MenglinLu / Patient-representation-based-on-statistics
基于MIMICIII临床数据库,对传统基于简单统计特征的患者表示进行改进,使用遗传算法获取重要统计特征对患者进行表示,基于StackIng的模型Super Learner预测患者进入ICU24时后的死亡率,与包括疾病严重程度评分以及基于简单统计特征的患者表示构成的baseline进行对比,AUC平均提高0.05。
☆14Updated 5 years ago
Alternatives and similar repositories for Patient-representation-based-on-statistics:
Users that are interested in Patient-representation-based-on-statistics are comparing it to the libraries listed below
- This repository is a tutorial about survival analysis based on advanced machine learning methods including Random Forest, Gradient Boosti…☆31Updated 6 years ago
- Description of the obesity project done with MIMIC-III database on March 2017.☆12Updated 5 years ago
- We used different machine learning approaches to build models for detecting and visualizing important prognostic indicators of breast can…☆13Updated 4 years ago
- Dementia (Alzheimer's Disease) Risk Prediction Tool based on UK Biobank☆22Updated last month
- 🫀 Code for "Neural network-based integration of polygenic and clinical information: Development and validation of a prediction model for…☆13Updated 2 years ago
- Implementation of DeepSurv using Keras☆51Updated last year
- The effect of metabolic traits on oral and oropharyngeal cancer risk: a Mendelian randomization analysis☆11Updated last year
- ☆38Updated 6 months ago
- ☆39Updated last month
- 医学统计学与临床建模☆15Updated 4 years ago
- Appendix to the paper "Developing clinical prediction models: a step-by-step practical guide with examples in R"☆35Updated 9 months ago
- Transthoracic echocardiography and mortality in sepsis: analysis of the MIMIC-III database☆51Updated 3 years ago
- Analysis code for applied UK Biobank analyses in Mendelian randomisation for mediation analysis and example code for MR and mediation ana…☆12Updated 4 years ago
- Association between physical frailty and incident depression☆11Updated 9 months ago
- Repo for Oxygenation project proposed by KC at Datathon☆23Updated 5 years ago
- Multivariable Mendelian randomization to investigate the independent effects of smoking and alcohol on risk of head and neck cancer☆32Updated 4 years ago
- 2021/7/9测试KwaiSurvival的实验代码☆11Updated 3 years ago
- ☆22Updated 3 years ago
- ☆11Updated last year
- Analysis workflow for MRC-IEU PhD mini-project on childhood BMI effect on breast cancer☆77Updated 10 months ago
- Using traditional machine learning and deep learning methods to predict stuff from TCGA pathology slides.☆18Updated 6 years ago
- ☆18Updated 4 years ago
- Deep learning prognosis for lung cancer☆11Updated 5 years ago
- Analysis the association between caffeine intake and gallstones and cholecystectomy among U.S adults☆10Updated 3 years ago
- Code for the paper 'Identifying Modifiable Risk Factors and Their Joint Effect on Dementia Prevention'☆13Updated last year
- Global, regional, and national burden of epilepsy, 1990–2021: a systematic analysis for the Global Burden of Disease Study 2021☆20Updated last year
- COX Proportional risk model and survival analysis implemented by tensorflow.☆103Updated 3 years ago
- ⛑ Code for "Metabolomic profiles predict individual multi-disease outcomes" ⛑☆23Updated 2 years ago
- Code for analyses in "Obesity and risk of female reproductive disorders: A Mendelian Randomisation Study"☆15Updated last month
- Prediction of ICU Readmissions Using Data at Patient Discharge using MIMICIII Database☆26Updated 3 years ago