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Exploring Public Sentiments of Psychedelics Versus Other Substances: A Reddit-Based Natural Language Processing Study

Brandon Biba, Brian O’shea

Journal of Psychoactive Drugs May 30, 2025 DOI: 10.1080/02791072.2025.2511750 via OpenAlex

Summary

AI-generated from the abstract

Analyses of Reddit discussions using Google's cloud-based Natural Language Processing (NLP) show that illicit substances such as heroin and methamphetamine are associated with highly negative general sentiments, whereas psychedelics like Psilocybin, LSD, and Ayahuasca generally evoke neutral to slightly positive sentiments. The findings suggest that online public sentiment toward psychedelics may be growing in acceptance of their therapeutic potential. Limitations include potential selection bias from the Reddit sample and challenges in accurately interpreting nuanced language using NLP.

Study at a glance

Characteristics Observational study Peer reviewed
Population Reddit discussions
Keywords Natural archaeology Cognitive psychology Natural language processing Computer science History
Citations 1
Key finding Illicit substances such as heroin and methamphetamine are associated with highly negative general sentiments, whereas psychedelics like Psilocybin, LSD, and Ayahuasca generally evoke neutral to slightly positive sentiments.

Abstract

New methods that capture the public's perception of controversial topics may be valuable. This study investigates public sentiments toward psychedelics and other substances through analyzes of Reddit discussions, using Google's cloud-based Natural Language Processing (NLP) infrastructure. Our findings indicate that illicit substances such as heroin and methamphetamine are associated with highly negative general sentiments, whereas psychedelics like Psilocybin, LSD, and Ayahuasca generally evoke neutral to slightly positive sentiments. This study underscores the effectiveness and cost efficiency of NLP and machine learning models in understanding the public's perception of sensitive topics. The findings indicate that online public sentiment toward psychedelics may be growing in acceptance of their therapeutic potential. However, limitations include potential selection bias from the Reddit sample and challenges in accurately interpreting nuanced language using NLP. Future research should aim to diversify data sources and enhance NLP models to capture the full spectrum of public sentiment toward psychedelics. Our findings support the importance of ongoing research and public education to inform policy decisions and therapeutic applications of psychedelics.

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