Survival Prediction Model for Patients with Hepatocellular Carcinoma and Extrahepatic Metastasis Based on XGBoost Algorithm
Jihye Lim, Hyeon-Gi Jeon, Yeonjoo Seo, Moonjin Kim, Ja Un Moon, Se Hyun Cho · 2023
Read Survival Prediction Model for Patients with Hepatocellular Carcinoma and Extrahepatic Metastasis Based on XGBoost Algorithm by Jihye Lim, Hyeon-Gi Jeon, Yeonjoo Seo, Moonjin Kim, Ja Un Moon, Se Hyun Cho (2023) in the Tower of Babel, a free online library of public-domain works preserved in clean, searchable text. No sign-up. The full text is served as a plain-text file at a predictable URL, where text is present: https://antarctic-labs.com/tower-of-babel/pmc-10725646.txt.
Description
Jihye Lim and co-authors build a survival calculator for the bleakest form of liver cancer spread. Their 2023 study covers hepatocellular carcinoma that has already reached beyond the liver, where honest forecasts shape hard treatment choices.
From thirteen Korean hospitals they gathered nine hundred ninety-three patients who had not yet been treated. A gradient boosting model learned to predict survival at three, six, and twelve months from tumor traits, invasion, spread sites, a blood marker, and the treatment chosen. The model sorted patients well at all three horizons, and the first treatment decision carried the most weight in its calls. The tool is posted online for clinical use. The authors hope it supports care shaped to each patient.
Catalog record
| CREATOR | Jihye Lim, Hyeon-Gi Jeon, Yeonjoo Seo, Moonjin Kim, Ja Un Moon, Se Hyun Cho |
|---|---|
| YEAR | 2023 |
| COLLECTION | PAPERS |
| FORMAT | TXT |
| FILE SIZE | 34 KB |
| VERSION | 1.0 |
| LICENSE | CC BY 4.0 |
| RIGHTS | CC BY |
| SOURCE | Europe PMC |