{"id":234797,"date":"2017-08-14T23:29:06","date_gmt":"2017-08-15T03:29:06","guid":{"rendered":"http:\/\/www.euvolution.com\/futurist-transhuman-news-blog\/uncategorized\/on-memetics.php"},"modified":"2017-08-14T23:29:06","modified_gmt":"2017-08-15T03:29:06","slug":"on-memetics","status":"publish","type":"post","link":"https:\/\/www.euvolution.com\/futurist-transhuman-news-blog\/memetics\/on-memetics.php","title":{"rendered":"On Memetics"},"content":{"rendered":"<p><p>Mutations and recombination in cultural                          evolution                                                                          Another claim in the recent Creanzaa,                          Kolodny and Feldman document (Cultural                          evolutionary theory: How culture evolves                          and why it matters) is my topic                          today. They say:                                                      Unlike in genetics, where mutations are                            the source of new traits, cultural                            innovations can occur via multiple                            processes and at multiple scales                          To start with, this is                          rather obviously not true: classically,                          mutations and recombination are                          the source of new traits in evolutionary                          theory. However, are the authors correct                          to claim that these processes need                          augmenting in cultural evolution? The                          answer, I think is: not if you conceive                          of them properly in the first place. Let                          me explain.                          <\/p>\n<p>                            To start with, let's look at what the                            authors claim are the new processes                            that go beyond mutation in the cultural                            domain. They give two examples. One is                            individual trial-and-error learning.                            They also say that:                          <\/p>\n<p>                            What about trial-and-error learning,                            though? Surely there is no leaning in                            genetics. Trial-and-error learning is a                            composite process. It starts with                            trials, which are often mutations of                            previous trials. Then there is the                            \"error\" part, which does not involve                            generating new variation at all, but                            rather is based on discarding                            information based on its success. In                            other words, it is selection, not                            mutation or recombination. By breaking                            trial-and-error learning down into its                            component parts, it is found to be a                            composite product of mutation,                            recombination and selection - not some                            entirely new process demanding                            fundamental additions to evolutionary                            theory. Skinner realised this, by                            formulating his learning theory while                            using evolutionary terminology (such as                            \"extinction\"). Many others have                            followed in his footsteps, conceiving                            of learning in evolutionary terms.                          <\/p>\n<p>                            Isn't this a matter of terminology?                            With these author's definition of                            'mutation' they are right, but with my                            definition of 'mutation', I am right?                            Yes, but terminology isn't a case of                            words meaning whatever you want them to                            mean. Scientific terminology should                            carve nature at the joints. Definitions                            of 'mutation' and 'recombination' that                            apply equally to both organic and                            cultural evolution are useful, I                            submit. Less general ones are not so                            useful.                          <\/p>\n<p>                            To summarize, it is possible to                            conceive of mutation and recombination                            in a way that make them encompass all                            sources of variation. Mutations are                            sources of variation based on one piece                            of inherited information. Recombination                            is a source of variation based on                            two-or-more pieces of inherited                            information. In theory, it might appear                            that there's one other possible                            process: creation - variation based in                            inherited inforation which comes out of                            nowhere. One might give the origin of                            life as an example of genes arising                            from non-genes. However, we don't                            really need this proposed 'creation'                            process. Information never                            really comes out of nowhere.                            There's a law of conservation of                            information - parallel to the laws of                            conservation of energy and conservation                            of charge. We can see this in the                            microsopic reversibility of physics -                            information is neither created nor                            destroyed.                          <\/p>\n<p>                            I claim then, that mutation and                            recombination have it covered. The                            additions to evolutionary theory                            proposed by these authors are not                            necessary. They are unnecessaary                            complications, which evolutionary                            biologists should soundly reject as not                            contributing anything to the basic                            theory.                          <\/p>\n<p>                            The caption reads: \"Cultural                            transmission is more complex than                            genetic transmission and may occur on                            short timescales, even within a single                            generation.\"                          <\/p>\n<p>                            This diagram is profoundly misleading.                            It is based on a view of cultural                            evolution that doesn't include                            symbiology. A genes vs culture diagram                            that includes cultural symbionts on one                            side, but not genetic symbionts on the                            other is not showing the whole picture.                            Humans share DNA between individuals -                            in the form of bacteria, viruses,                            yeasts, fruits and vegetables - very                            much as they share culture between                            individuals.                          <\/p>\n<p>                            Framing the diagram as \"Human genes\" vs                            \"Human culture\" is not comparing like                            with like. Bacterial and viral genes                            are not part of the human genome                            (unless you count the 10% of the human                            genome that is descended from viral                            genomes) - but human culture isn't part                            of it either. On the left, symbionts                            are excluded, while on the right they                            are included. It is an unfair                            comparison which leads to the confusion                            propagated by the caption. In fact                            parasite evolution can happen within a                            single host generation in both the                            cultural and organic realms. Contrary                            to the spirit of the diagram you can                            get genes from peers in both cultural                            and organic evolution. They are                            parasite genes, or symbiont genes in                            both cases. Cultural evolution does not                            differ from organic evolution in this                            respect. The idea that in culture you                            can get genes from many sources, while                            in organic evolution you only get them                            from your parents is a popular                            misconception about the topic.                          <\/p>\n<p>                            The whole document has a whole section                            on \"Culture and Microbes\". However                            there is no mention of the idea that                            culture behaves similarly to microbes                            and other symbionts. The man-machne                            symbiosis, for example is not                            mentioned. Yet symbiosis is the very                            basis of the whole field according to                            memetics, one of the very few                            symbiosis-aware treatments of cultural                            evolution out there.                          <\/p>\n<p>                            The neglect of symbiology in academic                            cultural evolution mirrors its neglect                            in the study of organic evolution -                            until the 1960s. However,                             cultural evolution's scientific lag                            means that cultural evolution is far                            behind, and few academics have even a                            basic understanding the relevance of                            symbiosis to the evolution of culture.                            Maybe these folk never read Cloak                            (1975) and Dawkins (1976).                          <\/p>\n<p>                            I think the history of this                            misconception of the whole field in                            academia is fascinating. Why has it                            lasted for so long and why has it not                            yet been corrected? I don't have all                            the answers but I think the origin is                            fairly clear. Anthropologists wanted a                            complex theory of cultural evolution,                            to signal their skills to other                            academics and prospective students.                            They may also have wanted to distance                            themselves from previous attempts to                            marry evolution and culture. Any                            mention of biology turns most                            anthropologists off. Artificially                            weakening the influence of biology in                            the theory may have made the theory                            more palatable to other                            anthropologists. Still, science is a                            self-correcting enterprise. Eventually,                            the truth will out.                          <\/p>\n<p>                            The exact same reply works for cultural                            evolution: to make testable                            predictions, use expected                            fitnesses.                          <\/p>\n<p>                            I have seen much the same objection                            raised to the Price equation and                            Hamilton's rule. These have been                            criticised as tautologies by                             Martin Nowak and Edward Wilson                            among others. This criticism ought to                            be dead these days, but like a zombie,                            it refuses to lie down.                          <\/p>\n<p>                            Dennett argues that we should make                            machines into our slaves and keep them                            that way. IMO, machine slavery will not                            be a stable state once machines become                            much more intelligent than humans. As a                            plan for keeping humans in the loop,                            machine slavery just won't work in the                            long term. If we try going down that                            path, after a while, humans will become                            functionally redundant, and some time                            after that they will mostly disappear.                          <\/p>\n<p>                            IMHO, a better plan is to work on                            deepening the man-machine symbiosis -                            and \"become the machines\". Of course,                            that plan could also fail - but I think                            that it is less likely to fail                            catastrophically and it should provide                            better continuity between the eras.                            Machine slavery in various forms is                            inevitable in the short term. However                            unlike Dennett, I don't think it is any                            sort of solution. It won't prevent                            man-machine competition for resources                            in the way that Dennett appears to                            think. We have tried slavery before and                            have first-hand experience of how it                            can destabilize and fail to last.                          <\/p>\n<p>                            Among my targets are proponents of the                            apocalypse. Two modern forms seem                            especially prominent. One is the idea                            that some combination of global                            warming, pollution, overpopulation and                            resource depletion will lead to                            environmental catastrophe. The other is                            the idea that machine intelligence,                            biotechnology, nanotechnology and                            robotics is likely to lead to human                            extinction.                          <\/p>\n<p>                            In a few cases the same individuals                            engage in fearmongering on multiple                            topics. For example, Stephen Hawking                            has warned about the dangers of climate                            change, runaway artifical intelligence                            and alien invasions. On climate he has                            said:                          <\/p>\n<p>                            On machine intelligence he has advised                            that:                          <\/p>\n<p>                            He has also cautioned on the topic of                            alien contact arguing that aliens:                          <\/p>\n<p>                            Another celebrity serial fearmongerer                            is Elon Musk. He's expressed similar                            concerns about the climate change and                            runaway machine intelligence.                          <\/p>\n<p>                            I identify these types of sentiment as                            consisting largely of                            \"attention-seeking fearmongering\". This                            typically consists of associating                            yourself with a massive future                            catastrophe. Warnings may be given and                            sometimes advice about catastrophe                            avoidance is offered. As catastrophe                            alerts propagate you are promoted too -                            via a kind of                             memetic hitchhiking.                          <\/p>\n<p>                            Some of the early proponents of this                            type of self-promotional technique                            applied to machine intelligence were                            Kevin Warwick and Hugo De Garis. Kevin                            Warwick wrote a 1997 book about how                            machines were going to take over the                            world, titled \"March                            of the Machines: Why the New Race of                            Robots Will Rule the World\". De                            Garis later wrote the book                             The Artilect War: Cosmists Vs. Terrans:                            A Bitter Controversy Concerning Whether                            Humanity Should Build Godlike Massively                            Intelligent Machines. However,                            neither author was very competent at                            fearmongering. Their efforts were                            pioneering but relatively ineffectual.                            These days, fearmongering is big                            business - with trillions of dollars                            being spent on global warming avoidance                            as a result. Many modern oranizations                            specialize in fearmongering.                          <\/p>\n<p>                            I identify                             fearmongering as being a                            morally-dubious marketing technique.                            Part of the problem is that humans are                            naturally paranoid - due to the                            \"sabre-tooth tiger at the watering                            hole\" phenomenon. Our ancestors lived                            in a dangerous environment. These days,                            our environment is typically much, much                            safer. However we are still wired up as                            though the sabre-tooth tigers are still                            around. We are naturally paranoid.                            Fearmongering exploits human paranoia -                            typically for personal gain. It seems                            like a low form of manipulation to me.                          <\/p>\n<p>                            Fearmongering is typically used as a                            type of                             negaative advertising. Negaative                            advertising is often seen in American                            political campaigns. There's also a                            long history of fearmongering in IT.                            There, the technique is often known as                            spreading                             Fear, Uncertainty and Doubt - or                            F.U.D. for short.                          <\/p>\n<p>                            There's a children's story about the                            perils of \"attention-seeking                            fearmongering\":                             the boy who cried wolf. There, the                            moral of the story is that false                            warnings can damage your reputation. My                            message here is a bit different. I am                            not interested in advising the                            fearmongers to stop using their                            techniques. Rather I want to help                            everyone else to do a better job of                            ignoring them. One part of this is                            simply understanding what is going on.                            An interesting resource on this topic                            is Dan Gardner's                             Risk: The Science and Politics of                            Fear. The book is also known as                            \"The Science of Fear: Why We Fear the                            Things We Shouldn't-and Put Ourselves                            in Greater Danger\". For my part, I                            would like to contribute the                            terminology in the title of this post:                            \"attention-seeking fearmongering\".                            Naming things can make it easier for                            people to think about them.                          <\/p>\n<p>                            Of course, some of the symbionts will                            be parasites. While also playing a role                            in pulling their hosts together, too                            many parasites are bad, and eusocial                            creatures often go to considerable                            lengths to eliminate them - with                            antibiotic compounds, grooming rituals,                            hairlessness, and highly-active immune                            systems. It seems likely that opposing                            selection pressures from parasites will                            form part of the \"overcrowding\" forces                            that eventually halt the progress                            towards greater levels of sociality.                          <\/p>\n<p>                            Humans can hardly be classifed as being                            eusocial yet. As Matt Ridley sometimes                            jests, even the English don't let the                            Queen do all their reproducing for                            them. However humans are ultrasocial                            and seem to be headed towards                            full-blown eusociality with functional                            \"individuals\" forming at higher levels                            than human individuals - such as                            companies and organizations. We also                            have                             cultural eusociality. We may not be                            genetically eusocual but parts of our                            cultural heritage is memetically                            eusocial. Indeed some of it consists of                            multiple identical clones produced in                            factories (for example, think dollar                            bills or mobile phones).                          <\/p>\n<p>                            Because they live in close quarters                            with one another ultrasocial creatures                            are vulnerable to parasite                            transmission. As a result they often                            have highly active immune systems to                            compensate. Humans exhibit one                            prominent trait associate with parasite                            defense - they are hairless. Over time,                            our hairlessness has been the topic of                            much speculation, but it seems fairly                            clear that a significant part of the                            story is that being hairless allows us                            to pick parasites off ourselves and                            each other, and denies the parasites                            shelter. Of course, parasites can still                            shelter in clothes and bedding - but                            those can be discarded.                          <\/p>\n<p>                            My purpose in this post is to draw                            attention to the corresponding memetic                            phenomenon. Memes are drawing us                            together to promote their own                            reproductive ends - and as we grow                            closer, memetic parasites are likely to                            become a bigger problem - as the most                            virulent strains of memes from all over                            the planet reach the most vulnerable                            humans in each society. As a resut,                            fertility has already plummeted in                            places like Japan and South Korea. It                            seems likely that humans will respond                            with heightened immune responses - both                            genetic and memetic. Memetic defenses                            include education, skepticism and                            memetic vaccines targeted against                            specific problems, such as pyramid                            schemes. Memetic probiotics can be used                            to fight bad memes with good memes. We                            have hospitals to help fight organic                            diseases, and there will probably be an                            upswing of simiar rehab facilities                            designed to treat cultural infections.                            In the past exorcisms heped to serve                            the function of casting out bad memes,                            though these days we have more secular                            versions - such as weight watchers,                            alcoholics anonymous, smoking rehab,                            drug rehab, gymnasiums and the                            samaritans. Quarrantine is smetimes                            used to fight organic diseases - and                            there are similar cultural ohenomena -                            including \"gag\" orders, DCMA take-down                            notices and imprisonment.                          <\/p>\n<p>                            In memetics (and genetics), it is quite                            common to use \"vehicular\" metaphors                            when describing these. So, for example,                            we have:                          <\/p>\n<p>                            What is the difference between                            hijacking and hitchhiking? It is partly                            one of consent - a hitchhiker                            has permission to ride in the vehicle                            while the hijacker does not. Outcomes                            also differ - a hitchhiker rarely                            damages the vechicle or its owner,                            while a hijacker often does so. Another                            difference is control - hitchhikers                            rarely alter the destination, rarely                            control the vehicle and rarely eject                            the owner - while hijackers fairly                            often do these things.                          <\/p>\n<p>                            With these differences in mind, it                            seems fairly clear that hijacking and                            hitchhiking are probably different                            enough concepts for                             memetic hitchhiking ...and...                                                        memetic hijacking to coexist.                          <\/p>\n<p>                            At first glance, the idea of the rider                            having \"permission\" to ride in the                            vehicle seems irrelevant in the context                            of memes and genes. However, we can                            conveniently substitute whether the                            guest rider is beneficial or not - on                            the grounds that deleterious riders                            would not normally be granted                            permission to ride - if we \"agentify\"                            the memes or genes involved.                          <\/p>\n<p>                            This gets us on to the topic of usage                            in genetics. There, \"genetic                            hitchhiking\", is standard terminology -                            and hardly anyone uses the term                            \"genetic hijacking\". However if the                            difference between hitchhiking and                            hijacking is the sign of the fitness                            difference the guest rider makes, then                            maybe geneticists should start doing                            so.                          <\/p>\n<p>                            As you can see, I have warmed up to the                            \"hijacking\" terminology. That the                            contraction                             memejacking exists is another point                            in its favor in my opinion. It is true                            that it is a significant problem that                            there's no \"genejacking\" - but maybe                            there should be.                          <\/p>\n<p>                            The first thing to say is that it isn't                            just memes genes and quemes - Darwinian                            dymanics arise on multiple levels                            within the brain, for, for example,                            signals in the brain are copied                            whenever an axon divides, and are                            subect to selection and variation -                            producing a kind of neuronal spike                            Darwinism. Another type of Darwinian                            dynamics in the brain arises as a                            result of competition for resources                            between branching axon and dendrite                            tips. ideas are also copied with                            variation and selection within the                            brain - including ideas that don't                            normally qualify as memes because they                            were not the product of social                            learning.                          <\/p>\n<p>                            One way in which we can expect the                            dynamics to differ from meme-gene                            coevolution is that culture is new on                            the scene, while the other kinds of                            psychological and neurological                            Darwinism have been going on for many                            millions of years. There will have been                            more time for the genes to adapt and                            reach a steady state equalibrium with                            these other Darwinian processes - while                            meme-gene coevolution is clearly out of                            balance and is still shifting.                          <\/p>\n<p>                            An important way to understand the                            results of evolutionary processes is to                            consider their optimization targets.                            When there's coevolution there are                            usually multiple optimization targets,                            and one needs to understand how they                            interact by considering the power and                            speed of the optimization processes                            involved.                             Quantum Darwinism looks as though                            it could be fast, which means that we                            should take it seriously. Assuming that                            we reject Copenhagen-style versions of                                                        Quantum Darwinism in which branches                            of the wavefunction collapse and die,                            quantum Darwinism is a kind of                            splitting only, quasi-Darwinism - where                            differential reproductive succees in                            important while differential death is                            not. With this perspective in mind, the                            \"goal\" of quantum evolution appears to                            be to put us in the most split (and                            most splitting) worlds. One way to                            understand the implications of this is                            to take a thermodynamic perspective.                            World splitting is populatly associated                            with irreversible thermodynamic                            effects. What that means is that                                                        quantum Darwinism can be expected                            to behave like other kinds of Darwinism                            - in terms of maximizing entropy                            production.                          <\/p>\n<p>                            I think this thermodynamic perspective                            helps get a handle on the significance                            of                             quantum Darwinism in the brain. If                            the brain ran hot, there would be lots                            of scope for quantum Darwinism in the                            brain, while if it runs cool, there's                            less scope for quantum Darwinism to                            operate. Most agree that the brain is                            on the cool side - considering what it                            is doing.                          <\/p>\n<p>                            I think that genes are likely to be                            optimizing for cool brains, and brains                            that optimise for gene-coded functions.                            This may often pit them against quantum                            Darwinism in the brain. A cool brain is                            good news for quantum computation                            theories of mental function (fewer                            thermodynamic irreversible events means                            less chance of decoherence) - although                            those look implausible to me on other                            grounds. However a cool brain doesn't                            help the argument for quantum Darwinism                            being important in the brain.                          <\/p>\n<p>                            Evolutionary processes liek to                            \"harness\"                            each other, to bend their optimization                            targets towards each other. Because                            quantum Darwinism in the brain has                            coevolved for millions of years with                            the genes, they have had a long time to                            find ways to harness the power of                            quantum Darwinism. However, the                            classical way for one evolutionary                            process to harness another one is by                            altering its fitness function. The                            genes might find it hard to affect the                            fitness function of quantum Darwinism                            since that is tied up with fundamental                            physics. That is going to make                            harnessing its effects more                            challenging. Another potential way for                            one evolutionary process to harness the                            effects of another one is by                            influencing the variants that it                            chooses between. However, this                            mechanism seems weaker and less useful.                          <\/p>\n<p>                            My conclusions here are pretty                            tentative, but the picture I am seeing                            here is that the brain might not be                            able to make much use of quantum                            Darwinism because it is an alien                            selection process whose optimization                            target can't easily be controlled. In                            which case, the brain might be best off                            attempting to minimize its influence.                            This would be a rather boring                            conclusion. Mutualism and harnessing                            would be a much more interesting                            result. However, I stress again that it                            is somewhat uncertain. Maybe the brain                            can make some use of the power of                            quantum Darwinism by influencing the                            things it selects between. Or maybe                            evolution is smarter than I am and has                            found ways to make use of it that I                            haven't thought of.                          <\/p>\n<p>                            The last concept is the one that this                            post is about. I think of it as being                            \"ecological success\". Kudzu has it.                            Ants have it. Islam has it. The decimal                            system has it. I think one reason this                            type of metric is not more popular and                            better-known is that there's no                            consensus regarding the best way to                            measure it. A thermodynamic metric                            seems attractive to me: since resources                            can all (in principle) be manufactured                            from available energy. Another possible                            metric involves weighing the systems                            involved - to measure their mass. This                            is sometimes done when measuring the                            extent to which humans have conquered                            the globe, for example.                          <\/p>\n<p>                            A sister concept is \"ecological                            dominance\". It refers to extreme levels                            of success - where competitors are                            either obliterated or marginalized.                          <\/p>\n<p>                            These concepts can also be applied                            within particular niches. Entities                            which are doing badly overall may be                            succeeding in or dominating their                            particular niche.                          <\/p>\n<p>                            If anything, attempting to apply these                            concepts to cultural evolution is even                            harder than with organic systems.                            Gene-meme coevolution results in                            entanglement in terms of gene and meme                            products, which makes weighing them and                            calculating the energy flux through                            them more challenging. The most common                            metrics used in cultural evolution are                            a bit different. \"Mindshare\" is a                            common concept which is used to measure                            cultural popularity within a cultural                            niche. Assuming that a meme is either                            possessed by a host, or not, and                            assuming whether they have it or not is                            measurable, the mindshare of a meme can                            be measured for a given population.                            Another common metric that is used is                            US dollars. Cultural products sometimes                            have monetary value, and sometimes that                            can be calculated or estimated.                            However, some of the most common memes                            are free. It seems as though these                            memes would be unfairly disadvantaged                            by value-based metrics of popularity.                            The internet has brought with it some                            other common popularity metrics: views,                            links, clicks and likes. Unfortunately                            the supporting data is not always                            publicly available. This data is                            beginning to be used by scientists.                          <\/p>\n<p><!-- Auto Generated --><\/p>\n<p>See more here:<\/p>\n<p><a target=\"_blank\" rel=\"nofollow\" href=\"http:\/\/on-memetics.blogspot.com\/\" title=\"On Memetics\">On Memetics<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p> Mutations and recombination in cultural evolution Another claim in the recent Creanzaa, Kolodny and Feldman document (Cultural evolutionary theory: How culture evolves and why it matters) is my topic today.  <a href=\"https:\/\/www.euvolution.com\/futurist-transhuman-news-blog\/memetics\/on-memetics.php\">Continue reading <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"limit_modified_date":"","last_modified_date":"","_lmt_disableupdate":"","_lmt_disable":"","footnotes":""},"categories":[431590],"tags":[],"class_list":["post-234797","post","type-post","status-publish","format-standard","hentry","category-memetics"],"modified_by":null,"_links":{"self":[{"href":"https:\/\/www.euvolution.com\/futurist-transhuman-news-blog\/wp-json\/wp\/v2\/posts\/234797"}],"collection":[{"href":"https:\/\/www.euvolution.com\/futurist-transhuman-news-blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.euvolution.com\/futurist-transhuman-news-blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.euvolution.com\/futurist-transhuman-news-blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.euvolution.com\/futurist-transhuman-news-blog\/wp-json\/wp\/v2\/comments?post=234797"}],"version-history":[{"count":0,"href":"https:\/\/www.euvolution.com\/futurist-transhuman-news-blog\/wp-json\/wp\/v2\/posts\/234797\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.euvolution.com\/futurist-transhuman-news-blog\/wp-json\/wp\/v2\/media?parent=234797"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.euvolution.com\/futurist-transhuman-news-blog\/wp-json\/wp\/v2\/categories?post=234797"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.euvolution.com\/futurist-transhuman-news-blog\/wp-json\/wp\/v2\/tags?post=234797"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}