A brand new synthetic intelligence evaluation of 1000’s of posts from the favored on-line dialogue discussion board Reddit reveals that vapers are involved about e-cigarettes’ attainable influence on the whole lot from their respiratory, gastrointestinal, and cardiovascular programs to their psychological and sexual well being and sleep patterns. In addition they fear about the potential of dependancy, most cancers, and dental issues.
“Our objective is to make clear how the general public, of their pure conversations, describe well being issues related to vaping e-cigarettes,” stated Alexandra DeLucia, a doctoral candidate in laptop science at Johns Hopkins College’s Whiting Faculty of Engineering.
DeLucia was a part of a multi-institution workforce that performed the analysis as a part of the JHU’s Heart of Excellence in Regulatory Science and Innovation. The workforce included colleagues from the FDA’s Heart for Tobacco Merchandise, or CTP.
“The FDA CTP’s mission is to guard People from tobacco-related ailments and dying,” DeLucia stated. “Our hope is that listening to what ‘actual voices’ are saying will considerably improve understanding of how folks take into consideration e-cigarettes.”
The researchers imagine this info has the potential to tell new, simpler public well being analysis and media campaigns by leveraging the voices and experiences of extraordinary individuals who use e-cigarettes.
DeLucia labored on the evaluation with Mark Dredze, an affiliate professor of laptop science at Johns Hopkins and director of analysis (foundations of AI) on the college’s AI-X Foundry; Adam Poliak, an assistant professor of laptop science at Bryn Mawr Faculty; and John W. Ayers, affiliate adjunct professor of drugs at College of California San Diego.
To seek out detailed discussions about e-cigarettes, the workforce turned to Reddit, with its 55 million each day customers and about 10 million each day posts. Reddit was most well-liked over Twitter and different social media platforms due to its lengthy, conversational format.
“Tweets are nice for studying what eating places somebody went to final night time or what political get together they help,” DeLucia stated, “however on the subject of advanced points, we want richer information that goes past Twitter’s social media character limits. Reddit provides us that.”
As well as, Reddit conversations are conveniently organized into smaller communities referred to as “subreddits,” permitting the researchers to establish conversations associated to vaping and to trust that the conversations being analyzed have been related. To additional focus their information, the workforce included solely dialogue threads and posts that contained the phrase “does ____ trigger,” DeLucia stated.
“That allowed us to seize questions akin to ‘Does e-juice trigger X’ or ‘Does vaping trigger X?'” she stated.
“What we realized was that folks posting in dialogue threads about e-cigarette use on Reddit primarily describe respiratory, gastrointestinal, and cardiovascular issues,” DeLucia stated. “Much less-cited issues have been neurological, dermatology, oral well being, and sexual well being. Moreover, psychiatry, oncologic, dependancy, and sleep issues have been raised by posters.”
Subsequent steps for this analysis embrace making use of this technique to further Reddit communities to find perceived well being outcomes of different merchandise.
DeLucia and the workforce offered their findings on the annual assembly of the Society for Analysis on Nicotine and Tobacco, held in early March in San Antonio.
Johns Hopkins College
Quotation:
Reddit customers involved by well being dangers of vaping, in response to AI evaluation (2023, Might 15)
retrieved 15 Might 2023
from https://medicalxpress.com/information/2023-05-reddit-users-health-vaping-ai.html
This doc is topic to copyright. Aside from any honest dealing for the aim of personal research or analysis, no
half could also be reproduced with out the written permission. The content material is supplied for info functions solely.