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Haupt MR, Cuomo R, Cui M, Mackey TK. Is This Safe? Examining Safety Assessments of Illicit Drug Purchasing on Social Media Using Conjoint Analysis. Subst Use Misuse 2024; 59:999-1011. [PMID: 38319039 PMCID: PMC11019931 DOI: 10.1080/10826084.2024.2310507] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/07/2024]
Abstract
Background: Illicit substance sales facilitated by social media platforms are a growing public health issue given recent increases in overdose deaths, including an alarming rise in cases of fentanyl poisoning. However, little is known about how online users evaluate what features of social media posts convey safety, which can influence their intent to source illicit substances. Objectives: This study adapts conjoint analysis which assessed how attributes of social media posts (i.e., features) influence safety evaluations of mock posts selling illicit substances. 440 participants were recruited online for self-reporting use or purchase of controlled substances or prescription medicines recreationally. The following attributes were tested: drug packaging, drug offerings, profile photo of seller, payment info provided, and use of emojis. Results: Packaging was ranked the most important attribute (Average Importance =43.68, Offering=14.94, Profile=13.86, Payment=14.11, Emoji=13.41), with posts that displayed drugs in pill bottles assessed as the most safe. Attribute levels for advertising multiple drugs, having a blank profile photo, including payment information, and including emojis also ranked higher in perceived safety. Rankings were consistent across tested demographic factors (i.e., gender, age, and income). Survey results show that online pharmacies were most likely to be perceived as safe for purchasing drugs and medications. Additionally, those who were younger in age, had higher income, and identified as female were more likely to purchase from a greater number of platforms. Conclusions: These findings can assist in developing more precise content moderation for platforms seeking to address this ongoing threat to public safety.
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Affiliation(s)
- Michael Robert Haupt
- Department of Cognitive Science, University of California San Diego, 9500 Gilman Dr, La Jolla, CA, 92093, USA
- Global Health Policy & Data Institute, San Diego, CA USA
| | - Raphael Cuomo
- Global Health Policy & Data Institute, San Diego, CA USA
- Department of Anesthesiology, University of California, San Diego School of Medicine, San Diego, CA USA
| | - Manying Cui
- Global Health Policy & Data Institute, San Diego, CA USA
| | - Tim K. Mackey
- Global Health Policy & Data Institute, San Diego, CA USA
- Global Health Program, Department of Anthropology, University of California, San Diego, CA USA
- S-3 Research LLC, San Diego, CA USA
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2
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Fuller A, Vasek M, Mariconti E, Johnson SD. Understanding and preventing the advertisement and sale of illicit drugs to young people through social media: A multidisciplinary scoping review. Drug Alcohol Rev 2024; 43:56-74. [PMID: 37523310 DOI: 10.1111/dar.13716] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2022] [Revised: 06/12/2023] [Accepted: 06/20/2023] [Indexed: 08/02/2023]
Abstract
ISSUES The sale of illicit drugs online has expanded to mainstream social media apps. These platforms provide access to a wide audience, especially children and adolescents. Research is in its infancy and scattered due to the multidisciplinary aspects of the phenomena. APPROACH We present a multidisciplinary systematic scoping review on the advertisement and sale of illicit drugs to young people. Peer-reviewed studies written in English, Spanish and French were searched for the period 2015 to 2022. We extracted data on users, drugs studied, rate of posts, terminology used and study methodology. KEY FINDINGS A total of 56 peer-reviewed papers were included. The analysis of these highlights the variety of drugs advertised and platforms used to do so. Various methodological designs were considered. Approaches to detecting illicit content were the focus of many studies as algorithms move from detecting drug-related keywords to drug selling behaviour. We found that on average, for the studies reviewed, 13 in 100 social media posts advertise illicit drugs. However, popular platforms used by adolescents are rarely studied. IMPLICATIONS Promotional content is increasing in sophistication to appeal to young people, shifting towards healthy, glamourous and seemingly legal depictions of drugs. Greater inter-disciplinary collaboration between computational and qualitative approaches are needed to comprehensively study the sale and advertisement of illegal drugs on social media across different platforms. This requires coordinated action from researchers, policy makers and service providers.
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Affiliation(s)
- Ashly Fuller
- Dawes Centre for Future Crime, University College London, London, UK
- Jill Dando Institute of Security and Crime Science, University College London, London, UK
| | - Marie Vasek
- Department of Computer Science, University College London, London, UK
| | - Enrico Mariconti
- Jill Dando Institute of Security and Crime Science, University College London, London, UK
| | - Shane D Johnson
- Dawes Centre for Future Crime, University College London, London, UK
- Jill Dando Institute of Security and Crime Science, University College London, London, UK
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3
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Psychedelic discourses: A qualitative study of discussions in a Danish online forum. THE INTERNATIONAL JOURNAL OF DRUG POLICY 2023; 112:103945. [PMID: 36669238 DOI: 10.1016/j.drugpo.2022.103945] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2022] [Revised: 12/11/2022] [Accepted: 12/15/2022] [Indexed: 01/20/2023]
Abstract
BACKGROUND This study focuses on user-perspectives related to norms, beliefs and practices concerning psychedelic substances as they are articulated in a Danish online forum. The study combines an interest in online drug research with a focus on discourse analysis to account for the dialectical relationship between individual and shared knowledge regarding the use and meaning of psychedelics. METHODS A total of 1,865 posts from 154 threads of online discussion were coded and analyzed thematically, inspired by a socio-cognitive approach to the study of discourse. All topics were arranged into 54 categories which were further analyzed to map recurring patterns in the construction of meaning resulting in a limited number of dominant discourses. RESULTS Five dominant discourses were identified: the recreational, the therapeutic, the spiritual, the scientific and the performance discourse. We suggest that these discourses can be seen as the available frameworks which forum users draw upon and reproduce when they describe, discuss, and negotiate their understandings and uses of psychedelics. CONCLUSION This study demonstrates the importance of having a nuanced approach to user perceptions. Future drug policy and practice development should take these nuances into account and expect significant variation in the motives and modalities of the use of psychedelics.
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Butzke I, Iff S, Zitzmann M, Quednow BB, Claussen MC. [Interdisciplinary and Psychiatric Treatment of Anabolic Androgenic Steroids Users]. PRAXIS 2022; 111:339-344. [PMID: 35473320 DOI: 10.1024/1661-8157/a003867] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
Abstract
Interdisciplinary and Psychiatric Treatment of Anabolic Androgenic Steroids Users Abstract. The prevalence of anabolic androgenic steroid (AAS; anabolic steroids) use in recreational sports is underestimated. Due to the influence of social media, an increase in AAS use in recreational sports and in the general population is to be expected. AAS use is associated with significant physical and mental health consequences, and the psychiatric consequences include the risk of developing addictive behaviour. The widespread stigmatization of AAS use also by professionals often undermines users' trust in physicians and drives them into the arms of so-called "gurus." The tightening of anti-doping practices in sports and an exclusively prohibitive stance have so far failed to convincingly curb the problem in recreational sports. Harm reduction strategies could help patients to get the help they need from primary care providers.
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Affiliation(s)
- Ingo Butzke
- Klinik für Psychose und Abhängigkeit, PZM Psychiatriezentrum Münsingen AG, Münsingen, Schweiz
| | - Samuel Iff
- Klinik für Psychose und Abhängigkeit, PZM Psychiatriezentrum Münsingen AG, Münsingen, Schweiz
- Klinik für Psychiatrie, Psychotherapie und Psychosomatik, Psychiatrische Universitätsklinik Zürich, Universität Zürich, Zürich, Schweiz
| | - Michael Zitzmann
- Centrum für Reproduktionsmedizin und Andrologie, Abteilung für Klinische und Operative Andrologie, Universitätsklinikum Münster, Westfälische Wilhelms-Universität Münster, Münster, Deutschland
| | - Boris B Quednow
- Klinik für Psychiatrie, Psychotherapie und Psychosomatik, Psychiatrische Universitätsklinik Zürich, Universität Zürich, Zürich, Schweiz
| | - Malte Christian Claussen
- Klinik für Psychiatrie, Psychotherapie und Psychosomatik, Psychiatrische Universitätsklinik Zürich, Universität Zürich, Zürich, Schweiz
- Privatklinik Wyss AG, Münchenbuchsee, Schweiz
- Erwachsenenpsychiatrie, Psychiatrische Dienste Graubünden, Chur, Schweiz
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5
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Butzke I, Iff S, Zitzmann M, Quednow BB, Claussen MC. Interdisciplinary and Psychiatric Treatment of Anabolic Androgenic Steroids Users. PRAXIS 2022; 111:e339-e344. [PMID: 35473322 DOI: 10.1024/1661-8157/a003868] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
Abstract
The prevalence of anabolic androgenic steroid (AAS; anabolic steroids) use in recreational sports is underestimated. Due to the influence of social media, an increase in AAS use in recreational sports and in the general population is to be expected. AAS use is associated with significant physical and mental health consequences, and the psychiatric consequences include the risk of developing addictive behaviour. The widespread stigmatization of AAS use also by professionals often undermines users' trust in physicians and drives them into the arms of so-called "gurus." The tightening of anti-doping practices in sports and an exclusively prohibitive stance have so far failed to convincingly curb the problem in recreational sports. Harm reduction strategies could help patients to get the help they need from primary care providers.
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Affiliation(s)
- Ingo Butzke
- Clinic for Psychosis and Dependence, PZM Psychiatry Center Münsingen AG, Münsingen, Switzerland
| | - Samuel Iff
- Clinic for Psychosis and Dependence, PZM Psychiatry Center Münsingen AG, Münsingen, Switzerland
- Department of Psychiatry, Psychotherapy and Psychosomatics, Psychiatric University Hospital Zurich, University of Zurich, Zurich, Switzerland
| | - Michael Zitzmann
- Center for Reproductive Medicine and Andrology, Department of Clinical and Operative Andrology, University Hospital Münster, Westfälische Wilhelms-Universität Münster, Germany
| | - Boris B Quednow
- Department of Psychiatry, Psychotherapy and Psychosomatics, Psychiatric University Hospital Zurich, University of Zurich, Zurich, Switzerland
| | - Malte Christian Claussen
- Clinic for Psychosis and Dependence, PZM Psychiatry Center Münsingen AG, Münsingen, Switzerland
- Private Clinic Wyss AG, Münchenbuchsee, Switzerland
- Adult Psychiatry, Psychiatric Services Grisons, Chur, Switzerland
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Shah N, Li J, Mackey TK. An unsupervised machine learning approach for the detection and characterization of illicit drug-dealing comments and interactions on Instagram. Subst Abus 2022; 43:273-277. [PMID: 34214410 PMCID: PMC9675406 DOI: 10.1080/08897077.2021.1941508] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Abstract
Background: Growing use of social media has led to the emergence of virtual controlled substance and illicit drug marketplaces, prompting calls for action by government and law enforcement. Previous studies have analyzed Instagram drug selling via posts. However, comments made by users involving potential drug selling have not been analyzed. In this study, we use unsupervised machine learning to detect and classify prescription and illicit drug-related buying and selling interactions on Instagram. Methods: We used over 1,000 drug-related hashtags on Instagram to collect a total of 43,607 Instagram comments between February 1st, 2019 and May 31st, 2019 using data mining approaches in the Python programming language. We then used an unsupervised machine learning approach, the Biterm Topic Model (BTM), to thematically summarize Instagram comments into distinct topic groupings, which were then extracted and manually annotated to detect buying and selling comments. Results: We detected 5,589 comments from sellers, prospective buyers, and online pharmacies from 531 unique posts. The vast majority (99.7%) of comments originated from drug sellers and online pharmacies. Key themes from comments included providing contact information through encrypted third-party messaging platforms, drug availability, and price inquiry. Commonly offered drugs for sale included scheduled controlled substances such as Adderall and Xanax, as well as illicit hallucinogens and stimulants. Comments from prospective buyers of drugs most commonly included inquiries about price and availability. Conclusions: We detected prescription controlled substances and other illicit drug selling interactions via Instagram comments to posts. We observed that comments were primarily used by sellers offering drugs, and typically not by prospective buyers interacting with sellers. Further research is needed to characterize these "social" drug marketplace interactions on this and other popular social media platforms.
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Affiliation(s)
- Neal Shah
- Department of Healthcare Research and Policy, UC San Diego – Extension, San Diego, CA USA
| | - Jiawei Li
- Global Health Policy and Data Institute, San Diego, CA USA,S-3 Research LLC, San Diego, CA USA
| | - Tim K. Mackey
- Department of Healthcare Research and Policy, UC San Diego – Extension, San Diego, CA USA,Department of Anesthesiology, University of California, San Diego School of Medicine, San Diego, CA USA
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7
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Prescription Stimulant Misuse and Diversion Events Among College Students: A Qualitative Study. J Prim Prev 2021; 43:49-66. [PMID: 34729661 DOI: 10.1007/s10935-021-00654-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/22/2021] [Indexed: 10/19/2022]
Abstract
Prescription stimulant misuse and diversion are interrelated behaviors: diversion increases the availability of stimulants for misuse, and persons who misuse are also more likely to divert. To date, research has examined these behaviors using a primarily quantitative lens. We led a qualitative investigation to better understand misuse and diversion events. Data are from a diverse southern California campus where we interviewed students who misuse and/or divert prescription stimulants (32 total interviews: 16 interviews with students who had a history of misuse, and 16 different interviews with students who had a history of diversion). We analyzed interview data inductively. We identified the following themes about misuse and diversion events, several of which intersected during interviews: medication surplus, diversion and misuse hubs, ease of behavior performance, academic stress, and other drugs commonly involved. For diversion, altruism and monetary gain were juxtaposed themes. Across themes, friends and family were influential figures. Implications for prevention, intervention, and future research directions are discussed.
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Narayanan A, Gill M, Leem C, Li C, Mein Smith F, Shepherd B, Ting S, van Bart K, Green JA, Samaranayaka A, Ergler C, Macmillan A. Students' use of caffeine, alcohol, dietary supplements, and illegal substances for improving academic performance in a New Zealand university. Health Psychol Behav Med 2021; 9:917-932. [PMID: 34712515 PMCID: PMC8547821 DOI: 10.1080/21642850.2021.1990763] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023] Open
Abstract
This study aimed to describe patterns of use and attitudes towards a broad variety of substances for improving academic performance at a New Zealand university. 685 students (from 1800 invited) completed an online questionnaire (38% response rate). They were asked about their lifetime and current substance use for improving academic performance, as well as their reasons for use, attitudes and perceptions of: caffeine, alcohol, dietary supplements, prescription stimulants, other prescription substances, and illicit substances. 80% (95% CI: 76.3, 82.5) reported ever using any substance to help improve academic performance, mainly to stay awake and improve concentration. Caffeine (70%, 95% CI: 66.3, 73.3) and dietary supplements (32%, 95% CI: 28.3, 35.5) were most commonly used. 4% (95% CI: 2.7, 5.9) reported use of prescription stimulants, mostly methylphenidate, and another 4% (95% CI: 2.7, 5.9) reported using illicit substances for improving academic performance. Users of prescription stimulants were more likely than non-users to believe that they were safe, morally acceptable, and that they should be available legally for enhancing academic performance. We close with discussions on broadening the focus of substances for improving academic performance in public health debates. Further qualitative research from small countries is also needed to move towards a place-based approach for clarifying ethical implications, inform policy in universities, and understand how injustices are created through the use of and ability to purchase different substances.
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Affiliation(s)
- Anantha Narayanan
- Dunedin School of Medicine, University of Otago, Dunedin, New Zealand
| | - Malcolm Gill
- Dunedin School of Medicine, University of Otago, Dunedin, New Zealand
| | - Chaey Leem
- Dunedin School of Medicine, University of Otago, Dunedin, New Zealand
| | - Cassandra Li
- Dunedin School of Medicine, University of Otago, Dunedin, New Zealand
| | | | - Ben Shepherd
- Dunedin School of Medicine, University of Otago, Dunedin, New Zealand
| | - Selene Ting
- Dunedin School of Medicine, University of Otago, Dunedin, New Zealand
| | - Karin van Bart
- Dunedin School of Medicine, University of Otago, Dunedin, New Zealand
| | - James A Green
- School of Pharmacy, University of Otago, Dunedin, New Zealand.,School of Allied Health, University of Limerick, Limerick, Ireland.,Physical Activity for Health Research Cluster, Health Research Institute, University of Limerick, Limerick, Ireland
| | - Ari Samaranayaka
- Department of Preventive and Social Medicine, University of Otago, Dunedin, New Zealand
| | - Christina Ergler
- Department of Geography, University of Otago, Dunedin, New Zealand
| | - Alexandra Macmillan
- Department of Preventive and Social Medicine, University of Otago, Dunedin, New Zealand
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9
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Human enhancement drugs: Emerging issues and responses. THE INTERNATIONAL JOURNAL OF DRUG POLICY 2021; 95:103459. [PMID: 34654540 DOI: 10.1016/j.drugpo.2021.103459] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2021] [Revised: 09/07/2021] [Accepted: 09/07/2021] [Indexed: 01/07/2023]
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10
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van der Sanden R, Wilkins C, Romeo JS, Rychert M, Barratt MJ. Predictors of using social media to purchase drugs in New Zealand: Findings from a large-scale online survey. THE INTERNATIONAL JOURNAL OF DRUG POLICY 2021; 98:103430. [PMID: 34487954 DOI: 10.1016/j.drugpo.2021.103430] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2021] [Revised: 08/04/2021] [Accepted: 08/14/2021] [Indexed: 12/19/2022]
Abstract
BACKGROUND There are increasing reports of social media being used to buy and sell illegal drugs internationally. Studies of social media drug markets to date have largely involved general explorations of social media drug transactions in select countries. Social media drug markets may operate differently for different drug types and in different country contexts. AIMS To identify predictors of the use of social media to purchase cannabis, methamphetamine, LSD and ecstasy/MDMA in New Zealand using a large-scale online survey sample. METHODS The annual New Zealand Drug Trends Survey (NZDTS), an online convenience survey promoted via targeted Facebook™ campaign, was completed by 23,500 respondents aged 16+. Logistic regression models were fitted to identify demographic, drug use and drug market predictors of reporting the use of social media to purchase cannabis, methamphetamine, LSD and ecstasy/MDMA. RESULTS Fifty-one percent of the sample had purchased cannabis, methamphetamine, ecstasy/MDMA or LSD in the past six months, of which 22% had done so via social media (n = 2,650). Cannabis was the drug type most purchased from social media among drug purchasers (24%), followed by ecstasy/MDMA (13%). Sixty percent of social media purchasers had used Facebook™, 48% Snapchat™, and 20% Instagram™. The leading advantages of social media purchasing were "high convenience" (74%), and "fast transaction speed" (43%). Younger age was a significant predictor of social media purchasing for all drug types (particularly among 16-17 year olds). Purchasing from someone identified as a "drug dealer" was a predictor of social media purchasing among respondents for all drug types. CONCLUSION Social media drug markets may have significant implications for drug purchasing by youth through providing greater access to supply and breaking down age-related barriers between social supply and commercial drug markets. Our findings highlight the importance of incorporating social media platforms into youth drug prevention and harm minimisation strategies.
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Affiliation(s)
- Robin van der Sanden
- SHORE & Whāriki Research Centre, College of Health, Massey University, Auckland, New Zealand.
| | - Chris Wilkins
- SHORE & Whāriki Research Centre, College of Health, Massey University, Auckland, New Zealand
| | - Jose S Romeo
- SHORE & Whāriki Research Centre, College of Health, Massey University, Auckland, New Zealand
| | - Marta Rychert
- SHORE & Whāriki Research Centre, College of Health, Massey University, Auckland, New Zealand
| | - Monica J Barratt
- Social and Global Studies Centre and Digital Ethnography Research Centre, RMIT University, Melbourne, Vic, Australia; National Drug and Alcohol Research Centre, UNSW, Sydney, NSW, Australia
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Schmied A, Varma S, Dubinsky JM. Acceptability of Neuroscientific Interventions in Education. SCIENCE AND ENGINEERING ETHICS 2021; 27:52. [PMID: 34351520 DOI: 10.1007/s11948-021-00328-3] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/24/2020] [Accepted: 07/06/2021] [Indexed: 06/13/2023]
Abstract
Researchers are increasingly applying neuroscience technologies that probe or manipulate the brain to improve educational outcomes. However, their use remains fraught with ethical controversies. Here, we investigate the acceptability of neuroscience applications to educational practice in two groups of young adults: those studying bioscience who will be driving future basic neuroscience research and technology transfer, and those studying education who will be choosing among neuroscience-derived applications for their students. Respondents rated the acceptability of six scenarios describing neuroscience applications to education spanning multiple methodologies, from neuroimaging to neuroactive drugs to brain stimulation. They did so from two perspectives (student, teacher) and for three recipient populations (low-achieving, high-achieving students, students with learning disabilities). Overall, the biosciences students were more favorable to all neuroscience applications than the education students. Scenarios that measured brain activity (i.e., EEG or fMRI) to assess or predict intellectual abilities were deemed more acceptable than manipulations of mental activity by drug use or stimulation techniques, which may violate body integrity. Enhancement up to the norm for low-achieving students and especially students with learning disabilities was more favorably viewed than enhancement beyond the norm for high-achieving students. Finally, respondents rated neuroscientific applications to be less acceptable when adopting the perspective of a teacher than that of a student. Future studies should go beyond the acceptability ratings collected here to delineate the role that concepts of access, equity, authenticity, agency and personal choice play in guiding respondents' reasoning.
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Affiliation(s)
- A Schmied
- Department of Educational Psychology, University of Minnesota, Minneapolis, MN, USA
| | - S Varma
- School of Interactive Computing, College of Computing & School of Psychology, College of Sciences, Georgia Institute of Technology, Atlanta, GA, USA
| | - J M Dubinsky
- Department of Neuroscience, University of Minnesota, 6-145 Jackson Hall, 321 Church St SE, Minneapolis, MN, 55455, USA.
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