Saturday, February 08, 2020

I hacked the government, and it was easier than you may think

How I hacked the government (it was easier than you may think)
Max Weiss '20 conducted research on bots and hacked a government website comment section with 1,000 fake comments. Credit: Stephanie Mitchell/Harvard Staff Photographer
Max Weiss never intended to hack the government. His discovery of how easy it is to do—outlined in a new paper he authored—came of the best of intentions.
Weiss, a government concentrator from Cincinnati, was doing advocacy work for state expansion and defense of Medicaid last summer, a project that combined his interests in public policy and healthcare. While studying the ways in which various advocacy groups can influence pending legislation, he learned how valuable such groups find the federal government's comment period, when members of the public are invited to weigh in on new or pending legislation via online forms. He realized how easy it would be to manipulate the results using bots—computer programs that generate automated responses—to flood the sites with fake responses for or against any proposal.
The 21-year-old detailed his findings in a recent Technology Science piece, "Deepfake Bot Submissions to Federal Public Comment Websites Cannot Be Distinguished from Human Submissions."
"We were spending a lot of time and energy getting high-quality comments from constituents," said Weiss. "I wanted to make sure these  understood the potential consequences of their policies, and I had the idea that I could use a bot and submit a lot of fake comments."
He paused, recognizing that corrupting the process was fraught: "This would be bad for democracy."
But the Leverett House resident couldn't shake the idea, and he began to research the feasibility of such a scheme. Turns out submission is easy to automate. Federal agencies have some leeway to discount comments that are obviously duplicated or irrelevant. But the typical technological defenses against attack, including CAPTCHAS, anomaly detection, and outside verification—all of which are integrated into online activity from banking to email log-in—were pretty much absent.
I hacked the government, and it was easier than you may think
Figure 1. Example of Synonym Replacement Used to Build Sentences in Large FCC Public Comment Campaign. The figure shows five examples of sentences (bottom panel) built from eight sentence components, each with three near-term options (top panel). The near-term options used to build combinations for one sentence were taken directly from just one FCC commenting campaign (comprising 1.3 million comments) discovered and dissected by Jeff Kao [1]. Given only the near-term options shown, 38 = 6,561 variations of this same sentence could be created.
"Most of those websites really just have a text box for your public comments and then a submit button," he said.
In the course of writing the Tech Science paper, Weiss realized that cybersecurity experts have been sounding the alarm on federal website vulnerability for years, but previous transgressions had used relatively unsophisticated substitution methods. "In 2017, there were 22 million comments posted for the FCC proposal to repeal net neutrality," he recalled. "And it was found that 96 percent of those were part of duplicative campaigns."
Weiss used AI methods to generate a high volume of unique deepfake comments about a proposed Medicaid waiver. He then wrote a program that automated the submission process, and ran it from a laptop in his dorm room over the course of a few days. He submitted more than 1,000 fake comments that comprised 55 percent of the total submissions and that were found by survey respondents to be indistinguishable from human comments. Afterward, he notified the federal Centers for Medicare and Medicaid Services which comments were part of his demonstration to prevent their interference with authentic public comment evaluation.
Among the scarier revelations was Weiss' admission that he was successful without being an expert coder and without special equipment. "I've learned to code in the last four years, just through a series of personal projects and summer jobs, and one class," said Weiss, who has taken some courses in the new program in technology science. "I think one of the very important findings from the study is that someone like me who's a very novice coder was able to Google his way through hacking the government.
"I've always been very interested in ," said Weiss, who also enjoys writing and performing comedy. "Most of my government study has been in health policy or in technology policy or public interest technology, so this was just kind of a synthesis of a lot of different things that I'd learned in the Government Department and just some personal tech projects that I have done in the past."
"Max did groundbreaking work, exactly the kind of real-world-impact work we encourage our students to do" in technology science classes, said Latanya Sweeney, professor of government and technology in residence and director of the Data Privacy Lab at the Institute for Quantitative Social Science, who serves as editor-in-chief of Technology Science.
"Thanks to Max's work, several groups within the federal government are now actively making changes to combat these kinds of vulnerabilities," she added.
US wildlife officials to soon decide on manatee status

More information: Deepfake Bot Submissions to Federal Public Comment Websites Cannot Be Distinguished from Human Submissions, Technology Science. doi.org/10.7910/DVN/OQCPOTtechscience.org/a/2019121801/

Cyborgs, trolls and bots: A guide to online misinformation


Cyborgs, trolls and bots: A guide to online misinformation
In this March 3, 2016, file photo, two people work on a computer in Atlanta. Researchers who study misinformation predict it will get worse leading up to this year's presidential vote. Misinformation and disinformation can take the form of false news stories and photos and videos that have been doctored or presented without context. (AP Photo/David Goldman, File)
Cyborgs, trolls and bots can fill the internet with lies and half-truths. Understanding them is key to learning how misinformation spreads online.
As the 2016 election showed, social media is increasingly used to amplify false claims and divide Americans over hot-button issues including race and immigration. Researchers who study misinformation predict it will get worse leading up to this year's presidential vote. Here's a guide to understanding the problem:
Misinformation vs. Disinformation
Political misinformation has been around since before the printing press, but the internet has allowed falsehoods, conspiracy theories and exaggerations to spread faster and farther than ever.
Misinformation is defined as any false information, regardless of intent, including honest mistakes or misunderstandings of the facts. Disinformation, on the other hand, typically refers to misinformation created and spread intentionally as a way to confuse or mislead.
Misinformation and disinformation can appear in political ads or social media posts. They can include fake news stories or doctored videos. One egregious example of disinformation from last year was a video of House Speaker Nancy Pelosi that was slowed down to make her sound as if she were slurring her words.
Research indicates that false claims spread more easily than accurate ones, possibly because they are crafted to grab attention.
Scientists at the Massachusetts Institute of Technology analyzed more than 126,000 stories, some true and some false, that were tweeted millions of times from 2006 through the end of 2016. They found that misleading or incorrect stories traveled six times faster—and reached more people.
Online misinformation has been blamed for deepening America's political polarization and contributing to distrust in government. The risks were highlighted in 2016 when Russian trolls created  to spread and amplify  about controversial issues.
War Of The Bots And Cyborgs
The disposable foot soldiers in this digital conflict are bots. In the social media context, these autonomous programs can run accounts to spread content without human involvement.
Many are harmless, tweeting out random poems or pet photos. But others are up to no good and designed to resemble actual users.
One study by researchers at the University of Southern California analyzed election-related tweets sent in September and October 2016 and found that 1 in 5 were sent by a bot. The Pew Research Center concluded in a 2018 study that accounts suspected of being bots are responsible for as many as two-thirds of all tweets that link to popular websites.
While flesh-and-blood Twitter users will often post a few times a day, about a variety of subjects, the most obvious bots will tweet hundreds of times a day, day and night, and often only on a specific topic. They are more likely to repost content rather than create something original.
And then there's the cyborg, a kind of hybrid account that combines a bot's tirelessness with human subtlety. Cyborg accounts are those in which a human periodically takes over a bot account to respond to other users and to post original content. They are more expensive and time consuming to operate, but they don't give themselves away as robots.
"You can get a lot from a bot, but maybe it's not the best quality," said Emilio Ferrara, a data science researcher at the University of Southern California who co-wrote the study on Twitter bots. "The problem with cyborgs is they are much harder to catch and detect."
Spot The Bots
Bots can be hard to spot, even for the best researchers.
"We have 12 ways that we spot a bot, and if we hit seven or eight of them we have pretty high confidence," said Graham Brookie, director of the Atlantic Council's Digital Forensic Research Lab, a Washington, D.C.-based organization that studies connections between social media, cybersecurity and government.
Nonetheless, Brookie recalled the case of a Twitter account from Brazil that was posting almost constantly—sometimes once per minute—and displayed other bot-like characteristics. And yet, "It was a little grandma, who said, 'This is me!'"
Their prevalence and the difficulty of identifying them has made bots into a kind of digital bogeyman and transformed the term into an insult, used to dismiss other social media users with different opinions.
Michael Watsey, a 43-year-old New Jersey man who often tweets his support for President Donald Trump, said he has been repeatedly called a Russian bot by people he argues with online. The accusations prompted Twitter to temporarily suspend his account more than once, forcing him to verify he is a human.
"All I'm trying to do is use my First Amendment right to free speech," he said. "It's crazy that it's come to this."
Trolls And Sock Puppets
The word troll once referred to beasts of Scandinavian mythology who hid under bridges and attacked travelers. Now it also refers to people who post online to provoke others, sometimes for their own amusement and sometimes as part of a coordinated campaign.
Sock puppets are another oddly named denizen of social media, in this case a type of imposter account. While some users may use anonymous accounts simply to avoid identifying themselves, sock-puppet accounts are used by the owner to attack their critics or praise themselves. In October, Utah Sen. Mitt Romney acknowledged operating a secret Twitter  under the name "Pierre Delecto," which he used to defend himself against criticism.
Faked Videos: Deep, Cheap And Shallow
Deepfakes are videos that have been digitally created with artificial intelligence or machine learning to make it appear something happened that did not. They are seen as an emerging threat, as improvements in video editing software make it possible for tricksters to create increasingly realistic footage of, say, former President Barack Obama delivering a speech he never made, in a setting he never visited. They are expensive and difficult to create—especially in a convincing way.
Facebook announced last month that it would ban deepfake videos—with exceptions for satire. Beginning in March, Twitter will prohibit doctored videos, photography and audio recordings "likely to cause harm." Material that is manipulated but isn't necessarily harmful may get a warning label. And YouTube bans "deceptive uses of manipulated media" that could pose serious risk of harm.
By contrast, shallowfakes, cheapfakes or dumbfakes are videos that have been doctored using more basic techniques, such as slowing down or speeding up footage or cutting it.
Examples include a doctored video posted by Britain's Conservative Party before December's U.K. election that made it seem like a Labour Party official was struggling to respond to a question about Brexit.
Because they're easy and inexpensive to make, cheapfakes can be every bit as dangerous as their fancier cousin, the deepfake.
"Deepfakes are getting more realistic and easier to do," said John Pavlik, a journalism professor at Rutgers University who studies how technology and the internet are changing communication habits. "But you don't have to have special software to make these simpler ones."
Researchers who study Americans' changing media habits recommend that people turn to a variety of sources and perspectives for their news, use critical thinking when evaluating information on , and think twice about reposting viral claims. Otherwise, they say, misinformation will continue to flow, and users will continue to spread it.
"The only solution," Ferrara said, "is education."
Twitter moves to curb manipulated content including 'deepfakes'

No clear path for Golden Rice to reach consumers

No clear path for golden rice to reach consumers
Rice fields in the Cordillera mountains of northern Luzon, the Philippines. A new study based on surveys and interviews of more than 115 rice farmers in the Nueva Ecija region, part of the 'rice bowl' of the Philippines, finds that that most families at risk for Vitamin A deficiency can't grow Golden Rice themselves, and most commercial farmers won't grow it either. Credit: Glenn Davis Stone, Washington University in St. Louis
Heralded as a genetically modified crop with the potential to save millions of lives, Golden Rice has just been approved as safe for human and animal consumption by regulators in the Philippines. The rice is a beta carotene-enriched crop that is intended to reduce Vitamin A deficiency (VAD), a health problem in very poor areas.
But a new study finds that most families at risk for VAD can't grow Golden Rice themselves, and most commercial farmers won't grow it either.
"Many families with Vitamin A deficient kids don't even have rice land to plant it," said Glenn Davis Stone, professor of sociocultural anthropology and  in Arts & Sciences at Washington University in St. Louis and co-author of a new paper in the journal Technology in Society. "And those in the mountains won't plant it because it has been bred into the lowland varieties of rice known as IR-64 and RSC-82."
The regulatory approval in the Philippines is a landmark for the scientists who developed Golden Rice for nutritional purposes. It is the first such approval in the developing world. But even after nearly three decades of development, Golden Rice is still beset by problems, according to Stone.
Golden Rice still has to be approved for commercial sale, and it still needs a company to grow marketable quantities of seed. And even then, Stone argues, there is no clear path for the rice to get to poor children.
Stone, an internationally recognized expert on the human side of global agricultural trends, was an early advocate for keeping an open mind about 'humanitarian' GMO crops, such as Golden Rice. Since 2013, he has directed a major Templeton Foundation-funded research project on rice in the Philippines.
Stone's new study is based on surveys and interviews of more than 115 rice farmers in the Nueva Ecija region, considered part of the 'rice bowl' of the Philippines.
Writing in the Feb. 7 issue of The Conversation, Stone and his study co-author Dominic Glover, a rice researcher at the Institute for Development Studies at the University of Sussex, suggest that backers of Golden Rice—and even some economists who have tried to project its health impacts—have made certain flawed assumptions about farmers' willingness to plant the crop.
"The old claim, repeated again in a recent book, that Golden Rice was 'basically ready for use in 2002' is silly," Stone and Glover wrote. "As recently as 2017, IRRI made it clear that Golden Rice still had to be 'successfully developed into  varieties suitable for Asia, approved by national regulators, and shown to improve vitamin A status in community conditions.'
"The Philippines has managed to cut its childhood VAD rate in half with conventional nutrition programs. If Golden Rice appears on the market in the Philippines by 2022, it will have taken over 30 years of development to create a product that may not affect vitamin levels in its target population, and that farmers may need to be paid to plant."
Genetically modified Golden Rice falls short on lifesaving promises

More information: Dominic Glover et al, Golden Rice and technology adoption theory: A study of seed choice dynamics among rice growers in the Philippines, Technology in Society (2019). DOI: 10.1016/j.techsoc.2019.101227

Mediterranean sea urchins are more vulnerable than previously thought

Mediterranean sea urchins are more vulnerable than previously thought
The species Paracentrotus lividus is very abundant in the Catalan coasts. Credit: Creu Palacín (University of Barcelona-IRBio)
The sea urchin Paracentrotus lividus, an eatable species of great commercial interest found in the Mediterranean and North-East Atlantic, is more vulnerable than so far believed.
This is stated in a study by the University of Barcelona, the Spanish National Research Council (CSIC) and the University of Tromsø (Norway) on the genetic distribution of populations of this species, led by the experts Marta Pascual, from the Faculty of Biology and the Biodiversity Research Institute (IRBio) of the University of Barcelona, and Xavier Turon, CSIC research professor at the Center for Advanced Studies of Blanes (CEAB-CSIC). The study has been recently published in the journal Diversity and Distributions.
Using a genetic analysis of the populations of this sea urchin, this work assesses its  and connectivity as a result of its dispersal ability. Scientists analysed about 250 individuals of Paracentrotus lividus from eleven marine areas, ranging from the French Atlantic coast to the eastern Mediterranean.
Researcher Xavier Turon (CEAB-CSIC) notes that "adult sea urchin barely move," and that dispersal occurs during the larval stage, since "when they are larvae, they swim in the plankton and are carried away by marine currents. We thought they had a high dispersal capability, since they have a long larval lifespan, which lasts for weeks."
What the study reveals is that "the dispersal is not as wide as we expected," says Turon, "and geographical barriers such as the Strait of Gibraltar limit the connectivity of populations. The exchange of sea urchin larvae between different areas is more limited than what we thought."
Another shocking result is that the selection at a local level is having an impact on the genetic make-up of the different populations of urchins. "We found different allele composition among populations," note researchers Marta Pascual and Carles Carreras (UB-IRBio). "When we analysed the genetic sequences in which these differences appeared, we saw that they lay in genes that code for processes related to temperature and salinity." There is a strong selection pressure related to temperature in the Mediterranean, which can have important consequences regarding global warming.
The study reveals there is a progressive adaptation to salinity and temperature from west to east, and that the largest genetic differences are found between populations in the Atlantic and the Mediterranean. In the latter, the populations of western Mediterranean areas are also differentiated from those in the eastern Mediterranean.
Despite being the target of an active fishery, this species is very abundant in the Catalan coasts, since the fishing pressure has removed many of its predators (mainly fish). Urchins are herbivorous and eat seaweeds and seagrasses. With no predators, the populations can grow excessively and can eliminate submarine forests by overgrazing.
There are two main species of sea urchins in the littoral area of the Mediterranean: the eatable species Paracentrotus lividus, and the black sea urchin Arbacia lixula, non-edible. The new study brings new data to consider so as to predict potential future scenarios of how the common sea urchin populations will respond to antagonist pressures of predator removal and fishing, in a context of progressive warming.
Chimera formation could favor the expansion of invasive species in the marine environment

More information: Carlos Carreras et al, East is East and West is West: Population genomics and hierarchical analyses reveal genetic structure and adaptation footprints in the keystone species Paracentrotus lividus (Echinoidea), Diversity and Distributions (2019). DOI: 10.1111/ddi.13016

Cattle grazing supports biodiversity in Romania

Cattle grazing supports biodiversity in Romania
The dynamic, mosaic landscapes of southern Transylvania. Credit: Olivia Bailey/FFI
Blocking out the seemingly endless rain, cold and dark of midwinter is no mean feat, but picture this: it's early summer, the days are growing longer, the earth is warming underfoot and meadows are humming with life. Fit to bursting with plants, insects, birds and small mammals, these wildflower havens are a sensory overload. Vibrant yellows, pinks and purples nestle among the fresh greens while the meadow orchestra buzzes, twitters and snuffles its summertime song. 
Wildflower-rich grasslands offer us more than inspirational backdrops and daisy chains, though. Flowers attract pollinators foraging for their next nectar fix, permanent plant cover protects soil stability and enhances the land's capacity to retain and store water, helping to reduce flood risk, and altogether the ecosystems lock up significant amounts of carbon.
Many of these wildflower meadows would not exist without people who, over millennia, shaped the landscape through traditional farming practices including livestock grazing and regular cutting for hay.
These diverse, semi-natural grasslands are now globally threatened, however. The culture shift from low-intensity to industrial-scale agricultural management and the increasing use of chemical pesticides and fertilizers are two of the main threats facing these habitats worldwide. The United Kingdom's wildflower meadows have now almost entirely disappeared—97% have been lost within the last century. Pressure is also mounting on wildflower habitat across the rest of Europe, where—alongside the primary threat of intensifying agriculture—afforestation and land abandonment also contribute to the degradation of once-diverse grassland systems. In a few special areas, however, wildflower havens not only remain—they flourish.
One of these refuges is the Târnava Mare area in southern Transylvania, where centuries of traditional land management have shaped a biodiverse and dynamic mosaic of old-growth woodland, wildflower-rich pastures and meadows and small areas of farmed land, supporting over 1,000 plant and 600 butterfly and moth species and representing some of Europe's most extensive semi-natural lowland grassland. Since 2004, Fundaţia ADEPT, an Anglo-Romanian NGO with which Fauna & Flora International (FFI) has been a partner for over 10 years, has worked to conserve the ecological and cultural uniqueness of this landscape.
Cattle grazing supports biodiversity in Romania
The cattle herd are already helping habitat regeneration at Angofa. Credit: Fundația ADEPT
Historically,  grazed these pastures, but industry uncertainty and low economic returns led many farmers to switch to sheep farming. The once species-rich grassland of Angofa valley suffered greatly where sheep had overgrazed, leaving an eroded habitat taken over by invasive weeds and with dwindling floristic diversity.
To prevent further deterioration, ADEPT purchased 200 hectares of land within the Angofa valley, grant-aided by FFI's Halcyon Land & Sea Fund, supported by Arcadia—a charitable fund of Lisbet Rausing and Peter Baldwin—and FFI's wider supporter network. The plan was to reinstate cattle grazing—a much more sympathetic way to manage grasslands than sheep farming, as cattle graze less closely and selectively than sheep and their trampling habits open up coarse vegetation and leave tussocks of longer grasses which benefit insects and small mammals.
Generous donations from individual UK supporters and support from FFI enabled the purchase of a 60-strong herd of Aberdeen Angus beef cattle and, since their arrival at Angofa in March 2018, once degraded pastures are already showing encouraging signs of regeneration. Floristic diversity is on the rebound and it is hoped that with this habitat recovery, birds such as corncrake, butterflies including the large blue and a whole host of other insects and small mammals will once again thrive here.
Now a healthy and established herd, the cattle are not only helping to restore the land—they also offer a viable, profit-making economic model which can be scaled across other Transylvanian communities and the wider Carpathian region.
The Angofa farm's profits from 2019 will be reinvested in the farm and will support ADEPT's other core conservation activities. The purchase and sensitive management of this land has prevented the loss of an important refuge for biodiversity and we look forward to further supporting ADEPT as they continue to protect the nature-rich farming landscapes of Transylvania.
Four steps to make your lawn a wildlife haven – from green desert to miniature rainforest

How a plant‑rich diet can help fight climate change and reduce stress

How a plant‑rich diet can help fight climate change and reduce stress
Regularly changing crops can help keep nutrients and carbon in the soil. Credit: Shutterstock
We have heard a lot about climate change, and we need to hear more about what we can do, individually and collectively, to address it.
How might we confront the challenges of the climate crisis—the , mental anguish, physical ailments and political entrenchment? How might we bring about the critical change that these times call for?
Plant-based diets offer one way forward—they have the potential to simultaneously help tackle the climate crisis, prevent disease and improve mental health.
For the past two decades, I have worked with colleagues to examine social, environmental and political challenges from a holistic perspective called systems thinking. This approach focuses on the way a system's components interact and how different systems relate to one another. The approach helps identify systems solutions to current needs—and those in the future.
I have recently edited a book—Plant-Based Diets for Succulence and Sustainability —that offers systems analyses to address many of the drivers of the global climate crisis.
Plant-based diets for climate
An international coalition of scientists has recently measured, mapped and modelled solutions for stopping global warming, including managing refrigerants, building onshore wind turbines, reducing  and shifting to plant-rich diets.
More sustainable land-use practices, a focus on restoring ecosystems and a shift away from resource-intensive diets could help decrease greenhouse gas emissions from food production. For example, cultivating plant-based foods, like dry peas and lentils in crop rotations enable the channeling of resources, like water, land and fuel, to increase the amount of food produced, reduce emissions from agriculture while enhancing soil health.
Eating to tackle disease
There's compelling evidence to suggest that plant-rich diets offer health benefits.
Large studies of people living in western countries who consume diets richer in vegetables, legumes and grains show some protective effects. They are less likely to be overweight or suffer from ischemic heart disease (the build-up of plaque in the arteries) and are less likely to die from cardiovascular disease and kidney disease, for example, compared to people who regularly consume meat.
Mediterranean-type diets, which emphasize plant-based foods and protein sources, can decrease the risk of heart disease.
How a plant‑rich diet can help fight climate change and reduce stress
Mediterranean diets are rich in vegetables, fruits, herbs, nuts, beans and whole grains, and include small amounts of dairy, poultry, eggs and seafood. Credit: Shutterstock
Nutrition for mental health
Being angry or anxious about climate change isn't a pathology. It is normal to have reactions to adversity—like feeling grief when a body of water is polluted or loss when a woodlot is cut down—and such reactions should not be considered abnormal or dysfunctional.
An individual's response to that anxiety can have positive impacts on the planet. One might fly less, choose a plant-based  or walk more. These actions can also offer additional benefits, like , more pride of place and a greater sense of personal efficacy.
Frances Moore Lappé, author of Diet for a Small Planet, recently advised readers not to give into despair but to take suitable action.
When eco-anxiety takes on the forms of depression, paralysis or loss of well-being, however, it becomes more troubling. Yet some research shows that what you eat can affect your mood.
One study of healthy Seventh Day Adventist men and women found that vegetarians reported less negative emotions than those who ate an omnivorous diet. Another study found vegan men were less anxious and vegan women had lower stress scores than those who did eat meats.
Governments need to lead
Governments can adopt policies and practices that support more efficient, ethical and sustainable production of food. Not only would this help reduce emissions from food systems, showing environmental leadership would alleviate some of the anxiety mounting in many citizens.
The collection of evidence is compelling that reducing food waste, increasing plant-rich diets, practicing conscious consumption and improving  systems can help to improve mental and physical health and displace anxiety.
Collectively and individually we can heed the best in science, while also bringing out the best in humanity, by adopting proven strategies to address these pressing challenges.
Rising eco-anxiety means we should address mental health alongside food security

Provided by The Conversation 

No food, no fuel, no phones: Bushfires showed we're only ever one step from system collapse

No food, no fuel, no phones: bushfires showed we're only ever one step from system collapse
Credit: Australian Navy
This summer's bushfires were not just devastating events in themselves. More broadly, they highlighted the immense vulnerability of the systems which make our contemporary lives possible.
The fires cut road access, which meant towns ran out of fuel and fell low on food. Power to towns was cut and mobile phone services stopped working. So too did the ATMs and EFTPOS services the economy needs to keep running.
In a modern, wealthy nation such as Australia, how could this happen?
In answering this question, it's helpful to adopt "systems thinking." This approach views problems as part of an overall system, where each part relates to each other.
In other words, we need to look at the big picture.
Through a systems lens
Systems are everywhere, from the coral ecosystem of the Great Barrier Reef to the vast technology networks of global financial markets. In a human sense, social systems range from the small, such as a family, to large organizations or the national or global population.
The systems I mentioned just now are "complex" systems. This means they are connected to other systems in many ways. It also means a change in one part of the system, such as a bushfire in a landscape, can set off unpredicted changes in connected systems—be they political, technological, economic or social.
All  have three things in common:
  1. they need a constant supply of energy to maintain their functioning
  2. they are interconnected across a range of scales, from the personal and local to the global and beyond
  3. they are fragile when they have no "redundancy," or Plan B.
The case of East Gippsland
To better understand a complex system collapse, let's examine what happened in Victoria's East Gippsland region, particularly the coastal town of Mallacoota, during the recent fires.
This case demonstrates how one trigger (in this case, a bushfire) may start a cascade of events, but the intrinsic fragility of the system enables total collapse.
Transport-wise, neither East Gippsland nor Mallacoota itself are physically well connected. Fires cut both the only transport connection to East Gippsland, the Princes Highway, and the lone road out of Mallacoota.
Smoke haze prevented air transport. This meant the only way out was by sea, in the form of intervention by the Australian Navy.
Second, there were no reserves of food, fuel, water, medical supplies or communications at hand when the fires had passed. Supplies ran so low there were reports of a looming "humanitarian crisis".
No food, no fuel, no phones: bushfires showed we're only ever one step from system collapse
Defence and civilian authorities clear a tree blocking a road near Mallacoota in January. Credit: Aus. Dept Defence
These shortages are no surprise. In Australia, as in most developed countries, food and fuel distribution systems run on a "just in time" model. This approach, originally developed by Japanese car manufacturer Toyota, involves organising supply networks so materials are ordered and received when they are needed.
Such systems remove the need to store excess goods in warehouses, and are undoubtedly efficient. But they are also extremely fragile because there is no redundancy in the system—no Plan B.
Implications for Australia
Australia as a whole is, in many ways, just as fragile as Mallacoota.
We import 90% of our oil—a figure expected to rise to 100% by 2030. Much of that fuel passes through the Straits of Hormuz and then through the Indonesian archipelago. We have few alternative routes.
Nor do we maintain sufficient back-up reserves of fuel. Australia is the only International Energy Agency (IEA) member that does not meet the obligation to keep 90 days of fuel supplies in reserve.
As East Gippsland and Mallacoota have shown, many other connected systems, such as food distribution networks, are critically dependent on this fragile fuel supply.
A close shave
On January 3 this year—the very day HMAS Choules evacuated people from Mallacoota – the US killed Iranian general Qasem Soleimani by drone strike.
If Iran had responded by disrupting the flow of oil through the Strait of Hormuz, throwing global oil supply into turmoil, Australia may have faced nationwide fuel shortages at the height of the bushfire crisis.
Late last year Australia reportedly had 18 days of petrol, 22 days of diesel and 23 days of jet fuel in reserve.
A global fuel crisis was avoided only due to restraint by both the US and Iran. Australia might not be so lucky next time.
The need for reserves
Our communities, especially in bushfire-prone areas, need more redundancy to make them resilient to disasters. This might mean towns storing water, non-perishable food, blankets, , a generator, a satellite phone and possibly fuel, in protected locations.
More broadly, Australia needs a national  reserve. This should be in line with the IEA's 90-day obligations. In December last year, Australia reportedly had just 54 days' worth of reserves.
The federal government has recently looked to bolster reserves through possible deals with the US and Holland. But overseas supplies will not be very helpful in an immediate crisis.
The implications of the bushfire crisis are clear. At a national and individual level, we must improve the resilience of the systems that make our daily life possible.
Thousands trapped on Australia beaches encircled by fire

As big cities get even bigger, some residents are being left behind

As big cities get even bigger, some residents are being left behind
Credit: Cromo Digital/Shutterstock
The concentration of growth in major cities, driven by the knowledge economy and the changing nature of work, may also increase their social inequality. Our research looked at cities in the US and Australia. We compared measures of the knowledge economy and social vulnerability of their metropolitan areas and plotted them together. 
Cities with above-average  economies and below-average levels of social vulnerability are better placed to cope with the dual challenges of technological change and social inequality. Australia has only two cities in this category.
Australia's biggest cities score high on knowledge economy capacity but also have high levels of social vulnerability. And some cities score poorly on both measures. This makes them doubly vulnerable to economic change and social inequality.
Winners and losers in the one city
One factor in these contrasting trends of concentrated growth and rising social vulnerability is the changing nature of work. Cities are the site of the Fourth Industrial Revolution as the world economy clusters in major centers. It's driven by the benefits of agglomeration – the productivity and efficiency gains from having many producers and people located near one another.
Already, 600 cities generate 60% of global economic output. The world has 21 mega-cities of over 10 million people compared to three in 1975. By 2040, 65% of the world population will live in cities.
As big cities get even bigger, some residents are being left behind
Knowledge Cities Index (KCI) and Social Vulnerability Index (SVI) of US cities. Higher KCI is to the right of the average line, higher SVI is above the average line. Author provided
In the US, jobs were lost all over the country during the Great Recession of 2007-09. But the recovery is concentrated in 25 urban cores. Some 60% of US job growth is expected to take place in these centers.
This over-concentration of employment opportunities may lead to social inequality and vulnerability within these cities. At the same time, other older and smaller cities have struggled to revamp their economies.
In Australia, too, the top five capital cities are growing bigger. Growth is dominated by Sydney and Melbourne, but economic and social inequalities are increasing.
Despite economic growth, homelessness is increasing in both Australian and US cities. For some US cities such as Los Angeles, Seattle and San Francisco, it is at a tipping point. These same cities are home to the most educated and richest citizens too.
How do US and Australian cities compare?
Combining various socioeconomic and  (including Australian CensusUS CensusAmerican Community Survey and IPUMS data) at the metropolitan level, we created a Knowledge Cities Index (KCI) and Social Vulnerability Index (SVI). The chart below plots the KCI and SVI scores of 104 US metropolitan centers.
As big cities get even bigger, some residents are being left behind
Knowledge Cities Index (KCI) and Social Vulnerability Index (SVI) of Australian cities. Higher KCI is to the right of the average line, higher SVI is above the average line. Author provided
The middle two lines show the averages of these scores. Cities with higher knowledge  scores (right side of the line) and lower social vulnerability scores (below the line) are better placed to cope with the dual challenges of technological shift and social vulnerability. These cities include New York-Newark-Jersey City, Chicago-Naperville-Elgin, Baltimore-Columbia-Towson, and Boston-Cambridge-Newton.
The chart below shows only two Australian cities—Brisbane and Adelaide—are in this category.
Cities with higher KCI scores but also higher SVI scores include Sydney, Melbourne, Canberra and Perth.
Some major US metro areas in this category are San Jose-Sunnyvale-Santa Clara, Washington-Arlington-Alexandria, North Port-Sarasota-Bradenton, Miami-Fort Lauderdale-West Palm Beach and Washington-Arlington-Alexandria. These cities are doing well in terms of knowledge generation and innovation, but have greater inequality and social disparities among their residents. These cities need strategies and policies to make themselves more inclusive and resilient.
The benefit of agglomeration economics may concentrate and benefit knowledge workers while segregating them from the rest of the society and increasing inequality.
The map below shows the concentration of knowledge industries in Sydney. Sydney CDB has the highest concentration for most of the knowledge industries, except high-tech manufacturing.
As big cities get even bigger, some residents are being left behind
Distribution of knowledge industries in Sydney metropolitan area. Data: ABS, 2016, Author provided
We found some cities with very low KCI scores and high SVI scores. US examples include McAllen-Edinburg-Mission, Las Vegas-Henderson-Paradise, Portland-South Portland and Memphis. In Australia, cities in this category include Sunshine Coast, Bunbury, Central Coast, Townsville and Gold Coast-Tweed Heads.
These cities are the worst off. Their lack of knowledge capacities and high  make them highly susceptible to both technological shifts and social vulnerability. Solid strategies and policies are needed to increase the knowledge bases and improve the social conditions of these cities.
What does this mean for policy?
One suggested solution is polycentric cities. But this approach depends on overcoming the challenge of coordinating transport with land uses.
The knowledge economy is increasingly important for cities to compete in the age of automation. But it can also compound the risk of increased social exclusion or vulnerability. Affected cities may then become less capable of withstanding impacts on other frontiers of social change.
The belligerent rate of automation may make the situation worse. Despite its cost-efficiencies, automation has other human costs.
These impacts require policy intervention. The two indices of our study examine both the urban opportunities and the downsides of inequality and social  that the  creates. The policy challenge will be how to make socially vulnerable populations more resilient to the changing nature of work and reduce its negative impacts.