{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,26]],"date-time":"2026-10-26T19:23:21Z","timestamp":1793042601325,"version":"4.5.0"},"reference-count":24,"publisher":"Association for Research in Vision and Ophthalmology (ARVO)","issue":"9","license":[{"start":{"date-parts":[[2022,9,30]],"date-time":"2022-09-30T00:00:00Z","timestamp":1664496000000},"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":[[2022,9,30]]},"DOI":"10.1167\/tvst.11.9.32","type":"journal-article","created":{"date-parts":[[2022,9,30]],"date-time":"2022-09-30T16:42:25Z","timestamp":1664556145000},"page":"32","source":"Crossref","is-referenced-by-count":36,"title":["Artificial Intelligence\u2013Based Diagnostic Model for Detecting Keratoconus Using Videos of Corneal Force Deformation"],"prefix":"10.1167","volume":"11","author":[{"given":"Zuoping","family":"Tan","sequence":"first","affiliation":[{"name":"Wenzhou University of Technology, Wenzhou, Zhejiang, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xuan","family":"Chen","sequence":"additional","affiliation":[{"name":"Clinical College of Ophthalmology, Tianjin Medical University, Tianjin, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Kangsheng","family":"Li","sequence":"additional","affiliation":[{"name":"Tianjin University of Technology, Tianjin, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yan","family":"Liu","sequence":"additional","affiliation":[{"name":"Tianjin University of Technology, Tianjin, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Huazheng","family":"Cao","sequence":"additional","affiliation":[{"name":"Clinical College of Ophthalmology, Tianjin Medical University, Tianjin, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jing","family":"Li","sequence":"additional","affiliation":[{"name":"Shanxi Eye Hospital, Xi'an People's Hospital, Xi'an, Shanxi, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Vishal","family":"Jhanji","sequence":"additional","affiliation":[{"name":"Department of Ophthalmology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Haohan","family":"Zou","sequence":"additional","affiliation":[{"name":"Clinical College of Ophthalmology, Tianjin Medical University, Tianjin, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Fenglian","family":"Liu","sequence":"additional","affiliation":[{"name":"Tianjin University of Technology, Tianjin, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Riwei","family":"Wang","sequence":"additional","affiliation":[{"name":"Wenzhou University of Technology, Wenzhou, Zhejiang, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yan","family":"Wang","sequence":"additional","affiliation":[{"name":"Clinical College of Ophthalmology, Tianjin Medical University, Tianjin, China"},{"name":"Tianjin Eye Hospital, Tianjin Eye Institute, Tianjin Key Laboratory of Ophthalmology and Visual Science, Nankai University Affiliated Eye Hospital, Tianjin, China"},{"name":"https:\/\/orcid.org\/0000-0002-1257-6635"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"27","reference":[{"issue":"4","key":"bib1","doi-asserted-by":"publisher","first-page":"297","DOI":"10.1016\/S0039-6257(97)00119-7","article-title":"Keratoconus","volume":"42","author":"Rabinowitz","year":"1998","journal-title":"Surv Ophthalmol"},{"issue":"3","key":"bib2","doi-asserted-by":"publisher","first-page":"363","DOI":"10.1016\/j.jtos.2020.03.006","article-title":"The keratoconus enigma: a review with emphasis on pathogenesis","volume":"18","author":"Ferrari","year":"2020","journal-title":"Ocul Surf"},{"key":"bib3","doi-asserted-by":"crossref","first-page":"5983530","DOI":"10.1155\/2018\/5983530","article-title":"Prevalence of keratoconus in a refractive surgery population","volume":"2018","author":"Al-Amri","year":"2018","journal-title":"J Ophthalmol"},{"issue":"1","key":"bib4","doi-asserted-by":"publisher","first-page":"44","DOI":"10.1038\/s41591-018-0300-7","article-title":"High-performance medicine: the convergence of human and artificial intelligence","volume":"25","author":"Topol","year":"2019","journal-title":"Nat Med"},{"issue":"2","key":"bib5","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":"4","key":"bib6","doi-asserted-by":"publisher","first-page":"317","DOI":"10.1080\/08820538.2019.1620812","article-title":"A review of machine learning techniques for keratoconus detection and refractive surgery screening","volume":"34","author":"Lin","year":"2019","journal-title":"Semin Ophthalmol"},{"issue":"2","key":"bib7","doi-asserted-by":"publisher","first-page":"237","DOI":"10.1016\/j.ajo.2013.03.034","article-title":"Detection of subclinical keratoconus using an automated decision tree classification","volume":"156","author":"Smadja","year":"2013","journal-title":"Am J Ophthalmol"},{"issue":"6","key":"bib8","doi-asserted-by":"publisher","first-page":"827","DOI":"10.1097\/ICO.0000000000000834","article-title":"Evaluation of a machine-learning classifier for keratoconus detection based on Scheimpflug tomography","volume":"35","author":"Ruiz Hidalgo","year":"2016","journal-title":"Cornea"},{"issue":"11","key":"bib9","doi-asserted-by":"publisher","first-page":"2231","DOI":"10.1016\/j.ophtha.2012.06.005","article-title":"Use of a support vector machine for keratoconus and subclinical keratoconus detection by topographic and tomographic data","volume":"119","author":"Arbelaez","year":"2012","journal-title":"Ophthalmology"},{"issue":"6","key":"bib10","doi-asserted-by":"publisher","first-page":"E2113","DOI":"10.3390\/ijerph17062113","article-title":"The role of corneal biomechanics for the evaluation of ectasia patients","volume":"17","author":"Salom\u00e3o","year":"2020","journal-title":"Int J Environ Res Public Health"},{"issue":"8","key":"bib11","doi-asserted-by":"publisher","first-page":"1025","DOI":"10.1097\/ICO.0000000000001639","article-title":"Diagnostic ability of corneal shape and biomechanical parameters for detecting frank keratoconus","volume":"37","author":"Sedaghat","year":"2018","journal-title":"Cornea"},{"key":"bib12","doi-asserted-by":"publisher","first-page":"103","DOI":"10.1016\/j.compbiomed.2017.10.008","article-title":"Feature selection method based on support vector machine and shape analysis for high-throughput medical data","volume":"91","author":"Liu","year":"2017","journal-title":"Comput Biol Med"},{"issue":"3","key":"bib13","doi-asserted-by":"publisher","first-page":"175","DOI":"10.1016\/j.joco.2017.05.002","article-title":"Keratoconus diagnosis using Corvis ST measured biomechanical parameters","volume":"29","author":"Elham","year":"2017","journal-title":"J Curr Ophthalmol"},{"issue":"4","key":"bib14","doi-asserted-by":"publisher","first-page":"e258","DOI":"10.1111\/aos.2013.91.issue-4","article-title":"Biomechanical diagnosis of keratoconus: evaluation of the keratoconus match index and the keratoconus match probability","volume":"91","author":"Labiris","year":"2013","journal-title":"Acta Ophthalmol"},{"issue":"1","key":"bib15","doi-asserted-by":"publisher","first-page":"21","DOI":"10.1186\/s40662-021-00244-4","article-title":"Development of a classification system based on corneal biomechanical properties using artificial intelligence predicting keratoconus severity","volume":"8","author":"Herber","year":"2021","journal-title":"Eye Vis (Lond)"},{"key":"bib16","doi-asserted-by":"publisher","first-page":"33","DOI":"10.1016\/j.compbiomed.2019.04.024","article-title":"Computer aided diagnosis for suspect keratoconus detection","volume":"109","author":"Issarti","year":"2019","journal-title":"Comput Biol Med"},{"key":"bib17","doi-asserted-by":"publisher","first-page":"48","DOI":"10.1186\/s40662-020-00213-3","article-title":"Machine learning helps improve diagnostic ability of subclinical keratoconus using Scheimpflug and OCT imaging modalities","volume":"7","author":"Shi","year":"2020","journal-title":"Eye Vis (Lond)"},{"issue":"6","key":"bib18","doi-asserted-by":"publisher","first-page":"991","DOI":"10.1016\/j.jcrs.2014.04.013","article-title":"Biomechanics of corneal ectasia and biomechanical treatments","volume":"40","author":"Roberts","year":"2014","journal-title":"J Cataract Refract Surg"},{"key":"bib19","doi-asserted-by":"publisher","first-page":"695697","DOI":"10.3389\/fmed.2021.695697","article-title":"Comparison of corneal biomechanics in Post-SMILE, Post-LASEK, and keratoconic eyes","volume":"8","author":"Shang","year":"2021","journal-title":"Front Med (Lausanne)"},{"key":"bib20","doi-asserted-by":"publisher","first-page":"14","DOI":"10.1016\/j.exer.2018.05.019","article-title":"Axial mechanical and structural characterization of keratoconus corneas","volume":"175","author":"Mikula","year":"2018","journal-title":"Exp Eye Res"},{"issue":"12","key":"bib21","doi-asserted-by":"publisher","first-page":"803","DOI":"10.3928\/1081597X-20160629-01","article-title":"Detection of keratoconus with a new biomechanical index","volume":"32","author":"Vinciguerra","year":"2016","journal-title":"J Refract Surg"},{"issue":"8","key":"bib22","doi-asserted-by":"publisher","first-page":"558","DOI":"10.3928\/1081597X-20130719-06","article-title":"Repeatability of ocular biomechanical data measurements with a Scheimpflug-based noncontact device on normal corneas","volume":"29","author":"Nemeth","year":"2013","journal-title":"J Refract Surg"},{"issue":"6","key":"bib23","doi-asserted-by":"publisher","first-page":"778","DOI":"10.1016\/j.jcrs.2018.12.015","article-title":"Assessment of corneal biomechanical parameters in healthy and keratoconic eyes using dynamic bidirectional applanation device and dynamic Scheimpflug analyzer","volume":"45","author":"Herber","year":"2019","journal-title":"J Cataract Refract Surg"},{"issue":"11","key":"bib24","doi-asserted-by":"publisher","first-page":"785","DOI":"10.3928\/1081597X-20140930-01","article-title":"Assessment of ocular biomechanics using dynamic ultra high-speed Scheimpflug imaging in keratoconic and normal eyes","volume":"30","author":"Tian","year":"2014","journal-title":"J Refract Surg"}],"container-title":["Translational Vision Science &amp; Technology"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/tvst.arvojournals.org\/article.aspx?articleid=2783703","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,2,21]],"date-time":"2023-02-21T10:48:32Z","timestamp":1676976512000},"score":1,"resource":{"primary":{"URL":"https:\/\/tvst.arvojournals.org\/article.aspx?articleid=2783703"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,9,30]]},"references-count":24,"journal-issue":{"issue":"9","published-print":{"date-parts":[[2022,9,1]]}},"URL":"https:\/\/doi.org\/10.1167\/tvst.11.9.32","relation":{},"ISSN":["2164-2591"],"issn-type":[{"value":"2164-2591","type":"print"}],"subject":[],"published":{"date-parts":[[2022,9,30]]}}}