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Mechanical Turk data collection in addiction research: utility, concerns and best practices
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What this work says
Outgoing claims: the papers this work cites, builds on, or argues with.
inferredcites →https://doi.org/10.1002/bdm.1753openalex-snapshot
Data Collection in a Flat World: The Strengths and Weaknesses of Mechanical Turk Samples
inferredcites →https://doi.org/10.1002/jeab.110openalex-snapshot
Opportunity costs of reward delays and the discounting of hypothetical money and cigarettes
inferredcites →https://doi.org/10.1002/jeab.445openalex-snapshot
Feasibility, acceptability, and validity of crowdsourcing for collecting longitudinal alcohol use data
inferredcites →https://doi.org/10.1007/978-3-319-51721-6_8openalex-snapshot
Toward Narrative Theory: Interventions for Reinforcer Pathology in Health Behavior
inferredcites →https://doi.org/10.1007/s00213-011-2229-0openalex-snapshot
Delayed reward discounting and addictive behavior: a meta-analysis
inferredcites →https://doi.org/10.1007/s00213-016-4410-yopenalex-snapshot
Unstuck in time: episodic future thinking reduces delay discounting and cigarette smoking
inferredcites →https://doi.org/10.1007/s10865-017-9908-1openalex-snapshot
Episodic future thinking reduces delay discounting and cigarette demand: an investigation of the good-subject effect
inferredcites →https://doi.org/10.1007/s11606-017-4246-0openalex-snapshot
Comparing Amazon’s Mechanical Turk Platform to Conventional Data Collection Methods in the Health and Medical Research Literature
inferredcites →https://doi.org/10.1016/j.brat.2017.09.014openalex-snapshot
Applying novel technologies and methods to inform the ontology of self-regulation
inferredcites →https://doi.org/10.1016/j.chb.2013.05.009openalex-snapshot
Separate but equal? A comparison of participants and data gathered via Amazon’s MTurk, social media, and face-to-face behavioral testing
inferredcites →https://doi.org/10.1016/j.invent.2017.08.005openalex-snapshot
Can Amazon's Mechanical Turk be used to recruit participants for internet intervention trials? A pilot study involving a randomized controlled trial of a brief online intervention for hazardous alcohol use
inferredcites →https://doi.org/10.1016/j.jbef.2017.12.004openalex-snapshot
Prolific.ac—A subject pool for online experiments
inferredcites →https://doi.org/10.1016/j.jesp.2017.01.006openalex-snapshot
Beyond the Turk: Alternative platforms for crowdsourcing behavioral research
inferredcites →https://doi.org/10.1016/j.jtbi.2011.03.004openalex-snapshot
The promise of Mechanical Turk: How online labor markets can help theorists run behavioral experiments
inferredcites →https://doi.org/10.1017/s1930297500005611openalex-snapshot
The average laboratory samples a population of 7,300 Amazon Mechanical Turk workers
inferredcites →https://doi.org/10.1037/1064-1297.16.3.264openalex-snapshot
An algorithm for identifying nonsystematic delay-discounting data.
inferredcites →https://doi.org/10.1037/pha0000020openalex-snapshot
Identification and management of nonsystematic purchase task data: Toward best practice.
inferredcites →https://doi.org/10.1037/pha0000235openalex-snapshot
The use of crowdsourcing in addiction science research: Amazon Mechanical Turk.
inferredcites →https://doi.org/10.1073/pnas.1818430116openalex-snapshot
Large-scale analysis of test–retest reliabilities of self-regulation measures
inferredcites →https://doi.org/10.1111/acer.13112openalex-snapshot
Episodic Future Thinking: Expansion of the Temporal Window in Individuals with Alcohol Dependence
inferredcites →https://doi.org/10.1111/add.13535openalex-snapshot
Steep delay discounting and addictive behavior: a meta-analysis of continuous associations
inferredcites →https://doi.org/10.1111/add.13922openalex-snapshot
To take or not to take: the association between perceived addiction risk, expected analgesic response and likelihood of trying novel pain relievers in self‐identified chronic pain patients
inferredcites →https://doi.org/10.1111/ajps.12081openalex-snapshot
Separating the Shirkers from the Workers? Making Sure Respondents Pay Attention on Self‐Administered Surveys
inferredcites →https://doi.org/10.1145/3159652.3159661openalex-snapshot
Demographics and Dynamics of Mechanical Turk Workers
inferredcites →https://doi.org/10.1145/3173574.3174023openalex-snapshot
A Data-Driven Analysis of Workers' Earnings on Amazon Mechanical Turk
inferredcites →https://doi.org/10.1177/0013164415627349openalex-snapshot
Survey Satisficing Inflates Reliability and Validity Measures
inferredcites →https://doi.org/10.1177/1948550619875149openalex-snapshot
An MTurk Crisis? Shifts in Data Quality and the Impact on Study Results
inferredcites →https://doi.org/10.1177/2053168015604648openalex-snapshot
“Who are these people?” Evaluating the demographic characteristics and political preferences of MTurk survey respondents
inferredcites →https://doi.org/10.1177/2053168018822174openalex-snapshot
Validating the demographic, political, psychological, and experimental results obtained from a new source of online survey respondents
inferredcites →https://doi.org/10.1371/journal.pone.0057410openalex-snapshot
Evaluating Amazon's Mechanical Turk as a Tool for Experimental Behavioral Research
inferredcites →https://doi.org/10.1371/journal.pone.0226394openalex-snapshot
Tapped out or barely tapped? Recommendations for how to harness the vast and largely unused potential of the Mechanical Turk participant pool
inferredcites →https://doi.org/10.21105/joss.01285openalex-snapshot
Detecting Fraud in Online Surveys by Tracing, Scoring, and Visualizing IP Addresses
inferredcites →https://doi.org/10.2139/ssrn.3272468openalex-snapshot
The Shape of and Solutions to the MTurk Quality Crisis
inferredcites →https://doi.org/10.2139/ssrn.3327274openalex-snapshot
A Simplified Protocol to Screen Out VPS and International Respondents Using Qualtrics
inferredcites →https://doi.org/10.2196/publichealth.9408openalex-snapshot
Studying Cannabis Use Behaviors With Facebook and Web Surveys: Methods and Insights
inferredcites →https://doi.org/10.3758/s13423-012-0296-9openalex-snapshot
Is the Web as good as the lab? Comparable performance from Web and lab in cognitive/perceptual experiments
inferredcites →https://doi.org/10.3758/s13428-011-0124-6openalex-snapshot
Conducting behavioral research on Amazon’s Mechanical Turk
inferredcites →https://doi.org/10.3758/s13428-013-0365-7openalex-snapshot
Nonnaïveté among Amazon Mechanical Turk workers: Consequences and solutions for behavioral researchers
inferredcites →https://doi.org/10.3758/s13428-013-0434-yopenalex-snapshot
Reputation as a sufficient condition for data quality on Amazon Mechanical Turk
inferredcites →https://doi.org/10.3758/s13428-015-0578-zopenalex-snapshot
Attentive Turkers: MTurk participants perform better on online attention checks than do subject pool participants
inferredcites →https://doi.org/10.3758/s13428-016-0789-yopenalex-snapshot
Are all “research fields” equal? Rethinking practice for the use of data from crowdsourcing market places
inferredcites →https://doi.org/10.3758/s13428-018-1103-yopenalex-snapshot
Detecting computer-generated random responding in questionnaire-based data: A comparison of seven indices
inferredcites →https://doi.org/10.3758/s13428-019-01273-7openalex-snapshot
Online panels in social science research: Expanding sampling methods beyond Mechanical Turk
What points at this work
Incoming claims: where this work appears in other papers’ reference lists and arguments.
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Beyond Negative Emotions: The Effects of Positive Emotions and Inoculation on Organizational Outcomes after a Crisis
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Applying the reinforcer pathology model to alcohol use and suicide risk: An initial test
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Hyperbolic discounting and exponentiated demand: Modeling demand for cigarettes in three dimensions
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Delay Discounting: Empirical Foundations and Future Directions
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Procedural fairness in algorithmic decision-making: the role of public engagement
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A Comparison of Different Data Quality Control Methods through the Magnitude Effect in Delay Discounting: A Practical Guide for MTurk Research
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How Reinforcer Magnitude and Delay Interact in Delay Discounting: A Concatenated Choice Analysis
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The effect of a pilot brief educational intervention on preferences regarding treatments for opioid use disorder
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Episodic future thinking reduces chronic pain severity: A proof of concept study
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Behavioral economics and the aggregate versus proximal impact of sociality on heavy drinking
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Familial perceptions of appropriate treatment types and goals for a family member who has opioid use disorder
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The effect of next day responsibilities and an adaptive purchase task on cannabis demand
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Loss aversion and risk for cigarette smoking and other substance use
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Illegal product purchasing in the experimental tobacco marketplace: Effects of menthol cigarette and cigarette ventilation ban
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Impact of a brief fentanyl educational intervention on demand for cocaine mixed with fentanyl
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Using Reddit as a recruitment strategy for addiction science research
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Surgery Prescription Opioid Misuse and Diversion in US Adults and Associated Risk Factors
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Intersections between environmental reward availability, loss aversion, and delay discounting as potential risk factors for cigarette smoking and other substance use
inferred← citeshttps://doi.org/10.1016/j.ypmed.2024.108072openalex-snapshot
Clustering of behavioral economic biases in decision-making and risk for cigarette smoking and other substance use in women and men
inferred← citeshttps://doi.org/10.1016/j.ypmed.2024.108093openalex-snapshot
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You betrayed me: The role of support in the psychological contract breach and turnover intention link
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Study framing influences crowdsourced rates of problem gambling and alcohol use disorder.
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Choices between money and hyper-palatable food: Choice impulsivity and eating behavior.
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(Non-) impact of task experience on behavioral economic decision-making.
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Relapse after incentivized choice treatment in humans: A laboratory model for studying behavior change.
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Are poor quality data just random responses?: A crowdsourced study of delay discounting in alcohol use disorder.
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Presentation matters: Effects of cigarette purchase task design on systematic data and purchasing behavior.
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inferred← citeshttps://doi.org/10.1177/00221678231194798openalex-snapshot
Expectancies for Subjective and Antidepressant Effects in Psilocybin Users
inferred← citeshttps://doi.org/10.1177/00332941211014156openalex-snapshot
Foods and Nutritional Characteristics Associated With Addictive-Like Eating
inferred← citeshttps://doi.org/10.1177/00472379241293748openalex-snapshot
Cross-Sectional Associations Between Expectancies for Cannabis use and Pain in an Emerging Adult Sample
inferred← citeshttps://doi.org/10.1177/01632787251367407openalex-snapshot
Planning for New Threats to Online Research Data Validity: The Issue of Computer-Using Agents
inferred← citeshttps://doi.org/10.1177/02698811231214060openalex-snapshot
Development of the Protective Strategies for Psychedelics Scale: A novel inventory to assess safety strategies in the context of psychedelics
inferred← citeshttps://doi.org/10.1177/0963662520981728openalex-snapshot
How psychedelic researchers’ self-admitted substance use and their association with psychedelic culture affect people’s perceptions of their scientific integrity and the quality of their research
inferred← citeshttps://doi.org/10.1177/1071181322661532openalex-snapshot
Effects of Payment Rate and Country’s Income Level on Attitude Toward aCrowdsourcing Task
inferred← citeshttps://doi.org/10.1177/10870547221112948openalex-snapshot
Intranasal Use of Prescription Stimulants Among Adults Aged 18 to 30: Results From A Crowdsourcing Platform
inferred← citeshttps://doi.org/10.1177/13591053211042062openalex-snapshot
A more comprehensive measure of vaccine hesitancy: Creation of the Multidimensional Vaccine Hesitancy Scale (MVHS)
inferred← citeshttps://doi.org/10.1177/15570851241301094openalex-snapshot
Disability, Gender Identity, and Sexual Orientation: An Intersectional Analysis Assessing Perceived Threat of Hate Crimes
inferred← citeshttps://doi.org/10.1177/19367244231159594openalex-snapshot
Secondary Risk in COVID-19 Vaccination Intentions: A Theoretical Contribution to the Protection Motivation Paradigm
inferred← citeshttps://doi.org/10.1177/20503245231191400openalex-snapshot
Could classic psychedelics influence immigrants’ acculturation process? A narrative review contemplating how
inferred← citeshttps://doi.org/10.1177/20563051221095100openalex-snapshot
The Subtle Spread of Hateful Memes: Examining Engagement Intentions Among Parents of Adolescents
inferred← citeshttps://doi.org/10.1186/s42238-021-00097-7openalex-snapshot
Reasons for individual and concurrent use of vaped nicotine and cannabis: their similarities, differences, and association with product use
inferred← citeshttps://doi.org/10.1371/journal.pone.0240146openalex-snapshot
Why the COVID-19 pandemic is a traumatic stressor
inferred← citeshttps://doi.org/10.1371/journal.pone.0305088openalex-snapshot
Profiles of cannabis users and impact on cannabis cessation
inferred← citeshttps://doi.org/10.15394/ijaaa.2020.1457openalex-snapshot
A Practical Guide for Using Electronic Surveys in Aviation Research: Best Practices Explained
inferred← citeshttps://doi.org/10.1609/hcomp.v9i1.18942openalex-snapshot
Modeling Simultaneous Preferences for Age, Gender, Race, and Professional Profiles in Government-Expense Spending: A Conjoint Analysis
inferred← citeshttps://doi.org/10.18061/ask.v32i1.0001openalex-snapshot
Attention checks and how to use them: Review and practical recommendations
inferred← citeshttps://doi.org/10.18653/v1/2022.emnlp-main.618openalex-snapshot
Detecting Label Errors by Using Pre-Trained Language Models
inferred← citeshttps://doi.org/10.1891/re-22-20openalex-snapshot
Conducting Rehabilitation Research Through Amazon Mechanical Turk: A User-Friendly Guide
inferred← citeshttps://doi.org/10.2139/ssrn.5248425openalex-snapshot
Online recruitment for interview participants impacted by the criminal legal system
inferred← citeshttps://doi.org/10.21428/cb6ab371.2fe99c1bopenalex-snapshot
Online recruitment for interview participants impacted by the criminal legal system
inferred← citeshttps://doi.org/10.2196/26354openalex-snapshot
Evaluating the Effectiveness of NoteAid in a Community Hospital Setting: Randomized Trial of Electronic Health Record Note Comprehension Interventions With Patients
inferred← citeshttps://doi.org/10.2196/28368openalex-snapshot
A New Remote Guided Method for Supervised Web-Based Cognitive Testing to Ensure High-Quality Data: Development and Usability Study
inferred← citeshttps://doi.org/10.2196/46430openalex-snapshot
Older Adults’ Perceptions About Using Intelligent Toilet Seats Beyond Traditional Care: Web-Based Interview Survey
inferred← citeshttps://doi.org/10.2196/60336openalex-snapshot
Patient-Representing Population's Perceptions of GPT-Generated Versus Standard Emergency Department Discharge Instructions: Randomized Blind Survey Assessment
inferred← citeshttps://doi.org/10.26686/wgtn.24993774openalex-snapshot
Online/Offline discrepancies in moral judgement among social media users: A mixed methods study
inferred← citeshttps://doi.org/10.31219/osf.io/9srdtopenalex-snapshot
A Multisample Demonstration of Using the Prolific Platform for Repeated Assessment and Psychometric Substance Use Research
inferred← citeshttps://doi.org/10.31234/osf.io/asc67openalex-snapshot
A New Remote Guided Method for Supervised Web-Based Cognitive Testing to Ensure High Quality Data
inferred← citeshttps://doi.org/10.31234/osf.io/zps8c_v1openalex-snapshot
The Effects of Sensory Feedback on Simulated Online Slot Machine Gambling
inferred← citeshttps://doi.org/10.31234/osf.io/zps8c_v3openalex-snapshot
Effects of Sensory Feedback on Simulated Online Slot Machine Gambling
inferred← citeshttps://doi.org/10.32731/smq.2024.a929610openalex-snapshot
Team Identification in Esports: The Benefits of Localizing an Esports Team
inferred← citeshttps://doi.org/10.32731/smq.331.032024.04openalex-snapshot
Making Sense of Stimuli-Local Image Fit in the Sport Venue: Mediating Effects of Sense of Home and Touristic Experience on Local and Visiting Spectators
inferred← citeshttps://doi.org/10.3389/fnbeh.2021.796502openalex-snapshot
Choice Bundling Increases Valuation of Delayed Losses More Than Gains in Cigarette Smokers
inferred← citeshttps://doi.org/10.3389/fpsyt.2020.574676openalex-snapshot
Depression, Environmental Reward, Coping Motives and Alcohol Consumption During the COVID-19 Pandemic
inferred← citeshttps://doi.org/10.3389/fsufs.2020.575021openalex-snapshot
How Does Citizen Science Compare to Online Survey Panels? A Comparison of Food Knowledge and Perceptions Between the Zooniverse, Prolific and Qualtrics UK Panels
inferred← citeshttps://doi.org/10.3390/fi12110191openalex-snapshot
An Internet of Things (IoT) Acceptance Model. Assessing Consumer’s Behavior toward IoT Products and Applications
inferred← citeshttps://doi.org/10.3390/ijerph18010207openalex-snapshot
Response to Flavored Cartridge/Pod-Based Product Ban among Adult JUUL Users: “You Get Nicotine However You Can Get It”
inferred← citeshttps://doi.org/10.3390/ijerph18199989openalex-snapshot
Attitudes and Behaviors That Impact Skin Cancer Risk among Men
inferred← citeshttps://doi.org/10.3390/ijerph191610392openalex-snapshot
A Comparison of Vaping Behavior, Perceptions, and Dependence among Individuals Who Vape Nicotine, Cannabis, or Both
inferred← citeshttps://doi.org/10.3390/ijerph192013356openalex-snapshot
Spending Time in Nature Serves as a Protective Factor against Problematic Alcohol Use: A Structural Equation Modeling Approach
inferred← citeshttps://doi.org/10.3390/resources10120130openalex-snapshot
Portuguese Wood Pellets Market: Organization, Production and Consumption Analysis
inferred← citeshttps://doi.org/10.33915/etd.12158openalex-snapshot
Exploring Early Childhood Educators’ Attitudes About Addiction and Their Association with Student-Teacher Relationships
inferred← citeshttps://doi.org/10.36647/ttaicte/01.04.a002openalex-snapshot
Effect of E Learning on Hampering Mental Health of Students
inferred← citeshttps://doi.org/10.3727/152599525x17483017437048openalex-snapshot
Color Possesses a Language Without Words! Exploring the Role of Color in Green Messages to Reduce Food Waste at Events
inferred← citeshttps://doi.org/10.3758/s13428-021-01665-8openalex-snapshot
Quality control questions on Amazon’s Mechanical Turk (MTurk): A randomized trial of impact on the USAUDIT, PHQ-9, and GAD-7
inferred← citeshttps://doi.org/10.3758/s13428-022-01904-6openalex-snapshot
Story stimuli for instantiating true and false beliefs about the world
inferred← citeshttps://doi.org/10.4148/2572-1836.1219openalex-snapshot
Electronic Nicotine Product (ENP) Graphic Warnings: Association between Exposure and Changes in Perceived Susceptibility and Severity of Explosion and Lung Injuries
inferred← citeshttps://doi.org/10.47197/retos.v58.102567openalex-snapshot
A valid and reliable self-peace scale with indicators of love, care and fearlessness for adolescent drug users
inferred← citeshttps://doi.org/10.51363/unifr.eth.2022.006openalex-snapshot
Corporate social responsibility and employer attractiveness
inferred← citeshttps://doi.org/10.5964/miss.13619openalex-snapshot
Master Turkers: An assessment of data quality
Editorial review for independent work. ICSAC — the Institute for Complexity
Science and Advanced Computing — runs a structured editorial panel for researchers
publishing outside journals, and publishes on CiteStamp rails. Submission is free
and goes through ORCID: icsacinstitute.org/submit.