Wiktor Laszewicz, Franciszek Iwańczak, Barbara Iwańczak
Seroprevalence of Helicobacter pylori infection in Polish children and adults depending on socioeconomic status and living conditions
Advances in medical sciences
study explores progression intracerebral hemorrhage ich patients mild moderate traumatic brain injury tbi aims predict risk ich progression using initial ct scans identify clinical factors associated progression retrospective analysis tbi patients january 2010 december 2021 performed focusing initial ct evaluations demographic comorbid medical history data ich categorized intraparenchymal hemorrhage iph petechial hemorrhage ph subarachnoid hemorrhage sah within study cohort identified 222 progression rate ich among 650 tbi patients random forest algorithm identified variables petechial hemorrhage ph countercoup injury significant predictors ich progression xgboost algorithm incorporating key variables identified shap values demonstrated robust performance achieving auc 09 additionally individual risk assessment diagram utilizing significant shap values visually represented impact variable risk ich progression providing personalized risk profiles approach highlighted auc 0913 underscores models precision predicting ich progression marking significant step towards enhancing tbi patient management early identification ich progression risks