应用因果推理方法对聚合的纵向非随机研究:一个方法学系统性审查
Heather Hufstedler1, Nicole Mauer1, Edmund Yeboah1
1Heidelberg University.
Research square
|September 11, 2023
概括
个体级患者数据元分析 (IPD-MAs) 很少使用因果关系方法,报告能力差. 本次审查建议改善合作和报告准则,以提高IPD-MAs医疗证据的可信度.
科学领域:
- 医学研究方法论医学研究方法论.
- 流行病学 流行病学
- 生物统计学 生物统计学
背景情况:
- 观察数据对于现实世界的医学见解至关重要,但需要谨慎的方法来推断因果关系.
- 个体级患者数据元分析 (IPD-MAs) 是有价值的,但它们对因果估计的方法严格性需要评估.
- 之前的评估强调了医学研究中应用因果推理技术的潜在局限性.
结论:
- 需要加强临床医生和方法学家之间的合作,以改善IPD-MAs的因果推断.
- 报告准则的建议清单旨在提高IPD-MAs的质量和透明度.
- 加强IPD-MA中的因果方法和报告可以提高卫生政策决策的证据可靠性.
关键词:
这就是IPD-MA.有关因果推理的推理.队列研究是指队列研究.流行病学流行病学个人参与者数据 个人参与者数据个人层面的数据汇总了元分析.纵向观测数据是纵向观测数据.这是一个元分析.方法的系统审查方法的系统审查.观察数据 观察数据 观察数据聚合 聚合 聚合 聚合 聚合报告准则 报告准则更多相关视频
08:43Application of Granger Causality Analysis of the Directed Functional Connection in Alzheimer's Disease and Mild Cognitive Impairment
Published on: August 7, 2017
7.9K
10:26Problem-Solving Before Instruction PS-I: A Protocol for Assessment and Intervention in Students with Different Abilities
Published on: September 11, 2021
4.0K
相关概念视频
Causality in Epidemiology
463
Causality or causation is a fundamental concept in epidemiology, vital for understanding the relationships between various factors and health outcomes. Despite its importance, there's no single, universally accepted definition of causality within the discipline. Drawing from a systematic review, causality in epidemiology encompasses several definitions, including production, necessary and sufficient, sufficient-component, counterfactual, and probabilistic models. Each has its strengths and...
463
Introduction to Epidemiology
770
Epidemiology, known as the cornerstone of public health, involves studying the distribution and determinants of health-related events in defined populations and applying these insights to control health issues. This is essential for understanding how diseases spread, identifying populations at greater risk, and implementing measures to control or prevent outbreaks. Epidemiology addresses not only infectious diseases but also non-communicable conditions like cancer and cardiovascular disease,...
770
Longitudinal Studies
186
Longitudinal studies are also widely used in other medical and social science fields. For instance, in cardiovascular research, they can monitor patients' health over decades to identify risk factors for heart disease, such as high cholesterol or smoking, and evaluate the long-term effectiveness of preventive measures. Similarly, in mental health studies, researchers might follow individuals from adolescence into adulthood to understand the development and progression of conditions like...
186
Criteria for Causality: Bradford Hill Criteria - II
359
The Bradford Hill criteria serve as guidelines for establishing causative links in epidemiological research. Beyond Strength, Consistency, Specificity, and Temporality, key criteria also include Biological Gradient, Plausibility, Coherence, Experiment, and Analogy. These principles assist scientists in assessing the likelihood of causation in complex biological contexts. Below is a summary of these concepts:
359
Observational Studies
8.7K
Observational studies are a type of analytical study where researchers observe events without any interventions. In other words, the researcher does not influence the response variable or the experiment's outcome.
There are three types of observational studies – Prospective, retrospective, and cross-sectional.
Prospective Study
Prospective studies, also known as longitudinal or cohort studies, are carried out by collecting future data from groups sharing similar characteristics. One...
There are three types of observational studies – Prospective, retrospective, and cross-sectional.
Prospective Study
Prospective studies, also known as longitudinal or cohort studies, are carried out by collecting future data from groups sharing similar characteristics. One...
8.7K
Types of Biopharmaceutical Studies: Controlled and Non-Controlled Approaches
147
Biopharmaceutical studies constitute a vital field aiming to enhance drug delivery methods and refine therapeutic approaches, drawing upon diverse interdisciplinary knowledge. In research methodologies, the choice between controlled and non-controlled studies significantly influences the study's reliability and accuracy.
Non-controlled studies, commonly employed for initial exploration, lack a control group, rendering them susceptible to biases and external influences. In contrast,...
Non-controlled studies, commonly employed for initial exploration, lack a control group, rendering them susceptible to biases and external influences. In contrast,...
147
