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Abstract
The potential to collect brain data more directly, with higher resolution, and in greater amounts has heightened worries about mental and brain privacy. In order to manage the risks to individuals posed by these privacy challenges, some have suggested codifying new privacy rights, including a right to "mental privacy." In this paper, we consider these arguments and conclude that while neurotechnologies do raise significant privacy concerns, such concerns are-at least for now-no different from those raised by other well-understood data collection technologies, such as gene sequencing tools and online surveillance. To better understand the privacy stakes of brain data, we suggest the use of a conceptual framework from information ethics, Helen Nissenbaum's "contextual integrity" theory. To illustrate the importance of context, we examine neurotechnologies and the information flows they produce in three familiar contexts-healthcare and medical research, criminal justice, and consumer marketing. We argue that by emphasizing what is distinct about brain privacy issues, rather than what they share with other data privacy concerns, risks weakening broader efforts to enact more robust privacy law and policy.
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2
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Yuste R. Advocating for neurodata privacy and neurotechnology regulation. Nat Protoc 2023; 18:2869-2875. [PMID: 37697107 DOI: 10.1038/s41596-023-00873-0] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2023] [Accepted: 07/27/2023] [Indexed: 09/13/2023]
Abstract
The ability to record and alter brain activity by using implantable and nonimplantable neural devices, while poised to have significant scientific and clinical benefits, also raises complex ethical concerns. In this Perspective, we raise awareness of the ability of artificial intelligence algorithms and data-aggregation tools to decode and analyze data containing highly sensitive information, jeopardizing personal neuroprivacy. Voids in existing regulatory frameworks, in fact, allow unrestricted decoding and commerce of neurodata. We advocate for the implementation of proposed ethical and human rights guidelines, alongside technical options such as data encryption, differential privacy and federated learning to ensure the protection of neurodata privacy. We further encourage regulatory bodies to consider taking a position of responsibility by categorizing all brain-derived data as sensitive health data and apply existing medical regulations to all data gathered via pre-registered neural devices. Lastly, we propose that a technocratic oath may instill a deontology for neurotechnology practitioners akin to what the Hippocratic oath represents in medicine. A conscientious societal position that thoroughly rejects the misuse of neurodata would provide the moral compass for the future development of the neurotechnology field.
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Affiliation(s)
- Rafael Yuste
- Neurotechnology Center, Columbia University, New York, NY, USA.
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3
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Shen K, Chen O, Edmunds JL, Piech DK, Maharbiz MM. Translational opportunities and challenges of invasive electrodes for neural interfaces. Nat Biomed Eng 2023; 7:424-442. [PMID: 37081142 DOI: 10.1038/s41551-023-01021-5] [Citation(s) in RCA: 32] [Impact Index Per Article: 16.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2020] [Accepted: 02/15/2023] [Indexed: 04/22/2023]
Abstract
Invasive brain-machine interfaces can restore motor, sensory and cognitive functions. However, their clinical adoption has been hindered by the surgical risk of implantation and by suboptimal long-term reliability. In this Review, we highlight the opportunities and challenges of invasive technology for clinically relevant electrophysiology. Specifically, we discuss the characteristics of neural probes that are most likely to facilitate the clinical translation of invasive neural interfaces, describe the neural signals that can be acquired or produced by intracranial electrodes, the abiotic and biotic factors that contribute to their failure, and emerging neural-interface architectures.
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Affiliation(s)
- Konlin Shen
- University of California, Berkeley - University of California, San Francisco Graduate Program in Bioengineering, Berkeley, CA, USA.
- Department of Cellular and Molecular Pharmacology, University of California, San Francisco, CA, USA.
| | - Oliver Chen
- Department of Electrical Engineering and Computer Science, University of California, Berkeley, CA, USA
| | - Jordan L Edmunds
- Department of Electrical Engineering and Computer Science, University of California, Berkeley, CA, USA
| | - David K Piech
- University of California, Berkeley - University of California, San Francisco Graduate Program in Bioengineering, Berkeley, CA, USA
| | - Michel M Maharbiz
- Department of Electrical Engineering and Computer Science, University of California, Berkeley, CA, USA
- Department of Bioengineering, University of California, Berkeley, CA, USA
- Chan-Zuckerberg Biohub, San Francisco, CA, USA
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4
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Knopf S, Frahm N, M Pfotenhauer S. How Neurotech Start-Ups Envision Ethical Futures: Demarcation, Deferral, Delegation. SCIENCE AND ENGINEERING ETHICS 2023; 29:4. [PMID: 36729246 PMCID: PMC9894989 DOI: 10.1007/s11948-022-00421-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/06/2021] [Accepted: 11/15/2022] [Indexed: 06/18/2023]
Abstract
Like many ethics debates surrounding emerging technologies, neuroethics is increasingly concerned with the private sector. Here, entrepreneurial visions and claims of how neurotechnology innovation will revolutionize society-from brain-computer-interfaces to neural enhancement and cognitive phenotyping-are confronted with public and policy concerns about the risks and ethical challenges related to such innovations. But while neuroethics frameworks have a longer track record in public sector research such as the U.S. BRAIN Initiative, much less is known about how businesses-and especially start-ups-address ethics in tech development. In this paper, we investigate how actors in the field frame and enact ethics as part of their innovative R&D processes and business models. Drawing on an empirical case study on direct-to-consumer (DTC) neurotechnology start-ups, we find that actors engage in careful boundary-work to anticipate and address public critique of their technologies, which allows them to delineate a manageable scope of their ethics integration. In particular, boundaries are drawn around four areas: the technology's actual capability, purpose, safety and evidence-base. By drawing such lines of demarcation, we suggest that start-ups make their visions of ethical neurotechnology in society more acceptable, plausible and desirable, favoring their innovations while at the same time assigning discrete responsibilities for ethics. These visions establish a link from the present into the future, mobilizing the latter as promissory place where a technology's benefits will materialize and to which certain ethical issues can be deferred. In turn, the present is constructed as a moment in which ethical engagement could be delegated to permissive regulatory standards and scientific authority. Our empirical tracing of the construction of 'ethical realities' in and by start-ups offers new inroads for ethics research and governance in tech industries beyond neurotechnology.
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Affiliation(s)
- Sophia Knopf
- School of Social Sciences and Technology, Department of Science, Technology and Society, Technical University Munich, Munich, Germany.
| | - Nina Frahm
- School of Social Sciences and Technology, Department of Science, Technology and Society, Technical University Munich, Munich, Germany
- School of Communication and Culture, Department of Digital Design and Information Studies, Aarhus University, Aarhus, Denmark
| | - Sebastian M Pfotenhauer
- School of Social Sciences and Technology, Department of Science, Technology and Society, Technical University Munich, Munich, Germany
- School of Management, Technical University Munich, Munich, Germany
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5
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Sattler S, Pietralla D. Public attitudes towards neurotechnology: Findings from two experiments concerning Brain Stimulation Devices (BSDs) and Brain-Computer Interfaces (BCIs). PLoS One 2022; 17:e0275454. [PMID: 36350815 PMCID: PMC9645609 DOI: 10.1371/journal.pone.0275454] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2022] [Accepted: 09/17/2022] [Indexed: 11/10/2022] Open
Abstract
This study contributes to the emerging literature on public perceptions of neurotechnological devices (NTDs) in their medical and non-medical applications, depending on their invasiveness, framing effects, and interindividual differences related to personal needs and values. We conducted two web-based between-subject experiments (2×2×2) using a representative, nation-wide sample of the adult population in Germany. Using vignettes describing how two NTDs, brain stimulation devices (BSDs; NExperiment 1 = 1,090) and brain-computer interfaces (BCIs; NExperiment 2 = 1,089), function, we randomly varied the purpose (treatment vs. enhancement) and invasiveness (noninvasive vs. invasive) of the NTD, and assessed framing effects (variable order of assessing moral acceptability first vs. willingness to use first). We found a moderate moral acceptance and willingness to use BSDs and BCIs. Respondents preferred treatment over enhancement purposes and noninvasive over invasive devices. We also found a framing effect and explored the role of personal characteristics as indicators of personal needs and values (e.g., stress, religiosity, and gender). Our results suggest that the future demand for BSDs or BCIs may depend on the purpose, invasiveness, and personal needs and values. These insights can inform technology developers about the public's needs and concerns, and enrich legal and ethical debates.
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Affiliation(s)
- Sebastian Sattler
- Faculty of Sociology, Bielefeld University, Bielefeld, Germany
- Institute of Sociology and Social Psychology, University of Cologne, Cologne, Germany
- Pragmatic Health Ethics Research Unit, Institut de Recherches Cliniques de Montréal, Montréal, Canada
| | - Dana Pietralla
- Institute of Sociology and Social Psychology, University of Cologne, Cologne, Germany
- Department of Psychology, University of Cologne, Cologne, Germany
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6
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Ienca M, Fins JJ, Jox RJ, Jotterand F, Voeneky S, Andorno R, Ball T, Castelluccia C, Chavarriaga R, Chneiweiss H, Ferretti A, Friedrich O, Hurst S, Merkel G, Molnár-Gábor F, Rickli JM, Scheibner J, Vayena E, Yuste R, Kellmeyer P. Towards a Governance Framework for Brain Data. NEUROETHICS-NETH 2022. [DOI: 10.1007/s12152-022-09498-8] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Abstract
AbstractThe increasing availability of brain data within and outside the biomedical field, combined with the application of artificial intelligence (AI) to brain data analysis, poses a challenge for ethics and governance. We identify distinctive ethical implications of brain data acquisition and processing, and outline a multi-level governance framework. This framework is aimed at maximizing the benefits of facilitated brain data collection and further processing for science and medicine whilst minimizing risks and preventing harmful use. The framework consists of four primary areas of regulatory intervention: binding regulation, ethics and soft law, responsible innovation, and human rights.
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Hrincu V, McDonald PJ, Connolly MB, Harrison MJ, Ibrahim GM, Naftel RP, Chiong W, Alam A, Ribary U, Illes J. Choice and Trade-offs: Parent Decision Making for Neurotechnologies for Pediatric Drug-Resistant Epilepsy. J Child Neurol 2021; 36:943-949. [PMID: 34078159 PMCID: PMC8458226 DOI: 10.1177/08830738211015010] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
Abstract
This qualitative study investigated factors that guide caregiver decision making and ethical trade-offs for advanced neurotechnologies used to treat children with drug-resistant epilepsy. Caregivers with affected children were recruited to semi-structured focus groups or interviews at one of 4 major epilepsy centers in Eastern and Western Canada and the USA (n = 22). Discussions were transcribed and qualitative analytic methods applied to examine values and priorities (eg, risks, benefits, adherence, invasiveness, reversibility) of caregivers pertaining to novel technologies to treat drug-resistant epilepsy. Discussions revealed 3 major thematic branches for decision making: (1) features of the intervention-risks and benefits, with an emphasis on an aversion to perceived invasiveness; (2) decision drivers-trust in the clinical team, treatment costs; and (3) quality of available information about neurotechnological options. Overall, caregivers' definition of treatment success is more expansive than seizure freedom. The full involvement of their values and priorities must be considered in the decision-making process.
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Affiliation(s)
- Viorica Hrincu
- University of British Columbia, Division of Neurology, Department of Medicine, Vancouver, British Columbia, Canada
| | - Patrick J. McDonald
- University of British Columbia, Division of Neurology, Department of Medicine, Vancouver, British Columbia, Canada,Faculty of Medicine, Division of Neurosurgery, Department of Surgery, University of British Columbia, Vancouver, British Columbia, Canada
| | - Mary B. Connolly
- Department of Pediatrics, Division of Neurology, BC Children’s Hospital, Vancouver, British Columbia, Canada
| | - Mark J. Harrison
- Faculty of Pharmaceutical Sciences, University of British Columbia, Vancouver, British Columbia, Canada,Centre for Health Evaluation and Outcome Sciences, St. Paul’s Hospital, Vancouver, British Columbia, Canada
| | - George M. Ibrahim
- Division of Neurosurgery, Hospital for Sick Children and Toronto Western Hospital, Toronto, Ontario, Canada
| | - Robert P. Naftel
- Department of Neurosurgery, Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - Winston Chiong
- Weill Institute for Neurosciences, Department of Neurology, Memory and Aging Center, University of California San Francisco, San Francisco, California
| | - Armaghan Alam
- University of British Columbia, Division of Neurology, Department of Medicine, Vancouver, British Columbia, Canada
| | - Urs Ribary
- Department of Pediatrics, Division of Neurology, BC Children’s Hospital, Vancouver, British Columbia, Canada,Behavioral & Cognitive Neuroscience Institute, Simon Fraser University, Burnaby, BC, Canada
| | - Judy Illes
- University of British Columbia, Division of Neurology, Department of Medicine, Vancouver, British Columbia, Canada,Correspondence: Judy Illes, CM, PhD, Professor of Neurology, Department of Medicine, University of British Columbia, 2211 Wesbrook Mall, Koerner S124 Vancouver, BC, V6T 2B5 CANADA, Tel: 604.822.0746
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8
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Pfotenhauer SM, Frahm N, Winickoff D, Benrimoh D, Illes J, Marchant G. Mobilizing the private sector for responsible innovation in neurotechnology. Nat Biotechnol 2021; 39:661-664. [PMID: 34099907 DOI: 10.1038/s41587-021-00947-y] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Affiliation(s)
- Sebastian M Pfotenhauer
- Munich Center for Technology in Society (MCTS) and TUM School of Management, Technical University of Munich, Munich, Germany.
| | - Nina Frahm
- Munich Center for Technology in Society (MCTS) and TUM School of Management, Technical University of Munich, Munich, Germany
| | - David Winickoff
- Working Party for Bio-, Nano- and Converging Technologies, Organisation For Economic Co-operation and Development (OECD), Paris, France
| | - David Benrimoh
- Department of Psychiatry, McGill University, Québec, Montréal, Canada.,Aifred Health, Montreal, Quebec, Canada
| | - Judy Illes
- Neuroethics Canada, Department of Medicine, University of British Columbia, Vancouver, British Columbia, Canada
| | - Gary Marchant
- Sandra Day O'Connor College of Law, Global Institute for Sustainability and Innovation, Arizona State University, Phoenix, AZ, USA
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9
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Apantaku G, Aguiar M, Kaal KJ, McDonald PJ, Connolly MB, Hrincu V, Illes J, Harrison M. Understanding Attributes that Influence Physician and Caregiver Decisions About Neurotechnology for Pediatric Drug-Resistant Epilepsy: A Formative Qualitative Study to Support the Development of a Discrete Choice Experiment. PATIENT-PATIENT CENTERED OUTCOMES RESEARCH 2021; 15:219-232. [PMID: 34431073 PMCID: PMC8866382 DOI: 10.1007/s40271-021-00544-w] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Accepted: 07/22/2021] [Indexed: 11/24/2022]
Abstract
OBJECTIVE This study reports formative qualitative research used to analyze decision making regarding neurotechnological interventions for pediatric drug-resistant epilepsy from the perspective of physicians and caregivers and the derivation of attributes for a discrete choice experiment. METHODS Purposive and convenience sampling was used to recruit physicians and caregivers. Physician focus group sessions were held at key national conferences in the USA and Canada. Caregivers were approached through clinics with established epilepsy surgery programs in the USA and Canada. Thematic analysis was used to identify critical features of decisions about treatment outcomes, procedural trade-offs, values, and concerns surrounding conventional and novel pediatric drug-resistant epilepsy interventions among physicians and caregivers. RESULTS The results highlight the presence of central attributes that are considered by both groups in decision making, such as "chances of seizure freedom", "risk", "availability of evidence", and "cost to families", as well as attributes that reflect important differences between groups. Physicians were focused on the specifics of treatment options, while caregivers thought more holistically, considering the overall well-being of their children. DISCUSSION The findings shaped the development of a discrete choice experiment to understand the likely uptake of different neurotechnologies. We identified differences in decision making and thus designed two discrete choice experiments to elicit preferences for pediatric drug-resistant epilepsy treatments, one aimed at clinicians and one at caregivers. The variation we observed highlights the value of seeking to understand the influences at the point of clinical decision making and incorporating this information into care.
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Affiliation(s)
- Glory Apantaku
- Faculty of Pharmaceutical Sciences, The University of British Columbia, Vancouver Campus, 4625-2405 Wesbrook Mall, Vancouver, BC, V6T 1Z3, Canada
| | - Magda Aguiar
- Faculty of Pharmaceutical Sciences, The University of British Columbia, Vancouver Campus, 4625-2405 Wesbrook Mall, Vancouver, BC, V6T 1Z3, Canada
| | - K Julia Kaal
- Faculty of Pharmaceutical Sciences, The University of British Columbia, Vancouver Campus, 4625-2405 Wesbrook Mall, Vancouver, BC, V6T 1Z3, Canada
| | - Patrick J McDonald
- Division of Neurology, Department of Medicine, Neuroethics Canada, University of British Columbia, 2211 Wesbrook Mall, Koerner, S124, Vancouver, BC, V6T 2B5, Canada.,Division of Neurosurgery, Department of Surgery, Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Mary B Connolly
- Division of Neurology, Department of Pediatrics, University of British Columbia, Vancouver, BC, Canada
| | - Viorica Hrincu
- Division of Neurology, Department of Medicine, Neuroethics Canada, University of British Columbia, 2211 Wesbrook Mall, Koerner, S124, Vancouver, BC, V6T 2B5, Canada
| | - Judy Illes
- Division of Neurology, Department of Medicine, Neuroethics Canada, University of British Columbia, 2211 Wesbrook Mall, Koerner, S124, Vancouver, BC, V6T 2B5, Canada.
| | - Mark Harrison
- Faculty of Pharmaceutical Sciences, The University of British Columbia, Vancouver Campus, 4625-2405 Wesbrook Mall, Vancouver, BC, V6T 1Z3, Canada. .,Centre for Health Evaluation and Outcome Sciences, St. Paul's Hospital, Vancouver, BC, Canada.
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10
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Goering S, Klein E, Specker Sullivan L, Wexler A, Agüera y Arcas B, Bi G, Carmena JM, Fins JJ, Friesen P, Gallant J, Huggins JE, Kellmeyer P, Marblestone A, Mitchell C, Parens E, Pham M, Rubel A, Sadato N, Teicher M, Wasserman D, Whittaker M, Wolpaw J, Yuste R. Recommendations for Responsible Development and Application of Neurotechnologies. NEUROETHICS-NETH 2021; 14:365-386. [PMID: 33942016 PMCID: PMC8081770 DOI: 10.1007/s12152-021-09468-6] [Citation(s) in RCA: 48] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2020] [Accepted: 04/15/2021] [Indexed: 12/12/2022]
Abstract
Advancements in novel neurotechnologies, such as brain computer interfaces (BCI) and neuromodulatory devices such as deep brain stimulators (DBS), will have profound implications for society and human rights. While these technologies are improving the diagnosis and treatment of mental and neurological diseases, they can also alter individual agency and estrange those using neurotechnologies from their sense of self, challenging basic notions of what it means to be human. As an international coalition of interdisciplinary scholars and practitioners, we examine these challenges and make recommendations to mitigate negative consequences that could arise from the unregulated development or application of novel neurotechnologies. We explore potential ethical challenges in four key areas: identity and agency, privacy, bias, and enhancement. To address them, we propose (1) democratic and inclusive summits to establish globally-coordinated ethical and societal guidelines for neurotechnology development and application, (2) new measures, including "Neurorights," for data privacy, security, and consent to empower neurotechnology users' control over their data, (3) new methods of identifying and preventing bias, and (4) the adoption of public guidelines for safe and equitable distribution of neurotechnological devices.
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Affiliation(s)
| | - Eran Klein
- University of Washington, Seattle, WA USA
- Oregon Health & Science University, Portland, OR USA
| | | | - Anna Wexler
- University of Pennsylvania, Philadelphia, PA USA
| | | | - Guoqiang Bi
- University of Science and Technology of China, Hefei, China
- CAS Shenzhen Institute of Advanced Technology, Shenzhen, China
| | | | | | | | | | | | | | | | | | - Erik Parens
- The Hastings Center, Philipstown, Garrison, NY USA
| | | | - Alan Rubel
- University of Wisconsin-Madison, Madison, WI USA
| | - Norihiro Sadato
- National Institute for Physiological Sciences, Okazaki, Aichi Japan
| | | | | | - Meredith Whittaker
- Google, Mountain View, CA USA
- AI Now, New York City, NY USA
- New York University, New York City, NY USA
| | - Jonathan Wolpaw
- National Center for Adaptive Neurotechnologies, Albany, NY USA
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11
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Abstract
Recent advances in brain-computer interface technology to restore and rehabilitate neurologic function aim to enable persons with disabling neurologic conditions to communicate, interact with the environment, and achieve other key activities of daily living and personal goals. Here we evaluate the principles, benefits, challenges, and future directions of brain-computer interfaces in the context of neurorehabilitation. We then explore the clinical translation of these technologies and propose an approach to facilitate implementation of brain-computer interfaces for persons with neurologic disease.
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Affiliation(s)
- Michael J Young
- Department of Neurology, Center for Neurotechnology and Neurorecovery, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts
| | - David J Lin
- Department of Neurology, Center for Neurotechnology and Neurorecovery, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts
- School of Engineering and Carney Institute for Brain Science, Brown University, Providence, Rhode Island
- Department of Veterans Affairs Medical Center, VA RR&D Center for Neurorestoration and Neurotechnology, Providence, Rhode Island
| | - Leigh R Hochberg
- Department of Neurology, Center for Neurotechnology and Neurorecovery, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts
- School of Engineering and Carney Institute for Brain Science, Brown University, Providence, Rhode Island
- Department of Veterans Affairs Medical Center, VA RR&D Center for Neurorestoration and Neurotechnology, Providence, Rhode Island
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12
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Saha S, Mamun KA, Ahmed K, Mostafa R, Naik GR, Darvishi S, Khandoker AH, Baumert M. Progress in Brain Computer Interface: Challenges and Opportunities. Front Syst Neurosci 2021; 15:578875. [PMID: 33716680 PMCID: PMC7947348 DOI: 10.3389/fnsys.2021.578875] [Citation(s) in RCA: 111] [Impact Index Per Article: 27.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2020] [Accepted: 01/06/2021] [Indexed: 12/13/2022] Open
Abstract
Brain computer interfaces (BCI) provide a direct communication link between the brain and a computer or other external devices. They offer an extended degree of freedom either by strengthening or by substituting human peripheral working capacity and have potential applications in various fields such as rehabilitation, affective computing, robotics, gaming, and neuroscience. Significant research efforts on a global scale have delivered common platforms for technology standardization and help tackle highly complex and non-linear brain dynamics and related feature extraction and classification challenges. Time-variant psycho-neurophysiological fluctuations and their impact on brain signals impose another challenge for BCI researchers to transform the technology from laboratory experiments to plug-and-play daily life. This review summarizes state-of-the-art progress in the BCI field over the last decades and highlights critical challenges.
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Affiliation(s)
- Simanto Saha
- School of Electrical and Electronic Engineering, The University of Adelaide, Adelaide, SA, Australia
- Department of Electrical and Electronic Engineering, United International University, Dhaka, Bangladesh
| | - Khondaker A. Mamun
- Advanced Intelligent Multidisciplinary Systems (AIMS) Lab, Department of Computer Science and Engineering, United International University, Dhaka, Bangladesh
| | - Khawza Ahmed
- Department of Electrical and Electronic Engineering, United International University, Dhaka, Bangladesh
| | - Raqibul Mostafa
- Department of Electrical and Electronic Engineering, United International University, Dhaka, Bangladesh
| | - Ganesh R. Naik
- Adelaide Institute for Sleep Health, College of Medicine and Public Health, Flinders University, Adelaide, SA, Australia
| | - Sam Darvishi
- School of Electrical and Electronic Engineering, The University of Adelaide, Adelaide, SA, Australia
| | - Ahsan H. Khandoker
- Healthcare Engineering Innovation Center, Department of Biomedical Engineering, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
| | - Mathias Baumert
- School of Electrical and Electronic Engineering, The University of Adelaide, Adelaide, SA, Australia
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13
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Abstract
The direct-to-consumer (DTC) neurotechnology market, which includes some brain-computer interfaces, neurostimulation devices, virtual reality systems, wearables, and smartphone apps is rapidly growing. Given this technology's intimate relationship with the brain, a number of ethical dimensions must be addressed so that the technology can achieve the goal of contributing to human flourishing. This paper identifies safety, transparency, privacy, epistemic appropriateness, existential authenticity, just distribution, and oversight as such dimensions. After an initial exploration of the relevant ethical foundations for DTC neurotechnologies, this paper lays out each dimension and uses examples to justify its inclusion.
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15
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Ienca M, Haselager P, Emanuel EJ. Brain leaks and consumer neurotechnology. Nat Biotechnol 2018; 36:805-810. [DOI: 10.1038/nbt.4240] [Citation(s) in RCA: 64] [Impact Index Per Article: 9.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
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16
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Hensel D, Iorga A, Wolter L, Znanewitz J. Conducting neuromarketing studies ethically-practitioner perspectives. COGENT PSYCHOLOGY 2017. [DOI: 10.1080/23311908.2017.1320858] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022] Open
Affiliation(s)
- David Hensel
- Institute of Marketing, Helmut Schmidt University/University of the Federal Armed Forces Hamburg, Hamburg, Germany
| | | | | | - Judith Znanewitz
- Institute of Marketing, Helmut Schmidt University/University of the Federal Armed Forces Hamburg, Hamburg, Germany
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17
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Spence C. Neuroscience-Inspired Design: From Academic Neuromarketing to Commercially Relevant Research. ORGANIZATIONAL RESEARCH METHODS 2016. [DOI: 10.1177/1094428116672003] [Citation(s) in RCA: 42] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
Abstract
Companies and organizations the world over wish to understand, predict, and ultimately change the behavior of those whom they interact with, advise, or else provide services for: be it the accident-prone driver out on the roads, the shopper bombarded by a myriad of alternative products on the supermarket shelf, or the growing proportion of the population who are clinically obese. The hope is that by understanding more about the mind, using recent advances in neuroscience, more effective interventions can be designed. But just what insights can a neuroscience-inspired approach offer over-and-above more traditional, not to mention contemporary, behavioral methods? This article focuses on three key areas: neuroergonomics, neuromarketing, and neurogastronomy. The utility of the neuroscience-inspired approach is illustrated with a number of concrete real-world examples. Practical challenges with commercial neuromarketing research, including the cost, timing, ethics/legality and access to scanners (in certain countries), and the limited ecological validity of the situations in which people are typically tested are also discussed. This commentary highlights a number of the key challenges associated with translating academic neuroscience research into commercial neuromarketing applications.
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Affiliation(s)
- Charles Spence
- Crossmodal Research Laboratory, Oxford University, Oxford, UK
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18
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Measurement devices and the psychophysiology of consumer behaviour: A posthuman genealogy of neuromarketing. BIOSOCIETIES 2015. [DOI: 10.1057/biosoc.2015.3] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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19
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Sattler S, Mehlkop G, Graeff P, Sauer C. Evaluating the drivers of and obstacles to the willingness to use cognitive enhancement drugs: the influence of drug characteristics, social environment, and personal characteristics. Subst Abuse Treat Prev Policy 2014; 9:8. [PMID: 24484640 PMCID: PMC3928621 DOI: 10.1186/1747-597x-9-8] [Citation(s) in RCA: 45] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2013] [Accepted: 01/31/2014] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND The use of cognitive enhancement (CE) by means of pharmaceutical agents has been the subject of intense debate both among scientists and in the media. This study investigates several drivers of and obstacles to the willingness to use prescription drugs non-medically for augmenting brain capacity. METHODS We conducted a web-based study among 2,877 students from randomly selected disciplines at German universities. Using a factorial survey, respondents expressed their willingness to take various hypothetical CE-drugs; the drugs were described by five experimentally varied characteristics and the social environment by three varied characteristics. Personal characteristics and demographic controls were also measured. RESULTS We found that 65.3% of the respondents staunchly refused to use CE-drugs. The results of a multivariate negative binomial regression indicated that respondents' willingness to use CE-drugs increased if the potential drugs promised a significant augmentation of mental capacity and a high probability of achieving this augmentation. Willingness decreased when there was a high probability of side effects and a high price. Prevalent CE-drug use among peers increased willingness, whereas a social environment that strongly disapproved of these drugs decreased it. Regarding the respondents' characteristics, pronounced academic procrastination, high cognitive test anxiety, low intrinsic motivation, low internalization of social norms against CE-drug use, and past experiences with CE-drugs increased willingness. The potential severity of side effects, social recommendations about using CE-drugs, risk preferences, and competencies had no measured effects upon willingness. CONCLUSIONS These findings contribute to understanding factors that influence the willingness to use CE-drugs. They support the assumption of instrumental drug use and may contribute to the development of prevention, policy, and educational strategies.
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Affiliation(s)
- Sebastian Sattler
- Institute for Sociology and Social Psychology, University of Cologne, Greinstrasse 2, 50939 Cologne, Germany
- Cologne Graduate School in Management, Economics and Social Sciences, Albertus-Magnus-Platz, 50932 Cologne, Germany
| | - Guido Mehlkop
- Faculty of Economics, Law and Social Sciences, University of Erfurt, Nordhaueser Strasse 63, 99089 Erfurt, Germany
| | - Peter Graeff
- Institute of Social Science, Christian-Albrechts University Kiel, Westring 400, 24118 Kiel, Germany
| | - Carsten Sauer
- Collaborative Research Center 882, Bielefeld University, Universitaetsstrasse 25, 33615 Bielefeld, Germany
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Sattler S, Forlini C, Racine E, Sauer C. Impact of contextual factors and substance characteristics on perspectives toward cognitive enhancement. PLoS One 2013; 8:e71452. [PMID: 23940757 PMCID: PMC3733969 DOI: 10.1371/journal.pone.0071452] [Citation(s) in RCA: 41] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2012] [Accepted: 07/02/2013] [Indexed: 11/19/2022] Open
Abstract
Enhancing cognitive performance with substances–especially prescription drugs–is a fiercely debated topic among scholars and in the media. The empirical basis for these discussions is limited, given that the actual nature of factors that influence the acceptability of and willingness to use cognitive enhancement substances remains unclear. In an online factorial survey, contextual and substance-specific characteristics of substances that improve academic performance were varied experimentally and presented to respondents. Students in four German universities rated their willingness to use and moral acceptance of different substances for cognitive enhancement. We found that the overall willingness to use performance enhancing substances is low. Most respondents considered the use of these substances as morally unacceptable. Situational influences such as peer pressure, policies concerning substance use, relative performance level of peers, but also characteristics of the substance, such as perceptions of substance safety, shape the willingness and acceptability of using a substance to enhance academic performance. Among the findings is evidence of a contagion effect meaning that the willingness was higher when the respondents have more CE drug users in their social network. We also found deterrence effects from strong side effects of using the substance, as well as from policy regulations and sanctions. Regulations might activate social norms against usage and sanctions can be seen as costly to users. Moreover, enhancement substances seem to be most tempting to low performers to catch up with others compared to high performers. By identifying contextual factors and substance characteristics influencing the willingness and acceptability of cognitive enhancers, policy approaches could consider these insights to better manage the use of such substances.
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The brain, the science and the media. The legal, corporate, social and security implications of neuroimaging and the impact of media coverage. EMBO Rep 2011; 12:630-6. [PMID: 21681202 DOI: 10.1038/embor.2011.115] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2010] [Accepted: 05/26/2011] [Indexed: 11/08/2022] Open
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Illes J, Moser MA, McCormick JB, Racine E, Blakeslee S, Caplan A, Hayden EC, Ingram J, Lohwater T, McKnight P, Nicholson C, Phillips A, Sauvé KD, Snell E, Weiss S. Neurotalk: improving the communication of neuroscience research. Nat Rev Neurosci 2010; 11:61-9. [PMID: 19953102 PMCID: PMC2818800 DOI: 10.1038/nrn2773] [Citation(s) in RCA: 89] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
There is increasing pressure for neuroscientists to communicate their research and the societal implications of their findings to the public. Communicating science is challenging, and the transformation of communication by digital and interactive media increases the complexity of the challenge. To facilitate dialogue with the public in this new media landscape, we suggest three courses of action for the neuroscience community: a cultural shift that explicitly recognizes and rewards public outreach, the identification and development of neuroscience communication experts, and ongoing empirical research on the public communication of neuroscience.
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Affiliation(s)
- Judy Illes
- Canada Research Chair in Neuroethics, Professor of Neurology, Faculty of Medicine, National Core for Neuroethics, The University of British Columbia, 2211 Wesbrook Mall, Koerner S124, Vancouver, BC V6T 2B5 CANADA, Tel: 604.822.0746, neuroethicscanada.ca,
| | - Mary Anne Moser
- Director of Communications, Schulich School of Engineering, Director, Banff Science Communications Program, University of Calgary, 2500 University Drive NW, Calgary, AB T2N 1N4 CANADA,
| | - Jennifer B. McCormick
- Assistant Professor of Biomedical Ethics, Departments of Medicine and Health Sciences Research, Mayo Clinic and College of Medicine, USA,
| | - Eric Racine
- Director, Neuroethics Research Unit, IRCM, 110 avenue des Pins Ouest, Montréal, QC H2W 1R7 CANADA, ircm.qc.ca/neuroethics/en,
| | | | - Arthur Caplan
- Centre for Bioethics, University of Pennsylvania, 3401 Market Street · Suite 320, Philadelphia, PA 19104 USA,
| | | | - Jay Ingram
- c/o CTV Inc., 9 Channel Nine Court, Scarborough, Ontario M1S 4B5 CANADA,
| | - Tiffany Lohwater
- Public Engagement Manager, American Association for the Advancement of Science (AAAS), 1200 New York Avenue, NW, Washington, DC 20005 USA,
| | - Peter McKnight
- Vancouver Sun, #1 - 200 Granville Street, Vancouver BC V6C 3N3 CANADA,
| | | | - Anthony Phillips
- Institute on Neuroscience, Mental Health and Addiction (INMHA), Canadian Institutes of Health Research (CIHR), 2255 Westbrook Mall, Vancouver, BC V6T 2A1 CANADA
| | - Kevin D. Sauvé
- National Core for Neuroethics, The University of British Columbia, 2211 Wesbrook Mall, Koerner S124, Vancouver, BC V6T 2B5 CANADA,
| | - Elaine Snell
- European Dana Alliance for the Brain, Snell Communications Ltd, Science, Medicine and Health, PO Box 10461, London SW11 6ZJ UNITED KINGDOM,
| | - Sam Weiss
- Director, Hotchkiss Brain Institute, Health Research Innovation Centre – Room 1A10, University of Calgary, 3330 Hospital Drive NW, Calgary, Alberta, T2N 4N1 CANADA,
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Illes J, Lombera S, Rosenberg J, Arnow B. In the mind's eye: provider and patient attitudes on functional brain imaging. J Psychiatr Res 2008; 43:107-14. [PMID: 18423669 PMCID: PMC2613197 DOI: 10.1016/j.jpsychires.2008.02.008] [Citation(s) in RCA: 29] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/27/2007] [Revised: 02/23/2008] [Accepted: 02/27/2008] [Indexed: 10/22/2022]
Abstract
Success in functional neuroimaging has brought the promise of quantitative data in the form of brain images to the diagnosis of disorders of the central nervous system for which only qualitative clinical criteria have previously existed. Even though the translation of research to clinical neuroimaging for conditions such as major depression may not be available yet, rapid innovation along this trajectory of discovery to implementation compels exploration of how such information will eventually affect providers and patients. Clinical neuroethics is devoted to elucidating ethical challenges prior to and during the transfer of new research capabilities to the bedside. Through a model of proactive ethics, clinical neuroethics promotes the development of responsible social and public policies in response to new diagnostic and prognostic capabilities for the benefit of patients and their families, and for providers within the health care systems in which they practice. To examine views about the potential interaction of clinical neuroimaging and depression, we surveyed both mental health providers and outpatients and inpatients diagnosed with major depressive disorder. From responses of 52 providers and 72 patients, we found high receptivity to brain scans for treatment tailoring and choice, for improving understanding of and coping with disease, and for mitigating the effects of stigma and self-blame. Our results suggest that, once ready, roll out of the fully validated technology has significant potential to reduce social burden associated with highly stigmatized illnesses like depression.
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Affiliation(s)
- J. Illes
- Stanford Center for Biomedical Ethics, Stanford University, Stanford, CA 94305, United States, Department of Pediatrics (Medical Genetics), Stanford University, Stanford, CA 94305, United States,* Corresponding author. Present address: National Core for Neuroethics, University of British Columbia, 2211 Wesbrook Mall, Koerner Pavilion, S124 Vancouver, Canada BC V6T 2B5. Tel.: +1 604 822 0746; fax: +1 604 827 5229. E-mail address: (J. Illes)
| | - S. Lombera
- Stanford Center for Biomedical Ethics, Stanford University, Stanford, CA 94305, United States, Program in Science, Technology and Society, Stanford University, Stanford, CA 94305, United States
| | - J. Rosenberg
- Department of Radiology, Stanford University, Stanford, CA 94305, United States
| | - B. Arnow
- Department of Psychiatry and Behavioral Science, Stanford University, Stanford, CA 94305, United States
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Caulfield T, Ogbogu U. Biomedical Research and the Commercialization Agenda: A Review of main Considerations for Neuroscience. Account Res 2008; 15:303-20. [DOI: 10.1080/08989620802388788] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Affiliation(s)
- Timothy Caulfield
- a Health Law Institute, Faculty of Law , University of Alberta , Edmonton , Alberta , Canada
| | - Ubaka Ogbogu
- a Health Law Institute, Faculty of Law , University of Alberta , Edmonton , Alberta , Canada
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Greely HT, Illes J. Neuroscience-based lie detection: the urgent need for regulation. AMERICAN JOURNAL OF LAW & MEDICINE 2007; 33:377-431. [PMID: 17910165 DOI: 10.1177/009885880703300211] [Citation(s) in RCA: 49] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/17/2023]
Abstract
“Illustration” or “map” are among the most frequently used words for translating the Chinese character tu, a graphic representation of any phenomenon that can be pictured in life and society, whether in traditional China or elsewhere. Investigations of the early role of tu in Chinese culture first set out to answer questions about who produced tu, the background of its originator, and the originator's purpose. How were pictures conceptualized? Interpreted? In examining tu, Chinese scholars stressed the relational aspect of tu and shu (writing) to answer both these questions, as well as to the importance of not robbing an image of its overall beauty and life with too much graphic detail. In the West, specific concepts of technical or scientific illustrations did not exist before the Renaissance. With the coming of that age, technical illustration became a specific branch of knowledge and activity, with its own specific goals and ends.
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Affiliation(s)
- Henry T Greely
- Center for Law and the Biosciences, Stanford University, USA
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