[HN Gopher] Language records reveal a surge of cognitive distort...
       ___________________________________________________________________
        
       Language records reveal a surge of cognitive distortions in recent
       decades
        
       Author : jbotz
       Score  : 98 points
       Date   : 2021-07-25 19:30 UTC (3 hours ago)
        
 (HTM) web link (www.pnas.org)
 (TXT) w3m dump (www.pnas.org)
        
       | zaptheimpaler wrote:
       | If you look up at the sky and say "oh its sunny today", you are
       | overgeneralizing because you haven't seen the rest of the city.
       | If you had worn masks or started being cautious before COVID was
       | widely acknowledged, you were catastrophizing. If you ever talk
       | or act based on a mental model you have of a friend, you are
       | mindreading.
       | 
       | "Cognitive distortions" are the only tools we have to reason
       | about _anything_ in the presence of limited information (which is
       | basically always). Its basically a toolbox to let you discredit
       | _any_ thought whatsoever, which is convenient when a patient
       | writes down negative thoughts and the psychiatrist can just hand
       | them a list. But it would work just as well on positive thoughts
       | or any thought whatsoever.
        
         | armchairhacker wrote:
         | There's nuance in almost everything. When writing or speaking
         | you have to generalize, or you'll just end up rambling.
         | 
         | So when someone says something, you can almost always say
         | they're being too general and point out some obscure exception.
         | It's better to just take every statement and implicitly "... in
         | most cases".
        
         | ajross wrote:
         | > "Cognitive distortions" are the only tools we have to reason
         | about _anything_ in the presence of limited information
         | 
         | No, clearly they aren't. But you know what does qualify as a
         | cognitive distortion? That very statement[1]. The "only" way to
         | reason about "anything" based on limited evidence? Really? I
         | mean, Kalman and Bayes would maybe like to have words.
         | 
         | [1] I can see a few, but I'll go with "dichotomous" as the
         | biggest mistake you made. You lept straight from "Sometimes
         | these mental tools produce correct results" (which is true) to
         | "These tools are the only way to produce correct results" (a
         | ridiculous distortion).
        
           | dalbasal wrote:
           | One of the results that stood out to me was that (a)
           | dichotomous thinking was the most notable distortion in
           | germany during nazism and (2) they (and the rest of us) are
           | back to peak levels.
        
         | Swizec wrote:
         | > But it would work just as well on positive thoughts
         | 
         | Have you heard of toxic positivity? There's a growing movement
         | _against_ incessant positivity that has become endemic to a lot
         | of online discourse in particular on Instagram (def not on
         | twitter).
         | 
         | Nothing ever sucks, it's a challenge! Nobody is sick, they're a
         | fighter! Nobody is a mean prick, you just need to understand
         | their perspective! Nothing you do is ever stupid, people are
         | just haters!
        
           | austincheney wrote:
           | I more frequently encounter toxic negativity on HN in
           | subjects that devolve to anything remotely social.
           | 
           | * That parent isn't setting boundaries for a child, they're
           | just mean.
           | 
           | * Isn't that they fully acknowledged your thoughts and chose
           | something to the contrary, they aren't listening.
           | 
           | * Isn't that they fail to shed tears when trying to
           | understand other people, it's that they have no empathy (this
           | is actually sympathy, but whatever).
           | 
           | I want to say it's teenagers or highly sheltered people
           | having an emotional moment, but these wonderful people claim
           | otherwise. Worse, like teenagers, when comes to anything
           | remotely social everybody is an expert, never wrong, and
           | somehow knows all about other people real life situations.
        
         | Zak wrote:
         | The phrases that the study treats as overgeneralizing are:
         | 
         |  _all of the time, all of them, all the time, always happens,
         | always like, happens every time, completely, no one ever,
         | nobody ever, every single one of them, every single one of you,
         | I always, you always, he always, she always, they always, I am
         | always, you are always, he is always, she is always, they are
         | always_
         | 
         | It's not _always_ overgeneralizing to use one of these.  "Every
         | single one of them wore black" is (potentially) completely
         | factual. A large increase in their use in books, however
         | suggests that authors are overgeneralizing more than they did
         | previously.
         | 
         | Phrase list:
         | https://www.pnas.org/content/pnas/suppl/2021/07/22/210206111...
        
         | codingdave wrote:
         | You are correct that it is a toolbox. You are also correct that
         | the tools could be used inappropriately. Neither of those
         | truths invalidates the actual tools. Every tool in the world
         | can be used either correctly or incorrectly.
        
         | thaumasiotes wrote:
         | > If you look up at the sky and say "oh its sunny today", you
         | are overgeneralizing because you haven't seen the rest of the
         | city.
         | 
         | Oh? You have seen the sky over the rest of the city. You can
         | see a long way, in the sky.
        
         | [deleted]
        
       | gmuslera wrote:
       | Focusing in just authors may make this fall into the Simpson's
       | Paradox (https://en.wikipedia.org/wiki/Simpson%27s_paradox), if
       | you look at the bigger set the clear trend may vanish.
       | 
       | Even if authors are part of the population and living (some of)
       | the influences that the general population have, there are a
       | whole ecosystem and pressures that should be taken into account,
       | including changes in the editorial ecosystem with time.
       | 
       | There are other sets of public data that may or not track the
       | general population, like social networks activity, blog posts and
       | comments on different sites. But that is affected by changes in
       | culture, population and external influences (including
       | disinformation campaings), and the selection of sites may select
       | also the kind of users that may add a bias to the results. I
       | wonder what deviations would be seen at i.e. slashdot that should
       | have around 25 years of comments, with all the previous
       | objections that I already said.
        
       | blunte wrote:
       | Does this study consider the modern ease of getting a work to be
       | publicly available? Publishing, in some form, is so much easier
       | now than it was 20 years ago. Is it possible that publishers of
       | the past just said, "no, we don't want so much depressing
       | stuff."?
        
         | malandrew wrote:
         | Now they have the analytical tools given to them by the tech
         | industry to say "Yes, we need more of this depressing stuff
         | because it's most profitable"
         | 
         | To make matters worse, journalism is not longer a career that
         | provides a path to a respectable middle to upper middle class
         | life, so you have an entire profession where those working in
         | that profession have generally depressive prospects in life.
         | 
         | Want to make society content? Keep journalists content.
        
       | Animats wrote:
       | This is a _very_ simple analysis. Here 's the phrase list: [1]
       | It's quite short. It's clear how they get the numbers, but not
       | clear what, if anything, they indicate.
       | 
       | A big problem is that they only count one side.
       | 
       | "Fortune-telling: Making predictions, usually negative ones,
       | about the future" - counts the phrases: "I will not, we will not,
       | you will not, they will not, it will not, that will not, he will
       | not, she will not".
       | 
       | One would expect that they'd also count "I will, "we will", etc.
       | and show a ratio. But no.
       | 
       | This is measuring something, but what?
       | 
       | [1]
       | https://www.pnas.org/content/pnas/suppl/2021/07/22/210206111...
        
       | api wrote:
       | Maybe tangential but I have had the sense for the past ten years
       | that something is wrong with human cognition.
       | 
       | When I look at the popular ideas on all sides of the political
       | spectrum, the trend seems to have been toward ideas that are not
       | only more one dimensional and extreme but more irrational and
       | incoherent. I regularly come across online comments that are
       | borderline word salad, a blathering incoherent mess of the sort
       | that would in the past have immediately led to questions about
       | schizophrenia.
       | 
       | It doesn't seem to be a specific idea so much as a decline in the
       | lucidity and coherence of cognition itself. The ideas are inane,
       | but I can't imagine such inane ideas taking hold to such an
       | extent in earlier eras.
       | 
       | I have only two hypotheses that seem like they make sense:
       | gamified social media and CO2 concentration impacting metabolism.
       | I lean strongly toward the former because around 2010 is when
       | algorithmic timelines started to be introduced and it was right
       | around then that I remember a tangible sense of sharp decline. I
       | had to include the latter for completeness, but I hope not as the
       | latter would be far scarier.
       | 
       | Social media companies are the tobacco companies and opiate
       | dealers of the information age. The more I see of them the more I
       | am convinced they are an objective evil and create net negative
       | value. The algorithmic weighting of content for engagement seems
       | to be the real problem, but it's at the heart of their business
       | model now.
        
         | hutzlibu wrote:
         | _The more I see of them the more I am convinced they are an
         | objective evil and create net negative value._
         | 
         | With invoking the words, "absolute evil", you seem to also take
         | part of your observed trend:
         | 
         |  _When I look at the popular ideas on all sides of the
         | political spectrum, the trend seems to have been toward ideas
         | that are not only more one dimensional and extreme_
        
       | civilized wrote:
       | These are interesting data, but heavily sensationalized,
       | overinterpreted and editorialized - as per usual from this
       | notorious "tabloid journal", as statistics professor Andrew
       | Gelman calls them.
       | 
       | For example, the methodology for detecting "cognitive
       | distortions" is extremely simplistic, relying on short phrases
       | like "I am a", "everyone thinks", and "still feels". It is far
       | from clear what an increase in people saying "I am a" means, and
       | what it really implies about the rate of genuine cognitive
       | distortions or depressive thought patterns in the population. The
       | reasoning here is basically "X correlates with Y, X is up,
       | therefore Y is up". That's not a strong argument. These data are
       | a starting point, not a conclusion.
       | 
       | The authors also seem to be leaning so far into a desired
       | narrative that they can't accurately read their own graphs. The
       | rapid rise in CDS clearly begins around 2000 - not the late
       | 1970s, which are just the low point of the graph.
        
         | dalbasal wrote:
         | In their defense, I tend to think social science is shoehorned
         | into an academic formula that it can never really fit into.
         | 
         | You kind of have to have a hypothesis, then "test" it with
         | data. A more reasonable approach (IMO) would be "We found this
         | interesting phenomenon" followed by inevitably speculative
         | interpretation. That's realistically how it works in practice,
         | but to be published you need to fit a popperian formula. A more
         | ponderous version of this probably wouldn't have been accepted.
         | 
         | I mean, using a method of diagnosing depressed individuals on a
         | _collective psychology of a society_ is already veering into
         | wtf territory, in terms of interpretation. OTOH, it _is_
         | interesting and probably significant somehow.
         | 
         | IDK how or what they could have done better, and this does seem
         | like a result worth publishing, assuming the methodology is
         | good. Ultimately, I think people reading the paper mostly read
         | it that way anyhow. Authors found X. Seems interesting. Here's
         | how they're interpreting it. Here's my speculation.
         | 
         | Journalists OTOH, they'll cite the hypothesis verbatim if it
         | fits the article they're writing. I think that's where the
         | shoehorning is a problem. As long as you're reading the paper
         | directly yourself, who cares what order the paragraphs are in.
        
         | malwarebytess wrote:
         | >The rapid rise in CDS clearly begins around 2000 - not the
         | late 1970s, which are just the low point of the graph.
         | 
         | I don't think this is taking full account of their claim.
         | They're saying it's a "hockey stick." If you look at the graph
         | like that you can understand what they mean.
        
         | tomaszs wrote:
         | Maybe we have red entirely different articles. Because the one
         | linked contains whole section indicating the method has
         | limitations and they don't try to establish any causal effect.
         | 
         | For me the study is interesting because I observe the very same
         | change in music lyrics and movies. They become vividly grimmer
         | compared to earlier years.
         | 
         | I have seen a young person explaining it by stating young
         | generation expresses emotions in a more toned down way.
         | 
         | On the other side, if we perceive books and other forms of
         | expression as a way to share stories receiver can not live by
         | himself, it would mean the opposite, that people lives became
         | better. And because of this art fills the void of negativity.
         | An explanation that is close to my understanding.
         | 
         | Either way there is a collective shift in expression and it is
         | interesting to research it.
        
         | rhizome wrote:
         | Hmmm, maybe it could be called something like "syllogistic
         | materialism?"
         | 
         | It's a predictable badness that these "revelations" are
         | specific sentiments about what follows, aka "the nouns" (more
         | or less). "Still feels X," "I am a Y," "everyone thinks Z," all
         | require that X, Y, and Z all have fixed meanings.
        
         | christophilus wrote:
         | Sounds like you're saying the authors suffer from cognitive
         | distortions. They're disproving their point by proving their
         | own point.
        
           | civilized wrote:
           | Their work is definitely an illustration of precisely what
           | they're talking about.
        
       | triska wrote:
       | A very nicely done and interesting study on a very relevant
       | topic, with worrying results. Thank you for sharing this! I found
       | the following quote particularly interesting:
       | 
       |  _" It is suggestive that the timing of the US surge in CDS
       | prevalence coincides with the late 1970s when wages stopped
       | tracking increasing work productivity."_
        
         | civilized wrote:
         | > _It is suggestive that the timing of the US surge in CDS
         | prevalence coincides with the late 1970s when wages stopped
         | tracking increasing work productivity._
         | 
         | I don't agree with the authors' summary of their own graphs. If
         | you look at the graphs, it's more like "cognitive distortions
         | hit an all-time low around 1980, began slowly inching back up
         | from 1980-2000, then accelerated more rapidly upwards after
         | 2000, leading to a clear trend break by 2005 or so."
         | 
         | I've also heard conflicting info about this and would like a
         | more definitive analysis if anyone knows of one. I've seen
         | people claim that total comp, including especially health care
         | benefits, did not stagnate and continued to track productivity.
        
           | kian wrote:
           | It feels quite possible to me that, despite total comp
           | tracking productivity, wages ceasing to track work
           | productivity could still cause increased anxiety due to a
           | lack of choice in how to spend that fraction of compensation.
           | 
           | Health Care as a job benefit ensures that that fraction of
           | compensation is always spent on health services, at minimum.
           | In many ways it is more of a subsidy to health insurance
           | companies and health care providers.
        
       | cblconfederate wrote:
       | Corresponds with the large drop in testosterone levels seen in
       | the past 4 decades, which the authors did not consider in their
       | discussion. Revise and resubmit
        
       | Hokusai wrote:
       | Looking at the graphics it seems that the start of the pattern is
       | closer to Reaganomics than Facebook for the English speaking
       | world. For German and Spanish started way later, closer to social
       | media.
       | 
       | So, maybe in the USA it started early and the it spread to other
       | parts of the world thru social media. One way or another it seems
       | important to study the reasons and the effects of such change of
       | language.
        
         | lrdswrk00 wrote:
         | Social media invented by US industry, that was mutated by
         | Reaganomics.
         | 
         | Interesting.
        
         | malandrew wrote:
         | One thing to consider is that cable TV with many channels
         | proliferated 1-2 decades earlier in the US than most other
         | countries. We had 40+ channels and the resultant social
         | splintering of interests much earlier as a result. It wasn't
         | until satellite TV became a thing that many parts of the world
         | could get more than a handful of over the air channels.
        
       | PaulHoule wrote:
       | It is an incredible result, my first thought is that it depends
       | so much on the sampling of what books get published, and what
       | books wind up in the maw of google books.
       | 
       | I have done things like look at specific dates that turn up in
       | Wikipedia and you see some things that are real but when you get
       | close to the time frame Wikipedia existed sampling effects are
       | strong.
       | 
       | It would be fun to look at 'I am a *' though.
        
       | eyelovewe wrote:
       | I blame it all on that one Beck song, plus that one Radiohead
       | song
        
       | chiefalchemist wrote:
       | Has there been a surge, or were previously such things
       | suppressed? Also, most books are marketed via publishers which
       | means there is filter (read: bias) in what gets published and
       | what does not.
       | 
       | It's an interesting idea (i.e., analyze books) but the context is
       | going to influence the results.
        
       | ris wrote:
       | Complete sidenote, but when did google n-grams start getting
       | attention again? Last I looked at it it seemed pretty dead and
       | unlikely to see any further updates. Now not only is it updated
       | but it has a lot of features I don't remember seeing before e.g.
       | wildcards and part-of-speech wildcards
       | https://books.google.com/ngrams/info
        
       | curation wrote:
       | It is because the only logic we have left is Market Logic and the
       | only ethical barrier we have left between us and violence is The
       | Economy. The Economy is entirely faith based. And our faith is
       | waning, and among younger generations, is gone. To survive in
       | Market Logic we must act as though we believe we are fully
       | individuated and on our own with bootstraps tugged. But how we
       | actually live is totally, globally interdependent. The pandemic,
       | on top of this, insists on it. This is the source of cognitive
       | dissonance. ( JP Dupuy The Economy and The Future)
        
         | voidhorse wrote:
         | Quite a few theorists have stated things along the same lines,
         | and I think the analysis is generally correct.
         | 
         | After the "death of god", man lost a common frame of reference
         | and replaced highly spiritualized modes of existence for highly
         | economic modes of existence. Well, now we are facing the "death
         | of the market" and finally realizing that it is a destructive
         | fiction and that it is not reasonable to reduce everything to
         | exchange value and calculation insofar as it leads to the
         | actual existential crisis that is climate cataclysm.
        
           | yissp wrote:
           | What will we replace it with this time?
        
             | Animats wrote:
             | I don't know. We're running out of sources of trust.
             | Lawyers? No. Bankers? No. Political leaders? No. Captains
             | of industry? No. Journalists? Almost extinct.
             | 
             | We hit bottom when the Catholic Church and the Boy Scouts
             | both turned out to have thousands of pedophiles in
             | positions of authority.
        
               | mvc wrote:
               | > We hit bottom when the Catholic Church and the Boy
               | Scouts both turned out to have thousands of pedophiles in
               | positions of authority.
               | 
               | Of course prior to 1980, the church had never done
               | anything to harm those it claimed to care for. Not sure
               | why Catholics are singled out here.
        
           | [deleted]
        
       | dalbasal wrote:
       | The data is quite interesting, but the hypothesis (imo) is far
       | from the only plausible explanation. I'm not saying this to
       | disparage the work, just to frame.
       | 
       |  _" Individuals with depression are prone to maladaptive patterns
       | of thinking, known as cognitive distortions, whereby they think
       | about themselves, the world, and the future in overly negative
       | and inaccurate ways. These distortions are associated with marked
       | changes in an individual's mood, behavior, and language. We
       | hypothesize that societies can undergo similar changes in their
       | collective psychology that are reflected in historical records of
       | language use. Here, we investigate the prevalence of textual
       | markers of cognitive distortions in over 14 million books..._"
       | 
       | Interesting result:
       | https://www.pnas.org/content/pnas/118/30/e2102061118/F4.larg...
       | 
       | So... the finding is that language patterns typically associated
       | with depression have rapidly become common in book language.
       | Interesting. The interpretation is up for debate, I suppose.
       | Maybe its just writers are more depressed.
       | 
       | Financial events are labeled, but they don't seem to have
       | impacted the data much. Internet usage, OTOH, seems (at a glance)
       | highly correlated to whatever they're measuring. Maybe online
       | culture moved language in this direction with no real
       | relationship to depression. Maybe the internet made people more
       | depressed. Maybe the internet made writers more depressed. Maybe
       | some complicated knot of those. IE, the internet popularized
       | maladaptive language, which has made us all more depressed.
       | 
       | In any case, assuming the methodology is reasonable, it does look
       | like they've found _something_ here. Worth a discussion.
        
         | joe_the_user wrote:
         | I'd be tempted to say the language patterns could be the most
         | interesting thing. They're something that you could was more
         | widely and objectively measurable than "depression". Starting
         | with language patterns and seeing what they're most strongly
         | associated with might be interesting.
        
       | ma2rten wrote:
       | I don't think the methodology is showing anything conclusively.
       | The peak could be due to a linguistic shift or due to a
       | difference in the type of work being published. Even if books use
       | phrases like "I am a" more often I don't think that necessarily
       | means people have more cognitive distortions and if people have
       | more cognitive distortions that doesn't necessarily mean they are
       | more depressed (only the inverse has been shown afaik).
        
       | malwarebytess wrote:
       | Did they consider that the influx of normal people into the realm
       | of writing & publishing? It use to be a lot more exclusive.
        
       | jgilias wrote:
       | An interesting effect. It's just that the naming could somehow be
       | better. It feels weird to call a cognitive _distortion_ some
       | collective zeitgeist that apparently correctly identifies a
       | situation when shit has really hit the fan.
       | 
       | I mean, why would it be a 'distortion' to be somewhat fatalistic
       | about the current climate change trend that may actually lead to
       | civilizational collapse and an extinction event.
        
         | overton wrote:
         | Exactly. This article comes with the typical psychiatrist bias
         | that depression is indication of some personal deficit
         | (cognitive distortions or faulty brain chemistry) when in my
         | personal view, given the state of the world there are many good
         | reasons to be depressed.
        
         | mikeiz404 wrote:
         | I see your point and I used to think this too to an extent but
         | I think it's worth appreciating that we are looking from the
         | outside in to a highly specialized domain and like most of
         | these domains it has developed its own unique set of language
         | and definitions. And that paper is written for people in that
         | domain / community, not for those outside of it.
        
       | airhead969 wrote:
       | I would posit increased population, shift to cities, fewer close
       | friends, less family relationships, less community, declining
       | interdependency, lower standards of living, and less hope for the
       | future all contribute to depression and so cognitive distortions.
        
       | derbOac wrote:
       | It's telling that a search for the term "sentiment" in the
       | article yields nothing. It's an obvious companion analysis.
        
         | ignoranceprior wrote:
         | I'd be curious to see how sentiment analysis of contemporary
         | writing has changed over time. That would be easier to
         | interpret than this metric too.
        
       | TechBro8615 wrote:
       | The data seems to support that people in America who write books
       | are depressed.
        
       | cryptica wrote:
       | The economy is a negative sum game and so, while the rich keep
       | getting richer and their friends keep getting richer,
       | opportunities for the majority of people are drying up. It
       | becomes increasingly easy for the rich to earn money and
       | increasingly difficult for the poor to earn money.
       | 
       | Almost everyone who rich people interact with are at least
       | relatively well off and doesn't have to work too hard for their
       | money so they don't see or relate to the suffering and
       | hopelessness of the poor who are desperately competiting for
       | their attention.
       | 
       | Wherever the rich look, things start improving - But where they
       | don't look (which is most places), things are always getting
       | worse.
       | 
       | In this crony-capitalist system, the attention of a rich person
       | is as good as money.
       | 
       | The monetary system is to blame for this. When currency isn't
       | backed by anything, the economy and society becomes 100% about
       | capturing the attention of rich people. You cannot compete in
       | this system without the approval of rich people. No matter how
       | much better value your products or services may be; you can never
       | compete because their earnings are mixed in with easy money
       | straight from the money printers, yours aren't - You can never
       | beat the margins of a big corporation which has direct currency
       | pipelines to hedge funds, governments, etc...
       | 
       | Money should not be so important but when you are far from the
       | money printers, it's the only thing a rational person can think
       | about. Getting the attention of rich people is the only way to
       | get closer to the money printers. It's not a distortion to see
       | things as negative or bleak. Things really are bleak for most
       | people. The real distortion is thinking that everything is fine.
        
       | briefcomment wrote:
       | What I'm interested in seeing is the types of phrases that
       | dropped during this time period. What is not considered a sign of
       | "cognitive distortion"?
        
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