在COVID-19中吸烟行为的风险概况:分类和回归树分析方法
Jiangyun Chen1,2,3, Jiao Yang4, Siyuan Liu5
1School of Health Management, Southern Medical University, No.1023-1063 Shatai Road, Baiyun District, Guangzhou City, Guangdong Province, China.
BMC public health
|November 22, 2023
概括
在COVID-19大流行期间,影响吸烟行为的主要因素是被动吸烟的接受. 确定了高风险吸烟者,强调了戒烟干预措施的必要性.
科学领域:
- 公共卫生 公共卫生
- 流行病学 流行病学
- 行为科学 行为科学
背景情况:
- COVID-19 流行病对全球健康产生了重大影响,并与吸烟行为建立了联系.
- 之前的研究指出了大流行期间吸烟的变化,但没有确定关键影响因素或高风险群体.
研究的目的:
- 在COVID-19大流行期间确定影响吸烟行为的主要因素.
- 为了确定在此期间增加吸烟的高风险人群.
主要方法:
- 在全国范围内对21,916名参与者进行了调查.
- 后勤回归分析了与吸烟相关的因素 (社会人口统计,社会支持,心理健康,自我效能).
- 分类和回归树 (CART) 确定了高风险群体和关键预测因素.
主要成果:
- 对被动吸烟的接受是吸烟行为的最强有力的预测因素.
- 确定了一个高风险子组 (34%):那些被动吸烟接受度很高,附近没有吸烟者,吸烟史≥30年的人.
- 卡特模型的准确率达到87%.
结论:
- 被动吸烟的接受是影响大流行期间吸烟行为的主要因素.
- 提高人们对二手烟危害的认识至关重要.
- 利用"口罩保护"效应可以帮助高危人群戒烟.
相关概念视频
Statistical Methods for Analyzing Epidemiological Data
376
Epidemiological data primarily involves information on specific populations' occurrence, distribution, and determinants of health and diseases. This data is crucial for understanding disease patterns and impacts, aiding public health decision-making and disease prevention strategies. The analysis of epidemiological data employs various statistical methods to interpret health-related data effectively. Here are some commonly used methods:
376
Survival Tree
87
Survival trees are a non-parametric method used in survival analysis to model the relationship between a set of covariates and the time until an event of interest occurs, often referred to as the "time-to-event" or "survival time." This method is particularly useful when dealing with censored data, where the event has not occurred for some individuals by the end of the study period, or when the exact time of the event is unknown.
Building a Survival Tree
Constructing a...
Building a Survival Tree
Constructing a...
87
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
COPD: Pathogenesis and Clinical Features
294
Chronic obstructive pulmonary disease (COPD) is a group of lung conditions that progressively worsen over time, including chronic bronchitis and emphysema. This cluster of diseases collectively leads to a gradual and irreversible decline in lung function over time.
The primary cause for the onset of COPD is cigarette smoking and exposure to air pollution. These hazardous factors initiate a chain reaction within the lungs, resulting in chronic inflammation, damage to the airways, and a...
The primary cause for the onset of COPD is cigarette smoking and exposure to air pollution. These hazardous factors initiate a chain reaction within the lungs, resulting in chronic inflammation, damage to the airways, and a...
294
Asthma-II: Pathophysiology and Classification
2.7K
Asthma is a prevalent chronic respiratory condition marked by inflammation and hyperresponsiveness of the airways. Its pathophysiology involves complex interactions among inflammatory pathways, immune responses, and neural mechanisms.
Additionally, environmental and genetic factors play crucial roles in determining an individual's susceptibility to asthma and the severity of their condition.
Critical processes in asthma pathophysiology include:
Additionally, environmental and genetic factors play crucial roles in determining an individual's susceptibility to asthma and the severity of their condition.
Critical processes in asthma pathophysiology include:
2.7K
Classification of Illness
7.5K
The meaning of illness is individualized to each person who experiences an alteration in health. In contrast, disease is a medical term indicating a pathological change in the structure and function of the body or mind. It is a condition that has specific symptoms and boundaries.
An illness is a response to a disease in which the person's level of functioning is changed compared with a previous level. The general classification of illness includes acute and chronic.
Acute illness is severe...
An illness is a response to a disease in which the person's level of functioning is changed compared with a previous level. The general classification of illness includes acute and chronic.
Acute illness is severe...
7.5K


