Interpretable machine learning model to predict rupture of small intracranial aneurysms and facilitate clinical decision

Author:

Xiong WeiGen,Chen TingTing,Li Jun,Xiang Lan,Zhang Cheng,Xiang Liang,Li YingBin,Chu Dong,Wu YueZhang,Jie Qiong,Qiu RunZe,Xu ZeYue,Zou JianJunORCID,Fan HongWei,Zhao ZhiHong

Funder

the Special Scientific Research Fund Project of Jiangsu Research Hospital Association - Precisely Drug use - CSPC Pharmaceutical Group Co., Ltd.

National Natural Science Foundation of China

Nanjing Pharmaceutical Association - Changzhou Siyao - Hospital Pharmaceutical Research Fund

Publisher

Springer Science and Business Media LLC

Subject

Psychiatry and Mental health,Neurology (clinical),Dermatology,General Medicine

Reference31 articles.

1. Wiebers DO, Whisnant JP, Huston J 3rd, Meissner I, Brown RD Jr, Piepgras DG, Forbes GS, Thielen K, Nichols D, O’Fallon WM, Peacock J, Jaeger L, Kassell NF, Kongable-Beckman GL, Torner JC, & International Study of Unruptured Intracranial Aneurysms Investigators (2003) Unruptured intracranial aneurysms: natural history, clinical outcome, and risks of surgical and endovascular treatment. Lancet (London, England) 362(9378):103–110. https://doi.org/10.1016/s0140-6736(03)13860-3

2. Macdonald RL, Schweizer TA (2017) Spontaneous subarachnoid haemorrhage. Lancet (London, England) 389(10069):655–666. https://doi.org/10.1016/S0140-6736(16)30668-7

3. Malhotra A, Wu X, Forman HP, Grossetta Nardini HK, Matouk CC, Gandhi D, Moore C, Sanelli P (2017) Growth and rupture risk of small unruptured intracranial aneurysms: a systematic review. Ann Intern Med 167(1):26–33. https://doi.org/10.7326/M17-0246

4. Bender MT, Wendt H, Monarch T, Beaty N, Lin LM, Huang J, Coon A, Tamargo RJ, Colby GP (2018) Small aneurysms account for the majority and increasing percentage of aneurysmal subarachnoid hemorrhage: A 25-year, single institution study. Neurosurg 83(4):692–699. https://doi.org/10.1093/neuros/nyx484

5. Greving JP, Wermer MJ, Brown RD Jr, Morita A, Juvela S, Yonekura M, Ishibashi T, Torner JC, Nakayama T, Rinkel GJ, Algra A (2014) Development of the PHASES score for prediction of risk of rupture of intracranial aneurysms: a pooled analysis of six prospective cohort studies. Lancet Neurol 13(1):59–66. https://doi.org/10.1016/S1474-4422(13)70263-1

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