在Reddit上对关于电子尼古丁输送系统的年龄差异化对话进行调查
Mario A Navarro1, Andrea Malterud1, Zachary P Cahn1
1Office of Health Communication and Education, Center for Tobacco Products, Food and Drug Administration (FDA), Silver Spring, Maryland.
AJPM focus
|October 4, 2023
概括
这项研究使用机器学习来预测用户年龄在Reddit上讨论电子尼古丁递送系统 (ENDS). 未成年和法定年龄的用户讨论了不同的ENDDS主题,突出了不同的担忧和行为.
科学领域:
- 公共卫生 公共卫生
- 数字健康数字健康
- 社交媒体分析 社交媒体分析
背景情况:
- 电子尼古丁输送系统 (ENDS) 在各种年龄组中越来越受欢迎.
- 了解围绕ENDS的年龄特定话语对于公共卫生干预至关重要.
- 像Reddit这样的社交媒体平台提供了对用户对话和趋势的洞察力.
研究的目的:
- 分析年龄差异化的关于Reddit上 ENDS的讨论.
- 为了区分未成年人 (13-20岁) 和法定年龄 (21-54岁) ENDS用户之间的对话话题.
主要方法:
- 使用机器学习算法预测用户的年龄分为两个类别:13-20岁 (未成年) 和21-54岁 (合法年龄).
- 对于每个年龄组和关键字搜索,在与 ENDS 相关的 Reddit 帖子中排名前 25 的最高卡玛 ENDS 相关的 Reddit 帖子上进行了定性编码.
- 分析的重点是确定每个年龄人口的不同主题和子类别.
主要成果:
- 主要讨论的主题包括风味限制政策,烟草21政策和一般使用.
- 在法定年龄组 (21-54岁) 中,反对风味政策的情况更为普遍.
- 未成年群体 (13-20岁) 更频繁地讨论反对最低年龄法和获取风味EDS产品的反对意见,而合法年龄群体则专注于一般的电子烟行为.
结论:
- 在Reddit上讨论的与ENDS相关的主题中,未成年人和法定年龄的用户之间存在显著的差异.
- 这些年龄区分的对话提供了关于ENDS政策和使用的不同观点的宝贵见解.
- 结果可以为针对性公共卫生战略和ENDS营销和访问的法规提供信息.
更多相关视频
09:30A Microcontroller Operated Device for the Generation of Liquid Extracts from Conventional Cigarette Smoke and Electronic Cigarette Aerosol
Published on: January 18, 2018
8.4K
10:44Comparing the Effects of Electronic Cigarette Vapor and Cigarette Smoke in a Novel In Vivo Exposure System
Published on: May 24, 2017
11.5K
相关概念视频
Stimulants
237
Stimulants are substances that enhance neural activity and elevate dopamine levels in the brain, leading to their highly addictive nature. These drugs include cocaine, amphetamines, MDMA, caffeine, and nicotine, each with distinct mechanisms of action and varied health implications.
Cocaine can be administered via snorting, injection, or smoking. It primarily functions by blocking the reuptake of dopamine, resulting in a euphoric high characterized by an intense sensation of happiness and...
Cocaine can be administered via snorting, injection, or smoking. It primarily functions by blocking the reuptake of dopamine, resulting in a euphoric high characterized by an intense sensation of happiness and...
237
Drugs Acting on Autonomic Ganglia: Stimulants
1.4K
Ganglionic stimulants activate NM nicotinic receptors in autonomic ganglia, falling into two categories: nicotine mimetics [e.g., lobeline, dimethylpiperazine, tetramethylammonium] and muscarinic receptor agonists [e.g., muscarine, methacholine]. The first category's action is rapid and blocked by nicotinic receptor antagonists, while the second category's action is delayed and blocked by atropine-like agents. Nicotine, an alkaloid, affects the heart rate by stimulating...
1.4K
Cholinergic Receptors: Nicotinic
2.9K
Nicotinic receptors are ligand-gated ion channels that are activated by acetylcholine and nicotine. Upon activation, they cause a rapid increase in the permeability of cells to K+, Na+, and Ca2+, followed by depolarization and excitation. They are in the autonomic ganglia, skeletal neuromuscular junction, CNS, and adrenal medulla.
There are two types of nicotinic receptors: neuromuscular (NM/NM/N1) and neuronal (NN/NN/N2). The two families differ based on their location and selectivity to...
There are two types of nicotinic receptors: neuromuscular (NM/NM/N1) and neuronal (NN/NN/N2). The two families differ based on their location and selectivity to...
2.9K
Drug Regulation
1.4K
Drug regulation encompasses the management of drug usage by evaluating its safety and efficacy through assessments conducted by regulatory authorities. Regrettably, the history of drug regulation is marred by several catastrophic events. One such incident is the Elixir Sulfanilamide tragedy, in which the toxic compound diethyl glycol was included in a sweet-tasting medication, leading to numerous fatalities. This event prompted the enactment of the Food, Drug, and Cosmetic Act in 1938. Under...
1.4K
Drug Delivery: Miscellaneous Routes
371
Drug delivery methods like oral inhalation, nasal sprays, transdermal patches, eye drops, intravitreal injection, and rectal administration provide localized effects with reduced toxicity.
Oral inhalation and nasal sprays swiftly transfer drugs across the respiratory epithelium's mucosal layer. Inhaled glucocorticoids and bronchodilators directly target lung conditions such as asthma, while fluticasone nasal spray mitigates allergic rhinitis.
Transdermal patches transport drugs...
Oral inhalation and nasal sprays swiftly transfer drugs across the respiratory epithelium's mucosal layer. Inhaled glucocorticoids and bronchodilators directly target lung conditions such as asthma, while fluticasone nasal spray mitigates allergic rhinitis.
Transdermal patches transport drugs...
371
Vaporization
34.7K
The physical form of a substance changes by changing its temperature. For example, raising the temperature of a liquid causes the liquid to vaporize (convert into vapor). The process is called vaporization—a surface phenomenon. For vaporization to occur, kinetic energy must be greater than the intermolecular forces that keep molecules bonded. The amount of energy needed to vaporize a quantity of liquid at a given pressure and a constant temperature is called the heat of vaporization. When...
34.7K
