{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,21]],"date-time":"2026-05-21T22:39:09Z","timestamp":1779403149849,"version":"3.53.1"},"reference-count":0,"publisher":"IOS Press","isbn-type":[{"value":"9781643686615","type":"electronic"}],"license":[{"start":{"date-parts":[[2026,5,21]],"date-time":"2026-05-21T00:00:00Z","timestamp":1779321600000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2026,5,21]]},"abstract":"<jats:p>We developed a machine learning model and validated it using a large-scale, real-world cohort to predict overall survival in patients with Chronic Lymphocytic Leukemia (CLL). The model captured key survival trends between treatment eras. Individual-level uncertainty was quantified, showing good alignment with observed outcomes. Our findings highlight the potential of predictive modeling to support personalized risk assessment in CLL.<\/jats:p>","DOI":"10.3233\/shti260276","type":"book-chapter","created":{"date-parts":[[2026,5,21]],"date-time":"2026-05-21T22:00:12Z","timestamp":1779400812000},"source":"Crossref","is-referenced-by-count":0,"title":["Real-World Application of a Machine Learning Pipeline for Overall Survival in Chronic Lymphocytic Leukemia"],"prefix":"10.3233","author":[{"given":"Christina","family":"Papangelou","sequence":"first","affiliation":[{"name":"Institute of Applied Biosciences, Center for Research and Technology Hellas, Thessaloniki, Greece"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Thomas","family":"Chatzikonstantinou","sequence":"additional","affiliation":[{"name":"Institute of Applied Biosciences, Center for Research and Technology Hellas, Thessaloniki, Greece"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Persefoni","family":"Talimtzi","sequence":"additional","affiliation":[{"name":"Institute of Applied Biosciences, Center for Research and Technology Hellas, Thessaloniki, Greece"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Anastasia","family":"Chatzidimitriou","sequence":"additional","affiliation":[{"name":"Institute of Applied Biosciences, Center for Research and Technology Hellas, Thessaloniki, Greece"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Evangelia","family":"Minga","sequence":"additional","affiliation":[{"name":"Institute of Applied Biosciences, Center for Research and Technology Hellas, Thessaloniki, Greece"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"7437","container-title":["Studies in Health Technology and Informatics","Opening the Personal Gate between Technology and Health Care"],"original-title":[],"link":[{"URL":"https:\/\/ebooks.iospress.nl\/pdf\/doi\/10.3233\/SHTI260276","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,5,21]],"date-time":"2026-05-21T22:00:12Z","timestamp":1779400812000},"score":1,"resource":{"primary":{"URL":"https:\/\/ebooks.iospress.nl\/doi\/10.3233\/SHTI260276"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,5,21]]},"ISBN":["9781643686615"],"references-count":0,"URL":"https:\/\/doi.org\/10.3233\/shti260276","relation":{},"ISSN":["0926-9630","1879-8365"],"issn-type":[{"value":"0926-9630","type":"print"},{"value":"1879-8365","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,5,21]]}}}