A hybrid machine learning model combining association rule mining and classification algorithms to predict differentiated thyroid cancer recurrence

This study introduces a robust and interpretable predictive model that enhances personalized medicine in thyroid cancer care. The model effectively identifies high-risk individuals, allowing for tailored follow-up strategies that could improve patient outcomes and optimize resource allocation in DTC management.

Authors

Institutions

Publication Details

Journal
Frontiers in Medicine
Published
2024-10-04
DOI
https://doi.org/10.3389/fmed.2024.1461372
Citations
17
Primary Topic
Thyroid Cancer Diagnosis and Treatment
Type
article
Field-Weighted Citation Impact
6.08

Funders

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article

A hybrid machine learning model combining association rule mining and classification algorithms to predict differentiated thyroid cancer recurrence

Nasrin Mansuri, Emin Tamer Elkıran, Cemil Çolak, Fatma Hilal Yağın et al.
17 citations
Frontiers in Medicine
Thyroid Cancer Diagnosis and Treatment
6.08
article

A hybrid machine learning model combining association rule mining and classification algorithms to predict differentiated thyroid cancer recurrence

Nasrin Mansuri, Emin Tamer Elkıran, Cemil Çolak, Fatma Hilal Yağın, Fuzail Ahmad, Luca Paolo Ardigò, Feyza Firat Atay
article en
17 citations

Abstract

This study introduces a robust and interpretable predictive model that enhances personalized medicine in thyroid cancer care. The model effectively identifies high-risk individuals, allowing for tailored follow-up strategies that could improve patient outcomes and optimize resource allocation in DTC management.

Frontiers in MedicineVol. 11
Alfaisal University (SA), Inonu University (TR), NLA University College (NO), King Khalid University (SA)
King Khalid University
Openalex Percentile: Top 3%
Thyroid Cancer Diagnosis and Treatment
6.08
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