Risk Factors and Predictive Models for Peripherally Inserted Central Catheter Unplanned Extubation in Patients With Cancer: Prospective, Machine Learning Study

Jinghui Zhang   ^{1, 2, 3} , PhD ;   Guiyuan Ma   ^{1, 2} , MD ;   Sha Peng   ^{1, 2} , MD ;   Jianmei Hou   ¹ , MD ;   Ran Xu   ^{1, 2} , MD ;   Lingxia Luo   ^{1, 2} , MD ;   Jiaji Hu   ^{1, 2} , MD ;   Nian Yao   ^{1, 2} , MD ;   Jiaan Wang   ⁴ , BS ;   Xin Huang   ⁵ , BS

¹ Teaching and Research Section of Clinical Nursing, Xiangya Hospital of Central South University, Changsha, Hunan, China

² Xiangya School of Nursing, Central South University, Changsha, Hunan, China

³ National Clinical Research Center for Geriatric Diseases, Xiangya Hospital, Central South University, Changsha, Hunan, China

⁴ Vascular Access Department, Hainan Provincial People's Hospital, Hainan, China

⁵ Department of Nursing, Affiliated Hospital of Qinghai University, Qinghai, China