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Titans v Sea Eagles: Five things we learned

NATHAN Peats finally looks like he settling, and Ryan James is proving the doubters wrong. Here’s what else we took from the Titans’ victory.




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'Nothing changes today': Victorians must wait until Monday to learn when shutdown measures will ease

Premier Daniel Andrews says his Government will explain changes to the state's coronavirus restrictions on Monday, after the National Cabinet agrees to a three-step process of lifting restrictions to create a "COVID-safe economy".




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"Very messy": Principals question premier's part-time learning plan

Premier Gladys Berejiklian wants students to resume learning under a roster system, but principals have slammed the idea as confusing and unrealistic




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'Very messy': Principals question Premier's part-time learning plan

Premier Gladys Berejiklian wants students to resume learning under a roster system, but principals have slammed the idea as confusing and unrealistic.




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What did we learn, or miss, from the Spanish flu?

Listen to Fenella Souter's story marking 100 years on from the Spanish flu, followed by a discussion with expert virologist Professor Kanta Subbarao from the WHO and the Doherty Institute.




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Lessons we can learn for whatever crisis strikes next

There’s even a lesson for Scoldilocks.




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5 Relationship Lessons Millennials Can Learn From Irrfan & Deepika’s Love Story In ‘Piku’




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Kate Middleton reveals what Prince George and Princess Charlotte are learning at school

The Duchess of Cambridge revealed that her eldest children, Prince George and Princess...




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The Fabric Spotlight: Lessons Learned from Crises with M.R. Rangaswami

Known for being the interviewer, not the interviewee, Sand Hill Group's Co-Founder, M.R. Rangaswami recently sat with The Fabric's Chief Strategist, Prabakar Sundarrajan to discuss his career and perspectives since "accidentally arriving in Silicon Valley."

Keep on reading: The Fabric Spotlight: Lessons Learned from Crises with M.R. Rangaswami




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What Phyllis Schlafly’s Heirs Could Learn From Her

The Hulu series reminds us that her greatest strength was toughness without anger.




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What Donald Trump Could Learn from Herbert Hoover

A 1932 fight over an economic relief agency has parallels to today’s politics—and the electoral fortunes of both Democrats and Republicans.




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Can Australia's sporting powers learn to work together, or will the code wars continue?

The usually all-powerful AFL could find itself in a rare moment of negotiating weakness should a season delayed because of coronavirus mean it needs access to stadiums booked by cricket, writes Richard Hinds.




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GSK hires computational drug design expert Dr Kim Branson as new head of machine learning and AI

British multinational GlaxoSmithKline have hired computational drug design expert Dr Kim Branson as the company’s new Senior Vice President, Global Head of Artificial Intelligence and Machine Learning.

In his new role, the biotech veteran will oversee projects which use AI to identify novel targets for potential medicines.

Dr Branson brings to the role more than 15 years’ worth of experience in biotech and academia having held positions at a number of Silicon Valley firms including Gliimpse, Lumia and Hessian Informatics.

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Justice Department Sues Nobel Learning Communities Inc. for Discrimination Against Children with Disabilities

The Department has filed a lawsuit in U.S. District Court in Philadelphia against Nobel Learning Communities Inc. (Nobel) alleging the company violated Title III of the Americans with Disabilities Act by excluding children with autism spectrum disorders and other disabilities from its schools and programs.



  • OPA Press Releases

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Learning Tree International Inc. Agrees to Pay $4.5 Million to Settle Allegations of Improper Billing Practices and Retention of Federal Funds

Learning Tree International Inc. has agreed to pay the United States $4.5 million to resolve allegations that it violated the False Claims Act when it improperly invoiced federal agencies in advance for information technology training courses and kept federal funds for training courses that were never actually provided.



  • OPA Press Releases

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Justice Department Announces Changes in Illinois Rules Concerning English Language Learner Students

Today, the Justice Department announced that, pursuant to its agreement with the Illinois State Board of Education, the state has finalized administrative rules that will ensure school districts throughout Illinois provide appropriate language support services to English language learner students until they no longer need them.



  • OPA Press Releases

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Justice Department Reaches Settlement with Connecticut Early Learning Center to Ensure Equal Opportunity for Children with Autism

The Justice Department today announced a settlement agreement with Beach Babies Learning Center LLC, located in Old Saybrook, Conn., to resolve allegations that the center terminated the enrollment of a then two-year-old child from its program because the child has autism.



  • OPA Press Releases

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Justice Department Reaches Agreement with Indiana School District to Provide a Safe and Supportive Learning Environment for All Students

The Justice Department announced today that it reached a settlement agreement with the Metropolitan School District of Decatur Township, Ind., to prevent and respond to peer on peer harassment in schools.



  • OPA Press Releases

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Department of Justice Reaches Settlement with Virginia School District to Ensure Equal Opportunites for English Language Learner Students

The Department of Justice’s Civil Rights Division has reached a comprehensive settlement agreement with the Prince William County School District in Virginia to improve services for approximately 13,000 students who are English Language Learners (ELLs) and provide language access for Limited English Proficient (LEP) parents district-wide.



  • OPA Press Releases

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Justice Department Reaches Settlement with Ganado School District to Ensure Equal Opportunities for English Language Learner Students

The Justice Department announced today that it has entered into a settlement agreement with the Ganado Unified School District in Ganado, Ariz., to ensure that its English Language Learner (ELL) students have equal opportunities to participate in its educational programs, as mandated by federal law.



  • OPA Press Releases

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United States Reaches Settlement with Stamford Public Schools to Ensure Equal Opportunites for English Language Learner Students

The U.S. Department of Justice and the U.S. Attorney’s Office for the District of Connecticut announced that they have entered into a comprehensive settlement agreement with the Stamford Public School District in Stamford, Conn., that requires the district to provide language services and other supports to the more than 2,000 English Language Learner students enrolled in the district’s 20 schools.



  • OPA Press Releases

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Department of Justice Reaches Settlement with Clay County, Alabama School District to Ensure Equal Opportunities for English Language Learner Students

The Justice Department announced today a settlement agreement with the Clay County School District in Alabama



  • OPA Press Releases

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Department of Justice Reaches Comprehensive Settlement with Crestwood School District to Improve Educational Services for English Language Learners

The Civil Rights Division of the Department of Justice, working closely with the U.S. Attorney’s Office for the Eastern District of Michigan, reached a comprehensive settlement agreement with the Crestwood School District in Dearborn Heights, Michigan, to improve educational services for students who are English Language Learners (ELLs), establish a system for recruiting and hiring faculty and staff and ensure that individuals who complain about discrimination do not face unlawful retaliation



  • OPA Press Releases

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What Can We Learn From The Apple Heart Study?

Do we ever learn from our past mistakes? For many years we believed that technology was an inevitable force for good. It would give us instant access to a near infinite amount of information and allow us to easily and instantly connect with nearly anyone on earth. What could go wrong? The answer is that...

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Nuclear receptor binding factor 2 (NRBF2) is required for learning and memory




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Sleep Learning Gets Real

Experimental techniques demonstrate how to strengthen memories when our brains are off-line




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Lifelong Learning

Creating artificial intelligence that continues to adapt




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When Will We Learn?




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Environmental determinants of cardiovascular disease: lessons learned from air pollution




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Seasonal and pandemic influenza: 100 years of progress, still much to learn




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Associations between sleep bruxism and (peri-)implant complications: lessons learned from a clinical study




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The COVID-19 Distance Learning: Insight from Ukrainian students

Nenko, Yuliia and Кybalna, Nelia and Snisarenko, Yana The COVID-19 Distance Learning: Insight from Ukrainian students. Revista Brasileira de Educação do Campo, 2020, vol. 5, pp. 1-19. [Journal article (Paginated)]




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Accumulating Evidence Using Crowdsourcing and Machine Learning: A Living Bibliography about Existential Risk and Global Catastrophic Risk

The study of existential risk — the risk of human extinction or the collapse of human civilization — has only recently emerged as an integrated field of research, and yet an overwhelming volume of relevant research has already been published. To provide an evidence base for policy and risk analysis, this research should be systematically reviewed. In a systematic review, one of many time-consuming tasks is to read the titles and abstracts of research publications, to see if they meet the inclusion criteria. The authors show how this task can be shared between multiple people (using crowdsourcing) and partially automated (using machine learning), as methods of handling an overwhelming volume of research.




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Dental caries experience, care index and restorative index in children with learning disabilities and children without learning disabilities: a systematic review and meta-analysis




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Creating apps with PhoneGap: Lessons learned

Follow these tips and tricks to develop PhoneGap apps quickly and easily, so they'll perform better than their native counterparts.




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Accumulating Evidence Using Crowdsourcing and Machine Learning: A Living Bibliography about Existential Risk and Global Catastrophic Risk

The study of existential risk — the risk of human extinction or the collapse of human civilization — has only recently emerged as an integrated field of research, and yet an overwhelming volume of relevant research has already been published. To provide an evidence base for policy and risk analysis, this research should be systematically reviewed. In a systematic review, one of many time-consuming tasks is to read the titles and abstracts of research publications, to see if they meet the inclusion criteria. The authors show how this task can be shared between multiple people (using crowdsourcing) and partially automated (using machine learning), as methods of handling an overwhelming volume of research.




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Learning to unlearn

I couple years ago I had lunch with a successful serial entrepreneur in San Francisco. Mid way into the conversation we talked about which ideas get funded on Sand Hill Road and which do not. One thing we both agreed on is that no VC will fund projects without product-market fit. Fascinatingly, the lack of […]

The post Learning to unlearn appeared first on Paul Bakaus' blog.




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COVID-19 has thrust universities into online learning⁠—how should they adapt?

There is one golden rule for flying with an infant or toddler: Do whatever it takes to get through the flight peacefully with no harm done. Every parent knows this means relaxing their standards. Planting your kid in front of an iPad screen or giving them not so healthy treats might not win you a…

       




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Accumulating Evidence Using Crowdsourcing and Machine Learning: A Living Bibliography about Existential Risk and Global Catastrophic Risk

The study of existential risk — the risk of human extinction or the collapse of human civilization — has only recently emerged as an integrated field of research, and yet an overwhelming volume of relevant research has already been published. To provide an evidence base for policy and risk analysis, this research should be systematically reviewed. In a systematic review, one of many time-consuming tasks is to read the titles and abstracts of research publications, to see if they meet the inclusion criteria. The authors show how this task can be shared between multiple people (using crowdsourcing) and partially automated (using machine learning), as methods of handling an overwhelming volume of research.




learn

Accumulating Evidence Using Crowdsourcing and Machine Learning: A Living Bibliography about Existential Risk and Global Catastrophic Risk

The study of existential risk — the risk of human extinction or the collapse of human civilization — has only recently emerged as an integrated field of research, and yet an overwhelming volume of relevant research has already been published. To provide an evidence base for policy and risk analysis, this research should be systematically reviewed. In a systematic review, one of many time-consuming tasks is to read the titles and abstracts of research publications, to see if they meet the inclusion criteria. The authors show how this task can be shared between multiple people (using crowdsourcing) and partially automated (using machine learning), as methods of handling an overwhelming volume of research.




learn

Accumulating Evidence Using Crowdsourcing and Machine Learning: A Living Bibliography about Existential Risk and Global Catastrophic Risk

The study of existential risk — the risk of human extinction or the collapse of human civilization — has only recently emerged as an integrated field of research, and yet an overwhelming volume of relevant research has already been published. To provide an evidence base for policy and risk analysis, this research should be systematically reviewed. In a systematic review, one of many time-consuming tasks is to read the titles and abstracts of research publications, to see if they meet the inclusion criteria. The authors show how this task can be shared between multiple people (using crowdsourcing) and partially automated (using machine learning), as methods of handling an overwhelming volume of research.




learn

Accumulating Evidence Using Crowdsourcing and Machine Learning: A Living Bibliography about Existential Risk and Global Catastrophic Risk

The study of existential risk — the risk of human extinction or the collapse of human civilization — has only recently emerged as an integrated field of research, and yet an overwhelming volume of relevant research has already been published. To provide an evidence base for policy and risk analysis, this research should be systematically reviewed. In a systematic review, one of many time-consuming tasks is to read the titles and abstracts of research publications, to see if they meet the inclusion criteria. The authors show how this task can be shared between multiple people (using crowdsourcing) and partially automated (using machine learning), as methods of handling an overwhelming volume of research.




learn

Accumulating Evidence Using Crowdsourcing and Machine Learning: A Living Bibliography about Existential Risk and Global Catastrophic Risk

The study of existential risk — the risk of human extinction or the collapse of human civilization — has only recently emerged as an integrated field of research, and yet an overwhelming volume of relevant research has already been published. To provide an evidence base for policy and risk analysis, this research should be systematically reviewed. In a systematic review, one of many time-consuming tasks is to read the titles and abstracts of research publications, to see if they meet the inclusion criteria. The authors show how this task can be shared between multiple people (using crowdsourcing) and partially automated (using machine learning), as methods of handling an overwhelming volume of research.




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Perez expects to learn on job in Australia

Sergio Perez says Force India will be learning on the job at the Australian Grand Prix but feels confident the team knows the areas it needs to improve on the VJM08




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Accumulating Evidence Using Crowdsourcing and Machine Learning: A Living Bibliography about Existential Risk and Global Catastrophic Risk

The study of existential risk — the risk of human extinction or the collapse of human civilization — has only recently emerged as an integrated field of research, and yet an overwhelming volume of relevant research has already been published. To provide an evidence base for policy and risk analysis, this research should be systematically reviewed. In a systematic review, one of many time-consuming tasks is to read the titles and abstracts of research publications, to see if they meet the inclusion criteria. The authors show how this task can be shared between multiple people (using crowdsourcing) and partially automated (using machine learning), as methods of handling an overwhelming volume of research.




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What growing up with a sports-obsessed mother taught me about life and learning

Blog
While Amma is passionate about sports, Appa just cannot understand what the hype is all about. But she has allies in my sister and me.
Amma looking at the Football World Cup schedule pasted on the door.
It was June 9, 1990. Cameroon had done the unthinkable. They had defeated World Cup champions Argentina, led by the great Diego Maradona. Two images remain engraved in my memory forever. One that was playing on the television - Claudio Caniggia brought down by Benjamin Massing, which also meant the end of my footballing hero Maradona’s career. Another was playing at home the tension between Amma and Appa. Appa believed that sports were another form of entertainment (now that I think of it he was so right!!). He ardently believed that it makes us unproductive. He simply could not understand the 'adrenaline rush' that is associated with sports. And, on the other hand, Amma loved sports and learned to appreciate games like cricket, football and tennis by observing and listening to the commentary. She loved Sunil Gavaskar, Maradona and Martina Navratilova. Appa, whose sleep was broken by the commotion, was surprised to see his son crying, but was aghast to see his otherwise stoic wife heartbroken for an alien sport and for a faraway country, Argentina. I will never forget his reaction all my life. Amma, Meenakshi, born in Coimbatore, was born in a middle-class Tamil family. She was a promising student; however, economic conditions and the general apathy towards girl children’s education means she did not study beyond Class 10. But that did not stop her from learning. Binaca Geetmala and Ameen Sayani were her windows to Bollywood. After her marriage, radio commentary became her medium to fall in love with cricket. The Football World Cup and Wimbledon television telecast helped her fall in love with more 'alien' sports like tennis and football. The fact that her husband was not attracted to sports meant that she learned about the game by meticulously watching the proceedings and listening to the commentary closely. She would follow it up by reading about it in the newspaper or a sports magazine. She often tells me how she struggled to understand the idea of a deuce and advantage in tennis as she was not aware of the existence of a word ‘deuce’. It took her a great bit of persistent observation to decipher this unique format in tennis to break a tie.   Amma at the Centre Court in Wimbledon. At times her battle was lonely as not many in the family had similar likings as her. It was not until my sister and I grew up that she found someone to share her passion for sports with. It is with extreme doggedness that she seeks to learn new things. Years later we went to see Wimbledon; we saw a game at the Centre Court. She was as excited as a child when we got tickets for the London Olympics. I had promised her a trip to Europe and asked her to select the places of her choice. She chose Switzerland (her love for Bollywood, I guess), Paris and then she asked me if we could watch a football match at Camp Nou. She wanted to see her favourite Lionel Messi play. Amma and the author at the London Olympics. This year, I am home in Coimbatore for the Football World Cup. Amma has meticulously updated her knowledge about the teams (Panama and Iceland playing their first World Cup) and had stuck the schedule of the tournament on the door.   I ask her who should win. Amma says, "I want Messi to win, a player of his calibre needs a cup to sign off. A bit like Tendulkar needed a cup before he retired." How could I argue with her? Nothing has changed - her spirit, her keenness to learn and her strong opinion. I remember she always made coffee for me during the late-night games. I told her to take a nap for I can wake her up and make coffee for her; after all, I can do this bit for the lady who taught me to observe, learn, and keep learning. She is still a child, and I am holding on to the one in me. SS Venkateswaran returned to India after an 8-year stint in the UK. Before moving to Bengaluru, he will watch the Football World Cup 2018 with his Amma in Coimbatore.




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Lessons we can learn from the pandemic: A teacher writes to her students

Coronavirus
From how different governments have acted to conspiracy theories and realising that we can be self-sufficient, here are some takeaways from the COVID-19 crisis.
Image for representation: PTI
Dear students, I trust all of you are keeping safe and healthy. You are still so young, but yet forced to witness so much turmoil and have thus evolved into thinking women (or in your words, ‘adult’.) While you were deciding between watching another episode of Sex Education or sleep, you were shaken out of your reverie and forced to reckon with the world – to fight for your freedom, your rights and now survive. Did I jinx it when I gave my farewell speech, saying that you had seen it all? From Brexit, Hong Kong protests, repeal of Article 370 in Kashmir, Revolution of Sudan, the assassination of Baghdadi, the crushing economic recession and the anti-CAA protests? Not in our wildest imagination did we think that the worst was yet to come, that we would one day be witness to a pandemic, a World War like situation with the entire globe shutting down. While being torn between my desire to consume more and more news, and drown in escalating anxiety, and resist the urge not to, for my own sanity, I couldn’t help but make a list of the lessons that we can learn from the pandemic. This pandemic is a perfect example of The Butterfly Effect – when a butterfly flaps its wings in one part of the world, it causes tremors on another, says Chaos Theory. COVID-19 has shown us the reach of the growing tentacles of globalisation, our relatedness and how everything is connected. All our actions have effects. We often take the World Wars for granted, don’t we? It had become another page in our history textbook, another date to remember and yet another pointless exam answer to write. But now we can understand how it would have been for people to live through the wars. To worry about resources, to scramble for good news, and hope in the face of crippling uncertainty. The Government is important – when we are in despair, we turn to the state for support. Only the state can pass the right policies, keep the system running and take care of its citizens. And this is why it’s in our own best interest that we stay abreast of news and use that information to make important choices. To vote. To exercise our right wisely and choose the best. While exposing the importance of the state the pandemic has also given rise to one major thought – which form of government works best? Communist countries with robust public health systems like China, Cuba and Vietnam have done very well in containing the disease, while neo-liberal democracies like Italy, Spain and the US have floundered. Is there a lesson here? Can there be too much democracy? Is the cost of a free and open society, a total disregard for community? Is there something utterly irresponsible about individual freedom? To take the US as an example, even while the number of cases were skyrocketing in New York and the government was pleading with people to practise social distancing, college students were seen frolicking on beaches and in pubs, indulging in spring break shenanigans and licking toilet bowls as a part of #CoronaChallenge. We now know what oppression feels like. Lockdown used to be the parlance of the Kashmiris. We now know what it means. Gaza. Palestine. Syria. Now that our lives have been painfully disrupted, we have a taste of what it is to lose freedom. And remember, we have only lost our freedom of movement. Did China conspire to do all this? Was COVID-19 created by China to choke the world and attain global domination? Was the virus created in a bio-research facility in Wuhan to be unleashed on ‘troublesome’ Hong Kongers and snuff out democracy forever? China’s successful handling of the crisis and subsequent closing of its international borders has given rise to many WhatsApp forwards and articles insinuating that the Chinese orchestrated the pandemic. Apparently, Chinese millionaires have bought shares in crashing companies worldwide ensuring China remains unscathed in the global recession that is sure to follow. Beijing hasn’t recorded too many cases and was never locked down. How was that possible? Well, we will ever know the truth. It’s perhaps also foolish to indulge in conspiracy theories, especially today when the fake news infodemic seems more lethal than the actual disease. In the face of growing racial discrimination, it’s best we ignore these theories and focus on reviving our societies instead. When we heard about the lockdown, what did we worry about most? Contracting the virus or the effect the lockdown could have on our minds? Most illnesses kill the mind before getting to our body. Is it still all in the mind then? Mental health is as important as physical health, if not more. Guess who is having the last laugh now? History’s longest and happiest social distancers – Kim Jong-Un and the Sentinelese of course (separately, not together though)! Oblivious to the outside world and happy to be isolated. Capitalism can be aggressive. Capitalism can kill people – America, the country that has never had qualms over waging wars against weaker countries (as long as it’s not on its soil) and destroying their economy to smithereens (while keeping their economy intact) – America that prides itself on being the stuff that dreams are made of – America that makes a hue and cry about a scrawny terrorist killing 10 people – is now grappling with an unprecedented crisis on its hand, with 500 deaths each day. For a long time, they chose to ignore the crisis, called it the ‘Chinese virus’ and lived in denial. Also, they could not bear the thought of their malls and merchandise coming to a grinding halt – after all that’s the machine that runs America isn’t it? The country with the highest GDP in the world. Alarming death rates have finally opened the government’s eyes and pushed them to place importance on public welfare over economy. It’s easy to pin all the blame on Trump, but it reeks of something more sinister, the corrupt moral fabric of America. The UK in order to not pick up the tab (since the government sponsors the NHS) decided to go for the long haul or work at herd immunity. Social Darwinism. Let life go on. Corona will kill the weak, the fittest will survive and the rest will develop immunity, was the policy. So who will bite the dust? The poor and the old, of course. It sounded like Hitler was espousing his model for superior genes all over again. One thing is for sure. This pandemic is changing the world irrevocably. At a personal level we may now choose to be more mindful of our health and reorganise our priorities. At the global level, there will probably be two kinds of government control – greater surveillance of citizens at the cost of individual freedom and maybe tighter borders. Is social distancing giving rise to national isolation? Is nature telling us something? Have we been grounded to repent for what we have done to the planet? Perhaps we are the virus and corona is trying to get rid of us. The surreal image of Olive Ridley turtles nesting along the beaches of Bhubaneswar peacefully, for probably the first time in their life, is testimony. The difference has not been more clear. What is essential and what is not. While we recognise that doctors, nurses, health workers, police, researchers, cashiers, grocers, farmers, journalists and teachers are the essential services of today, it must be also taken into account that they are also the least paid. The right to Internet is a fundamental, inalienable right. COVID-19 has been a great equaliser – it can infect the homeless man on the street and the Prince of England. However, it is a rich man’s disease – it has come from foreign travel. Yet who seems to be paying the price? The hapless migrants who had disinfectant sprayed on them for no fault of theirs. If we cared so much shouldn’t we have sprayed it on the NRIs and tourists who came from abroad? Inequality is the biggest problem in our country. I think we finally realise the true cost of development. Did we really need that flyover? Or that mono-rail for that matter? Should we be spending Rs 3,000 crore on a statue while our health expenditure is only 2% of India’s GDP? And should we elect such a government that chooses to do so? Countries such as South Korea, Vietnam, Singapore, Taiwan and Hong Kong have done well in mitigating the crisis than much richer European countries and the US. Which brings us back to the question – what makes a country ‘developed’? I’ve been curious of the crow sitting on the branch of my mango tree. Does it wonder where the humans have gone? Do the street dogs wish for our presence? What was running in the mind of the civet cat when it walked down a street in Kerala’s Kozhikode? Did they think it was the apocalypse or did they celebrate their freedom? It’s time we check our privilege – we can socially distance because we can afford to. We have savings. We have enough resources to even bake cakes and post it on social media. It was also privilege to hang out with friends and to explore aisles and aisles of our favourite snack. It’s a privilege to say goodbye. Indigenous people are right – we need to be in tune with nature. Listen to it, not encroach on it. The more we eat into the territories of wild animals and snatch their homes, the more trouble we will find ourselves in. If nothing else, this pandemic has made us self-sufficient. We can cook, clean and take care of ourselves, and sustainably too. And no, we do not need to shop so much online. We are the books we read, the movies we watch and the music we listen to. We are the art we create and the craft we make. In the darkest of times we turned to art to keep us alive and may we never forget that. The world will never be the same again. You young women are inheriting a brand new world. Rich from this experience, I know you will make a difference. May we emerge scathed but stronger. Views expressed are the author’s own.
Body 2: 




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Accumulating Evidence Using Crowdsourcing and Machine Learning: A Living Bibliography about Existential Risk and Global Catastrophic Risk

The study of existential risk — the risk of human extinction or the collapse of human civilization — has only recently emerged as an integrated field of research, and yet an overwhelming volume of relevant research has already been published. To provide an evidence base for policy and risk analysis, this research should be systematically reviewed. In a systematic review, one of many time-consuming tasks is to read the titles and abstracts of research publications, to see if they meet the inclusion criteria. The authors show how this task can be shared between multiple people (using crowdsourcing) and partially automated (using machine learning), as methods of handling an overwhelming volume of research.




learn

Accumulating Evidence Using Crowdsourcing and Machine Learning: A Living Bibliography about Existential Risk and Global Catastrophic Risk

The study of existential risk — the risk of human extinction or the collapse of human civilization — has only recently emerged as an integrated field of research, and yet an overwhelming volume of relevant research has already been published. To provide an evidence base for policy and risk analysis, this research should be systematically reviewed. In a systematic review, one of many time-consuming tasks is to read the titles and abstracts of research publications, to see if they meet the inclusion criteria. The authors show how this task can be shared between multiple people (using crowdsourcing) and partially automated (using machine learning), as methods of handling an overwhelming volume of research.




learn

Accumulating Evidence Using Crowdsourcing and Machine Learning: A Living Bibliography about Existential Risk and Global Catastrophic Risk

The study of existential risk — the risk of human extinction or the collapse of human civilization — has only recently emerged as an integrated field of research, and yet an overwhelming volume of relevant research has already been published. To provide an evidence base for policy and risk analysis, this research should be systematically reviewed. In a systematic review, one of many time-consuming tasks is to read the titles and abstracts of research publications, to see if they meet the inclusion criteria. The authors show how this task can be shared between multiple people (using crowdsourcing) and partially automated (using machine learning), as methods of handling an overwhelming volume of research.