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Machine learning models classifiers enable a strong prediction of radioembolization-induced liver disease, and define a new bilirubin threshold for selection of patients.

2/5 보강
European journal of nuclear medicine and molecular imaging 📖 저널 OA 42.9% 2022: 3/10 OA 2023: 7/13 OA 2024: 6/14 OA 2025: 36/80 OA 2026: 69/163 OA 2022~2026 2026 Vol.53(6) p. 3915-3924 Hepatocellular Carcinoma Treatment a
TL;DR Bilirubin was confirmed as a critical factor for REILD prediction with the identification of a new threshold that may improve patient risk stratification.
Retraction 확인
출처
PubMed DOI OpenAlex Semantic 마지막 보강 2026-04-29

PICO 자동 추출 (휴리스틱, conf 2/4)

유사 논문
P · Population 대상 환자/모집단
138 patients analyzed for REILD, ML identified bilirubin as a key predictor.
I · Intervention 중재 / 시술
추출되지 않음
C · Comparison 대조 / 비교
추출되지 않음
O · Outcome 결과 / 결론
[CONCLUSIONS] Bilirubin was confirmed as a critical factor for REILD prediction with the identification of a new threshold that may improve patient risk stratification. While tumor dose appears as the main predictor of treatment outcome, robust response models require additional features.
OpenAlex 토픽 · Hepatocellular Carcinoma Treatment and Prognosis Liver Disease Diagnosis and Treatment Cholangiocarcinoma and Gallbladder Cancer Studies

Rivera I, Bourien H, Morel-Corlu E, Peinoit A, Le Sourd S, Rolland Y


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