57","author":"Seven","year":"2016","journal-title":"Invest Ophthalmol Vis Sci"},{"issue":"12","key":"bib31","doi-asserted-by":"publisher","first-page":"1659","DOI":"10.1097\/j.jcrs.0000000000000343","article-title":"Repeatability and reproducibility of manifest refraction","volume":"46","author":"Taneri","year":"2020","journal-title":"J Cataract Refract Surg"},{"key":"bib21","first-page":"309","article-title":"Predicting continuous target variables with regression analysis","volume-title":"Python Machine Learning","author":"Raschka","year":"2017","edition":"2nd ed"},{"key":"bib22","article-title":"A unified approach to interpreting model predictions","volume-title":"NIPS\u201917: Proceedings of the 31st International Conference on Neural Information Processing Systems","author":"Lundberg","year":"2017"},{"key":"bib24","doi-asserted-by":"crossref","first-page":"337","DOI":"10.1007\/978-0-387-84858-7_10","volume-title":"The Elements of Statistical Learning: Data Mining, Inference, and Prediction","author":"Hastie","year":"2009","edition":"2nd ed"},{"key":"bib25","first-page":"633","volume-title":"Cluster Analysis: Additional Issues and Algorithms: Introduction to Data Mining","author":"Tan","year":"2019","edition":"2nd ed"}],"container-title":["Translational Vision Science &amp; Technology"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/tvst.arvojournals.org\/article.aspx?articleid=2810996","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,24]],"date-time":"2025-10-24T14:00:47Z","timestamp":1761314447000},"score":1,"resource":{"primary":{"URL":"https:\/\/tvst.arvojournals.org\/article.aspx?articleid=2810996"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,10,24]]},"references-count":31,"journal-issue":{"issue":"10","published-print":{"date-parts":[[2025,10,1]]}},"URL":"https:\/\/doi.org\/10.1167\/tvst.14.10.32","relation":{},"ISSN":["2164-2591"],"issn-type":[{"type":"print","value":"2164-2591"}],"subject":[],"published":{"date-parts":[[2025,10,24]]}}}