相关实验视频

Updated: May 22, 2025

An R-Based Landscape Validation of a Competing Risk Model
05:37

An R-Based Landscape Validation of a Competing Risk Model

Published on: September 16, 2022

2.0K

预测冠心病风险的机器学习模型:使用来自日本人口研究的见解的开发和验证.

Thien Vu1,2,3, Yoshihiro Kokubo4, Mai Inoue1

  • 1Artificial Intelligence Center for Health and Biomedical Research, National Institutes of Biomedical Innovation, Health and Nutrition, 3-17 Senrioka-shinmachi, Osaka, 566-0002, Japan, 81 8093069457.

JMIR cardio
|May 12, 2025
PubMed
概括

机器学习准确地预测冠心病 (CHD) 风险,使用新的因素,如水平和身体脂肪. 这种方法有助于医疗保健专业人员识别多因素风险,以制定有效的预防策略.

关键词:
在 CHD 中,您可以使用 CHD.极端的梯度增强 极端的梯度增强轻度梯度增强机器 轻度梯度增强机器轻GBMM 轻GBM 轻GBM 轻GBM这就是 SHAP SHAP 的意思.在SVM中,SVM是SVM.莎普利的添加式解释在XGBoost中使用.冠心病是一种冠心病.逻辑回归的逻辑回归方法机器学习是机器学习.随机的森林随机的森林支持矢量机器的支持矢量机器

更多相关视频

Signal Acquisition, Score Interpretation, and Economics of a Non-Invasive Point-of-Care Test for Coronary Artery Disease06:16

Signal Acquisition, Score Interpretation, and Economics of a Non-Invasive Point-of-Care Test for Coronary Artery Disease

Published on: August 9, 2024

330
Implementation of a Real-Time Psychosis Risk Detection and Alerting System Based on Electronic Health Records using CogStack07:31

Implementation of a Real-Time Psychosis Risk Detection and Alerting System Based on Electronic Health Records using CogStack

Published on: May 15, 2020

7.0K

相关概念视频

Relative Risk01:12

Relative Risk

Relative risk (RR) is a statistical measure commonly used in epidemiology to compare the likelihood of a particular event occurring between two groups. This metric is important for evaluating the relationship between exposure to a specific risk factor and the probability of a particular outcome. It plays a crucial role in medical research, public health studies, and risk assessment. Relative risk quantifies how much more (or less) likely an event is to occur in an exposed group compared to an...
104
Cancer Survival Analysis01:21

Cancer Survival Analysis

Cancer survival analysis focuses on quantifying and interpreting the time from a key starting point, such as diagnosis or the initiation of treatment, to a specific endpoint, such as remission or death. This analysis provides critical insights into treatment effectiveness and factors that influence patient outcomes, helping to shape clinical decisions and guide prognostic evaluations. A cornerstone of oncology research, survival analysis tackles the challenges of skewed, non-normally...
315
Hazard Ratio01:12

Hazard Ratio

The hazard ratio (HR) is a widely used measure in clinical trials to compare the risk of events, such as death or disease recurrence, between two groups over time. It reflects the ratio of hazard rates—the instantaneous risk of the event occurring—between a treatment group and a control group. This measure provides valuable insights into the relative effectiveness of a treatment by assessing how the risk of an event differs between the two groups.
For example, in a clinical trial...
73