Explainable Machine-Learning Model to Classify Culprit Calcified Carotid Plaque in Embolic Stroke of Undetermined Source
| Title: | Explainable Machine-Learning Model to Classify Culprit Calcified Carotid Plaque in Embolic Stroke of Undetermined Source |
|---|---|
| Authors: | Sakai, Yu; Kim, Jiehyun; Phi, Huy Q.; Hu, Andrew C.; Balali, Pargol; Guggenberger, Konstanze V.; Woo, John H.; Bos, Daniel; Kasner, Scott E.; Cucchiara, Brett L.; Saba, Luca; Huang, Zhi; Haehn, Daniel; Song, Jae W. |
| Source: | Sakai, Y, Kim, J, Phi, H Q, Hu, A C, Balali, P, Guggenberger, K V, Woo, J H, Bos, D, Kasner, S E, Cucchiara, B L, Saba, L, Huang, Z, Haehn, D & Song, J W 2026, 'Explainable Machine-Learning Model to Classify Culprit Calcified Carotid Plaque in Embolic Stroke of Undetermined Source', Journal of Neuroimaging, vol. 36, no. 1, e70119. https://doi.org/10.1111/jon.70119 |
| Publication Year: | 2026 |
| Description: | Background and Purpose: Embolic stroke of undetermined source (ESUS) may be associated with carotid artery plaques with 2.6 mm and ≥112 mm 3 , respectively.f. Conclusions: ML model trained with noncalcified plaque and calcification features can classify culprit calcified carotid plaque better than conventional criteria. Using clinically interpretable features with SHAP, the model explained its decisions and suggested hypothesis-generating thresholds. |
| Document Type: | article in journal/newspaper |
| File Description: | application/pdf |
| Language: | English |
| ISSN: | 1051-2284; 1552-6569 |
| Relation: | info:eu-repo/semantics/altIdentifier/pmid/41568918; info:eu-repo/semantics/altIdentifier/pissn/1051-2284; info:eu-repo/semantics/altIdentifier/eissn/1552-6569 |
| DOI: | 10.1111/jon.70119 |
| Availability: | https://pure.eur.nl/en/publications/c7218aa8-ba66-4d9b-9449-7b172c53f9c5; https://doi.org/10.1111/jon.70119; https://pure.eur.nl/ws/files/226368485/Explainable_Machine-Learning_Model_to_Classify_Culprit_Calcified_Carotid_Plaque_in_Embolic_Stroke_of_Undetermined_Source.pdf; https://www.scopus.com/pages/publications/105028227098 |
| Rights: | info:eu-repo/semantics/openAccess ; http://creativecommons.org/licenses/by/4.0/ |
| Accession Number: | edsbas.CA1C17BA |
| Database: | BASE |