{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,2]],"date-time":"2026-07-02T10:50:01Z","timestamp":1782989401101,"version":"3.54.5"},"reference-count":0,"publisher":"IOS Press","isbn-type":[{"value":"9781643686684","type":"electronic"}],"license":[{"start":{"date-parts":[[2026,6,29]],"date-time":"2026-06-29T00:00:00Z","timestamp":1782691200000},"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":[[2026,6,29]]},"abstract":"<jats:p>Colorectal cancer (CRC) is one of the most common cancer types and its increased incidence is related to a number of modifiable risk factors. There is a need for data-driven approaches to support public health policy making for CRC prevention. This paper presents a predictive analytics framework supporting country-level analysis of CRC incidence and risk factors through policy scenarios by linking population-level risk factor exposure to CRC incidence projections across multiple time horizons. The framework integrates Linear Mixed Effects Models, Generalized Additive Models and XGBoost to capture population-level trends and non-linear associations between risk factors and incidence rates. It is intended to serve as the analytical core for scenario-based policy analysis for CRC decision makers. All analyses rely on statistical associations and are designed for exploratory and comparative purposes rather than causal inference or direct policy prescription.<\/jats:p>","DOI":"10.3233\/shti260786","type":"book-chapter","created":{"date-parts":[[2026,7,2]],"date-time":"2026-07-02T09:59:04Z","timestamp":1782986344000},"source":"Crossref","is-referenced-by-count":0,"title":["Association Between Risk Factors and Colorectal Cancer Incidence: A Predictive Analytics Framework"],"prefix":"10.3233","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-1075-823X","authenticated-orcid":false,"given":"Katerina","family":"Argyri","sequence":"first","affiliation":[{"name":"Institute of Communication and Computer Systems, National Technical University of Athens, Athens, Greece"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5172-5587","authenticated-orcid":false,"given":"Ioannis","family":"Gallos","sequence":"additional","affiliation":[{"name":"Institute of Communication and Computer Systems, National Technical University of Athens, Athens, Greece"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2746-963X","authenticated-orcid":false,"given":"Giorgos","family":"Dritsakis","sequence":"additional","affiliation":[{"name":"Institute of Communication and Computer Systems, National Technical University of Athens, Athens, Greece"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4089-1990","authenticated-orcid":false,"given":"Angelos","family":"Amditis","sequence":"additional","affiliation":[{"name":"Institute of Communication and Computer Systems, National Technical University of Athens, Athens, Greece"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1481-0931","authenticated-orcid":false,"given":"Dimitra","family":"Dionysiou","sequence":"additional","affiliation":[{"name":"Institute of Communication and Computer Systems, National Technical University of Athens, Athens, Greece"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"7437","container-title":["Studies in Health Technology and Informatics","Health Sciences Informatics Leads and Empowers the Digital Health Transformation"],"original-title":[],"link":[{"URL":"https:\/\/ebooks.iospress.nl\/pdf\/doi\/10.3233\/SHTI260786","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,7,2]],"date-time":"2026-07-02T09:59:05Z","timestamp":1782986345000},"score":1,"resource":{"primary":{"URL":"https:\/\/ebooks.iospress.nl\/doi\/10.3233\/SHTI260786"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,6,29]]},"ISBN":["9781643686684"],"references-count":0,"URL":"https:\/\/doi.org\/10.3233\/shti260786","relation":{},"ISSN":["0926-9630","1879-8365"],"issn-type":[{"value":"0926-9630","type":"print"},{"value":"1879-8365","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,6,29]]}}}