{"id":3247,"date":"2019-04-08T12:30:35","date_gmt":"2019-04-08T03:30:35","guid":{"rendered":"http:\/\/163.180.4.222\/lab\/?p=3247"},"modified":"2019-04-08T12:30:35","modified_gmt":"2019-04-08T03:30:35","slug":"early-voices-for-ethics-in-nanotechnology","status":"publish","type":"post","link":"https:\/\/biochemistry.khu.ac.kr\/lab\/?p=3247","title":{"rendered":"Early voices for ethics in nanotechnology"},"content":{"rendered":"<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h5>Chris Toumey reflects on the inhomogeneity of the concept of ethics applied to nanoscience and nanotechnology.<\/h5>\n<p>&nbsp;<\/p>\n<div class=\"pl20 mq875-pl0 serif\">\n<p>Many publications about nanotechnology remind us that ethics must be a part of research and applications in this field. We see this in articles from the natural sciences, the humanities and the social sciences. That is reassuring, but there is a recurring problem: \u2018ethics\u2019 means different things to different people.<\/p>\n<p>&nbsp;<\/p>\n<\/div>\n<div class=\"pl20 mq875-pl0 serif\">\n<p>I have collected approximately 200 publications on ethics in nanotechnology, and there are probably dozens more. I had hoped to find a common sense of the word which united them, or at least most of them. In this I have been frustrated, and I conclude that there are two principal reasons for this disunity. One is that professional ethicists speak a specialized language.<\/p>\n<p>They can tell us that Aristotle, Kant and Bentham created three distinct frameworks for ethics, and what it means when a person chooses one over the other two. But at the same time, there have been multiple venues in which anyone can express his or her own understanding of ethics in nanotech. Scientists, engineers, historians, policy makers and more have offered their views, and the views of these populations tend not to be grounded in the language of the professional ethicists.<\/p>\n<p>&nbsp;<\/p>\n<\/div>\n<div class=\"pl20 mq875-pl0 serif\">\n<p>I would not want to deny any non-ethicists the prerogative to express themselves regarding right and wrong in nanotechnology. I believe that some non-ethicists have helpful things to say. And as a non-ethicist myself, I cannot do justice to the contributions of the professional ethicists. Even so, I regret that there is no consensus about ethics in nanotech among the 200 papers on my bookshelf. I think of this compendium as many stand-alone opinions that have little or nothing to do with the opinions of others who have written about the same problem.<\/p>\n<p>&nbsp;<\/p>\n<\/div>\n<div class=\"pl20 mq875-pl0 serif\">\n<p>I could be wrong, but I imagine that it would be good for nanotechnology if all this work, and all those words, could have arrived at a common understanding of what is ethical in nanotechnology: a consensus, perhaps, or at least a synthesis which describes the principal themes of the many statements on ethics. I would not want to have to go before a funding agency, whether in the United States, the European Union or elsewhere, and be asked what became of all the funds that were spent on ethics and related topics. I would have to say that there are more than 100 stand-alone statements, but no common agreement.<\/p>\n<p>&nbsp;<\/p>\n<\/div>\n<div class=\"pl20 mq875-pl0 serif\">\n<p>For an academic, it has been wonderful to have the funding to think and write whatever I want about nanotechnology. A funding agency might want to see a different result \u2014 namely, that its generous investment in the topic of ethics has produced a clear understanding of ethics in nanotechnology which will be helpful to the scientists and engineers who make nanotechnology happen, and also to scholars in the humanities and social sciences, not to mention the lay public. Probably not a good idea to report that much generous funding has generated so many isolated opinions.<\/p>\n<p>&nbsp;<\/p>\n<\/div>\n<div class=\"pl20 mq875-pl0 serif\">\n<p>The second problem I notice is a fault-line in thinking about future applications which will affect us. Some writers concentrate on far-future possibilities like molecular assemblers, or nanobots reproducing out of control (so-called \u2018grey goo\u2019). Others concentrate on near-future possibilities: more modest expectations, to be sure, but possibilities that demand our attention now. Without concluding whether molecular assemblers or grey goo will be realized many decades from now, one can say that they are not as urgent as near-future applications when it comes to describing what will be ethical.<\/p>\n<p>&nbsp;<\/p>\n<\/div>\n<div class=\"pl20 mq875-pl0 serif\">\n<p>The far-future applications, whether realistic or not, are usually derived from the visions of Eric Drexler. This means that those who concentrate on far-future possibilities have probably limited their understanding of nanotech to Drexler\u2019s work, and have little appreciation of the views of Drexler\u2019s critics.<\/p>\n<p>&nbsp;<\/p>\n<\/div>\n<div class=\"pl20 mq875-pl0 serif\">\n<p>Because it bothers me that all this work on ethics in nanotech is so scatter-shot, I recently began to do something about which I had previously and successfully procrastinated. I began to read my articles on ethics more carefully than before. Here I report on ten of the earliest statements I found, from 2001 to 2004, so that I can describe the problem of the statements that initiated considerations of ethics in nanotechnology<sup><a id=\"ref-link-section-d71391e324\" title=\"Weil, V. in Societal Implications of Nanoscience and Nanotechnology (eds Roco, M. C. &amp; Bainbridge, W. S.) 244\u2013251 (Springer, 2001). \" href=\"https:\/\/www.nature.com\/articles\/s41565-019-0422-1?utm_source=feedburner&amp;utm_medium=feed&amp;utm_campaign=Feed%3A+nnano%2Frss%2Fcurrent+%28Nature+Nanotechnology+-+Issue%29#ref-CR1\" data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\">1<\/a>,<a id=\"ref-link-section-d71391e324_1\" title=\"Sweeney, A. E., Seal, S. &amp; Vaidyanathan, P. Bull. Sci. Technol. Soc. 23, 236\u2013245 (2003).\" href=\"https:\/\/www.nature.com\/articles\/s41565-019-0422-1?utm_source=feedburner&amp;utm_medium=feed&amp;utm_campaign=Feed%3A+nnano%2Frss%2Fcurrent+%28Nature+Nanotechnology+-+Issue%29#ref-CR2\" data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\">2<\/a>,<a id=\"ref-link-section-d71391e324_2\" title=\"Wolfson, J. Biotechnol. Law Rep. 4, 376\u2013395 (2003).\" href=\"https:\/\/www.nature.com\/articles\/s41565-019-0422-1?utm_source=feedburner&amp;utm_medium=feed&amp;utm_campaign=Feed%3A+nnano%2Frss%2Fcurrent+%28Nature+Nanotechnology+-+Issue%29#ref-CR3\" data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\">3<\/a>,<a id=\"ref-link-section-d71391e324_3\" title=\"Weil, V. Proc. IEEE 91, 1976\u20131979 (2003).\" href=\"https:\/\/www.nature.com\/articles\/s41565-019-0422-1?utm_source=feedburner&amp;utm_medium=feed&amp;utm_campaign=Feed%3A+nnano%2Frss%2Fcurrent+%28Nature+Nanotechnology+-+Issue%29#ref-CR4\" data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\">4<\/a>,<a id=\"ref-link-section-d71391e324_4\" title=\"Mnyusiwalla, A., Daar, A. S. &amp; Singer, P. A. Nanotechnology 14, R9\u2013R13 (2003).\" href=\"https:\/\/www.nature.com\/articles\/s41565-019-0422-1?utm_source=feedburner&amp;utm_medium=feed&amp;utm_campaign=Feed%3A+nnano%2Frss%2Fcurrent+%28Nature+Nanotechnology+-+Issue%29#ref-CR5\" data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\">5<\/a>,<a id=\"ref-link-section-d71391e324_5\" title=\"Macdonald, C. The Scientist 8 (16 February 2004); \n                    https:\/\/www.the-scientist.com\/opinion-old\/nanotech-is-novel-the-ethical-issues-are-not-50490\n\n                        \" href=\"https:\/\/www.nature.com\/articles\/s41565-019-0422-1?utm_source=feedburner&amp;utm_medium=feed&amp;utm_campaign=Feed%3A+nnano%2Frss%2Fcurrent+%28Nature+Nanotechnology+-+Issue%29#ref-CR6\" data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\">6<\/a>,<a id=\"ref-link-section-d71391e324_6\" title=\"Einsiedel, E. F. &amp; Goldenberg, L. Bull. Sci. Technol. Soc. 24, 28\u201333 (2004).\" href=\"https:\/\/www.nature.com\/articles\/s41565-019-0422-1?utm_source=feedburner&amp;utm_medium=feed&amp;utm_campaign=Feed%3A+nnano%2Frss%2Fcurrent+%28Nature+Nanotechnology+-+Issue%29#ref-CR7\" data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\">7<\/a>,<a id=\"ref-link-section-d71391e324_7\" title=\"Berne, R. IEEE Circuits Devices Mag. 20, 10\u201317 (2004).\" href=\"https:\/\/www.nature.com\/articles\/s41565-019-0422-1?utm_source=feedburner&amp;utm_medium=feed&amp;utm_campaign=Feed%3A+nnano%2Frss%2Fcurrent+%28Nature+Nanotechnology+-+Issue%29#ref-CR8\" data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\">8<\/a>,<a id=\"ref-link-section-d71391e324_8\" title=\"Robison, W. in Discovering the Nanoscale (eds Baird, D. et al.) 285\u2013300 (IOS, 2004). \" href=\"https:\/\/www.nature.com\/articles\/s41565-019-0422-1?utm_source=feedburner&amp;utm_medium=feed&amp;utm_campaign=Feed%3A+nnano%2Frss%2Fcurrent+%28Nature+Nanotechnology+-+Issue%29#ref-CR9\" data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\">9<\/a>,<a id=\"ref-link-section-d71391e327\" title=\"Moor, J. &amp; Weckert, J. in Discovering the Nanoscale (eds Baird, D. et al.) 301\u2013310 (IOS, 2004). \" href=\"https:\/\/www.nature.com\/articles\/s41565-019-0422-1#ref-CR10\" data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 10\">10<\/a><\/sup>.<\/p>\n<p>&nbsp;<\/p>\n<\/div>\n<div class=\"pl20 mq875-pl0 serif\">\n<p>I have a two-part expectation of what these statements ought to include: first, a sense of the issues that are most likely to arise with nanotechnology, regardless whether these issues are unique to nanotech or shared with other powerful technologies; and second, some clear guidelines that tell us how we should behave ethically for each of those issues. For one issue, we should do this, and not do that; for another issue, we need to know that this is right, and that is wrong.<\/p>\n<p>&nbsp;<\/p>\n<\/div>\n<div class=\"pl20 mq875-pl0 serif\">\n<p>In other words, these position papers on ethics in nanotech should alert us to matters on which we will have to make some choices about what we are going to do, and they will then steer us away from unethical choices. In my ideal world, that is how a paper on ethics should serve us.<\/p>\n<p>&nbsp;<\/p>\n<\/div>\n<div class=\"pl20 mq875-pl0 serif\">\n<p>For the first part of my desideratum, there is no shortage of issues that might arise in the case of nanotechnology. The most salient ones, by my reading, are socio-economic equity ( that is, the question of whether nanotech will make some populations richer while making others poorer); the potential for environmental harm; and a worry about who controls nanotech. Also important is whether nanotechnology will change relationships among three sources of scientific knowledge \u2014 academia, government, and industry. Advice about learning from recent cases of technology, for example genetically modified organisms, appears often in these early papers.<\/p>\n<p>&nbsp;<\/p>\n<\/div>\n<div class=\"pl20 mq875-pl0 serif\">\n<p>Other topics include: the consequences of extending the average human life-span; out-of-control nanobots; the potential for nanotech to threaten our privacy; metaphysical questions of human\u2013machine interactions; problems of intellectual property such as patenting; terrorists weaponizing nanotech; and more. Thus the catalogue of potential ethical issues is rich.<\/p>\n<p>&nbsp;<\/p>\n<\/div>\n<div class=\"pl20 mq875-pl0 serif\">\n<p>Alas, I am disappointed that most of the first ten papers fail to present the logic or the standards by which those issues will be resolved. Lists of issues are necessary, but it is equally essential to guide the reader toward the ethical choices that we will need to make for those issues. Some of these writers may have an intuitive sense of what is right and wrong for a particular issue, based on their own education or experience. But their intuition is not obvious to the rest of us if they fail to present clear guidelines that tell us how we should behave ethically for the issues they care about.<\/p>\n<p>&nbsp;<\/p>\n<\/div>\n<div class=\"pl20 mq875-pl0 serif\">\n<p>Some do, so I would like to draw attention to those parts of their articles. One theme addresses the ways in which the nanotech community should \u2013 and should not \u2013 interact with the lay public. Vivian Weil says that scientists and engineers ought not to depict the public as \u2018the other\u2019: that is, a mirror image of the scientific community that lacks all the knowledge and wisdom that scientists have. On the contrary, she strongly suggests that they should include a diversity of viewpoints, and \u201cavoid taking it for granted that there is wide agreement on the desirable consequences of various nanotechnology options\u201d. These related themes appear in both of her papers on ethics in nanotech<sup><a id=\"ref-link-section-d71391e350\" title=\"Weil, V. in Societal Implications of Nanoscience and Nanotechnology (eds Roco, M. C. &amp; Bainbridge, W. S.) 244\u2013251 (Springer, 2001). \" href=\"https:\/\/www.nature.com\/articles\/s41565-019-0422-1#ref-CR1\" data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 1\">1<\/a>,<a id=\"ref-link-section-d71391e353\" title=\"Weil, V. Proc. IEEE 91, 1976\u20131979 (2003).\" href=\"https:\/\/www.nature.com\/articles\/s41565-019-0422-1#ref-CR4\" data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 4\">4<\/a><\/sup>.<\/p>\n<p>&nbsp;<\/p>\n<\/div>\n<div class=\"pl20 mq875-pl0 serif\">\n<p>Einsiedel and Goldenberg amplify Weil\u2019s suggestions: those who disagree with one\u2019s views should not be described as anti-scientific; also, the purpose of nanotech science education is not to pacify a supposedly hostile public. They also discuss the potential for publicly funded research to be available to all on an open-source basis<sup><a id=\"ref-link-section-d71391e360\" title=\"Einsiedel, E. F. &amp; Goldenberg, L. Bull. Sci. Technol. Soc. 24, 28\u201333 (2004).\" href=\"https:\/\/www.nature.com\/articles\/s41565-019-0422-1#ref-CR7\" data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 7\">7<\/a><\/sup>. This is provocative in the best sense: if the public is financing the research of an academic or government institution, then why should the results of that research be denied to those who financed it?<\/p>\n<p>&nbsp;<\/p>\n<\/div>\n<div class=\"pl20 mq875-pl0 serif\">\n<p>Two more good points come from Sweeney, Seal and Vaidyanathan<sup><a id=\"ref-link-section-d71391e367\" title=\"Sweeney, A. E., Seal, S. &amp; Vaidyanathan, P. Bull. Sci. Technol. Soc. 23, 236\u2013245 (2003).\" href=\"https:\/\/www.nature.com\/articles\/s41565-019-0422-1#ref-CR2\" data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 2\">2<\/a><\/sup>. First, they tell us to make good use of earlier critical theories of technology, for example those of Lewis Mumford and Jacques Ellul in the mid-twentieth century. I see that this idea is otherwise absent from the other early voices on ethics in nanotech, but with the benefit of hindsight it should be obvious.<\/p>\n<p>Their second point is an observation worth thinking about: in a seminar on ethics in nanotech which they conducted at Central Florida University, the authors saw that the female students were more willing than the male students \u201cto consider the political\/social repercussions of advances in\u201d nanotech<sup><a id=\"ref-link-section-d71391e371\" title=\"Sweeney, A. E., Seal, S. &amp; Vaidyanathan, P. Bull. Sci. Technol. Soc. 23, 236\u2013245 (2003).\" href=\"https:\/\/www.nature.com\/articles\/s41565-019-0422-1#ref-CR2\" data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 2\">2<\/a><\/sup>. I have seen ideas like this elsewhere in considerations of science and technology, and I wonder how we can make good use of them.<\/p>\n<p>&nbsp;<\/p>\n<\/div>\n<div class=\"pl20 mq875-pl0 serif\">\n<p>I finish with one last constructive criticism regarding ethics in nanotech. Berne tells us that we need to make room for imagination when we aspire to craft the best possible ethical thinking about nanotech. Professional codes of conduct are good, and are necessary, but \u201cthey are not a moral guidepost\u201d. Similarly, supposed universal moral principles have their limits if they prevent us from appreciating alternative viewpoints (which reminds us of what Weil advocated). The role of imagination includes metaphors and art forms, e.g., science fiction. It also serves us by illuminating the \u201cbeliefs, values and aspirations\u201d of all the potential stakeholders who have reason to care about nanotechnology, and who care that we prevent unethical choices<sup><a id=\"ref-link-section-d71391e378\" title=\"Berne, R. IEEE Circuits Devices Mag. 20, 10\u201317 (2004).\" href=\"https:\/\/www.nature.com\/articles\/s41565-019-0422-1#ref-CR8\" data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 8\">8<\/a><\/sup>.<\/p>\n<p>&nbsp;<\/p>\n<\/div>\n<div class=\"pl20 mq875-pl0 serif\">\n<p>It is not obvious exactly how we get from imagination to ethical behaviour, but Berne is right to say that this is one way to learn and appreciate an important lesson: we need to realize that the multiple kinds of stakeholders have multiple points of view. What I think or what you think may not be the total content of ethics for nanotech.<\/p>\n<p>&nbsp;<\/p>\n<\/div>\n<div class=\"pl20 mq875-pl0 serif\">\n<p>I had originally hoped to deliver to you a clear and simple consensus about ethics in nanotech. Here you see how I learned that this was not possible, at least not in these ten early position papers. In my next Thesis, I will review a group of papers from the chronological end of my 200 statements, and we can see what has changed over ten years.<\/p>\n<\/div>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>(\uc6d0\ubb38: <a href=\"https:\/\/www.nature.com\/articles\/s41565-019-0422-1?utm_source=feedburner&amp;utm_medium=feed&amp;utm_campaign=Feed%3A+nnano%2Frss%2Fcurrent+%28Nature+Nanotechnology+-+Issue%29\">\uc5ec\uae30<\/a>\ub97c \ud074\ub9ad\ud558\uc138\uc694~)<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>&nbsp; &nbsp; Chris Toumey reflects on the inhomogeneity of the concept of ethics applied to nanoscience and nanotechnology. &nbsp; Many publications about nanotechnology remind us<a href=\"https:\/\/biochemistry.khu.ac.kr\/lab\/?p=3247\" class=\"more-link\">(more&#8230;)<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"jetpack_post_was_ever_published":false},"categories":[32,34,29],"tags":[],"class_list":["post-3247","post","type-post","status-publish","format-standard","hentry","category-essays-on-science","category-lets-do-chemistry","category-lets-do-science"],"aioseo_notices":[],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"","jetpack-related-posts":[{"id":1073,"url":"https:\/\/biochemistry.khu.ac.kr\/lab\/?p=1073","url_meta":{"origin":3247,"position":0},"title":"Factors that make an impact","author":"biochemistry","date":"July 9, 2018","format":false,"excerpt":"\u00a0 \u00a0 (\uc6d0\ubb38) \u00a0 Nature Nanotechnology\u00a0 volume\u00a013,\u00a0page\u00a0525\u00a0(2018) \u00a0 Number of citations in academic papers is not always a good measure for the influence of applied research papers. \u00a0 \u00a0 In the vast majority of cases, scientists use public money to support their research. In return, the public wants to see\u2026","rel":"","context":"In &quot;Essays on Science&quot;","block_context":{"text":"Essays on Science","link":"https:\/\/biochemistry.khu.ac.kr\/lab\/?cat=32"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":1070,"url":"https:\/\/biochemistry.khu.ac.kr\/lab\/?p=1070","url_meta":{"origin":3247,"position":1},"title":"From an idea to a technology","author":"biochemistry","date":"July 9, 2018","format":false,"excerpt":"\u00a0 \u00a0 (\uc6d0\ubb38) \u00a0 \u00a0 Nature Nanotechnology\u00a0volume\u00a013,\u00a0pages\u00a0528\u2013530\u00a0(2018) \u00a0 Nature Nanotechnology\u00a0has asked Jong-Hyun Ahn, Yi Cui and Hagan Bayley, corresponding authors of the three papers published in the journal that have received the highest number of citations in the patent literature, to share their insights about doing applied research in academia\u2026","rel":"","context":"In &quot;Essays on Science&quot;","block_context":{"text":"Essays on Science","link":"https:\/\/biochemistry.khu.ac.kr\/lab\/?cat=32"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":1432,"url":"https:\/\/biochemistry.khu.ac.kr\/lab\/?p=1432","url_meta":{"origin":3247,"position":2},"title":"An ethical way forward for AI","author":"biochemistry","date":"August 24, 2018","format":false,"excerpt":"\u00a0 \u00a0 (\uc6d0\ubb38: \uc5ec\uae30\ub97c \ud074\ub9ad\ud558\uc138\uc694~) \u00a0 Science\u00a0\u00a024 Aug 2018: Vol. 361, Issue 6404, pp. 763-765 DOI: 10.1126\/science.361.6404.763-q \u00a0 \u00a0 \u00a0 Artificial intelligence (AI) is becoming prevalent in everyday life. Within the next 5 years, an estimated 55% of households worldwide are expected to own a voice assistant. Furthermore, medical diagnostics,\u2026","rel":"","context":"In &quot;Let's Do Computer Science!&quot;","block_context":{"text":"Let's Do Computer Science!","link":"https:\/\/biochemistry.khu.ac.kr\/lab\/?cat=35"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":2586,"url":"https:\/\/biochemistry.khu.ac.kr\/lab\/?p=2586","url_meta":{"origin":3247,"position":3},"title":"Deep learning beats the optical diffraction limit","author":"biochemistry","date":"January 29, 2019","format":false,"excerpt":"\u00a0 \u00a0 A deep learning approach enables up to nine bits of information to be encoded per diffraction-limited area. \u00a0 \u00a0 In our digital age, we generate an ever-increasing amount of data (terabytes per day), making its storage and long-term access increasingly challenging. Hard disk drives have become very popular\u2026","rel":"","context":"In &quot;Let's Do Computer Science!&quot;","block_context":{"text":"Let's Do Computer Science!","link":"https:\/\/biochemistry.khu.ac.kr\/lab\/?cat=35"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":428,"url":"https:\/\/biochemistry.khu.ac.kr\/lab\/?p=428","url_meta":{"origin":3247,"position":4},"title":"Robotic assembly of artificial nanomaterials","author":"biochemistry","date":"May 30, 2018","format":false,"excerpt":"\u00a0 \u00a0 (\uc6d0\ubb38) \u00a0 \u00a0 An automated robotic system is capable of assembling 2D van der Waals heterostructures of unprecedented complexity in a timely fashion. \u00a0 The emergence of robotic automation in the workplace has unleashed a hot debate among economists about the potential impact of the robot replacing the\u2026","rel":"","context":"In &quot;Let's Do Chemistry!&quot;","block_context":{"text":"Let's Do Chemistry!","link":"https:\/\/biochemistry.khu.ac.kr\/lab\/?cat=34"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":4082,"url":"https:\/\/biochemistry.khu.ac.kr\/lab\/?p=4082","url_meta":{"origin":3247,"position":5},"title":"Stability makes a difference","author":"biochemistry","date":"September 17, 2019","format":false,"excerpt":"\u00a0 \u00a0 Single-molecule devices with low variability can be made by decoupling electronic transport and chemical attachment to the electrode. \u00a0 In the past four decades, researchers have explored the use of the electronic properties of molecules to develop single-molecule devices for ultimately miniaturized electronics and extreme integration density. 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