ArticleExperimental and clinical psychopharmacology2022
Crowdsourcing methods in addiction science: Emerging research and best practices.
Article in Experimental and clinical psychopharmacology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
7 citing papers in PubMed, 13 citations in OpenAlex.
- Mental Illness Stigma in Black, Latina/o, and Asian Americans.Journal of racial and ethnic health disparities · 2026Article
- Naturalistic substance use before/during MTurk research participation is associated with increased substance demand and craving.Experimental and clinical psychopharmacology · 2025Article
- Associations between cannabis risk perceptions and Delta-8 THC use among young adults.Journal of substance use · 2025Article
- High in the Cloud: Alcohol-, Cannabis-, and Co-Use Before and During Remote Research Participation.Substance use & misuse · 2025Article
- Are the attention checks embedded in delay discounting tasks a valid marker for data quality?Experimental and clinical psychopharmacology · 2023Article
- Hazardous Drinking Amplifies the Association Between Emotion-Based Impulsivity and Negative Thoughts Related to Suicide Ideation Among Adults.Archives of suicide research : official journal of the International Academy for Suicide ResearchArticle
- Driving Under the Influence of Alcohol, Cannabis, and Delta-8 THC: Perceived Likelihood, Risk Perceptions, and Behaviors.Journal of psychoactive drugsArticle
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors at 2 institutions in 1 country.
Funding
Abstract
Crowdsourcing platforms such as Amazon Mechanical Turk, Prolific, and Qualtrics Panels have become a dominant form of sampling in recent years. Crowdsourcing enables researchers to effectively and efficiently sample research participants with greater geographic variability, access to hard-to-reach populations, and reduced costs. These methods have been increasingly used across varied areas of psychological science and essential for research during the COVID-19 pandemic due to their facilitation of remote research. Recent work documents methods for improving data quality, emerging crowdsourcing platforms, and how crowdsourcing data fit within broader research programs. Addiction scientists will benefit from the adoption of best practice guidelines in crowdsourcing as well as developing novel approaches, venues, and applications to advance the field. (PsycInfo Database Record (c) 2022 APA, all rights reserved).
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.