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Using a Guided Machine Learning Ensemble Model to Predict Discharge Disposition following Meningioma Resection.
J Neurol Surg B Skull Base. 2018 Apr;79(2):123-130. doi: 10.1055/s-0037-1604393. Epub 2017 Aug 8.
J Neurol Surg B Skull Base. 2018.
PMID: 29868316
Free PMC article.
The impact of presurgical comorbidities on discharge disposition and length of hospitalization following craniotomy for brain tumor.
Muhlestein WE, Akagi DS, Chotai S, Chambless LB.
Muhlestein WE, et al. Among authors: akagi ds.
Surg Neurol Int. 2017 Sep 7;8:220. doi: 10.4103/sni.sni_54_17. eCollection 2017.
Surg Neurol Int. 2017.
PMID: 28966826
Free PMC article.
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Machine learning ensemble models predict total charges and drivers of cost for transsphenoidal surgery for pituitary tumor.
Muhlestein WE, Akagi DS, McManus AR, Chambless LB.
Muhlestein WE, et al. Among authors: akagi ds.
J Neurosurg. 2018 Sep 21;131(2):507-516. doi: 10.3171/2018.4.JNS18306.
J Neurosurg. 2018.
PMID: 30239321
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The Impact of Race on Discharge Disposition and Length of Hospitalization After Craniotomy for Brain Tumor.
Muhlestein WE, Akagi DS, Chotai S, Chambless LB.
Muhlestein WE, et al. Among authors: akagi ds.
World Neurosurg. 2017 Aug;104:24-38. doi: 10.1016/j.wneu.2017.04.061. Epub 2017 May 3.
World Neurosurg. 2017.
PMID: 28478245
Free PMC article.
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Predicting Inpatient Length of Stay After Brain Tumor Surgery: Developing Machine Learning Ensembles to Improve Predictive Performance.
Muhlestein WE, Akagi DS, Davies JM, Chambless LB.
Muhlestein WE, et al. Among authors: akagi ds.
Neurosurgery. 2019 Sep 1;85(3):384-393. doi: 10.1093/neuros/nyy343.
Neurosurgery. 2019.
PMID: 30113665
Free PMC article.
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