Candyflipping and Other Combinations: Identifying Drug-Drug Combinations from an Online Forum

被引:14
作者
Chary, Michael [1 ]
Yi, David [2 ]
Manini, Alex F. [3 ]
机构
[1] NewYork Presbyterian Queens, Dept Emergency Med, Flushing, NY 11355 USA
[2] Bronx High Sch Sci, Bronx, NY USA
[3] Icahn Sch Med Mt Sinai, Dept Emergency Med, Div Med Toxicol, Flushing, NY USA
来源
FRONTIERS IN PSYCHIATRY | 2018年 / 9卷
关键词
natural language processing; computational biology; computer simulation; psychedelic drug use; toxicology; PSYCHOACTIVE SUBSTANCES; PHARMACOLOGY; ABUSE; MDMA; HALLUCINOGENS; INFORMATION; PREVALENCE; ECSTASY; USERS; LSD;
D O I
10.3389/fpsyt.2018.00135
中图分类号
R749 [精神病学];
学科分类号
100205 ;
摘要
Novel psychoactive substances (NPS) refer to synthetic compounds or derivatives of more widely known substances of abuse that have emerged over the last two decades. Case reports suggest that users combine substances to achieve desired psychotropic experiences while reducing dysphoria and unpleasant somatic effects. However, the pattern of combining NPS has not been studied on a large scale. Here, we show that posts discussing NPS describe combining nootropics with sedative-hypnotics and stimulants with plant hallucinogens or psychiatric medications. Discussions that mention sedative-hypnotics most commonly also mention hallucinogens and stimulants. We analyzed 20 years of publicly available posts from Lycaeum, an Internet forum dedicated to sharing information about psychoactive substance use. We used techniques from natural language processing and machine learning to identify NPS and correlate patterns of co-mentions of substances across posts. We found that conversations mentioning synthetic hallucinogens tended to divide into those mentioning hallucinogens derived from amphetamine and those derived from ergot. Conversations that mentioned synthetic hallucinogens tended not to mention plant hallucinogens. Conversations that mention bath salts commonly mention sedative-hypnotics or nootropics while more canonical stimulants are discussed with plant hallucinogens and psychiatric medications. All types of substances are frequently compared to MDMA, DMT, cocaine, or atropine when trying to describe their effects. Our results provide the largest analysis to date of online descriptions of patterns of polysubstance use and further demonstrate the utility of social media in learning about trends in substance use. We anticipate this work to lead to a more detailed analysis of the knowledge contained online about the patterns of usage and effects of novel psychoactive substances.
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页数:9
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