Literature DB >> 29760666

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

Michael Chary1, David Yi2, Alex F Manini3.   

Abstract

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.

Entities:  

Keywords:  computational biology; computer simulation; natural language processing; psychedelic drug use; toxicology

Year:  2018        PMID: 29760666      PMCID: PMC5936764          DOI: 10.3389/fpsyt.2018.00135

Source DB:  PubMed          Journal:  Front Psychiatry        ISSN: 1664-0640            Impact factor:   4.157


  30 in total

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Journal:  Cyberpsychol Behav       Date:  2007-02

Review 2.  Novel psychoactive substances: the pharmacology of stimulants and hallucinogens.

Authors:  Fabrizio Schifano; G Duccio Papanti; Laura Orsolini; John M Corkery
Journal:  Expert Rev Clin Pharmacol       Date:  2016-04-04       Impact factor: 5.045

Review 3.  Psychiatric symptoms in cannabis users.

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Journal:  Br J Psychiatry       Date:  1993-08       Impact factor: 9.319

4.  Methylone and mCPP, two new drugs of abuse?

Authors:  M G Bossong; J P Van Dijk; R J M Niesink
Journal:  Addict Biol       Date:  2005-12       Impact factor: 4.280

5.  Nicotine and caffeine use in cocaine-dependent individuals.

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Journal:  J Subst Abuse       Date:  1993

6.  Prevalence and correlates of co-ingestion of prescription tranquilizers and other psychoactive substances by U.S. high school seniors: Results from a national survey.

Authors:  Ty S Schepis; Brady T West; Christian J Teter; Sean Esteban McCabe
Journal:  Addict Behav       Date:  2015-08-12       Impact factor: 3.913

7.  Monoamine oxidase inhibitors in South American hallucinogenic plants: tryptamine and beta-carboline constituents of ayahuasca.

Authors:  D J McKenna; G H Towers; F Abbott
Journal:  J Ethnopharmacol       Date:  1984-04       Impact factor: 4.360

8.  Identification of novel psychoactive drug use in Sweden based on laboratory analysis--initial experiences from the STRIDA project.

Authors:  Anders Helander; Olof Beck; Robert Hägerkvist; Peter Hultén
Journal:  Scand J Clin Lab Invest       Date:  2013-05-22       Impact factor: 1.713

Review 9.  Recreational use, analysis and toxicity of tryptamines.

Authors:  Roberta Tittarelli; Giulio Mannocchi; Flaminia Pantano; Francesco Saverio Romolo
Journal:  Curr Neuropharmacol       Date:  2015-01       Impact factor: 7.363

10.  High-Frequency Binaural Beats Increase Cognitive Flexibility: Evidence from Dual-Task Crosstalk.

Authors:  Bernhard Hommel; Roberta Sellaro; Rico Fischer; Saskia Borg; Lorenza S Colzato
Journal:  Front Psychol       Date:  2016-08-24
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  6 in total

Review 1.  Interpol review of controlled substances 2016-2019.

Authors:  Nicole S Jones; Jeffrey H Comparin
Journal:  Forensic Sci Int Synerg       Date:  2020-05-24

Review 2.  Machine Learning and Natural Language Processing in Mental Health: Systematic Review.

Authors:  Christophe Lemey; Aziliz Le Glaz; Yannis Haralambous; Deok-Hee Kim-Dufor; Philippe Lenca; Romain Billot; Taylor C Ryan; Jonathan Marsh; Jordan DeVylder; Michel Walter; Sofian Berrouiguet
Journal:  J Med Internet Res       Date:  2021-05-04       Impact factor: 5.428

3.  Psychedelic experience dose-dependently modulated by cannabis: results of a prospective online survey.

Authors:  Joanna Kuc; Hannes Kettner; Fernando Rosas; David Erritzoe; Eline Haijen; Mendel Kaelen; David Nutt; Robin L Carhart-Harris
Journal:  Psychopharmacology (Berl)       Date:  2021-11-04       Impact factor: 4.415

4.  Text classification models for the automatic detection of nonmedical prescription medication use from social media.

Authors:  Mohammed Ali Al-Garadi; Yuan-Chi Yang; Haitao Cai; Yucheng Ruan; Karen O'Connor; Gonzalez-Hernandez Graciela; Jeanmarie Perrone; Abeed Sarker
Journal:  BMC Med Inform Decis Mak       Date:  2021-01-26       Impact factor: 2.796

Review 5.  Nootropics as Cognitive Enhancers: Types, Dosage and Side Effects of Smart Drugs.

Authors:  Matěj Malík; Pavel Tlustoš
Journal:  Nutrients       Date:  2022-08-17       Impact factor: 6.706

Review 6.  Mining social media for prescription medication abuse monitoring: a review and proposal for a data-centric framework.

Authors:  Abeed Sarker; Annika DeRoos; Jeanmarie Perrone
Journal:  J Am Med Inform Assoc       Date:  2020-02-01       Impact factor: 4.497

  6 in total

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