{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,15]],"date-time":"2026-02-15T05:04:39Z","timestamp":1771131879881,"version":"3.50.1"},"reference-count":31,"publisher":"Wiley","issue":"1","license":[{"start":{"date-parts":[[2025,10,25]],"date-time":"2025-10-25T00:00:00Z","timestamp":1761350400000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"},{"start":{"date-parts":[[2025,10,25]],"date-time":"2025-10-25T00:00:00Z","timestamp":1761350400000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/doi.wiley.com\/10.1002\/tdm_license_1.1"}],"funder":[{"DOI":"10.13039\/501100015822","name":"Fondazione Roma","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100015822","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003196","name":"Ministero della Salute","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100003196","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["Clinical Exper Ophthalmology"],"published-print":{"date-parts":[[2026,1]]},"abstract":"<jats:title>ABSTRACT<\/jats:title>\n                  <jats:sec>\n                    <jats:title>Background<\/jats:title>\n                    <jats:p>\n                      To develop and validate various models to predict total keratometry (\n                      <jats:styled-content style=\"fixed-case\">TK<\/jats:styled-content>\n                      ) power vector components\n                      <jats:styled-content style=\"fixed-case\">TKC0<\/jats:styled-content>\n                      and\n                      <jats:styled-content style=\"fixed-case\">TKC45<\/jats:styled-content>\n                      from classical keratometry (K)\n                      <jats:styled-content style=\"fixed-case\">KC0<\/jats:styled-content>\n                      and\n                      <jats:styled-content style=\"fixed-case\">KC45<\/jats:styled-content>\n                      based on a large dataset of pre cataract surgery\n                      <jats:styled-content style=\"fixed-case\">IOLMaster<\/jats:styled-content>\n                      700 measurements.\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Methods<\/jats:title>\n                    <jats:p>\n                      Retrospective cross\u2010sectional multicentric study evaluating a dataset containing 13\u20096378\n                      <jats:styled-content style=\"fixed-case\">IOLMaster<\/jats:styled-content>\n                      700 measurements including K and\n                      <jats:styled-content style=\"fixed-case\">TK<\/jats:styled-content>\n                      . Left eyes were mirrored about the facial axis. Based on 80% training data, we developed a global and segmented constant model (\n                      <jats:styled-content style=\"fixed-case\">CM<\/jats:styled-content>\n                      and\n                      <jats:styled-content style=\"fixed-case\">CMS<\/jats:styled-content>\n                      ), a global and segmented (according to the angle\n                      <jats:styled-content style=\"fixed-case\">A1<\/jats:styled-content>\n                      of the flat keratometric meridian) linear model (\n                      <jats:styled-content style=\"fixed-case\">LM<\/jats:styled-content>\n                      and\n                      <jats:styled-content style=\"fixed-case\">LMS<\/jats:styled-content>\n                      ), a harmonic model (\n                      <jats:styled-content style=\"fixed-case\">HM<\/jats:styled-content>\n                      ) and compared these to a classical constant (\n                      <jats:styled-content style=\"fixed-case\">CMR<\/jats:styled-content>\n                      ) and linear models (\n                      <jats:styled-content style=\"fixed-case\">LMR<\/jats:styled-content>\n                      ) segmented into with\u2010the\u2010rule, against\u2010the\u2010rule and oblique astigmatism. The performance was cross\u2010validated using the root\u2010mean\u2010squared model fit error (\n                      <jats:styled-content style=\"fixed-case\">RMSE<\/jats:styled-content>\n                      ).\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>In the 20% test data, RMSE was 0.173 D before correction and was reduced by 40%\u201342% to 0.100 and 0.104 D with the correction models. The segmented models performed slightly better than the global models, and the linear models performed slightly better than the constant models. With the individually adjusted changepoints, the CMS and LMS performed slightly better than the reference models CMR and LMR. There was no systematic difference between the RMSE with training and test data, indicating no overfit of the models.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Conclusion<\/jats:title>\n                    <jats:p>As the performance is quite similar for all tested correction models, we recommend using a simple global constant model to predict TK vector components. This could easily be implemented in any consumer software.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.1111\/ceo.70009","type":"journal-article","created":{"date-parts":[[2025,10,25]],"date-time":"2025-10-25T13:28:22Z","timestamp":1761398902000},"page":"21-32","update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Predictive Correction Model for Corneal Back Surface Astigmatism With\n                    <scp>IOLMaster700<\/scp>\n                    Keratometry Data in a Cataractous Population"],"prefix":"10.1111","volume":"54","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-9175-6177","authenticated-orcid":false,"given":"Achim","family":"Langenbucher","sequence":"first","affiliation":[{"name":"Department of Experimental Ophthalmology Saarland University  Homburg (Saar) 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