{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,14]],"date-time":"2026-07-14T09:09:09Z","timestamp":1784020149800,"version":"3.55.0"},"reference-count":35,"publisher":"SAGE Publications","issue":"6","license":[{"start":{"date-parts":[[2025,5,6]],"date-time":"2025-05-06T00:00:00Z","timestamp":1746489600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/journals.sagepub.com\/page\/policies\/text-and-data-mining-license"}],"funder":[{"name":"Foundation for Biomedical Research of the Hospital Universitario Pr\u00edncipe de Asturias","award":["FIB-PI21\/-04"],"award-info":[{"award-number":["FIB-PI21\/-04"]}]}],"content-domain":{"domain":["journals.sagepub.com"],"crossmark-restriction":true},"short-container-title":["European Journal of Ophthalmology"],"published-print":{"date-parts":[[2025,11]]},"abstract":"<jats:sec>\n                    <jats:title>Purpose<\/jats:title>\n                    <jats:p>To identify parameters that are significant risk predictors of visual field (VF) progression in patients with ocular hypertension (OHT) or early primary open-angle glaucoma (POAG), using Goldmann applanation tonometry intraocular pressure (IOP-GAT), ultrasound pachymetry and biomechanical indices measured with the Corvis ST and the Ocular Response Analyser (ORA) and create a prediction model.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Methods<\/jats:title>\n                    <jats:p>A dataset of 65 eyes was analyzed. VF progression was determined using event analysis, the AGIS progression criteria, and experts\u2019 opinion. Progression was defined when 2 of the 3 criteria agreed on VF progression. The artificial intelligence training pipeline to predict the consolidated target consisted of an initial outlier removal process, feature selection, and training using the leave-one-out (LOO) cross-validation. Techniques based on decision trees with the XGBoost (Xtreme Gradient Boosting) algorithm were employed.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>The results reveal that the most accurate predictors were those registered at 1-month follow-up, predicting glaucomatous VF progression with an accuracy of 86.2%. The main variables involved in the prediction were HC dArc length, HC Deflection Time, and the HC Deflection Length 1 month after PG therapy.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Conclusion<\/jats:title>\n                    <jats:p>Using AI models, glaucomatous VF progression can be predicted with relatively high accuracy using Corvis ST parameters registered one month after initiating PG treatment. Highest concavity parameters after 1 month of treatment are associated with an increased risk of perimetric progression.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.1177\/11206721251340439","type":"journal-article","created":{"date-parts":[[2025,6,25]],"date-time":"2025-06-25T02:38:34Z","timestamp":1750819114000},"page":"2099-2107","update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":1,"title":["Prediction of perimetric progression in ocular hypertension and open angle glaucoma based on corneal biomechanics"],"prefix":"10.1177","volume":"35","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-8379-7403","authenticated-orcid":false,"given":"Marta I.","family":"Mart\u00ednez-S\u00e1nchez","sequence":"first","affiliation":[{"name":"Hospital Universitario \u201cInfanta Leonor\u201d"},{"name":"Hospital Universitario \u201cPr\u00edncipe de Asturias\u201d"},{"name":"Universidad de Alcal\u00e1, Alcal\u00e1 de Henares, Madrid, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Gema","family":"Bol\u00edvar","sequence":"additional","affiliation":[{"name":"Hospital Universitario \u201cPr\u00edncipe de Asturias\u201d"},{"name":"Universidad de Alcal\u00e1, Alcal\u00e1 de Henares, Madrid, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2780-0062","authenticated-orcid":false,"given":"Anna","family":"Dastiridou","sequence":"additional","affiliation":[{"name":"University of Thessaly"},{"name":"2nd Ophthalmology Clinic, Aristotle University of Thessaloniki, Thessaloniki, Greece"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Alberto","family":"Casta\u00f1o","sequence":"additional","affiliation":[{"name":"Recog Analytics SL, Madrid, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Carolina","family":"Bertoncini","sequence":"additional","affiliation":[{"name":"Recog Analytics SL, Madrid, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Carlos","family":"Alonso","sequence":"additional","affiliation":[{"name":"Recog Analytics SL, Madrid, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Purificaci\u00f3n","family":"Esc\u00e1mez","sequence":"additional","affiliation":[{"name":"Hospital Universitario \u201cPr\u00edncipe de Asturias\u201d"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3835-9882","authenticated-orcid":false,"given":"Miguel A.","family":"Teus","sequence":"additional","affiliation":[{"name":"Hospital Universitario \u201cPr\u00edncipe de Asturias\u201d"},{"name":"Universidad de Alcal\u00e1, Alcal\u00e1 de Henares, Madrid, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"179","published-online":{"date-parts":[[2025,5,6]]},"reference":[{"key":"e_1_3_3_2_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.ophtha.2009.06.042"},{"key":"e_1_3_3_3_2","doi-asserted-by":"publisher","DOI":"10.1016\/S0002-9394(00)00538-9"},{"key":"e_1_3_3_4_2","doi-asserted-by":"publisher","DOI":"10.1001\/archopht.120.6.714"},{"key":"e_1_3_3_5_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.ophtha.2007.03.016"},{"key":"e_1_3_3_6_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.ophtha.2013.01.032"},{"key":"e_1_3_3_7_2","doi-asserted-by":"publisher","DOI":"10.1097\/IJG.0b013e3182071b92"},{"key":"e_1_3_3_8_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.ajo.2005.12.007"},{"key":"e_1_3_3_9_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.ajo.2013.12.024"},{"key":"e_1_3_3_10_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.ophtha.2015.12.043"},{"key":"e_1_3_3_11_2","doi-asserted-by":"publisher","DOI":"10.1111\/aos.13466"},{"key":"e_1_3_3_12_2","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0220655"},{"key":"e_1_3_3_13_2","doi-asserted-by":"publisher","DOI":"10.1007\/s40123-023-00810-0"},{"key":"e_1_3_3_14_2","doi-asserted-by":"publisher","DOI":"10.1007\/s00417-022-05752-0"},{"key":"e_1_3_3_15_2","doi-asserted-by":"publisher","DOI":"10.1136\/bjophthalmol-2021-egsguidelines"},{"key":"e_1_3_3_16_2","doi-asserted-by":"publisher","DOI":"10.1016\/S0161-6420(94)31171-7"},{"key":"e_1_3_3_17_2","unstructured":"Feurer M Eggensperger K Falkner S et al. 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