社交媒体对心血管饮食的影响

IF 5.9 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS
AnneMarie Arcidiacono DO , Jeris Abuhouran MD , James Arcidiacono MD , Farah Deshmukh MD
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引用次数: 0

摘要

社交媒体已经成为一个强大的、有影响力的平台,其中充斥着与健康相关的信息。心脏健康饮食最近引起了人们的兴趣,引发了一波内容创作和参与。这种增加的能见度提出了一些重要的问题,关于可能影响公众认知和饮食行为的性质、情绪和趋势。方法采用预训练的基于bert的自然语言处理(NLP)模型对社交媒体帖子进行情感分析和内容审查,并基于饮食关键词对社交媒体帖子进行兴趣分类。我们分析了来自TikTok、YouTube和Instagram等网站的450多条社交媒体帖子,包括“心脏健康食品”、“低钠饮食”、“DASH饮食”和“地中海饮食”,然后使用NLP对帖子进行了正面、中性或负面的分类,并分析了每个帖子的参与度。然后通过分析2018-2023年谷歌数据,将其与饮食相关搜索引擎趋势进行比较。结果对TikTok帖子、YouTube视频和Instagram帖子的分析显示,正面评价分别为85%、70%和80%。不幸的是,有影响力的人的健康建议与基于证据的实践严重矛盾,数据不准确,从“奇迹食品”(例如,降血压的芹菜)到过度简化的饮食建议(生酮界的“吃黄油有利于心脏健康”),再到推广不受监管的膳食补充剂和排毒计划。在抖音和Instagram上,只有36%的营养相关帖子是完全准确的。人们对地中海饮食的兴趣一直很浓厚,在b谷歌次搜索中占33.9%。对酮类和间歇性禁食等流行饮食的兴趣在大流行期间(2020-2021年)达到顶峰,但后来有所下降,尽管每年1月和2月的饮食搜索经常出现高峰。结论通过综合分析这些不同平台上对心脏健康饮食的数量、内容和情绪,我们可以深入了解它们在塑造饮食习惯方面的作用,突出潜在的机会和机会,以改善健康教育和预防医学。鉴于社交媒体对营养信息的影响,医疗保健专业人员有义务使用基于证据的实践来密切监测、指导并让患者参与有关心脏健康饮食最佳实践的讨论。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
THE IMPACT OF SOCIAL MEDIA ON A CARDIOVASCULAR FOCUSED DIET

Therapeutic Area

Nutrition/Exercise

Background

Social media has become a powerful, influential platform that is saturated in health-related information. Heart healthy diets have recently gained interest prompting a wave of content creation and engagement. This increased visibility raises important questions about the nature, sentiment, and trends that may influence public perception and dietary behaviors.

Methods

We conducted a sentiment analysis and content review using a pretrained BERT-based Natural Language Processing (NLP) model to classify social media posts based on diet keywords to classify interests. We analyzed over 450 social media posts from websites including TikTok, YouTube, and Instagram that included “heart-healthy foods”, “low sodium diet”, “DASH diet”, and “Mediterranean diet” using NLP posts were then classified unto positive, neutral or negative with analysis of amount of engagement of each post. This was then compared to search-engine trends of diet related searches by analyzing Google data between 2018-2023.

Results

An analysis of TikTok posts, YouTube videos, and Instagram posts revealed positive ratings of 85%, 70%, and 80% respectively. Unfortunately, health advice by influencers significantly contradicted evidence-based practice with inaccurate data ranging from “miracle foods” (e.g., blood pressure lowering celery), to oversimplified diet recommendations (“eat butter for heart health” in ketogenic circles), to promoting unregulated dietary supplements and detox programs. Only 36% of nutrition related posts on TikTok and Instagram were found to be fully accurate. The Mediterranean diet has had consistently strong interest, accounting for 33.9% of Google searches. Interest in fad diets such as keto and intermittent fasting peaked during the pandemic (2020-2021) but later declined, although there are regular yearly spikes in diet-searches in January and February.

Conclusions

By comprehensively analyzing volume, content, and sentiment towards heart-healthy diets on these different platforms, we can gain insights into the role they are playing in shaping dietary habits, highlighting potential haps and opportunities to improve health education and preventative medicine. Given the influence of social media on nutrition information, healthcare professionals have an obligation to use evidence-based practices to closely monitor, guide, and engage patients in discussions regarding the best practices for heart-healthy diets.
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来源期刊
American journal of preventive cardiology
American journal of preventive cardiology Cardiology and Cardiovascular Medicine
CiteScore
6.60
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0.00%
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审稿时长
76 days
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