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Development and validation of 15-month mortality prediction models: a retrospective observational comparison of machine-learning techniques in a national sample of Medicare recipients

机译：15个月死亡率预测模型的开发和验证：全国医疗保险接受者样本中机器学习技术的回顾性观察比较

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摘要

ObjectiveThe objective is to develop and validate a predictive model for 15-month mortality using a random sample of community-dwelling Medicare beneficiaries.

机译：目的目的是使用随机居住的社区医疗保险受益人样本来开发和验证15个月死亡率的预测模型。

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期刊名称 BMJ Open
作者
Gregory D Berg; Virginia F Gurley;
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作者单位

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年(卷),期 2019(9),7
年度 2019
页码 e022935
总页数 10
原文格式 PDF
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中图分类
关键词
terminal care hospice care achine learning classification palliative care;

机译：临终关怀;临终关怀;机器学习;分类;姑息治疗;

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1. Development and Validation of a Quick Sepsis-Related Organ Failure Assessment-Based Machine-Learning Model for Mortality Prediction in Patients with Suspected Infection in the Emergency Department [J] . Young Suk Kwon, Moon Seong Baek Journal of Clinical Medicine . 2020,第3期

机译：急诊部疑似感染患者患者死亡率预测的快速脓毒症相关器官失效评估模型的开发与验证
2. Development and validation of a 5-year mortality prediction model using regularized regression and Medicare data [J] . Lund Jennifer L., Kuo Tzy-Mey, Brookhart M. Alan, Pharmacoepidemiology and drug safety . 2019,第5期

机译：使用正规化回归和Medicare数据的5年死亡率预测模型的开发与验证
3. Joint use of over- and under-sampling techniques and cross-validation for the development and assessment of prediction models [J] . Rok Blagus, Lara Lusa BMC Bioinformatics . 2015,第1期

机译：联合使用过采样和欠采样技术以及交叉验证来开发和评估预测模型
4. Prediction using patient comparison vs. modeling: A case study for mortality prediction [C] . Mark Hoogendoorn, Ali el Hassouni, Kwongyen Mok, Annual International Conference of the IEEE Engineering in Medicine and Biology Society . 2016

机译：使用患者比较和模型进行预测：死亡率预测的案例研究
5. Bird species prediction modeling: A comparison of multiple modeling techniques at Francis Marion National Forest in South Carolina. [D] . Roberson, Justin Lee. 2008

机译：鸟类物种预测建模：南卡罗来纳州弗朗西斯·马里恩国家森林的多种建模技术的比较。
6. Development and Validation of a Quick Sepsis-Related Organ Failure Assessment-Based Machine-Learning Model for Mortality Prediction in Patients with Suspected Infection in the Emergency Department [O] . Young Suk Kwon, Moon Seong Baek 2020

机译：基于败血症的快速器官衰竭评估基于机器学习模型的开发和验证用于急诊科怀疑感染患者的死亡率预测
7. Development and validation of 15-month mortality prediction models: a retrospective observational comparison of machine-learning techniques in a national sample of Medicare recipients [O] . Gregory D Berg, Virginia F Gurley 2019

机译：15个月死亡率预测模型的开发与验证：一种追溯观测比较的医疗保险人的国家样本中的机器学习技术

Development and validation of 15-month mortality prediction models: a retrospective observational comparison of machine-learning techniques in a national sample of Medicare recipients

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