Group items tagged

The volatility of chatbots has made it impossible to predict their impact. In one second, the systems impress by fielding a complex request for a five-day itinerary, making Google’s search engine look archaic. A moment later, they disturb by taking conversations in dark directions and launching verbal assaults.

The result is an industry gripped with the question: What do we do now?

The A.I. systems could disrupt $100 billion in cloud spending, $500 billion in digital advertising and $5.4 trillion in e-commerce sales,

As Microsoft figures out a chatbot business model, it is forging ahead with plans to sell the technology to others. It charges $10 a month for a cloud service, built in conjunction with the OpenAI lab, that provides developers with coding suggestions, among other things.

Smaller companies like Box need help building chatbot tools, so they are turning to the giants that process, store and manage information across the web. Those companies — Google, Microsoft and Amazon — are in a race to provide businesses with the software and substantial computing power behind their A.I. chatbots.

“The cloud computing providers have gone all in on A.I. over the last few months,

“They are realizing that in a few years, most of the spending will be on A.I., so it is important for them to make big bets.”

Yusuf Mehdi, the head of Bing, said the company was wrestling with how the new version would make money. Advertising will be a major driver, he said, but the company expects fewer ads than traditional search allows.

Google, perhaps more than any other company, has reason to both love and hate the chatbots. It has declared a “code red” because their abilities could be a blow to its $162 billion business showing ads on searches.

“The discourse on A.I. is rather narrow and focused on text and the chat experience,” Mr. Taylor said. “Our vision for search is about understanding information and all its forms: language, images, video, navigating the real world.”

Sridhar Ramaswamy, who led Google’s advertising division from 2013 to 2018, said Microsoft and Google recognized that their current search business might not survive. “The wall of ads and sea of blue links is a thing of the past,” said Mr. Ramaswamy, who now runs Neeva, a subscription-based search engine.

As that underlying tech, known as generative A.I., becomes more widely available, it could fuel new ideas in e-commerce. Late last year, Manish Chandra, the chief executive of Poshmark, a popular online secondhand store, found himself daydreaming during a long flight from India about chatbots building profiles of people’s tastes, then recommending and buying clothes or electronics. He imagined grocers instantly fulfilling orders for a recipe.

“It becomes your mini-Amazon,” said Mr. Chandra, who has made integrating generative A.I. into Poshmark one of the company’s top priorities over the next three years. “That layer is going to be very powerful and disruptive and start almost a new layer of retail.”

In early December, users of Stack Overflow, a popular social network for computer programmers, began posting substandard coding advice written by ChatGPT. Moderators quickly banned A.I.-generated text

t people could post this questionable content far faster than they could write posts on their own, said Dennis Soemers, a moderator for the site. “Content generated by ChatGPT looks trustworthy and professional, but often isn’t,”

When websites thrived during the pandemic as traffic from Google surged, Nilay Patel, editor in chief of The Verge, a tech news site, warned publishers that the search giant would one day turn off the spigot. He had seen Facebook stop linking out to websites and foresaw Google following suit in a bid to boost its own business.

He predicted that visitors from Google would drop from a third of websites’ traffic to nothing. He called that day “Google zero.”

Because chatbots replace website search links with footnotes to answers, he said, many publishers are now asking if his prophecy is coming true.

, strategists and engineers at the digital advertising company CafeMedia have met twice a week to contemplate a future where A.I. chatbots replace search engines and squeeze web traffic.

The group recently discussed what websites should do if chatbots lift information but send fewer visitors. One possible solution would be to encourage CafeMedia’s network of 4,200 websites to insert code that limited A.I. companies from taking content, a practice currently allowed because it contributes to search rankings.

Courts are expected to be the ultimate arbiter of content ownership. Last month, Getty Images sued Stability AI, the start-up behind the art generator tool Stable Diffusion, accusing it of unlawfully copying millions of images. The Wall Street Journal has said using its articles to train an A.I. system requires a license.

In the meantime, A.I. companies continue collecting information across the web under the “fair use” doctrine, which permits limited use of material without permission.

it should be even more clear now: Facebook owns web media distribution.

The mobile web has exploded. This is due to the falling cost and rising quality of smartphones. Now, both Apple and Google have huge numbers of great apps, and people love them.

a good chunk of what we might have called dark social visits are actually Facebook mobile app visitors in disguise.

beginning last October, Facebook made changes in its algorithm that started pushing massive amounts of traffic to media publishers. In some cases, as at The Atlantic, where I last worked, our Facebook traffic went up triple-digit percentages. Facebook simultaneously also pushed users to like pages from media companies, which drove up the fan-counts at all kinds of media sites. If you see a page with a million followers, there is a 99 percent chance that it got a push from Facebook.

Chief among the non-gaming apps is Facebook. They’ve done a remarkable job building a mobile app that keeps people using it.

when people are going through their news feeds on the Facebook app and they click on a link, it’s as if someone cut and pasted that link into the browser, meaning that the Facebook app and the target website don’t do the normal handshaking that they do on the web. In the desktop scenario, the incoming visitor has a tout that runs ahead to the website and says, “Hey, I’m coming from Facebook.com.” In the mobile app scenario that communication, known as the referrer, does not happen.

Facebook—which every media publisher already knows owns them—actually has a much tighter grip on web traffic than anyone had thought. Which would make their big-footing among publishers that much more interesting. Because they certainly know how much traffic they’re sending to all your favorite websites, even if those websites themselves do not.

Whenever you go to a website, you take along a little profile called a “user agent.” It says what my operating system is and what kind of browser I use, along with some other information.

A story’s shareability is now largely determined by its shareability on Facebook, with all its attendant quirks and feedback loops. We’re all optimizing for Facebook now,

the social networks—by which I mostly mean Facebook—have begun to eat away at the roots of the old ways of sharing on non-commercial platforms.

what people like to do with their phones, en masse, is open up the Facebook app and thumb through their news feeds.

Facebook just opened up its Instant Articles feature to all publishers. The feature allows external outlets to publish their content directly onto Facebook’s platform, eliminating that pesky journey to their actual website. They can either place their own ads on the content or join a revenue-sharing program with Facebook. Facebook has touted this plan as one which provides a better user experience and has noted the ability for publishers to create ads on the platform as well.

The benefit to Facebook is obvious: It gets to keep people inside its house. They don’t have to leave for even a second. The publisher essentially has to accept this reality, sigh about the gradual death of websites and hope that everything works out on the financial side.

It’s all part of a much bigger story: that of how the internet, that supposed smasher of gates and leveler of playing fields, has coalesced around a mere handful of mega-giants in the space of just a couple of decades. The gates didn’t really come down. The identities of the gatekeepers just changed. Google, Facebook, Apple, Amazon

Various companies are now trying to emulate Uber’s business model in other fields, from daily chores like grocery shopping and laundry to more upmarket products like legal services and even medicine.

Proponents of on-demand work point out that many of the tech giants that sprang up over the last decade minted billions in profits without hiring very many people; Facebook, for instance, serves more than a billion users, but employs only a few thousand highly skilled workers, most of them in California.

But the rise of such work could also make your income less predictable and your long-term employment less secure. And it may relegate the idea of establishing a lifelong career to a distant memory.

“This on-demand economy means a work life that is unpredictable, doesn’t pay very well and is terribly insecure.” After interviewing many workers in the on-demand world, Dr. Reich said he has concluded that “most would much rather have good, well-paying, regular jobs.”

“We may end up with a future in which a fraction of the work force would do a portfolio of things to generate an income — you could be an Uber driver, an Instacart shopper, an Airbnb host and a Taskrabbit,”

at the end of 2014, Uber had 160,000 drivers regularly working for it in the United States. About 40,000 new drivers signed up in December alone, and the number of sign-ups was doubling every six months.

The report found that on average, Uber’s drivers worked fewer hours and earned more per hour than traditional taxi drivers, even when you account for their expenses. That conclusion, though, has raised fierce debate among economists, because it’s not clear how much Uber drivers really are paying in expenses. Drivers on the service use their own cars and pay for their gas; taxi drivers generally do not.

A survey of Uber drivers contained in the report found that most were already employed full or part time when they found Uber, and that earning an additional income on the side was a primary benefit of driving for Uber.

The larger worry about on-demand jobs is not about benefits, but about a lack of agency — a future in which computers, rather than humans, determine what you do, when and for how much. The rise of Uber-like jobs is the logical culmination of an economic and tech system that holds efficiency as its paramount virtue.

“These services are successful because they are tapping into people’s available time more efficiently,” Dr. Sundararajan said. “You could say that people are monetizing their own downtime.”Think about that for a second; isn’t “monetizing downtime” a hellish vision of the future of work?

“I’m glad if people like working for Uber, but those subjective feelings have got to be understood in the context of there being very few alternatives,” Dr. Reich said. “Can you imagine if this turns into a Mechanical Turk economy, where everyone is doing piecework at all odd hours, and no one knows when the next job will come, and how much it will pay? What kind of private lives can we possibly have, what kind of relationships, what kind of families?”

One of the first things I ask myself when I read a headline or find a claim about a product is if the phrase is emotionally neutral. Some headlines generate outrage or fear, indicating that there is a clear bias. When we read something that exploits are emotions, we must be careful.

misinformation tends to play on our emotions a lot better than factual reporting or news.

When I’m trying to figure out whether a claim is factual, there are a few questions I always ask myself.Does the headline, article, or information evoke fear, anger, or other strong negative emotions?Where did you hear about the information? Does it cite any direct evidence?What is the expert consensus on this information?

Step 2. Evidence Synthesis and EvaluationSometimes I’m still feeling uncertain if there’s any truth to a claim. Even after taking into account the emotions it evokes, I need to find the evidence of a claim and evaluate its quality

Often, the information that I want to check is either political or scientific. There are different questions I ask myself, depending on the nature of these claims.

Political claims

Looking at multiple different outlets, each with its own unique biases, helps us get a picture of the issue.

I use multiple websites specializing in fact-checking. They provide primary sources of evidence for different types of claims. Here is a list of websites where I do my fact-checking:

SnopesPolitifactFactCheckMedia Bias/Fact Check (a bias assessor for fact-checking websites)Simply type in some keywords from the claim to find out if it’s verified with primary sources, misleading, false, or unproven.

Science claims

Often we tout science as the process by which we uncover absolute truths about the universe. Once many scientists agree on something, it gets disseminated in the news. Confusion arises once this science changes or evolves, as is what happened throughout the coronavirus pandemic. In addition to fear and misinformation, we have to address a fundamental misunderstanding of the way science works when practicing critical thinking.

It is confusing to hear about certain drugs found to cure the coronavirus one moment, followed by many other scientists and researchers saying that they don’t. How do we collect and assess these scientific claims when there are discrepancies?

A big part of these scientific findings is difficult to access for the public

Sometimes the distinction between scientific coverage and scientific articles isn’t clear. When this difference is clear, we might still find findings in different academic journals that disagree with each other. Sometimes, research that isn’t peer-reviewed receives plenty of coverage in the media

Correlation and causation: Sometimes a claim might present two factors that appear correlated. Consider recent misinformation about 5G Towers and the spread of coronavirus. While there might appear to be associations, it doesn’t necessarily mean that there is a causative relationship

To practice critical thinking with these kinds of claims, we must ask the following questions:Does this claim emerge from a peer-reviewed scientific article? Has this paper been retracted?Does this article appear in a reputable journal?What is the expert consensus on this article?

The next examples I want to bring up refer to retracted articles from peer-reviewed journals. Since science is a self-correcting process, rather than a decree of absolutes, mistakes and fraud are corrected.

Briefly, I will show you exactly how to tell if the resource you are reading is an actual, peer-reviewed scientific article.

How does science go from experiments to the news?

researchers outline exactly how they conducted their experiments so other researchers can replicate them, build upon them, or provide quality assurance for them. This scientific report does not go straight to the nearest science journalist. Websites and news outlets like Scientific American or The Atlantic do not publish scientific articles.

Here is a quick checklist that will help you figure out if you’re viewing a scientific paper.

Once it’s written up, researchers send this manuscript to a journal. Other experts in the field then provide comments, feedback, and critiques. These peer reviewers ask researchers for clarification or even more experiments to strengthen their results. Peer review often takes months or sometimes years.

Some peer-reviewed scientific journals are Science and Nature; other scientific articles are searchable through the PubMed database. If you’re curious about a topic, search for scientific papers.

Peer-review is crucial! If you’re assessing the quality of evidence for claims, peer-reviewed research is a strong indicator

Finally, there are platforms for scientists to review research even after publication in a peer-reviewed journal. Although most scientists conduct experiments and interpret their data objectively, they may still make errors. Many scientists use Twitter and PubPeer to perform a post-publication review

Step 3. Are You Practicing Objectivity?

To finish off, I want to discuss common cognitive errors that we tend to make. Finally, there are some framing questions to ask at the end of our research to help us with assessing any information that we find.

Dunning-Kruger effect: Why do we rely on experts? In 1999, David Dunning and Justin Kruger published “Unskilled and unaware of it: how difficulties in recognizing one’s own incompetence lead to inflated self-assessments.” They found that the less a person understands about a topic, the more confident of their abilities or knowledge they will be

How does this relate to critical thinking? If you’re reading a claim sourced or written by somebody who lacks expertise in a field, they are underestimating its complexity. Whenever possible, look for an authoritative source when synthesizing and evaluating evidence for a claim.

Survivorship bias: Ever heard someone argue that we don’t need vaccines or seatbelts? After all, they grew up without either of them and are still alive and healthy!These arguments are appealing at first, but they don’t account for any cases of failures. They are attributing a misplaced sense of optimism and safety by ignoring the deaths that occurred resultant from a lack of vaccinations and seatbelts

When you’re still unsure, follow the consensus of the experts within the field. Scientists pointed out flaws within this pre-print article leading to its retraction. The pre-print was removed from the server because it did not hold up to proper scientific standards or scrutiny.

Now with all the evidence we’ve gathered, we ask ourselves some final questions. There are plenty more questions you will come up with yourself, case-by-case.Who is making the original claim?Who supports these claims? What are their qualifications?What is the evidence used for these claims?Where is this evidence published?How was the evidence gathered?Why is it important?

“even if some data is supporting a claim, does it make sense?” Some claims are deceptively true but fall apart when accounting for this bias.

Until now, that term had been widely understood to refer to fabricated news accounts that are meant to spread virally online.

But conservative cable and radio personalities, top Republicans and even Mr. Trump himself, incredulous about suggestions that that fake stories may have helped swing the election, have appropriated the term and turned it against any news they see as hostile to their agenda.

In defining “fake news” so broadly and seeking to dilute its meaning, they are capitalizing on the declining credibility of all purveyors of information, one product of the country’s increasing political polarization.

“Over the years, we’ve effectively brainwashed the core of our audience to distrust anything that they disagree with. And now it’s gone too far,” said John Ziegler, a conservative radio host, who has been critical of what he sees as excessive partisanship by pundits. “Because the gatekeepers have lost all credibility in the minds of consumers, I don’t see how you reverse it.”

Others see a larger effort to slander the basic journalistic function of fact-checking. Nonpartisan websites like Snopes and Factcheck.org have found themselves maligned when they have disproved stories that had been flattering to conservatives.

“Fake news was a term specifically about people who purposely fabricated stories for clicks and revenue,” said David Mikkelson, the founder of Snopes, the myth-busting website. “Now it includes bad reporting, slanted journalism and outright propaganda. And I think we’re doing a disservice to lump all those things together.”

Journalists who work to separate fact from fiction see a dangerous conflation of stories that turn out to be wrong because of a legitimate misunderstanding with those whose clear intention is to deceive. A report, shared more than a million times on social media, that the pope had endorsed Mr. Trump was undeniably false. But was it “fake news” to report on data models that showed Hillary Clinton with overwhelming odds of winning the presidency? Are opinion articles fake if they cherry-pick facts to draw disputable conclusions?

conservatives’ appropriation of the “fake news” label is an effort to further erode the mainstream media’s claim to be a reliable and accurate source.

Conservative news media are now awash in the “fake news” condemnations

Many conservatives are pushing back at the outrage over fake news because they believe that liberals, unwilling to accept Mr. Trump’s victory, are attributing his triumph to nefarious external factors.

The right’s labeling of “fake news” evokes one of the most successful efforts by conservatives to reorient how Americans think about news media objectivity: the move by Fox News to brand its conservative-slanted coverage as “fair and balanced.” Traditionally, mainstream media outlets had thought of their own approach in those terms, viewing their coverage as strictly down the middle. Republicans often found that laughable.

“They’re trying to float anything they can find out there to discredit fact-checking,”

There are already efforts by highly partisan conservatives to claim that their fact-checking efforts are the same as those of independent outlets like Snopes, which employ research teams to dig into seemingly dubious claims.

Sean Hannity, the Fox News host, has aired “fact-checking” segments on his program. Michelle Malkin, the conservative columnist, has a web program, “Michelle Malkin Investigates,” in which she conducts her own investigative reporting.

The market in these divided times is undeniably ripe. “We now live in this fragmented media world where you can block people you disagree with. You can only be exposed to stories that make you feel good about what you want to believe,” Mr. Ziegler, the radio host, said. “Unfortunately, the truth is unpopular a lot. And a good fairy tale beats a harsh truth every time.”

any privacy regulation that's going to make it through Congress has to provide clear ways for companies to continue profiting from data tracking. The key is coming up with an ethical framework in which they can do so, and Nissenbaum may have done just that. 

The traditional model of how this works says that your information is something like a currency and when you visit a website that collects data on you for one reason or another, you enter into a contract with that site. As long as the site gives you "notice" that data collection occurs -- usually via a privacy policy located through a link at the bottom of the page -- and you give "consent" by continuing to use the site, then no harm has been done. No matter how much data a site collects, if all they do is use it to show you advertising they hope is more relevant to you, then they've done nothing wrong.

let companies do standard data collection but require them to tell people when they are doing things with data that are inconsistent with the "context of the interaction" between a company and a person.

How can anyone make a reasonable determination of how their information might be used when there are more than 50 or 100 or 200 tools in play on a single website in a single month?

Nissenbaum doesn't think it's possible to explain the current online advertising ecosystem in a useful way without resorting to a lot of detail. She calls this the "transparency paradox," and considers it insoluble.

she wants to import the norms from the offline world into the online world. When you go to a bank, she says, you have expectations of what might happen to your communications with that bank. That should be true whether you're online, on the phone, or at the teller.  Companies can use your data to do bank stuff, but they can't sell your data to car dealers looking for people with a lot of cash on hand.

Nevermind that if you actually read all the privacy policies you encounter in a year, it would take 76 work days. And that calculation doesn't even account for all the 3rd parties that drain data from your visits to other websites. Even more to the point: there is no obvious way to discriminate between two separate webpages on the basis of their data collection policies. While tools have emerged to tell you how many data trackers are being deployed at any site at a given moment, the dynamic nature of Internet advertising means that it is nearly impossible to know the story through time

here's the big downside: it rests on the "norms" that people expect. While that may be socially optimal, it's actually quite difficult to figure out what the norms for a given situation might be. After all, there is someone else who depends on norms for his thinking about privacy.

The lack of disclosure surrounding Hacker’s List is one reason the hackers-for-hire service has drawn considerable scorn from security consultants, who say the website is an invitation to illegal and unethical behavior.

It’s inappropriate for someone like Mr. Tendell, who calls himself a “white hat hacker,” to be involved in any way with an operation that potentially is profiting from illegal activity, Mr. Solomonson said.

“We told users something that wasn’t true. I’m definitely not hiding from that fact,” said Mr. Rudder, OKCupid’s president. But he said the tests were done to determine how people can get the most from the site. “People come to us because they want the website to work, and we want the website to work.

when the site obscured all profile photos one day, users engaged in more meaningful conversations, exchanged more contact details and responded to first messages more often. They got to know each other. But when pictures were reintroduced on the site, many of those conversations stopped cold.

The Temple was singled out by a racist and anti-Semitic group or individual bent on silencing our joint Temple-Ebenezer Baptist Church MLK Jr. Shabbat,

The MLK Jr. Shabbat service is an annual event honoring King's legacy held by The Temple, the oldest Jewish congregation in the city, along with the historic Ebenezer Baptist Church, where King was a pastor from 1960 until his assassination in 1968.

The Temple was bombed by suspected white supremacists in response to Rothschild's activism, though no one was ever convicted of the crime.

"Textbooks are useful as background narrative. It's difficult to talk about the Gulf of Tonkin Resolution if students don't know where Vietnam is, or the Lincoln-Douglas debates if they don't know who Abe Lincoln was before he was Daniel Day-Lewis.

The website's lessons have been downloaded 800,000 times and spawned a lively online community of history educators grateful for the camaraderie

just 30 percent of the people who teach history-related courses in U.S. public high schools both majored in the field and are certified to teach it.

" By reading these challenging documents and discovering history for themselves, he says, "not only will they remember the content, they'll develop skills for life."

Teachers can download the lessons and adapt them for their own purposes, free of charge. Students learn how to examine documents critically, just as historians would, in order to answer intriguing questions: Did Pocahontas really rescue John Smith? Was Abraham Lincoln a racist? Who blinked first in the Cuban Missile Crisis, the Russians or the Americans?

But when a ten-pound textbook becomes the script for a whole year's worth of instruction, a precious learning opportunity is lost. "Many students go through their entire middle and high school and never encounter the actual voice of a historical participant,"

The Common Core curriculum will bring radical changes in the standardized state tests that youngsters have been taking for decades. Instead of filling in multiple-choice bubbles, they will be expected to write out short answers that demonstrate their ability to analyze texts, and then cite those texts to support arguments—the exact skills that Reading Like a Historian fosters.

Wineburg realized that the art of historical thinking is not something that comes naturally to most people; it has to be cultivated. Students have to be taught to look at the source of a document before reading it, figure out the context in which it was written, and cross-check it with other sources before coming to a conclusion.

In 2008, Reisman was ready to conduct a test of the curriculum at five schools in the San Francisco Unified School District. As expected, students in the test classes showed an increased ability to retain historical knowledge, as well as a greater appreciation for history, compared to the control group. What took everyone by surprise, though, was how much the test students advanced in basic reading.

Fremont 11th grader Ayanna Black agrees. "In other history courses I have taken, I wasn't able to fully understand what was going on. It seemed that it was just a bunch of words I had to memorize for a future test," she says. "Now that I contextualize the information I am given, it helps me understand not only what is being said but also the reason behind it." The approach, she says, "leads me to remembering the information out of curiosity, rather than trying to pass a test."

Scholars in the Stanford History Education Group hope to develop more online lesson plans in world history

Wineburg devoured history books as a kid and did well in Advanced Placement courses at his public high school. But when he entered Brown University, he was shocked at how ill-prepared he was in the subject. Employed after college as a high school history teacher, he saw similar weaknesses in his students. "The best ones could repeat what the text said," he recalls, "but when I asked them to critically examine whether they believed the text, I could have been speaking Martian."

Wineburg and his PhD students have teamed up with the library on another project: a website called Beyond the Bubble,where teachers can learn how to evaluate their students using short written tests called History Assessments of Thinking. Each HAT asks students to consider a historical document—a letter drawn from the archives of the NAACP, for example—and justify their conclusions about it in three or four sentences. By scanning the responses, teachers can determine quickly whether their pupils are grasping basic concepts.

Wineburg hopes to make Reading Like a Historian lesson plans completely paperless, with exercise sheets that can be filled out on a laptop or tablet computer.

Though the work has been hard in history this year, she appreciates what it's taught her. "I've learned that you don't just read what is put in front of you and accept it, which is what I had been doing with my textbook all summer," she explains. "It can be frustrating to analyze documents that are contradictory, but I'm coming to appreciate that history is a collection of thousands of accounts and perspectives, and it's our job to interpret it."

Historians and sociologists of science say that since the tobacco wars of the 1960s, corporations trying to block legislation that hurts their interests have employed a strategy of creating the appearance of scientific doubt, usually with the help of ostensibly independent researchers who accept industry funding.

“The whole doubt-mongering strategy relies on creating the impression of scientific debate,” said Naomi Oreskes, a historian of science at Harvard University and the co-author of “Merchants of Doubt,” a book about such campaigns. “Willie Soon is playing a role in a certain kind of political theater.”

Environmentalists have long questioned Dr. Soon’s work, and his acceptance of funding from the fossil-fuel industry was previously known. But the full extent of the links was not; the documents show that corporate contributions were tied to specific papers and were not disclosed, as required by modern standards of publishing.

“What it shows is the continuation of a long-term campaign by specific fossil-fuel companies and interests to undermine the scientific consensus on climate change,” said Kert Davies, executive director of the Climate Investigations Center, a group funded by foundations seeking to limit the risks of climate change.

Many experts in the field say that Dr. Soon uses out-of-date data, publishes spurious correlations between solar output and climate indicators, and does not take account of the evidence implicating emissions from human behavior in climate change.

Though often described on conservative news programs as a “Harvard astrophysicist,” Dr. Soon is not an astrophysicist and has never been employed by Harvard. He is a part-time employee of the Smithsonian Institution with a doctoral degree in aerospace engineering. He has received little federal research money over the past decade and is thus responsible for bringing in his own funds, including his salary.

Though he has little formal training in climatology, Dr. Soon has for years published papers trying to show that variations in the sun’s energy can explain most recent global warming. His thesis is that human activity has played a relatively small role in causing climate change.

As the oil-industry contributions fell, Dr. Soon started receiving hundreds of thousands of dollars through DonorsTrust, an organization based in Alexandria, Va., that accepts money from donors who wish to remain anonymous, then funnels it to various conservative causes.

Gavin A. Schmidt, head of the Goddard Institute for Space Studies in Manhattan, a NASA division that studies climate change, said that the sun had probably accounted for no more than 10 percent of recent global warming and that greenhouse gases produced by human activity explained most of it.“The science that Willie Soon does is almost pointless,” Dr. Schmidt said.

Dr. Soon has found a warm welcome among politicians in Washington and state capitals who try to block climate action. United States Senator James M. Inhofe, an Oklahoma Republican who claims that climate change is a global scientific hoax, has repeatedly cited Dr. Soon’s work over the years.

Dr. Oreskes, the Harvard science historian, said that academic institutions and scientific journals had been too lax in recent decades in ferreting out dubious research created to serve a corporate agenda.

Users will also be able to report potentially false stories to Facebook or send messages directly to the person posting a questionable article.

The company is focusing, for now, on what Mosseri called the “bottom of the barrel” websites that are purposefully set up to deceive and spread fake news, as well as those that are impersonating other news organizations. “We are not looking to flag legitimate organizations,” Mosseri said. “We’re looking for pages posing as legitimate organizations.” Articles from legitimate sites that are controversial or even wrong should not get flagged, he said.

The company will also prioritize checking stories that are getting lots of flags from users and are being shared widely, to go after the biggest targets possible.

"From a journalistic side, is it enough? It’s a little late.”

Facebook is fine to filter out other content -- such as pornography -- for which the definition is unclear. There's no clear explanation for why Facebook hasn't decided to apply similar filters to fake news. “I think that’s a little weak,” Tu said. “If you recognize that it’s bad and journalists at the AP say it’s bad, you shouldn’t have it on your site.”

Others said Facebook's careful approach may be warranted. "I think we'll have to wait and see early results to determine how effective the strategy is," said Alexios Mantzarlis, of Poynter's International Fact-Checking Network. "In my eyes, erring on the side of caution is not a bad idea with something so complicated," he said

Facebook is also trying to crack down on people who have made a business in fake news by tweaking the social network's advertising practices. Any article that has been disputed, for example, cannot be used in an ad. Facebook is also playing around with ways to limit links from publishers with landing pages that are mostly ads — a common tactic for fake-news websites

With those measures in place, “we’re hoping financially motivated spammers might move away from fake news,” Mosseri said

Paul Horner, a fake news writer who makes a living writing viral hoaxes, said he wasn't immediately worried about Facebook's new crackdown on fake news sites. "It's really easy to start a new site. I have 50 domain names. I have a dedicated server. I can start up a new site within 48 hours," he said, shortly after Facebook announced its new anti-hoax programs.  If his sites, which he describes as "satire"-focused, do end up getting hit too hard, Horner says he has "backup plans."

(An early conclusion: while we were late to understand how angry white voters were, a perhaps even more serious lapse was in failing to recognize how many disaffected Democrats there were who would stay home rather than support their party’s flawed candidate.)

Stories that would have killed any other politician—truly worrisome revelations about everything from the federal taxes Trump dodged to the charitable donations he lied about, the women he insulted and allegedly assaulted, and the mob ties that have long dogged him—did not stop Trump from thriving in this election year

the Oxford Dictionaries announced that “post-truth” had been chosen as the 2016 word of the year, defining it as a condition “in which objective facts are less influential in shaping public opinion than appeals to emotion and personal belief.”

Meantime, Trump personally blacklisted news organizations like Politico and The Washington Post when they published articles he didn’t like during the campaign, has openly mused about rolling back press freedoms enshrined by the U.S. Supreme Court, and has now named Stephen Bannon, until recently the executive chairman of Breitbart—a right-wing fringe website with a penchant for conspiracy theories and anti-Semitic tropes—to serve as one of his top White House advisers.

none of this has any modern precedent. And what makes it unique has nothing to do with the outcome of the election. This time, the victor was a right-wing demagogue; next time, it may be a left-wing populist who learns the lessons of Trump’s win.

This is no mere academic argument. The election of 2016 showed us that Americans are increasingly choosing to live in a cloud of like-minded spin, surrounded by the partisan political hackery and fake news that poisons their Facebook feeds.

To help us understand it all, there were choices, but not that many: three TV networks that mattered, ABC, CBS, and NBC; two papers for serious journalism, The New York Times and The Washington Post; and two giant-circulation weekly newsmagazines, Time and Newsweek. That, plus whatever was your local daily newspaper, pretty much constituted the news.

Fake news is thriving In the final three months of the presidential campaign, the 20 top-performing fake election news stories generated more engagement on Facebook than the top stories from major news outlets such as The New York Times.

Eventually, I came to think of the major media outlets of that era as something very similar to the big suburban shopping malls we flocked to in the age of shoulder pads and supply-side economics: We could choose among Kmart and Macy’s and Saks Fifth Avenue as our budgets and tastes allowed, but in the end the media were all essentially department stores, selling us sports and stock tables and foreign news alongside our politics, whether we wanted them or not. It may not have been a monopoly, but it was something pretty close.

This was still journalism in the scarcity era, and it affected everything from what stories we wrote to how fast we could produce them. Presidents could launch global thermonuclear war with the Russians in a matter of minutes, but news from the American hinterlands often took weeks to reach their sleepy capital. Even information within that capital was virtually unobtainable without a major investment of time and effort. Want to know how much a campaign was raising and spending from the new special-interest PACs that had proliferated? Prepare to spend a day holed up at the Federal Election Commission’s headquarters down on E Street across from the hulking concrete FBI building, and be sure to bring a bunch of quarters for the copy machine.

I am writing this in the immediate, shocking aftermath of a 2016 presidential election in which the Pew Research Center found that a higher percentage of Americans got their information about the campaign from late-night TV comedy shows than from a national newspaper. Don Graham sold the Post three years ago and though its online audience has been skyrocketing with new investments from Amazon.com founder Jeff Bezos, it will never be what it was in the ‘80s. That same Pew survey reported that a mere 2 percent of Americans today turned to such newspapers as the “most helpful” guides to the presidential campaign.

In 2013, Mark Leibovich wrote a bestselling book called This Town about the party-hopping, lobbyist-enabling nexus between Washington journalists and the political world they cover. A key character was Politico’s Mike Allen, whose morning email newsletter “Playbook” had become a Washington ritual, offering all the news and tidbits a power player might want to read before breakfast—and Politico’s most successful ad franchise to boot. In many ways, even that world of just a few years ago now seems quaint: the notion that anyone could be a single, once-a-day town crier in This Town (or any other) has been utterly exploded by the move to Twitter, Facebook, and all the rest. We are living, as Mark put it to me recently, “in a 24-hour scrolling version of what ‘Playbook’ was.”

Whether it was Walter Cronkite or The New York Times, they preached journalistic “objectivity” and spoke with authority when they pronounced on the day’s developments—but not always with the depth and expertise that real competition or deep specialization might have provided. They were great—but they were generalists.

I remained convinced that reporting would hold its value, especially as our other advantages—like access to information and the expensive means to distribute it—dwindled. It was all well and good to root for your political team, but when it mattered to your business (or the country, for that matter), I reasoned, you wouldn’t want cheerleading but real reporting about real facts. Besides, the new tools might be coming at us with dizzying speed—remember when that radical new video app Meerkat was going to change absolutely everything about how we cover elections?—but we would still need reporters to find a way inside Washington’s closed doors and back rooms, to figure out what was happening when the cameras weren’t rolling.

And if the world was suffering from information overload—well, so much the better for us editors; we would be all the more needed to figure out what to listen to amid the noise.

Trump turned out to be more correct than we editors were: the more relevant point of the Access Hollywood tape was not about the censure Trump would now face but the political reality that he, like Bill Clinton, could survive this—or perhaps any scandal. Yes, we were wrong about the Access Hollywood tape, and so much else.

These days, Politico has a newsroom of 200-odd journalists, a glossy award-winning magazine, dozens of daily email newsletters, and 16 subscription policy verticals. It’s a major player in coverage not only of Capitol Hill but many other key parts of the capital, and some months during this election year we had well over 30 million unique visitors to our website, a far cry from the controlled congressional circulation of 35,000 that I remember Roll Call touting in our long-ago sales materials.

, we journalists were still able to cover the public theater of politics while spending more of our time, resources, and mental energy on really original reporting, on digging up stories you couldn’t read anywhere else. Between Trump’s long and checkered business past, his habit of serial lying, his voluminous and contradictory tweets, and his revision of even his own biography, there was lots to work with. No one can say that Trump was elected without the press telling us all about his checkered past.

politics was NEVER more choose-your-own-adventure than in 2016, when entire news ecosystems for partisans existed wholly outside the reach of those who at least aim for truth

Pew found that nearly 50 percent of self-described conservatives now rely on a single news source, Fox, for political information they trust.

As for the liberals, they trust only that they should never watch Fox, and have MSNBC and Media Matters and the remnants of the big boys to confirm their biases.

And then there are the conspiracy-peddling Breitbarts and the overtly fake-news outlets of this overwhelming new world; untethered from even the pretense of fact-based reporting, their version of the campaign got more traffic on Facebook in the race’s final weeks than all the traditional news outlets combined.

When we assigned a team of reporters at Politico during the primary season to listen to every single word of Trump’s speeches, we found that he offered a lie, half-truth, or outright exaggeration approximately once every five minutes—for an entire week. And it didn’t hinder him in the least from winning the Republican presidential nomination.

when we repeated the exercise this fall, in the midst of the general election campaign, Trump had progressed to fibs of various magnitudes just about once every three minutes!

By the time Trump in September issued his half-hearted disavowal of the Obama “birther” whopper he had done so much to create and perpetuate, one national survey found that only 1 in 4 Republicans was sure that Obama was born in the U.S., and various polls found that somewhere between a quarter and a half of Republicans believed he’s Muslim. So not only did Trump think he was entitled to his own facts, so did his supporters. It didn’t stop them at all from voting for him.

in part, it’s not just because they disagree with the facts as reporters have presented them but because there’s so damn many reporters, and from such a wide array of outlets, that it’s often impossible to evaluate their standards and practices, biases and preconceptions. Even we journalists are increasingly overwhelmed.

So much terrific reporting and writing and digging over the years and … Trump? What happened to consequences? Reporting that matters? Sunlight, they used to tell us, was the best disinfectant for what ails our politics.

2016 suggests a different outcome: We’ve achieved a lot more transparency in today’s Washington—without the accountability that was supposed to come with it.

it helped shift moral psychology away from rationalist models that dominated in the 1980s and 1990s. In its place Haidt offered an understanding of morality from an intuitive and automatic level. As Haidt says on his website, “we are just not very good at thinking open-mindedly about moral issues, so rationalist models end up being poor descriptions of actual moral psychology.”

“the mind is divided into parts that sometimes conflict. Like a rider on the back of an elephant, the conscious, reasoning part of the mind has only limited control of what the elephant does.”

In the last few decades psychology began to understand the unconscious mind not as dark and suppressed as Freud did, but as intuitive, highly intelligent and necessary for good conscious reasoning. “Elephants,” he reminded me, “are really smart, much smarter than horses.”

we are 90 percent chimp 10 percent bee. That is to say, though we are inherently selfish, human nature is also about being what he terms “groupish.” He explained to me like this:

they developed the idea that humans possess six universal moral modules, or moral “foundations,” that get built upon to varying degrees across culture and time. They are: Care/harm, Fairness/cheating, Loyalty/betrayal, Authority/subversion, Sanctity/degradation, and Liberty/oppression. Haidt describes these six modules like a “tongue with six taste receptors.” “In this analogy,” he explains in the book, “the moral matrix of a culture is something like its cuisine: it’s a cultural construction, influenced by accidents of environment and history, but it’s not so flexible that anything goes. You can’t have a cuisine based on grass and tree bark, or even one based primarily on bitter tastes. Cuisines vary, but they all must please tongues equipped with the same five taste receptors. Moral matrices vary, but they all must please righteous minds equipped with the same six social receptors.”

The questionnaire eventually manifested itself into the website www.YourMorals.org, and it has since gathered over two hundred thousand data points. Here is what they found:

This is the crux of the disagreement between liberals and conservatives. As the graph illustrates, liberals value Care and Fairness much more than the other three moral foundations whereas conservative endorse all five more or less equally. This shouldn’t sound too surprising, liberals tend to value universal rights and reject the idea of the United States being superior while conservatives tend to be less concerned about the latest United Nation declaration and more partial to the United States as a superior nation.

Haidt began reading political psychology. Karen Stenner’s The Authoritarian Dynamic, “conveyed some key insights about protecting the group that were particularly insightful,” he said. The work of the French sociologist Emile Durkheim was also vital. In contrast to John Stuart Mill, a Durkheimian society, as Haidt explains in an essay for edge.org, “would value self-control over self-expression, duty over rights, and loyalty to one’s groups over concerns for out-groups.”

He was motivated to write The Righteous Mind after Kerry lost the 2004 election: “I thought he did a terrible job of making moral appeals so I began thinking about how I could apply moral psychology to understand political divisions. I started studying the politics of culture and realized how liberals and conservatives lived in their own closed worlds.” Each of these worlds, as Haidt explains in the book, “provides a complete, unified, and emotionally compelling worldview, easily justified by observable evidence and nearly impregnable to attack by arguments from outsiders.” He describes them as “moral matrices,” and thinks that moral psychology can help him understand them.

“When I say that human nature is selfish, I mean that our minds contain a variety of mental mechanisms that make us adept at promoting our own interests, in competition with our peers. When I say that human nature is also groupish, I mean that our minds contain a variety of mental mechanisms that make us adept at promoting our group’s interests, in competition with other groups. We are not saints, but we are sometimes good team players.” This is what people who had studied morality had not realized, “that we evolved not just so I can treat you well or compete with you, but at the same time we can compete with them.”

At first, Haidt reminds us that we are all trapped in a moral matrix where

our “elephants” only look for what confirms its moral intuitions while our “riders” play the role of the lawyer; we team up with people who share similar matrices and become close-minded; and we forget that morality is diverse. But on the other hand, Haidt is offering us a choice: take the blue pill and remain happily delusional about your worldview, or take the red pill, and, as he said in his 2008 TED talk, “learn some moral psychology and step outside your moral matrix.”

The great Asian religions, Haidt reminded the crowd at TED, swallowed their pride and took the red pill millennia ago. And by stepping out of their moral matrices they realized that societies flourish when they value all of the moral foundations to some degree. This is why Ying and Yang aren’t enemies, “they are both necessary, like night and day, for the functioning of the world.” Or, similarly, why the two of the high Gods in Hinduism, Vishnu the preserver (who stands for conservative principles) and Shiva the destroyer (who stands for liberal principles) work together.

Capitol Hill staffers spend most of their morning media consumption on email newsletters on their mobile devices before switching to websites, then radio, then social media before bed. In contrast, a federal executive usually spends the morning watching television, listening to radio during the commute, reading email newsletters and websites during the day before radio again during the commute and television before bed.

And print is far from dead for Washington insiders — 69 percent of Capitol Hill respondents said they still consume print editions throughout the workday, mainly because of how readily available the printed versions are around the Hill.

as has happened before with other forms of property, the most politically influential owners of the new property are doing their utmost to increase their profits by creating monopolies

The most valuable intellectual properties are platforms so widely used that everyone else has to use them, too. Think of standard operating systems like Microsoft’s Windows or Google’s Android; Google’s search engine; Amazon’s shopping system; and Facebook’s communication network

Despite an explosion in the number of websites over the last decade, page views are becoming more concentrated. While in 2001, the top 10 websites accounted for 31 percent of all page views in America, by 2010 the top 10 accounted for 75 percent

Amazon is now the first stop for almost a third of all American consumers seeking to buy anything

Google and Facebook are now the first stops for many Americans seeking news — while Internet traffic to much of the nation’s newspapers, network television and other news gathering agencies has fallen well below 50 percent of all traffic.

almost all of the profits go to the platforms’ owners, who have all of the bargaining power

The rate at which new businesses have formed in the United States has slowed markedly since the late 1970s. Big Tech’s sweeping patents, standard platforms, fleets of lawyers to litigate against potential rivals and armies of lobbyists have created formidable barriers to new entrants

The law gives 20 years of patent protection to inventions that are “new and useful,” as decided by the Patent and Trademark Office. But the winners are big enough to game the system. They make small improvements warranting new patents, effectively making their intellectual property semipermanent.

They also lay claim to whole terrains of potential innovation including ideas barely on drawing boards and flood the system with so many applications that lone inventors have to wait years.

Big Tech has been almost immune to serious antitrust scrutiny, even though the largest tech companies have more market power than ever. Maybe that’s because they’ve accumulated so much political power.

Economic and political power can’t be separated because dominant corporations gain political influence over how markets are maintained and enforced, which enlarges their economic power further. One of the original goals of antitrust law was to prevent this.

We are now in a new gilded age similar to the first Gilded Age, when the nation’s antitrust laws were enacted. As then, those with great power and resources are making the “free market” function on their behalf. Big Tech — along with the drug, insurance, agriculture and financial giants — dominates both our economy and our politics.

The real question is how government organizes the market, and who has the most influence over its decisions

Yet as long as we remain obsessed by the debate over the relative merits of the “free market” and “government,” we have little hope of seeing what’s occurring and taking the action that’s needed to make our economy work for the many, not the few.